I0409 13:50:17.595400 18612 tcp_utils.cc:181] The server starts to listen on IP_ANY:61358 I0409 13:50:17.595651 18612 tcp_utils.cc:130] Successfully connected to 10.255.124.20:61358 NCCL version 2.7.8+cuda10.2 W0409 13:50:22.437445 18612 gpu_resources.cc:61] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 11.2, Runtime API Version: 10.2 W0409 13:50:22.441802 18612 gpu_resources.cc:91] device: 0, cuDNN Version: 7.6. [2023-04-09 13:50:25,701] [ INFO] topology.py:187 - HybridParallelInfo: rank_id: 0, mp_degree: 1, sharding_degree: 1, pp_degree: 1, dp_degree: 4, mp_group: [0], sharding_group: [0], pp_group: [0], dp_group: [0, 1, 2, 3], check/clip group: [0] loading annotations into memory... Done (t=18.61s) creating index... index created! [04/09 13:50:53] ppdet.data.source.coco WARNING: Found an invalid bbox in annotations: im_id: 200365, area: 0.0 x1: 296.65, y1: 388.33, x2: 297.67999999999995, y2: 388.33. [04/09 13:51:05] ppdet.data.source.coco WARNING: Found an invalid bbox in annotations: im_id: 550395, area: 0.0 x1: 9.98, y1: 188.56, x2: 15.52, y2: 188.56. [04/09 13:51:07] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json. [04/09 13:51:18] ppdet.utils.checkpoint INFO: Finish loading model weights: /root/.cache/paddle/weights/ResNet101_vd_ssld_pretrained.pdparams W0409 13:51:20.662618 18612 reducer.cc:622] All parameters are involved in the backward pass. It is recommended to set find_unused_parameters to False to improve performance. However, if unused parameters appear in subsequent iterative training, then an error will occur. Please make it clear that in the subsequent training, there will be no parameters that are not used in the backward pass, and then set find_unused_parameters [04/09 13:51:21] ppdet.engine INFO: Epoch: [0] [ 0/7329] learning_rate: 0.000000 loss_class: 0.338186 loss_bbox: 1.634180 loss_giou: 1.518181 loss_class_aux: 1.747513 loss_bbox_aux: 9.895669 loss_giou_aux: 9.311660 loss_class_dn: 0.820571 loss_bbox_dn: 0.935917 loss_giou_dn: 1.106481 loss_class_aux_dn: 3.814973 loss_bbox_aux_dn: 4.679586 loss_giou_aux_dn: 5.532404 loss: 41.335320 eta: 21 days, 4:58:10 batch_cost: 2.0834 data_cost: 0.0023 ips: 1.9200 images/s [04/09 13:52:30] ppdet.engine INFO: Epoch: [0] [ 100/7329] learning_rate: 0.000005 loss_class: 0.304113 loss_bbox: 1.487224 loss_giou: 1.783559 loss_class_aux: 1.722605 loss_bbox_aux: 9.014732 loss_giou_aux: 10.852671 loss_class_dn: 0.779428 loss_bbox_dn: 0.756678 loss_giou_dn: 1.309627 loss_class_aux_dn: 3.858144 loss_bbox_aux_dn: 3.783648 loss_giou_aux_dn: 6.554888 loss: 41.466026 eta: 6 days, 16:23:33 batch_cost: 0.6423 data_cost: 0.0017 ips: 6.2272 images/s [04/09 13:53:40] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000010 loss_class: 0.356047 loss_bbox: 1.440754 loss_giou: 1.995411 loss_class_aux: 2.076830 loss_bbox_aux: 8.951128 loss_giou_aux: 12.191080 loss_class_dn: 0.795197 loss_bbox_dn: 0.850344 loss_giou_dn: 1.575680 loss_class_aux_dn: 3.976074 loss_bbox_aux_dn: 4.235741 loss_giou_aux_dn: 7.887439 loss: 47.016544 eta: 6 days, 14:57:04 batch_cost: 0.6449 data_cost: 0.0019 ips: 6.2025 images/s [04/09 13:54:51] ppdet.engine INFO: Epoch: [0] [ 300/7329] learning_rate: 0.000015 loss_class: 0.422929 loss_bbox: 1.211777 loss_giou: 1.555210 loss_class_aux: 2.401421 loss_bbox_aux: 7.477023 loss_giou_aux: 9.533841 loss_class_dn: 0.629501 loss_bbox_dn: 0.784209 loss_giou_dn: 1.374663 loss_class_aux_dn: 3.167255 loss_bbox_aux_dn: 3.692491 loss_giou_aux_dn: 6.840879 loss: 40.743217 eta: 6 days, 14:49:26 batch_cost: 0.6494 data_cost: 0.0017 ips: 6.1592 images/s [04/09 13:56:00] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000020 loss_class: 0.465721 loss_bbox: 1.034739 loss_giou: 1.243386 loss_class_aux: 2.554742 loss_bbox_aux: 6.761999 loss_giou_aux: 7.784533 loss_class_dn: 0.557067 loss_bbox_dn: 0.833473 loss_giou_dn: 1.175187 loss_class_aux_dn: 2.775894 loss_bbox_aux_dn: 4.016469 loss_giou_aux_dn: 5.909078 loss: 35.754837 eta: 6 days, 14:22:46 batch_cost: 0.6433 data_cost: 0.0018 ips: 6.2176 images/s [04/09 13:57:11] ppdet.engine INFO: Epoch: [0] [ 500/7329] learning_rate: 0.000025 loss_class: 0.581467 loss_bbox: 0.735134 loss_giou: 1.080751 loss_class_aux: 3.265977 loss_bbox_aux: 4.950707 loss_giou_aux: 6.849346 loss_class_dn: 0.498311 loss_bbox_dn: 0.717009 loss_giou_dn: 1.157818 loss_class_aux_dn: 2.595608 loss_bbox_aux_dn: 3.584063 loss_giou_aux_dn: 5.774965 loss: 33.291775 eta: 6 days, 14:39:14 batch_cost: 0.6546 data_cost: 0.0017 ips: 6.1106 images/s [04/09 13:58:21] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000030 loss_class: 0.735321 loss_bbox: 0.616103 loss_giou: 1.199768 loss_class_aux: 4.159046 loss_bbox_aux: 4.075920 loss_giou_aux: 7.301706 loss_class_dn: 0.530793 loss_bbox_dn: 0.737266 loss_giou_dn: 1.270869 loss_class_aux_dn: 2.644429 loss_bbox_aux_dn: 3.736557 loss_giou_aux_dn: 6.216245 loss: 33.407608 eta: 6 days, 14:13:55 batch_cost: 0.6399 data_cost: 0.0017 ips: 6.2514 images/s [04/09 13:59:32] ppdet.engine INFO: Epoch: [0] [ 700/7329] learning_rate: 0.000035 loss_class: 0.815139 loss_bbox: 0.586782 loss_giou: 1.071064 loss_class_aux: 4.585354 loss_bbox_aux: 3.980199 loss_giou_aux: 6.756167 loss_class_dn: 0.565818 loss_bbox_dn: 0.764936 loss_giou_dn: 1.244091 loss_class_aux_dn: 2.895756 loss_bbox_aux_dn: 3.901048 loss_giou_aux_dn: 6.302442 loss: 34.418091 eta: 6 days, 14:25:47 batch_cost: 0.6543 data_cost: 0.0016 ips: 6.1131 images/s [04/09 14:00:41] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000040 loss_class: 0.892685 loss_bbox: 0.486528 loss_giou: 0.968056 loss_class_aux: 5.006826 loss_bbox_aux: 3.412282 loss_giou_aux: 5.992507 loss_class_dn: 0.534233 loss_bbox_dn: 0.648874 loss_giou_dn: 1.156534 loss_class_aux_dn: 2.616053 loss_bbox_aux_dn: 3.296234 loss_giou_aux_dn: 5.782581 loss: 31.941029 eta: 6 days, 14:05:59 batch_cost: 0.6388 data_cost: 0.0017 ips: 6.2620 images/s [04/09 14:01:51] ppdet.engine INFO: Epoch: [0] [ 900/7329] learning_rate: 0.000045 loss_class: 0.960325 loss_bbox: 0.506820 loss_giou: 1.005435 loss_class_aux: 5.683532 loss_bbox_aux: 3.337250 loss_giou_aux: 6.380879 loss_class_dn: 0.642466 loss_bbox_dn: 0.694137 loss_giou_dn: 1.214633 loss_class_aux_dn: 3.034510 loss_bbox_aux_dn: 3.479814 loss_giou_aux_dn: 6.202130 loss: 34.439629 eta: 6 days, 13:59:14 batch_cost: 0.6443 data_cost: 0.0016 ips: 6.2087 images/s [04/09 14:03:01] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000050 loss_class: 0.923482 loss_bbox: 0.454529 loss_giou: 0.966584 loss_class_aux: 5.249002 loss_bbox_aux: 2.960691 loss_giou_aux: 6.443961 loss_class_dn: 0.592916 loss_bbox_dn: 0.657256 loss_giou_dn: 1.150460 loss_class_aux_dn: 2.803463 loss_bbox_aux_dn: 3.400276 loss_giou_aux_dn: 5.925688 loss: 32.094841 eta: 6 days, 13:50:21 batch_cost: 0.6420 data_cost: 0.0017 ips: 6.2304 images/s [04/09 14:04:11] ppdet.engine INFO: Epoch: [0] [1100/7329] learning_rate: 0.000055 loss_class: 0.972319 loss_bbox: 0.418341 loss_giou: 0.845854 loss_class_aux: 5.467956 loss_bbox_aux: 2.692140 loss_giou_aux: 5.435654 loss_class_dn: 0.591542 loss_bbox_dn: 0.643854 loss_giou_dn: 1.001395 loss_class_aux_dn: 2.784649 loss_bbox_aux_dn: 3.280028 loss_giou_aux_dn: 5.138885 loss: 28.529131 eta: 6 days, 13:52:50 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1586 images/s [04/09 14:05:21] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000060 loss_class: 0.980296 loss_bbox: 0.366372 loss_giou: 0.730150 loss_class_aux: 5.681669 loss_bbox_aux: 2.479095 loss_giou_aux: 4.837105 loss_class_dn: 0.564114 loss_bbox_dn: 0.581129 loss_giou_dn: 0.941911 loss_class_aux_dn: 2.592645 loss_bbox_aux_dn: 3.002385 loss_giou_aux_dn: 4.773704 loss: 28.799013 eta: 6 days, 13:53:53 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1651 images/s [04/09 14:06:31] ppdet.engine INFO: Epoch: [0] [1300/7329] learning_rate: 0.000065 loss_class: 0.969568 loss_bbox: 0.349268 loss_giou: 0.754168 loss_class_aux: 5.433174 loss_bbox_aux: 2.395010 loss_giou_aux: 4.824464 loss_class_dn: 0.559643 loss_bbox_dn: 0.585228 loss_giou_dn: 0.904103 loss_class_aux_dn: 2.568093 loss_bbox_aux_dn: 3.027846 loss_giou_aux_dn: 4.683235 loss: 26.957649 eta: 6 days, 13:47:46 batch_cost: 0.6427 data_cost: 0.0017 ips: 6.2234 images/s [04/09 14:07:41] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000070 loss_class: 0.986629 loss_bbox: 0.297990 loss_giou: 0.773595 loss_class_aux: 5.579579 loss_bbox_aux: 2.045712 loss_giou_aux: 4.991762 loss_class_dn: 0.554309 loss_bbox_dn: 0.563303 loss_giou_dn: 0.991828 loss_class_aux_dn: 2.531172 loss_bbox_aux_dn: 2.879477 loss_giou_aux_dn: 5.053237 loss: 27.530685 eta: 6 days, 13:45:38 batch_cost: 0.6459 data_cost: 0.0017 ips: 6.1934 images/s [04/09 14:08:51] ppdet.engine INFO: Epoch: [0] [1500/7329] learning_rate: 0.000075 loss_class: 1.024909 loss_bbox: 0.407912 loss_giou: 0.752548 loss_class_aux: 5.963143 loss_bbox_aux: 2.761388 loss_giou_aux: 4.834877 loss_class_dn: 0.584164 loss_bbox_dn: 0.600683 loss_giou_dn: 0.925705 loss_class_aux_dn: 2.708133 loss_bbox_aux_dn: 3.066437 loss_giou_aux_dn: 4.778337 loss: 30.037899 eta: 6 days, 13:45:10 batch_cost: 0.6474 data_cost: 0.0017 ips: 6.1784 images/s [04/09 14:10:01] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000080 loss_class: 1.025381 loss_bbox: 0.355711 loss_giou: 0.855309 loss_class_aux: 5.732005 loss_bbox_aux: 2.483656 loss_giou_aux: 5.538389 loss_class_dn: 0.583922 loss_bbox_dn: 0.587999 loss_giou_dn: 1.094229 loss_class_aux_dn: 2.762074 loss_bbox_aux_dn: 3.054124 loss_giou_aux_dn: 5.526056 loss: 30.719915 eta: 6 days, 13:39:26 batch_cost: 0.6418 data_cost: 0.0018 ips: 6.2330 images/s [04/09 14:11:11] ppdet.engine INFO: Epoch: [0] [1700/7329] learning_rate: 0.000085 loss_class: 1.004571 loss_bbox: 0.354794 loss_giou: 0.877808 loss_class_aux: 5.657407 loss_bbox_aux: 2.382814 loss_giou_aux: 5.714392 loss_class_dn: 0.596062 loss_bbox_dn: 0.610827 loss_giou_dn: 1.008048 loss_class_aux_dn: 2.755157 loss_bbox_aux_dn: 3.146962 loss_giou_aux_dn: 5.262788 loss: 29.389711 eta: 6 days, 13:36:24 batch_cost: 0.6442 data_cost: 0.0018 ips: 6.2088 images/s [04/09 14:12:21] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000090 loss_class: 0.989558 loss_bbox: 0.304358 loss_giou: 0.697397 loss_class_aux: 5.562935 loss_bbox_aux: 2.056081 loss_giou_aux: 4.523099 loss_class_dn: 0.524619 loss_bbox_dn: 0.523123 loss_giou_dn: 0.854040 loss_class_aux_dn: 2.488018 loss_bbox_aux_dn: 2.704761 loss_giou_aux_dn: 4.423116 loss: 26.771128 eta: 6 days, 13:39:53 batch_cost: 0.6520 data_cost: 0.0017 ips: 6.1351 images/s [04/09 14:13:33] ppdet.engine INFO: Epoch: [0] [1900/7329] learning_rate: 0.000095 loss_class: 0.959744 loss_bbox: 0.277237 loss_giou: 0.584620 loss_class_aux: 5.534764 loss_bbox_aux: 2.092106 loss_giou_aux: 3.903160 loss_class_dn: 0.495058 loss_bbox_dn: 0.553985 loss_giou_dn: 0.775409 loss_class_aux_dn: 2.299372 loss_bbox_aux_dn: 2.891648 loss_giou_aux_dn: 4.065044 loss: 25.667641 eta: 6 days, 13:46:21 batch_cost: 0.6565 data_cost: 0.0015 ips: 6.0929 images/s [04/09 14:14:43] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 0.965353 loss_bbox: 0.294906 loss_giou: 0.808953 loss_class_aux: 5.483484 loss_bbox_aux: 2.153105 loss_giou_aux: 5.184521 loss_class_dn: 0.537517 loss_bbox_dn: 0.508797 loss_giou_dn: 0.976072 loss_class_aux_dn: 2.538689 loss_bbox_aux_dn: 2.626609 loss_giou_aux_dn: 5.142657 loss: 28.214115 eta: 6 days, 13:42:37 batch_cost: 0.6436 data_cost: 0.0016 ips: 6.2151 images/s [04/09 14:15:54] ppdet.engine INFO: Epoch: [0] [2100/7329] learning_rate: 0.000100 loss_class: 1.037879 loss_bbox: 0.304999 loss_giou: 0.776897 loss_class_aux: 5.903873 loss_bbox_aux: 2.112962 loss_giou_aux: 4.965269 loss_class_dn: 0.582527 loss_bbox_dn: 0.526592 loss_giou_dn: 0.974244 loss_class_aux_dn: 2.686642 loss_bbox_aux_dn: 2.694480 loss_giou_aux_dn: 5.072216 loss: 27.872267 eta: 6 days, 13:47:41 batch_cost: 0.6559 data_cost: 0.0018 ips: 6.0988 images/s [04/09 14:17:08] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 0.902903 loss_bbox: 0.241087 loss_giou: 0.538059 loss_class_aux: 5.348530 loss_bbox_aux: 1.668465 loss_giou_aux: 3.704016 loss_class_dn: 0.465463 loss_bbox_dn: 0.463025 loss_giou_dn: 0.700606 loss_class_aux_dn: 2.147424 loss_bbox_aux_dn: 2.460238 loss_giou_aux_dn: 3.706036 loss: 23.100563 eta: 6 days, 14:04:28 batch_cost: 0.6743 data_cost: 0.0017 ips: 5.9319 images/s [04/09 14:18:19] ppdet.engine INFO: Epoch: [0] [2300/7329] learning_rate: 0.000100 loss_class: 0.954519 loss_bbox: 0.313840 loss_giou: 0.733655 loss_class_aux: 5.575310 loss_bbox_aux: 2.112787 loss_giou_aux: 4.658218 loss_class_dn: 0.539207 loss_bbox_dn: 0.459483 loss_giou_dn: 0.913373 loss_class_aux_dn: 2.473219 loss_bbox_aux_dn: 2.417820 loss_giou_aux_dn: 4.753762 loss: 27.150585 eta: 6 days, 14:05:13 batch_cost: 0.6516 data_cost: 0.0017 ips: 6.1391 images/s [04/09 14:19:31] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 0.903758 loss_bbox: 0.250317 loss_giou: 0.733506 loss_class_aux: 5.186840 loss_bbox_aux: 1.701607 loss_giou_aux: 4.592330 loss_class_dn: 0.495298 loss_bbox_dn: 0.411237 loss_giou_dn: 0.802403 loss_class_aux_dn: 2.356621 loss_bbox_aux_dn: 2.176321 loss_giou_aux_dn: 4.300803 loss: 24.572163 eta: 6 days, 14:12:35 batch_cost: 0.6627 data_cost: 0.0016 ips: 6.0361 images/s [04/09 14:20:41] ppdet.engine INFO: Epoch: [0] [2500/7329] learning_rate: 0.000100 loss_class: 0.982906 loss_bbox: 0.290367 loss_giou: 0.678267 loss_class_aux: 5.854031 loss_bbox_aux: 1.955888 loss_giou_aux: 4.449218 loss_class_dn: 0.507922 loss_bbox_dn: 0.511723 loss_giou_dn: 0.868456 loss_class_aux_dn: 2.386099 loss_bbox_aux_dn: 2.645123 loss_giou_aux_dn: 4.540605 loss: 25.252804 eta: 6 days, 14:05:49 batch_cost: 0.6396 data_cost: 0.0017 ips: 6.2535 images/s [04/09 14:21:52] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 0.926913 loss_bbox: 0.285133 loss_giou: 0.653069 loss_class_aux: 5.490355 loss_bbox_aux: 1.953758 loss_giou_aux: 4.199190 loss_class_dn: 0.482853 loss_bbox_dn: 0.450528 loss_giou_dn: 0.807119 loss_class_aux_dn: 2.326913 loss_bbox_aux_dn: 2.366808 loss_giou_aux_dn: 4.249315 loss: 25.467392 eta: 6 days, 14:07:55 batch_cost: 0.6546 data_cost: 0.0017 ips: 6.1101 images/s [04/09 14:23:02] ppdet.engine INFO: Epoch: [0] [2700/7329] learning_rate: 0.000100 loss_class: 0.924943 loss_bbox: 0.228302 loss_giou: 0.662613 loss_class_aux: 5.385637 loss_bbox_aux: 1.592196 loss_giou_aux: 4.195587 loss_class_dn: 0.502405 loss_bbox_dn: 0.437474 loss_giou_dn: 0.785629 loss_class_aux_dn: 2.322986 loss_bbox_aux_dn: 2.289109 loss_giou_aux_dn: 4.233871 loss: 24.193375 eta: 6 days, 14:02:04 batch_cost: 0.6404 data_cost: 0.0017 ips: 6.2460 images/s [04/09 14:24:12] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 0.979379 loss_bbox: 0.275138 loss_giou: 0.600264 loss_class_aux: 5.805089 loss_bbox_aux: 1.901411 loss_giou_aux: 3.766570 loss_class_dn: 0.526469 loss_bbox_dn: 0.425786 loss_giou_dn: 0.723200 loss_class_aux_dn: 2.522965 loss_bbox_aux_dn: 2.320118 loss_giou_aux_dn: 3.941419 loss: 25.830172 eta: 6 days, 14:01:36 batch_cost: 0.6500 data_cost: 0.0018 ips: 6.1535 images/s [04/09 14:25:23] ppdet.engine INFO: Epoch: [0] [2900/7329] learning_rate: 0.000100 loss_class: 0.869107 loss_bbox: 0.234693 loss_giou: 0.594238 loss_class_aux: 5.250303 loss_bbox_aux: 1.577334 loss_giou_aux: 3.883152 loss_class_dn: 0.512882 loss_bbox_dn: 0.397378 loss_giou_dn: 0.756929 loss_class_aux_dn: 2.430842 loss_bbox_aux_dn: 2.105261 loss_giou_aux_dn: 4.006464 loss: 24.207432 eta: 6 days, 14:01:05 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1534 images/s [04/09 14:26:34] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.866306 loss_bbox: 0.235639 loss_giou: 0.559922 loss_class_aux: 5.316724 loss_bbox_aux: 1.547021 loss_giou_aux: 3.710444 loss_class_dn: 0.474766 loss_bbox_dn: 0.435991 loss_giou_dn: 0.737011 loss_class_aux_dn: 2.227741 loss_bbox_aux_dn: 2.302421 loss_giou_aux_dn: 3.920290 loss: 22.529371 eta: 6 days, 14:01:43 batch_cost: 0.6525 data_cost: 0.0018 ips: 6.1302 images/s [04/09 14:27:45] ppdet.engine INFO: Epoch: [0] [3100/7329] learning_rate: 0.000100 loss_class: 0.902366 loss_bbox: 0.247758 loss_giou: 0.612184 loss_class_aux: 5.289294 loss_bbox_aux: 1.742216 loss_giou_aux: 4.086405 loss_class_dn: 0.456998 loss_bbox_dn: 0.448599 loss_giou_dn: 0.792059 loss_class_aux_dn: 2.176047 loss_bbox_aux_dn: 2.399654 loss_giou_aux_dn: 4.231890 loss: 23.097847 eta: 6 days, 14:04:49 batch_cost: 0.6579 data_cost: 0.0018 ips: 6.0797 images/s [04/09 14:28:54] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 0.927122 loss_bbox: 0.265433 loss_giou: 0.612730 loss_class_aux: 5.588169 loss_bbox_aux: 1.842723 loss_giou_aux: 4.006029 loss_class_dn: 0.507730 loss_bbox_dn: 0.432324 loss_giou_dn: 0.773766 loss_class_aux_dn: 2.378495 loss_bbox_aux_dn: 2.321399 loss_giou_aux_dn: 4.302063 loss: 24.865196 eta: 6 days, 13:57:37 batch_cost: 0.6360 data_cost: 0.0016 ips: 6.2896 images/s [04/09 14:30:05] ppdet.engine INFO: Epoch: [0] [3300/7329] learning_rate: 0.000100 loss_class: 0.888351 loss_bbox: 0.271983 loss_giou: 0.615386 loss_class_aux: 5.386612 loss_bbox_aux: 1.872511 loss_giou_aux: 3.924950 loss_class_dn: 0.498557 loss_bbox_dn: 0.463124 loss_giou_dn: 0.774776 loss_class_aux_dn: 2.367681 loss_bbox_aux_dn: 2.442401 loss_giou_aux_dn: 4.120963 loss: 24.227879 eta: 6 days, 13:59:41 batch_cost: 0.6561 data_cost: 0.0016 ips: 6.0971 images/s [04/09 14:31:21] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 0.978396 loss_bbox: 0.256395 loss_giou: 0.604771 loss_class_aux: 5.600027 loss_bbox_aux: 1.761189 loss_giou_aux: 3.954031 loss_class_dn: 0.528006 loss_bbox_dn: 0.428426 loss_giou_dn: 0.743639 loss_class_aux_dn: 2.471574 loss_bbox_aux_dn: 2.360443 loss_giou_aux_dn: 4.022830 loss: 23.973454 eta: 6 days, 14:16:13 batch_cost: 0.6902 data_cost: 0.0016 ips: 5.7953 images/s [04/09 14:32:32] ppdet.engine INFO: Epoch: [0] [3500/7329] learning_rate: 0.000100 loss_class: 0.867639 loss_bbox: 0.244313 loss_giou: 0.559718 loss_class_aux: 5.217755 loss_bbox_aux: 1.613305 loss_giou_aux: 3.525133 loss_class_dn: 0.470084 loss_bbox_dn: 0.417641 loss_giou_dn: 0.665707 loss_class_aux_dn: 2.168015 loss_bbox_aux_dn: 2.239547 loss_giou_aux_dn: 3.529576 loss: 21.807453 eta: 6 days, 14:14:05 batch_cost: 0.6479 data_cost: 0.0017 ips: 6.1742 images/s [04/09 14:33:42] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 0.841914 loss_bbox: 0.237750 loss_giou: 0.578798 loss_class_aux: 5.296109 loss_bbox_aux: 1.597858 loss_giou_aux: 3.766035 loss_class_dn: 0.471791 loss_bbox_dn: 0.406943 loss_giou_dn: 0.696445 loss_class_aux_dn: 2.262645 loss_bbox_aux_dn: 2.223837 loss_giou_aux_dn: 3.703834 loss: 22.388811 eta: 6 days, 14:12:35 batch_cost: 0.6492 data_cost: 0.0017 ips: 6.1611 images/s [04/09 14:34:52] ppdet.engine INFO: Epoch: [0] [3700/7329] learning_rate: 0.000100 loss_class: 0.857039 loss_bbox: 0.214578 loss_giou: 0.623421 loss_class_aux: 5.174373 loss_bbox_aux: 1.494227 loss_giou_aux: 3.996429 loss_class_dn: 0.452995 loss_bbox_dn: 0.391531 loss_giou_dn: 0.695919 loss_class_aux_dn: 2.180475 loss_bbox_aux_dn: 2.133825 loss_giou_aux_dn: 3.751667 loss: 22.360243 eta: 6 days, 14:11:24 batch_cost: 0.6500 data_cost: 0.0018 ips: 6.1535 images/s [04/09 14:36:03] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 0.974785 loss_bbox: 0.264749 loss_giou: 0.609921 loss_class_aux: 5.791695 loss_bbox_aux: 1.799023 loss_giou_aux: 3.983491 loss_class_dn: 0.518672 loss_bbox_dn: 0.442886 loss_giou_dn: 0.770883 loss_class_aux_dn: 2.436375 loss_bbox_aux_dn: 2.341022 loss_giou_aux_dn: 4.206892 loss: 25.234217 eta: 6 days, 14:08:43 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1913 images/s [04/09 14:37:14] ppdet.engine INFO: Epoch: [0] [3900/7329] learning_rate: 0.000100 loss_class: 0.821119 loss_bbox: 0.272440 loss_giou: 0.656727 loss_class_aux: 5.005939 loss_bbox_aux: 1.779560 loss_giou_aux: 4.404207 loss_class_dn: 0.492545 loss_bbox_dn: 0.394018 loss_giou_dn: 0.809706 loss_class_aux_dn: 2.310809 loss_bbox_aux_dn: 2.128395 loss_giou_aux_dn: 4.251856 loss: 23.629303 eta: 6 days, 14:08:44 batch_cost: 0.6531 data_cost: 0.0016 ips: 6.1247 images/s [04/09 14:38:27] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 0.868489 loss_bbox: 0.253554 loss_giou: 0.673744 loss_class_aux: 5.294137 loss_bbox_aux: 1.657911 loss_giou_aux: 4.352154 loss_class_dn: 0.512976 loss_bbox_dn: 0.427296 loss_giou_dn: 0.823461 loss_class_aux_dn: 2.413795 loss_bbox_aux_dn: 2.283064 loss_giou_aux_dn: 4.303661 loss: 24.277443 eta: 6 days, 14:13:33 batch_cost: 0.6664 data_cost: 0.0017 ips: 6.0023 images/s [04/09 14:39:37] ppdet.engine INFO: Epoch: [0] [4100/7329] learning_rate: 0.000100 loss_class: 0.768231 loss_bbox: 0.228275 loss_giou: 0.552576 loss_class_aux: 4.633154 loss_bbox_aux: 1.554519 loss_giou_aux: 3.616352 loss_class_dn: 0.434841 loss_bbox_dn: 0.404134 loss_giou_dn: 0.637921 loss_class_aux_dn: 2.134903 loss_bbox_aux_dn: 2.135538 loss_giou_aux_dn: 3.415544 loss: 20.433704 eta: 6 days, 14:10:29 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2007 images/s [04/09 14:40:47] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 0.838004 loss_bbox: 0.270879 loss_giou: 0.591228 loss_class_aux: 5.231780 loss_bbox_aux: 1.787789 loss_giou_aux: 4.002157 loss_class_dn: 0.496246 loss_bbox_dn: 0.385745 loss_giou_dn: 0.705798 loss_class_aux_dn: 2.394042 loss_bbox_aux_dn: 2.060699 loss_giou_aux_dn: 3.778575 loss: 24.054810 eta: 6 days, 14:07:16 batch_cost: 0.6443 data_cost: 0.0017 ips: 6.2081 images/s [04/09 14:41:57] ppdet.engine INFO: Epoch: [0] [4300/7329] learning_rate: 0.000100 loss_class: 0.786915 loss_bbox: 0.220509 loss_giou: 0.618994 loss_class_aux: 4.801111 loss_bbox_aux: 1.467415 loss_giou_aux: 3.917010 loss_class_dn: 0.446690 loss_bbox_dn: 0.380900 loss_giou_dn: 0.712807 loss_class_aux_dn: 2.169733 loss_bbox_aux_dn: 2.031447 loss_giou_aux_dn: 3.744928 loss: 21.252199 eta: 6 days, 14:05:21 batch_cost: 0.6479 data_cost: 0.0016 ips: 6.1737 images/s [04/09 14:43:08] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.843712 loss_bbox: 0.226750 loss_giou: 0.575715 loss_class_aux: 5.224581 loss_bbox_aux: 1.559338 loss_giou_aux: 3.719303 loss_class_dn: 0.444571 loss_bbox_dn: 0.412699 loss_giou_dn: 0.710758 loss_class_aux_dn: 2.163107 loss_bbox_aux_dn: 2.230490 loss_giou_aux_dn: 3.834405 loss: 22.159512 eta: 6 days, 14:06:05 batch_cost: 0.6558 data_cost: 0.0017 ips: 6.0996 images/s [04/09 14:44:19] ppdet.engine INFO: Epoch: [0] [4500/7329] learning_rate: 0.000100 loss_class: 0.777732 loss_bbox: 0.233561 loss_giou: 0.520496 loss_class_aux: 4.708355 loss_bbox_aux: 1.578372 loss_giou_aux: 3.396908 loss_class_dn: 0.416744 loss_bbox_dn: 0.371748 loss_giou_dn: 0.611577 loss_class_aux_dn: 2.108522 loss_bbox_aux_dn: 2.010333 loss_giou_aux_dn: 3.308762 loss: 20.902107 eta: 6 days, 14:04:04 batch_cost: 0.6475 data_cost: 0.0017 ips: 6.1774 images/s [04/09 14:45:28] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.745369 loss_bbox: 0.220805 loss_giou: 0.594005 loss_class_aux: 4.734743 loss_bbox_aux: 1.488963 loss_giou_aux: 3.804972 loss_class_dn: 0.440440 loss_bbox_dn: 0.346653 loss_giou_dn: 0.641795 loss_class_aux_dn: 2.110608 loss_bbox_aux_dn: 1.861579 loss_giou_aux_dn: 3.506217 loss: 20.844658 eta: 6 days, 14:00:18 batch_cost: 0.6419 data_cost: 0.0018 ips: 6.2313 images/s [04/09 14:46:40] ppdet.engine INFO: Epoch: [0] [4700/7329] learning_rate: 0.000100 loss_class: 0.856094 loss_bbox: 0.254502 loss_giou: 0.597779 loss_class_aux: 5.366368 loss_bbox_aux: 1.668734 loss_giou_aux: 4.011070 loss_class_dn: 0.498614 loss_bbox_dn: 0.414620 loss_giou_dn: 0.737946 loss_class_aux_dn: 2.396539 loss_bbox_aux_dn: 2.211726 loss_giou_aux_dn: 3.888085 loss: 23.437485 eta: 6 days, 14:00:46 batch_cost: 0.6552 data_cost: 0.0018 ips: 6.1053 images/s [04/09 14:47:50] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.774529 loss_bbox: 0.224629 loss_giou: 0.549744 loss_class_aux: 4.966126 loss_bbox_aux: 1.442750 loss_giou_aux: 3.469641 loss_class_dn: 0.421720 loss_bbox_dn: 0.384640 loss_giou_dn: 0.651905 loss_class_aux_dn: 2.068597 loss_bbox_aux_dn: 2.114394 loss_giou_aux_dn: 3.400683 loss: 19.754032 eta: 6 days, 13:58:50 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1779 images/s [04/09 14:49:00] ppdet.engine INFO: Epoch: [0] [4900/7329] learning_rate: 0.000100 loss_class: 0.861039 loss_bbox: 0.230994 loss_giou: 0.622343 loss_class_aux: 5.425825 loss_bbox_aux: 1.475398 loss_giou_aux: 3.869415 loss_class_dn: 0.479564 loss_bbox_dn: 0.380398 loss_giou_dn: 0.764189 loss_class_aux_dn: 2.316257 loss_bbox_aux_dn: 2.090905 loss_giou_aux_dn: 4.084888 loss: 23.160484 eta: 6 days, 13:55:57 batch_cost: 0.6441 data_cost: 0.0018 ips: 6.2100 images/s [04/09 14:50:09] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.819657 loss_bbox: 0.234094 loss_giou: 0.558623 loss_class_aux: 5.162154 loss_bbox_aux: 1.526378 loss_giou_aux: 3.638713 loss_class_dn: 0.471097 loss_bbox_dn: 0.392238 loss_giou_dn: 0.650857 loss_class_aux_dn: 2.247251 loss_bbox_aux_dn: 2.122643 loss_giou_aux_dn: 3.542714 loss: 21.590252 eta: 6 days, 13:52:51 batch_cost: 0.6432 data_cost: 0.0017 ips: 6.2188 images/s [04/09 14:51:20] ppdet.engine INFO: Epoch: [0] [5100/7329] learning_rate: 0.000100 loss_class: 0.812003 loss_bbox: 0.228887 loss_giou: 0.672977 loss_class_aux: 5.233832 loss_bbox_aux: 1.561304 loss_giou_aux: 4.199442 loss_class_dn: 0.480156 loss_bbox_dn: 0.354645 loss_giou_dn: 0.758520 loss_class_aux_dn: 2.294025 loss_bbox_aux_dn: 1.939303 loss_giou_aux_dn: 4.101879 loss: 22.843689 eta: 6 days, 13:51:02 batch_cost: 0.6474 data_cost: 0.0015 ips: 6.1787 images/s [04/09 14:52:31] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 0.799849 loss_bbox: 0.215372 loss_giou: 0.598255 loss_class_aux: 4.901977 loss_bbox_aux: 1.459528 loss_giou_aux: 3.947336 loss_class_dn: 0.488705 loss_bbox_dn: 0.323779 loss_giou_dn: 0.694106 loss_class_aux_dn: 2.332940 loss_bbox_aux_dn: 1.808050 loss_giou_aux_dn: 3.775884 loss: 22.285957 eta: 6 days, 13:50:34 batch_cost: 0.6521 data_cost: 0.0018 ips: 6.1343 images/s [04/09 14:53:42] ppdet.engine INFO: Epoch: [0] [5300/7329] learning_rate: 0.000100 loss_class: 0.890952 loss_bbox: 0.265071 loss_giou: 0.637449 loss_class_aux: 5.577605 loss_bbox_aux: 1.739184 loss_giou_aux: 4.119025 loss_class_dn: 0.508025 loss_bbox_dn: 0.397640 loss_giou_dn: 0.776475 loss_class_aux_dn: 2.562343 loss_bbox_aux_dn: 2.104870 loss_giou_aux_dn: 4.081838 loss: 24.421566 eta: 6 days, 13:51:12 batch_cost: 0.6562 data_cost: 0.0016 ips: 6.0956 images/s [04/09 14:54:52] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.821118 loss_bbox: 0.232379 loss_giou: 0.600275 loss_class_aux: 4.947710 loss_bbox_aux: 1.495056 loss_giou_aux: 3.827480 loss_class_dn: 0.460629 loss_bbox_dn: 0.361105 loss_giou_dn: 0.699598 loss_class_aux_dn: 2.273136 loss_bbox_aux_dn: 1.922978 loss_giou_aux_dn: 3.825423 loss: 21.541605 eta: 6 days, 13:49:29 batch_cost: 0.6477 data_cost: 0.0017 ips: 6.1755 images/s [04/09 14:56:02] ppdet.engine INFO: Epoch: [0] [5500/7329] learning_rate: 0.000100 loss_class: 0.845273 loss_bbox: 0.225040 loss_giou: 0.567732 loss_class_aux: 5.298763 loss_bbox_aux: 1.459591 loss_giou_aux: 3.632987 loss_class_dn: 0.468225 loss_bbox_dn: 0.401694 loss_giou_dn: 0.677184 loss_class_aux_dn: 2.221385 loss_bbox_aux_dn: 2.161120 loss_giou_aux_dn: 3.634728 loss: 22.027901 eta: 6 days, 13:47:07 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.1999 images/s [04/09 14:57:12] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.805554 loss_bbox: 0.239068 loss_giou: 0.502231 loss_class_aux: 4.987875 loss_bbox_aux: 1.458897 loss_giou_aux: 3.268715 loss_class_dn: 0.419664 loss_bbox_dn: 0.338836 loss_giou_dn: 0.576095 loss_class_aux_dn: 2.108311 loss_bbox_aux_dn: 1.820994 loss_giou_aux_dn: 3.175000 loss: 20.458498 eta: 6 days, 13:44:32 batch_cost: 0.6441 data_cost: 0.0016 ips: 6.2098 images/s [04/09 14:58:23] ppdet.engine INFO: Epoch: [0] [5700/7329] learning_rate: 0.000100 loss_class: 0.750675 loss_bbox: 0.224342 loss_giou: 0.511806 loss_class_aux: 4.859969 loss_bbox_aux: 1.438107 loss_giou_aux: 3.295128 loss_class_dn: 0.424357 loss_bbox_dn: 0.352345 loss_giou_dn: 0.595814 loss_class_aux_dn: 2.118213 loss_bbox_aux_dn: 1.870215 loss_giou_aux_dn: 3.119393 loss: 21.224216 eta: 6 days, 13:43:20 batch_cost: 0.6494 data_cost: 0.0017 ips: 6.1596 images/s [04/09 14:59:33] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.779248 loss_bbox: 0.219853 loss_giou: 0.529931 loss_class_aux: 4.959323 loss_bbox_aux: 1.490683 loss_giou_aux: 3.432968 loss_class_dn: 0.451801 loss_bbox_dn: 0.341653 loss_giou_dn: 0.648626 loss_class_aux_dn: 2.250889 loss_bbox_aux_dn: 1.851861 loss_giou_aux_dn: 3.460840 loss: 21.000341 eta: 6 days, 13:42:13 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1567 images/s [04/09 15:00:43] ppdet.engine INFO: Epoch: [0] [5900/7329] learning_rate: 0.000100 loss_class: 0.780313 loss_bbox: 0.224855 loss_giou: 0.471302 loss_class_aux: 4.982137 loss_bbox_aux: 1.416782 loss_giou_aux: 3.154058 loss_class_dn: 0.431769 loss_bbox_dn: 0.352732 loss_giou_dn: 0.655209 loss_class_aux_dn: 2.127129 loss_bbox_aux_dn: 1.933326 loss_giou_aux_dn: 3.582324 loss: 22.758232 eta: 6 days, 13:40:09 batch_cost: 0.6458 data_cost: 0.0016 ips: 6.1935 images/s [04/09 15:01:53] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 0.861331 loss_bbox: 0.229777 loss_giou: 0.493632 loss_class_aux: 5.194182 loss_bbox_aux: 1.555826 loss_giou_aux: 3.194566 loss_class_dn: 0.501691 loss_bbox_dn: 0.376795 loss_giou_dn: 0.653255 loss_class_aux_dn: 2.393016 loss_bbox_aux_dn: 2.072515 loss_giou_aux_dn: 3.537637 loss: 22.699757 eta: 6 days, 13:37:54 batch_cost: 0.6449 data_cost: 0.0016 ips: 6.2026 images/s [04/09 15:03:04] ppdet.engine INFO: Epoch: [0] [6100/7329] learning_rate: 0.000100 loss_class: 0.754650 loss_bbox: 0.207581 loss_giou: 0.539599 loss_class_aux: 4.709356 loss_bbox_aux: 1.350721 loss_giou_aux: 3.434269 loss_class_dn: 0.432160 loss_bbox_dn: 0.327287 loss_giou_dn: 0.645034 loss_class_aux_dn: 2.166844 loss_bbox_aux_dn: 1.856307 loss_giou_aux_dn: 3.504952 loss: 19.958893 eta: 6 days, 13:37:30 batch_cost: 0.6526 data_cost: 0.0017 ips: 6.1297 images/s [04/09 15:04:14] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.844003 loss_bbox: 0.241752 loss_giou: 0.614899 loss_class_aux: 5.241330 loss_bbox_aux: 1.524405 loss_giou_aux: 3.983368 loss_class_dn: 0.482973 loss_bbox_dn: 0.394702 loss_giou_dn: 0.726660 loss_class_aux_dn: 2.309672 loss_bbox_aux_dn: 2.127473 loss_giou_aux_dn: 3.809420 loss: 22.871672 eta: 6 days, 13:35:07 batch_cost: 0.6442 data_cost: 0.0017 ips: 6.2096 images/s [04/09 15:05:25] ppdet.engine INFO: Epoch: [0] [6300/7329] learning_rate: 0.000100 loss_class: 0.899948 loss_bbox: 0.263140 loss_giou: 0.604613 loss_class_aux: 5.568144 loss_bbox_aux: 1.752248 loss_giou_aux: 3.893566 loss_class_dn: 0.494319 loss_bbox_dn: 0.449883 loss_giou_dn: 0.708650 loss_class_aux_dn: 2.413578 loss_bbox_aux_dn: 2.420074 loss_giou_aux_dn: 3.736548 loss: 23.495428 eta: 6 days, 13:34:47 batch_cost: 0.6529 data_cost: 0.0017 ips: 6.1264 images/s [04/09 15:06:35] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 0.905844 loss_bbox: 0.245145 loss_giou: 0.642003 loss_class_aux: 5.583048 loss_bbox_aux: 1.580112 loss_giou_aux: 3.996882 loss_class_dn: 0.510427 loss_bbox_dn: 0.382463 loss_giou_dn: 0.741019 loss_class_aux_dn: 2.505630 loss_bbox_aux_dn: 2.045629 loss_giou_aux_dn: 3.985148 loss: 23.620077 eta: 6 days, 13:33:31 batch_cost: 0.6489 data_cost: 0.0017 ips: 6.1647 images/s [04/09 15:07:46] ppdet.engine INFO: Epoch: [0] [6500/7329] learning_rate: 0.000100 loss_class: 0.862479 loss_bbox: 0.230314 loss_giou: 0.589568 loss_class_aux: 5.477092 loss_bbox_aux: 1.507394 loss_giou_aux: 3.751708 loss_class_dn: 0.492248 loss_bbox_dn: 0.365036 loss_giou_dn: 0.698166 loss_class_aux_dn: 2.408833 loss_bbox_aux_dn: 1.999007 loss_giou_aux_dn: 3.694434 loss: 22.884983 eta: 6 days, 13:32:29 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1547 images/s [04/09 15:08:56] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.839739 loss_bbox: 0.212356 loss_giou: 0.606719 loss_class_aux: 5.326810 loss_bbox_aux: 1.379040 loss_giou_aux: 3.983051 loss_class_dn: 0.468324 loss_bbox_dn: 0.355577 loss_giou_dn: 0.692358 loss_class_aux_dn: 2.324964 loss_bbox_aux_dn: 1.883980 loss_giou_aux_dn: 3.782986 loss: 21.916779 eta: 6 days, 13:31:33 batch_cost: 0.6503 data_cost: 0.0017 ips: 6.1512 images/s [04/09 15:10:06] ppdet.engine INFO: Epoch: [0] [6700/7329] learning_rate: 0.000100 loss_class: 0.714524 loss_bbox: 0.221484 loss_giou: 0.512107 loss_class_aux: 4.681535 loss_bbox_aux: 1.455232 loss_giou_aux: 3.282280 loss_class_dn: 0.424500 loss_bbox_dn: 0.340506 loss_giou_dn: 0.631686 loss_class_aux_dn: 2.077819 loss_bbox_aux_dn: 1.922239 loss_giou_aux_dn: 3.439362 loss: 20.200382 eta: 6 days, 13:28:42 batch_cost: 0.6416 data_cost: 0.0016 ips: 6.2347 images/s [04/09 15:11:16] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 0.784262 loss_bbox: 0.219237 loss_giou: 0.464577 loss_class_aux: 5.144758 loss_bbox_aux: 1.492941 loss_giou_aux: 3.120902 loss_class_dn: 0.438675 loss_bbox_dn: 0.349468 loss_giou_dn: 0.584562 loss_class_aux_dn: 2.202927 loss_bbox_aux_dn: 1.911876 loss_giou_aux_dn: 3.254588 loss: 20.288927 eta: 6 days, 13:27:46 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1516 images/s [04/09 15:12:27] ppdet.engine INFO: Epoch: [0] [6900/7329] learning_rate: 0.000100 loss_class: 0.744664 loss_bbox: 0.186828 loss_giou: 0.482277 loss_class_aux: 4.827435 loss_bbox_aux: 1.244115 loss_giou_aux: 3.095283 loss_class_dn: 0.409979 loss_bbox_dn: 0.320247 loss_giou_dn: 0.578227 loss_class_aux_dn: 2.035180 loss_bbox_aux_dn: 1.849592 loss_giou_aux_dn: 3.154371 loss: 18.505341 eta: 6 days, 13:26:23 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1713 images/s [04/09 15:13:37] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.804969 loss_bbox: 0.230481 loss_giou: 0.595596 loss_class_aux: 5.142953 loss_bbox_aux: 1.545879 loss_giou_aux: 3.853894 loss_class_dn: 0.470451 loss_bbox_dn: 0.367719 loss_giou_dn: 0.681006 loss_class_aux_dn: 2.352910 loss_bbox_aux_dn: 1.967705 loss_giou_aux_dn: 3.662116 loss: 21.093716 eta: 6 days, 13:25:14 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1610 images/s [04/09 15:14:49] ppdet.engine INFO: Epoch: [0] [7100/7329] learning_rate: 0.000100 loss_class: 0.762783 loss_bbox: 0.212894 loss_giou: 0.489079 loss_class_aux: 4.843119 loss_bbox_aux: 1.411499 loss_giou_aux: 3.142890 loss_class_dn: 0.413511 loss_bbox_dn: 0.334716 loss_giou_dn: 0.544934 loss_class_aux_dn: 2.119966 loss_bbox_aux_dn: 1.769389 loss_giou_aux_dn: 3.080628 loss: 19.546185 eta: 6 days, 13:25:33 batch_cost: 0.6563 data_cost: 0.0018 ips: 6.0944 images/s [04/09 15:15:59] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.756814 loss_bbox: 0.229665 loss_giou: 0.531622 loss_class_aux: 4.832573 loss_bbox_aux: 1.447013 loss_giou_aux: 3.358404 loss_class_dn: 0.454964 loss_bbox_dn: 0.328271 loss_giou_dn: 0.636668 loss_class_aux_dn: 2.264479 loss_bbox_aux_dn: 1.810727 loss_giou_aux_dn: 3.481961 loss: 21.059040 eta: 6 days, 13:25:23 batch_cost: 0.6542 data_cost: 0.0016 ips: 6.1144 images/s [04/09 15:17:10] ppdet.engine INFO: Epoch: [0] [7300/7329] learning_rate: 0.000100 loss_class: 0.773281 loss_bbox: 0.218423 loss_giou: 0.543328 loss_class_aux: 4.795125 loss_bbox_aux: 1.443133 loss_giou_aux: 3.552611 loss_class_dn: 0.454365 loss_bbox_dn: 0.360285 loss_giou_dn: 0.691692 loss_class_aux_dn: 2.295458 loss_bbox_aux_dn: 1.976476 loss_giou_aux_dn: 3.734707 loss: 21.004005 eta: 6 days, 13:23:58 batch_cost: 0.6480 data_cost: 0.0016 ips: 6.1725 images/s loading annotations into memory... Done (t=0.77s) creating index... index created! [04/09 15:17:35] 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=0.79s) creating index... index created! [04/09 15:17:37] ppdet.engine INFO: Eval iter: 0 [04/09 15:18:05] ppdet.engine INFO: Eval iter: 100 [04/09 15:18:32] ppdet.engine INFO: Eval iter: 200 [04/09 15:18:59] ppdet.engine INFO: Eval iter: 300 [04/09 15:19:26] ppdet.engine INFO: Eval iter: 400 [04/09 15:19:52] ppdet.engine INFO: Eval iter: 500 [04/09 15:20:20] ppdet.engine INFO: Eval iter: 600 [04/09 15:21:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.54s) creating index... index created! [04/09 15:21:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.18s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.39s). Accumulating evaluation results... DONE (t=26.06s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.330 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.183 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.367 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.303 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.815 [04/09 15:23:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.468229855554004 [04/09 15:23:47] ppdet.engine INFO: Best test bbox ap is 0.330. [04/09 15:23:51] ppdet.engine INFO: Epoch: [1] [ 0/7329] learning_rate: 0.000100 loss_class: 0.791960 loss_bbox: 0.223006 loss_giou: 0.506556 loss_class_aux: 4.811447 loss_bbox_aux: 1.464935 loss_giou_aux: 3.354647 loss_class_dn: 0.446400 loss_bbox_dn: 0.379237 loss_giou_dn: 0.627498 loss_class_aux_dn: 2.225643 loss_bbox_aux_dn: 2.021740 loss_giou_aux_dn: 3.438583 loss: 20.797848 eta: 6 days, 13:22:55 batch_cost: 0.6449 data_cost: 0.0016 ips: 6.2023 images/s [04/09 15:25:02] ppdet.engine INFO: Epoch: [1] [ 100/7329] learning_rate: 0.000100 loss_class: 0.762470 loss_bbox: 0.230449 loss_giou: 0.541351 loss_class_aux: 4.967568 loss_bbox_aux: 1.537457 loss_giou_aux: 3.514329 loss_class_dn: 0.458922 loss_bbox_dn: 0.344621 loss_giou_dn: 0.634219 loss_class_aux_dn: 2.286885 loss_bbox_aux_dn: 1.832446 loss_giou_aux_dn: 3.430480 loss: 22.303570 eta: 6 days, 13:23:07 batch_cost: 0.6562 data_cost: 0.0019 ips: 6.0959 images/s [04/09 15:26:12] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.730016 loss_bbox: 0.201663 loss_giou: 0.529700 loss_class_aux: 4.706564 loss_bbox_aux: 1.292111 loss_giou_aux: 3.475849 loss_class_dn: 0.429809 loss_bbox_dn: 0.297337 loss_giou_dn: 0.595684 loss_class_aux_dn: 2.138770 loss_bbox_aux_dn: 1.607431 loss_giou_aux_dn: 3.217555 loss: 20.504297 eta: 6 days, 13:20:06 batch_cost: 0.6397 data_cost: 0.0017 ips: 6.2530 images/s [04/09 15:27:21] ppdet.engine INFO: Epoch: [1] [ 300/7329] learning_rate: 0.000100 loss_class: 0.826275 loss_bbox: 0.230842 loss_giou: 0.584979 loss_class_aux: 5.119484 loss_bbox_aux: 1.481161 loss_giou_aux: 3.743517 loss_class_dn: 0.468619 loss_bbox_dn: 0.390274 loss_giou_dn: 0.660969 loss_class_aux_dn: 2.350138 loss_bbox_aux_dn: 2.099215 loss_giou_aux_dn: 3.660704 loss: 22.281628 eta: 6 days, 13:16:53 batch_cost: 0.6384 data_cost: 0.0019 ips: 6.2660 images/s [04/09 15:28:33] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.812457 loss_bbox: 0.228886 loss_giou: 0.589999 loss_class_aux: 5.268170 loss_bbox_aux: 1.569999 loss_giou_aux: 3.831617 loss_class_dn: 0.465520 loss_bbox_dn: 0.370365 loss_giou_dn: 0.715347 loss_class_aux_dn: 2.310462 loss_bbox_aux_dn: 2.014617 loss_giou_aux_dn: 3.866309 loss: 22.550835 eta: 6 days, 13:17:39 batch_cost: 0.6593 data_cost: 0.0019 ips: 6.0673 images/s [04/09 15:29:44] ppdet.engine INFO: Epoch: [1] [ 500/7329] learning_rate: 0.000100 loss_class: 0.791134 loss_bbox: 0.248758 loss_giou: 0.703694 loss_class_aux: 5.056917 loss_bbox_aux: 1.589229 loss_giou_aux: 4.494649 loss_class_dn: 0.463122 loss_bbox_dn: 0.380558 loss_giou_dn: 0.783863 loss_class_aux_dn: 2.276237 loss_bbox_aux_dn: 2.028029 loss_giou_aux_dn: 4.145767 loss: 22.635197 eta: 6 days, 13:17:00 batch_cost: 0.6519 data_cost: 0.0018 ips: 6.1357 images/s [04/09 15:30:54] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.824073 loss_bbox: 0.271651 loss_giou: 0.614549 loss_class_aux: 5.159210 loss_bbox_aux: 1.831796 loss_giou_aux: 4.019481 loss_class_dn: 0.497843 loss_bbox_dn: 0.383282 loss_giou_dn: 0.716940 loss_class_aux_dn: 2.488198 loss_bbox_aux_dn: 2.126969 loss_giou_aux_dn: 3.906062 loss: 23.926834 eta: 6 days, 13:14:57 batch_cost: 0.6443 data_cost: 0.0021 ips: 6.2081 images/s [04/09 15:32:03] ppdet.engine INFO: Epoch: [1] [ 700/7329] learning_rate: 0.000100 loss_class: 0.724708 loss_bbox: 0.178340 loss_giou: 0.485940 loss_class_aux: 4.547022 loss_bbox_aux: 1.221984 loss_giou_aux: 3.053385 loss_class_dn: 0.410506 loss_bbox_dn: 0.350691 loss_giou_dn: 0.614768 loss_class_aux_dn: 2.151602 loss_bbox_aux_dn: 1.917051 loss_giou_aux_dn: 3.286043 loss: 20.254169 eta: 6 days, 13:11:27 batch_cost: 0.6361 data_cost: 0.0020 ips: 6.2879 images/s [04/09 15:33:13] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.769014 loss_bbox: 0.212401 loss_giou: 0.631099 loss_class_aux: 4.987861 loss_bbox_aux: 1.416912 loss_giou_aux: 4.231023 loss_class_dn: 0.467467 loss_bbox_dn: 0.361816 loss_giou_dn: 0.746843 loss_class_aux_dn: 2.350582 loss_bbox_aux_dn: 1.931745 loss_giou_aux_dn: 4.025688 loss: 21.699829 eta: 6 days, 13:10:20 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1613 images/s [04/09 15:34:24] ppdet.engine INFO: Epoch: [1] [ 900/7329] learning_rate: 0.000100 loss_class: 0.747691 loss_bbox: 0.217190 loss_giou: 0.564931 loss_class_aux: 4.776104 loss_bbox_aux: 1.389386 loss_giou_aux: 3.702952 loss_class_dn: 0.428297 loss_bbox_dn: 0.354797 loss_giou_dn: 0.653936 loss_class_aux_dn: 2.203456 loss_bbox_aux_dn: 1.912213 loss_giou_aux_dn: 3.546728 loss: 21.750994 eta: 6 days, 13:09:14 batch_cost: 0.6492 data_cost: 0.0020 ips: 6.1611 images/s [04/09 15:35:33] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.767552 loss_bbox: 0.222735 loss_giou: 0.566946 loss_class_aux: 4.960931 loss_bbox_aux: 1.404030 loss_giou_aux: 3.730090 loss_class_dn: 0.458605 loss_bbox_dn: 0.318349 loss_giou_dn: 0.664284 loss_class_aux_dn: 2.337384 loss_bbox_aux_dn: 1.738834 loss_giou_aux_dn: 3.587313 loss: 21.579227 eta: 6 days, 13:06:51 batch_cost: 0.6419 data_cost: 0.0021 ips: 6.2315 images/s [04/09 15:36:44] ppdet.engine INFO: Epoch: [1] [1100/7329] learning_rate: 0.000100 loss_class: 0.663178 loss_bbox: 0.187959 loss_giou: 0.458205 loss_class_aux: 4.320162 loss_bbox_aux: 1.281145 loss_giou_aux: 2.905124 loss_class_dn: 0.374082 loss_bbox_dn: 0.303728 loss_giou_dn: 0.528995 loss_class_aux_dn: 1.923441 loss_bbox_aux_dn: 1.643706 loss_giou_aux_dn: 2.837847 loss: 18.244041 eta: 6 days, 13:05:58 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1498 images/s [04/09 15:37:54] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.825283 loss_bbox: 0.221192 loss_giou: 0.573773 loss_class_aux: 5.141148 loss_bbox_aux: 1.453268 loss_giou_aux: 3.679291 loss_class_dn: 0.480197 loss_bbox_dn: 0.363670 loss_giou_dn: 0.706750 loss_class_aux_dn: 2.371743 loss_bbox_aux_dn: 1.979246 loss_giou_aux_dn: 3.783634 loss: 22.852600 eta: 6 days, 13:04:05 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2055 images/s [04/09 15:39:05] ppdet.engine INFO: Epoch: [1] [1300/7329] learning_rate: 0.000100 loss_class: 0.717502 loss_bbox: 0.207820 loss_giou: 0.521884 loss_class_aux: 4.761076 loss_bbox_aux: 1.418347 loss_giou_aux: 3.388870 loss_class_dn: 0.418585 loss_bbox_dn: 0.292519 loss_giou_dn: 0.577068 loss_class_aux_dn: 2.055424 loss_bbox_aux_dn: 1.612072 loss_giou_aux_dn: 3.203139 loss: 19.814997 eta: 6 days, 13:03:00 batch_cost: 0.6492 data_cost: 0.0019 ips: 6.1614 images/s [04/09 15:40:15] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.814892 loss_bbox: 0.214195 loss_giou: 0.562319 loss_class_aux: 5.052392 loss_bbox_aux: 1.482226 loss_giou_aux: 3.780185 loss_class_dn: 0.479453 loss_bbox_dn: 0.358284 loss_giou_dn: 0.691234 loss_class_aux_dn: 2.414248 loss_bbox_aux_dn: 1.952724 loss_giou_aux_dn: 3.740053 loss: 23.340778 eta: 6 days, 13:01:43 batch_cost: 0.6480 data_cost: 0.0021 ips: 6.1732 images/s [04/09 15:41:25] ppdet.engine INFO: Epoch: [1] [1500/7329] learning_rate: 0.000100 loss_class: 0.782927 loss_bbox: 0.232908 loss_giou: 0.593769 loss_class_aux: 5.028576 loss_bbox_aux: 1.478732 loss_giou_aux: 3.913268 loss_class_dn: 0.455761 loss_bbox_dn: 0.341142 loss_giou_dn: 0.674169 loss_class_aux_dn: 2.353843 loss_bbox_aux_dn: 1.896017 loss_giou_aux_dn: 3.629954 loss: 21.577267 eta: 6 days, 13:00:45 batch_cost: 0.6499 data_cost: 0.0019 ips: 6.1547 images/s [04/09 15:42:36] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.801370 loss_bbox: 0.216104 loss_giou: 0.449398 loss_class_aux: 4.910706 loss_bbox_aux: 1.365515 loss_giou_aux: 2.946220 loss_class_dn: 0.428477 loss_bbox_dn: 0.350148 loss_giou_dn: 0.549612 loss_class_aux_dn: 2.135216 loss_bbox_aux_dn: 1.963349 loss_giou_aux_dn: 3.038670 loss: 19.243429 eta: 6 days, 12:59:59 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1424 images/s [04/09 15:43:48] ppdet.engine INFO: Epoch: [1] [1700/7329] learning_rate: 0.000100 loss_class: 0.759157 loss_bbox: 0.189757 loss_giou: 0.479717 loss_class_aux: 4.740597 loss_bbox_aux: 1.274556 loss_giou_aux: 3.150919 loss_class_dn: 0.421090 loss_bbox_dn: 0.295246 loss_giou_dn: 0.589298 loss_class_aux_dn: 2.111790 loss_bbox_aux_dn: 1.619533 loss_giou_aux_dn: 3.182505 loss: 19.493462 eta: 6 days, 13:00:53 batch_cost: 0.6616 data_cost: 0.0019 ips: 6.0461 images/s [04/09 15:44:59] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.778049 loss_bbox: 0.197654 loss_giou: 0.605886 loss_class_aux: 4.937233 loss_bbox_aux: 1.349035 loss_giou_aux: 3.745067 loss_class_dn: 0.441409 loss_bbox_dn: 0.310938 loss_giou_dn: 0.643558 loss_class_aux_dn: 2.221175 loss_bbox_aux_dn: 1.694731 loss_giou_aux_dn: 3.356714 loss: 20.355293 eta: 6 days, 13:00:06 batch_cost: 0.6513 data_cost: 0.0019 ips: 6.1418 images/s [04/09 15:46:10] ppdet.engine INFO: Epoch: [1] [1900/7329] learning_rate: 0.000100 loss_class: 0.792891 loss_bbox: 0.233654 loss_giou: 0.576023 loss_class_aux: 4.972220 loss_bbox_aux: 1.470162 loss_giou_aux: 3.694862 loss_class_dn: 0.409727 loss_bbox_dn: 0.337005 loss_giou_dn: 0.641421 loss_class_aux_dn: 2.076911 loss_bbox_aux_dn: 1.787274 loss_giou_aux_dn: 3.469232 loss: 21.016941 eta: 6 days, 12:59:12 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1486 images/s [04/09 15:47:20] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.779387 loss_bbox: 0.192306 loss_giou: 0.651681 loss_class_aux: 4.862082 loss_bbox_aux: 1.248823 loss_giou_aux: 4.250253 loss_class_dn: 0.448513 loss_bbox_dn: 0.301482 loss_giou_dn: 0.698304 loss_class_aux_dn: 2.253828 loss_bbox_aux_dn: 1.659304 loss_giou_aux_dn: 3.728913 loss: 21.268850 eta: 6 days, 12:57:59 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1682 images/s [04/09 15:48:30] ppdet.engine INFO: Epoch: [1] [2100/7329] learning_rate: 0.000100 loss_class: 0.740193 loss_bbox: 0.213213 loss_giou: 0.595665 loss_class_aux: 4.799981 loss_bbox_aux: 1.364364 loss_giou_aux: 3.752167 loss_class_dn: 0.466113 loss_bbox_dn: 0.321481 loss_giou_dn: 0.676976 loss_class_aux_dn: 2.382500 loss_bbox_aux_dn: 1.759480 loss_giou_aux_dn: 3.648172 loss: 21.722456 eta: 6 days, 12:56:24 batch_cost: 0.6462 data_cost: 0.0019 ips: 6.1901 images/s [04/09 15:49:41] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.772407 loss_bbox: 0.215754 loss_giou: 0.557425 loss_class_aux: 4.946164 loss_bbox_aux: 1.398568 loss_giou_aux: 3.409058 loss_class_dn: 0.456042 loss_bbox_dn: 0.324808 loss_giou_dn: 0.583537 loss_class_aux_dn: 2.283817 loss_bbox_aux_dn: 1.801891 loss_giou_aux_dn: 3.161515 loss: 21.399668 eta: 6 days, 12:56:43 batch_cost: 0.6586 data_cost: 0.0019 ips: 6.0737 images/s [04/09 15:50:51] ppdet.engine INFO: Epoch: [1] [2300/7329] learning_rate: 0.000100 loss_class: 0.727577 loss_bbox: 0.213617 loss_giou: 0.537290 loss_class_aux: 4.805480 loss_bbox_aux: 1.436873 loss_giou_aux: 3.443794 loss_class_dn: 0.437663 loss_bbox_dn: 0.338684 loss_giou_dn: 0.620421 loss_class_aux_dn: 2.199417 loss_bbox_aux_dn: 1.879214 loss_giou_aux_dn: 3.358368 loss: 20.266975 eta: 6 days, 12:54:46 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2140 images/s [04/09 15:52:02] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.833569 loss_bbox: 0.231850 loss_giou: 0.588530 loss_class_aux: 5.280365 loss_bbox_aux: 1.460206 loss_giou_aux: 3.806172 loss_class_dn: 0.471317 loss_bbox_dn: 0.344132 loss_giou_dn: 0.691145 loss_class_aux_dn: 2.382742 loss_bbox_aux_dn: 1.884043 loss_giou_aux_dn: 3.710135 loss: 22.915371 eta: 6 days, 12:53:40 batch_cost: 0.6493 data_cost: 0.0019 ips: 6.1603 images/s [04/09 15:53:15] ppdet.engine INFO: Epoch: [1] [2500/7329] learning_rate: 0.000100 loss_class: 0.749846 loss_bbox: 0.207580 loss_giou: 0.575851 loss_class_aux: 4.858137 loss_bbox_aux: 1.368185 loss_giou_aux: 3.621540 loss_class_dn: 0.430348 loss_bbox_dn: 0.335792 loss_giou_dn: 0.632154 loss_class_aux_dn: 2.158447 loss_bbox_aux_dn: 1.845058 loss_giou_aux_dn: 3.445578 loss: 20.698093 eta: 6 days, 12:55:35 batch_cost: 0.6697 data_cost: 0.0018 ips: 5.9729 images/s [04/09 15:54:26] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.754432 loss_bbox: 0.204758 loss_giou: 0.515471 loss_class_aux: 4.753911 loss_bbox_aux: 1.333531 loss_giou_aux: 3.311993 loss_class_dn: 0.429199 loss_bbox_dn: 0.313117 loss_giou_dn: 0.597465 loss_class_aux_dn: 2.185333 loss_bbox_aux_dn: 1.668174 loss_giou_aux_dn: 3.283156 loss: 19.915489 eta: 6 days, 12:54:37 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1498 images/s [04/09 15:55:38] ppdet.engine INFO: Epoch: [1] [2700/7329] learning_rate: 0.000100 loss_class: 0.775903 loss_bbox: 0.209670 loss_giou: 0.561032 loss_class_aux: 5.107804 loss_bbox_aux: 1.390605 loss_giou_aux: 3.704071 loss_class_dn: 0.439847 loss_bbox_dn: 0.353630 loss_giou_dn: 0.663978 loss_class_aux_dn: 2.254465 loss_bbox_aux_dn: 1.914609 loss_giou_aux_dn: 3.595745 loss: 21.362808 eta: 6 days, 12:55:52 batch_cost: 0.6657 data_cost: 0.0018 ips: 6.0084 images/s [04/09 15:56:50] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.848676 loss_bbox: 0.213877 loss_giou: 0.532725 loss_class_aux: 5.487928 loss_bbox_aux: 1.440339 loss_giou_aux: 3.383420 loss_class_dn: 0.470252 loss_bbox_dn: 0.367866 loss_giou_dn: 0.637837 loss_class_aux_dn: 2.405271 loss_bbox_aux_dn: 2.031590 loss_giou_aux_dn: 3.548218 loss: 22.116062 eta: 6 days, 12:55:40 batch_cost: 0.6560 data_cost: 0.0019 ips: 6.0979 images/s [04/09 15:58:03] ppdet.engine INFO: Epoch: [1] [2900/7329] learning_rate: 0.000100 loss_class: 0.688488 loss_bbox: 0.208433 loss_giou: 0.540588 loss_class_aux: 4.493447 loss_bbox_aux: 1.342352 loss_giou_aux: 3.399301 loss_class_dn: 0.420391 loss_bbox_dn: 0.292310 loss_giou_dn: 0.579457 loss_class_aux_dn: 2.122418 loss_bbox_aux_dn: 1.658587 loss_giou_aux_dn: 3.078165 loss: 19.095932 eta: 6 days, 12:57:16 batch_cost: 0.6688 data_cost: 0.0017 ips: 5.9808 images/s [04/09 15:59:12] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.706160 loss_bbox: 0.193041 loss_giou: 0.413140 loss_class_aux: 4.525296 loss_bbox_aux: 1.272034 loss_giou_aux: 2.710554 loss_class_dn: 0.377487 loss_bbox_dn: 0.326019 loss_giou_dn: 0.519176 loss_class_aux_dn: 1.936022 loss_bbox_aux_dn: 1.748252 loss_giou_aux_dn: 2.834575 loss: 18.194904 eta: 6 days, 12:54:46 batch_cost: 0.6399 data_cost: 0.0018 ips: 6.2508 images/s [04/09 16:00:22] ppdet.engine INFO: Epoch: [1] [3100/7329] learning_rate: 0.000100 loss_class: 0.828321 loss_bbox: 0.211682 loss_giou: 0.612850 loss_class_aux: 5.205264 loss_bbox_aux: 1.385150 loss_giou_aux: 3.790565 loss_class_dn: 0.436191 loss_bbox_dn: 0.319523 loss_giou_dn: 0.642282 loss_class_aux_dn: 2.205430 loss_bbox_aux_dn: 1.799339 loss_giou_aux_dn: 3.447335 loss: 20.567314 eta: 6 days, 12:52:32 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2340 images/s [04/09 16:01:34] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.785072 loss_bbox: 0.231039 loss_giou: 0.463452 loss_class_aux: 4.971684 loss_bbox_aux: 1.469672 loss_giou_aux: 3.038798 loss_class_dn: 0.451363 loss_bbox_dn: 0.344605 loss_giou_dn: 0.567929 loss_class_aux_dn: 2.253613 loss_bbox_aux_dn: 1.855237 loss_giou_aux_dn: 3.204241 loss: 21.078516 eta: 6 days, 12:52:34 batch_cost: 0.6580 data_cost: 0.0021 ips: 6.0794 images/s [04/09 16:02:45] ppdet.engine INFO: Epoch: [1] [3300/7329] learning_rate: 0.000100 loss_class: 0.698700 loss_bbox: 0.200084 loss_giou: 0.457499 loss_class_aux: 4.649544 loss_bbox_aux: 1.316816 loss_giou_aux: 2.880656 loss_class_dn: 0.397704 loss_bbox_dn: 0.323972 loss_giou_dn: 0.554348 loss_class_aux_dn: 1.995062 loss_bbox_aux_dn: 1.743400 loss_giou_aux_dn: 2.980013 loss: 18.302437 eta: 6 days, 12:52:00 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1192 images/s [04/09 16:03:56] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.754043 loss_bbox: 0.181917 loss_giou: 0.488935 loss_class_aux: 4.708703 loss_bbox_aux: 1.215350 loss_giou_aux: 3.163021 loss_class_dn: 0.438772 loss_bbox_dn: 0.294449 loss_giou_dn: 0.627142 loss_class_aux_dn: 2.223334 loss_bbox_aux_dn: 1.622651 loss_giou_aux_dn: 3.362014 loss: 20.119160 eta: 6 days, 12:51:39 batch_cost: 0.6554 data_cost: 0.0018 ips: 6.1029 images/s [04/09 16:05:07] ppdet.engine INFO: Epoch: [1] [3500/7329] learning_rate: 0.000100 loss_class: 0.767810 loss_bbox: 0.210819 loss_giou: 0.518286 loss_class_aux: 4.895001 loss_bbox_aux: 1.360425 loss_giou_aux: 3.220510 loss_class_dn: 0.433101 loss_bbox_dn: 0.330115 loss_giou_dn: 0.595866 loss_class_aux_dn: 2.225237 loss_bbox_aux_dn: 1.840754 loss_giou_aux_dn: 3.235921 loss: 19.671066 eta: 6 days, 12:50:58 batch_cost: 0.6531 data_cost: 0.0020 ips: 6.1251 images/s [04/09 16:06:20] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.727247 loss_bbox: 0.211240 loss_giou: 0.643382 loss_class_aux: 4.955804 loss_bbox_aux: 1.317028 loss_giou_aux: 4.077007 loss_class_dn: 0.439108 loss_bbox_dn: 0.310729 loss_giou_dn: 0.703602 loss_class_aux_dn: 2.205234 loss_bbox_aux_dn: 1.659587 loss_giou_aux_dn: 3.725888 loss: 20.465454 eta: 6 days, 12:52:26 batch_cost: 0.6693 data_cost: 0.0018 ips: 5.9763 images/s [04/09 16:07:33] ppdet.engine INFO: Epoch: [1] [3700/7329] learning_rate: 0.000100 loss_class: 0.733605 loss_bbox: 0.220449 loss_giou: 0.521021 loss_class_aux: 4.780948 loss_bbox_aux: 1.435931 loss_giou_aux: 3.315432 loss_class_dn: 0.453523 loss_bbox_dn: 0.300821 loss_giou_dn: 0.622659 loss_class_aux_dn: 2.242462 loss_bbox_aux_dn: 1.657525 loss_giou_aux_dn: 3.381307 loss: 21.340403 eta: 6 days, 12:53:09 batch_cost: 0.6638 data_cost: 0.0018 ips: 6.0256 images/s [04/09 16:08:44] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.738791 loss_bbox: 0.202753 loss_giou: 0.513476 loss_class_aux: 4.787683 loss_bbox_aux: 1.345425 loss_giou_aux: 3.245695 loss_class_dn: 0.413834 loss_bbox_dn: 0.320644 loss_giou_dn: 0.595618 loss_class_aux_dn: 2.054007 loss_bbox_aux_dn: 1.795305 loss_giou_aux_dn: 3.183301 loss: 19.896553 eta: 6 days, 12:51:57 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1587 images/s [04/09 16:09:54] ppdet.engine INFO: Epoch: [1] [3900/7329] learning_rate: 0.000100 loss_class: 0.725771 loss_bbox: 0.206949 loss_giou: 0.486974 loss_class_aux: 4.844076 loss_bbox_aux: 1.380710 loss_giou_aux: 3.233884 loss_class_dn: 0.423205 loss_bbox_dn: 0.328027 loss_giou_dn: 0.589454 loss_class_aux_dn: 2.158010 loss_bbox_aux_dn: 1.742780 loss_giou_aux_dn: 3.224144 loss: 19.970856 eta: 6 days, 12:50:47 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1565 images/s [04/09 16:11:05] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.756771 loss_bbox: 0.227008 loss_giou: 0.577820 loss_class_aux: 4.993957 loss_bbox_aux: 1.495820 loss_giou_aux: 3.806974 loss_class_dn: 0.433543 loss_bbox_dn: 0.348996 loss_giou_dn: 0.667032 loss_class_aux_dn: 2.242620 loss_bbox_aux_dn: 1.922774 loss_giou_aux_dn: 3.515224 loss: 21.035696 eta: 6 days, 12:49:36 batch_cost: 0.6496 data_cost: 0.0018 ips: 6.1579 images/s [04/09 16:12:16] ppdet.engine INFO: Epoch: [1] [4100/7329] learning_rate: 0.000100 loss_class: 0.882783 loss_bbox: 0.241917 loss_giou: 0.562288 loss_class_aux: 5.422588 loss_bbox_aux: 1.606309 loss_giou_aux: 3.638017 loss_class_dn: 0.503301 loss_bbox_dn: 0.337282 loss_giou_dn: 0.745525 loss_class_aux_dn: 2.544977 loss_bbox_aux_dn: 1.854373 loss_giou_aux_dn: 4.013552 loss: 23.211939 eta: 6 days, 12:49:05 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1091 images/s [04/09 16:13:27] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.691682 loss_bbox: 0.196203 loss_giou: 0.423615 loss_class_aux: 4.556959 loss_bbox_aux: 1.378033 loss_giou_aux: 2.785142 loss_class_dn: 0.413823 loss_bbox_dn: 0.304810 loss_giou_dn: 0.522320 loss_class_aux_dn: 2.141519 loss_bbox_aux_dn: 1.690274 loss_giou_aux_dn: 2.801217 loss: 19.204992 eta: 6 days, 12:48:20 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1247 images/s [04/09 16:14:38] ppdet.engine INFO: Epoch: [1] [4300/7329] learning_rate: 0.000100 loss_class: 0.817142 loss_bbox: 0.229795 loss_giou: 0.576368 loss_class_aux: 5.034861 loss_bbox_aux: 1.461884 loss_giou_aux: 3.907480 loss_class_dn: 0.454492 loss_bbox_dn: 0.320627 loss_giou_dn: 0.645614 loss_class_aux_dn: 2.328841 loss_bbox_aux_dn: 1.766861 loss_giou_aux_dn: 3.459045 loss: 20.480350 eta: 6 days, 12:47:42 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1169 images/s [04/09 16:15:49] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.777084 loss_bbox: 0.215477 loss_giou: 0.531677 loss_class_aux: 4.955260 loss_bbox_aux: 1.383862 loss_giou_aux: 3.403288 loss_class_dn: 0.464602 loss_bbox_dn: 0.346745 loss_giou_dn: 0.654368 loss_class_aux_dn: 2.322802 loss_bbox_aux_dn: 1.862305 loss_giou_aux_dn: 3.551142 loss: 20.768829 eta: 6 days, 12:46:24 batch_cost: 0.6487 data_cost: 0.0018 ips: 6.1665 images/s [04/09 16:17:00] ppdet.engine INFO: Epoch: [1] [4500/7329] learning_rate: 0.000100 loss_class: 0.764058 loss_bbox: 0.204199 loss_giou: 0.530058 loss_class_aux: 5.001062 loss_bbox_aux: 1.348178 loss_giou_aux: 3.432352 loss_class_dn: 0.429734 loss_bbox_dn: 0.297458 loss_giou_dn: 0.595619 loss_class_aux_dn: 2.223777 loss_bbox_aux_dn: 1.681548 loss_giou_aux_dn: 3.253137 loss: 20.199804 eta: 6 days, 12:46:15 batch_cost: 0.6581 data_cost: 0.0018 ips: 6.0781 images/s [04/09 16:18:11] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.669992 loss_bbox: 0.187366 loss_giou: 0.406365 loss_class_aux: 4.395165 loss_bbox_aux: 1.267816 loss_giou_aux: 2.661064 loss_class_dn: 0.374392 loss_bbox_dn: 0.278935 loss_giou_dn: 0.485401 loss_class_aux_dn: 1.883534 loss_bbox_aux_dn: 1.551223 loss_giou_aux_dn: 2.646730 loss: 17.138386 eta: 6 days, 12:45:55 batch_cost: 0.6566 data_cost: 0.0019 ips: 6.0919 images/s [04/09 16:19:22] ppdet.engine INFO: Epoch: [1] [4700/7329] learning_rate: 0.000100 loss_class: 0.741933 loss_bbox: 0.222423 loss_giou: 0.522698 loss_class_aux: 4.905018 loss_bbox_aux: 1.420272 loss_giou_aux: 3.428056 loss_class_dn: 0.421101 loss_bbox_dn: 0.349736 loss_giou_dn: 0.565722 loss_class_aux_dn: 2.170893 loss_bbox_aux_dn: 1.861868 loss_giou_aux_dn: 3.155262 loss: 20.081364 eta: 6 days, 12:44:50 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1492 images/s [04/09 16:20:33] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.772900 loss_bbox: 0.191658 loss_giou: 0.525126 loss_class_aux: 4.993889 loss_bbox_aux: 1.370985 loss_giou_aux: 3.358868 loss_class_dn: 0.436379 loss_bbox_dn: 0.351344 loss_giou_dn: 0.582418 loss_class_aux_dn: 2.177653 loss_bbox_aux_dn: 1.946760 loss_giou_aux_dn: 3.139990 loss: 19.274746 eta: 6 days, 12:43:43 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1517 images/s [04/09 16:21:43] ppdet.engine INFO: Epoch: [1] [4900/7329] learning_rate: 0.000100 loss_class: 0.786773 loss_bbox: 0.215311 loss_giou: 0.535114 loss_class_aux: 5.065490 loss_bbox_aux: 1.373585 loss_giou_aux: 3.387025 loss_class_dn: 0.450590 loss_bbox_dn: 0.325231 loss_giou_dn: 0.581446 loss_class_aux_dn: 2.317603 loss_bbox_aux_dn: 1.795386 loss_giou_aux_dn: 3.131137 loss: 20.974312 eta: 6 days, 12:42:26 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1641 images/s [04/09 16:22:53] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.699863 loss_bbox: 0.193019 loss_giou: 0.560459 loss_class_aux: 4.782708 loss_bbox_aux: 1.256067 loss_giou_aux: 3.625804 loss_class_dn: 0.412407 loss_bbox_dn: 0.310804 loss_giou_dn: 0.594567 loss_class_aux_dn: 2.113707 loss_bbox_aux_dn: 1.658959 loss_giou_aux_dn: 3.172593 loss: 19.705906 eta: 6 days, 12:40:33 batch_cost: 0.6436 data_cost: 0.0018 ips: 6.2150 images/s [04/09 16:24:05] ppdet.engine INFO: Epoch: [1] [5100/7329] learning_rate: 0.000100 loss_class: 0.769132 loss_bbox: 0.188508 loss_giou: 0.519939 loss_class_aux: 4.972795 loss_bbox_aux: 1.265848 loss_giou_aux: 3.256543 loss_class_dn: 0.422557 loss_bbox_dn: 0.310782 loss_giou_dn: 0.630709 loss_class_aux_dn: 2.257190 loss_bbox_aux_dn: 1.710741 loss_giou_aux_dn: 3.339153 loss: 19.988831 eta: 6 days, 12:40:15 batch_cost: 0.6572 data_cost: 0.0020 ips: 6.0867 images/s [04/09 16:25:15] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.725152 loss_bbox: 0.216546 loss_giou: 0.613147 loss_class_aux: 4.901802 loss_bbox_aux: 1.349423 loss_giou_aux: 3.944103 loss_class_dn: 0.448671 loss_bbox_dn: 0.301015 loss_giou_dn: 0.681447 loss_class_aux_dn: 2.313269 loss_bbox_aux_dn: 1.644598 loss_giou_aux_dn: 3.670632 loss: 21.982733 eta: 6 days, 12:38:47 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1797 images/s [04/09 16:26:25] ppdet.engine INFO: Epoch: [1] [5300/7329] learning_rate: 0.000100 loss_class: 0.822974 loss_bbox: 0.215695 loss_giou: 0.508680 loss_class_aux: 5.078579 loss_bbox_aux: 1.472607 loss_giou_aux: 3.383834 loss_class_dn: 0.447202 loss_bbox_dn: 0.328031 loss_giou_dn: 0.628377 loss_class_aux_dn: 2.275652 loss_bbox_aux_dn: 1.789073 loss_giou_aux_dn: 3.440284 loss: 21.171215 eta: 6 days, 12:36:38 batch_cost: 0.6411 data_cost: 0.0017 ips: 6.2391 images/s [04/09 16:27:36] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.733260 loss_bbox: 0.196628 loss_giou: 0.552566 loss_class_aux: 4.904692 loss_bbox_aux: 1.276212 loss_giou_aux: 3.635005 loss_class_dn: 0.435979 loss_bbox_dn: 0.315050 loss_giou_dn: 0.632362 loss_class_aux_dn: 2.236471 loss_bbox_aux_dn: 1.699218 loss_giou_aux_dn: 3.375036 loss: 20.007286 eta: 6 days, 12:36:15 batch_cost: 0.6565 data_cost: 0.0018 ips: 6.0927 images/s [04/09 16:28:46] ppdet.engine INFO: Epoch: [1] [5500/7329] learning_rate: 0.000100 loss_class: 0.700221 loss_bbox: 0.212782 loss_giou: 0.526549 loss_class_aux: 4.568814 loss_bbox_aux: 1.344948 loss_giou_aux: 3.318139 loss_class_dn: 0.400958 loss_bbox_dn: 0.282680 loss_giou_dn: 0.581346 loss_class_aux_dn: 2.041388 loss_bbox_aux_dn: 1.584159 loss_giou_aux_dn: 3.143349 loss: 18.937809 eta: 6 days, 12:34:06 batch_cost: 0.6411 data_cost: 0.0017 ips: 6.2395 images/s [04/09 16:29:56] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.704113 loss_bbox: 0.205648 loss_giou: 0.551823 loss_class_aux: 4.636476 loss_bbox_aux: 1.269504 loss_giou_aux: 3.435267 loss_class_dn: 0.406935 loss_bbox_dn: 0.310463 loss_giou_dn: 0.591726 loss_class_aux_dn: 2.038578 loss_bbox_aux_dn: 1.673604 loss_giou_aux_dn: 3.208157 loss: 19.908449 eta: 6 days, 12:33:16 batch_cost: 0.6526 data_cost: 0.0020 ips: 6.1290 images/s [04/09 16:31:07] ppdet.engine INFO: Epoch: [1] [5700/7329] learning_rate: 0.000100 loss_class: 0.775103 loss_bbox: 0.210813 loss_giou: 0.542708 loss_class_aux: 5.029528 loss_bbox_aux: 1.396905 loss_giou_aux: 3.389075 loss_class_dn: 0.450375 loss_bbox_dn: 0.323228 loss_giou_dn: 0.592667 loss_class_aux_dn: 2.276867 loss_bbox_aux_dn: 1.791768 loss_giou_aux_dn: 3.285567 loss: 20.390072 eta: 6 days, 12:32:09 batch_cost: 0.6501 data_cost: 0.0018 ips: 6.1533 images/s [04/09 16:32:18] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.748456 loss_bbox: 0.208698 loss_giou: 0.446089 loss_class_aux: 4.938536 loss_bbox_aux: 1.312601 loss_giou_aux: 2.911832 loss_class_dn: 0.419394 loss_bbox_dn: 0.322125 loss_giou_dn: 0.540692 loss_class_aux_dn: 2.154646 loss_bbox_aux_dn: 1.799098 loss_giou_aux_dn: 3.092065 loss: 19.281784 eta: 6 days, 12:31:39 batch_cost: 0.6556 data_cost: 0.0017 ips: 6.1010 images/s [04/09 16:33:29] ppdet.engine INFO: Epoch: [1] [5900/7329] learning_rate: 0.000100 loss_class: 0.717877 loss_bbox: 0.183912 loss_giou: 0.496188 loss_class_aux: 4.705571 loss_bbox_aux: 1.212135 loss_giou_aux: 3.143383 loss_class_dn: 0.412779 loss_bbox_dn: 0.300831 loss_giou_dn: 0.581244 loss_class_aux_dn: 2.114596 loss_bbox_aux_dn: 1.648892 loss_giou_aux_dn: 3.190039 loss: 19.771570 eta: 6 days, 12:30:14 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1778 images/s [04/09 16:34:40] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.707614 loss_bbox: 0.202047 loss_giou: 0.526314 loss_class_aux: 4.709858 loss_bbox_aux: 1.346410 loss_giou_aux: 3.340837 loss_class_dn: 0.396547 loss_bbox_dn: 0.298468 loss_giou_dn: 0.569256 loss_class_aux_dn: 2.043337 loss_bbox_aux_dn: 1.598470 loss_giou_aux_dn: 3.116383 loss: 19.225777 eta: 6 days, 12:29:37 batch_cost: 0.6547 data_cost: 0.0018 ips: 6.1097 images/s [04/09 16:35:52] ppdet.engine INFO: Epoch: [1] [6100/7329] learning_rate: 0.000100 loss_class: 0.779665 loss_bbox: 0.217158 loss_giou: 0.551463 loss_class_aux: 4.999717 loss_bbox_aux: 1.488789 loss_giou_aux: 3.570211 loss_class_dn: 0.422112 loss_bbox_dn: 0.327680 loss_giou_dn: 0.621810 loss_class_aux_dn: 2.129107 loss_bbox_aux_dn: 1.780055 loss_giou_aux_dn: 3.318149 loss: 20.971573 eta: 6 days, 12:29:20 batch_cost: 0.6578 data_cost: 0.0020 ips: 6.0807 images/s [04/09 16:37:02] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.661734 loss_bbox: 0.175122 loss_giou: 0.487876 loss_class_aux: 4.399474 loss_bbox_aux: 1.130010 loss_giou_aux: 3.087177 loss_class_dn: 0.376909 loss_bbox_dn: 0.270816 loss_giou_dn: 0.533944 loss_class_aux_dn: 1.967201 loss_bbox_aux_dn: 1.518724 loss_giou_aux_dn: 2.827765 loss: 17.543983 eta: 6 days, 12:28:18 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1440 images/s [04/09 16:38:12] ppdet.engine INFO: Epoch: [1] [6300/7329] learning_rate: 0.000100 loss_class: 0.751223 loss_bbox: 0.186364 loss_giou: 0.464923 loss_class_aux: 5.067898 loss_bbox_aux: 1.247831 loss_giou_aux: 2.927742 loss_class_dn: 0.438890 loss_bbox_dn: 0.301053 loss_giou_dn: 0.570868 loss_class_aux_dn: 2.206308 loss_bbox_aux_dn: 1.689809 loss_giou_aux_dn: 3.028296 loss: 20.061377 eta: 6 days, 12:26:26 batch_cost: 0.6431 data_cost: 0.0020 ips: 6.2196 images/s [04/09 16:39:25] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.787906 loss_bbox: 0.210084 loss_giou: 0.526878 loss_class_aux: 4.793642 loss_bbox_aux: 1.361021 loss_giou_aux: 3.378080 loss_class_dn: 0.431238 loss_bbox_dn: 0.317865 loss_giou_dn: 0.610573 loss_class_aux_dn: 2.249675 loss_bbox_aux_dn: 1.759460 loss_giou_aux_dn: 3.274842 loss: 20.949867 eta: 6 days, 12:27:07 batch_cost: 0.6672 data_cost: 0.0017 ips: 5.9952 images/s [04/09 16:40:36] ppdet.engine INFO: Epoch: [1] [6500/7329] learning_rate: 0.000100 loss_class: 0.680129 loss_bbox: 0.187076 loss_giou: 0.467097 loss_class_aux: 4.408725 loss_bbox_aux: 1.240217 loss_giou_aux: 2.908736 loss_class_dn: 0.387015 loss_bbox_dn: 0.264337 loss_giou_dn: 0.556130 loss_class_aux_dn: 1.974435 loss_bbox_aux_dn: 1.485231 loss_giou_aux_dn: 2.954373 loss: 18.170380 eta: 6 days, 12:25:40 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1819 images/s [04/09 16:41:48] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.696485 loss_bbox: 0.195392 loss_giou: 0.424709 loss_class_aux: 4.376083 loss_bbox_aux: 1.300712 loss_giou_aux: 2.779655 loss_class_dn: 0.377739 loss_bbox_dn: 0.280215 loss_giou_dn: 0.496423 loss_class_aux_dn: 1.950294 loss_bbox_aux_dn: 1.522858 loss_giou_aux_dn: 2.690128 loss: 18.421844 eta: 6 days, 12:25:51 batch_cost: 0.6628 data_cost: 0.0018 ips: 6.0349 images/s [04/09 16:42:59] ppdet.engine INFO: Epoch: [1] [6700/7329] learning_rate: 0.000100 loss_class: 0.738732 loss_bbox: 0.202773 loss_giou: 0.467701 loss_class_aux: 4.700673 loss_bbox_aux: 1.280171 loss_giou_aux: 3.119996 loss_class_dn: 0.394414 loss_bbox_dn: 0.315538 loss_giou_dn: 0.540344 loss_class_aux_dn: 2.027592 loss_bbox_aux_dn: 1.701510 loss_giou_aux_dn: 2.862210 loss: 18.609383 eta: 6 days, 12:25:54 batch_cost: 0.6617 data_cost: 0.0021 ips: 6.0449 images/s [04/09 16:44:10] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.707195 loss_bbox: 0.183180 loss_giou: 0.494784 loss_class_aux: 4.467476 loss_bbox_aux: 1.210315 loss_giou_aux: 3.203948 loss_class_dn: 0.424872 loss_bbox_dn: 0.279687 loss_giou_dn: 0.600052 loss_class_aux_dn: 2.246058 loss_bbox_aux_dn: 1.553048 loss_giou_aux_dn: 3.271133 loss: 20.480425 eta: 6 days, 12:24:53 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1408 images/s [04/09 16:45:23] ppdet.engine INFO: Epoch: [1] [6900/7329] learning_rate: 0.000100 loss_class: 0.682764 loss_bbox: 0.179470 loss_giou: 0.487492 loss_class_aux: 4.535459 loss_bbox_aux: 1.255992 loss_giou_aux: 3.127961 loss_class_dn: 0.409878 loss_bbox_dn: 0.288101 loss_giou_dn: 0.543081 loss_class_aux_dn: 2.028123 loss_bbox_aux_dn: 1.597844 loss_giou_aux_dn: 2.967299 loss: 18.399548 eta: 6 days, 12:25:24 batch_cost: 0.6664 data_cost: 0.0017 ips: 6.0023 images/s [04/09 16:46:33] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.823102 loss_bbox: 0.233787 loss_giou: 0.583367 loss_class_aux: 5.426224 loss_bbox_aux: 1.505156 loss_giou_aux: 3.654459 loss_class_dn: 0.471185 loss_bbox_dn: 0.349936 loss_giou_dn: 0.668172 loss_class_aux_dn: 2.391890 loss_bbox_aux_dn: 1.899784 loss_giou_aux_dn: 3.588645 loss: 22.293240 eta: 6 days, 12:23:18 batch_cost: 0.6407 data_cost: 0.0020 ips: 6.2432 images/s [04/09 16:47:43] ppdet.engine INFO: Epoch: [1] [7100/7329] learning_rate: 0.000100 loss_class: 0.650392 loss_bbox: 0.213091 loss_giou: 0.509811 loss_class_aux: 4.345717 loss_bbox_aux: 1.371922 loss_giou_aux: 3.283482 loss_class_dn: 0.402473 loss_bbox_dn: 0.293789 loss_giou_dn: 0.575299 loss_class_aux_dn: 2.075072 loss_bbox_aux_dn: 1.569257 loss_giou_aux_dn: 3.083449 loss: 18.224827 eta: 6 days, 12:22:18 batch_cost: 0.6516 data_cost: 0.0021 ips: 6.1384 images/s [04/09 16:48:54] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.773607 loss_bbox: 0.210029 loss_giou: 0.564825 loss_class_aux: 5.124362 loss_bbox_aux: 1.338146 loss_giou_aux: 3.507947 loss_class_dn: 0.483226 loss_bbox_dn: 0.341221 loss_giou_dn: 0.644145 loss_class_aux_dn: 2.524639 loss_bbox_aux_dn: 1.919022 loss_giou_aux_dn: 3.412858 loss: 21.790413 eta: 6 days, 12:21:37 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1084 images/s [04/09 16:50:06] ppdet.engine INFO: Epoch: [1] [7300/7329] learning_rate: 0.000100 loss_class: 0.672289 loss_bbox: 0.169309 loss_giou: 0.447028 loss_class_aux: 4.330650 loss_bbox_aux: 1.076491 loss_giou_aux: 2.871445 loss_class_dn: 0.386058 loss_bbox_dn: 0.250428 loss_giou_dn: 0.510478 loss_class_aux_dn: 2.013078 loss_bbox_aux_dn: 1.401468 loss_giou_aux_dn: 2.717691 loss: 17.514906 eta: 6 days, 12:21:03 batch_cost: 0.6561 data_cost: 0.0019 ips: 6.0970 images/s [04/09 16:50:30] ppdet.engine INFO: Eval iter: 0 [04/09 16:50:57] ppdet.engine INFO: Eval iter: 100 [04/09 16:51:24] ppdet.engine INFO: Eval iter: 200 [04/09 16:51:51] ppdet.engine INFO: Eval iter: 300 [04/09 16:52:19] ppdet.engine INFO: Eval iter: 400 [04/09 16:52:45] ppdet.engine INFO: Eval iter: 500 [04/09 16:53:12] ppdet.engine INFO: Eval iter: 600 [04/09 16:53:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.20s) creating index... index created! [04/09 16:53:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.43s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.05s). Accumulating evaluation results... DONE (t=25.75s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.401 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.435 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.224 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.443 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.337 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.646 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.422 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.851 [04/09 16:56:39] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.55368718483152 [04/09 16:56:39] ppdet.engine INFO: Best test bbox ap is 0.401. [04/09 16:56:43] ppdet.engine INFO: Epoch: [2] [ 0/7329] learning_rate: 0.000100 loss_class: 0.684136 loss_bbox: 0.171194 loss_giou: 0.455870 loss_class_aux: 4.505763 loss_bbox_aux: 1.139340 loss_giou_aux: 2.986292 loss_class_dn: 0.389936 loss_bbox_dn: 0.267435 loss_giou_dn: 0.546772 loss_class_aux_dn: 2.062127 loss_bbox_aux_dn: 1.456520 loss_giou_aux_dn: 2.967071 loss: 17.685495 eta: 6 days, 12:20:14 batch_cost: 0.6537 data_cost: 0.0018 ips: 6.1186 images/s [04/09 16:57:53] ppdet.engine INFO: Epoch: [2] [ 100/7329] learning_rate: 0.000100 loss_class: 0.817142 loss_bbox: 0.204822 loss_giou: 0.515978 loss_class_aux: 5.174773 loss_bbox_aux: 1.344688 loss_giou_aux: 3.478905 loss_class_dn: 0.465117 loss_bbox_dn: 0.296302 loss_giou_dn: 0.630016 loss_class_aux_dn: 2.404948 loss_bbox_aux_dn: 1.650307 loss_giou_aux_dn: 3.342726 loss: 22.109444 eta: 6 days, 12:18:49 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1796 images/s [04/09 16:59:03] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.668242 loss_bbox: 0.176056 loss_giou: 0.404932 loss_class_aux: 4.158882 loss_bbox_aux: 1.126863 loss_giou_aux: 2.681876 loss_class_dn: 0.359544 loss_bbox_dn: 0.292020 loss_giou_dn: 0.468856 loss_class_aux_dn: 1.864215 loss_bbox_aux_dn: 1.540269 loss_giou_aux_dn: 2.538280 loss: 16.740873 eta: 6 days, 12:17:04 batch_cost: 0.6439 data_cost: 0.0020 ips: 6.2122 images/s [04/09 17:00:14] ppdet.engine INFO: Epoch: [2] [ 300/7329] learning_rate: 0.000100 loss_class: 0.727717 loss_bbox: 0.221153 loss_giou: 0.500574 loss_class_aux: 4.893480 loss_bbox_aux: 1.379784 loss_giou_aux: 3.168486 loss_class_dn: 0.418955 loss_bbox_dn: 0.327419 loss_giou_dn: 0.567066 loss_class_aux_dn: 2.146605 loss_bbox_aux_dn: 1.720950 loss_giou_aux_dn: 3.002798 loss: 20.090780 eta: 6 days, 12:16:20 batch_cost: 0.6545 data_cost: 0.0021 ips: 6.1117 images/s [04/09 17:01:24] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.782303 loss_bbox: 0.203165 loss_giou: 0.603584 loss_class_aux: 5.027573 loss_bbox_aux: 1.393941 loss_giou_aux: 3.771852 loss_class_dn: 0.479710 loss_bbox_dn: 0.302936 loss_giou_dn: 0.698389 loss_class_aux_dn: 2.420296 loss_bbox_aux_dn: 1.639404 loss_giou_aux_dn: 3.711968 loss: 21.567806 eta: 6 days, 12:14:06 batch_cost: 0.6387 data_cost: 0.0019 ips: 6.2623 images/s [04/09 17:02:34] ppdet.engine INFO: Epoch: [2] [ 500/7329] learning_rate: 0.000100 loss_class: 0.692510 loss_bbox: 0.195906 loss_giou: 0.565797 loss_class_aux: 4.614077 loss_bbox_aux: 1.297632 loss_giou_aux: 3.557631 loss_class_dn: 0.433372 loss_bbox_dn: 0.300293 loss_giou_dn: 0.566994 loss_class_aux_dn: 2.216649 loss_bbox_aux_dn: 1.709904 loss_giou_aux_dn: 3.051412 loss: 20.309631 eta: 6 days, 12:13:07 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1376 images/s [04/09 17:03:46] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.694450 loss_bbox: 0.190372 loss_giou: 0.469009 loss_class_aux: 4.603424 loss_bbox_aux: 1.254130 loss_giou_aux: 3.017870 loss_class_dn: 0.398353 loss_bbox_dn: 0.306581 loss_giou_dn: 0.562581 loss_class_aux_dn: 2.041323 loss_bbox_aux_dn: 1.692692 loss_giou_aux_dn: 3.021931 loss: 18.955090 eta: 6 days, 12:13:04 batch_cost: 0.6617 data_cost: 0.0019 ips: 6.0453 images/s [04/09 17:04:56] ppdet.engine INFO: Epoch: [2] [ 700/7329] learning_rate: 0.000100 loss_class: 0.599904 loss_bbox: 0.167569 loss_giou: 0.371057 loss_class_aux: 4.008577 loss_bbox_aux: 1.128164 loss_giou_aux: 2.456210 loss_class_dn: 0.334687 loss_bbox_dn: 0.279626 loss_giou_dn: 0.468780 loss_class_aux_dn: 1.756727 loss_bbox_aux_dn: 1.522931 loss_giou_aux_dn: 2.612305 loss: 16.282867 eta: 6 days, 12:11:33 batch_cost: 0.6460 data_cost: 0.0022 ips: 6.1919 images/s [04/09 17:06:08] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.781581 loss_bbox: 0.207425 loss_giou: 0.536224 loss_class_aux: 5.212711 loss_bbox_aux: 1.377212 loss_giou_aux: 3.475665 loss_class_dn: 0.443987 loss_bbox_dn: 0.337591 loss_giou_dn: 0.627179 loss_class_aux_dn: 2.302724 loss_bbox_aux_dn: 1.809580 loss_giou_aux_dn: 3.295165 loss: 21.129202 eta: 6 days, 12:11:22 batch_cost: 0.6605 data_cost: 0.0023 ips: 6.0561 images/s [04/09 17:07:18] ppdet.engine INFO: Epoch: [2] [ 900/7329] learning_rate: 0.000100 loss_class: 0.803551 loss_bbox: 0.215455 loss_giou: 0.513788 loss_class_aux: 4.982076 loss_bbox_aux: 1.443681 loss_giou_aux: 3.297353 loss_class_dn: 0.429933 loss_bbox_dn: 0.316339 loss_giou_dn: 0.582684 loss_class_aux_dn: 2.200120 loss_bbox_aux_dn: 1.725032 loss_giou_aux_dn: 3.288650 loss: 20.259209 eta: 6 days, 12:10:12 batch_cost: 0.6498 data_cost: 0.0020 ips: 6.1558 images/s [04/09 17:08:29] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.713248 loss_bbox: 0.210284 loss_giou: 0.535746 loss_class_aux: 4.731367 loss_bbox_aux: 1.338348 loss_giou_aux: 3.316443 loss_class_dn: 0.424131 loss_bbox_dn: 0.311513 loss_giou_dn: 0.619242 loss_class_aux_dn: 2.203597 loss_bbox_aux_dn: 1.715659 loss_giou_aux_dn: 3.280559 loss: 20.278076 eta: 6 days, 12:09:08 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1439 images/s [04/09 17:09:40] ppdet.engine INFO: Epoch: [2] [1100/7329] learning_rate: 0.000100 loss_class: 0.787630 loss_bbox: 0.184916 loss_giou: 0.501154 loss_class_aux: 5.206982 loss_bbox_aux: 1.240078 loss_giou_aux: 3.146787 loss_class_dn: 0.426057 loss_bbox_dn: 0.296757 loss_giou_dn: 0.588781 loss_class_aux_dn: 2.189934 loss_bbox_aux_dn: 1.656552 loss_giou_aux_dn: 3.153614 loss: 19.473206 eta: 6 days, 12:08:29 batch_cost: 0.6556 data_cost: 0.0021 ips: 6.1017 images/s [04/09 17:10:51] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.737442 loss_bbox: 0.165605 loss_giou: 0.490430 loss_class_aux: 4.782661 loss_bbox_aux: 1.186912 loss_giou_aux: 3.138845 loss_class_dn: 0.415031 loss_bbox_dn: 0.290556 loss_giou_dn: 0.519229 loss_class_aux_dn: 2.112435 loss_bbox_aux_dn: 1.610618 loss_giou_aux_dn: 2.798831 loss: 19.010740 eta: 6 days, 12:07:22 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1497 images/s [04/09 17:12:02] ppdet.engine INFO: Epoch: [2] [1300/7329] learning_rate: 0.000100 loss_class: 0.730329 loss_bbox: 0.186895 loss_giou: 0.472223 loss_class_aux: 4.805054 loss_bbox_aux: 1.301009 loss_giou_aux: 3.034770 loss_class_dn: 0.416022 loss_bbox_dn: 0.305928 loss_giou_dn: 0.579842 loss_class_aux_dn: 2.169517 loss_bbox_aux_dn: 1.630438 loss_giou_aux_dn: 3.112395 loss: 19.567034 eta: 6 days, 12:06:35 batch_cost: 0.6541 data_cost: 0.0019 ips: 6.1155 images/s [04/09 17:13:12] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.745102 loss_bbox: 0.214059 loss_giou: 0.517677 loss_class_aux: 4.850902 loss_bbox_aux: 1.391663 loss_giou_aux: 3.247037 loss_class_dn: 0.427269 loss_bbox_dn: 0.290249 loss_giou_dn: 0.560279 loss_class_aux_dn: 2.232149 loss_bbox_aux_dn: 1.602933 loss_giou_aux_dn: 3.074247 loss: 20.393843 eta: 6 days, 12:05:17 batch_cost: 0.6483 data_cost: 0.0018 ips: 6.1699 images/s [04/09 17:14:23] ppdet.engine INFO: Epoch: [2] [1500/7329] learning_rate: 0.000100 loss_class: 0.677032 loss_bbox: 0.177203 loss_giou: 0.493043 loss_class_aux: 4.390069 loss_bbox_aux: 1.168271 loss_giou_aux: 3.110787 loss_class_dn: 0.405191 loss_bbox_dn: 0.266239 loss_giou_dn: 0.556710 loss_class_aux_dn: 2.086648 loss_bbox_aux_dn: 1.429173 loss_giou_aux_dn: 2.937232 loss: 19.194538 eta: 6 days, 12:04:06 batch_cost: 0.6498 data_cost: 0.0022 ips: 6.1557 images/s [04/09 17:15:34] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.671098 loss_bbox: 0.202163 loss_giou: 0.420893 loss_class_aux: 4.472107 loss_bbox_aux: 1.307182 loss_giou_aux: 2.729693 loss_class_dn: 0.383925 loss_bbox_dn: 0.322450 loss_giou_dn: 0.518017 loss_class_aux_dn: 2.008371 loss_bbox_aux_dn: 1.760226 loss_giou_aux_dn: 2.811690 loss: 18.155704 eta: 6 days, 12:02:56 batch_cost: 0.6498 data_cost: 0.0021 ips: 6.1561 images/s [04/09 17:16:44] ppdet.engine INFO: Epoch: [2] [1700/7329] learning_rate: 0.000100 loss_class: 0.675054 loss_bbox: 0.177573 loss_giou: 0.506047 loss_class_aux: 4.612869 loss_bbox_aux: 1.219752 loss_giou_aux: 3.227909 loss_class_dn: 0.403258 loss_bbox_dn: 0.291031 loss_giou_dn: 0.554524 loss_class_aux_dn: 2.066049 loss_bbox_aux_dn: 1.614720 loss_giou_aux_dn: 3.039679 loss: 18.927454 eta: 6 days, 12:01:26 batch_cost: 0.6461 data_cost: 0.0019 ips: 6.1913 images/s [04/09 17:17:56] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.738181 loss_bbox: 0.203812 loss_giou: 0.571481 loss_class_aux: 4.805131 loss_bbox_aux: 1.298579 loss_giou_aux: 3.509294 loss_class_dn: 0.435308 loss_bbox_dn: 0.258465 loss_giou_dn: 0.662521 loss_class_aux_dn: 2.208704 loss_bbox_aux_dn: 1.426442 loss_giou_aux_dn: 3.488390 loss: 20.180555 eta: 6 days, 12:01:06 batch_cost: 0.6594 data_cost: 0.0025 ips: 6.0665 images/s [04/09 17:19:06] ppdet.engine INFO: Epoch: [2] [1900/7329] learning_rate: 0.000100 loss_class: 0.769194 loss_bbox: 0.195881 loss_giou: 0.505723 loss_class_aux: 4.889536 loss_bbox_aux: 1.271067 loss_giou_aux: 3.235815 loss_class_dn: 0.424270 loss_bbox_dn: 0.307502 loss_giou_dn: 0.615419 loss_class_aux_dn: 2.165254 loss_bbox_aux_dn: 1.654322 loss_giou_aux_dn: 3.248291 loss: 19.661171 eta: 6 days, 12:00:01 batch_cost: 0.6510 data_cost: 0.0020 ips: 6.1448 images/s [04/09 17:20:18] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.671209 loss_bbox: 0.190298 loss_giou: 0.451759 loss_class_aux: 4.323358 loss_bbox_aux: 1.256459 loss_giou_aux: 2.892628 loss_class_dn: 0.382808 loss_bbox_dn: 0.309333 loss_giou_dn: 0.507662 loss_class_aux_dn: 2.000925 loss_bbox_aux_dn: 1.649739 loss_giou_aux_dn: 2.782115 loss: 18.784655 eta: 6 days, 11:59:33 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0798 images/s [04/09 17:21:28] ppdet.engine INFO: Epoch: [2] [2100/7329] learning_rate: 0.000100 loss_class: 0.732196 loss_bbox: 0.193083 loss_giou: 0.515136 loss_class_aux: 4.684978 loss_bbox_aux: 1.327904 loss_giou_aux: 3.345441 loss_class_dn: 0.414010 loss_bbox_dn: 0.294273 loss_giou_dn: 0.589202 loss_class_aux_dn: 2.167068 loss_bbox_aux_dn: 1.569285 loss_giou_aux_dn: 3.204404 loss: 20.594801 eta: 6 days, 11:58:33 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1367 images/s [04/09 17:22:38] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.734520 loss_bbox: 0.204701 loss_giou: 0.606638 loss_class_aux: 4.834804 loss_bbox_aux: 1.314963 loss_giou_aux: 3.891390 loss_class_dn: 0.433280 loss_bbox_dn: 0.317754 loss_giou_dn: 0.678464 loss_class_aux_dn: 2.216305 loss_bbox_aux_dn: 1.693943 loss_giou_aux_dn: 3.576377 loss: 21.329578 eta: 6 days, 11:57:05 batch_cost: 0.6463 data_cost: 0.0020 ips: 6.1888 images/s [04/09 17:23:49] ppdet.engine INFO: Epoch: [2] [2300/7329] learning_rate: 0.000100 loss_class: 0.703879 loss_bbox: 0.190550 loss_giou: 0.530994 loss_class_aux: 4.573283 loss_bbox_aux: 1.229248 loss_giou_aux: 3.317616 loss_class_dn: 0.399146 loss_bbox_dn: 0.287649 loss_giou_dn: 0.576633 loss_class_aux_dn: 2.047884 loss_bbox_aux_dn: 1.515531 loss_giou_aux_dn: 3.099211 loss: 19.512415 eta: 6 days, 11:55:40 batch_cost: 0.6470 data_cost: 0.0021 ips: 6.1821 images/s [04/09 17:24:58] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.645009 loss_bbox: 0.172789 loss_giou: 0.398540 loss_class_aux: 4.219669 loss_bbox_aux: 1.150381 loss_giou_aux: 2.606319 loss_class_dn: 0.371687 loss_bbox_dn: 0.293788 loss_giou_dn: 0.502219 loss_class_aux_dn: 1.908962 loss_bbox_aux_dn: 1.632378 loss_giou_aux_dn: 2.718482 loss: 17.051857 eta: 6 days, 11:53:18 batch_cost: 0.6355 data_cost: 0.0020 ips: 6.2944 images/s [04/09 17:26:08] ppdet.engine INFO: Epoch: [2] [2500/7329] learning_rate: 0.000100 loss_class: 0.681052 loss_bbox: 0.193779 loss_giou: 0.497639 loss_class_aux: 4.517312 loss_bbox_aux: 1.217815 loss_giou_aux: 3.096894 loss_class_dn: 0.403480 loss_bbox_dn: 0.292606 loss_giou_dn: 0.601708 loss_class_aux_dn: 2.060464 loss_bbox_aux_dn: 1.566868 loss_giou_aux_dn: 3.222069 loss: 18.920986 eta: 6 days, 11:52:04 batch_cost: 0.6490 data_cost: 0.0018 ips: 6.1630 images/s [04/09 17:27:20] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.771598 loss_bbox: 0.188303 loss_giou: 0.522341 loss_class_aux: 4.997838 loss_bbox_aux: 1.241359 loss_giou_aux: 3.363654 loss_class_dn: 0.409456 loss_bbox_dn: 0.296033 loss_giou_dn: 0.551699 loss_class_aux_dn: 2.088993 loss_bbox_aux_dn: 1.609926 loss_giou_aux_dn: 2.980614 loss: 18.771845 eta: 6 days, 11:51:21 batch_cost: 0.6552 data_cost: 0.0020 ips: 6.1050 images/s [04/09 17:28:30] ppdet.engine INFO: Epoch: [2] [2700/7329] learning_rate: 0.000100 loss_class: 0.669254 loss_bbox: 0.182240 loss_giou: 0.378669 loss_class_aux: 4.283178 loss_bbox_aux: 1.175991 loss_giou_aux: 2.527214 loss_class_dn: 0.375692 loss_bbox_dn: 0.294124 loss_giou_dn: 0.484917 loss_class_aux_dn: 1.884473 loss_bbox_aux_dn: 1.550622 loss_giou_aux_dn: 2.554392 loss: 17.205391 eta: 6 days, 11:50:10 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1587 images/s [04/09 17:29:41] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.725049 loss_bbox: 0.197489 loss_giou: 0.480143 loss_class_aux: 4.647528 loss_bbox_aux: 1.262706 loss_giou_aux: 3.053749 loss_class_dn: 0.416745 loss_bbox_dn: 0.314762 loss_giou_dn: 0.559859 loss_class_aux_dn: 2.151591 loss_bbox_aux_dn: 1.734818 loss_giou_aux_dn: 3.047445 loss: 19.588581 eta: 6 days, 11:49:14 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1301 images/s [04/09 17:30:54] ppdet.engine INFO: Epoch: [2] [2900/7329] learning_rate: 0.000100 loss_class: 0.710340 loss_bbox: 0.176360 loss_giou: 0.518628 loss_class_aux: 4.502207 loss_bbox_aux: 1.162712 loss_giou_aux: 3.308408 loss_class_dn: 0.401365 loss_bbox_dn: 0.253214 loss_giou_dn: 0.571233 loss_class_aux_dn: 2.061902 loss_bbox_aux_dn: 1.434571 loss_giou_aux_dn: 3.041997 loss: 17.876062 eta: 6 days, 11:49:04 batch_cost: 0.6619 data_cost: 0.0020 ips: 6.0429 images/s [04/09 17:32:06] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.710201 loss_bbox: 0.213103 loss_giou: 0.497471 loss_class_aux: 4.597307 loss_bbox_aux: 1.344999 loss_giou_aux: 3.235414 loss_class_dn: 0.415073 loss_bbox_dn: 0.305309 loss_giou_dn: 0.618961 loss_class_aux_dn: 2.138568 loss_bbox_aux_dn: 1.734044 loss_giou_aux_dn: 3.281552 loss: 20.254047 eta: 6 days, 11:48:37 batch_cost: 0.6587 data_cost: 0.0019 ips: 6.0728 images/s [04/09 17:33:16] ppdet.engine INFO: Epoch: [2] [3100/7329] learning_rate: 0.000100 loss_class: 0.682755 loss_bbox: 0.185644 loss_giou: 0.484676 loss_class_aux: 4.512467 loss_bbox_aux: 1.203257 loss_giou_aux: 3.022354 loss_class_dn: 0.405766 loss_bbox_dn: 0.281631 loss_giou_dn: 0.512298 loss_class_aux_dn: 2.091565 loss_bbox_aux_dn: 1.630248 loss_giou_aux_dn: 2.851256 loss: 18.546677 eta: 6 days, 11:47:36 batch_cost: 0.6517 data_cost: 0.0022 ips: 6.1382 images/s [04/09 17:34:27] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.603930 loss_bbox: 0.167765 loss_giou: 0.412966 loss_class_aux: 4.079682 loss_bbox_aux: 1.123912 loss_giou_aux: 2.646349 loss_class_dn: 0.364270 loss_bbox_dn: 0.261469 loss_giou_dn: 0.486794 loss_class_aux_dn: 1.891498 loss_bbox_aux_dn: 1.418809 loss_giou_aux_dn: 2.602010 loss: 16.184643 eta: 6 days, 11:46:22 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1621 images/s [04/09 17:35:37] ppdet.engine INFO: Epoch: [2] [3300/7329] learning_rate: 0.000100 loss_class: 0.741087 loss_bbox: 0.208379 loss_giou: 0.553307 loss_class_aux: 4.902072 loss_bbox_aux: 1.307036 loss_giou_aux: 3.516208 loss_class_dn: 0.434457 loss_bbox_dn: 0.300825 loss_giou_dn: 0.597645 loss_class_aux_dn: 2.299505 loss_bbox_aux_dn: 1.641898 loss_giou_aux_dn: 3.240149 loss: 20.865070 eta: 6 days, 11:45:13 batch_cost: 0.6499 data_cost: 0.0019 ips: 6.1543 images/s [04/09 17:36:49] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.717604 loss_bbox: 0.185305 loss_giou: 0.455646 loss_class_aux: 4.602602 loss_bbox_aux: 1.210198 loss_giou_aux: 3.041500 loss_class_dn: 0.423808 loss_bbox_dn: 0.275786 loss_giou_dn: 0.559329 loss_class_aux_dn: 2.215727 loss_bbox_aux_dn: 1.530514 loss_giou_aux_dn: 2.947542 loss: 18.744774 eta: 6 days, 11:44:49 batch_cost: 0.6595 data_cost: 0.0019 ips: 6.0652 images/s [04/09 17:38:01] ppdet.engine INFO: Epoch: [2] [3500/7329] learning_rate: 0.000100 loss_class: 0.671886 loss_bbox: 0.190298 loss_giou: 0.402426 loss_class_aux: 4.440586 loss_bbox_aux: 1.232267 loss_giou_aux: 2.617136 loss_class_dn: 0.403184 loss_bbox_dn: 0.282515 loss_giou_dn: 0.462190 loss_class_aux_dn: 2.099829 loss_bbox_aux_dn: 1.547806 loss_giou_aux_dn: 2.514105 loss: 16.895008 eta: 6 days, 11:44:07 batch_cost: 0.6557 data_cost: 0.0020 ips: 6.1002 images/s [04/09 17:39:11] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.721105 loss_bbox: 0.186403 loss_giou: 0.479183 loss_class_aux: 4.776665 loss_bbox_aux: 1.190066 loss_giou_aux: 3.013251 loss_class_dn: 0.423456 loss_bbox_dn: 0.265945 loss_giou_dn: 0.567943 loss_class_aux_dn: 2.143350 loss_bbox_aux_dn: 1.469096 loss_giou_aux_dn: 3.029626 loss: 18.768543 eta: 6 days, 11:42:31 batch_cost: 0.6444 data_cost: 0.0021 ips: 6.2076 images/s [04/09 17:40:23] ppdet.engine INFO: Epoch: [2] [3700/7329] learning_rate: 0.000100 loss_class: 0.722601 loss_bbox: 0.181294 loss_giou: 0.422761 loss_class_aux: 4.828135 loss_bbox_aux: 1.244014 loss_giou_aux: 2.890790 loss_class_dn: 0.400741 loss_bbox_dn: 0.292712 loss_giou_dn: 0.514629 loss_class_aux_dn: 2.063695 loss_bbox_aux_dn: 1.609815 loss_giou_aux_dn: 2.777902 loss: 17.478378 eta: 6 days, 11:42:01 batch_cost: 0.6584 data_cost: 0.0020 ips: 6.0757 images/s [04/09 17:41:34] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.722166 loss_bbox: 0.191186 loss_giou: 0.497930 loss_class_aux: 4.894091 loss_bbox_aux: 1.244200 loss_giou_aux: 3.166290 loss_class_dn: 0.438926 loss_bbox_dn: 0.290189 loss_giou_dn: 0.566405 loss_class_aux_dn: 2.247150 loss_bbox_aux_dn: 1.592776 loss_giou_aux_dn: 3.036115 loss: 19.033154 eta: 6 days, 11:41:13 batch_cost: 0.6546 data_cost: 0.0020 ips: 6.1109 images/s [04/09 17:42:45] ppdet.engine INFO: Epoch: [2] [3900/7329] learning_rate: 0.000100 loss_class: 0.748852 loss_bbox: 0.219230 loss_giou: 0.556731 loss_class_aux: 4.748377 loss_bbox_aux: 1.384934 loss_giou_aux: 3.501664 loss_class_dn: 0.449445 loss_bbox_dn: 0.309882 loss_giou_dn: 0.608874 loss_class_aux_dn: 2.363799 loss_bbox_aux_dn: 1.704991 loss_giou_aux_dn: 3.288236 loss: 19.736301 eta: 6 days, 11:40:21 batch_cost: 0.6537 data_cost: 0.0019 ips: 6.1186 images/s [04/09 17:43:55] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.735734 loss_bbox: 0.202217 loss_giou: 0.501402 loss_class_aux: 4.596591 loss_bbox_aux: 1.326108 loss_giou_aux: 3.207046 loss_class_dn: 0.390946 loss_bbox_dn: 0.317760 loss_giou_dn: 0.543402 loss_class_aux_dn: 2.052294 loss_bbox_aux_dn: 1.701920 loss_giou_aux_dn: 2.945762 loss: 19.256981 eta: 6 days, 11:38:49 batch_cost: 0.6451 data_cost: 0.0021 ips: 6.2008 images/s [04/09 17:45:05] ppdet.engine INFO: Epoch: [2] [4100/7329] learning_rate: 0.000100 loss_class: 0.742827 loss_bbox: 0.204630 loss_giou: 0.437765 loss_class_aux: 4.903268 loss_bbox_aux: 1.288053 loss_giou_aux: 2.862989 loss_class_dn: 0.393904 loss_bbox_dn: 0.326478 loss_giou_dn: 0.529624 loss_class_aux_dn: 2.029316 loss_bbox_aux_dn: 1.737441 loss_giou_aux_dn: 2.861217 loss: 19.402298 eta: 6 days, 11:37:29 batch_cost: 0.6478 data_cost: 0.0020 ips: 6.1746 images/s [04/09 17:46:15] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.722755 loss_bbox: 0.194486 loss_giou: 0.507623 loss_class_aux: 4.753659 loss_bbox_aux: 1.295802 loss_giou_aux: 3.317359 loss_class_dn: 0.429021 loss_bbox_dn: 0.303317 loss_giou_dn: 0.579558 loss_class_aux_dn: 2.185444 loss_bbox_aux_dn: 1.638578 loss_giou_aux_dn: 3.130987 loss: 19.355099 eta: 6 days, 11:35:55 batch_cost: 0.6444 data_cost: 0.0024 ips: 6.2071 images/s [04/09 17:47:27] ppdet.engine INFO: Epoch: [2] [4300/7329] learning_rate: 0.000100 loss_class: 0.788940 loss_bbox: 0.176364 loss_giou: 0.445625 loss_class_aux: 4.991740 loss_bbox_aux: 1.233589 loss_giou_aux: 2.914302 loss_class_dn: 0.419514 loss_bbox_dn: 0.294771 loss_giou_dn: 0.535416 loss_class_aux_dn: 2.168352 loss_bbox_aux_dn: 1.646445 loss_giou_aux_dn: 2.938624 loss: 19.799561 eta: 6 days, 11:35:34 batch_cost: 0.6607 data_cost: 0.0021 ips: 6.0542 images/s [04/09 17:48:37] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.656896 loss_bbox: 0.173269 loss_giou: 0.442785 loss_class_aux: 4.435951 loss_bbox_aux: 1.098410 loss_giou_aux: 2.848956 loss_class_dn: 0.382465 loss_bbox_dn: 0.279805 loss_giou_dn: 0.521894 loss_class_aux_dn: 1.984615 loss_bbox_aux_dn: 1.507219 loss_giou_aux_dn: 2.744821 loss: 18.695290 eta: 6 days, 11:34:09 batch_cost: 0.6464 data_cost: 0.0021 ips: 6.1880 images/s [04/09 17:49:48] ppdet.engine INFO: Epoch: [2] [4500/7329] learning_rate: 0.000100 loss_class: 0.704253 loss_bbox: 0.205799 loss_giou: 0.598957 loss_class_aux: 4.588801 loss_bbox_aux: 1.256587 loss_giou_aux: 3.745644 loss_class_dn: 0.416811 loss_bbox_dn: 0.308854 loss_giou_dn: 0.628279 loss_class_aux_dn: 2.184548 loss_bbox_aux_dn: 1.610425 loss_giou_aux_dn: 3.323386 loss: 20.178284 eta: 6 days, 11:33:05 batch_cost: 0.6513 data_cost: 0.0021 ips: 6.1414 images/s [04/09 17:50:59] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.679917 loss_bbox: 0.184318 loss_giou: 0.513488 loss_class_aux: 4.434277 loss_bbox_aux: 1.185636 loss_giou_aux: 3.335633 loss_class_dn: 0.416084 loss_bbox_dn: 0.244227 loss_giou_dn: 0.593395 loss_class_aux_dn: 2.084155 loss_bbox_aux_dn: 1.354279 loss_giou_aux_dn: 3.233721 loss: 18.870052 eta: 6 days, 11:31:34 batch_cost: 0.6449 data_cost: 0.0020 ips: 6.2023 images/s [04/09 17:52:10] ppdet.engine INFO: Epoch: [2] [4700/7329] learning_rate: 0.000100 loss_class: 0.670649 loss_bbox: 0.210814 loss_giou: 0.512233 loss_class_aux: 4.542112 loss_bbox_aux: 1.374841 loss_giou_aux: 3.344933 loss_class_dn: 0.398667 loss_bbox_dn: 0.277962 loss_giou_dn: 0.579660 loss_class_aux_dn: 2.033160 loss_bbox_aux_dn: 1.567506 loss_giou_aux_dn: 3.139437 loss: 19.178871 eta: 6 days, 11:31:20 batch_cost: 0.6624 data_cost: 0.0021 ips: 6.0390 images/s [04/09 17:53:21] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.673203 loss_bbox: 0.229615 loss_giou: 0.457172 loss_class_aux: 4.450375 loss_bbox_aux: 1.457407 loss_giou_aux: 2.908045 loss_class_dn: 0.401519 loss_bbox_dn: 0.313921 loss_giou_dn: 0.547190 loss_class_aux_dn: 2.051426 loss_bbox_aux_dn: 1.702007 loss_giou_aux_dn: 2.931293 loss: 19.080780 eta: 6 days, 11:30:02 batch_cost: 0.6480 data_cost: 0.0020 ips: 6.1727 images/s [04/09 17:54:31] ppdet.engine INFO: Epoch: [2] [4900/7329] learning_rate: 0.000100 loss_class: 0.661512 loss_bbox: 0.192303 loss_giou: 0.488489 loss_class_aux: 4.252519 loss_bbox_aux: 1.252482 loss_giou_aux: 3.104290 loss_class_dn: 0.388494 loss_bbox_dn: 0.283414 loss_giou_dn: 0.525379 loss_class_aux_dn: 2.076588 loss_bbox_aux_dn: 1.589566 loss_giou_aux_dn: 2.868880 loss: 17.904613 eta: 6 days, 11:28:57 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1444 images/s [04/09 17:55:42] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.667692 loss_bbox: 0.177639 loss_giou: 0.411213 loss_class_aux: 4.519547 loss_bbox_aux: 1.210351 loss_giou_aux: 2.681026 loss_class_dn: 0.374878 loss_bbox_dn: 0.286187 loss_giou_dn: 0.468296 loss_class_aux_dn: 1.946077 loss_bbox_aux_dn: 1.577020 loss_giou_aux_dn: 2.557402 loss: 17.318218 eta: 6 days, 11:27:24 batch_cost: 0.6445 data_cost: 0.0019 ips: 6.2064 images/s [04/09 17:56:52] ppdet.engine INFO: Epoch: [2] [5100/7329] learning_rate: 0.000100 loss_class: 0.674797 loss_bbox: 0.194570 loss_giou: 0.473336 loss_class_aux: 4.310157 loss_bbox_aux: 1.205294 loss_giou_aux: 3.121204 loss_class_dn: 0.373668 loss_bbox_dn: 0.287653 loss_giou_dn: 0.558039 loss_class_aux_dn: 1.938008 loss_bbox_aux_dn: 1.567543 loss_giou_aux_dn: 2.968595 loss: 17.709394 eta: 6 days, 11:26:07 batch_cost: 0.6483 data_cost: 0.0020 ips: 6.1701 images/s [04/09 17:58:03] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.644023 loss_bbox: 0.207873 loss_giou: 0.447485 loss_class_aux: 4.175951 loss_bbox_aux: 1.318913 loss_giou_aux: 2.843068 loss_class_dn: 0.371804 loss_bbox_dn: 0.303770 loss_giou_dn: 0.518760 loss_class_aux_dn: 1.959772 loss_bbox_aux_dn: 1.618519 loss_giou_aux_dn: 2.761076 loss: 18.373440 eta: 6 days, 11:24:57 batch_cost: 0.6498 data_cost: 0.0020 ips: 6.1561 images/s [04/09 17:59:15] ppdet.engine INFO: Epoch: [2] [5300/7329] learning_rate: 0.000100 loss_class: 0.600240 loss_bbox: 0.162814 loss_giou: 0.428583 loss_class_aux: 3.923135 loss_bbox_aux: 1.074747 loss_giou_aux: 2.743757 loss_class_dn: 0.365488 loss_bbox_dn: 0.257629 loss_giou_dn: 0.469525 loss_class_aux_dn: 1.919117 loss_bbox_aux_dn: 1.405738 loss_giou_aux_dn: 2.523383 loss: 17.374849 eta: 6 days, 11:24:25 batch_cost: 0.6585 data_cost: 0.0021 ips: 6.0746 images/s [04/09 18:00:26] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.774887 loss_bbox: 0.209615 loss_giou: 0.433214 loss_class_aux: 4.896565 loss_bbox_aux: 1.373645 loss_giou_aux: 2.917027 loss_class_dn: 0.390869 loss_bbox_dn: 0.320915 loss_giou_dn: 0.538747 loss_class_aux_dn: 2.045785 loss_bbox_aux_dn: 1.731935 loss_giou_aux_dn: 2.926992 loss: 17.702187 eta: 6 days, 11:23:39 batch_cost: 0.6553 data_cost: 0.0022 ips: 6.1037 images/s [04/09 18:01:37] ppdet.engine INFO: Epoch: [2] [5500/7329] learning_rate: 0.000100 loss_class: 0.734551 loss_bbox: 0.198271 loss_giou: 0.518831 loss_class_aux: 4.921528 loss_bbox_aux: 1.317180 loss_giou_aux: 3.269921 loss_class_dn: 0.406491 loss_bbox_dn: 0.321198 loss_giou_dn: 0.584267 loss_class_aux_dn: 2.153409 loss_bbox_aux_dn: 1.740249 loss_giou_aux_dn: 3.109529 loss: 19.171429 eta: 6 days, 11:22:28 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1589 images/s [04/09 18:02:47] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.724029 loss_bbox: 0.208111 loss_giou: 0.553769 loss_class_aux: 4.852524 loss_bbox_aux: 1.365150 loss_giou_aux: 3.571072 loss_class_dn: 0.440385 loss_bbox_dn: 0.296373 loss_giou_dn: 0.614789 loss_class_aux_dn: 2.317459 loss_bbox_aux_dn: 1.570946 loss_giou_aux_dn: 3.232350 loss: 19.839590 eta: 6 days, 11:20:55 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2066 images/s [04/09 18:03:59] ppdet.engine INFO: Epoch: [2] [5700/7329] learning_rate: 0.000100 loss_class: 0.671453 loss_bbox: 0.180449 loss_giou: 0.442577 loss_class_aux: 4.242086 loss_bbox_aux: 1.195536 loss_giou_aux: 2.708230 loss_class_dn: 0.348900 loss_bbox_dn: 0.284039 loss_giou_dn: 0.505989 loss_class_aux_dn: 1.796320 loss_bbox_aux_dn: 1.526486 loss_giou_aux_dn: 2.673896 loss: 16.935711 eta: 6 days, 11:20:26 batch_cost: 0.6593 data_cost: 0.0019 ips: 6.0668 images/s [04/09 18:05:09] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.802791 loss_bbox: 0.194845 loss_giou: 0.545588 loss_class_aux: 5.095237 loss_bbox_aux: 1.296379 loss_giou_aux: 3.603292 loss_class_dn: 0.465196 loss_bbox_dn: 0.316623 loss_giou_dn: 0.629288 loss_class_aux_dn: 2.337945 loss_bbox_aux_dn: 1.667318 loss_giou_aux_dn: 3.407747 loss: 21.656900 eta: 6 days, 11:19:09 batch_cost: 0.6482 data_cost: 0.0020 ips: 6.1713 images/s [04/09 18:06:20] ppdet.engine INFO: Epoch: [2] [5900/7329] learning_rate: 0.000100 loss_class: 0.670958 loss_bbox: 0.184014 loss_giou: 0.448924 loss_class_aux: 4.282625 loss_bbox_aux: 1.223015 loss_giou_aux: 2.855033 loss_class_dn: 0.376262 loss_bbox_dn: 0.280964 loss_giou_dn: 0.552586 loss_class_aux_dn: 1.983389 loss_bbox_aux_dn: 1.593666 loss_giou_aux_dn: 2.974996 loss: 18.687939 eta: 6 days, 11:18:35 batch_cost: 0.6582 data_cost: 0.0020 ips: 6.0771 images/s [04/09 18:07:32] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.770365 loss_bbox: 0.186418 loss_giou: 0.484098 loss_class_aux: 4.852414 loss_bbox_aux: 1.160776 loss_giou_aux: 3.029179 loss_class_dn: 0.417283 loss_bbox_dn: 0.264040 loss_giou_dn: 0.604590 loss_class_aux_dn: 2.166916 loss_bbox_aux_dn: 1.446419 loss_giou_aux_dn: 3.242365 loss: 19.101452 eta: 6 days, 11:18:11 batch_cost: 0.6609 data_cost: 0.0020 ips: 6.0522 images/s [04/09 18:08:42] ppdet.engine INFO: Epoch: [2] [6100/7329] learning_rate: 0.000100 loss_class: 0.693214 loss_bbox: 0.184782 loss_giou: 0.506904 loss_class_aux: 4.568932 loss_bbox_aux: 1.226613 loss_giou_aux: 3.141283 loss_class_dn: 0.390638 loss_bbox_dn: 0.278642 loss_giou_dn: 0.534239 loss_class_aux_dn: 2.034934 loss_bbox_aux_dn: 1.498234 loss_giou_aux_dn: 2.873961 loss: 17.988813 eta: 6 days, 11:16:55 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1680 images/s [04/09 18:09:53] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.814502 loss_bbox: 0.191437 loss_giou: 0.589520 loss_class_aux: 5.207233 loss_bbox_aux: 1.285871 loss_giou_aux: 3.722285 loss_class_dn: 0.452395 loss_bbox_dn: 0.292779 loss_giou_dn: 0.639498 loss_class_aux_dn: 2.322434 loss_bbox_aux_dn: 1.591048 loss_giou_aux_dn: 3.420373 loss: 20.953262 eta: 6 days, 11:15:37 batch_cost: 0.6477 data_cost: 0.0022 ips: 6.1755 images/s [04/09 18:11:03] ppdet.engine INFO: Epoch: [2] [6300/7329] learning_rate: 0.000100 loss_class: 0.626439 loss_bbox: 0.184350 loss_giou: 0.479434 loss_class_aux: 4.304922 loss_bbox_aux: 1.163766 loss_giou_aux: 3.011725 loss_class_dn: 0.376832 loss_bbox_dn: 0.275803 loss_giou_dn: 0.548160 loss_class_aux_dn: 1.985872 loss_bbox_aux_dn: 1.489280 loss_giou_aux_dn: 2.933459 loss: 17.575596 eta: 6 days, 11:14:05 batch_cost: 0.6445 data_cost: 0.0019 ips: 6.2067 images/s [04/09 18:12:14] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.740515 loss_bbox: 0.193729 loss_giou: 0.558486 loss_class_aux: 4.860131 loss_bbox_aux: 1.259419 loss_giou_aux: 3.654407 loss_class_dn: 0.416320 loss_bbox_dn: 0.282003 loss_giou_dn: 0.614347 loss_class_aux_dn: 2.215560 loss_bbox_aux_dn: 1.566882 loss_giou_aux_dn: 3.337938 loss: 20.381144 eta: 6 days, 11:13:02 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1403 images/s [04/09 18:13:25] ppdet.engine INFO: Epoch: [2] [6500/7329] learning_rate: 0.000100 loss_class: 0.619549 loss_bbox: 0.176859 loss_giou: 0.474160 loss_class_aux: 4.151148 loss_bbox_aux: 1.195477 loss_giou_aux: 2.984495 loss_class_dn: 0.396012 loss_bbox_dn: 0.273739 loss_giou_dn: 0.532229 loss_class_aux_dn: 2.025890 loss_bbox_aux_dn: 1.505695 loss_giou_aux_dn: 2.854533 loss: 18.312145 eta: 6 days, 11:12:03 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1317 images/s [04/09 18:14:37] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.743350 loss_bbox: 0.197173 loss_giou: 0.478076 loss_class_aux: 4.741755 loss_bbox_aux: 1.265176 loss_giou_aux: 3.130175 loss_class_dn: 0.426947 loss_bbox_dn: 0.308559 loss_giou_dn: 0.554646 loss_class_aux_dn: 2.221945 loss_bbox_aux_dn: 1.662386 loss_giou_aux_dn: 3.002446 loss: 19.444071 eta: 6 days, 11:11:53 batch_cost: 0.6647 data_cost: 0.0020 ips: 6.0173 images/s [04/09 18:15:48] ppdet.engine INFO: Epoch: [2] [6700/7329] learning_rate: 0.000100 loss_class: 0.743905 loss_bbox: 0.199252 loss_giou: 0.448885 loss_class_aux: 4.745984 loss_bbox_aux: 1.300701 loss_giou_aux: 2.810150 loss_class_dn: 0.396378 loss_bbox_dn: 0.285622 loss_giou_dn: 0.535918 loss_class_aux_dn: 2.074731 loss_bbox_aux_dn: 1.563200 loss_giou_aux_dn: 2.910641 loss: 19.037689 eta: 6 days, 11:10:44 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1537 images/s [04/09 18:17:00] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.655280 loss_bbox: 0.172092 loss_giou: 0.450116 loss_class_aux: 4.340121 loss_bbox_aux: 1.128894 loss_giou_aux: 2.858240 loss_class_dn: 0.378104 loss_bbox_dn: 0.274604 loss_giou_dn: 0.492762 loss_class_aux_dn: 1.922799 loss_bbox_aux_dn: 1.487781 loss_giou_aux_dn: 2.780735 loss: 18.039070 eta: 6 days, 11:10:22 batch_cost: 0.6619 data_cost: 0.0021 ips: 6.0436 images/s [04/09 18:18:12] ppdet.engine INFO: Epoch: [2] [6900/7329] learning_rate: 0.000100 loss_class: 0.719634 loss_bbox: 0.169969 loss_giou: 0.556040 loss_class_aux: 4.763110 loss_bbox_aux: 1.166323 loss_giou_aux: 3.452926 loss_class_dn: 0.422931 loss_bbox_dn: 0.277583 loss_giou_dn: 0.599785 loss_class_aux_dn: 2.208220 loss_bbox_aux_dn: 1.490498 loss_giou_aux_dn: 3.253928 loss: 20.840469 eta: 6 days, 11:10:01 batch_cost: 0.6620 data_cost: 0.0021 ips: 6.0426 images/s [04/09 18:19:23] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.648738 loss_bbox: 0.160118 loss_giou: 0.436330 loss_class_aux: 4.235131 loss_bbox_aux: 1.063671 loss_giou_aux: 2.773507 loss_class_dn: 0.371129 loss_bbox_dn: 0.241386 loss_giou_dn: 0.504151 loss_class_aux_dn: 1.876410 loss_bbox_aux_dn: 1.322846 loss_giou_aux_dn: 2.690731 loss: 17.063456 eta: 6 days, 11:09:04 batch_cost: 0.6531 data_cost: 0.0019 ips: 6.1244 images/s [04/09 18:20:33] ppdet.engine INFO: Epoch: [2] [7100/7329] learning_rate: 0.000100 loss_class: 0.714556 loss_bbox: 0.174729 loss_giou: 0.534690 loss_class_aux: 4.707023 loss_bbox_aux: 1.145073 loss_giou_aux: 3.603952 loss_class_dn: 0.408314 loss_bbox_dn: 0.263405 loss_giou_dn: 0.580894 loss_class_aux_dn: 2.078418 loss_bbox_aux_dn: 1.489454 loss_giou_aux_dn: 3.075584 loss: 19.129509 eta: 6 days, 11:07:47 batch_cost: 0.6481 data_cost: 0.0021 ips: 6.1722 images/s [04/09 18:21:45] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.725171 loss_bbox: 0.210339 loss_giou: 0.525478 loss_class_aux: 4.846041 loss_bbox_aux: 1.288754 loss_giou_aux: 3.433886 loss_class_dn: 0.430322 loss_bbox_dn: 0.295664 loss_giou_dn: 0.632358 loss_class_aux_dn: 2.198761 loss_bbox_aux_dn: 1.626153 loss_giou_aux_dn: 3.385962 loss: 19.377289 eta: 6 days, 11:07:13 batch_cost: 0.6592 data_cost: 0.0020 ips: 6.0680 images/s [04/09 18:22:56] ppdet.engine INFO: Epoch: [2] [7300/7329] learning_rate: 0.000100 loss_class: 0.663471 loss_bbox: 0.180475 loss_giou: 0.428872 loss_class_aux: 4.329749 loss_bbox_aux: 1.204792 loss_giou_aux: 2.657409 loss_class_dn: 0.362877 loss_bbox_dn: 0.269572 loss_giou_dn: 0.480860 loss_class_aux_dn: 1.857105 loss_bbox_aux_dn: 1.491886 loss_giou_aux_dn: 2.591875 loss: 16.145712 eta: 6 days, 11:06:21 batch_cost: 0.6544 data_cost: 0.0018 ips: 6.1127 images/s [04/09 18:23:21] ppdet.engine INFO: Eval iter: 0 [04/09 18:23:49] ppdet.engine INFO: Eval iter: 100 [04/09 18:24:17] ppdet.engine INFO: Eval iter: 200 [04/09 18:24:45] ppdet.engine INFO: Eval iter: 300 [04/09 18:25:13] ppdet.engine INFO: Eval iter: 400 [04/09 18:25:41] ppdet.engine INFO: Eval iter: 500 [04/09 18:26:09] ppdet.engine INFO: Eval iter: 600 [04/09 18:26:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/09 18:26:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.20s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=130.19s). Accumulating evaluation results... DONE (t=26.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.425 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.594 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.239 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.469 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.599 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.346 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.576 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.860 [04/09 18:29:43] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.592326042696847 [04/09 18:29:43] ppdet.engine INFO: Best test bbox ap is 0.425. [04/09 18:29:47] ppdet.engine INFO: Epoch: [3] [ 0/7329] learning_rate: 0.000100 loss_class: 0.665953 loss_bbox: 0.183629 loss_giou: 0.491135 loss_class_aux: 4.481411 loss_bbox_aux: 1.208365 loss_giou_aux: 3.063185 loss_class_dn: 0.371084 loss_bbox_dn: 0.274363 loss_giou_dn: 0.507189 loss_class_aux_dn: 1.897730 loss_bbox_aux_dn: 1.507884 loss_giou_aux_dn: 2.750363 loss: 17.127855 eta: 6 days, 11:05:59 batch_cost: 0.6466 data_cost: 0.0020 ips: 6.1860 images/s [04/09 18:30:58] ppdet.engine INFO: Epoch: [3] [ 100/7329] learning_rate: 0.000100 loss_class: 0.759398 loss_bbox: 0.213455 loss_giou: 0.557677 loss_class_aux: 4.925782 loss_bbox_aux: 1.369047 loss_giou_aux: 3.625247 loss_class_dn: 0.453346 loss_bbox_dn: 0.325346 loss_giou_dn: 0.632843 loss_class_aux_dn: 2.368758 loss_bbox_aux_dn: 1.747910 loss_giou_aux_dn: 3.363351 loss: 20.208355 eta: 6 days, 11:05:26 batch_cost: 0.6595 data_cost: 0.0020 ips: 6.0653 images/s [04/09 18:32:09] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.647001 loss_bbox: 0.176176 loss_giou: 0.499741 loss_class_aux: 4.143847 loss_bbox_aux: 1.211645 loss_giou_aux: 3.035753 loss_class_dn: 0.383441 loss_bbox_dn: 0.243545 loss_giou_dn: 0.549500 loss_class_aux_dn: 2.018865 loss_bbox_aux_dn: 1.354782 loss_giou_aux_dn: 2.967710 loss: 17.665054 eta: 6 days, 11:04:29 batch_cost: 0.6532 data_cost: 0.0020 ips: 6.1237 images/s [04/09 18:33:19] ppdet.engine INFO: Epoch: [3] [ 300/7329] learning_rate: 0.000100 loss_class: 0.722781 loss_bbox: 0.192654 loss_giou: 0.544179 loss_class_aux: 4.651660 loss_bbox_aux: 1.192670 loss_giou_aux: 3.318817 loss_class_dn: 0.415161 loss_bbox_dn: 0.264085 loss_giou_dn: 0.607203 loss_class_aux_dn: 2.126602 loss_bbox_aux_dn: 1.475539 loss_giou_aux_dn: 3.189469 loss: 19.211227 eta: 6 days, 11:02:55 batch_cost: 0.6438 data_cost: 0.0019 ips: 6.2135 images/s [04/09 18:34:29] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.706025 loss_bbox: 0.197327 loss_giou: 0.517078 loss_class_aux: 4.721572 loss_bbox_aux: 1.258305 loss_giou_aux: 3.421371 loss_class_dn: 0.410886 loss_bbox_dn: 0.298612 loss_giou_dn: 0.588050 loss_class_aux_dn: 2.160044 loss_bbox_aux_dn: 1.583746 loss_giou_aux_dn: 3.175447 loss: 19.664169 eta: 6 days, 11:01:27 batch_cost: 0.6452 data_cost: 0.0021 ips: 6.1993 images/s [04/09 18:35:40] ppdet.engine INFO: Epoch: [3] [ 500/7329] learning_rate: 0.000100 loss_class: 0.673143 loss_bbox: 0.165937 loss_giou: 0.405818 loss_class_aux: 4.397426 loss_bbox_aux: 1.134284 loss_giou_aux: 2.641367 loss_class_dn: 0.367652 loss_bbox_dn: 0.279067 loss_giou_dn: 0.457164 loss_class_aux_dn: 1.931824 loss_bbox_aux_dn: 1.544085 loss_giou_aux_dn: 2.469338 loss: 16.585247 eta: 6 days, 11:00:16 batch_cost: 0.6497 data_cost: 0.0021 ips: 6.1570 images/s [04/09 18:36:49] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.677618 loss_bbox: 0.194212 loss_giou: 0.550580 loss_class_aux: 4.612831 loss_bbox_aux: 1.365046 loss_giou_aux: 3.447610 loss_class_dn: 0.413344 loss_bbox_dn: 0.268904 loss_giou_dn: 0.583232 loss_class_aux_dn: 2.166547 loss_bbox_aux_dn: 1.488613 loss_giou_aux_dn: 3.098981 loss: 20.171654 eta: 6 days, 10:58:37 batch_cost: 0.6420 data_cost: 0.0023 ips: 6.2303 images/s [04/09 18:38:01] ppdet.engine INFO: Epoch: [3] [ 700/7329] learning_rate: 0.000100 loss_class: 0.674510 loss_bbox: 0.199873 loss_giou: 0.421851 loss_class_aux: 4.393539 loss_bbox_aux: 1.294450 loss_giou_aux: 2.636530 loss_class_dn: 0.364861 loss_bbox_dn: 0.276332 loss_giou_dn: 0.487278 loss_class_aux_dn: 1.916066 loss_bbox_aux_dn: 1.527548 loss_giou_aux_dn: 2.621794 loss: 17.008848 eta: 6 days, 10:57:54 batch_cost: 0.6571 data_cost: 0.0022 ips: 6.0874 images/s [04/09 18:39:11] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.730018 loss_bbox: 0.198547 loss_giou: 0.471771 loss_class_aux: 4.828172 loss_bbox_aux: 1.284161 loss_giou_aux: 2.992510 loss_class_dn: 0.383619 loss_bbox_dn: 0.284259 loss_giou_dn: 0.512404 loss_class_aux_dn: 2.095426 loss_bbox_aux_dn: 1.576445 loss_giou_aux_dn: 2.742340 loss: 16.985252 eta: 6 days, 10:56:20 batch_cost: 0.6433 data_cost: 0.0020 ips: 6.2180 images/s [04/09 18:40:22] ppdet.engine INFO: Epoch: [3] [ 900/7329] learning_rate: 0.000100 loss_class: 0.719396 loss_bbox: 0.185167 loss_giou: 0.486266 loss_class_aux: 4.710955 loss_bbox_aux: 1.209312 loss_giou_aux: 3.007891 loss_class_dn: 0.413365 loss_bbox_dn: 0.276326 loss_giou_dn: 0.547560 loss_class_aux_dn: 2.164188 loss_bbox_aux_dn: 1.517861 loss_giou_aux_dn: 3.052595 loss: 19.596455 eta: 6 days, 10:55:31 batch_cost: 0.6555 data_cost: 0.0024 ips: 6.1025 images/s [04/09 18:41:33] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.685570 loss_bbox: 0.186356 loss_giou: 0.523335 loss_class_aux: 4.523290 loss_bbox_aux: 1.244045 loss_giou_aux: 3.363661 loss_class_dn: 0.432853 loss_bbox_dn: 0.265859 loss_giou_dn: 0.642841 loss_class_aux_dn: 2.283724 loss_bbox_aux_dn: 1.457888 loss_giou_aux_dn: 3.424192 loss: 19.874798 eta: 6 days, 10:54:41 batch_cost: 0.6552 data_cost: 0.0026 ips: 6.1047 images/s [04/09 18:42:42] ppdet.engine INFO: Epoch: [3] [1100/7329] learning_rate: 0.000100 loss_class: 0.661045 loss_bbox: 0.157362 loss_giou: 0.389992 loss_class_aux: 4.332611 loss_bbox_aux: 1.044546 loss_giou_aux: 2.513274 loss_class_dn: 0.343159 loss_bbox_dn: 0.237218 loss_giou_dn: 0.447327 loss_class_aux_dn: 1.821076 loss_bbox_aux_dn: 1.317908 loss_giou_aux_dn: 2.372221 loss: 15.489569 eta: 6 days, 10:52:52 batch_cost: 0.6391 data_cost: 0.0021 ips: 6.2585 images/s [04/09 18:43:53] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.622839 loss_bbox: 0.186600 loss_giou: 0.604003 loss_class_aux: 4.170061 loss_bbox_aux: 1.139535 loss_giou_aux: 3.742988 loss_class_dn: 0.380932 loss_bbox_dn: 0.252281 loss_giou_dn: 0.619168 loss_class_aux_dn: 2.010263 loss_bbox_aux_dn: 1.447889 loss_giou_aux_dn: 3.333310 loss: 18.436506 eta: 6 days, 10:51:57 batch_cost: 0.6538 data_cost: 0.0023 ips: 6.1181 images/s [04/09 18:45:04] ppdet.engine INFO: Epoch: [3] [1300/7329] learning_rate: 0.000100 loss_class: 0.740895 loss_bbox: 0.210761 loss_giou: 0.572059 loss_class_aux: 4.843392 loss_bbox_aux: 1.308145 loss_giou_aux: 3.614139 loss_class_dn: 0.466497 loss_bbox_dn: 0.317929 loss_giou_dn: 0.635486 loss_class_aux_dn: 2.412842 loss_bbox_aux_dn: 1.694903 loss_giou_aux_dn: 3.403762 loss: 21.028934 eta: 6 days, 10:50:40 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1739 images/s [04/09 18:46:15] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.661744 loss_bbox: 0.190988 loss_giou: 0.504292 loss_class_aux: 4.426681 loss_bbox_aux: 1.219997 loss_giou_aux: 3.211567 loss_class_dn: 0.383274 loss_bbox_dn: 0.300359 loss_giou_dn: 0.578977 loss_class_aux_dn: 2.037421 loss_bbox_aux_dn: 1.657304 loss_giou_aux_dn: 2.997990 loss: 18.281109 eta: 6 days, 10:49:42 batch_cost: 0.6530 data_cost: 0.0021 ips: 6.1252 images/s [04/09 18:47:26] ppdet.engine INFO: Epoch: [3] [1500/7329] learning_rate: 0.000100 loss_class: 0.739856 loss_bbox: 0.189453 loss_giou: 0.494599 loss_class_aux: 4.796142 loss_bbox_aux: 1.290125 loss_giou_aux: 3.142787 loss_class_dn: 0.392239 loss_bbox_dn: 0.324828 loss_giou_dn: 0.567047 loss_class_aux_dn: 2.069736 loss_bbox_aux_dn: 1.747359 loss_giou_aux_dn: 3.065162 loss: 18.850883 eta: 6 days, 10:48:34 batch_cost: 0.6503 data_cost: 0.0025 ips: 6.1508 images/s [04/09 18:48:37] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.676568 loss_bbox: 0.165541 loss_giou: 0.436348 loss_class_aux: 4.355523 loss_bbox_aux: 1.074037 loss_giou_aux: 2.760639 loss_class_dn: 0.378135 loss_bbox_dn: 0.222849 loss_giou_dn: 0.534182 loss_class_aux_dn: 1.965344 loss_bbox_aux_dn: 1.283759 loss_giou_aux_dn: 2.835898 loss: 17.001122 eta: 6 days, 10:47:27 batch_cost: 0.6506 data_cost: 0.0021 ips: 6.1483 images/s [04/09 18:49:47] ppdet.engine INFO: Epoch: [3] [1700/7329] learning_rate: 0.000100 loss_class: 0.662976 loss_bbox: 0.182485 loss_giou: 0.333914 loss_class_aux: 4.403048 loss_bbox_aux: 1.195776 loss_giou_aux: 2.160860 loss_class_dn: 0.369321 loss_bbox_dn: 0.292517 loss_giou_dn: 0.418208 loss_class_aux_dn: 1.991368 loss_bbox_aux_dn: 1.571011 loss_giou_aux_dn: 2.299314 loss: 16.237366 eta: 6 days, 10:46:20 batch_cost: 0.6505 data_cost: 0.0022 ips: 6.1491 images/s [04/09 18:50:57] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.690390 loss_bbox: 0.180589 loss_giou: 0.537260 loss_class_aux: 4.516518 loss_bbox_aux: 1.228618 loss_giou_aux: 3.385836 loss_class_dn: 0.408430 loss_bbox_dn: 0.278779 loss_giou_dn: 0.559113 loss_class_aux_dn: 2.130207 loss_bbox_aux_dn: 1.535875 loss_giou_aux_dn: 3.033792 loss: 18.459362 eta: 6 days, 10:44:36 batch_cost: 0.6401 data_cost: 0.0021 ips: 6.2489 images/s [04/09 18:52:07] ppdet.engine INFO: Epoch: [3] [1900/7329] learning_rate: 0.000100 loss_class: 0.721848 loss_bbox: 0.190329 loss_giou: 0.539625 loss_class_aux: 4.799662 loss_bbox_aux: 1.154555 loss_giou_aux: 3.380498 loss_class_dn: 0.409429 loss_bbox_dn: 0.253492 loss_giou_dn: 0.608984 loss_class_aux_dn: 2.164516 loss_bbox_aux_dn: 1.436888 loss_giou_aux_dn: 3.223824 loss: 18.825508 eta: 6 days, 10:43:17 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1799 images/s [04/09 18:53:17] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.719021 loss_bbox: 0.185834 loss_giou: 0.531592 loss_class_aux: 4.685863 loss_bbox_aux: 1.218257 loss_giou_aux: 3.389640 loss_class_dn: 0.442518 loss_bbox_dn: 0.277044 loss_giou_dn: 0.612188 loss_class_aux_dn: 2.263937 loss_bbox_aux_dn: 1.493956 loss_giou_aux_dn: 3.329265 loss: 20.432089 eta: 6 days, 10:41:34 batch_cost: 0.6404 data_cost: 0.0020 ips: 6.2461 images/s [04/09 18:54:28] ppdet.engine INFO: Epoch: [3] [2100/7329] learning_rate: 0.000100 loss_class: 0.727431 loss_bbox: 0.179098 loss_giou: 0.560668 loss_class_aux: 4.664747 loss_bbox_aux: 1.177474 loss_giou_aux: 3.589292 loss_class_dn: 0.432287 loss_bbox_dn: 0.255266 loss_giou_dn: 0.580127 loss_class_aux_dn: 2.285792 loss_bbox_aux_dn: 1.410865 loss_giou_aux_dn: 3.078267 loss: 19.910236 eta: 6 days, 10:40:31 batch_cost: 0.6516 data_cost: 0.0021 ips: 6.1389 images/s [04/09 18:55:38] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.645802 loss_bbox: 0.175647 loss_giou: 0.443239 loss_class_aux: 4.267779 loss_bbox_aux: 1.166530 loss_giou_aux: 2.783346 loss_class_dn: 0.388672 loss_bbox_dn: 0.271732 loss_giou_dn: 0.495662 loss_class_aux_dn: 2.042475 loss_bbox_aux_dn: 1.507898 loss_giou_aux_dn: 2.667072 loss: 17.918270 eta: 6 days, 10:39:05 batch_cost: 0.6451 data_cost: 0.0022 ips: 6.2004 images/s [04/09 18:56:48] ppdet.engine INFO: Epoch: [3] [2300/7329] learning_rate: 0.000100 loss_class: 0.748586 loss_bbox: 0.202316 loss_giou: 0.480713 loss_class_aux: 5.107282 loss_bbox_aux: 1.312561 loss_giou_aux: 3.143707 loss_class_dn: 0.438732 loss_bbox_dn: 0.302304 loss_giou_dn: 0.577309 loss_class_aux_dn: 2.303134 loss_bbox_aux_dn: 1.678277 loss_giou_aux_dn: 3.096263 loss: 19.961327 eta: 6 days, 10:37:57 batch_cost: 0.6499 data_cost: 0.0021 ips: 6.1548 images/s [04/09 18:57:58] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.722492 loss_bbox: 0.205556 loss_giou: 0.579854 loss_class_aux: 4.661048 loss_bbox_aux: 1.326759 loss_giou_aux: 3.598150 loss_class_dn: 0.427992 loss_bbox_dn: 0.299506 loss_giou_dn: 0.623412 loss_class_aux_dn: 2.190496 loss_bbox_aux_dn: 1.604998 loss_giou_aux_dn: 3.350852 loss: 20.034752 eta: 6 days, 10:35:58 batch_cost: 0.6357 data_cost: 0.0020 ips: 6.2921 images/s [04/09 18:59:09] ppdet.engine INFO: Epoch: [3] [2500/7329] learning_rate: 0.000100 loss_class: 0.711563 loss_bbox: 0.193417 loss_giou: 0.587065 loss_class_aux: 4.849837 loss_bbox_aux: 1.247833 loss_giou_aux: 3.702863 loss_class_dn: 0.443489 loss_bbox_dn: 0.257399 loss_giou_dn: 0.610226 loss_class_aux_dn: 2.320919 loss_bbox_aux_dn: 1.402989 loss_giou_aux_dn: 3.273126 loss: 19.768547 eta: 6 days, 10:35:26 batch_cost: 0.6602 data_cost: 0.0022 ips: 6.0589 images/s [04/09 19:00:21] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.724910 loss_bbox: 0.166266 loss_giou: 0.514783 loss_class_aux: 4.601937 loss_bbox_aux: 1.074527 loss_giou_aux: 3.258743 loss_class_dn: 0.405155 loss_bbox_dn: 0.243214 loss_giou_dn: 0.589107 loss_class_aux_dn: 2.127389 loss_bbox_aux_dn: 1.394716 loss_giou_aux_dn: 3.095795 loss: 18.470566 eta: 6 days, 10:34:47 batch_cost: 0.6584 data_cost: 0.0024 ips: 6.0752 images/s [04/09 19:01:32] ppdet.engine INFO: Epoch: [3] [2700/7329] learning_rate: 0.000100 loss_class: 0.641386 loss_bbox: 0.168477 loss_giou: 0.502784 loss_class_aux: 4.213550 loss_bbox_aux: 1.086303 loss_giou_aux: 3.139583 loss_class_dn: 0.398712 loss_bbox_dn: 0.253219 loss_giou_dn: 0.561268 loss_class_aux_dn: 2.078164 loss_bbox_aux_dn: 1.430096 loss_giou_aux_dn: 2.988847 loss: 17.803539 eta: 6 days, 10:34:12 batch_cost: 0.6597 data_cost: 0.0021 ips: 6.0631 images/s [04/09 19:02:44] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.689189 loss_bbox: 0.180623 loss_giou: 0.475984 loss_class_aux: 4.523000 loss_bbox_aux: 1.188421 loss_giou_aux: 3.106341 loss_class_dn: 0.426247 loss_bbox_dn: 0.245445 loss_giou_dn: 0.555771 loss_class_aux_dn: 2.138189 loss_bbox_aux_dn: 1.381868 loss_giou_aux_dn: 3.002937 loss: 18.734493 eta: 6 days, 10:33:21 batch_cost: 0.6551 data_cost: 0.0024 ips: 6.1056 images/s [04/09 19:03:54] ppdet.engine INFO: Epoch: [3] [2900/7329] learning_rate: 0.000100 loss_class: 0.687510 loss_bbox: 0.175095 loss_giou: 0.481556 loss_class_aux: 4.552342 loss_bbox_aux: 1.134784 loss_giou_aux: 3.067197 loss_class_dn: 0.392616 loss_bbox_dn: 0.278732 loss_giou_dn: 0.576200 loss_class_aux_dn: 2.015368 loss_bbox_aux_dn: 1.541744 loss_giou_aux_dn: 3.096425 loss: 18.617682 eta: 6 days, 10:32:13 batch_cost: 0.6502 data_cost: 0.0021 ips: 6.1518 images/s [04/09 19:05:07] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.626561 loss_bbox: 0.190594 loss_giou: 0.433781 loss_class_aux: 4.376621 loss_bbox_aux: 1.254971 loss_giou_aux: 2.740250 loss_class_dn: 0.360171 loss_bbox_dn: 0.292971 loss_giou_dn: 0.517770 loss_class_aux_dn: 1.927905 loss_bbox_aux_dn: 1.579569 loss_giou_aux_dn: 2.752791 loss: 16.866978 eta: 6 days, 10:32:05 batch_cost: 0.6676 data_cost: 0.0022 ips: 5.9916 images/s [04/09 19:06:17] ppdet.engine INFO: Epoch: [3] [3100/7329] learning_rate: 0.000100 loss_class: 0.731727 loss_bbox: 0.197401 loss_giou: 0.459670 loss_class_aux: 4.823859 loss_bbox_aux: 1.284395 loss_giou_aux: 2.965681 loss_class_dn: 0.429385 loss_bbox_dn: 0.278254 loss_giou_dn: 0.545891 loss_class_aux_dn: 2.218512 loss_bbox_aux_dn: 1.492604 loss_giou_aux_dn: 2.987611 loss: 19.979799 eta: 6 days, 10:30:39 batch_cost: 0.6449 data_cost: 0.0022 ips: 6.2028 images/s [04/09 19:07:29] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.678456 loss_bbox: 0.198452 loss_giou: 0.374904 loss_class_aux: 4.408173 loss_bbox_aux: 1.344911 loss_giou_aux: 2.482570 loss_class_dn: 0.344221 loss_bbox_dn: 0.299755 loss_giou_dn: 0.472299 loss_class_aux_dn: 1.830133 loss_bbox_aux_dn: 1.658252 loss_giou_aux_dn: 2.550500 loss: 17.189285 eta: 6 days, 10:30:13 batch_cost: 0.6627 data_cost: 0.0020 ips: 6.0362 images/s [04/09 19:08:40] ppdet.engine INFO: Epoch: [3] [3300/7329] learning_rate: 0.000100 loss_class: 0.663493 loss_bbox: 0.179255 loss_giou: 0.466737 loss_class_aux: 4.494276 loss_bbox_aux: 1.176408 loss_giou_aux: 2.906857 loss_class_dn: 0.380682 loss_bbox_dn: 0.284678 loss_giou_dn: 0.492381 loss_class_aux_dn: 2.012445 loss_bbox_aux_dn: 1.514757 loss_giou_aux_dn: 2.701498 loss: 18.046183 eta: 6 days, 10:29:05 batch_cost: 0.6503 data_cost: 0.0020 ips: 6.1510 images/s [04/09 19:09:51] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.704574 loss_bbox: 0.202411 loss_giou: 0.534992 loss_class_aux: 4.666403 loss_bbox_aux: 1.302551 loss_giou_aux: 3.308751 loss_class_dn: 0.419331 loss_bbox_dn: 0.285344 loss_giou_dn: 0.529502 loss_class_aux_dn: 2.222069 loss_bbox_aux_dn: 1.538811 loss_giou_aux_dn: 2.905377 loss: 19.326874 eta: 6 days, 10:28:02 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1391 images/s [04/09 19:11:01] ppdet.engine INFO: Epoch: [3] [3500/7329] learning_rate: 0.000100 loss_class: 0.737511 loss_bbox: 0.175776 loss_giou: 0.506121 loss_class_aux: 4.889989 loss_bbox_aux: 1.173186 loss_giou_aux: 3.250373 loss_class_dn: 0.429680 loss_bbox_dn: 0.276076 loss_giou_dn: 0.573720 loss_class_aux_dn: 2.184427 loss_bbox_aux_dn: 1.525081 loss_giou_aux_dn: 3.119668 loss: 20.009754 eta: 6 days, 10:26:56 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1458 images/s [04/09 19:12:11] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.671750 loss_bbox: 0.167117 loss_giou: 0.489693 loss_class_aux: 4.327387 loss_bbox_aux: 1.047390 loss_giou_aux: 3.105452 loss_class_dn: 0.385196 loss_bbox_dn: 0.245514 loss_giou_dn: 0.551498 loss_class_aux_dn: 2.019990 loss_bbox_aux_dn: 1.390432 loss_giou_aux_dn: 3.004954 loss: 18.361805 eta: 6 days, 10:25:28 batch_cost: 0.6442 data_cost: 0.0021 ips: 6.2093 images/s [04/09 19:13:22] ppdet.engine INFO: Epoch: [3] [3700/7329] learning_rate: 0.000100 loss_class: 0.702487 loss_bbox: 0.173243 loss_giou: 0.465328 loss_class_aux: 4.693407 loss_bbox_aux: 1.157813 loss_giou_aux: 2.946346 loss_class_dn: 0.393305 loss_bbox_dn: 0.280569 loss_giou_dn: 0.518495 loss_class_aux_dn: 2.010599 loss_bbox_aux_dn: 1.589425 loss_giou_aux_dn: 2.812438 loss: 18.585918 eta: 6 days, 10:24:12 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1764 images/s [04/09 19:14:33] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.690460 loss_bbox: 0.165430 loss_giou: 0.505294 loss_class_aux: 4.451350 loss_bbox_aux: 1.052141 loss_giou_aux: 3.275496 loss_class_dn: 0.414874 loss_bbox_dn: 0.230079 loss_giou_dn: 0.617828 loss_class_aux_dn: 2.167613 loss_bbox_aux_dn: 1.338362 loss_giou_aux_dn: 3.257266 loss: 18.805870 eta: 6 days, 10:23:16 batch_cost: 0.6538 data_cost: 0.0021 ips: 6.1178 images/s [04/09 19:15:44] ppdet.engine INFO: Epoch: [3] [3900/7329] learning_rate: 0.000100 loss_class: 0.686578 loss_bbox: 0.181939 loss_giou: 0.511497 loss_class_aux: 4.382269 loss_bbox_aux: 1.163472 loss_giou_aux: 3.178119 loss_class_dn: 0.398156 loss_bbox_dn: 0.266728 loss_giou_dn: 0.613460 loss_class_aux_dn: 2.081927 loss_bbox_aux_dn: 1.407570 loss_giou_aux_dn: 3.260373 loss: 18.516911 eta: 6 days, 10:22:37 batch_cost: 0.6589 data_cost: 0.0023 ips: 6.0703 images/s [04/09 19:16:56] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.667199 loss_bbox: 0.196989 loss_giou: 0.460655 loss_class_aux: 4.494497 loss_bbox_aux: 1.240669 loss_giou_aux: 2.931193 loss_class_dn: 0.380726 loss_bbox_dn: 0.274652 loss_giou_dn: 0.490405 loss_class_aux_dn: 2.001870 loss_bbox_aux_dn: 1.506488 loss_giou_aux_dn: 2.709157 loss: 18.048687 eta: 6 days, 10:21:52 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0848 images/s [04/09 19:18:09] ppdet.engine INFO: Epoch: [3] [4100/7329] learning_rate: 0.000100 loss_class: 0.732568 loss_bbox: 0.199367 loss_giou: 0.550403 loss_class_aux: 4.491468 loss_bbox_aux: 1.279942 loss_giou_aux: 3.456365 loss_class_dn: 0.424344 loss_bbox_dn: 0.272469 loss_giou_dn: 0.597602 loss_class_aux_dn: 2.245845 loss_bbox_aux_dn: 1.504313 loss_giou_aux_dn: 3.198955 loss: 20.702858 eta: 6 days, 10:21:42 batch_cost: 0.6678 data_cost: 0.0021 ips: 5.9895 images/s [04/09 19:19:19] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.665261 loss_bbox: 0.169904 loss_giou: 0.461168 loss_class_aux: 4.392488 loss_bbox_aux: 1.100427 loss_giou_aux: 2.944715 loss_class_dn: 0.384723 loss_bbox_dn: 0.257474 loss_giou_dn: 0.498331 loss_class_aux_dn: 1.981123 loss_bbox_aux_dn: 1.375818 loss_giou_aux_dn: 2.768175 loss: 17.611374 eta: 6 days, 10:20:36 batch_cost: 0.6511 data_cost: 0.0019 ips: 6.1436 images/s [04/09 19:20:29] ppdet.engine INFO: Epoch: [3] [4300/7329] learning_rate: 0.000100 loss_class: 0.745341 loss_bbox: 0.179983 loss_giou: 0.553195 loss_class_aux: 4.806312 loss_bbox_aux: 1.178439 loss_giou_aux: 3.518085 loss_class_dn: 0.458375 loss_bbox_dn: 0.260036 loss_giou_dn: 0.627132 loss_class_aux_dn: 2.351956 loss_bbox_aux_dn: 1.444795 loss_giou_aux_dn: 3.366251 loss: 20.253872 eta: 6 days, 10:18:43 batch_cost: 0.6364 data_cost: 0.0021 ips: 6.2856 images/s [04/09 19:21:40] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.668920 loss_bbox: 0.169614 loss_giou: 0.481898 loss_class_aux: 4.399613 loss_bbox_aux: 1.126979 loss_giou_aux: 3.083931 loss_class_dn: 0.392755 loss_bbox_dn: 0.264621 loss_giou_dn: 0.540976 loss_class_aux_dn: 2.035105 loss_bbox_aux_dn: 1.439948 loss_giou_aux_dn: 2.933736 loss: 18.147346 eta: 6 days, 10:17:49 batch_cost: 0.6544 data_cost: 0.0018 ips: 6.1129 images/s [04/09 19:22:50] ppdet.engine INFO: Epoch: [3] [4500/7329] learning_rate: 0.000100 loss_class: 0.659351 loss_bbox: 0.183934 loss_giou: 0.481294 loss_class_aux: 4.264167 loss_bbox_aux: 1.147465 loss_giou_aux: 2.982484 loss_class_dn: 0.380665 loss_bbox_dn: 0.267431 loss_giou_dn: 0.502420 loss_class_aux_dn: 1.972822 loss_bbox_aux_dn: 1.466706 loss_giou_aux_dn: 2.720246 loss: 17.500748 eta: 6 days, 10:16:22 batch_cost: 0.6445 data_cost: 0.0019 ips: 6.2067 images/s [04/09 19:24:01] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.730822 loss_bbox: 0.198564 loss_giou: 0.450952 loss_class_aux: 4.603237 loss_bbox_aux: 1.259113 loss_giou_aux: 2.945848 loss_class_dn: 0.398858 loss_bbox_dn: 0.269213 loss_giou_dn: 0.515175 loss_class_aux_dn: 2.124156 loss_bbox_aux_dn: 1.467378 loss_giou_aux_dn: 2.917245 loss: 19.306110 eta: 6 days, 10:15:22 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1299 images/s [04/09 19:25:13] ppdet.engine INFO: Epoch: [3] [4700/7329] learning_rate: 0.000100 loss_class: 0.683422 loss_bbox: 0.164389 loss_giou: 0.473056 loss_class_aux: 4.498009 loss_bbox_aux: 1.115216 loss_giou_aux: 3.037118 loss_class_dn: 0.383228 loss_bbox_dn: 0.244007 loss_giou_dn: 0.492740 loss_class_aux_dn: 2.020978 loss_bbox_aux_dn: 1.365413 loss_giou_aux_dn: 2.633242 loss: 18.097950 eta: 6 days, 10:14:41 batch_cost: 0.6589 data_cost: 0.0020 ips: 6.0711 images/s [04/09 19:26:23] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.709113 loss_bbox: 0.204195 loss_giou: 0.524426 loss_class_aux: 4.588028 loss_bbox_aux: 1.325427 loss_giou_aux: 3.454840 loss_class_dn: 0.421392 loss_bbox_dn: 0.285942 loss_giou_dn: 0.566935 loss_class_aux_dn: 2.225512 loss_bbox_aux_dn: 1.612957 loss_giou_aux_dn: 3.021902 loss: 18.524914 eta: 6 days, 10:13:20 batch_cost: 0.6461 data_cost: 0.0019 ips: 6.1914 images/s [04/09 19:27:34] ppdet.engine INFO: Epoch: [3] [4900/7329] learning_rate: 0.000100 loss_class: 0.715809 loss_bbox: 0.186096 loss_giou: 0.528054 loss_class_aux: 4.808290 loss_bbox_aux: 1.265108 loss_giou_aux: 3.321122 loss_class_dn: 0.412370 loss_bbox_dn: 0.256511 loss_giou_dn: 0.583147 loss_class_aux_dn: 2.160726 loss_bbox_aux_dn: 1.413153 loss_giou_aux_dn: 3.155954 loss: 19.645668 eta: 6 days, 10:12:27 batch_cost: 0.6549 data_cost: 0.0019 ips: 6.1074 images/s [04/09 19:28:46] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.693108 loss_bbox: 0.176786 loss_giou: 0.467903 loss_class_aux: 4.518276 loss_bbox_aux: 1.205219 loss_giou_aux: 2.982937 loss_class_dn: 0.387412 loss_bbox_dn: 0.281013 loss_giou_dn: 0.529457 loss_class_aux_dn: 2.012592 loss_bbox_aux_dn: 1.531468 loss_giou_aux_dn: 2.843232 loss: 18.032972 eta: 6 days, 10:11:40 batch_cost: 0.6570 data_cost: 0.0021 ips: 6.0885 images/s [04/09 19:29:56] ppdet.engine INFO: Epoch: [3] [5100/7329] learning_rate: 0.000100 loss_class: 0.715616 loss_bbox: 0.201499 loss_giou: 0.527623 loss_class_aux: 4.633827 loss_bbox_aux: 1.287965 loss_giou_aux: 3.439590 loss_class_dn: 0.426988 loss_bbox_dn: 0.270654 loss_giou_dn: 0.597281 loss_class_aux_dn: 2.205616 loss_bbox_aux_dn: 1.480018 loss_giou_aux_dn: 3.164471 loss: 19.660206 eta: 6 days, 10:10:33 batch_cost: 0.6504 data_cost: 0.0021 ips: 6.1499 images/s [04/09 19:31:08] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.680805 loss_bbox: 0.185103 loss_giou: 0.515848 loss_class_aux: 4.458409 loss_bbox_aux: 1.208744 loss_giou_aux: 3.250983 loss_class_dn: 0.394706 loss_bbox_dn: 0.269706 loss_giou_dn: 0.558078 loss_class_aux_dn: 2.077471 loss_bbox_aux_dn: 1.477255 loss_giou_aux_dn: 2.969947 loss: 19.991306 eta: 6 days, 10:09:57 batch_cost: 0.6604 data_cost: 0.0021 ips: 6.0570 images/s [04/09 19:32:20] ppdet.engine INFO: Epoch: [3] [5300/7329] learning_rate: 0.000100 loss_class: 0.624686 loss_bbox: 0.146078 loss_giou: 0.324497 loss_class_aux: 4.198062 loss_bbox_aux: 1.014353 loss_giou_aux: 2.129477 loss_class_dn: 0.342812 loss_bbox_dn: 0.245982 loss_giou_dn: 0.405650 loss_class_aux_dn: 1.826823 loss_bbox_aux_dn: 1.364388 loss_giou_aux_dn: 2.162064 loss: 16.108908 eta: 6 days, 10:09:11 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0842 images/s [04/09 19:33:30] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.714359 loss_bbox: 0.176239 loss_giou: 0.538969 loss_class_aux: 4.549990 loss_bbox_aux: 1.079861 loss_giou_aux: 3.357595 loss_class_dn: 0.420324 loss_bbox_dn: 0.241926 loss_giou_dn: 0.608059 loss_class_aux_dn: 2.148710 loss_bbox_aux_dn: 1.311387 loss_giou_aux_dn: 3.266326 loss: 18.766874 eta: 6 days, 10:07:47 batch_cost: 0.6451 data_cost: 0.0020 ips: 6.2008 images/s [04/09 19:34:41] ppdet.engine INFO: Epoch: [3] [5500/7329] learning_rate: 0.000100 loss_class: 0.749431 loss_bbox: 0.205676 loss_giou: 0.523658 loss_class_aux: 4.717691 loss_bbox_aux: 1.321054 loss_giou_aux: 3.396043 loss_class_dn: 0.415517 loss_bbox_dn: 0.269187 loss_giou_dn: 0.640023 loss_class_aux_dn: 2.234653 loss_bbox_aux_dn: 1.499432 loss_giou_aux_dn: 3.426445 loss: 20.435551 eta: 6 days, 10:06:47 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1287 images/s [04/09 19:35:51] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.704932 loss_bbox: 0.172633 loss_giou: 0.507953 loss_class_aux: 4.586645 loss_bbox_aux: 1.111225 loss_giou_aux: 3.278991 loss_class_dn: 0.409962 loss_bbox_dn: 0.254843 loss_giou_dn: 0.581352 loss_class_aux_dn: 2.148528 loss_bbox_aux_dn: 1.430487 loss_giou_aux_dn: 3.119891 loss: 19.909668 eta: 6 days, 10:05:29 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1806 images/s [04/09 19:37:02] ppdet.engine INFO: Epoch: [3] [5700/7329] learning_rate: 0.000100 loss_class: 0.731934 loss_bbox: 0.187080 loss_giou: 0.545352 loss_class_aux: 4.630337 loss_bbox_aux: 1.237449 loss_giou_aux: 3.435828 loss_class_dn: 0.451716 loss_bbox_dn: 0.247373 loss_giou_dn: 0.621818 loss_class_aux_dn: 2.357117 loss_bbox_aux_dn: 1.386437 loss_giou_aux_dn: 3.383584 loss: 20.938616 eta: 6 days, 10:04:47 batch_cost: 0.6587 data_cost: 0.0021 ips: 6.0728 images/s [04/09 19:38:14] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.639300 loss_bbox: 0.182805 loss_giou: 0.409072 loss_class_aux: 4.316943 loss_bbox_aux: 1.156082 loss_giou_aux: 2.624794 loss_class_dn: 0.363656 loss_bbox_dn: 0.290836 loss_giou_dn: 0.491500 loss_class_aux_dn: 1.923307 loss_bbox_aux_dn: 1.555289 loss_giou_aux_dn: 2.653642 loss: 16.792456 eta: 6 days, 10:03:58 batch_cost: 0.6566 data_cost: 0.0023 ips: 6.0922 images/s [04/09 19:39:25] ppdet.engine INFO: Epoch: [3] [5900/7329] learning_rate: 0.000100 loss_class: 0.680577 loss_bbox: 0.186719 loss_giou: 0.531026 loss_class_aux: 4.483097 loss_bbox_aux: 1.236713 loss_giou_aux: 3.324581 loss_class_dn: 0.414707 loss_bbox_dn: 0.264739 loss_giou_dn: 0.610997 loss_class_aux_dn: 2.164943 loss_bbox_aux_dn: 1.452157 loss_giou_aux_dn: 3.237575 loss: 18.961334 eta: 6 days, 10:03:06 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1022 images/s [04/09 19:40:36] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.669675 loss_bbox: 0.175168 loss_giou: 0.374565 loss_class_aux: 4.241131 loss_bbox_aux: 1.109940 loss_giou_aux: 2.540584 loss_class_dn: 0.376703 loss_bbox_dn: 0.265122 loss_giou_dn: 0.453731 loss_class_aux_dn: 1.915658 loss_bbox_aux_dn: 1.466272 loss_giou_aux_dn: 2.449677 loss: 16.467052 eta: 6 days, 10:02:08 batch_cost: 0.6534 data_cost: 0.0023 ips: 6.1215 images/s [04/09 19:41:47] ppdet.engine INFO: Epoch: [3] [6100/7329] learning_rate: 0.000100 loss_class: 0.692332 loss_bbox: 0.198355 loss_giou: 0.476430 loss_class_aux: 4.532505 loss_bbox_aux: 1.273905 loss_giou_aux: 3.088712 loss_class_dn: 0.412542 loss_bbox_dn: 0.280508 loss_giou_dn: 0.541098 loss_class_aux_dn: 2.168521 loss_bbox_aux_dn: 1.460210 loss_giou_aux_dn: 2.912215 loss: 19.341015 eta: 6 days, 10:01:30 batch_cost: 0.6602 data_cost: 0.0021 ips: 6.0585 images/s [04/09 19:42:59] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.645539 loss_bbox: 0.179261 loss_giou: 0.390132 loss_class_aux: 4.279415 loss_bbox_aux: 1.181239 loss_giou_aux: 2.484735 loss_class_dn: 0.362401 loss_bbox_dn: 0.264098 loss_giou_dn: 0.455574 loss_class_aux_dn: 1.907823 loss_bbox_aux_dn: 1.454998 loss_giou_aux_dn: 2.513885 loss: 16.162161 eta: 6 days, 10:00:32 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1188 images/s [04/09 19:44:08] ppdet.engine INFO: Epoch: [3] [6300/7329] learning_rate: 0.000100 loss_class: 0.711633 loss_bbox: 0.176117 loss_giou: 0.518980 loss_class_aux: 4.727245 loss_bbox_aux: 1.230496 loss_giou_aux: 3.201875 loss_class_dn: 0.418000 loss_bbox_dn: 0.301556 loss_giou_dn: 0.564340 loss_class_aux_dn: 2.145565 loss_bbox_aux_dn: 1.667829 loss_giou_aux_dn: 3.014079 loss: 19.206272 eta: 6 days, 9:58:51 batch_cost: 0.6394 data_cost: 0.0018 ips: 6.2561 images/s [04/09 19:45:19] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.709740 loss_bbox: 0.194852 loss_giou: 0.502090 loss_class_aux: 4.631209 loss_bbox_aux: 1.251218 loss_giou_aux: 3.203127 loss_class_dn: 0.401231 loss_bbox_dn: 0.274390 loss_giou_dn: 0.542830 loss_class_aux_dn: 2.100578 loss_bbox_aux_dn: 1.521984 loss_giou_aux_dn: 3.000253 loss: 18.535931 eta: 6 days, 9:57:38 batch_cost: 0.6486 data_cost: 0.0021 ips: 6.1670 images/s [04/09 19:46:29] ppdet.engine INFO: Epoch: [3] [6500/7329] learning_rate: 0.000100 loss_class: 0.730566 loss_bbox: 0.184717 loss_giou: 0.464737 loss_class_aux: 4.708126 loss_bbox_aux: 1.162903 loss_giou_aux: 2.955808 loss_class_dn: 0.399729 loss_bbox_dn: 0.268335 loss_giou_dn: 0.554749 loss_class_aux_dn: 2.111642 loss_bbox_aux_dn: 1.485629 loss_giou_aux_dn: 2.915001 loss: 19.047123 eta: 6 days, 9:56:27 batch_cost: 0.6491 data_cost: 0.0022 ips: 6.1620 images/s [04/09 19:47:39] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.653196 loss_bbox: 0.176448 loss_giou: 0.486554 loss_class_aux: 4.302400 loss_bbox_aux: 1.197872 loss_giou_aux: 3.046165 loss_class_dn: 0.367319 loss_bbox_dn: 0.241410 loss_giou_dn: 0.504609 loss_class_aux_dn: 1.942153 loss_bbox_aux_dn: 1.351938 loss_giou_aux_dn: 2.717901 loss: 17.012501 eta: 6 days, 9:55:04 batch_cost: 0.6452 data_cost: 0.0020 ips: 6.2000 images/s [04/09 19:48:50] ppdet.engine INFO: Epoch: [3] [6700/7329] learning_rate: 0.000100 loss_class: 0.729193 loss_bbox: 0.192912 loss_giou: 0.489108 loss_class_aux: 4.779332 loss_bbox_aux: 1.242909 loss_giou_aux: 3.093843 loss_class_dn: 0.408121 loss_bbox_dn: 0.268607 loss_giou_dn: 0.540895 loss_class_aux_dn: 2.055438 loss_bbox_aux_dn: 1.500841 loss_giou_aux_dn: 2.889806 loss: 17.820881 eta: 6 days, 9:54:04 batch_cost: 0.6531 data_cost: 0.0019 ips: 6.1249 images/s [04/09 19:50:01] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.582927 loss_bbox: 0.159420 loss_giou: 0.425905 loss_class_aux: 3.900396 loss_bbox_aux: 1.061130 loss_giou_aux: 2.712398 loss_class_dn: 0.379755 loss_bbox_dn: 0.238759 loss_giou_dn: 0.480565 loss_class_aux_dn: 1.998272 loss_bbox_aux_dn: 1.368055 loss_giou_aux_dn: 2.635259 loss: 16.587345 eta: 6 days, 9:53:03 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1306 images/s [04/09 19:51:11] ppdet.engine INFO: Epoch: [3] [6900/7329] learning_rate: 0.000100 loss_class: 0.620097 loss_bbox: 0.146548 loss_giou: 0.359694 loss_class_aux: 4.011458 loss_bbox_aux: 0.971406 loss_giou_aux: 2.283458 loss_class_dn: 0.336314 loss_bbox_dn: 0.250058 loss_giou_dn: 0.456811 loss_class_aux_dn: 1.790204 loss_bbox_aux_dn: 1.362537 loss_giou_aux_dn: 2.401527 loss: 16.233160 eta: 6 days, 9:51:17 batch_cost: 0.6375 data_cost: 0.0021 ips: 6.2749 images/s [04/09 19:52:22] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.693577 loss_bbox: 0.177191 loss_giou: 0.475266 loss_class_aux: 4.543743 loss_bbox_aux: 1.152966 loss_giou_aux: 2.916316 loss_class_dn: 0.395429 loss_bbox_dn: 0.283288 loss_giou_dn: 0.572828 loss_class_aux_dn: 2.060353 loss_bbox_aux_dn: 1.541026 loss_giou_aux_dn: 3.107710 loss: 18.984608 eta: 6 days, 9:50:28 batch_cost: 0.6566 data_cost: 0.0020 ips: 6.0917 images/s [04/09 19:53:33] ppdet.engine INFO: Epoch: [3] [7100/7329] learning_rate: 0.000100 loss_class: 0.622740 loss_bbox: 0.169640 loss_giou: 0.379982 loss_class_aux: 4.315925 loss_bbox_aux: 1.133609 loss_giou_aux: 2.429697 loss_class_dn: 0.362299 loss_bbox_dn: 0.251142 loss_giou_dn: 0.442645 loss_class_aux_dn: 1.892083 loss_bbox_aux_dn: 1.333811 loss_giou_aux_dn: 2.372487 loss: 16.555103 eta: 6 days, 9:49:24 batch_cost: 0.6515 data_cost: 0.0021 ips: 6.1395 images/s [04/09 19:54:45] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.646209 loss_bbox: 0.192628 loss_giou: 0.563789 loss_class_aux: 4.131715 loss_bbox_aux: 1.207498 loss_giou_aux: 3.548010 loss_class_dn: 0.395364 loss_bbox_dn: 0.258504 loss_giou_dn: 0.602709 loss_class_aux_dn: 2.076675 loss_bbox_aux_dn: 1.453874 loss_giou_aux_dn: 3.204690 loss: 18.978985 eta: 6 days, 9:48:46 batch_cost: 0.6606 data_cost: 0.0019 ips: 6.0549 images/s [04/09 19:55:55] ppdet.engine INFO: Epoch: [3] [7300/7329] learning_rate: 0.000100 loss_class: 0.738185 loss_bbox: 0.185722 loss_giou: 0.424420 loss_class_aux: 4.732244 loss_bbox_aux: 1.168275 loss_giou_aux: 2.802883 loss_class_dn: 0.409985 loss_bbox_dn: 0.284047 loss_giou_dn: 0.518147 loss_class_aux_dn: 2.145319 loss_bbox_aux_dn: 1.531816 loss_giou_aux_dn: 2.791618 loss: 17.555428 eta: 6 days, 9:47:29 batch_cost: 0.6471 data_cost: 0.0019 ips: 6.1818 images/s [04/09 19:56:20] ppdet.engine INFO: Eval iter: 0 [04/09 19:56:48] ppdet.engine INFO: Eval iter: 100 [04/09 19:57:15] ppdet.engine INFO: Eval iter: 200 [04/09 19:57:43] ppdet.engine INFO: Eval iter: 300 [04/09 19:58:11] ppdet.engine INFO: Eval iter: 400 [04/09 19:58:39] ppdet.engine INFO: Eval iter: 500 [04/09 19:59:07] ppdet.engine INFO: Eval iter: 600 [04/09 19:59:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.20s) creating index... index created! [04/09 19:59:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.50s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.29s). Accumulating evaluation results... DONE (t=26.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.440 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.611 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.477 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.486 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.353 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.587 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.453 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.866 [04/09 20:02:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.643605224906576 [04/09 20:02:35] ppdet.engine INFO: Best test bbox ap is 0.440. [04/09 20:02:39] ppdet.engine INFO: Epoch: [4] [ 0/7329] learning_rate: 0.000100 loss_class: 0.713810 loss_bbox: 0.171903 loss_giou: 0.412687 loss_class_aux: 4.512363 loss_bbox_aux: 1.120283 loss_giou_aux: 2.601825 loss_class_dn: 0.394065 loss_bbox_dn: 0.272805 loss_giou_dn: 0.498860 loss_class_aux_dn: 2.039937 loss_bbox_aux_dn: 1.492583 loss_giou_aux_dn: 2.662652 loss: 17.184660 eta: 6 days, 9:47:08 batch_cost: 0.6430 data_cost: 0.0019 ips: 6.2206 images/s [04/09 20:03:50] ppdet.engine INFO: Epoch: [4] [ 100/7329] learning_rate: 0.000100 loss_class: 0.710466 loss_bbox: 0.184667 loss_giou: 0.492209 loss_class_aux: 4.715248 loss_bbox_aux: 1.124841 loss_giou_aux: 3.139057 loss_class_dn: 0.389465 loss_bbox_dn: 0.233682 loss_giou_dn: 0.545686 loss_class_aux_dn: 2.019827 loss_bbox_aux_dn: 1.324828 loss_giou_aux_dn: 2.947672 loss: 18.319290 eta: 6 days, 9:46:01 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1503 images/s [04/09 20:05:00] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.700099 loss_bbox: 0.185879 loss_giou: 0.464992 loss_class_aux: 4.679633 loss_bbox_aux: 1.171011 loss_giou_aux: 3.020252 loss_class_dn: 0.410313 loss_bbox_dn: 0.298300 loss_giou_dn: 0.560964 loss_class_aux_dn: 2.154160 loss_bbox_aux_dn: 1.618200 loss_giou_aux_dn: 3.054479 loss: 18.179359 eta: 6 days, 9:44:50 batch_cost: 0.6492 data_cost: 0.0023 ips: 6.1613 images/s [04/09 20:06:10] ppdet.engine INFO: Epoch: [4] [ 300/7329] learning_rate: 0.000100 loss_class: 0.638384 loss_bbox: 0.161470 loss_giou: 0.386847 loss_class_aux: 4.123263 loss_bbox_aux: 1.084126 loss_giou_aux: 2.467803 loss_class_dn: 0.367060 loss_bbox_dn: 0.219279 loss_giou_dn: 0.446925 loss_class_aux_dn: 1.946820 loss_bbox_aux_dn: 1.204738 loss_giou_aux_dn: 2.355205 loss: 16.852661 eta: 6 days, 9:43:14 batch_cost: 0.6406 data_cost: 0.0017 ips: 6.2443 images/s [04/09 20:07:20] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.677707 loss_bbox: 0.172298 loss_giou: 0.458054 loss_class_aux: 4.515546 loss_bbox_aux: 1.096249 loss_giou_aux: 2.785702 loss_class_dn: 0.367564 loss_bbox_dn: 0.243741 loss_giou_dn: 0.556525 loss_class_aux_dn: 1.936054 loss_bbox_aux_dn: 1.354976 loss_giou_aux_dn: 2.914682 loss: 17.309616 eta: 6 days, 9:42:05 batch_cost: 0.6497 data_cost: 0.0022 ips: 6.1569 images/s [04/09 20:08:30] ppdet.engine INFO: Epoch: [4] [ 500/7329] learning_rate: 0.000100 loss_class: 0.776692 loss_bbox: 0.180069 loss_giou: 0.553004 loss_class_aux: 4.868099 loss_bbox_aux: 1.220685 loss_giou_aux: 3.526944 loss_class_dn: 0.444045 loss_bbox_dn: 0.274941 loss_giou_dn: 0.644442 loss_class_aux_dn: 2.351779 loss_bbox_aux_dn: 1.480072 loss_giou_aux_dn: 3.412273 loss: 20.384617 eta: 6 days, 9:40:44 batch_cost: 0.6454 data_cost: 0.0022 ips: 6.1973 images/s [04/09 20:09:41] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.731054 loss_bbox: 0.171762 loss_giou: 0.447771 loss_class_aux: 4.867299 loss_bbox_aux: 1.173057 loss_giou_aux: 2.898992 loss_class_dn: 0.385572 loss_bbox_dn: 0.300759 loss_giou_dn: 0.532555 loss_class_aux_dn: 2.036050 loss_bbox_aux_dn: 1.572558 loss_giou_aux_dn: 2.824540 loss: 17.530441 eta: 6 days, 9:39:32 batch_cost: 0.6490 data_cost: 0.0022 ips: 6.1637 images/s [04/09 20:10:51] ppdet.engine INFO: Epoch: [4] [ 700/7329] learning_rate: 0.000100 loss_class: 0.688319 loss_bbox: 0.184360 loss_giou: 0.535332 loss_class_aux: 4.493785 loss_bbox_aux: 1.184257 loss_giou_aux: 3.323075 loss_class_dn: 0.411579 loss_bbox_dn: 0.275097 loss_giou_dn: 0.588460 loss_class_aux_dn: 2.179711 loss_bbox_aux_dn: 1.487936 loss_giou_aux_dn: 3.119570 loss: 20.262003 eta: 6 days, 9:38:16 batch_cost: 0.6474 data_cost: 0.0021 ips: 6.1789 images/s [04/09 20:12:01] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.721410 loss_bbox: 0.188366 loss_giou: 0.470528 loss_class_aux: 4.669703 loss_bbox_aux: 1.260910 loss_giou_aux: 2.981260 loss_class_dn: 0.409411 loss_bbox_dn: 0.253824 loss_giou_dn: 0.579583 loss_class_aux_dn: 2.153025 loss_bbox_aux_dn: 1.452051 loss_giou_aux_dn: 3.087659 loss: 19.193768 eta: 6 days, 9:36:49 batch_cost: 0.6432 data_cost: 0.0021 ips: 6.2193 images/s [04/09 20:13:11] ppdet.engine INFO: Epoch: [4] [ 900/7329] learning_rate: 0.000100 loss_class: 0.752869 loss_bbox: 0.195623 loss_giou: 0.597029 loss_class_aux: 4.723170 loss_bbox_aux: 1.279812 loss_giou_aux: 3.675207 loss_class_dn: 0.430266 loss_bbox_dn: 0.255409 loss_giou_dn: 0.596697 loss_class_aux_dn: 2.277107 loss_bbox_aux_dn: 1.432458 loss_giou_aux_dn: 3.121433 loss: 20.145603 eta: 6 days, 9:35:19 batch_cost: 0.6423 data_cost: 0.0021 ips: 6.2277 images/s [04/09 20:14:20] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.653568 loss_bbox: 0.172437 loss_giou: 0.514727 loss_class_aux: 4.282651 loss_bbox_aux: 1.130692 loss_giou_aux: 3.178133 loss_class_dn: 0.394180 loss_bbox_dn: 0.254760 loss_giou_dn: 0.543984 loss_class_aux_dn: 2.018860 loss_bbox_aux_dn: 1.436823 loss_giou_aux_dn: 2.930757 loss: 18.394007 eta: 6 days, 9:33:50 batch_cost: 0.6424 data_cost: 0.0020 ips: 6.2264 images/s [04/09 20:15:31] ppdet.engine INFO: Epoch: [4] [1100/7329] learning_rate: 0.000100 loss_class: 0.706751 loss_bbox: 0.182046 loss_giou: 0.427881 loss_class_aux: 4.525097 loss_bbox_aux: 1.181742 loss_giou_aux: 2.744252 loss_class_dn: 0.406350 loss_bbox_dn: 0.293552 loss_giou_dn: 0.490989 loss_class_aux_dn: 2.077551 loss_bbox_aux_dn: 1.573703 loss_giou_aux_dn: 2.711356 loss: 17.896843 eta: 6 days, 9:33:01 batch_cost: 0.6567 data_cost: 0.0026 ips: 6.0912 images/s [04/09 20:16:43] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.636487 loss_bbox: 0.169850 loss_giou: 0.429216 loss_class_aux: 4.210129 loss_bbox_aux: 1.081807 loss_giou_aux: 2.708905 loss_class_dn: 0.370994 loss_bbox_dn: 0.220653 loss_giou_dn: 0.468945 loss_class_aux_dn: 1.962539 loss_bbox_aux_dn: 1.203950 loss_giou_aux_dn: 2.548779 loss: 17.660236 eta: 6 days, 9:32:11 batch_cost: 0.6568 data_cost: 0.0024 ips: 6.0899 images/s [04/09 20:17:53] ppdet.engine INFO: Epoch: [4] [1300/7329] learning_rate: 0.000100 loss_class: 0.682722 loss_bbox: 0.180514 loss_giou: 0.445843 loss_class_aux: 4.477865 loss_bbox_aux: 1.179474 loss_giou_aux: 2.903349 loss_class_dn: 0.395762 loss_bbox_dn: 0.258332 loss_giou_dn: 0.528264 loss_class_aux_dn: 2.043716 loss_bbox_aux_dn: 1.420822 loss_giou_aux_dn: 2.841237 loss: 17.463133 eta: 6 days, 9:30:46 batch_cost: 0.6436 data_cost: 0.0021 ips: 6.2151 images/s [04/09 20:19:03] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.690631 loss_bbox: 0.173929 loss_giou: 0.461952 loss_class_aux: 4.481534 loss_bbox_aux: 1.124980 loss_giou_aux: 2.949629 loss_class_dn: 0.384127 loss_bbox_dn: 0.253114 loss_giou_dn: 0.546764 loss_class_aux_dn: 2.022636 loss_bbox_aux_dn: 1.412285 loss_giou_aux_dn: 2.934968 loss: 18.611671 eta: 6 days, 9:29:34 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1682 images/s [04/09 20:20:14] ppdet.engine INFO: Epoch: [4] [1500/7329] learning_rate: 0.000100 loss_class: 0.676519 loss_bbox: 0.169910 loss_giou: 0.440860 loss_class_aux: 4.435229 loss_bbox_aux: 1.080464 loss_giou_aux: 2.751333 loss_class_dn: 0.370589 loss_bbox_dn: 0.252549 loss_giou_dn: 0.499884 loss_class_aux_dn: 1.970245 loss_bbox_aux_dn: 1.373784 loss_giou_aux_dn: 2.697783 loss: 17.309021 eta: 6 days, 9:28:25 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1575 images/s [04/09 20:21:24] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.662095 loss_bbox: 0.183482 loss_giou: 0.424560 loss_class_aux: 4.356870 loss_bbox_aux: 1.191075 loss_giou_aux: 2.628787 loss_class_dn: 0.384687 loss_bbox_dn: 0.260206 loss_giou_dn: 0.504934 loss_class_aux_dn: 2.056226 loss_bbox_aux_dn: 1.393380 loss_giou_aux_dn: 2.738422 loss: 17.382607 eta: 6 days, 9:27:09 batch_cost: 0.6471 data_cost: 0.0024 ips: 6.1810 images/s [04/09 20:22:35] ppdet.engine INFO: Epoch: [4] [1700/7329] learning_rate: 0.000100 loss_class: 0.664134 loss_bbox: 0.159923 loss_giou: 0.485657 loss_class_aux: 4.449830 loss_bbox_aux: 1.088471 loss_giou_aux: 3.106400 loss_class_dn: 0.390391 loss_bbox_dn: 0.216447 loss_giou_dn: 0.526083 loss_class_aux_dn: 2.068085 loss_bbox_aux_dn: 1.280566 loss_giou_aux_dn: 2.823773 loss: 17.799709 eta: 6 days, 9:26:01 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1524 images/s [04/09 20:23:46] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.641080 loss_bbox: 0.177557 loss_giou: 0.440988 loss_class_aux: 4.254446 loss_bbox_aux: 1.143001 loss_giou_aux: 2.855007 loss_class_dn: 0.364672 loss_bbox_dn: 0.241753 loss_giou_dn: 0.540729 loss_class_aux_dn: 1.878485 loss_bbox_aux_dn: 1.341961 loss_giou_aux_dn: 2.939916 loss: 17.725380 eta: 6 days, 9:25:05 batch_cost: 0.6542 data_cost: 0.0020 ips: 6.1144 images/s [04/09 20:24:56] ppdet.engine INFO: Epoch: [4] [1900/7329] learning_rate: 0.000100 loss_class: 0.710879 loss_bbox: 0.177841 loss_giou: 0.437173 loss_class_aux: 4.630260 loss_bbox_aux: 1.121889 loss_giou_aux: 2.750676 loss_class_dn: 0.392096 loss_bbox_dn: 0.258005 loss_giou_dn: 0.523761 loss_class_aux_dn: 2.048670 loss_bbox_aux_dn: 1.490861 loss_giou_aux_dn: 2.806980 loss: 17.993708 eta: 6 days, 9:23:40 batch_cost: 0.6437 data_cost: 0.0021 ips: 6.2142 images/s [04/09 20:26:07] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.689413 loss_bbox: 0.168794 loss_giou: 0.484469 loss_class_aux: 4.591987 loss_bbox_aux: 1.106225 loss_giou_aux: 3.128820 loss_class_dn: 0.434043 loss_bbox_dn: 0.245592 loss_giou_dn: 0.559241 loss_class_aux_dn: 2.290184 loss_bbox_aux_dn: 1.343814 loss_giou_aux_dn: 3.059938 loss: 19.196611 eta: 6 days, 9:23:02 batch_cost: 0.6609 data_cost: 0.0022 ips: 6.0521 images/s [04/09 20:27:18] ppdet.engine INFO: Epoch: [4] [2100/7329] learning_rate: 0.000100 loss_class: 0.769998 loss_bbox: 0.185234 loss_giou: 0.474502 loss_class_aux: 5.054663 loss_bbox_aux: 1.209273 loss_giou_aux: 2.996258 loss_class_dn: 0.438429 loss_bbox_dn: 0.257710 loss_giou_dn: 0.553003 loss_class_aux_dn: 2.313122 loss_bbox_aux_dn: 1.469529 loss_giou_aux_dn: 3.070262 loss: 19.516226 eta: 6 days, 9:21:44 batch_cost: 0.6463 data_cost: 0.0024 ips: 6.1892 images/s [04/09 20:28:29] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.676146 loss_bbox: 0.178093 loss_giou: 0.405006 loss_class_aux: 4.321539 loss_bbox_aux: 1.176456 loss_giou_aux: 2.625425 loss_class_dn: 0.381046 loss_bbox_dn: 0.244128 loss_giou_dn: 0.470021 loss_class_aux_dn: 1.998801 loss_bbox_aux_dn: 1.399183 loss_giou_aux_dn: 2.571410 loss: 17.227306 eta: 6 days, 9:20:45 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1202 images/s [04/09 20:29:40] ppdet.engine INFO: Epoch: [4] [2300/7329] learning_rate: 0.000100 loss_class: 0.727592 loss_bbox: 0.180253 loss_giou: 0.494421 loss_class_aux: 4.685869 loss_bbox_aux: 1.188342 loss_giou_aux: 3.047395 loss_class_dn: 0.415812 loss_bbox_dn: 0.264518 loss_giou_dn: 0.570666 loss_class_aux_dn: 2.194515 loss_bbox_aux_dn: 1.477391 loss_giou_aux_dn: 3.061979 loss: 18.848011 eta: 6 days, 9:19:44 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1324 images/s [04/09 20:30:50] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.670995 loss_bbox: 0.181568 loss_giou: 0.451598 loss_class_aux: 4.382158 loss_bbox_aux: 1.233001 loss_giou_aux: 2.837844 loss_class_dn: 0.375210 loss_bbox_dn: 0.267015 loss_giou_dn: 0.512685 loss_class_aux_dn: 1.985466 loss_bbox_aux_dn: 1.529951 loss_giou_aux_dn: 2.658921 loss: 17.976566 eta: 6 days, 9:18:29 batch_cost: 0.6475 data_cost: 0.0020 ips: 6.1771 images/s [04/09 20:32:01] ppdet.engine INFO: Epoch: [4] [2500/7329] learning_rate: 0.000100 loss_class: 0.676123 loss_bbox: 0.178098 loss_giou: 0.518830 loss_class_aux: 4.397017 loss_bbox_aux: 1.177766 loss_giou_aux: 3.251023 loss_class_dn: 0.370583 loss_bbox_dn: 0.233649 loss_giou_dn: 0.526860 loss_class_aux_dn: 1.987808 loss_bbox_aux_dn: 1.321918 loss_giou_aux_dn: 2.809688 loss: 17.477108 eta: 6 days, 9:17:14 batch_cost: 0.6471 data_cost: 0.0020 ips: 6.1816 images/s [04/09 20:33:10] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.652279 loss_bbox: 0.169510 loss_giou: 0.443741 loss_class_aux: 4.021037 loss_bbox_aux: 1.037800 loss_giou_aux: 2.844855 loss_class_dn: 0.379068 loss_bbox_dn: 0.220358 loss_giou_dn: 0.499373 loss_class_aux_dn: 1.958598 loss_bbox_aux_dn: 1.233275 loss_giou_aux_dn: 2.669904 loss: 17.314564 eta: 6 days, 9:15:46 batch_cost: 0.6426 data_cost: 0.0020 ips: 6.2245 images/s [04/09 20:34:20] ppdet.engine INFO: Epoch: [4] [2700/7329] learning_rate: 0.000100 loss_class: 0.714798 loss_bbox: 0.198012 loss_giou: 0.494447 loss_class_aux: 4.740506 loss_bbox_aux: 1.206331 loss_giou_aux: 3.062057 loss_class_dn: 0.411570 loss_bbox_dn: 0.279585 loss_giou_dn: 0.578939 loss_class_aux_dn: 2.130484 loss_bbox_aux_dn: 1.557044 loss_giou_aux_dn: 3.029260 loss: 18.621471 eta: 6 days, 9:14:13 batch_cost: 0.6404 data_cost: 0.0022 ips: 6.2457 images/s [04/09 20:35:31] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.733900 loss_bbox: 0.173636 loss_giou: 0.468388 loss_class_aux: 4.749028 loss_bbox_aux: 1.174556 loss_giou_aux: 3.078277 loss_class_dn: 0.388709 loss_bbox_dn: 0.287776 loss_giou_dn: 0.514393 loss_class_aux_dn: 1.998991 loss_bbox_aux_dn: 1.536369 loss_giou_aux_dn: 2.784895 loss: 18.222351 eta: 6 days, 9:13:22 batch_cost: 0.6563 data_cost: 0.0021 ips: 6.0951 images/s [04/09 20:36:43] ppdet.engine INFO: Epoch: [4] [2900/7329] learning_rate: 0.000100 loss_class: 0.743001 loss_bbox: 0.165280 loss_giou: 0.498045 loss_class_aux: 4.705722 loss_bbox_aux: 1.097569 loss_giou_aux: 3.100537 loss_class_dn: 0.410773 loss_bbox_dn: 0.259393 loss_giou_dn: 0.531588 loss_class_aux_dn: 2.142998 loss_bbox_aux_dn: 1.429437 loss_giou_aux_dn: 2.827106 loss: 18.010696 eta: 6 days, 9:12:31 batch_cost: 0.6564 data_cost: 0.0020 ips: 6.0942 images/s [04/09 20:37:54] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.694546 loss_bbox: 0.160412 loss_giou: 0.517869 loss_class_aux: 4.611720 loss_bbox_aux: 1.044881 loss_giou_aux: 3.265391 loss_class_dn: 0.389597 loss_bbox_dn: 0.232044 loss_giou_dn: 0.556559 loss_class_aux_dn: 2.005819 loss_bbox_aux_dn: 1.264898 loss_giou_aux_dn: 2.967198 loss: 17.912308 eta: 6 days, 9:11:30 batch_cost: 0.6524 data_cost: 0.0022 ips: 6.1310 images/s [04/09 20:39:05] ppdet.engine INFO: Epoch: [4] [3100/7329] learning_rate: 0.000100 loss_class: 0.683531 loss_bbox: 0.190782 loss_giou: 0.482203 loss_class_aux: 4.427285 loss_bbox_aux: 1.197756 loss_giou_aux: 3.071533 loss_class_dn: 0.391897 loss_bbox_dn: 0.251136 loss_giou_dn: 0.534664 loss_class_aux_dn: 2.058801 loss_bbox_aux_dn: 1.392521 loss_giou_aux_dn: 2.857169 loss: 18.079851 eta: 6 days, 9:10:28 batch_cost: 0.6522 data_cost: 0.0023 ips: 6.1332 images/s [04/09 20:40:15] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.629131 loss_bbox: 0.173097 loss_giou: 0.388062 loss_class_aux: 4.116944 loss_bbox_aux: 1.096751 loss_giou_aux: 2.543685 loss_class_dn: 0.354748 loss_bbox_dn: 0.242553 loss_giou_dn: 0.458890 loss_class_aux_dn: 1.872106 loss_bbox_aux_dn: 1.351910 loss_giou_aux_dn: 2.444806 loss: 16.533367 eta: 6 days, 9:09:08 batch_cost: 0.6454 data_cost: 0.0021 ips: 6.1980 images/s [04/09 20:41:25] ppdet.engine INFO: Epoch: [4] [3300/7329] learning_rate: 0.000100 loss_class: 0.759028 loss_bbox: 0.201275 loss_giou: 0.493616 loss_class_aux: 5.055515 loss_bbox_aux: 1.298858 loss_giou_aux: 3.161516 loss_class_dn: 0.425846 loss_bbox_dn: 0.275385 loss_giou_dn: 0.567933 loss_class_aux_dn: 2.230983 loss_bbox_aux_dn: 1.579089 loss_giou_aux_dn: 3.061936 loss: 19.656418 eta: 6 days, 9:08:00 batch_cost: 0.6498 data_cost: 0.0021 ips: 6.1560 images/s [04/09 20:42:35] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.680108 loss_bbox: 0.162458 loss_giou: 0.479755 loss_class_aux: 4.465035 loss_bbox_aux: 1.023785 loss_giou_aux: 3.100369 loss_class_dn: 0.390166 loss_bbox_dn: 0.227232 loss_giou_dn: 0.531845 loss_class_aux_dn: 2.085733 loss_bbox_aux_dn: 1.264906 loss_giou_aux_dn: 2.866641 loss: 17.598690 eta: 6 days, 9:06:41 batch_cost: 0.6457 data_cost: 0.0022 ips: 6.1952 images/s [04/09 20:43:45] ppdet.engine INFO: Epoch: [4] [3500/7329] learning_rate: 0.000100 loss_class: 0.679691 loss_bbox: 0.190570 loss_giou: 0.464164 loss_class_aux: 4.522058 loss_bbox_aux: 1.133934 loss_giou_aux: 2.941853 loss_class_dn: 0.409194 loss_bbox_dn: 0.255876 loss_giou_dn: 0.515754 loss_class_aux_dn: 2.120249 loss_bbox_aux_dn: 1.376363 loss_giou_aux_dn: 2.760355 loss: 17.740864 eta: 6 days, 9:05:20 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2033 images/s [04/09 20:44:57] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.732663 loss_bbox: 0.181045 loss_giou: 0.461781 loss_class_aux: 4.622084 loss_bbox_aux: 1.136059 loss_giou_aux: 2.985097 loss_class_dn: 0.415017 loss_bbox_dn: 0.245546 loss_giou_dn: 0.556737 loss_class_aux_dn: 2.172681 loss_bbox_aux_dn: 1.365226 loss_giou_aux_dn: 2.941602 loss: 19.823277 eta: 6 days, 9:04:26 batch_cost: 0.6552 data_cost: 0.0021 ips: 6.1049 images/s [04/09 20:46:07] ppdet.engine INFO: Epoch: [4] [3700/7329] learning_rate: 0.000100 loss_class: 0.670604 loss_bbox: 0.179090 loss_giou: 0.499907 loss_class_aux: 4.412195 loss_bbox_aux: 1.152118 loss_giou_aux: 3.028073 loss_class_dn: 0.406094 loss_bbox_dn: 0.238182 loss_giou_dn: 0.544001 loss_class_aux_dn: 2.171803 loss_bbox_aux_dn: 1.333460 loss_giou_aux_dn: 2.923517 loss: 17.918797 eta: 6 days, 9:03:20 batch_cost: 0.6507 data_cost: 0.0021 ips: 6.1474 images/s [04/09 20:47:17] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.747595 loss_bbox: 0.185385 loss_giou: 0.386206 loss_class_aux: 4.893172 loss_bbox_aux: 1.172927 loss_giou_aux: 2.492171 loss_class_dn: 0.380550 loss_bbox_dn: 0.259937 loss_giou_dn: 0.505464 loss_class_aux_dn: 1.989360 loss_bbox_aux_dn: 1.426972 loss_giou_aux_dn: 2.727094 loss: 18.060526 eta: 6 days, 9:01:56 batch_cost: 0.6434 data_cost: 0.0020 ips: 6.2166 images/s [04/09 20:48:29] ppdet.engine INFO: Epoch: [4] [3900/7329] learning_rate: 0.000100 loss_class: 0.730430 loss_bbox: 0.186922 loss_giou: 0.454362 loss_class_aux: 4.812528 loss_bbox_aux: 1.157621 loss_giou_aux: 2.979862 loss_class_dn: 0.411985 loss_bbox_dn: 0.265719 loss_giou_dn: 0.549592 loss_class_aux_dn: 2.196607 loss_bbox_aux_dn: 1.473354 loss_giou_aux_dn: 3.050596 loss: 19.863636 eta: 6 days, 9:01:10 batch_cost: 0.6585 data_cost: 0.0019 ips: 6.0748 images/s [04/09 20:49:40] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.680329 loss_bbox: 0.183832 loss_giou: 0.508139 loss_class_aux: 4.323291 loss_bbox_aux: 1.192628 loss_giou_aux: 3.196712 loss_class_dn: 0.410034 loss_bbox_dn: 0.252889 loss_giou_dn: 0.550116 loss_class_aux_dn: 2.184786 loss_bbox_aux_dn: 1.408732 loss_giou_aux_dn: 2.925334 loss: 18.446880 eta: 6 days, 9:00:10 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1259 images/s [04/09 20:50:51] ppdet.engine INFO: Epoch: [4] [4100/7329] learning_rate: 0.000100 loss_class: 0.639024 loss_bbox: 0.178374 loss_giou: 0.493283 loss_class_aux: 4.300380 loss_bbox_aux: 1.118681 loss_giou_aux: 3.067455 loss_class_dn: 0.375020 loss_bbox_dn: 0.259923 loss_giou_dn: 0.543595 loss_class_aux_dn: 1.991891 loss_bbox_aux_dn: 1.396604 loss_giou_aux_dn: 2.865765 loss: 18.413391 eta: 6 days, 8:59:14 batch_cost: 0.6542 data_cost: 0.0020 ips: 6.1140 images/s [04/09 20:52:01] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.639768 loss_bbox: 0.167622 loss_giou: 0.463136 loss_class_aux: 4.310195 loss_bbox_aux: 1.143724 loss_giou_aux: 2.955469 loss_class_dn: 0.355870 loss_bbox_dn: 0.250540 loss_giou_dn: 0.526981 loss_class_aux_dn: 1.901119 loss_bbox_aux_dn: 1.423252 loss_giou_aux_dn: 2.814404 loss: 17.605762 eta: 6 days, 8:57:55 batch_cost: 0.6457 data_cost: 0.0019 ips: 6.1952 images/s [04/09 20:53:13] ppdet.engine INFO: Epoch: [4] [4300/7329] learning_rate: 0.000100 loss_class: 0.752686 loss_bbox: 0.175664 loss_giou: 0.475656 loss_class_aux: 4.812425 loss_bbox_aux: 1.186026 loss_giou_aux: 3.009356 loss_class_dn: 0.384670 loss_bbox_dn: 0.266306 loss_giou_dn: 0.522147 loss_class_aux_dn: 2.019652 loss_bbox_aux_dn: 1.428277 loss_giou_aux_dn: 2.752409 loss: 18.081306 eta: 6 days, 8:57:07 batch_cost: 0.6578 data_cost: 0.0019 ips: 6.0805 images/s [04/09 20:54:24] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.744435 loss_bbox: 0.187776 loss_giou: 0.497158 loss_class_aux: 4.637167 loss_bbox_aux: 1.212851 loss_giou_aux: 3.148967 loss_class_dn: 0.413600 loss_bbox_dn: 0.265722 loss_giou_dn: 0.571374 loss_class_aux_dn: 2.147315 loss_bbox_aux_dn: 1.458459 loss_giou_aux_dn: 3.017390 loss: 19.719332 eta: 6 days, 8:56:19 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0838 images/s [04/09 20:55:35] ppdet.engine INFO: Epoch: [4] [4500/7329] learning_rate: 0.000100 loss_class: 0.694778 loss_bbox: 0.163315 loss_giou: 0.486994 loss_class_aux: 4.483799 loss_bbox_aux: 1.111520 loss_giou_aux: 3.001607 loss_class_dn: 0.393718 loss_bbox_dn: 0.238177 loss_giou_dn: 0.539616 loss_class_aux_dn: 2.062008 loss_bbox_aux_dn: 1.337666 loss_giou_aux_dn: 2.858436 loss: 18.306126 eta: 6 days, 8:55:13 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1476 images/s [04/09 20:56:45] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.686062 loss_bbox: 0.174572 loss_giou: 0.475545 loss_class_aux: 4.556261 loss_bbox_aux: 1.178065 loss_giou_aux: 3.002175 loss_class_dn: 0.426719 loss_bbox_dn: 0.271757 loss_giou_dn: 0.528479 loss_class_aux_dn: 2.258594 loss_bbox_aux_dn: 1.448025 loss_giou_aux_dn: 2.826535 loss: 18.405485 eta: 6 days, 8:53:50 batch_cost: 0.6439 data_cost: 0.0023 ips: 6.2124 images/s [04/09 20:57:56] ppdet.engine INFO: Epoch: [4] [4700/7329] learning_rate: 0.000100 loss_class: 0.756967 loss_bbox: 0.181349 loss_giou: 0.531939 loss_class_aux: 4.828709 loss_bbox_aux: 1.217721 loss_giou_aux: 3.420445 loss_class_dn: 0.392462 loss_bbox_dn: 0.243617 loss_giou_dn: 0.577425 loss_class_aux_dn: 2.047136 loss_bbox_aux_dn: 1.374536 loss_giou_aux_dn: 3.010585 loss: 18.822151 eta: 6 days, 8:52:59 batch_cost: 0.6565 data_cost: 0.0020 ips: 6.0929 images/s [04/09 20:59:07] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.701476 loss_bbox: 0.190148 loss_giou: 0.467562 loss_class_aux: 4.537189 loss_bbox_aux: 1.274010 loss_giou_aux: 2.978747 loss_class_dn: 0.400597 loss_bbox_dn: 0.280418 loss_giou_dn: 0.550323 loss_class_aux_dn: 2.097482 loss_bbox_aux_dn: 1.541685 loss_giou_aux_dn: 2.925737 loss: 18.574463 eta: 6 days, 8:51:46 batch_cost: 0.6481 data_cost: 0.0021 ips: 6.1717 images/s [04/09 21:00:17] ppdet.engine INFO: Epoch: [4] [4900/7329] learning_rate: 0.000100 loss_class: 0.686136 loss_bbox: 0.191956 loss_giou: 0.484653 loss_class_aux: 4.461975 loss_bbox_aux: 1.225007 loss_giou_aux: 3.070025 loss_class_dn: 0.389811 loss_bbox_dn: 0.264491 loss_giou_dn: 0.513354 loss_class_aux_dn: 2.085004 loss_bbox_aux_dn: 1.472364 loss_giou_aux_dn: 2.783602 loss: 17.410362 eta: 6 days, 8:50:34 batch_cost: 0.6481 data_cost: 0.0024 ips: 6.1722 images/s [04/09 21:01:27] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.592530 loss_bbox: 0.171655 loss_giou: 0.393347 loss_class_aux: 3.937240 loss_bbox_aux: 1.137426 loss_giou_aux: 2.508811 loss_class_dn: 0.352654 loss_bbox_dn: 0.269902 loss_giou_dn: 0.459410 loss_class_aux_dn: 1.846122 loss_bbox_aux_dn: 1.471277 loss_giou_aux_dn: 2.492287 loss: 16.533482 eta: 6 days, 8:49:08 batch_cost: 0.6424 data_cost: 0.0023 ips: 6.2268 images/s [04/09 21:02:38] ppdet.engine INFO: Epoch: [4] [5100/7329] learning_rate: 0.000100 loss_class: 0.712425 loss_bbox: 0.164920 loss_giou: 0.467431 loss_class_aux: 4.441127 loss_bbox_aux: 1.065358 loss_giou_aux: 3.035599 loss_class_dn: 0.414538 loss_bbox_dn: 0.266203 loss_giou_dn: 0.547904 loss_class_aux_dn: 2.207561 loss_bbox_aux_dn: 1.489450 loss_giou_aux_dn: 2.874371 loss: 18.851089 eta: 6 days, 8:48:08 batch_cost: 0.6530 data_cost: 0.0021 ips: 6.1256 images/s [04/09 21:03:50] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.711456 loss_bbox: 0.195425 loss_giou: 0.570736 loss_class_aux: 4.688522 loss_bbox_aux: 1.189221 loss_giou_aux: 3.514265 loss_class_dn: 0.414575 loss_bbox_dn: 0.252893 loss_giou_dn: 0.608297 loss_class_aux_dn: 2.140452 loss_bbox_aux_dn: 1.445467 loss_giou_aux_dn: 3.186553 loss: 19.745964 eta: 6 days, 8:47:20 batch_cost: 0.6578 data_cost: 0.0023 ips: 6.0806 images/s [04/09 21:05:02] ppdet.engine INFO: Epoch: [4] [5300/7329] learning_rate: 0.000100 loss_class: 0.720663 loss_bbox: 0.206000 loss_giou: 0.560751 loss_class_aux: 4.598695 loss_bbox_aux: 1.361261 loss_giou_aux: 3.482236 loss_class_dn: 0.442264 loss_bbox_dn: 0.255670 loss_giou_dn: 0.612529 loss_class_aux_dn: 2.291359 loss_bbox_aux_dn: 1.388874 loss_giou_aux_dn: 3.254006 loss: 20.047169 eta: 6 days, 8:46:43 batch_cost: 0.6628 data_cost: 0.0021 ips: 6.0353 images/s [04/09 21:06:12] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.645970 loss_bbox: 0.158267 loss_giou: 0.421021 loss_class_aux: 4.295234 loss_bbox_aux: 1.017386 loss_giou_aux: 2.707269 loss_class_dn: 0.354057 loss_bbox_dn: 0.238486 loss_giou_dn: 0.480152 loss_class_aux_dn: 1.845074 loss_bbox_aux_dn: 1.319970 loss_giou_aux_dn: 2.561083 loss: 16.685452 eta: 6 days, 8:45:34 batch_cost: 0.6493 data_cost: 0.0023 ips: 6.1609 images/s [04/09 21:07:22] ppdet.engine INFO: Epoch: [4] [5500/7329] learning_rate: 0.000100 loss_class: 0.704422 loss_bbox: 0.199336 loss_giou: 0.424974 loss_class_aux: 4.548900 loss_bbox_aux: 1.237360 loss_giou_aux: 2.753002 loss_class_dn: 0.380103 loss_bbox_dn: 0.272392 loss_giou_dn: 0.488100 loss_class_aux_dn: 2.005026 loss_bbox_aux_dn: 1.547696 loss_giou_aux_dn: 2.647151 loss: 17.384655 eta: 6 days, 8:44:14 batch_cost: 0.6450 data_cost: 0.0022 ips: 6.2020 images/s [04/09 21:08:32] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.646354 loss_bbox: 0.156127 loss_giou: 0.464347 loss_class_aux: 4.415833 loss_bbox_aux: 1.050472 loss_giou_aux: 2.971833 loss_class_dn: 0.393095 loss_bbox_dn: 0.218296 loss_giou_dn: 0.506219 loss_class_aux_dn: 2.083551 loss_bbox_aux_dn: 1.235832 loss_giou_aux_dn: 2.720937 loss: 17.995516 eta: 6 days, 8:42:53 batch_cost: 0.6444 data_cost: 0.0022 ips: 6.2069 images/s [04/09 21:09:42] ppdet.engine INFO: Epoch: [4] [5700/7329] learning_rate: 0.000100 loss_class: 0.680237 loss_bbox: 0.187247 loss_giou: 0.454585 loss_class_aux: 4.543385 loss_bbox_aux: 1.234884 loss_giou_aux: 2.928589 loss_class_dn: 0.406206 loss_bbox_dn: 0.247543 loss_giou_dn: 0.554659 loss_class_aux_dn: 2.171881 loss_bbox_aux_dn: 1.414094 loss_giou_aux_dn: 3.027218 loss: 18.599724 eta: 6 days, 8:41:20 batch_cost: 0.6393 data_cost: 0.0023 ips: 6.2566 images/s [04/09 21:10:52] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.661557 loss_bbox: 0.169985 loss_giou: 0.452776 loss_class_aux: 4.392403 loss_bbox_aux: 1.120208 loss_giou_aux: 2.974654 loss_class_dn: 0.393844 loss_bbox_dn: 0.248417 loss_giou_dn: 0.508317 loss_class_aux_dn: 2.014573 loss_bbox_aux_dn: 1.389532 loss_giou_aux_dn: 2.773081 loss: 17.173218 eta: 6 days, 8:40:19 batch_cost: 0.6523 data_cost: 0.0024 ips: 6.1320 images/s [04/09 21:12:02] ppdet.engine INFO: Epoch: [4] [5900/7329] learning_rate: 0.000100 loss_class: 0.616161 loss_bbox: 0.172084 loss_giou: 0.450569 loss_class_aux: 4.021468 loss_bbox_aux: 1.101418 loss_giou_aux: 2.795352 loss_class_dn: 0.363163 loss_bbox_dn: 0.216405 loss_giou_dn: 0.463266 loss_class_aux_dn: 1.901999 loss_bbox_aux_dn: 1.226840 loss_giou_aux_dn: 2.524692 loss: 16.461802 eta: 6 days, 8:38:56 batch_cost: 0.6438 data_cost: 0.0020 ips: 6.2136 images/s [04/09 21:13:14] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.679863 loss_bbox: 0.176530 loss_giou: 0.480153 loss_class_aux: 4.363447 loss_bbox_aux: 1.138581 loss_giou_aux: 3.025402 loss_class_dn: 0.385039 loss_bbox_dn: 0.240080 loss_giou_dn: 0.540518 loss_class_aux_dn: 2.027903 loss_bbox_aux_dn: 1.367038 loss_giou_aux_dn: 2.861387 loss: 18.062286 eta: 6 days, 8:38:06 batch_cost: 0.6573 data_cost: 0.0021 ips: 6.0859 images/s [04/09 21:14:25] ppdet.engine INFO: Epoch: [4] [6100/7329] learning_rate: 0.000100 loss_class: 0.652116 loss_bbox: 0.176220 loss_giou: 0.418685 loss_class_aux: 4.235093 loss_bbox_aux: 1.112852 loss_giou_aux: 2.657674 loss_class_dn: 0.360277 loss_bbox_dn: 0.249265 loss_giou_dn: 0.490695 loss_class_aux_dn: 1.937742 loss_bbox_aux_dn: 1.376240 loss_giou_aux_dn: 2.658561 loss: 18.068726 eta: 6 days, 8:36:56 batch_cost: 0.6488 data_cost: 0.0022 ips: 6.1650 images/s [04/09 21:15:35] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.735000 loss_bbox: 0.184338 loss_giou: 0.460827 loss_class_aux: 4.745582 loss_bbox_aux: 1.181450 loss_giou_aux: 3.060960 loss_class_dn: 0.408483 loss_bbox_dn: 0.262367 loss_giou_dn: 0.551572 loss_class_aux_dn: 2.142683 loss_bbox_aux_dn: 1.421004 loss_giou_aux_dn: 2.964708 loss: 19.439377 eta: 6 days, 8:35:36 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2065 images/s [04/09 21:16:45] ppdet.engine INFO: Epoch: [4] [6300/7329] learning_rate: 0.000100 loss_class: 0.646576 loss_bbox: 0.175091 loss_giou: 0.418506 loss_class_aux: 4.391003 loss_bbox_aux: 1.137609 loss_giou_aux: 2.778087 loss_class_dn: 0.379355 loss_bbox_dn: 0.258487 loss_giou_dn: 0.501499 loss_class_aux_dn: 2.022547 loss_bbox_aux_dn: 1.454488 loss_giou_aux_dn: 2.659083 loss: 17.944532 eta: 6 days, 8:34:30 batch_cost: 0.6508 data_cost: 0.0021 ips: 6.1466 images/s [04/09 21:17:56] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.617505 loss_bbox: 0.162663 loss_giou: 0.469504 loss_class_aux: 4.084590 loss_bbox_aux: 1.050462 loss_giou_aux: 2.955792 loss_class_dn: 0.362338 loss_bbox_dn: 0.224710 loss_giou_dn: 0.495888 loss_class_aux_dn: 1.888893 loss_bbox_aux_dn: 1.237546 loss_giou_aux_dn: 2.686216 loss: 16.241631 eta: 6 days, 8:33:15 batch_cost: 0.6467 data_cost: 0.0021 ips: 6.1857 images/s [04/09 21:19:06] ppdet.engine INFO: Epoch: [4] [6500/7329] learning_rate: 0.000100 loss_class: 0.699159 loss_bbox: 0.191195 loss_giou: 0.573624 loss_class_aux: 4.695486 loss_bbox_aux: 1.208669 loss_giou_aux: 3.632907 loss_class_dn: 0.405835 loss_bbox_dn: 0.266210 loss_giou_dn: 0.603420 loss_class_aux_dn: 2.121494 loss_bbox_aux_dn: 1.452469 loss_giou_aux_dn: 3.261249 loss: 19.215866 eta: 6 days, 8:32:01 batch_cost: 0.6469 data_cost: 0.0019 ips: 6.1829 images/s [04/09 21:20:17] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.626734 loss_bbox: 0.163085 loss_giou: 0.399617 loss_class_aux: 4.233322 loss_bbox_aux: 1.078312 loss_giou_aux: 2.605838 loss_class_dn: 0.367156 loss_bbox_dn: 0.243195 loss_giou_dn: 0.478786 loss_class_aux_dn: 1.961014 loss_bbox_aux_dn: 1.405640 loss_giou_aux_dn: 2.607646 loss: 17.310722 eta: 6 days, 8:30:52 batch_cost: 0.6493 data_cost: 0.0022 ips: 6.1608 images/s [04/09 21:21:28] ppdet.engine INFO: Epoch: [4] [6700/7329] learning_rate: 0.000100 loss_class: 0.669537 loss_bbox: 0.148345 loss_giou: 0.528111 loss_class_aux: 4.464524 loss_bbox_aux: 1.014405 loss_giou_aux: 3.373045 loss_class_dn: 0.398511 loss_bbox_dn: 0.211384 loss_giou_dn: 0.562661 loss_class_aux_dn: 2.092061 loss_bbox_aux_dn: 1.204222 loss_giou_aux_dn: 2.952550 loss: 17.161430 eta: 6 days, 8:29:56 batch_cost: 0.6546 data_cost: 0.0022 ips: 6.1110 images/s [04/09 21:22:39] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.701994 loss_bbox: 0.179494 loss_giou: 0.522752 loss_class_aux: 4.681573 loss_bbox_aux: 1.232097 loss_giou_aux: 3.128365 loss_class_dn: 0.424599 loss_bbox_dn: 0.265795 loss_giou_dn: 0.556856 loss_class_aux_dn: 2.253058 loss_bbox_aux_dn: 1.490099 loss_giou_aux_dn: 2.919962 loss: 19.049824 eta: 6 days, 8:29:11 batch_cost: 0.6596 data_cost: 0.0024 ips: 6.0644 images/s [04/09 21:23:50] ppdet.engine INFO: Epoch: [4] [6900/7329] learning_rate: 0.000100 loss_class: 0.770540 loss_bbox: 0.186947 loss_giou: 0.483071 loss_class_aux: 5.080834 loss_bbox_aux: 1.211263 loss_giou_aux: 3.068694 loss_class_dn: 0.415177 loss_bbox_dn: 0.268652 loss_giou_dn: 0.538916 loss_class_aux_dn: 2.190239 loss_bbox_aux_dn: 1.499011 loss_giou_aux_dn: 2.927215 loss: 18.635027 eta: 6 days, 8:28:05 batch_cost: 0.6506 data_cost: 0.0022 ips: 6.1482 images/s [04/09 21:25:01] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.613833 loss_bbox: 0.158750 loss_giou: 0.347167 loss_class_aux: 4.079873 loss_bbox_aux: 1.058268 loss_giou_aux: 2.256244 loss_class_dn: 0.329700 loss_bbox_dn: 0.220319 loss_giou_dn: 0.422980 loss_class_aux_dn: 1.756701 loss_bbox_aux_dn: 1.259682 loss_giou_aux_dn: 2.289802 loss: 14.583857 eta: 6 days, 8:26:56 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1620 images/s [04/09 21:26:12] ppdet.engine INFO: Epoch: [4] [7100/7329] learning_rate: 0.000100 loss_class: 0.647053 loss_bbox: 0.193840 loss_giou: 0.415999 loss_class_aux: 4.237820 loss_bbox_aux: 1.213798 loss_giou_aux: 2.691479 loss_class_dn: 0.368705 loss_bbox_dn: 0.243714 loss_giou_dn: 0.479276 loss_class_aux_dn: 1.972187 loss_bbox_aux_dn: 1.391989 loss_giou_aux_dn: 2.623530 loss: 16.998905 eta: 6 days, 8:26:03 batch_cost: 0.6564 data_cost: 0.0022 ips: 6.0942 images/s [04/09 21:27:24] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.719481 loss_bbox: 0.186274 loss_giou: 0.484370 loss_class_aux: 4.761855 loss_bbox_aux: 1.230689 loss_giou_aux: 3.084204 loss_class_dn: 0.398402 loss_bbox_dn: 0.243846 loss_giou_dn: 0.549647 loss_class_aux_dn: 2.121337 loss_bbox_aux_dn: 1.304183 loss_giou_aux_dn: 2.955003 loss: 18.963436 eta: 6 days, 8:25:16 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0720 images/s [04/09 21:28:35] ppdet.engine INFO: Epoch: [4] [7300/7329] learning_rate: 0.000100 loss_class: 0.691527 loss_bbox: 0.173399 loss_giou: 0.499867 loss_class_aux: 4.501089 loss_bbox_aux: 1.099982 loss_giou_aux: 3.198361 loss_class_dn: 0.397360 loss_bbox_dn: 0.222800 loss_giou_dn: 0.570342 loss_class_aux_dn: 2.103003 loss_bbox_aux_dn: 1.237761 loss_giou_aux_dn: 2.948421 loss: 18.221449 eta: 6 days, 8:24:20 batch_cost: 0.6549 data_cost: 0.0020 ips: 6.1080 images/s [04/09 21:29:00] ppdet.engine INFO: Eval iter: 0 [04/09 21:29:28] ppdet.engine INFO: Eval iter: 100 [04/09 21:29:56] ppdet.engine INFO: Eval iter: 200 [04/09 21:30:24] ppdet.engine INFO: Eval iter: 300 [04/09 21:30:52] ppdet.engine INFO: Eval iter: 400 [04/09 21:31:20] ppdet.engine INFO: Eval iter: 500 [04/09 21:31:47] ppdet.engine INFO: Eval iter: 600 [04/09 21:32:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.18s) creating index... index created! [04/09 21:32:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.43s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.03s). Accumulating evaluation results... DONE (t=29.48s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.454 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.627 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.491 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.264 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 ] = 0.636 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 ] = 0.596 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.676 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.456 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.873 [04/09 21:35:19] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.699932388571757 [04/09 21:35:19] ppdet.engine INFO: Best test bbox ap is 0.454. [04/09 21:35:23] ppdet.engine INFO: Epoch: [5] [ 0/7329] learning_rate: 0.000100 loss_class: 0.654705 loss_bbox: 0.154655 loss_giou: 0.477778 loss_class_aux: 4.166026 loss_bbox_aux: 0.985568 loss_giou_aux: 3.012589 loss_class_dn: 0.357833 loss_bbox_dn: 0.196274 loss_giou_dn: 0.521633 loss_class_aux_dn: 1.867329 loss_bbox_aux_dn: 1.115820 loss_giou_aux_dn: 2.790856 loss: 16.372507 eta: 6 days, 8:24:04 batch_cost: 0.6555 data_cost: 0.0020 ips: 6.1018 images/s [04/09 21:36:34] ppdet.engine INFO: Epoch: [5] [ 100/7329] learning_rate: 0.000100 loss_class: 0.704089 loss_bbox: 0.173008 loss_giou: 0.470937 loss_class_aux: 4.688336 loss_bbox_aux: 1.129822 loss_giou_aux: 2.975727 loss_class_dn: 0.401669 loss_bbox_dn: 0.242345 loss_giou_dn: 0.543001 loss_class_aux_dn: 2.166292 loss_bbox_aux_dn: 1.334077 loss_giou_aux_dn: 2.921909 loss: 18.144505 eta: 6 days, 8:23:01 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1333 images/s [04/09 21:37:43] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.632876 loss_bbox: 0.177545 loss_giou: 0.424586 loss_class_aux: 4.219891 loss_bbox_aux: 1.191761 loss_giou_aux: 2.854230 loss_class_dn: 0.366510 loss_bbox_dn: 0.246480 loss_giou_dn: 0.519838 loss_class_aux_dn: 1.932848 loss_bbox_aux_dn: 1.372849 loss_giou_aux_dn: 2.774709 loss: 17.568865 eta: 6 days, 8:21:12 batch_cost: 0.6317 data_cost: 0.0020 ips: 6.3321 images/s [04/09 21:38:53] ppdet.engine INFO: Epoch: [5] [ 300/7329] learning_rate: 0.000100 loss_class: 0.673693 loss_bbox: 0.180578 loss_giou: 0.528487 loss_class_aux: 4.256757 loss_bbox_aux: 1.171692 loss_giou_aux: 3.436258 loss_class_dn: 0.408179 loss_bbox_dn: 0.230660 loss_giou_dn: 0.580342 loss_class_aux_dn: 2.151574 loss_bbox_aux_dn: 1.277240 loss_giou_aux_dn: 3.078195 loss: 19.118259 eta: 6 days, 8:19:57 batch_cost: 0.6464 data_cost: 0.0020 ips: 6.1881 images/s [04/09 21:40:03] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.655342 loss_bbox: 0.175332 loss_giou: 0.480430 loss_class_aux: 4.385779 loss_bbox_aux: 1.136353 loss_giou_aux: 3.083833 loss_class_dn: 0.390673 loss_bbox_dn: 0.233727 loss_giou_dn: 0.507143 loss_class_aux_dn: 1.997803 loss_bbox_aux_dn: 1.276197 loss_giou_aux_dn: 2.790218 loss: 17.879292 eta: 6 days, 8:18:42 batch_cost: 0.6468 data_cost: 0.0021 ips: 6.1847 images/s [04/09 21:41:13] ppdet.engine INFO: Epoch: [5] [ 500/7329] learning_rate: 0.000100 loss_class: 0.717986 loss_bbox: 0.173806 loss_giou: 0.480827 loss_class_aux: 4.601834 loss_bbox_aux: 1.166291 loss_giou_aux: 3.053927 loss_class_dn: 0.399930 loss_bbox_dn: 0.262855 loss_giou_dn: 0.540164 loss_class_aux_dn: 2.120019 loss_bbox_aux_dn: 1.420421 loss_giou_aux_dn: 2.905363 loss: 17.923096 eta: 6 days, 8:17:15 batch_cost: 0.6409 data_cost: 0.0021 ips: 6.2409 images/s [04/09 21:42:24] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.769131 loss_bbox: 0.192064 loss_giou: 0.516253 loss_class_aux: 5.039443 loss_bbox_aux: 1.340662 loss_giou_aux: 3.312180 loss_class_dn: 0.421407 loss_bbox_dn: 0.281103 loss_giou_dn: 0.557090 loss_class_aux_dn: 2.195956 loss_bbox_aux_dn: 1.533453 loss_giou_aux_dn: 3.049993 loss: 19.373785 eta: 6 days, 8:16:26 batch_cost: 0.6581 data_cost: 0.0021 ips: 6.0784 images/s [04/09 21:43:35] ppdet.engine INFO: Epoch: [5] [ 700/7329] learning_rate: 0.000100 loss_class: 0.730963 loss_bbox: 0.203729 loss_giou: 0.537704 loss_class_aux: 4.391585 loss_bbox_aux: 1.274277 loss_giou_aux: 3.315627 loss_class_dn: 0.409337 loss_bbox_dn: 0.256425 loss_giou_dn: 0.578143 loss_class_aux_dn: 2.115606 loss_bbox_aux_dn: 1.405510 loss_giou_aux_dn: 3.129396 loss: 19.543505 eta: 6 days, 8:15:21 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1458 images/s [04/09 21:44:46] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.637874 loss_bbox: 0.160691 loss_giou: 0.440587 loss_class_aux: 4.317967 loss_bbox_aux: 1.094484 loss_giou_aux: 2.892642 loss_class_dn: 0.356964 loss_bbox_dn: 0.215692 loss_giou_dn: 0.494567 loss_class_aux_dn: 1.913175 loss_bbox_aux_dn: 1.189522 loss_giou_aux_dn: 2.639728 loss: 16.423285 eta: 6 days, 8:14:15 batch_cost: 0.6504 data_cost: 0.0022 ips: 6.1498 images/s [04/09 21:45:57] ppdet.engine INFO: Epoch: [5] [ 900/7329] learning_rate: 0.000100 loss_class: 0.674083 loss_bbox: 0.169233 loss_giou: 0.457618 loss_class_aux: 4.440600 loss_bbox_aux: 1.128103 loss_giou_aux: 2.913916 loss_class_dn: 0.391892 loss_bbox_dn: 0.251971 loss_giou_dn: 0.522692 loss_class_aux_dn: 2.035261 loss_bbox_aux_dn: 1.367085 loss_giou_aux_dn: 2.765595 loss: 17.595539 eta: 6 days, 8:13:22 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0953 images/s [04/09 21:47:07] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.711852 loss_bbox: 0.170431 loss_giou: 0.416113 loss_class_aux: 4.511758 loss_bbox_aux: 1.133038 loss_giou_aux: 2.667038 loss_class_dn: 0.392649 loss_bbox_dn: 0.262834 loss_giou_dn: 0.502591 loss_class_aux_dn: 2.061522 loss_bbox_aux_dn: 1.448686 loss_giou_aux_dn: 2.762496 loss: 18.019306 eta: 6 days, 8:12:07 batch_cost: 0.6466 data_cost: 0.0020 ips: 6.1865 images/s [04/09 21:48:19] ppdet.engine INFO: Epoch: [5] [1100/7329] learning_rate: 0.000100 loss_class: 0.620614 loss_bbox: 0.168655 loss_giou: 0.431694 loss_class_aux: 4.049870 loss_bbox_aux: 1.085719 loss_giou_aux: 2.748630 loss_class_dn: 0.347516 loss_bbox_dn: 0.235375 loss_giou_dn: 0.486107 loss_class_aux_dn: 1.820007 loss_bbox_aux_dn: 1.329966 loss_giou_aux_dn: 2.608562 loss: 16.736788 eta: 6 days, 8:11:13 batch_cost: 0.6559 data_cost: 0.0021 ips: 6.0982 images/s [04/09 21:49:30] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.645280 loss_bbox: 0.171962 loss_giou: 0.442225 loss_class_aux: 4.272445 loss_bbox_aux: 1.135947 loss_giou_aux: 2.808408 loss_class_dn: 0.353747 loss_bbox_dn: 0.235850 loss_giou_dn: 0.471920 loss_class_aux_dn: 1.880245 loss_bbox_aux_dn: 1.313428 loss_giou_aux_dn: 2.496542 loss: 16.853584 eta: 6 days, 8:10:22 batch_cost: 0.6572 data_cost: 0.0018 ips: 6.0864 images/s [04/09 21:50:41] ppdet.engine INFO: Epoch: [5] [1300/7329] learning_rate: 0.000100 loss_class: 0.651735 loss_bbox: 0.164036 loss_giou: 0.503735 loss_class_aux: 4.299537 loss_bbox_aux: 1.099615 loss_giou_aux: 3.269670 loss_class_dn: 0.411656 loss_bbox_dn: 0.232542 loss_giou_dn: 0.527424 loss_class_aux_dn: 2.149997 loss_bbox_aux_dn: 1.298349 loss_giou_aux_dn: 2.831470 loss: 18.298500 eta: 6 days, 8:09:21 batch_cost: 0.6528 data_cost: 0.0022 ips: 6.1271 images/s [04/09 21:51:51] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.679131 loss_bbox: 0.181679 loss_giou: 0.443494 loss_class_aux: 4.281290 loss_bbox_aux: 1.189573 loss_giou_aux: 2.964931 loss_class_dn: 0.393938 loss_bbox_dn: 0.225299 loss_giou_dn: 0.502979 loss_class_aux_dn: 2.119585 loss_bbox_aux_dn: 1.293716 loss_giou_aux_dn: 2.744213 loss: 18.654484 eta: 6 days, 8:08:08 batch_cost: 0.6473 data_cost: 0.0021 ips: 6.1797 images/s [04/09 21:53:02] ppdet.engine INFO: Epoch: [5] [1500/7329] learning_rate: 0.000100 loss_class: 0.616219 loss_bbox: 0.176441 loss_giou: 0.402463 loss_class_aux: 3.954780 loss_bbox_aux: 1.078035 loss_giou_aux: 2.622656 loss_class_dn: 0.358091 loss_bbox_dn: 0.236715 loss_giou_dn: 0.468537 loss_class_aux_dn: 1.806217 loss_bbox_aux_dn: 1.307214 loss_giou_aux_dn: 2.541472 loss: 15.814536 eta: 6 days, 8:07:07 batch_cost: 0.6526 data_cost: 0.0021 ips: 6.1295 images/s [04/09 21:54:12] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.738845 loss_bbox: 0.181137 loss_giou: 0.421909 loss_class_aux: 4.778545 loss_bbox_aux: 1.243060 loss_giou_aux: 2.735579 loss_class_dn: 0.400484 loss_bbox_dn: 0.264981 loss_giou_dn: 0.536653 loss_class_aux_dn: 2.091534 loss_bbox_aux_dn: 1.457621 loss_giou_aux_dn: 2.868121 loss: 18.826986 eta: 6 days, 8:05:51 batch_cost: 0.6460 data_cost: 0.0021 ips: 6.1918 images/s [04/09 21:55:22] ppdet.engine INFO: Epoch: [5] [1700/7329] learning_rate: 0.000100 loss_class: 0.668321 loss_bbox: 0.177532 loss_giou: 0.455341 loss_class_aux: 4.326680 loss_bbox_aux: 1.212386 loss_giou_aux: 2.896330 loss_class_dn: 0.367029 loss_bbox_dn: 0.251968 loss_giou_dn: 0.494515 loss_class_aux_dn: 1.943985 loss_bbox_aux_dn: 1.354622 loss_giou_aux_dn: 2.689792 loss: 18.038984 eta: 6 days, 8:04:26 batch_cost: 0.6417 data_cost: 0.0021 ips: 6.2339 images/s [04/09 21:56:34] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.709747 loss_bbox: 0.155922 loss_giou: 0.436992 loss_class_aux: 4.816285 loss_bbox_aux: 1.087506 loss_giou_aux: 2.868940 loss_class_dn: 0.394849 loss_bbox_dn: 0.242245 loss_giou_dn: 0.488312 loss_class_aux_dn: 2.121179 loss_bbox_aux_dn: 1.316263 loss_giou_aux_dn: 2.669209 loss: 17.378361 eta: 6 days, 8:03:41 batch_cost: 0.6605 data_cost: 0.0020 ips: 6.0564 images/s [04/09 21:57:45] ppdet.engine INFO: Epoch: [5] [1900/7329] learning_rate: 0.000100 loss_class: 0.612637 loss_bbox: 0.178929 loss_giou: 0.432392 loss_class_aux: 4.164163 loss_bbox_aux: 1.141706 loss_giou_aux: 2.770748 loss_class_dn: 0.339027 loss_bbox_dn: 0.259718 loss_giou_dn: 0.485331 loss_class_aux_dn: 1.820013 loss_bbox_aux_dn: 1.393629 loss_giou_aux_dn: 2.557604 loss: 16.038876 eta: 6 days, 8:02:47 batch_cost: 0.6559 data_cost: 0.0022 ips: 6.0982 images/s [04/09 21:58:58] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.727535 loss_bbox: 0.196905 loss_giou: 0.544142 loss_class_aux: 4.808458 loss_bbox_aux: 1.328054 loss_giou_aux: 3.419983 loss_class_dn: 0.454632 loss_bbox_dn: 0.250986 loss_giou_dn: 0.619264 loss_class_aux_dn: 2.321874 loss_bbox_aux_dn: 1.439523 loss_giou_aux_dn: 3.275961 loss: 21.348181 eta: 6 days, 8:02:24 batch_cost: 0.6703 data_cost: 0.0020 ips: 5.9675 images/s [04/09 22:00:09] ppdet.engine INFO: Epoch: [5] [2100/7329] learning_rate: 0.000100 loss_class: 0.640875 loss_bbox: 0.164246 loss_giou: 0.444283 loss_class_aux: 4.254688 loss_bbox_aux: 1.093019 loss_giou_aux: 2.905857 loss_class_dn: 0.385934 loss_bbox_dn: 0.252091 loss_giou_dn: 0.488148 loss_class_aux_dn: 2.079087 loss_bbox_aux_dn: 1.430488 loss_giou_aux_dn: 2.663418 loss: 17.612608 eta: 6 days, 8:01:32 batch_cost: 0.6568 data_cost: 0.0022 ips: 6.0904 images/s [04/09 22:01:20] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.665533 loss_bbox: 0.160863 loss_giou: 0.452561 loss_class_aux: 4.372564 loss_bbox_aux: 1.078622 loss_giou_aux: 2.954562 loss_class_dn: 0.372649 loss_bbox_dn: 0.242787 loss_giou_dn: 0.492799 loss_class_aux_dn: 2.011497 loss_bbox_aux_dn: 1.317813 loss_giou_aux_dn: 2.743251 loss: 17.841766 eta: 6 days, 8:00:26 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1486 images/s [04/09 22:02:30] ppdet.engine INFO: Epoch: [5] [2300/7329] learning_rate: 0.000100 loss_class: 0.658291 loss_bbox: 0.167679 loss_giou: 0.438608 loss_class_aux: 4.415745 loss_bbox_aux: 1.084809 loss_giou_aux: 2.726856 loss_class_dn: 0.380888 loss_bbox_dn: 0.244292 loss_giou_dn: 0.487215 loss_class_aux_dn: 2.010126 loss_bbox_aux_dn: 1.328205 loss_giou_aux_dn: 2.636266 loss: 17.469982 eta: 6 days, 7:59:09 batch_cost: 0.6454 data_cost: 0.0023 ips: 6.1977 images/s [04/09 22:03:41] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.686046 loss_bbox: 0.179431 loss_giou: 0.418642 loss_class_aux: 4.458641 loss_bbox_aux: 1.093896 loss_giou_aux: 2.669406 loss_class_dn: 0.407698 loss_bbox_dn: 0.237825 loss_giou_dn: 0.503487 loss_class_aux_dn: 2.106458 loss_bbox_aux_dn: 1.343256 loss_giou_aux_dn: 2.716735 loss: 17.657715 eta: 6 days, 7:58:04 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1449 images/s [04/09 22:04:52] ppdet.engine INFO: Epoch: [5] [2500/7329] learning_rate: 0.000100 loss_class: 0.695427 loss_bbox: 0.194435 loss_giou: 0.458114 loss_class_aux: 4.492031 loss_bbox_aux: 1.301395 loss_giou_aux: 2.988723 loss_class_dn: 0.397842 loss_bbox_dn: 0.252311 loss_giou_dn: 0.531313 loss_class_aux_dn: 2.122793 loss_bbox_aux_dn: 1.406840 loss_giou_aux_dn: 2.807038 loss: 18.147209 eta: 6 days, 7:57:13 batch_cost: 0.6575 data_cost: 0.0020 ips: 6.0838 images/s [04/09 22:06:06] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.696377 loss_bbox: 0.181656 loss_giou: 0.480435 loss_class_aux: 4.473696 loss_bbox_aux: 1.166520 loss_giou_aux: 3.072530 loss_class_dn: 0.384606 loss_bbox_dn: 0.250727 loss_giou_dn: 0.524096 loss_class_aux_dn: 2.003631 loss_bbox_aux_dn: 1.426245 loss_giou_aux_dn: 2.831555 loss: 18.116808 eta: 6 days, 7:57:06 batch_cost: 0.6783 data_cost: 0.0022 ips: 5.8972 images/s [04/09 22:07:18] ppdet.engine INFO: Epoch: [5] [2700/7329] learning_rate: 0.000100 loss_class: 0.707696 loss_bbox: 0.192071 loss_giou: 0.444211 loss_class_aux: 4.713321 loss_bbox_aux: 1.222667 loss_giou_aux: 2.782343 loss_class_dn: 0.394953 loss_bbox_dn: 0.273624 loss_giou_dn: 0.530275 loss_class_aux_dn: 2.140260 loss_bbox_aux_dn: 1.514449 loss_giou_aux_dn: 2.863463 loss: 18.107403 eta: 6 days, 7:56:23 batch_cost: 0.6616 data_cost: 0.0021 ips: 6.0461 images/s [04/09 22:08:28] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.610494 loss_bbox: 0.167009 loss_giou: 0.464563 loss_class_aux: 4.078426 loss_bbox_aux: 1.087466 loss_giou_aux: 2.863967 loss_class_dn: 0.370336 loss_bbox_dn: 0.237358 loss_giou_dn: 0.506241 loss_class_aux_dn: 1.917783 loss_bbox_aux_dn: 1.289205 loss_giou_aux_dn: 2.701035 loss: 16.955856 eta: 6 days, 7:55:08 batch_cost: 0.6463 data_cost: 0.0024 ips: 6.1891 images/s [04/09 22:09:37] ppdet.engine INFO: Epoch: [5] [2900/7329] learning_rate: 0.000100 loss_class: 0.688878 loss_bbox: 0.174739 loss_giou: 0.559910 loss_class_aux: 4.430963 loss_bbox_aux: 1.077983 loss_giou_aux: 3.533214 loss_class_dn: 0.425994 loss_bbox_dn: 0.249176 loss_giou_dn: 0.610275 loss_class_aux_dn: 2.164490 loss_bbox_aux_dn: 1.378069 loss_giou_aux_dn: 3.273535 loss: 19.290905 eta: 6 days, 7:53:34 batch_cost: 0.6374 data_cost: 0.0019 ips: 6.2752 images/s [04/09 22:10:48] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.649808 loss_bbox: 0.168376 loss_giou: 0.387759 loss_class_aux: 4.096897 loss_bbox_aux: 1.126855 loss_giou_aux: 2.435427 loss_class_dn: 0.345823 loss_bbox_dn: 0.225622 loss_giou_dn: 0.428061 loss_class_aux_dn: 1.809375 loss_bbox_aux_dn: 1.265934 loss_giou_aux_dn: 2.370805 loss: 16.672441 eta: 6 days, 7:52:34 batch_cost: 0.6535 data_cost: 0.0021 ips: 6.1212 images/s [04/09 22:11:58] ppdet.engine INFO: Epoch: [5] [3100/7329] learning_rate: 0.000100 loss_class: 0.693084 loss_bbox: 0.187609 loss_giou: 0.473649 loss_class_aux: 4.617577 loss_bbox_aux: 1.184882 loss_giou_aux: 2.916586 loss_class_dn: 0.393840 loss_bbox_dn: 0.270701 loss_giou_dn: 0.568720 loss_class_aux_dn: 2.110563 loss_bbox_aux_dn: 1.490688 loss_giou_aux_dn: 2.994712 loss: 18.804764 eta: 6 days, 7:51:14 batch_cost: 0.6440 data_cost: 0.0022 ips: 6.2111 images/s [04/09 22:13:09] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.679712 loss_bbox: 0.187988 loss_giou: 0.462407 loss_class_aux: 4.506464 loss_bbox_aux: 1.177521 loss_giou_aux: 2.942870 loss_class_dn: 0.392229 loss_bbox_dn: 0.265039 loss_giou_dn: 0.536260 loss_class_aux_dn: 2.091499 loss_bbox_aux_dn: 1.473311 loss_giou_aux_dn: 2.879294 loss: 18.801685 eta: 6 days, 7:50:11 batch_cost: 0.6519 data_cost: 0.0021 ips: 6.1363 images/s [04/09 22:14:20] ppdet.engine INFO: Epoch: [5] [3300/7329] learning_rate: 0.000100 loss_class: 0.598622 loss_bbox: 0.175583 loss_giou: 0.415699 loss_class_aux: 3.967779 loss_bbox_aux: 1.151768 loss_giou_aux: 2.758631 loss_class_dn: 0.368630 loss_bbox_dn: 0.254686 loss_giou_dn: 0.477787 loss_class_aux_dn: 1.955950 loss_bbox_aux_dn: 1.413669 loss_giou_aux_dn: 2.575562 loss: 16.364296 eta: 6 days, 7:49:14 batch_cost: 0.6549 data_cost: 0.0024 ips: 6.1077 images/s [04/09 22:15:31] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.660738 loss_bbox: 0.169562 loss_giou: 0.452654 loss_class_aux: 4.460951 loss_bbox_aux: 1.081838 loss_giou_aux: 2.803516 loss_class_dn: 0.382199 loss_bbox_dn: 0.219692 loss_giou_dn: 0.525517 loss_class_aux_dn: 2.004376 loss_bbox_aux_dn: 1.227457 loss_giou_aux_dn: 2.785882 loss: 17.045589 eta: 6 days, 7:48:20 batch_cost: 0.6562 data_cost: 0.0022 ips: 6.0953 images/s [04/09 22:16:43] ppdet.engine INFO: Epoch: [5] [3500/7329] learning_rate: 0.000100 loss_class: 0.712382 loss_bbox: 0.170025 loss_giou: 0.469197 loss_class_aux: 4.657455 loss_bbox_aux: 1.132988 loss_giou_aux: 2.995543 loss_class_dn: 0.387907 loss_bbox_dn: 0.260338 loss_giou_dn: 0.546497 loss_class_aux_dn: 2.069404 loss_bbox_aux_dn: 1.435138 loss_giou_aux_dn: 2.918815 loss: 19.835426 eta: 6 days, 7:47:32 batch_cost: 0.6594 data_cost: 0.0021 ips: 6.0661 images/s [04/09 22:17:53] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.745482 loss_bbox: 0.172545 loss_giou: 0.457303 loss_class_aux: 4.642767 loss_bbox_aux: 1.166851 loss_giou_aux: 2.901133 loss_class_dn: 0.381574 loss_bbox_dn: 0.240379 loss_giou_dn: 0.516131 loss_class_aux_dn: 2.025994 loss_bbox_aux_dn: 1.289649 loss_giou_aux_dn: 2.796069 loss: 17.972607 eta: 6 days, 7:46:19 batch_cost: 0.6470 data_cost: 0.0020 ips: 6.1827 images/s [04/09 22:19:04] ppdet.engine INFO: Epoch: [5] [3700/7329] learning_rate: 0.000100 loss_class: 0.676357 loss_bbox: 0.174537 loss_giou: 0.471575 loss_class_aux: 4.481371 loss_bbox_aux: 1.145133 loss_giou_aux: 3.006059 loss_class_dn: 0.401533 loss_bbox_dn: 0.231795 loss_giou_dn: 0.540734 loss_class_aux_dn: 2.087971 loss_bbox_aux_dn: 1.293902 loss_giou_aux_dn: 2.853971 loss: 17.470509 eta: 6 days, 7:45:10 batch_cost: 0.6494 data_cost: 0.0024 ips: 6.1595 images/s [04/09 22:20:15] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.696852 loss_bbox: 0.192878 loss_giou: 0.419073 loss_class_aux: 4.666211 loss_bbox_aux: 1.252340 loss_giou_aux: 2.661282 loss_class_dn: 0.382803 loss_bbox_dn: 0.267143 loss_giou_dn: 0.486097 loss_class_aux_dn: 1.980459 loss_bbox_aux_dn: 1.518781 loss_giou_aux_dn: 2.627058 loss: 17.472103 eta: 6 days, 7:44:04 batch_cost: 0.6507 data_cost: 0.0021 ips: 6.1472 images/s [04/09 22:21:25] ppdet.engine INFO: Epoch: [5] [3900/7329] learning_rate: 0.000100 loss_class: 0.696738 loss_bbox: 0.187758 loss_giou: 0.539851 loss_class_aux: 4.560020 loss_bbox_aux: 1.209370 loss_giou_aux: 3.480671 loss_class_dn: 0.416537 loss_bbox_dn: 0.258968 loss_giou_dn: 0.582295 loss_class_aux_dn: 2.160592 loss_bbox_aux_dn: 1.461486 loss_giou_aux_dn: 3.072881 loss: 18.361027 eta: 6 days, 7:42:51 batch_cost: 0.6469 data_cost: 0.0023 ips: 6.1838 images/s [04/09 22:22:36] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.652866 loss_bbox: 0.163422 loss_giou: 0.534538 loss_class_aux: 4.313751 loss_bbox_aux: 1.101722 loss_giou_aux: 3.356635 loss_class_dn: 0.395934 loss_bbox_dn: 0.207716 loss_giou_dn: 0.552095 loss_class_aux_dn: 2.091058 loss_bbox_aux_dn: 1.155009 loss_giou_aux_dn: 2.925634 loss: 17.936939 eta: 6 days, 7:41:49 batch_cost: 0.6526 data_cost: 0.0020 ips: 6.1297 images/s [04/09 22:23:48] ppdet.engine INFO: Epoch: [5] [4100/7329] learning_rate: 0.000100 loss_class: 0.648664 loss_bbox: 0.177526 loss_giou: 0.519891 loss_class_aux: 4.124990 loss_bbox_aux: 1.196700 loss_giou_aux: 3.285869 loss_class_dn: 0.379961 loss_bbox_dn: 0.239214 loss_giou_dn: 0.547258 loss_class_aux_dn: 2.004117 loss_bbox_aux_dn: 1.327933 loss_giou_aux_dn: 2.920045 loss: 16.503403 eta: 6 days, 7:41:05 batch_cost: 0.6616 data_cost: 0.0022 ips: 6.0459 images/s [04/09 22:24:59] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.675538 loss_bbox: 0.172804 loss_giou: 0.464263 loss_class_aux: 4.340647 loss_bbox_aux: 1.065844 loss_giou_aux: 2.984321 loss_class_dn: 0.394984 loss_bbox_dn: 0.208067 loss_giou_dn: 0.527251 loss_class_aux_dn: 2.086065 loss_bbox_aux_dn: 1.218172 loss_giou_aux_dn: 2.864326 loss: 18.297270 eta: 6 days, 7:40:07 batch_cost: 0.6542 data_cost: 0.0023 ips: 6.1142 images/s [04/09 22:26:10] ppdet.engine INFO: Epoch: [5] [4300/7329] learning_rate: 0.000100 loss_class: 0.688347 loss_bbox: 0.166183 loss_giou: 0.476188 loss_class_aux: 4.588642 loss_bbox_aux: 1.099963 loss_giou_aux: 3.026849 loss_class_dn: 0.390895 loss_bbox_dn: 0.240612 loss_giou_dn: 0.509082 loss_class_aux_dn: 2.092635 loss_bbox_aux_dn: 1.318521 loss_giou_aux_dn: 2.740603 loss: 17.986794 eta: 6 days, 7:38:58 batch_cost: 0.6491 data_cost: 0.0021 ips: 6.1623 images/s [04/09 22:27:20] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.755863 loss_bbox: 0.185341 loss_giou: 0.519377 loss_class_aux: 4.900708 loss_bbox_aux: 1.248552 loss_giou_aux: 3.220224 loss_class_dn: 0.415939 loss_bbox_dn: 0.239158 loss_giou_dn: 0.572348 loss_class_aux_dn: 2.219857 loss_bbox_aux_dn: 1.335183 loss_giou_aux_dn: 3.076643 loss: 19.013151 eta: 6 days, 7:37:55 batch_cost: 0.6521 data_cost: 0.0021 ips: 6.1343 images/s [04/09 22:28:32] ppdet.engine INFO: Epoch: [5] [4500/7329] learning_rate: 0.000100 loss_class: 0.677403 loss_bbox: 0.190367 loss_giou: 0.423087 loss_class_aux: 4.417951 loss_bbox_aux: 1.258429 loss_giou_aux: 2.679857 loss_class_dn: 0.375771 loss_bbox_dn: 0.271721 loss_giou_dn: 0.498189 loss_class_aux_dn: 1.986183 loss_bbox_aux_dn: 1.494100 loss_giou_aux_dn: 2.678492 loss: 17.346413 eta: 6 days, 7:37:13 batch_cost: 0.6628 data_cost: 0.0020 ips: 6.0347 images/s [04/09 22:29:44] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.640476 loss_bbox: 0.187808 loss_giou: 0.516495 loss_class_aux: 4.268595 loss_bbox_aux: 1.200316 loss_giou_aux: 3.224023 loss_class_dn: 0.369748 loss_bbox_dn: 0.224266 loss_giou_dn: 0.567110 loss_class_aux_dn: 1.964871 loss_bbox_aux_dn: 1.256345 loss_giou_aux_dn: 3.050003 loss: 18.312237 eta: 6 days, 7:36:21 batch_cost: 0.6573 data_cost: 0.0021 ips: 6.0852 images/s [04/09 22:30:55] ppdet.engine INFO: Epoch: [5] [4700/7329] learning_rate: 0.000100 loss_class: 0.741591 loss_bbox: 0.171503 loss_giou: 0.535880 loss_class_aux: 5.003517 loss_bbox_aux: 1.146052 loss_giou_aux: 3.407604 loss_class_dn: 0.428451 loss_bbox_dn: 0.269955 loss_giou_dn: 0.553290 loss_class_aux_dn: 2.242954 loss_bbox_aux_dn: 1.485555 loss_giou_aux_dn: 2.942391 loss: 19.240772 eta: 6 days, 7:35:18 batch_cost: 0.6523 data_cost: 0.0022 ips: 6.1318 images/s [04/09 22:32:06] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.690014 loss_bbox: 0.177113 loss_giou: 0.399013 loss_class_aux: 4.604580 loss_bbox_aux: 1.096034 loss_giou_aux: 2.551051 loss_class_dn: 0.379829 loss_bbox_dn: 0.248966 loss_giou_dn: 0.455618 loss_class_aux_dn: 2.021164 loss_bbox_aux_dn: 1.404659 loss_giou_aux_dn: 2.578969 loss: 17.472483 eta: 6 days, 7:34:13 batch_cost: 0.6511 data_cost: 0.0024 ips: 6.1431 images/s [04/09 22:33:18] ppdet.engine INFO: Epoch: [5] [4900/7329] learning_rate: 0.000100 loss_class: 0.676963 loss_bbox: 0.165547 loss_giou: 0.453964 loss_class_aux: 4.485781 loss_bbox_aux: 1.081287 loss_giou_aux: 2.883939 loss_class_dn: 0.394733 loss_bbox_dn: 0.247838 loss_giou_dn: 0.541089 loss_class_aux_dn: 2.066046 loss_bbox_aux_dn: 1.368655 loss_giou_aux_dn: 2.887285 loss: 18.194378 eta: 6 days, 7:33:43 batch_cost: 0.6685 data_cost: 0.0023 ips: 5.9838 images/s [04/09 22:34:30] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.695914 loss_bbox: 0.163075 loss_giou: 0.452944 loss_class_aux: 4.512818 loss_bbox_aux: 1.089797 loss_giou_aux: 2.911754 loss_class_dn: 0.379707 loss_bbox_dn: 0.223366 loss_giou_dn: 0.456259 loss_class_aux_dn: 2.033647 loss_bbox_aux_dn: 1.246943 loss_giou_aux_dn: 2.477666 loss: 16.564846 eta: 6 days, 7:32:55 batch_cost: 0.6598 data_cost: 0.0022 ips: 6.0629 images/s [04/09 22:35:42] ppdet.engine INFO: Epoch: [5] [5100/7329] learning_rate: 0.000100 loss_class: 0.670155 loss_bbox: 0.155182 loss_giou: 0.466887 loss_class_aux: 4.364645 loss_bbox_aux: 1.055289 loss_giou_aux: 2.959069 loss_class_dn: 0.361118 loss_bbox_dn: 0.227825 loss_giou_dn: 0.504194 loss_class_aux_dn: 1.929671 loss_bbox_aux_dn: 1.291715 loss_giou_aux_dn: 2.721041 loss: 16.762358 eta: 6 days, 7:32:08 batch_cost: 0.6600 data_cost: 0.0024 ips: 6.0608 images/s [04/09 22:36:53] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.713360 loss_bbox: 0.198691 loss_giou: 0.524872 loss_class_aux: 4.505960 loss_bbox_aux: 1.261363 loss_giou_aux: 3.275725 loss_class_dn: 0.390725 loss_bbox_dn: 0.255438 loss_giou_dn: 0.560165 loss_class_aux_dn: 2.116500 loss_bbox_aux_dn: 1.386438 loss_giou_aux_dn: 3.008268 loss: 18.343056 eta: 6 days, 7:31:14 batch_cost: 0.6568 data_cost: 0.0023 ips: 6.0901 images/s [04/09 22:38:04] ppdet.engine INFO: Epoch: [5] [5300/7329] learning_rate: 0.000100 loss_class: 0.686780 loss_bbox: 0.164856 loss_giou: 0.491890 loss_class_aux: 4.468509 loss_bbox_aux: 1.071725 loss_giou_aux: 3.181603 loss_class_dn: 0.399980 loss_bbox_dn: 0.242912 loss_giou_dn: 0.524277 loss_class_aux_dn: 2.100743 loss_bbox_aux_dn: 1.341571 loss_giou_aux_dn: 2.884681 loss: 18.619709 eta: 6 days, 7:30:07 batch_cost: 0.6505 data_cost: 0.0022 ips: 6.1495 images/s [04/09 22:39:14] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.676531 loss_bbox: 0.182087 loss_giou: 0.532288 loss_class_aux: 4.527287 loss_bbox_aux: 1.175918 loss_giou_aux: 3.400418 loss_class_dn: 0.423394 loss_bbox_dn: 0.247833 loss_giou_dn: 0.572204 loss_class_aux_dn: 2.191801 loss_bbox_aux_dn: 1.410162 loss_giou_aux_dn: 3.123780 loss: 18.760818 eta: 6 days, 7:28:59 batch_cost: 0.6495 data_cost: 0.0024 ips: 6.1584 images/s [04/09 22:40:25] ppdet.engine INFO: Epoch: [5] [5500/7329] learning_rate: 0.000100 loss_class: 0.708144 loss_bbox: 0.180189 loss_giou: 0.465711 loss_class_aux: 4.568105 loss_bbox_aux: 1.169300 loss_giou_aux: 3.050748 loss_class_dn: 0.389173 loss_bbox_dn: 0.248125 loss_giou_dn: 0.527424 loss_class_aux_dn: 2.060164 loss_bbox_aux_dn: 1.416022 loss_giou_aux_dn: 2.895653 loss: 17.813650 eta: 6 days, 7:27:49 batch_cost: 0.6486 data_cost: 0.0022 ips: 6.1669 images/s [04/09 22:41:36] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.609748 loss_bbox: 0.161262 loss_giou: 0.392529 loss_class_aux: 4.000715 loss_bbox_aux: 1.043442 loss_giou_aux: 2.492896 loss_class_dn: 0.320217 loss_bbox_dn: 0.239353 loss_giou_dn: 0.413924 loss_class_aux_dn: 1.694966 loss_bbox_aux_dn: 1.333473 loss_giou_aux_dn: 2.238913 loss: 14.707499 eta: 6 days, 7:26:59 batch_cost: 0.6591 data_cost: 0.0022 ips: 6.0692 images/s [04/09 22:42:46] ppdet.engine INFO: Epoch: [5] [5700/7329] learning_rate: 0.000100 loss_class: 0.750698 loss_bbox: 0.196949 loss_giou: 0.537994 loss_class_aux: 4.875410 loss_bbox_aux: 1.246957 loss_giou_aux: 3.532757 loss_class_dn: 0.458718 loss_bbox_dn: 0.264609 loss_giou_dn: 0.612227 loss_class_aux_dn: 2.379118 loss_bbox_aux_dn: 1.478057 loss_giou_aux_dn: 3.226819 loss: 20.592287 eta: 6 days, 7:25:37 batch_cost: 0.6427 data_cost: 0.0020 ips: 6.2237 images/s [04/09 22:43:57] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.608313 loss_bbox: 0.174998 loss_giou: 0.447975 loss_class_aux: 4.058664 loss_bbox_aux: 1.101053 loss_giou_aux: 2.880036 loss_class_dn: 0.373561 loss_bbox_dn: 0.213032 loss_giou_dn: 0.495479 loss_class_aux_dn: 1.956070 loss_bbox_aux_dn: 1.184464 loss_giou_aux_dn: 2.641215 loss: 17.664293 eta: 6 days, 7:24:37 batch_cost: 0.6535 data_cost: 0.0024 ips: 6.1209 images/s [04/09 22:45:08] ppdet.engine INFO: Epoch: [5] [5900/7329] learning_rate: 0.000100 loss_class: 0.638202 loss_bbox: 0.176275 loss_giou: 0.493634 loss_class_aux: 4.370215 loss_bbox_aux: 1.160814 loss_giou_aux: 3.207980 loss_class_dn: 0.391286 loss_bbox_dn: 0.256198 loss_giou_dn: 0.539536 loss_class_aux_dn: 2.061984 loss_bbox_aux_dn: 1.430875 loss_giou_aux_dn: 2.922022 loss: 18.770491 eta: 6 days, 7:23:33 batch_cost: 0.6518 data_cost: 0.0023 ips: 6.1371 images/s [04/09 22:46:18] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.710624 loss_bbox: 0.183689 loss_giou: 0.492640 loss_class_aux: 4.606268 loss_bbox_aux: 1.199628 loss_giou_aux: 3.082585 loss_class_dn: 0.399412 loss_bbox_dn: 0.253455 loss_giou_dn: 0.553361 loss_class_aux_dn: 2.079289 loss_bbox_aux_dn: 1.382013 loss_giou_aux_dn: 2.916251 loss: 18.032066 eta: 6 days, 7:22:28 batch_cost: 0.6512 data_cost: 0.0022 ips: 6.1428 images/s [04/09 22:47:30] ppdet.engine INFO: Epoch: [5] [6100/7329] learning_rate: 0.000100 loss_class: 0.682973 loss_bbox: 0.179826 loss_giou: 0.468908 loss_class_aux: 4.536309 loss_bbox_aux: 1.143327 loss_giou_aux: 2.884389 loss_class_dn: 0.382570 loss_bbox_dn: 0.230285 loss_giou_dn: 0.489953 loss_class_aux_dn: 2.060206 loss_bbox_aux_dn: 1.293995 loss_giou_aux_dn: 2.621571 loss: 17.491253 eta: 6 days, 7:21:35 batch_cost: 0.6575 data_cost: 0.0024 ips: 6.0834 images/s [04/09 22:48:41] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.634847 loss_bbox: 0.172796 loss_giou: 0.433025 loss_class_aux: 4.174090 loss_bbox_aux: 1.134287 loss_giou_aux: 2.722642 loss_class_dn: 0.370659 loss_bbox_dn: 0.234527 loss_giou_dn: 0.491938 loss_class_aux_dn: 1.979818 loss_bbox_aux_dn: 1.333550 loss_giou_aux_dn: 2.655324 loss: 16.683172 eta: 6 days, 7:20:27 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1536 images/s [04/09 22:49:52] ppdet.engine INFO: Epoch: [5] [6300/7329] learning_rate: 0.000100 loss_class: 0.703637 loss_bbox: 0.162757 loss_giou: 0.447236 loss_class_aux: 4.574203 loss_bbox_aux: 1.115746 loss_giou_aux: 2.909170 loss_class_dn: 0.388190 loss_bbox_dn: 0.240572 loss_giou_dn: 0.500429 loss_class_aux_dn: 2.031862 loss_bbox_aux_dn: 1.379322 loss_giou_aux_dn: 2.714881 loss: 18.434025 eta: 6 days, 7:19:25 batch_cost: 0.6526 data_cost: 0.0021 ips: 6.1295 images/s [04/09 22:51:03] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.667882 loss_bbox: 0.165907 loss_giou: 0.421859 loss_class_aux: 4.429894 loss_bbox_aux: 1.095081 loss_giou_aux: 2.717446 loss_class_dn: 0.383605 loss_bbox_dn: 0.223636 loss_giou_dn: 0.485446 loss_class_aux_dn: 2.007918 loss_bbox_aux_dn: 1.247388 loss_giou_aux_dn: 2.644701 loss: 16.667393 eta: 6 days, 7:18:24 batch_cost: 0.6534 data_cost: 0.0020 ips: 6.1217 images/s [04/09 22:52:14] ppdet.engine INFO: Epoch: [5] [6500/7329] learning_rate: 0.000100 loss_class: 0.634771 loss_bbox: 0.171537 loss_giou: 0.393938 loss_class_aux: 3.977180 loss_bbox_aux: 1.114558 loss_giou_aux: 2.508203 loss_class_dn: 0.356626 loss_bbox_dn: 0.255080 loss_giou_dn: 0.435790 loss_class_aux_dn: 1.828066 loss_bbox_aux_dn: 1.417288 loss_giou_aux_dn: 2.311579 loss: 16.943130 eta: 6 days, 7:17:18 batch_cost: 0.6509 data_cost: 0.0021 ips: 6.1449 images/s [04/09 22:53:24] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.657615 loss_bbox: 0.160118 loss_giou: 0.400792 loss_class_aux: 4.220098 loss_bbox_aux: 1.041176 loss_giou_aux: 2.585128 loss_class_dn: 0.357784 loss_bbox_dn: 0.234347 loss_giou_dn: 0.480715 loss_class_aux_dn: 1.862218 loss_bbox_aux_dn: 1.342803 loss_giou_aux_dn: 2.526227 loss: 15.742926 eta: 6 days, 7:16:03 batch_cost: 0.6457 data_cost: 0.0021 ips: 6.1944 images/s [04/09 22:54:35] ppdet.engine INFO: Epoch: [5] [6700/7329] learning_rate: 0.000100 loss_class: 0.641597 loss_bbox: 0.162797 loss_giou: 0.380558 loss_class_aux: 4.174931 loss_bbox_aux: 1.107106 loss_giou_aux: 2.533574 loss_class_dn: 0.368875 loss_bbox_dn: 0.249812 loss_giou_dn: 0.419038 loss_class_aux_dn: 1.978492 loss_bbox_aux_dn: 1.337778 loss_giou_aux_dn: 2.332244 loss: 16.531361 eta: 6 days, 7:15:00 batch_cost: 0.6525 data_cost: 0.0020 ips: 6.1307 images/s [04/09 22:55:46] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.670978 loss_bbox: 0.170693 loss_giou: 0.435388 loss_class_aux: 4.273418 loss_bbox_aux: 1.085011 loss_giou_aux: 2.768947 loss_class_dn: 0.374875 loss_bbox_dn: 0.226834 loss_giou_dn: 0.504866 loss_class_aux_dn: 1.995441 loss_bbox_aux_dn: 1.291499 loss_giou_aux_dn: 2.757518 loss: 16.992611 eta: 6 days, 7:13:52 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1560 images/s [04/09 22:56:58] ppdet.engine INFO: Epoch: [5] [6900/7329] learning_rate: 0.000100 loss_class: 0.669945 loss_bbox: 0.165904 loss_giou: 0.435280 loss_class_aux: 4.155260 loss_bbox_aux: 1.029923 loss_giou_aux: 2.683169 loss_class_dn: 0.369846 loss_bbox_dn: 0.214598 loss_giou_dn: 0.493783 loss_class_aux_dn: 2.035638 loss_bbox_aux_dn: 1.272014 loss_giou_aux_dn: 2.683259 loss: 16.640488 eta: 6 days, 7:13:02 batch_cost: 0.6591 data_cost: 0.0021 ips: 6.0691 images/s [04/09 22:58:10] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.695029 loss_bbox: 0.162276 loss_giou: 0.432147 loss_class_aux: 4.527287 loss_bbox_aux: 1.070054 loss_giou_aux: 2.695670 loss_class_dn: 0.378429 loss_bbox_dn: 0.260590 loss_giou_dn: 0.458079 loss_class_aux_dn: 2.072824 loss_bbox_aux_dn: 1.424507 loss_giou_aux_dn: 2.559480 loss: 17.615183 eta: 6 days, 7:12:16 batch_cost: 0.6612 data_cost: 0.0019 ips: 6.0493 images/s [04/09 22:59:21] ppdet.engine INFO: Epoch: [5] [7100/7329] learning_rate: 0.000100 loss_class: 0.666976 loss_bbox: 0.163948 loss_giou: 0.443482 loss_class_aux: 4.419544 loss_bbox_aux: 1.049204 loss_giou_aux: 2.757930 loss_class_dn: 0.376487 loss_bbox_dn: 0.222163 loss_giou_dn: 0.513840 loss_class_aux_dn: 1.975837 loss_bbox_aux_dn: 1.270253 loss_giou_aux_dn: 2.762107 loss: 16.551899 eta: 6 days, 7:11:19 batch_cost: 0.6554 data_cost: 0.0023 ips: 6.1027 images/s [04/09 23:00:31] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.706168 loss_bbox: 0.158150 loss_giou: 0.407923 loss_class_aux: 4.448199 loss_bbox_aux: 1.060654 loss_giou_aux: 2.544609 loss_class_dn: 0.364644 loss_bbox_dn: 0.228227 loss_giou_dn: 0.469306 loss_class_aux_dn: 1.944801 loss_bbox_aux_dn: 1.301460 loss_giou_aux_dn: 2.490531 loss: 16.988941 eta: 6 days, 7:10:01 batch_cost: 0.6447 data_cost: 0.0019 ips: 6.2047 images/s [04/09 23:01:42] ppdet.engine INFO: Epoch: [5] [7300/7329] learning_rate: 0.000100 loss_class: 0.656340 loss_bbox: 0.167359 loss_giou: 0.424273 loss_class_aux: 4.248658 loss_bbox_aux: 1.130871 loss_giou_aux: 2.600433 loss_class_dn: 0.373371 loss_bbox_dn: 0.244006 loss_giou_dn: 0.469522 loss_class_aux_dn: 1.956998 loss_bbox_aux_dn: 1.350289 loss_giou_aux_dn: 2.536679 loss: 17.384098 eta: 6 days, 7:08:59 batch_cost: 0.6529 data_cost: 0.0021 ips: 6.1268 images/s [04/09 23:02:07] ppdet.engine INFO: Eval iter: 0 [04/09 23:02:34] ppdet.engine INFO: Eval iter: 100 [04/09 23:03:02] ppdet.engine INFO: Eval iter: 200 [04/09 23:03:29] ppdet.engine INFO: Eval iter: 300 [04/09 23:03:56] ppdet.engine INFO: Eval iter: 400 [04/09 23:04:23] ppdet.engine INFO: Eval iter: 500 [04/09 23:04:51] ppdet.engine INFO: Eval iter: 600 [04/09 23:05:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.26s) creating index... index created! [04/09 23:05:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.24s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=129.99s). Accumulating evaluation results... DONE (t=26.80s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.465 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.640 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.272 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.366 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.604 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.682 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.466 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.875 [04/09 23:08:25] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.156877975271023 [04/09 23:08:26] ppdet.engine INFO: Best test bbox ap is 0.465. [04/09 23:08:29] ppdet.engine INFO: Epoch: [6] [ 0/7329] learning_rate: 0.000100 loss_class: 0.647769 loss_bbox: 0.150229 loss_giou: 0.405528 loss_class_aux: 4.144511 loss_bbox_aux: 1.118558 loss_giou_aux: 2.600433 loss_class_dn: 0.383183 loss_bbox_dn: 0.244072 loss_giou_dn: 0.477207 loss_class_aux_dn: 2.004470 loss_bbox_aux_dn: 1.376871 loss_giou_aux_dn: 2.615713 loss: 16.741997 eta: 6 days, 7:08:42 batch_cost: 0.6478 data_cost: 0.0020 ips: 6.1751 images/s [04/09 23:09:41] ppdet.engine INFO: Epoch: [6] [ 100/7329] learning_rate: 0.000100 loss_class: 0.635275 loss_bbox: 0.161565 loss_giou: 0.479436 loss_class_aux: 4.174029 loss_bbox_aux: 1.046973 loss_giou_aux: 3.090599 loss_class_dn: 0.378100 loss_bbox_dn: 0.217950 loss_giou_dn: 0.519019 loss_class_aux_dn: 1.971052 loss_bbox_aux_dn: 1.218944 loss_giou_aux_dn: 2.766362 loss: 17.593857 eta: 6 days, 7:07:57 batch_cost: 0.6618 data_cost: 0.0023 ips: 6.0444 images/s [04/09 23:10:52] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.700766 loss_bbox: 0.176578 loss_giou: 0.465056 loss_class_aux: 4.727670 loss_bbox_aux: 1.184698 loss_giou_aux: 3.087522 loss_class_dn: 0.379128 loss_bbox_dn: 0.248857 loss_giou_dn: 0.535505 loss_class_aux_dn: 2.012438 loss_bbox_aux_dn: 1.484305 loss_giou_aux_dn: 2.835018 loss: 18.002350 eta: 6 days, 7:06:56 batch_cost: 0.6532 data_cost: 0.0019 ips: 6.1233 images/s [04/09 23:12:02] ppdet.engine INFO: Epoch: [6] [ 300/7329] learning_rate: 0.000100 loss_class: 0.736591 loss_bbox: 0.179311 loss_giou: 0.466397 loss_class_aux: 4.805352 loss_bbox_aux: 1.198503 loss_giou_aux: 2.960289 loss_class_dn: 0.413965 loss_bbox_dn: 0.257537 loss_giou_dn: 0.527698 loss_class_aux_dn: 2.180171 loss_bbox_aux_dn: 1.454065 loss_giou_aux_dn: 2.790679 loss: 18.417809 eta: 6 days, 7:05:48 batch_cost: 0.6497 data_cost: 0.0020 ips: 6.1567 images/s [04/09 23:13:14] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.599786 loss_bbox: 0.162840 loss_giou: 0.395360 loss_class_aux: 4.078417 loss_bbox_aux: 1.091359 loss_giou_aux: 2.555838 loss_class_dn: 0.357076 loss_bbox_dn: 0.224053 loss_giou_dn: 0.451710 loss_class_aux_dn: 1.902570 loss_bbox_aux_dn: 1.243262 loss_giou_aux_dn: 2.453392 loss: 16.652210 eta: 6 days, 7:04:56 batch_cost: 0.6583 data_cost: 0.0020 ips: 6.0763 images/s [04/09 23:14:24] ppdet.engine INFO: Epoch: [6] [ 500/7329] learning_rate: 0.000100 loss_class: 0.665411 loss_bbox: 0.187128 loss_giou: 0.480379 loss_class_aux: 4.420675 loss_bbox_aux: 1.227878 loss_giou_aux: 3.011734 loss_class_dn: 0.388619 loss_bbox_dn: 0.247378 loss_giou_dn: 0.534813 loss_class_aux_dn: 2.060950 loss_bbox_aux_dn: 1.390847 loss_giou_aux_dn: 2.840665 loss: 17.873499 eta: 6 days, 7:03:46 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1623 images/s [04/09 23:15:36] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.627154 loss_bbox: 0.175819 loss_giou: 0.478437 loss_class_aux: 4.308835 loss_bbox_aux: 1.116392 loss_giou_aux: 2.995665 loss_class_dn: 0.376535 loss_bbox_dn: 0.230493 loss_giou_dn: 0.464683 loss_class_aux_dn: 1.976144 loss_bbox_aux_dn: 1.281715 loss_giou_aux_dn: 2.480663 loss: 16.111395 eta: 6 days, 7:02:50 batch_cost: 0.6560 data_cost: 0.0020 ips: 6.0978 images/s [04/09 23:16:48] ppdet.engine INFO: Epoch: [6] [ 700/7329] learning_rate: 0.000100 loss_class: 0.659114 loss_bbox: 0.159050 loss_giou: 0.456715 loss_class_aux: 4.271490 loss_bbox_aux: 1.095270 loss_giou_aux: 2.949556 loss_class_dn: 0.370911 loss_bbox_dn: 0.229898 loss_giou_dn: 0.519280 loss_class_aux_dn: 1.986355 loss_bbox_aux_dn: 1.321082 loss_giou_aux_dn: 2.824837 loss: 17.604195 eta: 6 days, 7:02:04 batch_cost: 0.6613 data_cost: 0.0019 ips: 6.0488 images/s [04/09 23:17:59] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.649064 loss_bbox: 0.195274 loss_giou: 0.445794 loss_class_aux: 4.157197 loss_bbox_aux: 1.238490 loss_giou_aux: 2.865249 loss_class_dn: 0.381686 loss_bbox_dn: 0.287650 loss_giou_dn: 0.521187 loss_class_aux_dn: 1.921508 loss_bbox_aux_dn: 1.552461 loss_giou_aux_dn: 2.739458 loss: 17.446825 eta: 6 days, 7:01:04 batch_cost: 0.6542 data_cost: 0.0021 ips: 6.1144 images/s [04/09 23:19:10] ppdet.engine INFO: Epoch: [6] [ 900/7329] learning_rate: 0.000100 loss_class: 0.597209 loss_bbox: 0.168204 loss_giou: 0.358754 loss_class_aux: 4.024094 loss_bbox_aux: 1.072160 loss_giou_aux: 2.387070 loss_class_dn: 0.342483 loss_bbox_dn: 0.205754 loss_giou_dn: 0.443391 loss_class_aux_dn: 1.780662 loss_bbox_aux_dn: 1.165398 loss_giou_aux_dn: 2.398923 loss: 15.859037 eta: 6 days, 7:00:11 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0803 images/s [04/09 23:20:21] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.638825 loss_bbox: 0.151305 loss_giou: 0.512874 loss_class_aux: 4.084382 loss_bbox_aux: 1.010808 loss_giou_aux: 3.180290 loss_class_dn: 0.344514 loss_bbox_dn: 0.209810 loss_giou_dn: 0.499570 loss_class_aux_dn: 1.845150 loss_bbox_aux_dn: 1.181702 loss_giou_aux_dn: 2.667641 loss: 16.958988 eta: 6 days, 6:59:01 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1644 images/s [04/09 23:21:31] ppdet.engine INFO: Epoch: [6] [1100/7329] learning_rate: 0.000100 loss_class: 0.676539 loss_bbox: 0.173984 loss_giou: 0.471927 loss_class_aux: 4.584828 loss_bbox_aux: 1.157822 loss_giou_aux: 3.071708 loss_class_dn: 0.376171 loss_bbox_dn: 0.242832 loss_giou_dn: 0.528181 loss_class_aux_dn: 2.038317 loss_bbox_aux_dn: 1.325527 loss_giou_aux_dn: 2.831962 loss: 17.779125 eta: 6 days, 6:57:47 batch_cost: 0.6467 data_cost: 0.0020 ips: 6.1854 images/s [04/09 23:22:41] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.744159 loss_bbox: 0.178864 loss_giou: 0.503068 loss_class_aux: 4.779747 loss_bbox_aux: 1.173275 loss_giou_aux: 3.141949 loss_class_dn: 0.410210 loss_bbox_dn: 0.257724 loss_giou_dn: 0.549016 loss_class_aux_dn: 2.128062 loss_bbox_aux_dn: 1.436892 loss_giou_aux_dn: 2.936589 loss: 19.220829 eta: 6 days, 6:56:31 batch_cost: 0.6453 data_cost: 0.0020 ips: 6.1984 images/s [04/09 23:23:53] ppdet.engine INFO: Epoch: [6] [1300/7329] learning_rate: 0.000100 loss_class: 0.726200 loss_bbox: 0.177506 loss_giou: 0.556816 loss_class_aux: 4.766573 loss_bbox_aux: 1.060241 loss_giou_aux: 3.485804 loss_class_dn: 0.443119 loss_bbox_dn: 0.243655 loss_giou_dn: 0.625202 loss_class_aux_dn: 2.325315 loss_bbox_aux_dn: 1.355042 loss_giou_aux_dn: 3.342545 loss: 20.432919 eta: 6 days, 6:55:50 batch_cost: 0.6644 data_cost: 0.0021 ips: 6.0208 images/s [04/09 23:25:05] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.609664 loss_bbox: 0.156667 loss_giou: 0.443910 loss_class_aux: 4.068375 loss_bbox_aux: 1.024343 loss_giou_aux: 2.833690 loss_class_dn: 0.366274 loss_bbox_dn: 0.201689 loss_giou_dn: 0.453583 loss_class_aux_dn: 1.951440 loss_bbox_aux_dn: 1.141263 loss_giou_aux_dn: 2.471281 loss: 15.846841 eta: 6 days, 6:54:59 batch_cost: 0.6589 data_cost: 0.0021 ips: 6.0708 images/s [04/09 23:26:17] ppdet.engine INFO: Epoch: [6] [1500/7329] learning_rate: 0.000100 loss_class: 0.702118 loss_bbox: 0.170616 loss_giou: 0.428133 loss_class_aux: 4.681322 loss_bbox_aux: 1.114075 loss_giou_aux: 2.734281 loss_class_dn: 0.375581 loss_bbox_dn: 0.236501 loss_giou_dn: 0.486876 loss_class_aux_dn: 1.995423 loss_bbox_aux_dn: 1.343662 loss_giou_aux_dn: 2.637928 loss: 16.853621 eta: 6 days, 6:54:09 batch_cost: 0.6594 data_cost: 0.0020 ips: 6.0659 images/s [04/09 23:27:27] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.699519 loss_bbox: 0.173755 loss_giou: 0.452808 loss_class_aux: 4.438648 loss_bbox_aux: 1.128011 loss_giou_aux: 2.832487 loss_class_dn: 0.391637 loss_bbox_dn: 0.260549 loss_giou_dn: 0.473229 loss_class_aux_dn: 2.078544 loss_bbox_aux_dn: 1.425218 loss_giou_aux_dn: 2.562954 loss: 17.541428 eta: 6 days, 6:53:02 batch_cost: 0.6505 data_cost: 0.0023 ips: 6.1491 images/s [04/09 23:28:38] ppdet.engine INFO: Epoch: [6] [1700/7329] learning_rate: 0.000100 loss_class: 0.644412 loss_bbox: 0.151069 loss_giou: 0.376618 loss_class_aux: 4.283863 loss_bbox_aux: 1.044606 loss_giou_aux: 2.388142 loss_class_dn: 0.361535 loss_bbox_dn: 0.249228 loss_giou_dn: 0.449183 loss_class_aux_dn: 1.983280 loss_bbox_aux_dn: 1.386573 loss_giou_aux_dn: 2.485200 loss: 16.886984 eta: 6 days, 6:52:04 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1026 images/s [04/09 23:29:49] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.646457 loss_bbox: 0.171602 loss_giou: 0.447651 loss_class_aux: 4.401097 loss_bbox_aux: 1.117319 loss_giou_aux: 2.855459 loss_class_dn: 0.343206 loss_bbox_dn: 0.240185 loss_giou_dn: 0.464517 loss_class_aux_dn: 1.808344 loss_bbox_aux_dn: 1.349214 loss_giou_aux_dn: 2.518796 loss: 16.687984 eta: 6 days, 6:50:54 batch_cost: 0.6484 data_cost: 0.0020 ips: 6.1693 images/s [04/09 23:30:59] ppdet.engine INFO: Epoch: [6] [1900/7329] learning_rate: 0.000100 loss_class: 0.626881 loss_bbox: 0.161793 loss_giou: 0.431123 loss_class_aux: 4.122679 loss_bbox_aux: 1.061055 loss_giou_aux: 2.795482 loss_class_dn: 0.386397 loss_bbox_dn: 0.229009 loss_giou_dn: 0.475523 loss_class_aux_dn: 2.041427 loss_bbox_aux_dn: 1.244209 loss_giou_aux_dn: 2.547215 loss: 16.525345 eta: 6 days, 6:49:45 batch_cost: 0.6494 data_cost: 0.0020 ips: 6.1598 images/s [04/09 23:32:10] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.699875 loss_bbox: 0.172949 loss_giou: 0.506042 loss_class_aux: 4.497722 loss_bbox_aux: 1.165854 loss_giou_aux: 3.225005 loss_class_dn: 0.396601 loss_bbox_dn: 0.242384 loss_giou_dn: 0.536315 loss_class_aux_dn: 2.146566 loss_bbox_aux_dn: 1.339114 loss_giou_aux_dn: 2.891973 loss: 18.100222 eta: 6 days, 6:48:38 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1502 images/s [04/09 23:33:22] ppdet.engine INFO: Epoch: [6] [2100/7329] learning_rate: 0.000100 loss_class: 0.691483 loss_bbox: 0.170109 loss_giou: 0.479012 loss_class_aux: 4.505288 loss_bbox_aux: 1.110555 loss_giou_aux: 3.052479 loss_class_dn: 0.383082 loss_bbox_dn: 0.232625 loss_giou_dn: 0.536952 loss_class_aux_dn: 2.015349 loss_bbox_aux_dn: 1.240938 loss_giou_aux_dn: 2.865699 loss: 18.354069 eta: 6 days, 6:47:44 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0847 images/s [04/09 23:34:32] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.658380 loss_bbox: 0.154400 loss_giou: 0.430028 loss_class_aux: 4.274509 loss_bbox_aux: 1.014950 loss_giou_aux: 2.787484 loss_class_dn: 0.366889 loss_bbox_dn: 0.221955 loss_giou_dn: 0.521783 loss_class_aux_dn: 1.936256 loss_bbox_aux_dn: 1.227356 loss_giou_aux_dn: 2.771562 loss: 17.105614 eta: 6 days, 6:46:40 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1345 images/s [04/09 23:35:43] ppdet.engine INFO: Epoch: [6] [2300/7329] learning_rate: 0.000100 loss_class: 0.696612 loss_bbox: 0.174914 loss_giou: 0.506075 loss_class_aux: 4.592319 loss_bbox_aux: 1.165360 loss_giou_aux: 3.283413 loss_class_dn: 0.441160 loss_bbox_dn: 0.232087 loss_giou_dn: 0.591594 loss_class_aux_dn: 2.374389 loss_bbox_aux_dn: 1.293891 loss_giou_aux_dn: 3.133082 loss: 19.345377 eta: 6 days, 6:45:30 batch_cost: 0.6491 data_cost: 0.0017 ips: 6.1623 images/s [04/09 23:36:54] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.615452 loss_bbox: 0.151087 loss_giou: 0.378287 loss_class_aux: 3.997845 loss_bbox_aux: 1.007269 loss_giou_aux: 2.343881 loss_class_dn: 0.362898 loss_bbox_dn: 0.223617 loss_giou_dn: 0.434117 loss_class_aux_dn: 1.915668 loss_bbox_aux_dn: 1.195285 loss_giou_aux_dn: 2.321123 loss: 15.993540 eta: 6 days, 6:44:20 batch_cost: 0.6482 data_cost: 0.0018 ips: 6.1707 images/s [04/09 23:38:04] ppdet.engine INFO: Epoch: [6] [2500/7329] learning_rate: 0.000100 loss_class: 0.644803 loss_bbox: 0.160187 loss_giou: 0.420922 loss_class_aux: 4.217826 loss_bbox_aux: 1.088696 loss_giou_aux: 2.560351 loss_class_dn: 0.350021 loss_bbox_dn: 0.230219 loss_giou_dn: 0.457769 loss_class_aux_dn: 1.887350 loss_bbox_aux_dn: 1.282180 loss_giou_aux_dn: 2.462082 loss: 15.450036 eta: 6 days, 6:43:04 batch_cost: 0.6453 data_cost: 0.0020 ips: 6.1989 images/s [04/09 23:39:13] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.643281 loss_bbox: 0.174910 loss_giou: 0.424627 loss_class_aux: 4.296148 loss_bbox_aux: 1.135518 loss_giou_aux: 2.747570 loss_class_dn: 0.395821 loss_bbox_dn: 0.240397 loss_giou_dn: 0.494639 loss_class_aux_dn: 2.040214 loss_bbox_aux_dn: 1.272693 loss_giou_aux_dn: 2.652530 loss: 17.325909 eta: 6 days, 6:41:44 batch_cost: 0.6434 data_cost: 0.0018 ips: 6.2172 images/s [04/09 23:40:24] ppdet.engine INFO: Epoch: [6] [2700/7329] learning_rate: 0.000100 loss_class: 0.660007 loss_bbox: 0.156305 loss_giou: 0.425844 loss_class_aux: 4.227209 loss_bbox_aux: 1.064857 loss_giou_aux: 2.761362 loss_class_dn: 0.359576 loss_bbox_dn: 0.226145 loss_giou_dn: 0.463408 loss_class_aux_dn: 1.911527 loss_bbox_aux_dn: 1.275720 loss_giou_aux_dn: 2.458347 loss: 16.138550 eta: 6 days, 6:40:42 batch_cost: 0.6528 data_cost: 0.0018 ips: 6.1270 images/s [04/09 23:41:35] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.693510 loss_bbox: 0.174583 loss_giou: 0.442049 loss_class_aux: 4.570985 loss_bbox_aux: 1.082694 loss_giou_aux: 2.865719 loss_class_dn: 0.352539 loss_bbox_dn: 0.228257 loss_giou_dn: 0.534711 loss_class_aux_dn: 1.882987 loss_bbox_aux_dn: 1.249145 loss_giou_aux_dn: 2.862518 loss: 16.855419 eta: 6 days, 6:39:39 batch_cost: 0.6530 data_cost: 0.0018 ips: 6.1258 images/s [04/09 23:42:47] ppdet.engine INFO: Epoch: [6] [2900/7329] learning_rate: 0.000100 loss_class: 0.673159 loss_bbox: 0.171280 loss_giou: 0.535721 loss_class_aux: 4.504853 loss_bbox_aux: 1.158730 loss_giou_aux: 3.347590 loss_class_dn: 0.389150 loss_bbox_dn: 0.241507 loss_giou_dn: 0.581474 loss_class_aux_dn: 2.112803 loss_bbox_aux_dn: 1.325413 loss_giou_aux_dn: 3.118054 loss: 19.476391 eta: 6 days, 6:38:40 batch_cost: 0.6545 data_cost: 0.0018 ips: 6.1114 images/s [04/09 23:43:58] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.648023 loss_bbox: 0.161932 loss_giou: 0.475047 loss_class_aux: 4.277945 loss_bbox_aux: 1.057879 loss_giou_aux: 3.066669 loss_class_dn: 0.365237 loss_bbox_dn: 0.251422 loss_giou_dn: 0.518755 loss_class_aux_dn: 1.880151 loss_bbox_aux_dn: 1.411148 loss_giou_aux_dn: 2.802513 loss: 16.718906 eta: 6 days, 6:37:43 batch_cost: 0.6558 data_cost: 0.0019 ips: 6.0990 images/s [04/09 23:45:09] ppdet.engine INFO: Epoch: [6] [3100/7329] learning_rate: 0.000100 loss_class: 0.664852 loss_bbox: 0.167489 loss_giou: 0.441102 loss_class_aux: 4.399216 loss_bbox_aux: 1.106104 loss_giou_aux: 2.733461 loss_class_dn: 0.371283 loss_bbox_dn: 0.218014 loss_giou_dn: 0.484647 loss_class_aux_dn: 1.965957 loss_bbox_aux_dn: 1.233282 loss_giou_aux_dn: 2.649253 loss: 17.169418 eta: 6 days, 6:36:38 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1391 images/s [04/09 23:46:18] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.664935 loss_bbox: 0.155131 loss_giou: 0.394874 loss_class_aux: 4.369879 loss_bbox_aux: 1.071636 loss_giou_aux: 2.557935 loss_class_dn: 0.362390 loss_bbox_dn: 0.241531 loss_giou_dn: 0.461683 loss_class_aux_dn: 1.924424 loss_bbox_aux_dn: 1.326593 loss_giou_aux_dn: 2.469145 loss: 16.784374 eta: 6 days, 6:35:08 batch_cost: 0.6375 data_cost: 0.0018 ips: 6.2741 images/s [04/09 23:47:29] ppdet.engine INFO: Epoch: [6] [3300/7329] learning_rate: 0.000100 loss_class: 0.630029 loss_bbox: 0.162785 loss_giou: 0.387092 loss_class_aux: 4.086061 loss_bbox_aux: 1.048401 loss_giou_aux: 2.491752 loss_class_dn: 0.366493 loss_bbox_dn: 0.210648 loss_giou_dn: 0.451403 loss_class_aux_dn: 1.971085 loss_bbox_aux_dn: 1.200918 loss_giou_aux_dn: 2.423106 loss: 16.159184 eta: 6 days, 6:34:03 batch_cost: 0.6511 data_cost: 0.0019 ips: 6.1433 images/s [04/09 23:48:40] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.750117 loss_bbox: 0.189057 loss_giou: 0.540653 loss_class_aux: 4.828985 loss_bbox_aux: 1.252930 loss_giou_aux: 3.426630 loss_class_dn: 0.431848 loss_bbox_dn: 0.269417 loss_giou_dn: 0.611457 loss_class_aux_dn: 2.280646 loss_bbox_aux_dn: 1.486933 loss_giou_aux_dn: 3.249764 loss: 20.167036 eta: 6 days, 6:33:02 batch_cost: 0.6537 data_cost: 0.0018 ips: 6.1191 images/s [04/09 23:49:50] ppdet.engine INFO: Epoch: [6] [3500/7329] learning_rate: 0.000100 loss_class: 0.605308 loss_bbox: 0.166855 loss_giou: 0.392215 loss_class_aux: 3.971578 loss_bbox_aux: 1.078006 loss_giou_aux: 2.518336 loss_class_dn: 0.345016 loss_bbox_dn: 0.210283 loss_giou_dn: 0.440367 loss_class_aux_dn: 1.827316 loss_bbox_aux_dn: 1.240700 loss_giou_aux_dn: 2.413438 loss: 16.013004 eta: 6 days, 6:31:49 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1817 images/s [04/09 23:51:00] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.632498 loss_bbox: 0.183989 loss_giou: 0.394576 loss_class_aux: 3.977026 loss_bbox_aux: 1.160316 loss_giou_aux: 2.538242 loss_class_dn: 0.371190 loss_bbox_dn: 0.254447 loss_giou_dn: 0.450532 loss_class_aux_dn: 1.895088 loss_bbox_aux_dn: 1.421252 loss_giou_aux_dn: 2.452006 loss: 16.246130 eta: 6 days, 6:30:33 batch_cost: 0.6448 data_cost: 0.0019 ips: 6.2032 images/s [04/09 23:52:10] ppdet.engine INFO: Epoch: [6] [3700/7329] learning_rate: 0.000100 loss_class: 0.623625 loss_bbox: 0.157819 loss_giou: 0.415180 loss_class_aux: 4.195688 loss_bbox_aux: 1.002381 loss_giou_aux: 2.618205 loss_class_dn: 0.352209 loss_bbox_dn: 0.212539 loss_giou_dn: 0.454785 loss_class_aux_dn: 1.872731 loss_bbox_aux_dn: 1.187896 loss_giou_aux_dn: 2.478420 loss: 15.968703 eta: 6 days, 6:29:17 batch_cost: 0.6451 data_cost: 0.0017 ips: 6.2009 images/s [04/09 23:53:21] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.685767 loss_bbox: 0.173154 loss_giou: 0.483217 loss_class_aux: 4.270822 loss_bbox_aux: 1.086717 loss_giou_aux: 2.951774 loss_class_dn: 0.379522 loss_bbox_dn: 0.228184 loss_giou_dn: 0.513399 loss_class_aux_dn: 2.004647 loss_bbox_aux_dn: 1.277214 loss_giou_aux_dn: 2.700045 loss: 17.416948 eta: 6 days, 6:28:09 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1565 images/s [04/09 23:54:32] ppdet.engine INFO: Epoch: [6] [3900/7329] learning_rate: 0.000100 loss_class: 0.637043 loss_bbox: 0.157723 loss_giou: 0.389838 loss_class_aux: 4.142078 loss_bbox_aux: 1.078742 loss_giou_aux: 2.517254 loss_class_dn: 0.369120 loss_bbox_dn: 0.243778 loss_giou_dn: 0.437327 loss_class_aux_dn: 1.949028 loss_bbox_aux_dn: 1.391671 loss_giou_aux_dn: 2.398115 loss: 16.358307 eta: 6 days, 6:27:17 batch_cost: 0.6590 data_cost: 0.0020 ips: 6.0695 images/s [04/09 23:55:43] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.633165 loss_bbox: 0.179705 loss_giou: 0.452813 loss_class_aux: 4.370937 loss_bbox_aux: 1.166719 loss_giou_aux: 2.877997 loss_class_dn: 0.384577 loss_bbox_dn: 0.251746 loss_giou_dn: 0.508789 loss_class_aux_dn: 2.067614 loss_bbox_aux_dn: 1.326225 loss_giou_aux_dn: 2.774044 loss: 17.575729 eta: 6 days, 6:26:11 batch_cost: 0.6506 data_cost: 0.0018 ips: 6.1485 images/s [04/09 23:56:54] ppdet.engine INFO: Epoch: [6] [4100/7329] learning_rate: 0.000100 loss_class: 0.679850 loss_bbox: 0.166893 loss_giou: 0.396981 loss_class_aux: 4.458843 loss_bbox_aux: 1.099844 loss_giou_aux: 2.545369 loss_class_dn: 0.361849 loss_bbox_dn: 0.228112 loss_giou_dn: 0.436440 loss_class_aux_dn: 1.930132 loss_bbox_aux_dn: 1.267949 loss_giou_aux_dn: 2.414387 loss: 16.893929 eta: 6 days, 6:25:11 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1139 images/s [04/09 23:58:05] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.576130 loss_bbox: 0.141429 loss_giou: 0.349750 loss_class_aux: 3.696354 loss_bbox_aux: 0.928588 loss_giou_aux: 2.313396 loss_class_dn: 0.327940 loss_bbox_dn: 0.199222 loss_giou_dn: 0.414366 loss_class_aux_dn: 1.773396 loss_bbox_aux_dn: 1.105185 loss_giou_aux_dn: 2.287753 loss: 15.014115 eta: 6 days, 6:24:09 batch_cost: 0.6532 data_cost: 0.0019 ips: 6.1241 images/s [04/09 23:59:17] ppdet.engine INFO: Epoch: [6] [4300/7329] learning_rate: 0.000100 loss_class: 0.651992 loss_bbox: 0.169235 loss_giou: 0.440724 loss_class_aux: 4.280048 loss_bbox_aux: 1.123333 loss_giou_aux: 2.907240 loss_class_dn: 0.363432 loss_bbox_dn: 0.252627 loss_giou_dn: 0.521243 loss_class_aux_dn: 1.920618 loss_bbox_aux_dn: 1.401562 loss_giou_aux_dn: 2.731464 loss: 16.585613 eta: 6 days, 6:23:10 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1059 images/s [04/10 00:00:28] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.724029 loss_bbox: 0.157666 loss_giou: 0.474970 loss_class_aux: 4.618428 loss_bbox_aux: 1.004092 loss_giou_aux: 3.077145 loss_class_dn: 0.400226 loss_bbox_dn: 0.203595 loss_giou_dn: 0.519384 loss_class_aux_dn: 2.136660 loss_bbox_aux_dn: 1.131230 loss_giou_aux_dn: 2.803190 loss: 17.515312 eta: 6 days, 6:22:16 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0842 images/s [04/10 00:01:38] ppdet.engine INFO: Epoch: [6] [4500/7329] learning_rate: 0.000100 loss_class: 0.741033 loss_bbox: 0.179385 loss_giou: 0.462178 loss_class_aux: 4.754960 loss_bbox_aux: 1.157300 loss_giou_aux: 2.845031 loss_class_dn: 0.390368 loss_bbox_dn: 0.239203 loss_giou_dn: 0.486358 loss_class_aux_dn: 2.040043 loss_bbox_aux_dn: 1.365067 loss_giou_aux_dn: 2.608542 loss: 17.478628 eta: 6 days, 6:21:01 batch_cost: 0.6460 data_cost: 0.0019 ips: 6.1919 images/s [04/10 00:02:51] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.721072 loss_bbox: 0.176508 loss_giou: 0.449645 loss_class_aux: 4.582800 loss_bbox_aux: 1.081072 loss_giou_aux: 2.732194 loss_class_dn: 0.354588 loss_bbox_dn: 0.249865 loss_giou_dn: 0.461355 loss_class_aux_dn: 1.884725 loss_bbox_aux_dn: 1.374933 loss_giou_aux_dn: 2.503864 loss: 16.867245 eta: 6 days, 6:20:23 batch_cost: 0.6671 data_cost: 0.0020 ips: 5.9962 images/s [04/10 00:04:02] ppdet.engine INFO: Epoch: [6] [4700/7329] learning_rate: 0.000100 loss_class: 0.668422 loss_bbox: 0.172536 loss_giou: 0.414848 loss_class_aux: 4.227079 loss_bbox_aux: 1.096192 loss_giou_aux: 2.621977 loss_class_dn: 0.354891 loss_bbox_dn: 0.233284 loss_giou_dn: 0.442849 loss_class_aux_dn: 1.899855 loss_bbox_aux_dn: 1.288347 loss_giou_aux_dn: 2.394136 loss: 16.582558 eta: 6 days, 6:19:21 batch_cost: 0.6531 data_cost: 0.0019 ips: 6.1245 images/s [04/10 00:05:13] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.652399 loss_bbox: 0.173340 loss_giou: 0.413925 loss_class_aux: 4.355000 loss_bbox_aux: 1.100835 loss_giou_aux: 2.661420 loss_class_dn: 0.363022 loss_bbox_dn: 0.236311 loss_giou_dn: 0.467736 loss_class_aux_dn: 1.943275 loss_bbox_aux_dn: 1.279200 loss_giou_aux_dn: 2.524844 loss: 16.900070 eta: 6 days, 6:18:23 batch_cost: 0.6559 data_cost: 0.0019 ips: 6.0984 images/s [04/10 00:06:23] ppdet.engine INFO: Epoch: [6] [4900/7329] learning_rate: 0.000100 loss_class: 0.636323 loss_bbox: 0.164194 loss_giou: 0.494745 loss_class_aux: 4.136890 loss_bbox_aux: 1.069241 loss_giou_aux: 3.075201 loss_class_dn: 0.351990 loss_bbox_dn: 0.213932 loss_giou_dn: 0.499542 loss_class_aux_dn: 1.887567 loss_bbox_aux_dn: 1.174876 loss_giou_aux_dn: 2.657163 loss: 16.210449 eta: 6 days, 6:17:02 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2332 images/s [04/10 00:07:33] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.700400 loss_bbox: 0.172817 loss_giou: 0.448801 loss_class_aux: 4.616664 loss_bbox_aux: 1.152430 loss_giou_aux: 2.854781 loss_class_dn: 0.378844 loss_bbox_dn: 0.225949 loss_giou_dn: 0.517388 loss_class_aux_dn: 2.036700 loss_bbox_aux_dn: 1.246647 loss_giou_aux_dn: 2.796954 loss: 17.762375 eta: 6 days, 6:15:52 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1663 images/s [04/10 00:08:43] ppdet.engine INFO: Epoch: [6] [5100/7329] learning_rate: 0.000100 loss_class: 0.647942 loss_bbox: 0.163238 loss_giou: 0.395859 loss_class_aux: 4.251291 loss_bbox_aux: 1.067811 loss_giou_aux: 2.579270 loss_class_dn: 0.357105 loss_bbox_dn: 0.238436 loss_giou_dn: 0.458041 loss_class_aux_dn: 1.850370 loss_bbox_aux_dn: 1.324974 loss_giou_aux_dn: 2.504628 loss: 16.597527 eta: 6 days, 6:14:44 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1563 images/s [04/10 00:09:54] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.649536 loss_bbox: 0.170578 loss_giou: 0.421118 loss_class_aux: 4.437690 loss_bbox_aux: 1.120218 loss_giou_aux: 2.622329 loss_class_dn: 0.366234 loss_bbox_dn: 0.264365 loss_giou_dn: 0.446923 loss_class_aux_dn: 1.950693 loss_bbox_aux_dn: 1.512294 loss_giou_aux_dn: 2.437682 loss: 16.354481 eta: 6 days, 6:13:35 batch_cost: 0.6486 data_cost: 0.0018 ips: 6.1669 images/s [04/10 00:11:04] ppdet.engine INFO: Epoch: [6] [5300/7329] learning_rate: 0.000100 loss_class: 0.616627 loss_bbox: 0.168578 loss_giou: 0.428385 loss_class_aux: 3.918309 loss_bbox_aux: 1.083807 loss_giou_aux: 2.609756 loss_class_dn: 0.352994 loss_bbox_dn: 0.213486 loss_giou_dn: 0.447646 loss_class_aux_dn: 1.919820 loss_bbox_aux_dn: 1.239397 loss_giou_aux_dn: 2.433077 loss: 15.505816 eta: 6 days, 6:12:23 batch_cost: 0.6476 data_cost: 0.0019 ips: 6.1762 images/s [04/10 00:12:17] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.654804 loss_bbox: 0.174077 loss_giou: 0.446880 loss_class_aux: 4.258700 loss_bbox_aux: 1.150652 loss_giou_aux: 2.877021 loss_class_dn: 0.371527 loss_bbox_dn: 0.219336 loss_giou_dn: 0.468878 loss_class_aux_dn: 1.975394 loss_bbox_aux_dn: 1.260353 loss_giou_aux_dn: 2.562626 loss: 16.752373 eta: 6 days, 6:11:45 batch_cost: 0.6672 data_cost: 0.0020 ips: 5.9952 images/s [04/10 00:13:31] ppdet.engine INFO: Epoch: [6] [5500/7329] learning_rate: 0.000100 loss_class: 0.672025 loss_bbox: 0.164545 loss_giou: 0.491538 loss_class_aux: 4.486547 loss_bbox_aux: 1.092841 loss_giou_aux: 3.055995 loss_class_dn: 0.388471 loss_bbox_dn: 0.230784 loss_giou_dn: 0.494287 loss_class_aux_dn: 2.027053 loss_bbox_aux_dn: 1.287131 loss_giou_aux_dn: 2.697934 loss: 18.231318 eta: 6 days, 6:11:25 batch_cost: 0.6783 data_cost: 0.0017 ips: 5.8973 images/s [04/10 00:14:43] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.627354 loss_bbox: 0.160010 loss_giou: 0.452303 loss_class_aux: 4.200597 loss_bbox_aux: 1.005951 loss_giou_aux: 2.827126 loss_class_dn: 0.375681 loss_bbox_dn: 0.207147 loss_giou_dn: 0.498323 loss_class_aux_dn: 1.963297 loss_bbox_aux_dn: 1.150645 loss_giou_aux_dn: 2.627437 loss: 17.161205 eta: 6 days, 6:10:20 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1389 images/s [04/10 00:15:53] ppdet.engine INFO: Epoch: [6] [5700/7329] learning_rate: 0.000100 loss_class: 0.697632 loss_bbox: 0.190717 loss_giou: 0.524988 loss_class_aux: 4.543682 loss_bbox_aux: 1.225215 loss_giou_aux: 3.379696 loss_class_dn: 0.414391 loss_bbox_dn: 0.223740 loss_giou_dn: 0.621722 loss_class_aux_dn: 2.182384 loss_bbox_aux_dn: 1.298550 loss_giou_aux_dn: 3.280347 loss: 19.358261 eta: 6 days, 6:09:04 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.1999 images/s [04/10 00:17:04] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.649171 loss_bbox: 0.166145 loss_giou: 0.442749 loss_class_aux: 4.243536 loss_bbox_aux: 1.102795 loss_giou_aux: 2.874761 loss_class_dn: 0.359149 loss_bbox_dn: 0.234364 loss_giou_dn: 0.485938 loss_class_aux_dn: 1.904059 loss_bbox_aux_dn: 1.245636 loss_giou_aux_dn: 2.587219 loss: 16.545115 eta: 6 days, 6:08:03 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1167 images/s [04/10 00:18:15] ppdet.engine INFO: Epoch: [6] [5900/7329] learning_rate: 0.000100 loss_class: 0.677650 loss_bbox: 0.209375 loss_giou: 0.475372 loss_class_aux: 4.533512 loss_bbox_aux: 1.253576 loss_giou_aux: 2.996286 loss_class_dn: 0.399639 loss_bbox_dn: 0.266129 loss_giou_dn: 0.533640 loss_class_aux_dn: 2.062679 loss_bbox_aux_dn: 1.472269 loss_giou_aux_dn: 2.890034 loss: 17.901321 eta: 6 days, 6:07:10 batch_cost: 0.6585 data_cost: 0.0018 ips: 6.0745 images/s [04/10 00:19:27] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.672532 loss_bbox: 0.178101 loss_giou: 0.472677 loss_class_aux: 4.493976 loss_bbox_aux: 1.146132 loss_giou_aux: 3.110764 loss_class_dn: 0.375385 loss_bbox_dn: 0.242689 loss_giou_dn: 0.518720 loss_class_aux_dn: 1.974532 loss_bbox_aux_dn: 1.332463 loss_giou_aux_dn: 2.801182 loss: 16.927408 eta: 6 days, 6:06:16 batch_cost: 0.6579 data_cost: 0.0019 ips: 6.0802 images/s [04/10 00:20:38] ppdet.engine INFO: Epoch: [6] [6100/7329] learning_rate: 0.000100 loss_class: 0.689435 loss_bbox: 0.187629 loss_giou: 0.388818 loss_class_aux: 4.419837 loss_bbox_aux: 1.130280 loss_giou_aux: 2.642878 loss_class_dn: 0.367115 loss_bbox_dn: 0.225540 loss_giou_dn: 0.458987 loss_class_aux_dn: 1.951348 loss_bbox_aux_dn: 1.291957 loss_giou_aux_dn: 2.478009 loss: 16.848003 eta: 6 days, 6:05:17 batch_cost: 0.6557 data_cost: 0.0019 ips: 6.1008 images/s [04/10 00:21:50] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.700077 loss_bbox: 0.172845 loss_giou: 0.471914 loss_class_aux: 4.610775 loss_bbox_aux: 1.128058 loss_giou_aux: 2.984064 loss_class_dn: 0.408615 loss_bbox_dn: 0.222400 loss_giou_dn: 0.510171 loss_class_aux_dn: 2.144040 loss_bbox_aux_dn: 1.277823 loss_giou_aux_dn: 2.698639 loss: 17.984049 eta: 6 days, 6:04:19 batch_cost: 0.6555 data_cost: 0.0018 ips: 6.1021 images/s [04/10 00:23:00] ppdet.engine INFO: Epoch: [6] [6300/7329] learning_rate: 0.000100 loss_class: 0.657971 loss_bbox: 0.162661 loss_giou: 0.453854 loss_class_aux: 4.345966 loss_bbox_aux: 1.048746 loss_giou_aux: 2.841494 loss_class_dn: 0.363405 loss_bbox_dn: 0.212331 loss_giou_dn: 0.475593 loss_class_aux_dn: 1.905062 loss_bbox_aux_dn: 1.189670 loss_giou_aux_dn: 2.567642 loss: 16.557520 eta: 6 days, 6:03:08 batch_cost: 0.6479 data_cost: 0.0017 ips: 6.1739 images/s [04/10 00:24:10] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.628771 loss_bbox: 0.180709 loss_giou: 0.483065 loss_class_aux: 4.194266 loss_bbox_aux: 1.170337 loss_giou_aux: 3.014555 loss_class_dn: 0.385843 loss_bbox_dn: 0.234718 loss_giou_dn: 0.513604 loss_class_aux_dn: 2.021904 loss_bbox_aux_dn: 1.279055 loss_giou_aux_dn: 2.718431 loss: 17.358086 eta: 6 days, 6:01:56 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1822 images/s [04/10 00:25:20] ppdet.engine INFO: Epoch: [6] [6500/7329] learning_rate: 0.000100 loss_class: 0.685826 loss_bbox: 0.153307 loss_giou: 0.482355 loss_class_aux: 4.429124 loss_bbox_aux: 1.018173 loss_giou_aux: 3.052451 loss_class_dn: 0.395796 loss_bbox_dn: 0.201269 loss_giou_dn: 0.543754 loss_class_aux_dn: 2.122484 loss_bbox_aux_dn: 1.114004 loss_giou_aux_dn: 2.977821 loss: 17.281406 eta: 6 days, 6:00:36 batch_cost: 0.6427 data_cost: 0.0018 ips: 6.2236 images/s [04/10 00:26:34] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.638612 loss_bbox: 0.153303 loss_giou: 0.392865 loss_class_aux: 4.226950 loss_bbox_aux: 1.040431 loss_giou_aux: 2.490319 loss_class_dn: 0.344187 loss_bbox_dn: 0.220001 loss_giou_dn: 0.442881 loss_class_aux_dn: 1.855925 loss_bbox_aux_dn: 1.221157 loss_giou_aux_dn: 2.388145 loss: 16.011841 eta: 6 days, 6:00:13 batch_cost: 0.6769 data_cost: 0.0017 ips: 5.9092 images/s [04/10 00:27:46] ppdet.engine INFO: Epoch: [6] [6700/7329] learning_rate: 0.000100 loss_class: 0.623460 loss_bbox: 0.153217 loss_giou: 0.415405 loss_class_aux: 3.970129 loss_bbox_aux: 1.017803 loss_giou_aux: 2.653243 loss_class_dn: 0.356828 loss_bbox_dn: 0.200998 loss_giou_dn: 0.415332 loss_class_aux_dn: 1.883391 loss_bbox_aux_dn: 1.155517 loss_giou_aux_dn: 2.242658 loss: 15.292425 eta: 6 days, 5:59:22 batch_cost: 0.6604 data_cost: 0.0019 ips: 6.0571 images/s [04/10 00:28:59] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.612066 loss_bbox: 0.160298 loss_giou: 0.414080 loss_class_aux: 4.046982 loss_bbox_aux: 1.071081 loss_giou_aux: 2.731689 loss_class_dn: 0.358297 loss_bbox_dn: 0.231969 loss_giou_dn: 0.441893 loss_class_aux_dn: 1.921503 loss_bbox_aux_dn: 1.301689 loss_giou_aux_dn: 2.403496 loss: 15.851397 eta: 6 days, 5:58:38 batch_cost: 0.6641 data_cost: 0.0019 ips: 6.0231 images/s [04/10 00:30:10] ppdet.engine INFO: Epoch: [6] [6900/7329] learning_rate: 0.000100 loss_class: 0.608302 loss_bbox: 0.150437 loss_giou: 0.418970 loss_class_aux: 3.944597 loss_bbox_aux: 1.000679 loss_giou_aux: 2.704633 loss_class_dn: 0.345612 loss_bbox_dn: 0.213598 loss_giou_dn: 0.474663 loss_class_aux_dn: 1.832941 loss_bbox_aux_dn: 1.229316 loss_giou_aux_dn: 2.557151 loss: 15.932888 eta: 6 days, 5:57:36 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1159 images/s [04/10 00:31:21] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.618839 loss_bbox: 0.158105 loss_giou: 0.457120 loss_class_aux: 4.058456 loss_bbox_aux: 1.022852 loss_giou_aux: 2.809055 loss_class_dn: 0.370399 loss_bbox_dn: 0.222497 loss_giou_dn: 0.502879 loss_class_aux_dn: 1.953653 loss_bbox_aux_dn: 1.223371 loss_giou_aux_dn: 2.672990 loss: 17.180096 eta: 6 days, 5:56:39 batch_cost: 0.6560 data_cost: 0.0018 ips: 6.0975 images/s [04/10 00:32:33] ppdet.engine INFO: Epoch: [6] [7100/7329] learning_rate: 0.000100 loss_class: 0.600142 loss_bbox: 0.193675 loss_giou: 0.382484 loss_class_aux: 3.967018 loss_bbox_aux: 1.251578 loss_giou_aux: 2.447109 loss_class_dn: 0.348459 loss_bbox_dn: 0.252909 loss_giou_dn: 0.458649 loss_class_aux_dn: 1.878778 loss_bbox_aux_dn: 1.429394 loss_giou_aux_dn: 2.438323 loss: 16.482145 eta: 6 days, 5:55:40 batch_cost: 0.6557 data_cost: 0.0018 ips: 6.1006 images/s [04/10 00:33:44] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.683874 loss_bbox: 0.180950 loss_giou: 0.530477 loss_class_aux: 4.629797 loss_bbox_aux: 1.170600 loss_giou_aux: 3.282784 loss_class_dn: 0.412299 loss_bbox_dn: 0.231267 loss_giou_dn: 0.558438 loss_class_aux_dn: 2.207887 loss_bbox_aux_dn: 1.280276 loss_giou_aux_dn: 3.050535 loss: 18.585615 eta: 6 days, 5:54:36 batch_cost: 0.6518 data_cost: 0.0018 ips: 6.1365 images/s [04/10 00:34:54] ppdet.engine INFO: Epoch: [6] [7300/7329] learning_rate: 0.000100 loss_class: 0.614867 loss_bbox: 0.153217 loss_giou: 0.441488 loss_class_aux: 4.178513 loss_bbox_aux: 0.998910 loss_giou_aux: 2.764546 loss_class_dn: 0.343477 loss_bbox_dn: 0.208213 loss_giou_dn: 0.453478 loss_class_aux_dn: 1.813793 loss_bbox_aux_dn: 1.197594 loss_giou_aux_dn: 2.415459 loss: 16.043848 eta: 6 days, 5:53:20 batch_cost: 0.6454 data_cost: 0.0017 ips: 6.1975 images/s [04/10 00:35:19] ppdet.engine INFO: Eval iter: 0 [04/10 00:35:46] ppdet.engine INFO: Eval iter: 100 [04/10 00:36:14] ppdet.engine INFO: Eval iter: 200 [04/10 00:36:41] ppdet.engine INFO: Eval iter: 300 [04/10 00:37:08] ppdet.engine INFO: Eval iter: 400 [04/10 00:37:36] ppdet.engine INFO: Eval iter: 500 [04/10 00:38:04] ppdet.engine INFO: Eval iter: 600 [04/10 00:38:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 00:38:46] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.61s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.25s). Accumulating evaluation results... DONE (t=27.35s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.474 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.650 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.280 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.369 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.612 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.687 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.472 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 [04/10 00:41:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.046719916391844 [04/10 00:41:35] ppdet.engine INFO: Best test bbox ap is 0.474. [04/10 00:41:39] ppdet.engine INFO: Epoch: [7] [ 0/7329] learning_rate: 0.000100 loss_class: 0.635203 loss_bbox: 0.157495 loss_giou: 0.442190 loss_class_aux: 4.176303 loss_bbox_aux: 1.021530 loss_giou_aux: 2.771507 loss_class_dn: 0.335877 loss_bbox_dn: 0.232066 loss_giou_dn: 0.455820 loss_class_aux_dn: 1.797331 loss_bbox_aux_dn: 1.288977 loss_giou_aux_dn: 2.447315 loss: 16.043848 eta: 6 days, 5:53:07 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1605 images/s [04/10 00:42:51] ppdet.engine INFO: Epoch: [7] [ 100/7329] learning_rate: 0.000100 loss_class: 0.669254 loss_bbox: 0.165819 loss_giou: 0.466208 loss_class_aux: 4.303485 loss_bbox_aux: 1.071551 loss_giou_aux: 2.939021 loss_class_dn: 0.379669 loss_bbox_dn: 0.217970 loss_giou_dn: 0.535986 loss_class_aux_dn: 1.990035 loss_bbox_aux_dn: 1.242834 loss_giou_aux_dn: 2.854599 loss: 18.200310 eta: 6 days, 5:52:15 batch_cost: 0.6594 data_cost: 0.0018 ips: 6.0664 images/s [04/10 00:44:02] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.632632 loss_bbox: 0.142516 loss_giou: 0.387730 loss_class_aux: 4.115880 loss_bbox_aux: 1.000765 loss_giou_aux: 2.470828 loss_class_dn: 0.340613 loss_bbox_dn: 0.204469 loss_giou_dn: 0.435056 loss_class_aux_dn: 1.813851 loss_bbox_aux_dn: 1.159088 loss_giou_aux_dn: 2.367598 loss: 15.315545 eta: 6 days, 5:51:11 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1332 images/s [04/10 00:45:14] ppdet.engine INFO: Epoch: [7] [ 300/7329] learning_rate: 0.000100 loss_class: 0.700747 loss_bbox: 0.173856 loss_giou: 0.552286 loss_class_aux: 4.471663 loss_bbox_aux: 1.186980 loss_giou_aux: 3.476015 loss_class_dn: 0.404156 loss_bbox_dn: 0.237203 loss_giou_dn: 0.553313 loss_class_aux_dn: 2.139166 loss_bbox_aux_dn: 1.350366 loss_giou_aux_dn: 3.008267 loss: 18.102095 eta: 6 days, 5:50:22 batch_cost: 0.6622 data_cost: 0.0022 ips: 6.0403 images/s [04/10 00:46:23] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.615781 loss_bbox: 0.150438 loss_giou: 0.457022 loss_class_aux: 4.019200 loss_bbox_aux: 0.988533 loss_giou_aux: 2.902667 loss_class_dn: 0.366285 loss_bbox_dn: 0.204804 loss_giou_dn: 0.504913 loss_class_aux_dn: 1.980506 loss_bbox_aux_dn: 1.168758 loss_giou_aux_dn: 2.776185 loss: 16.962776 eta: 6 days, 5:48:56 batch_cost: 0.6381 data_cost: 0.0020 ips: 6.2683 images/s [04/10 00:47:35] ppdet.engine INFO: Epoch: [7] [ 500/7329] learning_rate: 0.000100 loss_class: 0.648297 loss_bbox: 0.164461 loss_giou: 0.406269 loss_class_aux: 4.299161 loss_bbox_aux: 1.065337 loss_giou_aux: 2.634916 loss_class_dn: 0.365467 loss_bbox_dn: 0.227551 loss_giou_dn: 0.477138 loss_class_aux_dn: 1.907150 loss_bbox_aux_dn: 1.303050 loss_giou_aux_dn: 2.583136 loss: 15.882927 eta: 6 days, 5:48:04 batch_cost: 0.6599 data_cost: 0.0023 ips: 6.0612 images/s [04/10 00:48:45] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.616858 loss_bbox: 0.167438 loss_giou: 0.409324 loss_class_aux: 4.087932 loss_bbox_aux: 1.118753 loss_giou_aux: 2.611199 loss_class_dn: 0.359586 loss_bbox_dn: 0.227970 loss_giou_dn: 0.472683 loss_class_aux_dn: 1.961090 loss_bbox_aux_dn: 1.283592 loss_giou_aux_dn: 2.563239 loss: 16.373520 eta: 6 days, 5:46:45 batch_cost: 0.6430 data_cost: 0.0018 ips: 6.2211 images/s [04/10 00:49:57] ppdet.engine INFO: Epoch: [7] [ 700/7329] learning_rate: 0.000100 loss_class: 0.704438 loss_bbox: 0.172427 loss_giou: 0.431018 loss_class_aux: 4.510740 loss_bbox_aux: 1.129244 loss_giou_aux: 2.736419 loss_class_dn: 0.372654 loss_bbox_dn: 0.224530 loss_giou_dn: 0.474394 loss_class_aux_dn: 2.019230 loss_bbox_aux_dn: 1.315469 loss_giou_aux_dn: 2.559173 loss: 16.925148 eta: 6 days, 5:45:55 batch_cost: 0.6611 data_cost: 0.0020 ips: 6.0503 images/s [04/10 00:51:08] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.651049 loss_bbox: 0.162663 loss_giou: 0.420190 loss_class_aux: 4.139943 loss_bbox_aux: 1.024857 loss_giou_aux: 2.812039 loss_class_dn: 0.353353 loss_bbox_dn: 0.224776 loss_giou_dn: 0.523602 loss_class_aux_dn: 1.880750 loss_bbox_aux_dn: 1.311244 loss_giou_aux_dn: 2.800838 loss: 16.523502 eta: 6 days, 5:44:56 batch_cost: 0.6555 data_cost: 0.0020 ips: 6.1022 images/s [04/10 00:52:19] ppdet.engine INFO: Epoch: [7] [ 900/7329] learning_rate: 0.000100 loss_class: 0.640906 loss_bbox: 0.155330 loss_giou: 0.465982 loss_class_aux: 4.170913 loss_bbox_aux: 1.037001 loss_giou_aux: 2.888759 loss_class_dn: 0.366086 loss_bbox_dn: 0.221403 loss_giou_dn: 0.510358 loss_class_aux_dn: 1.927055 loss_bbox_aux_dn: 1.247082 loss_giou_aux_dn: 2.754631 loss: 17.062168 eta: 6 days, 5:43:50 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1475 images/s [04/10 00:53:28] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.695626 loss_bbox: 0.167541 loss_giou: 0.466767 loss_class_aux: 4.466645 loss_bbox_aux: 1.101303 loss_giou_aux: 3.022183 loss_class_dn: 0.387541 loss_bbox_dn: 0.241530 loss_giou_dn: 0.516414 loss_class_aux_dn: 2.074778 loss_bbox_aux_dn: 1.330243 loss_giou_aux_dn: 2.860836 loss: 17.158192 eta: 6 days, 5:42:24 batch_cost: 0.6386 data_cost: 0.0020 ips: 6.2633 images/s [04/10 00:54:40] ppdet.engine INFO: Epoch: [7] [1100/7329] learning_rate: 0.000100 loss_class: 0.668185 loss_bbox: 0.160283 loss_giou: 0.443638 loss_class_aux: 4.329021 loss_bbox_aux: 1.064284 loss_giou_aux: 2.716020 loss_class_dn: 0.365975 loss_bbox_dn: 0.240912 loss_giou_dn: 0.485125 loss_class_aux_dn: 1.951389 loss_bbox_aux_dn: 1.358945 loss_giou_aux_dn: 2.638315 loss: 16.744307 eta: 6 days, 5:41:41 batch_cost: 0.6653 data_cost: 0.0021 ips: 6.0119 images/s [04/10 00:55:51] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.648124 loss_bbox: 0.178281 loss_giou: 0.451290 loss_class_aux: 4.245854 loss_bbox_aux: 1.171403 loss_giou_aux: 2.809106 loss_class_dn: 0.385464 loss_bbox_dn: 0.235208 loss_giou_dn: 0.481392 loss_class_aux_dn: 2.050567 loss_bbox_aux_dn: 1.320317 loss_giou_aux_dn: 2.558670 loss: 17.298029 eta: 6 days, 5:40:37 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1297 images/s [04/10 00:57:01] ppdet.engine INFO: Epoch: [7] [1300/7329] learning_rate: 0.000100 loss_class: 0.630198 loss_bbox: 0.162611 loss_giou: 0.419776 loss_class_aux: 3.985561 loss_bbox_aux: 1.052936 loss_giou_aux: 2.707525 loss_class_dn: 0.347678 loss_bbox_dn: 0.208541 loss_giou_dn: 0.487941 loss_class_aux_dn: 1.834030 loss_bbox_aux_dn: 1.215736 loss_giou_aux_dn: 2.641019 loss: 16.650734 eta: 6 days, 5:39:20 batch_cost: 0.6437 data_cost: 0.0021 ips: 6.2145 images/s [04/10 00:58:13] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.688528 loss_bbox: 0.162689 loss_giou: 0.429108 loss_class_aux: 4.459850 loss_bbox_aux: 1.000426 loss_giou_aux: 2.817365 loss_class_dn: 0.391224 loss_bbox_dn: 0.208107 loss_giou_dn: 0.492215 loss_class_aux_dn: 2.040455 loss_bbox_aux_dn: 1.220001 loss_giou_aux_dn: 2.641051 loss: 17.301184 eta: 6 days, 5:38:20 batch_cost: 0.6551 data_cost: 0.0020 ips: 6.1063 images/s [04/10 00:59:23] ppdet.engine INFO: Epoch: [7] [1500/7329] learning_rate: 0.000100 loss_class: 0.695713 loss_bbox: 0.169413 loss_giou: 0.451199 loss_class_aux: 4.539390 loss_bbox_aux: 1.096298 loss_giou_aux: 2.944204 loss_class_dn: 0.390982 loss_bbox_dn: 0.242266 loss_giou_dn: 0.497253 loss_class_aux_dn: 2.079782 loss_bbox_aux_dn: 1.356700 loss_giou_aux_dn: 2.638921 loss: 17.508347 eta: 6 days, 5:37:12 batch_cost: 0.6500 data_cost: 0.0022 ips: 6.1540 images/s [04/10 01:00:35] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.631541 loss_bbox: 0.160381 loss_giou: 0.446344 loss_class_aux: 4.144954 loss_bbox_aux: 1.019117 loss_giou_aux: 2.722137 loss_class_dn: 0.359802 loss_bbox_dn: 0.233880 loss_giou_dn: 0.454847 loss_class_aux_dn: 1.910108 loss_bbox_aux_dn: 1.296515 loss_giou_aux_dn: 2.446329 loss: 15.730642 eta: 6 days, 5:36:12 batch_cost: 0.6549 data_cost: 0.0023 ips: 6.1077 images/s [04/10 01:01:45] ppdet.engine INFO: Epoch: [7] [1700/7329] learning_rate: 0.000100 loss_class: 0.681017 loss_bbox: 0.162218 loss_giou: 0.476231 loss_class_aux: 4.386313 loss_bbox_aux: 1.006912 loss_giou_aux: 3.037314 loss_class_dn: 0.337516 loss_bbox_dn: 0.227604 loss_giou_dn: 0.504356 loss_class_aux_dn: 1.823431 loss_bbox_aux_dn: 1.268578 loss_giou_aux_dn: 2.648958 loss: 16.240795 eta: 6 days, 5:35:01 batch_cost: 0.6474 data_cost: 0.0022 ips: 6.1783 images/s [04/10 01:02:56] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.647397 loss_bbox: 0.172252 loss_giou: 0.493514 loss_class_aux: 4.288014 loss_bbox_aux: 1.111043 loss_giou_aux: 3.096830 loss_class_dn: 0.370153 loss_bbox_dn: 0.213955 loss_giou_dn: 0.503796 loss_class_aux_dn: 1.980562 loss_bbox_aux_dn: 1.269449 loss_giou_aux_dn: 2.765216 loss: 17.270603 eta: 6 days, 5:33:55 batch_cost: 0.6509 data_cost: 0.0023 ips: 6.1452 images/s [04/10 01:04:08] ppdet.engine INFO: Epoch: [7] [1900/7329] learning_rate: 0.000100 loss_class: 0.686985 loss_bbox: 0.177467 loss_giou: 0.571424 loss_class_aux: 4.385317 loss_bbox_aux: 1.086726 loss_giou_aux: 3.526300 loss_class_dn: 0.401411 loss_bbox_dn: 0.192231 loss_giou_dn: 0.579421 loss_class_aux_dn: 2.112609 loss_bbox_aux_dn: 1.088272 loss_giou_aux_dn: 3.083246 loss: 18.986845 eta: 6 days, 5:33:07 batch_cost: 0.6629 data_cost: 0.0020 ips: 6.0342 images/s [04/10 01:05:18] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.692840 loss_bbox: 0.170711 loss_giou: 0.376929 loss_class_aux: 4.397399 loss_bbox_aux: 1.127963 loss_giou_aux: 2.506550 loss_class_dn: 0.352039 loss_bbox_dn: 0.235479 loss_giou_dn: 0.429902 loss_class_aux_dn: 1.871040 loss_bbox_aux_dn: 1.361821 loss_giou_aux_dn: 2.384142 loss: 15.807293 eta: 6 days, 5:31:46 batch_cost: 0.6417 data_cost: 0.0022 ips: 6.2338 images/s [04/10 01:06:28] ppdet.engine INFO: Epoch: [7] [2100/7329] learning_rate: 0.000100 loss_class: 0.645594 loss_bbox: 0.170385 loss_giou: 0.429908 loss_class_aux: 4.398790 loss_bbox_aux: 1.079673 loss_giou_aux: 2.554157 loss_class_dn: 0.373500 loss_bbox_dn: 0.239811 loss_giou_dn: 0.449737 loss_class_aux_dn: 1.895247 loss_bbox_aux_dn: 1.367273 loss_giou_aux_dn: 2.441737 loss: 16.716438 eta: 6 days, 5:30:35 batch_cost: 0.6473 data_cost: 0.0021 ips: 6.1797 images/s [04/10 01:07:40] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.582300 loss_bbox: 0.164141 loss_giou: 0.402547 loss_class_aux: 3.905860 loss_bbox_aux: 1.058696 loss_giou_aux: 2.478767 loss_class_dn: 0.338852 loss_bbox_dn: 0.221662 loss_giou_dn: 0.417564 loss_class_aux_dn: 1.790472 loss_bbox_aux_dn: 1.285956 loss_giou_aux_dn: 2.269510 loss: 15.569233 eta: 6 days, 5:29:45 batch_cost: 0.6619 data_cost: 0.0022 ips: 6.0435 images/s [04/10 01:08:51] ppdet.engine INFO: Epoch: [7] [2300/7329] learning_rate: 0.000100 loss_class: 0.667556 loss_bbox: 0.143925 loss_giou: 0.443303 loss_class_aux: 4.306032 loss_bbox_aux: 0.995614 loss_giou_aux: 2.862177 loss_class_dn: 0.365123 loss_bbox_dn: 0.198272 loss_giou_dn: 0.516933 loss_class_aux_dn: 1.946319 loss_bbox_aux_dn: 1.127428 loss_giou_aux_dn: 2.744037 loss: 16.421154 eta: 6 days, 5:28:36 batch_cost: 0.6491 data_cost: 0.0021 ips: 6.1624 images/s [04/10 01:10:01] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.595937 loss_bbox: 0.152742 loss_giou: 0.380310 loss_class_aux: 3.944603 loss_bbox_aux: 0.996409 loss_giou_aux: 2.405577 loss_class_dn: 0.327479 loss_bbox_dn: 0.214553 loss_giou_dn: 0.441780 loss_class_aux_dn: 1.722556 loss_bbox_aux_dn: 1.231229 loss_giou_aux_dn: 2.379732 loss: 15.422926 eta: 6 days, 5:27:22 batch_cost: 0.6453 data_cost: 0.0020 ips: 6.1986 images/s [04/10 01:11:12] ppdet.engine INFO: Epoch: [7] [2500/7329] learning_rate: 0.000100 loss_class: 0.736722 loss_bbox: 0.176984 loss_giou: 0.444240 loss_class_aux: 4.731159 loss_bbox_aux: 1.115264 loss_giou_aux: 2.850991 loss_class_dn: 0.406068 loss_bbox_dn: 0.242762 loss_giou_dn: 0.527794 loss_class_aux_dn: 2.158078 loss_bbox_aux_dn: 1.325243 loss_giou_aux_dn: 2.841004 loss: 18.264523 eta: 6 days, 5:26:24 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0918 images/s [04/10 01:12:22] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.636516 loss_bbox: 0.159209 loss_giou: 0.417668 loss_class_aux: 4.117121 loss_bbox_aux: 1.027738 loss_giou_aux: 2.622321 loss_class_dn: 0.360068 loss_bbox_dn: 0.210904 loss_giou_dn: 0.472673 loss_class_aux_dn: 1.872954 loss_bbox_aux_dn: 1.197306 loss_giou_aux_dn: 2.531858 loss: 17.287945 eta: 6 days, 5:25:10 batch_cost: 0.6456 data_cost: 0.0020 ips: 6.1963 images/s [04/10 01:13:33] ppdet.engine INFO: Epoch: [7] [2700/7329] learning_rate: 0.000100 loss_class: 0.723047 loss_bbox: 0.183797 loss_giou: 0.560832 loss_class_aux: 4.622546 loss_bbox_aux: 1.237835 loss_giou_aux: 3.473578 loss_class_dn: 0.412915 loss_bbox_dn: 0.229078 loss_giou_dn: 0.589366 loss_class_aux_dn: 2.182384 loss_bbox_aux_dn: 1.311146 loss_giou_aux_dn: 3.172439 loss: 18.635239 eta: 6 days, 5:24:04 batch_cost: 0.6512 data_cost: 0.0022 ips: 6.1427 images/s [04/10 01:14:44] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.630007 loss_bbox: 0.153188 loss_giou: 0.363145 loss_class_aux: 4.087342 loss_bbox_aux: 1.002651 loss_giou_aux: 2.347399 loss_class_dn: 0.345651 loss_bbox_dn: 0.206397 loss_giou_dn: 0.442289 loss_class_aux_dn: 1.836277 loss_bbox_aux_dn: 1.139805 loss_giou_aux_dn: 2.410645 loss: 15.400225 eta: 6 days, 5:22:59 batch_cost: 0.6512 data_cost: 0.0021 ips: 6.1422 images/s [04/10 01:15:55] ppdet.engine INFO: Epoch: [7] [2900/7329] learning_rate: 0.000100 loss_class: 0.661542 loss_bbox: 0.140518 loss_giou: 0.473637 loss_class_aux: 4.398929 loss_bbox_aux: 0.924315 loss_giou_aux: 3.038659 loss_class_dn: 0.355343 loss_bbox_dn: 0.201389 loss_giou_dn: 0.513463 loss_class_aux_dn: 1.901135 loss_bbox_aux_dn: 1.136866 loss_giou_aux_dn: 2.735485 loss: 16.327576 eta: 6 days, 5:21:47 batch_cost: 0.6472 data_cost: 0.0026 ips: 6.1801 images/s [04/10 01:17:05] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.583767 loss_bbox: 0.130357 loss_giou: 0.327928 loss_class_aux: 3.837503 loss_bbox_aux: 0.849578 loss_giou_aux: 2.109717 loss_class_dn: 0.331901 loss_bbox_dn: 0.192914 loss_giou_dn: 0.382155 loss_class_aux_dn: 1.813775 loss_bbox_aux_dn: 1.079594 loss_giou_aux_dn: 2.090881 loss: 13.862146 eta: 6 days, 5:20:38 batch_cost: 0.6493 data_cost: 0.0022 ips: 6.1604 images/s [04/10 01:18:16] ppdet.engine INFO: Epoch: [7] [3100/7329] learning_rate: 0.000100 loss_class: 0.643966 loss_bbox: 0.161155 loss_giou: 0.307440 loss_class_aux: 4.129962 loss_bbox_aux: 1.020124 loss_giou_aux: 2.069675 loss_class_dn: 0.334875 loss_bbox_dn: 0.224077 loss_giou_dn: 0.404194 loss_class_aux_dn: 1.752349 loss_bbox_aux_dn: 1.270161 loss_giou_aux_dn: 2.182364 loss: 15.099434 eta: 6 days, 5:19:32 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1462 images/s [04/10 01:19:28] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.598530 loss_bbox: 0.144580 loss_giou: 0.345660 loss_class_aux: 3.850201 loss_bbox_aux: 0.952965 loss_giou_aux: 2.298541 loss_class_dn: 0.319742 loss_bbox_dn: 0.212253 loss_giou_dn: 0.389668 loss_class_aux_dn: 1.724079 loss_bbox_aux_dn: 1.208669 loss_giou_aux_dn: 2.139479 loss: 14.574371 eta: 6 days, 5:18:37 batch_cost: 0.6584 data_cost: 0.0024 ips: 6.0757 images/s [04/10 01:20:39] ppdet.engine INFO: Epoch: [7] [3300/7329] learning_rate: 0.000100 loss_class: 0.678210 loss_bbox: 0.160137 loss_giou: 0.421204 loss_class_aux: 4.314425 loss_bbox_aux: 1.041832 loss_giou_aux: 2.702958 loss_class_dn: 0.385474 loss_bbox_dn: 0.211218 loss_giou_dn: 0.492904 loss_class_aux_dn: 2.044266 loss_bbox_aux_dn: 1.165675 loss_giou_aux_dn: 2.638844 loss: 16.973787 eta: 6 days, 5:17:37 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1094 images/s [04/10 01:21:49] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.724276 loss_bbox: 0.187759 loss_giou: 0.565623 loss_class_aux: 4.480595 loss_bbox_aux: 1.167817 loss_giou_aux: 3.577531 loss_class_dn: 0.426206 loss_bbox_dn: 0.225015 loss_giou_dn: 0.639549 loss_class_aux_dn: 2.252282 loss_bbox_aux_dn: 1.257029 loss_giou_aux_dn: 3.460498 loss: 20.552502 eta: 6 days, 5:16:26 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1737 images/s [04/10 01:23:01] ppdet.engine INFO: Epoch: [7] [3500/7329] learning_rate: 0.000100 loss_class: 0.613773 loss_bbox: 0.143775 loss_giou: 0.407594 loss_class_aux: 3.968964 loss_bbox_aux: 0.939700 loss_giou_aux: 2.540632 loss_class_dn: 0.358004 loss_bbox_dn: 0.188786 loss_giou_dn: 0.465085 loss_class_aux_dn: 1.919738 loss_bbox_aux_dn: 1.023191 loss_giou_aux_dn: 2.536003 loss: 16.754030 eta: 6 days, 5:15:38 batch_cost: 0.6629 data_cost: 0.0022 ips: 6.0344 images/s [04/10 01:24:14] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.706608 loss_bbox: 0.173078 loss_giou: 0.417215 loss_class_aux: 4.646810 loss_bbox_aux: 1.131940 loss_giou_aux: 2.653805 loss_class_dn: 0.390278 loss_bbox_dn: 0.242870 loss_giou_dn: 0.474930 loss_class_aux_dn: 2.091487 loss_bbox_aux_dn: 1.364948 loss_giou_aux_dn: 2.608962 loss: 17.551836 eta: 6 days, 5:14:52 batch_cost: 0.6641 data_cost: 0.0019 ips: 6.0232 images/s [04/10 01:25:25] ppdet.engine INFO: Epoch: [7] [3700/7329] learning_rate: 0.000100 loss_class: 0.616007 loss_bbox: 0.144868 loss_giou: 0.459170 loss_class_aux: 3.990192 loss_bbox_aux: 0.950724 loss_giou_aux: 2.818189 loss_class_dn: 0.344251 loss_bbox_dn: 0.200438 loss_giou_dn: 0.454201 loss_class_aux_dn: 1.835709 loss_bbox_aux_dn: 1.129537 loss_giou_aux_dn: 2.476961 loss: 14.927262 eta: 6 days, 5:13:56 batch_cost: 0.6581 data_cost: 0.0020 ips: 6.0777 images/s [04/10 01:26:38] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.619629 loss_bbox: 0.168643 loss_giou: 0.437842 loss_class_aux: 3.999501 loss_bbox_aux: 1.106355 loss_giou_aux: 2.778156 loss_class_dn: 0.349866 loss_bbox_dn: 0.225476 loss_giou_dn: 0.467302 loss_class_aux_dn: 1.873806 loss_bbox_aux_dn: 1.342512 loss_giou_aux_dn: 2.534271 loss: 16.774948 eta: 6 days, 5:13:15 batch_cost: 0.6674 data_cost: 0.0021 ips: 5.9933 images/s [04/10 01:27:49] ppdet.engine INFO: Epoch: [7] [3900/7329] learning_rate: 0.000100 loss_class: 0.660784 loss_bbox: 0.167347 loss_giou: 0.430806 loss_class_aux: 4.335944 loss_bbox_aux: 1.031239 loss_giou_aux: 2.843795 loss_class_dn: 0.386122 loss_bbox_dn: 0.229519 loss_giou_dn: 0.507767 loss_class_aux_dn: 2.016492 loss_bbox_aux_dn: 1.308557 loss_giou_aux_dn: 2.764575 loss: 17.193451 eta: 6 days, 5:12:16 batch_cost: 0.6561 data_cost: 0.0022 ips: 6.0962 images/s [04/10 01:29:00] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.659116 loss_bbox: 0.163751 loss_giou: 0.459258 loss_class_aux: 4.281399 loss_bbox_aux: 1.027055 loss_giou_aux: 2.923985 loss_class_dn: 0.380329 loss_bbox_dn: 0.191574 loss_giou_dn: 0.490438 loss_class_aux_dn: 2.031510 loss_bbox_aux_dn: 1.142815 loss_giou_aux_dn: 2.666961 loss: 16.963497 eta: 6 days, 5:11:15 batch_cost: 0.6541 data_cost: 0.0021 ips: 6.1153 images/s [04/10 01:30:11] ppdet.engine INFO: Epoch: [7] [4100/7329] learning_rate: 0.000100 loss_class: 0.635108 loss_bbox: 0.182965 loss_giou: 0.401957 loss_class_aux: 4.167654 loss_bbox_aux: 1.264886 loss_giou_aux: 2.520142 loss_class_dn: 0.359574 loss_bbox_dn: 0.262265 loss_giou_dn: 0.458345 loss_class_aux_dn: 1.870202 loss_bbox_aux_dn: 1.464720 loss_giou_aux_dn: 2.451746 loss: 16.161285 eta: 6 days, 5:10:01 batch_cost: 0.6456 data_cost: 0.0018 ips: 6.1962 images/s [04/10 01:31:23] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.718745 loss_bbox: 0.190494 loss_giou: 0.482663 loss_class_aux: 4.554723 loss_bbox_aux: 1.175951 loss_giou_aux: 3.103703 loss_class_dn: 0.400323 loss_bbox_dn: 0.234464 loss_giou_dn: 0.530833 loss_class_aux_dn: 2.080729 loss_bbox_aux_dn: 1.288215 loss_giou_aux_dn: 2.824013 loss: 18.465096 eta: 6 days, 5:09:18 batch_cost: 0.6665 data_cost: 0.0022 ips: 6.0014 images/s [04/10 01:32:33] ppdet.engine INFO: Epoch: [7] [4300/7329] learning_rate: 0.000100 loss_class: 0.629971 loss_bbox: 0.155696 loss_giou: 0.384557 loss_class_aux: 4.018663 loss_bbox_aux: 1.012321 loss_giou_aux: 2.454291 loss_class_dn: 0.351413 loss_bbox_dn: 0.201771 loss_giou_dn: 0.419941 loss_class_aux_dn: 1.860652 loss_bbox_aux_dn: 1.129296 loss_giou_aux_dn: 2.285652 loss: 15.487400 eta: 6 days, 5:08:04 batch_cost: 0.6462 data_cost: 0.0020 ips: 6.1902 images/s [04/10 01:33:44] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.658703 loss_bbox: 0.163743 loss_giou: 0.459866 loss_class_aux: 4.144330 loss_bbox_aux: 1.073711 loss_giou_aux: 2.881354 loss_class_dn: 0.375768 loss_bbox_dn: 0.230645 loss_giou_dn: 0.519313 loss_class_aux_dn: 1.988299 loss_bbox_aux_dn: 1.290835 loss_giou_aux_dn: 2.834144 loss: 17.291000 eta: 6 days, 5:06:52 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1822 images/s [04/10 01:34:55] ppdet.engine INFO: Epoch: [7] [4500/7329] learning_rate: 0.000100 loss_class: 0.695012 loss_bbox: 0.174880 loss_giou: 0.494046 loss_class_aux: 4.449297 loss_bbox_aux: 1.123989 loss_giou_aux: 3.145307 loss_class_dn: 0.399225 loss_bbox_dn: 0.229990 loss_giou_dn: 0.550138 loss_class_aux_dn: 2.085805 loss_bbox_aux_dn: 1.313161 loss_giou_aux_dn: 2.922687 loss: 17.287838 eta: 6 days, 5:05:59 batch_cost: 0.6598 data_cost: 0.0021 ips: 6.0627 images/s [04/10 01:36:05] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.651938 loss_bbox: 0.183604 loss_giou: 0.481015 loss_class_aux: 4.242094 loss_bbox_aux: 1.204243 loss_giou_aux: 3.006726 loss_class_dn: 0.363351 loss_bbox_dn: 0.234288 loss_giou_dn: 0.497305 loss_class_aux_dn: 1.901390 loss_bbox_aux_dn: 1.270805 loss_giou_aux_dn: 2.674462 loss: 16.687489 eta: 6 days, 5:04:39 batch_cost: 0.6415 data_cost: 0.0020 ips: 6.2357 images/s [04/10 01:37:16] ppdet.engine INFO: Epoch: [7] [4700/7329] learning_rate: 0.000100 loss_class: 0.595719 loss_bbox: 0.159315 loss_giou: 0.429806 loss_class_aux: 3.991880 loss_bbox_aux: 1.037095 loss_giou_aux: 2.721583 loss_class_dn: 0.360658 loss_bbox_dn: 0.207292 loss_giou_dn: 0.433655 loss_class_aux_dn: 1.899020 loss_bbox_aux_dn: 1.174395 loss_giou_aux_dn: 2.363837 loss: 16.266615 eta: 6 days, 5:03:45 batch_cost: 0.6595 data_cost: 0.0022 ips: 6.0653 images/s [04/10 01:38:28] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.711014 loss_bbox: 0.160055 loss_giou: 0.475761 loss_class_aux: 4.484312 loss_bbox_aux: 1.045475 loss_giou_aux: 3.093990 loss_class_dn: 0.370515 loss_bbox_dn: 0.229557 loss_giou_dn: 0.501566 loss_class_aux_dn: 1.964811 loss_bbox_aux_dn: 1.285724 loss_giou_aux_dn: 2.647827 loss: 16.971096 eta: 6 days, 5:02:51 batch_cost: 0.6591 data_cost: 0.0021 ips: 6.0687 images/s [04/10 01:39:40] ppdet.engine INFO: Epoch: [7] [4900/7329] learning_rate: 0.000100 loss_class: 0.712928 loss_bbox: 0.170357 loss_giou: 0.452803 loss_class_aux: 4.561625 loss_bbox_aux: 1.110084 loss_giou_aux: 2.889970 loss_class_dn: 0.393835 loss_bbox_dn: 0.221144 loss_giou_dn: 0.474263 loss_class_aux_dn: 2.100235 loss_bbox_aux_dn: 1.219166 loss_giou_aux_dn: 2.610974 loss: 17.958193 eta: 6 days, 5:02:01 batch_cost: 0.6622 data_cost: 0.0022 ips: 6.0401 images/s [04/10 01:40:51] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.651679 loss_bbox: 0.174126 loss_giou: 0.401268 loss_class_aux: 4.269974 loss_bbox_aux: 1.081735 loss_giou_aux: 2.497902 loss_class_dn: 0.395867 loss_bbox_dn: 0.229236 loss_giou_dn: 0.466555 loss_class_aux_dn: 2.041216 loss_bbox_aux_dn: 1.280122 loss_giou_aux_dn: 2.535797 loss: 17.758961 eta: 6 days, 5:01:01 batch_cost: 0.6547 data_cost: 0.0021 ips: 6.1097 images/s [04/10 01:42:02] ppdet.engine INFO: Epoch: [7] [5100/7329] learning_rate: 0.000100 loss_class: 0.655049 loss_bbox: 0.178699 loss_giou: 0.387600 loss_class_aux: 4.201273 loss_bbox_aux: 1.134780 loss_giou_aux: 2.442414 loss_class_dn: 0.357172 loss_bbox_dn: 0.244480 loss_giou_dn: 0.428987 loss_class_aux_dn: 1.939373 loss_bbox_aux_dn: 1.341907 loss_giou_aux_dn: 2.354581 loss: 16.504948 eta: 6 days, 4:59:57 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1246 images/s [04/10 01:43:16] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.676917 loss_bbox: 0.163282 loss_giou: 0.404115 loss_class_aux: 4.400157 loss_bbox_aux: 1.038719 loss_giou_aux: 2.479528 loss_class_dn: 0.348320 loss_bbox_dn: 0.235969 loss_giou_dn: 0.417648 loss_class_aux_dn: 1.879192 loss_bbox_aux_dn: 1.349938 loss_giou_aux_dn: 2.288026 loss: 16.294437 eta: 6 days, 4:59:30 batch_cost: 0.6779 data_cost: 0.0019 ips: 5.9003 images/s [04/10 01:44:27] ppdet.engine INFO: Epoch: [7] [5300/7329] learning_rate: 0.000100 loss_class: 0.635399 loss_bbox: 0.164390 loss_giou: 0.426576 loss_class_aux: 4.135848 loss_bbox_aux: 1.035685 loss_giou_aux: 2.809384 loss_class_dn: 0.369805 loss_bbox_dn: 0.230025 loss_giou_dn: 0.501217 loss_class_aux_dn: 1.959646 loss_bbox_aux_dn: 1.326944 loss_giou_aux_dn: 2.713354 loss: 16.882757 eta: 6 days, 4:58:27 batch_cost: 0.6532 data_cost: 0.0020 ips: 6.1234 images/s [04/10 01:45:38] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.645631 loss_bbox: 0.178510 loss_giou: 0.392139 loss_class_aux: 4.225294 loss_bbox_aux: 1.161766 loss_giou_aux: 2.493779 loss_class_dn: 0.374614 loss_bbox_dn: 0.230419 loss_giou_dn: 0.437757 loss_class_aux_dn: 2.005175 loss_bbox_aux_dn: 1.275918 loss_giou_aux_dn: 2.335811 loss: 16.330074 eta: 6 days, 4:57:22 batch_cost: 0.6513 data_cost: 0.0021 ips: 6.1411 images/s [04/10 01:46:48] ppdet.engine INFO: Epoch: [7] [5500/7329] learning_rate: 0.000100 loss_class: 0.704032 loss_bbox: 0.164349 loss_giou: 0.446311 loss_class_aux: 4.437444 loss_bbox_aux: 1.051642 loss_giou_aux: 2.891201 loss_class_dn: 0.384868 loss_bbox_dn: 0.244506 loss_giou_dn: 0.504743 loss_class_aux_dn: 2.010881 loss_bbox_aux_dn: 1.353915 loss_giou_aux_dn: 2.701719 loss: 16.816040 eta: 6 days, 4:56:07 batch_cost: 0.6449 data_cost: 0.0019 ips: 6.2022 images/s [04/10 01:47:59] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.680330 loss_bbox: 0.166624 loss_giou: 0.479332 loss_class_aux: 4.396026 loss_bbox_aux: 1.088049 loss_giou_aux: 2.945546 loss_class_dn: 0.396325 loss_bbox_dn: 0.224861 loss_giou_dn: 0.524547 loss_class_aux_dn: 2.123151 loss_bbox_aux_dn: 1.246692 loss_giou_aux_dn: 2.848149 loss: 18.732170 eta: 6 days, 4:55:07 batch_cost: 0.6559 data_cost: 0.0021 ips: 6.0987 images/s [04/10 01:49:09] ppdet.engine INFO: Epoch: [7] [5700/7329] learning_rate: 0.000100 loss_class: 0.644408 loss_bbox: 0.155763 loss_giou: 0.449802 loss_class_aux: 4.226063 loss_bbox_aux: 1.062143 loss_giou_aux: 2.841241 loss_class_dn: 0.367621 loss_bbox_dn: 0.214338 loss_giou_dn: 0.457086 loss_class_aux_dn: 1.947831 loss_bbox_aux_dn: 1.209897 loss_giou_aux_dn: 2.489167 loss: 16.250690 eta: 6 days, 4:53:46 batch_cost: 0.6403 data_cost: 0.0023 ips: 6.2475 images/s [04/10 01:50:20] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.620243 loss_bbox: 0.166388 loss_giou: 0.427057 loss_class_aux: 4.070728 loss_bbox_aux: 1.068045 loss_giou_aux: 2.701538 loss_class_dn: 0.355662 loss_bbox_dn: 0.202464 loss_giou_dn: 0.504461 loss_class_aux_dn: 1.897950 loss_bbox_aux_dn: 1.149581 loss_giou_aux_dn: 2.674582 loss: 16.984280 eta: 6 days, 4:52:43 batch_cost: 0.6533 data_cost: 0.0021 ips: 6.1225 images/s [04/10 01:51:30] ppdet.engine INFO: Epoch: [7] [5900/7329] learning_rate: 0.000100 loss_class: 0.739436 loss_bbox: 0.166817 loss_giou: 0.600892 loss_class_aux: 4.601089 loss_bbox_aux: 1.076383 loss_giou_aux: 3.707053 loss_class_dn: 0.398895 loss_bbox_dn: 0.222571 loss_giou_dn: 0.616479 loss_class_aux_dn: 2.098417 loss_bbox_aux_dn: 1.259333 loss_giou_aux_dn: 3.294631 loss: 19.170315 eta: 6 days, 4:51:28 batch_cost: 0.6448 data_cost: 0.0022 ips: 6.2034 images/s [04/10 01:52:41] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.634053 loss_bbox: 0.175643 loss_giou: 0.433838 loss_class_aux: 4.169906 loss_bbox_aux: 1.102449 loss_giou_aux: 2.762449 loss_class_dn: 0.358721 loss_bbox_dn: 0.214559 loss_giou_dn: 0.462839 loss_class_aux_dn: 1.925120 loss_bbox_aux_dn: 1.189722 loss_giou_aux_dn: 2.501711 loss: 16.825256 eta: 6 days, 4:50:24 batch_cost: 0.6529 data_cost: 0.0022 ips: 6.1269 images/s [04/10 01:53:52] ppdet.engine INFO: Epoch: [7] [6100/7329] learning_rate: 0.000100 loss_class: 0.642094 loss_bbox: 0.165630 loss_giou: 0.410646 loss_class_aux: 4.154471 loss_bbox_aux: 1.058710 loss_giou_aux: 2.633855 loss_class_dn: 0.384167 loss_bbox_dn: 0.230153 loss_giou_dn: 0.492935 loss_class_aux_dn: 2.016699 loss_bbox_aux_dn: 1.305281 loss_giou_aux_dn: 2.672858 loss: 17.289633 eta: 6 days, 4:49:30 batch_cost: 0.6597 data_cost: 0.0021 ips: 6.0636 images/s [04/10 01:55:04] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.667761 loss_bbox: 0.180436 loss_giou: 0.483908 loss_class_aux: 4.298509 loss_bbox_aux: 1.179734 loss_giou_aux: 3.113103 loss_class_dn: 0.387539 loss_bbox_dn: 0.236340 loss_giou_dn: 0.527987 loss_class_aux_dn: 2.080055 loss_bbox_aux_dn: 1.352709 loss_giou_aux_dn: 2.831496 loss: 17.747009 eta: 6 days, 4:48:30 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1067 images/s [04/10 01:56:15] ppdet.engine INFO: Epoch: [7] [6300/7329] learning_rate: 0.000100 loss_class: 0.626609 loss_bbox: 0.158258 loss_giou: 0.520679 loss_class_aux: 4.059390 loss_bbox_aux: 1.032295 loss_giou_aux: 3.200367 loss_class_dn: 0.382884 loss_bbox_dn: 0.209747 loss_giou_dn: 0.532443 loss_class_aux_dn: 1.962003 loss_bbox_aux_dn: 1.169697 loss_giou_aux_dn: 2.802630 loss: 16.796757 eta: 6 days, 4:47:29 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1097 images/s [04/10 01:57:27] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.633064 loss_bbox: 0.154866 loss_giou: 0.507641 loss_class_aux: 4.140789 loss_bbox_aux: 1.056056 loss_giou_aux: 3.168887 loss_class_dn: 0.354888 loss_bbox_dn: 0.201467 loss_giou_dn: 0.530914 loss_class_aux_dn: 1.932799 loss_bbox_aux_dn: 1.115116 loss_giou_aux_dn: 2.815896 loss: 17.209270 eta: 6 days, 4:46:39 batch_cost: 0.6624 data_cost: 0.0020 ips: 6.0385 images/s [04/10 01:58:38] ppdet.engine INFO: Epoch: [7] [6500/7329] learning_rate: 0.000100 loss_class: 0.680966 loss_bbox: 0.183296 loss_giou: 0.470440 loss_class_aux: 4.399058 loss_bbox_aux: 1.193731 loss_giou_aux: 2.978957 loss_class_dn: 0.374897 loss_bbox_dn: 0.246338 loss_giou_dn: 0.496848 loss_class_aux_dn: 2.005042 loss_bbox_aux_dn: 1.379888 loss_giou_aux_dn: 2.686996 loss: 17.706617 eta: 6 days, 4:45:28 batch_cost: 0.6473 data_cost: 0.0026 ips: 6.1796 images/s [04/10 01:59:48] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.764665 loss_bbox: 0.199423 loss_giou: 0.457296 loss_class_aux: 4.818988 loss_bbox_aux: 1.251614 loss_giou_aux: 3.017856 loss_class_dn: 0.427078 loss_bbox_dn: 0.240411 loss_giou_dn: 0.540334 loss_class_aux_dn: 2.241794 loss_bbox_aux_dn: 1.352127 loss_giou_aux_dn: 2.884508 loss: 19.070642 eta: 6 days, 4:44:15 batch_cost: 0.6469 data_cost: 0.0021 ips: 6.1833 images/s [04/10 02:00:59] ppdet.engine INFO: Epoch: [7] [6700/7329] learning_rate: 0.000100 loss_class: 0.587836 loss_bbox: 0.157766 loss_giou: 0.357641 loss_class_aux: 3.965720 loss_bbox_aux: 0.984568 loss_giou_aux: 2.289393 loss_class_dn: 0.318363 loss_bbox_dn: 0.213681 loss_giou_dn: 0.415355 loss_class_aux_dn: 1.671773 loss_bbox_aux_dn: 1.206434 loss_giou_aux_dn: 2.247078 loss: 14.921638 eta: 6 days, 4:43:07 batch_cost: 0.6493 data_cost: 0.0022 ips: 6.1600 images/s [04/10 02:02:09] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.639277 loss_bbox: 0.147100 loss_giou: 0.431798 loss_class_aux: 4.178749 loss_bbox_aux: 0.977457 loss_giou_aux: 2.706916 loss_class_dn: 0.376148 loss_bbox_dn: 0.222237 loss_giou_dn: 0.488061 loss_class_aux_dn: 2.003474 loss_bbox_aux_dn: 1.254242 loss_giou_aux_dn: 2.669012 loss: 16.777760 eta: 6 days, 4:41:54 batch_cost: 0.6460 data_cost: 0.0021 ips: 6.1924 images/s [04/10 02:03:20] ppdet.engine INFO: Epoch: [7] [6900/7329] learning_rate: 0.000100 loss_class: 0.684850 loss_bbox: 0.143751 loss_giou: 0.432015 loss_class_aux: 4.487293 loss_bbox_aux: 1.007787 loss_giou_aux: 2.683746 loss_class_dn: 0.362865 loss_bbox_dn: 0.215330 loss_giou_dn: 0.447800 loss_class_aux_dn: 1.977036 loss_bbox_aux_dn: 1.191486 loss_giou_aux_dn: 2.387675 loss: 15.926459 eta: 6 days, 4:40:52 batch_cost: 0.6541 data_cost: 0.0022 ips: 6.1156 images/s [04/10 02:04:31] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.668149 loss_bbox: 0.141582 loss_giou: 0.429032 loss_class_aux: 4.458092 loss_bbox_aux: 0.932846 loss_giou_aux: 2.754629 loss_class_dn: 0.374025 loss_bbox_dn: 0.198817 loss_giou_dn: 0.461156 loss_class_aux_dn: 1.991965 loss_bbox_aux_dn: 1.135106 loss_giou_aux_dn: 2.585914 loss: 17.156195 eta: 6 days, 4:39:46 batch_cost: 0.6512 data_cost: 0.0020 ips: 6.1421 images/s [04/10 02:05:43] ppdet.engine INFO: Epoch: [7] [7100/7329] learning_rate: 0.000100 loss_class: 0.705796 loss_bbox: 0.173832 loss_giou: 0.431105 loss_class_aux: 4.562772 loss_bbox_aux: 1.126766 loss_giou_aux: 2.697942 loss_class_dn: 0.384247 loss_bbox_dn: 0.231095 loss_giou_dn: 0.488469 loss_class_aux_dn: 2.060776 loss_bbox_aux_dn: 1.267411 loss_giou_aux_dn: 2.612087 loss: 16.789650 eta: 6 days, 4:38:59 batch_cost: 0.6646 data_cost: 0.0021 ips: 6.0183 images/s [04/10 02:06:54] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.644777 loss_bbox: 0.147904 loss_giou: 0.449358 loss_class_aux: 4.009565 loss_bbox_aux: 0.971107 loss_giou_aux: 2.774770 loss_class_dn: 0.345996 loss_bbox_dn: 0.219446 loss_giou_dn: 0.487679 loss_class_aux_dn: 1.847792 loss_bbox_aux_dn: 1.183760 loss_giou_aux_dn: 2.610013 loss: 16.025297 eta: 6 days, 4:37:55 batch_cost: 0.6530 data_cost: 0.0021 ips: 6.1255 images/s [04/10 02:08:05] ppdet.engine INFO: Epoch: [7] [7300/7329] learning_rate: 0.000100 loss_class: 0.601691 loss_bbox: 0.168671 loss_giou: 0.426416 loss_class_aux: 3.987199 loss_bbox_aux: 1.104919 loss_giou_aux: 2.672609 loss_class_dn: 0.364211 loss_bbox_dn: 0.204569 loss_giou_dn: 0.469244 loss_class_aux_dn: 1.910538 loss_bbox_aux_dn: 1.116306 loss_giou_aux_dn: 2.488180 loss: 15.867517 eta: 6 days, 4:36:54 batch_cost: 0.6548 data_cost: 0.0020 ips: 6.1092 images/s [04/10 02:08:31] ppdet.engine INFO: Eval iter: 0 [04/10 02:08:58] ppdet.engine INFO: Eval iter: 100 [04/10 02:09:27] ppdet.engine INFO: Eval iter: 200 [04/10 02:09:55] ppdet.engine INFO: Eval iter: 300 [04/10 02:10:23] ppdet.engine INFO: Eval iter: 400 [04/10 02:10:51] ppdet.engine INFO: Eval iter: 500 [04/10 02:11:18] ppdet.engine INFO: Eval iter: 600 [04/10 02:11:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 02:11:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.30s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.96s). Accumulating evaluation results... DONE (t=27.83s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.288 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.372 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.481 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.740 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 [04/10 02:14:50] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.61474018353728 [04/10 02:14:50] ppdet.engine INFO: Best test bbox ap is 0.482. [04/10 02:14:54] ppdet.engine INFO: Epoch: [8] [ 0/7329] learning_rate: 0.000100 loss_class: 0.644690 loss_bbox: 0.175886 loss_giou: 0.486995 loss_class_aux: 4.286228 loss_bbox_aux: 1.131037 loss_giou_aux: 3.041018 loss_class_dn: 0.396588 loss_bbox_dn: 0.221052 loss_giou_dn: 0.567594 loss_class_aux_dn: 2.098156 loss_bbox_aux_dn: 1.221195 loss_giou_aux_dn: 3.026566 loss: 18.500797 eta: 6 days, 4:36:40 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1027 images/s [04/10 02:16:04] ppdet.engine INFO: Epoch: [8] [ 100/7329] learning_rate: 0.000100 loss_class: 0.656280 loss_bbox: 0.150818 loss_giou: 0.444226 loss_class_aux: 4.312278 loss_bbox_aux: 1.000890 loss_giou_aux: 2.760913 loss_class_dn: 0.385640 loss_bbox_dn: 0.187542 loss_giou_dn: 0.494927 loss_class_aux_dn: 2.062431 loss_bbox_aux_dn: 1.056956 loss_giou_aux_dn: 2.681116 loss: 17.254848 eta: 6 days, 4:35:27 batch_cost: 0.6462 data_cost: 0.0022 ips: 6.1896 images/s [04/10 02:17:16] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.605732 loss_bbox: 0.149718 loss_giou: 0.333663 loss_class_aux: 3.884785 loss_bbox_aux: 0.911842 loss_giou_aux: 2.138870 loss_class_dn: 0.329637 loss_bbox_dn: 0.187441 loss_giou_dn: 0.368447 loss_class_aux_dn: 1.743915 loss_bbox_aux_dn: 1.129524 loss_giou_aux_dn: 2.057910 loss: 14.343332 eta: 6 days, 4:34:32 batch_cost: 0.6588 data_cost: 0.0021 ips: 6.0713 images/s [04/10 02:18:26] ppdet.engine INFO: Epoch: [8] [ 300/7329] learning_rate: 0.000100 loss_class: 0.623338 loss_bbox: 0.187883 loss_giou: 0.442428 loss_class_aux: 4.205254 loss_bbox_aux: 1.236138 loss_giou_aux: 2.852672 loss_class_dn: 0.412513 loss_bbox_dn: 0.224557 loss_giou_dn: 0.507896 loss_class_aux_dn: 2.231401 loss_bbox_aux_dn: 1.294547 loss_giou_aux_dn: 2.768775 loss: 17.087662 eta: 6 days, 4:33:18 batch_cost: 0.6454 data_cost: 0.0022 ips: 6.1975 images/s [04/10 02:19:38] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.692600 loss_bbox: 0.178706 loss_giou: 0.427453 loss_class_aux: 4.584008 loss_bbox_aux: 1.112469 loss_giou_aux: 2.862098 loss_class_dn: 0.393781 loss_bbox_dn: 0.238980 loss_giou_dn: 0.509827 loss_class_aux_dn: 2.086575 loss_bbox_aux_dn: 1.318670 loss_giou_aux_dn: 2.664857 loss: 17.702538 eta: 6 days, 4:32:26 batch_cost: 0.6611 data_cost: 0.0024 ips: 6.0508 images/s [04/10 02:20:50] ppdet.engine INFO: Epoch: [8] [ 500/7329] learning_rate: 0.000100 loss_class: 0.723271 loss_bbox: 0.185199 loss_giou: 0.466686 loss_class_aux: 4.555400 loss_bbox_aux: 1.187334 loss_giou_aux: 3.056598 loss_class_dn: 0.388543 loss_bbox_dn: 0.222444 loss_giou_dn: 0.503269 loss_class_aux_dn: 2.028379 loss_bbox_aux_dn: 1.258004 loss_giou_aux_dn: 2.719076 loss: 18.367401 eta: 6 days, 4:31:34 batch_cost: 0.6617 data_cost: 0.0020 ips: 6.0447 images/s [04/10 02:22:01] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.716202 loss_bbox: 0.190484 loss_giou: 0.546090 loss_class_aux: 4.742875 loss_bbox_aux: 1.199359 loss_giou_aux: 3.353904 loss_class_dn: 0.419445 loss_bbox_dn: 0.231824 loss_giou_dn: 0.606852 loss_class_aux_dn: 2.239913 loss_bbox_aux_dn: 1.309902 loss_giou_aux_dn: 3.265457 loss: 19.952368 eta: 6 days, 4:30:33 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1088 images/s [04/10 02:23:12] ppdet.engine INFO: Epoch: [8] [ 700/7329] learning_rate: 0.000100 loss_class: 0.693351 loss_bbox: 0.151867 loss_giou: 0.463756 loss_class_aux: 4.551555 loss_bbox_aux: 1.000978 loss_giou_aux: 2.923249 loss_class_dn: 0.378839 loss_bbox_dn: 0.221563 loss_giou_dn: 0.512996 loss_class_aux_dn: 2.024708 loss_bbox_aux_dn: 1.219130 loss_giou_aux_dn: 2.739757 loss: 17.360546 eta: 6 days, 4:29:35 batch_cost: 0.6568 data_cost: 0.0022 ips: 6.0899 images/s [04/10 02:24:23] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.609551 loss_bbox: 0.157515 loss_giou: 0.516303 loss_class_aux: 3.890812 loss_bbox_aux: 1.089361 loss_giou_aux: 3.226144 loss_class_dn: 0.350789 loss_bbox_dn: 0.204864 loss_giou_dn: 0.504726 loss_class_aux_dn: 1.885487 loss_bbox_aux_dn: 1.191718 loss_giou_aux_dn: 2.646977 loss: 16.277458 eta: 6 days, 4:28:28 batch_cost: 0.6506 data_cost: 0.0022 ips: 6.1484 images/s [04/10 02:25:34] ppdet.engine INFO: Epoch: [8] [ 900/7329] learning_rate: 0.000100 loss_class: 0.622283 loss_bbox: 0.136819 loss_giou: 0.373506 loss_class_aux: 4.082833 loss_bbox_aux: 0.911096 loss_giou_aux: 2.493086 loss_class_dn: 0.358683 loss_bbox_dn: 0.186868 loss_giou_dn: 0.413481 loss_class_aux_dn: 1.892408 loss_bbox_aux_dn: 1.095519 loss_giou_aux_dn: 2.277498 loss: 16.045740 eta: 6 days, 4:27:24 batch_cost: 0.6521 data_cost: 0.0021 ips: 6.1343 images/s [04/10 02:26:46] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.711486 loss_bbox: 0.171991 loss_giou: 0.408976 loss_class_aux: 4.635410 loss_bbox_aux: 1.161077 loss_giou_aux: 2.633739 loss_class_dn: 0.398619 loss_bbox_dn: 0.245504 loss_giou_dn: 0.475332 loss_class_aux_dn: 2.099373 loss_bbox_aux_dn: 1.400098 loss_giou_aux_dn: 2.536220 loss: 17.139565 eta: 6 days, 4:26:30 batch_cost: 0.6600 data_cost: 0.0019 ips: 6.0602 images/s [04/10 02:27:57] ppdet.engine INFO: Epoch: [8] [1100/7329] learning_rate: 0.000100 loss_class: 0.565258 loss_bbox: 0.155595 loss_giou: 0.326919 loss_class_aux: 4.016376 loss_bbox_aux: 1.049846 loss_giou_aux: 2.047699 loss_class_dn: 0.318568 loss_bbox_dn: 0.210368 loss_giou_dn: 0.385675 loss_class_aux_dn: 1.685984 loss_bbox_aux_dn: 1.131267 loss_giou_aux_dn: 2.089979 loss: 14.551846 eta: 6 days, 4:25:24 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1406 images/s [04/10 02:29:07] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.603534 loss_bbox: 0.154638 loss_giou: 0.404996 loss_class_aux: 3.857805 loss_bbox_aux: 1.002283 loss_giou_aux: 2.614003 loss_class_dn: 0.346742 loss_bbox_dn: 0.205481 loss_giou_dn: 0.453408 loss_class_aux_dn: 1.831870 loss_bbox_aux_dn: 1.164680 loss_giou_aux_dn: 2.452130 loss: 15.571247 eta: 6 days, 4:24:21 batch_cost: 0.6533 data_cost: 0.0025 ips: 6.1231 images/s [04/10 02:30:18] ppdet.engine INFO: Epoch: [8] [1300/7329] learning_rate: 0.000100 loss_class: 0.594219 loss_bbox: 0.157643 loss_giou: 0.387152 loss_class_aux: 3.914251 loss_bbox_aux: 1.034573 loss_giou_aux: 2.586222 loss_class_dn: 0.347268 loss_bbox_dn: 0.211119 loss_giou_dn: 0.436928 loss_class_aux_dn: 1.889757 loss_bbox_aux_dn: 1.233789 loss_giou_aux_dn: 2.385089 loss: 15.563459 eta: 6 days, 4:23:10 batch_cost: 0.6474 data_cost: 0.0021 ips: 6.1784 images/s [04/10 02:31:29] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.687486 loss_bbox: 0.178928 loss_giou: 0.442390 loss_class_aux: 4.460960 loss_bbox_aux: 1.135671 loss_giou_aux: 2.833248 loss_class_dn: 0.379399 loss_bbox_dn: 0.240032 loss_giou_dn: 0.491861 loss_class_aux_dn: 1.996382 loss_bbox_aux_dn: 1.329841 loss_giou_aux_dn: 2.671489 loss: 17.773960 eta: 6 days, 4:22:04 batch_cost: 0.6516 data_cost: 0.0023 ips: 6.1389 images/s [04/10 02:32:41] ppdet.engine INFO: Epoch: [8] [1500/7329] learning_rate: 0.000100 loss_class: 0.686904 loss_bbox: 0.181749 loss_giou: 0.492050 loss_class_aux: 4.390975 loss_bbox_aux: 1.137975 loss_giou_aux: 3.129314 loss_class_dn: 0.381561 loss_bbox_dn: 0.236700 loss_giou_dn: 0.505846 loss_class_aux_dn: 2.044379 loss_bbox_aux_dn: 1.298172 loss_giou_aux_dn: 2.683944 loss: 17.333645 eta: 6 days, 4:21:17 batch_cost: 0.6653 data_cost: 0.0020 ips: 6.0123 images/s [04/10 02:33:50] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.693730 loss_bbox: 0.171466 loss_giou: 0.417604 loss_class_aux: 4.319260 loss_bbox_aux: 1.125310 loss_giou_aux: 2.688039 loss_class_dn: 0.371468 loss_bbox_dn: 0.217748 loss_giou_dn: 0.463169 loss_class_aux_dn: 1.974660 loss_bbox_aux_dn: 1.279787 loss_giou_aux_dn: 2.498750 loss: 16.619356 eta: 6 days, 4:19:50 batch_cost: 0.6354 data_cost: 0.0020 ips: 6.2952 images/s [04/10 02:35:01] ppdet.engine INFO: Epoch: [8] [1700/7329] learning_rate: 0.000100 loss_class: 0.611123 loss_bbox: 0.158357 loss_giou: 0.432768 loss_class_aux: 4.042643 loss_bbox_aux: 1.099223 loss_giou_aux: 2.808836 loss_class_dn: 0.354853 loss_bbox_dn: 0.217481 loss_giou_dn: 0.468778 loss_class_aux_dn: 1.838046 loss_bbox_aux_dn: 1.240152 loss_giou_aux_dn: 2.463367 loss: 16.445757 eta: 6 days, 4:18:38 batch_cost: 0.6472 data_cost: 0.0020 ips: 6.1801 images/s [04/10 02:36:12] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.537170 loss_bbox: 0.139372 loss_giou: 0.309689 loss_class_aux: 3.500703 loss_bbox_aux: 0.959476 loss_giou_aux: 1.976950 loss_class_dn: 0.279462 loss_bbox_dn: 0.192945 loss_giou_dn: 0.340994 loss_class_aux_dn: 1.527787 loss_bbox_aux_dn: 1.094957 loss_giou_aux_dn: 1.914224 loss: 12.774639 eta: 6 days, 4:17:41 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0834 images/s [04/10 02:37:23] ppdet.engine INFO: Epoch: [8] [1900/7329] learning_rate: 0.000100 loss_class: 0.692456 loss_bbox: 0.172785 loss_giou: 0.464415 loss_class_aux: 4.573685 loss_bbox_aux: 1.089204 loss_giou_aux: 2.931160 loss_class_dn: 0.382735 loss_bbox_dn: 0.213039 loss_giou_dn: 0.542762 loss_class_aux_dn: 2.013698 loss_bbox_aux_dn: 1.171168 loss_giou_aux_dn: 2.911769 loss: 16.999485 eta: 6 days, 4:16:41 batch_cost: 0.6554 data_cost: 0.0022 ips: 6.1034 images/s [04/10 02:38:35] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.699645 loss_bbox: 0.169621 loss_giou: 0.432609 loss_class_aux: 4.488325 loss_bbox_aux: 1.121772 loss_giou_aux: 2.726508 loss_class_dn: 0.357730 loss_bbox_dn: 0.228554 loss_giou_dn: 0.465856 loss_class_aux_dn: 1.897792 loss_bbox_aux_dn: 1.295431 loss_giou_aux_dn: 2.538202 loss: 16.854797 eta: 6 days, 4:15:53 batch_cost: 0.6645 data_cost: 0.0023 ips: 6.0197 images/s [04/10 02:39:46] ppdet.engine INFO: Epoch: [8] [2100/7329] learning_rate: 0.000100 loss_class: 0.660162 loss_bbox: 0.160536 loss_giou: 0.429259 loss_class_aux: 4.394803 loss_bbox_aux: 1.047860 loss_giou_aux: 2.761123 loss_class_dn: 0.392089 loss_bbox_dn: 0.218678 loss_giou_dn: 0.491755 loss_class_aux_dn: 2.053523 loss_bbox_aux_dn: 1.254287 loss_giou_aux_dn: 2.671369 loss: 17.688229 eta: 6 days, 4:14:44 batch_cost: 0.6496 data_cost: 0.0021 ips: 6.1576 images/s [04/10 02:40:56] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.676543 loss_bbox: 0.171692 loss_giou: 0.412522 loss_class_aux: 4.492325 loss_bbox_aux: 1.132835 loss_giou_aux: 2.562456 loss_class_dn: 0.364382 loss_bbox_dn: 0.208708 loss_giou_dn: 0.463649 loss_class_aux_dn: 1.960818 loss_bbox_aux_dn: 1.189073 loss_giou_aux_dn: 2.537912 loss: 16.947401 eta: 6 days, 4:13:32 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1890 images/s [04/10 02:42:08] ppdet.engine INFO: Epoch: [8] [2300/7329] learning_rate: 0.000100 loss_class: 0.588396 loss_bbox: 0.157415 loss_giou: 0.449318 loss_class_aux: 3.900249 loss_bbox_aux: 1.009257 loss_giou_aux: 2.788985 loss_class_dn: 0.343752 loss_bbox_dn: 0.210961 loss_giou_dn: 0.466418 loss_class_aux_dn: 1.824474 loss_bbox_aux_dn: 1.269019 loss_giou_aux_dn: 2.487628 loss: 15.723623 eta: 6 days, 4:12:34 batch_cost: 0.6572 data_cost: 0.0022 ips: 6.0865 images/s [04/10 02:43:19] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.701685 loss_bbox: 0.166660 loss_giou: 0.492030 loss_class_aux: 4.615274 loss_bbox_aux: 1.097443 loss_giou_aux: 3.134727 loss_class_dn: 0.403943 loss_bbox_dn: 0.225977 loss_giou_dn: 0.536499 loss_class_aux_dn: 2.154732 loss_bbox_aux_dn: 1.224077 loss_giou_aux_dn: 2.904836 loss: 18.510231 eta: 6 days, 4:11:37 batch_cost: 0.6580 data_cost: 0.0023 ips: 6.0792 images/s [04/10 02:44:29] ppdet.engine INFO: Epoch: [8] [2500/7329] learning_rate: 0.000100 loss_class: 0.611476 loss_bbox: 0.160970 loss_giou: 0.398290 loss_class_aux: 4.106903 loss_bbox_aux: 1.033496 loss_giou_aux: 2.427296 loss_class_dn: 0.339421 loss_bbox_dn: 0.222547 loss_giou_dn: 0.446400 loss_class_aux_dn: 1.818270 loss_bbox_aux_dn: 1.277270 loss_giou_aux_dn: 2.445875 loss: 15.385902 eta: 6 days, 4:10:23 batch_cost: 0.6452 data_cost: 0.0021 ips: 6.1999 images/s [04/10 02:45:40] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.675025 loss_bbox: 0.154896 loss_giou: 0.431166 loss_class_aux: 4.294317 loss_bbox_aux: 1.048017 loss_giou_aux: 2.745193 loss_class_dn: 0.368188 loss_bbox_dn: 0.200236 loss_giou_dn: 0.466417 loss_class_aux_dn: 1.927999 loss_bbox_aux_dn: 1.118767 loss_giou_aux_dn: 2.536574 loss: 16.443535 eta: 6 days, 4:09:12 batch_cost: 0.6476 data_cost: 0.0021 ips: 6.1771 images/s [04/10 02:46:50] ppdet.engine INFO: Epoch: [8] [2700/7329] learning_rate: 0.000100 loss_class: 0.628716 loss_bbox: 0.158035 loss_giou: 0.523205 loss_class_aux: 3.974106 loss_bbox_aux: 1.038440 loss_giou_aux: 3.273807 loss_class_dn: 0.385889 loss_bbox_dn: 0.192644 loss_giou_dn: 0.554420 loss_class_aux_dn: 2.039812 loss_bbox_aux_dn: 1.002959 loss_giou_aux_dn: 2.947042 loss: 17.693089 eta: 6 days, 4:08:07 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1353 images/s [04/10 02:48:01] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.582443 loss_bbox: 0.131062 loss_giou: 0.378817 loss_class_aux: 3.677404 loss_bbox_aux: 0.875906 loss_giou_aux: 2.382690 loss_class_dn: 0.312146 loss_bbox_dn: 0.195940 loss_giou_dn: 0.405221 loss_class_aux_dn: 1.714346 loss_bbox_aux_dn: 1.129067 loss_giou_aux_dn: 2.194382 loss: 15.049755 eta: 6 days, 4:07:01 batch_cost: 0.6514 data_cost: 0.0020 ips: 6.1411 images/s [04/10 02:49:11] ppdet.engine INFO: Epoch: [8] [2900/7329] learning_rate: 0.000100 loss_class: 0.609020 loss_bbox: 0.142990 loss_giou: 0.415595 loss_class_aux: 4.019727 loss_bbox_aux: 0.925292 loss_giou_aux: 2.614215 loss_class_dn: 0.341130 loss_bbox_dn: 0.185126 loss_giou_dn: 0.431196 loss_class_aux_dn: 1.789690 loss_bbox_aux_dn: 1.038755 loss_giou_aux_dn: 2.361128 loss: 15.365199 eta: 6 days, 4:05:50 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1760 images/s [04/10 02:50:22] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.639623 loss_bbox: 0.173051 loss_giou: 0.456555 loss_class_aux: 3.996870 loss_bbox_aux: 1.119367 loss_giou_aux: 3.079750 loss_class_dn: 0.381232 loss_bbox_dn: 0.213404 loss_giou_dn: 0.537092 loss_class_aux_dn: 2.032329 loss_bbox_aux_dn: 1.210182 loss_giou_aux_dn: 2.881571 loss: 17.681141 eta: 6 days, 4:04:35 batch_cost: 0.6441 data_cost: 0.0020 ips: 6.2106 images/s [04/10 02:51:33] ppdet.engine INFO: Epoch: [8] [3100/7329] learning_rate: 0.000100 loss_class: 0.674264 loss_bbox: 0.156587 loss_giou: 0.499657 loss_class_aux: 4.440768 loss_bbox_aux: 1.072094 loss_giou_aux: 3.090824 loss_class_dn: 0.389753 loss_bbox_dn: 0.220209 loss_giou_dn: 0.516076 loss_class_aux_dn: 2.024366 loss_bbox_aux_dn: 1.293898 loss_giou_aux_dn: 2.858335 loss: 17.578199 eta: 6 days, 4:03:39 batch_cost: 0.6587 data_cost: 0.0020 ips: 6.0725 images/s [04/10 02:52:46] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.588943 loss_bbox: 0.165551 loss_giou: 0.400391 loss_class_aux: 4.083985 loss_bbox_aux: 1.053080 loss_giou_aux: 2.451865 loss_class_dn: 0.341426 loss_bbox_dn: 0.215133 loss_giou_dn: 0.424831 loss_class_aux_dn: 1.846934 loss_bbox_aux_dn: 1.205362 loss_giou_aux_dn: 2.296501 loss: 15.820997 eta: 6 days, 4:02:46 batch_cost: 0.6614 data_cost: 0.0019 ips: 6.0478 images/s [04/10 02:53:57] ppdet.engine INFO: Epoch: [8] [3300/7329] learning_rate: 0.000100 loss_class: 0.718109 loss_bbox: 0.179541 loss_giou: 0.448281 loss_class_aux: 4.758698 loss_bbox_aux: 1.229278 loss_giou_aux: 2.856337 loss_class_dn: 0.396144 loss_bbox_dn: 0.246846 loss_giou_dn: 0.518775 loss_class_aux_dn: 2.102346 loss_bbox_aux_dn: 1.325308 loss_giou_aux_dn: 2.811279 loss: 18.563540 eta: 6 days, 4:01:43 batch_cost: 0.6531 data_cost: 0.0022 ips: 6.1244 images/s [04/10 02:55:08] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.617278 loss_bbox: 0.150453 loss_giou: 0.443654 loss_class_aux: 4.076365 loss_bbox_aux: 0.984288 loss_giou_aux: 2.818921 loss_class_dn: 0.359783 loss_bbox_dn: 0.205713 loss_giou_dn: 0.451115 loss_class_aux_dn: 1.890495 loss_bbox_aux_dn: 1.230768 loss_giou_aux_dn: 2.486936 loss: 16.060978 eta: 6 days, 4:00:50 batch_cost: 0.6609 data_cost: 0.0024 ips: 6.0527 images/s [04/10 02:56:20] ppdet.engine INFO: Epoch: [8] [3500/7329] learning_rate: 0.000100 loss_class: 0.691955 loss_bbox: 0.157578 loss_giou: 0.426557 loss_class_aux: 4.520667 loss_bbox_aux: 1.064809 loss_giou_aux: 2.705168 loss_class_dn: 0.391483 loss_bbox_dn: 0.221030 loss_giou_dn: 0.495789 loss_class_aux_dn: 2.064998 loss_bbox_aux_dn: 1.261271 loss_giou_aux_dn: 2.677656 loss: 17.795305 eta: 6 days, 3:59:48 batch_cost: 0.6545 data_cost: 0.0021 ips: 6.1119 images/s [04/10 02:57:31] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.767080 loss_bbox: 0.169486 loss_giou: 0.442857 loss_class_aux: 4.991083 loss_bbox_aux: 1.111824 loss_giou_aux: 2.876287 loss_class_dn: 0.403594 loss_bbox_dn: 0.254327 loss_giou_dn: 0.536034 loss_class_aux_dn: 2.139989 loss_bbox_aux_dn: 1.474453 loss_giou_aux_dn: 2.902639 loss: 18.124298 eta: 6 days, 3:58:46 batch_cost: 0.6547 data_cost: 0.0024 ips: 6.1100 images/s [04/10 02:58:42] ppdet.engine INFO: Epoch: [8] [3700/7329] learning_rate: 0.000100 loss_class: 0.649797 loss_bbox: 0.155554 loss_giou: 0.477021 loss_class_aux: 4.217178 loss_bbox_aux: 1.049217 loss_giou_aux: 2.982977 loss_class_dn: 0.377281 loss_bbox_dn: 0.201111 loss_giou_dn: 0.506229 loss_class_aux_dn: 2.018409 loss_bbox_aux_dn: 1.214905 loss_giou_aux_dn: 2.640568 loss: 17.580059 eta: 6 days, 3:57:46 batch_cost: 0.6557 data_cost: 0.0019 ips: 6.1005 images/s [04/10 02:59:54] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.614977 loss_bbox: 0.166257 loss_giou: 0.375370 loss_class_aux: 4.144408 loss_bbox_aux: 1.098822 loss_giou_aux: 2.403571 loss_class_dn: 0.359637 loss_bbox_dn: 0.206410 loss_giou_dn: 0.411699 loss_class_aux_dn: 1.913988 loss_bbox_aux_dn: 1.170364 loss_giou_aux_dn: 2.238908 loss: 16.021942 eta: 6 days, 3:56:47 batch_cost: 0.6563 data_cost: 0.0022 ips: 6.0944 images/s [04/10 03:01:04] ppdet.engine INFO: Epoch: [8] [3900/7329] learning_rate: 0.000100 loss_class: 0.709741 loss_bbox: 0.165583 loss_giou: 0.448165 loss_class_aux: 4.596552 loss_bbox_aux: 1.112183 loss_giou_aux: 2.818044 loss_class_dn: 0.393698 loss_bbox_dn: 0.220948 loss_giou_dn: 0.502295 loss_class_aux_dn: 2.130594 loss_bbox_aux_dn: 1.295662 loss_giou_aux_dn: 2.738504 loss: 18.429539 eta: 6 days, 3:55:31 batch_cost: 0.6437 data_cost: 0.0021 ips: 6.2137 images/s [04/10 03:02:15] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.619316 loss_bbox: 0.154671 loss_giou: 0.411370 loss_class_aux: 4.136783 loss_bbox_aux: 1.048887 loss_giou_aux: 2.627824 loss_class_dn: 0.354999 loss_bbox_dn: 0.201726 loss_giou_dn: 0.437704 loss_class_aux_dn: 1.896819 loss_bbox_aux_dn: 1.170393 loss_giou_aux_dn: 2.441250 loss: 16.257195 eta: 6 days, 3:54:27 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1307 images/s [04/10 03:03:26] ppdet.engine INFO: Epoch: [8] [4100/7329] learning_rate: 0.000100 loss_class: 0.682354 loss_bbox: 0.163186 loss_giou: 0.429986 loss_class_aux: 4.228453 loss_bbox_aux: 1.022157 loss_giou_aux: 2.743622 loss_class_dn: 0.391635 loss_bbox_dn: 0.209808 loss_giou_dn: 0.484338 loss_class_aux_dn: 2.064998 loss_bbox_aux_dn: 1.226583 loss_giou_aux_dn: 2.645369 loss: 16.901569 eta: 6 days, 3:53:27 batch_cost: 0.6559 data_cost: 0.0020 ips: 6.0987 images/s [04/10 03:04:36] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.620428 loss_bbox: 0.156635 loss_giou: 0.384322 loss_class_aux: 4.099853 loss_bbox_aux: 1.005415 loss_giou_aux: 2.396804 loss_class_dn: 0.332419 loss_bbox_dn: 0.225890 loss_giou_dn: 0.417133 loss_class_aux_dn: 1.758552 loss_bbox_aux_dn: 1.287568 loss_giou_aux_dn: 2.236302 loss: 15.860651 eta: 6 days, 3:52:18 batch_cost: 0.6490 data_cost: 0.0019 ips: 6.1635 images/s [04/10 03:05:46] ppdet.engine INFO: Epoch: [8] [4300/7329] learning_rate: 0.000100 loss_class: 0.639724 loss_bbox: 0.155887 loss_giou: 0.444879 loss_class_aux: 4.180798 loss_bbox_aux: 1.003519 loss_giou_aux: 2.826828 loss_class_dn: 0.369825 loss_bbox_dn: 0.228048 loss_giou_dn: 0.467758 loss_class_aux_dn: 1.978301 loss_bbox_aux_dn: 1.283673 loss_giou_aux_dn: 2.551908 loss: 16.261620 eta: 6 days, 3:51:04 batch_cost: 0.6449 data_cost: 0.0021 ips: 6.2021 images/s [04/10 03:06:57] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.607566 loss_bbox: 0.161093 loss_giou: 0.383604 loss_class_aux: 4.139116 loss_bbox_aux: 1.016847 loss_giou_aux: 2.499142 loss_class_dn: 0.334005 loss_bbox_dn: 0.211688 loss_giou_dn: 0.427214 loss_class_aux_dn: 1.782389 loss_bbox_aux_dn: 1.183218 loss_giou_aux_dn: 2.293386 loss: 14.974197 eta: 6 days, 3:50:00 batch_cost: 0.6532 data_cost: 0.0021 ips: 6.1238 images/s [04/10 03:08:08] ppdet.engine INFO: Epoch: [8] [4500/7329] learning_rate: 0.000100 loss_class: 0.673772 loss_bbox: 0.161800 loss_giou: 0.409478 loss_class_aux: 4.261462 loss_bbox_aux: 1.098033 loss_giou_aux: 2.543677 loss_class_dn: 0.370693 loss_bbox_dn: 0.225578 loss_giou_dn: 0.433294 loss_class_aux_dn: 1.975243 loss_bbox_aux_dn: 1.276002 loss_giou_aux_dn: 2.370599 loss: 16.571630 eta: 6 days, 3:48:56 batch_cost: 0.6529 data_cost: 0.0020 ips: 6.1261 images/s [04/10 03:09:19] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.575584 loss_bbox: 0.139233 loss_giou: 0.365564 loss_class_aux: 3.742543 loss_bbox_aux: 0.879652 loss_giou_aux: 2.358304 loss_class_dn: 0.323751 loss_bbox_dn: 0.183288 loss_giou_dn: 0.417771 loss_class_aux_dn: 1.738294 loss_bbox_aux_dn: 1.064149 loss_giou_aux_dn: 2.249996 loss: 14.793026 eta: 6 days, 3:47:47 batch_cost: 0.6484 data_cost: 0.0022 ips: 6.1686 images/s [04/10 03:10:30] ppdet.engine INFO: Epoch: [8] [4700/7329] learning_rate: 0.000100 loss_class: 0.598512 loss_bbox: 0.163640 loss_giou: 0.398099 loss_class_aux: 3.924520 loss_bbox_aux: 1.028845 loss_giou_aux: 2.516211 loss_class_dn: 0.330169 loss_bbox_dn: 0.205798 loss_giou_dn: 0.443239 loss_class_aux_dn: 1.742020 loss_bbox_aux_dn: 1.176489 loss_giou_aux_dn: 2.348701 loss: 15.465374 eta: 6 days, 3:46:44 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1171 images/s [04/10 03:11:41] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.650695 loss_bbox: 0.160802 loss_giou: 0.410505 loss_class_aux: 4.177527 loss_bbox_aux: 1.051973 loss_giou_aux: 2.609241 loss_class_dn: 0.357974 loss_bbox_dn: 0.229797 loss_giou_dn: 0.455726 loss_class_aux_dn: 1.939484 loss_bbox_aux_dn: 1.302491 loss_giou_aux_dn: 2.536427 loss: 15.275516 eta: 6 days, 3:45:45 batch_cost: 0.6567 data_cost: 0.0023 ips: 6.0909 images/s [04/10 03:12:51] ppdet.engine INFO: Epoch: [8] [4900/7329] learning_rate: 0.000100 loss_class: 0.725872 loss_bbox: 0.170104 loss_giou: 0.557671 loss_class_aux: 4.786809 loss_bbox_aux: 1.112670 loss_giou_aux: 3.578493 loss_class_dn: 0.451114 loss_bbox_dn: 0.217987 loss_giou_dn: 0.622305 loss_class_aux_dn: 2.382900 loss_bbox_aux_dn: 1.213186 loss_giou_aux_dn: 3.348408 loss: 20.467258 eta: 6 days, 3:44:26 batch_cost: 0.6410 data_cost: 0.0020 ips: 6.2401 images/s [04/10 03:14:02] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.636947 loss_bbox: 0.169876 loss_giou: 0.480113 loss_class_aux: 4.271721 loss_bbox_aux: 1.138780 loss_giou_aux: 3.055251 loss_class_dn: 0.372540 loss_bbox_dn: 0.228198 loss_giou_dn: 0.516670 loss_class_aux_dn: 2.035115 loss_bbox_aux_dn: 1.339617 loss_giou_aux_dn: 2.702114 loss: 17.180336 eta: 6 days, 3:43:26 batch_cost: 0.6555 data_cost: 0.0020 ips: 6.1023 images/s [04/10 03:15:13] ppdet.engine INFO: Epoch: [8] [5100/7329] learning_rate: 0.000100 loss_class: 0.664207 loss_bbox: 0.157977 loss_giou: 0.434936 loss_class_aux: 4.229576 loss_bbox_aux: 1.048342 loss_giou_aux: 2.653842 loss_class_dn: 0.362712 loss_bbox_dn: 0.219047 loss_giou_dn: 0.461887 loss_class_aux_dn: 1.934461 loss_bbox_aux_dn: 1.266171 loss_giou_aux_dn: 2.484525 loss: 16.237032 eta: 6 days, 3:42:23 batch_cost: 0.6542 data_cost: 0.0024 ips: 6.1146 images/s [04/10 03:16:24] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.590274 loss_bbox: 0.140850 loss_giou: 0.497945 loss_class_aux: 3.897812 loss_bbox_aux: 0.953939 loss_giou_aux: 3.092257 loss_class_dn: 0.370521 loss_bbox_dn: 0.200536 loss_giou_dn: 0.546043 loss_class_aux_dn: 1.986240 loss_bbox_aux_dn: 1.104592 loss_giou_aux_dn: 2.900858 loss: 16.660446 eta: 6 days, 3:41:23 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1028 images/s [04/10 03:17:35] ppdet.engine INFO: Epoch: [8] [5300/7329] learning_rate: 0.000100 loss_class: 0.649358 loss_bbox: 0.156927 loss_giou: 0.413165 loss_class_aux: 4.190351 loss_bbox_aux: 1.046926 loss_giou_aux: 2.628761 loss_class_dn: 0.364543 loss_bbox_dn: 0.189255 loss_giou_dn: 0.485237 loss_class_aux_dn: 1.921275 loss_bbox_aux_dn: 1.048728 loss_giou_aux_dn: 2.653968 loss: 17.483734 eta: 6 days, 3:40:16 batch_cost: 0.6508 data_cost: 0.0019 ips: 6.1467 images/s [04/10 03:18:45] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.606958 loss_bbox: 0.170910 loss_giou: 0.449555 loss_class_aux: 3.939227 loss_bbox_aux: 1.079840 loss_giou_aux: 2.901393 loss_class_dn: 0.370230 loss_bbox_dn: 0.204653 loss_giou_dn: 0.487752 loss_class_aux_dn: 1.974229 loss_bbox_aux_dn: 1.165293 loss_giou_aux_dn: 2.637257 loss: 17.035870 eta: 6 days, 3:39:06 batch_cost: 0.6476 data_cost: 0.0021 ips: 6.1764 images/s [04/10 03:19:55] ppdet.engine INFO: Epoch: [8] [5500/7329] learning_rate: 0.000100 loss_class: 0.620600 loss_bbox: 0.153242 loss_giou: 0.436769 loss_class_aux: 4.139548 loss_bbox_aux: 1.054298 loss_giou_aux: 2.851842 loss_class_dn: 0.363482 loss_bbox_dn: 0.217500 loss_giou_dn: 0.473746 loss_class_aux_dn: 1.912216 loss_bbox_aux_dn: 1.179252 loss_giou_aux_dn: 2.595484 loss: 16.582775 eta: 6 days, 3:37:53 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1930 images/s [04/10 03:21:08] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.651409 loss_bbox: 0.152534 loss_giou: 0.391890 loss_class_aux: 4.034724 loss_bbox_aux: 0.992460 loss_giou_aux: 2.491131 loss_class_dn: 0.350148 loss_bbox_dn: 0.186081 loss_giou_dn: 0.428931 loss_class_aux_dn: 1.915151 loss_bbox_aux_dn: 1.077562 loss_giou_aux_dn: 2.372935 loss: 15.838942 eta: 6 days, 3:37:10 batch_cost: 0.6691 data_cost: 0.0022 ips: 5.9781 images/s [04/10 03:22:19] ppdet.engine INFO: Epoch: [8] [5700/7329] learning_rate: 0.000100 loss_class: 0.608820 loss_bbox: 0.148531 loss_giou: 0.347948 loss_class_aux: 3.942614 loss_bbox_aux: 0.957177 loss_giou_aux: 2.223992 loss_class_dn: 0.311079 loss_bbox_dn: 0.211379 loss_giou_dn: 0.386285 loss_class_aux_dn: 1.689378 loss_bbox_aux_dn: 1.184713 loss_giou_aux_dn: 2.068833 loss: 14.573479 eta: 6 days, 3:36:00 batch_cost: 0.6486 data_cost: 0.0021 ips: 6.1667 images/s [04/10 03:23:29] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.700095 loss_bbox: 0.168151 loss_giou: 0.404544 loss_class_aux: 4.504970 loss_bbox_aux: 1.115047 loss_giou_aux: 2.612813 loss_class_dn: 0.377664 loss_bbox_dn: 0.225430 loss_giou_dn: 0.482661 loss_class_aux_dn: 2.002116 loss_bbox_aux_dn: 1.276999 loss_giou_aux_dn: 2.658168 loss: 18.638481 eta: 6 days, 3:34:49 batch_cost: 0.6470 data_cost: 0.0020 ips: 6.1821 images/s [04/10 03:24:39] ppdet.engine INFO: Epoch: [8] [5900/7329] learning_rate: 0.000100 loss_class: 0.691459 loss_bbox: 0.172891 loss_giou: 0.485685 loss_class_aux: 4.415947 loss_bbox_aux: 1.114816 loss_giou_aux: 3.048453 loss_class_dn: 0.401656 loss_bbox_dn: 0.216015 loss_giou_dn: 0.510794 loss_class_aux_dn: 2.157784 loss_bbox_aux_dn: 1.237276 loss_giou_aux_dn: 2.739307 loss: 17.444290 eta: 6 days, 3:33:35 batch_cost: 0.6448 data_cost: 0.0018 ips: 6.2037 images/s [04/10 03:25:50] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.635023 loss_bbox: 0.153610 loss_giou: 0.420708 loss_class_aux: 4.010441 loss_bbox_aux: 1.004734 loss_giou_aux: 2.701818 loss_class_dn: 0.342411 loss_bbox_dn: 0.213670 loss_giou_dn: 0.430161 loss_class_aux_dn: 1.852611 loss_bbox_aux_dn: 1.214951 loss_giou_aux_dn: 2.319391 loss: 15.473259 eta: 6 days, 3:32:30 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1327 images/s [04/10 03:27:01] ppdet.engine INFO: Epoch: [8] [6100/7329] learning_rate: 0.000100 loss_class: 0.683752 loss_bbox: 0.160636 loss_giou: 0.464239 loss_class_aux: 4.405628 loss_bbox_aux: 1.044782 loss_giou_aux: 3.014677 loss_class_dn: 0.382876 loss_bbox_dn: 0.218008 loss_giou_dn: 0.516116 loss_class_aux_dn: 2.056274 loss_bbox_aux_dn: 1.239377 loss_giou_aux_dn: 2.802127 loss: 18.180725 eta: 6 days, 3:31:35 batch_cost: 0.6598 data_cost: 0.0020 ips: 6.0625 images/s [04/10 03:28:13] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.650738 loss_bbox: 0.172297 loss_giou: 0.397431 loss_class_aux: 4.220963 loss_bbox_aux: 1.075538 loss_giou_aux: 2.464431 loss_class_dn: 0.352822 loss_bbox_dn: 0.224670 loss_giou_dn: 0.408456 loss_class_aux_dn: 1.862555 loss_bbox_aux_dn: 1.272648 loss_giou_aux_dn: 2.173054 loss: 16.239622 eta: 6 days, 3:30:36 batch_cost: 0.6563 data_cost: 0.0021 ips: 6.0948 images/s [04/10 03:29:23] ppdet.engine INFO: Epoch: [8] [6300/7329] learning_rate: 0.000100 loss_class: 0.631652 loss_bbox: 0.169511 loss_giou: 0.388537 loss_class_aux: 4.106069 loss_bbox_aux: 1.069610 loss_giou_aux: 2.517993 loss_class_dn: 0.350814 loss_bbox_dn: 0.231631 loss_giou_dn: 0.461480 loss_class_aux_dn: 1.900807 loss_bbox_aux_dn: 1.276707 loss_giou_aux_dn: 2.466917 loss: 17.020021 eta: 6 days, 3:29:30 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1381 images/s [04/10 03:30:34] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.677446 loss_bbox: 0.159888 loss_giou: 0.477024 loss_class_aux: 4.408937 loss_bbox_aux: 1.080694 loss_giou_aux: 3.030353 loss_class_dn: 0.366671 loss_bbox_dn: 0.208019 loss_giou_dn: 0.515843 loss_class_aux_dn: 1.933059 loss_bbox_aux_dn: 1.211703 loss_giou_aux_dn: 2.731627 loss: 17.374084 eta: 6 days, 3:28:27 batch_cost: 0.6535 data_cost: 0.0019 ips: 6.1208 images/s [04/10 03:31:45] ppdet.engine INFO: Epoch: [8] [6500/7329] learning_rate: 0.000100 loss_class: 0.664876 loss_bbox: 0.157405 loss_giou: 0.468026 loss_class_aux: 4.323607 loss_bbox_aux: 1.008076 loss_giou_aux: 2.903847 loss_class_dn: 0.384271 loss_bbox_dn: 0.220296 loss_giou_dn: 0.518515 loss_class_aux_dn: 2.066551 loss_bbox_aux_dn: 1.303093 loss_giou_aux_dn: 2.754337 loss: 17.443176 eta: 6 days, 3:27:14 batch_cost: 0.6456 data_cost: 0.0020 ips: 6.1960 images/s [04/10 03:32:55] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.686212 loss_bbox: 0.160772 loss_giou: 0.437790 loss_class_aux: 4.286562 loss_bbox_aux: 1.088662 loss_giou_aux: 2.773319 loss_class_dn: 0.403006 loss_bbox_dn: 0.221353 loss_giou_dn: 0.505172 loss_class_aux_dn: 2.128793 loss_bbox_aux_dn: 1.270562 loss_giou_aux_dn: 2.713830 loss: 17.859165 eta: 6 days, 3:26:08 batch_cost: 0.6511 data_cost: 0.0022 ips: 6.1437 images/s [04/10 03:34:07] ppdet.engine INFO: Epoch: [8] [6700/7329] learning_rate: 0.000100 loss_class: 0.637396 loss_bbox: 0.164009 loss_giou: 0.386587 loss_class_aux: 4.325950 loss_bbox_aux: 1.037381 loss_giou_aux: 2.545282 loss_class_dn: 0.353068 loss_bbox_dn: 0.208277 loss_giou_dn: 0.442097 loss_class_aux_dn: 1.886511 loss_bbox_aux_dn: 1.203996 loss_giou_aux_dn: 2.332098 loss: 16.557745 eta: 6 days, 3:25:11 batch_cost: 0.6581 data_cost: 0.0020 ips: 6.0778 images/s [04/10 03:35:18] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.599000 loss_bbox: 0.137868 loss_giou: 0.400598 loss_class_aux: 3.911912 loss_bbox_aux: 0.902525 loss_giou_aux: 2.527117 loss_class_dn: 0.340282 loss_bbox_dn: 0.183898 loss_giou_dn: 0.463919 loss_class_aux_dn: 1.816270 loss_bbox_aux_dn: 1.043980 loss_giou_aux_dn: 2.515169 loss: 16.640049 eta: 6 days, 3:24:03 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1518 images/s [04/10 03:36:29] ppdet.engine INFO: Epoch: [8] [6900/7329] learning_rate: 0.000100 loss_class: 0.702693 loss_bbox: 0.173259 loss_giou: 0.522479 loss_class_aux: 4.698023 loss_bbox_aux: 1.136486 loss_giou_aux: 3.320524 loss_class_dn: 0.420505 loss_bbox_dn: 0.232267 loss_giou_dn: 0.575921 loss_class_aux_dn: 2.325190 loss_bbox_aux_dn: 1.295649 loss_giou_aux_dn: 3.082664 loss: 19.166412 eta: 6 days, 3:23:05 batch_cost: 0.6576 data_cost: 0.0022 ips: 6.0830 images/s [04/10 03:37:40] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.696235 loss_bbox: 0.170163 loss_giou: 0.457456 loss_class_aux: 4.373767 loss_bbox_aux: 1.130257 loss_giou_aux: 2.854696 loss_class_dn: 0.393935 loss_bbox_dn: 0.237067 loss_giou_dn: 0.481428 loss_class_aux_dn: 2.082649 loss_bbox_aux_dn: 1.347649 loss_giou_aux_dn: 2.605083 loss: 17.265434 eta: 6 days, 3:22:01 batch_cost: 0.6523 data_cost: 0.0023 ips: 6.1320 images/s [04/10 03:38:52] ppdet.engine INFO: Epoch: [8] [7100/7329] learning_rate: 0.000100 loss_class: 0.598453 loss_bbox: 0.153401 loss_giou: 0.453453 loss_class_aux: 3.922375 loss_bbox_aux: 1.054773 loss_giou_aux: 2.856300 loss_class_dn: 0.336709 loss_bbox_dn: 0.191327 loss_giou_dn: 0.442565 loss_class_aux_dn: 1.784162 loss_bbox_aux_dn: 1.086515 loss_giou_aux_dn: 2.417897 loss: 15.652323 eta: 6 days, 3:21:07 batch_cost: 0.6609 data_cost: 0.0023 ips: 6.0526 images/s [04/10 03:40:02] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.621715 loss_bbox: 0.153995 loss_giou: 0.435061 loss_class_aux: 3.924207 loss_bbox_aux: 1.012398 loss_giou_aux: 2.678085 loss_class_dn: 0.371982 loss_bbox_dn: 0.195324 loss_giou_dn: 0.464208 loss_class_aux_dn: 1.967601 loss_bbox_aux_dn: 1.106876 loss_giou_aux_dn: 2.494120 loss: 16.105227 eta: 6 days, 3:20:00 batch_cost: 0.6505 data_cost: 0.0022 ips: 6.1493 images/s [04/10 03:41:13] ppdet.engine INFO: Epoch: [8] [7300/7329] learning_rate: 0.000100 loss_class: 0.624871 loss_bbox: 0.165446 loss_giou: 0.482533 loss_class_aux: 4.282874 loss_bbox_aux: 1.016241 loss_giou_aux: 3.118327 loss_class_dn: 0.373931 loss_bbox_dn: 0.200447 loss_giou_dn: 0.489940 loss_class_aux_dn: 1.979473 loss_bbox_aux_dn: 1.181627 loss_giou_aux_dn: 2.682345 loss: 16.303272 eta: 6 days, 3:18:57 batch_cost: 0.6543 data_cost: 0.0019 ips: 6.1130 images/s [04/10 03:41:38] ppdet.engine INFO: Eval iter: 0 [04/10 03:42:05] ppdet.engine INFO: Eval iter: 100 [04/10 03:42:32] ppdet.engine INFO: Eval iter: 200 [04/10 03:43:00] ppdet.engine INFO: Eval iter: 300 [04/10 03:43:27] ppdet.engine INFO: Eval iter: 400 [04/10 03:43:55] ppdet.engine INFO: Eval iter: 500 [04/10 03:44:23] ppdet.engine INFO: Eval iter: 600 [04/10 03:45:03] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 03:45:04] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.70s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.84s). Accumulating evaluation results... DONE (t=27.75s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.666 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.294 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.670 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.375 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.622 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.696 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.490 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.743 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.878 [04/10 03:47:54] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.062381034933857 [04/10 03:47:54] ppdet.engine INFO: Best test bbox ap is 0.488. [04/10 03:47:58] ppdet.engine INFO: Epoch: [9] [ 0/7329] learning_rate: 0.000100 loss_class: 0.632775 loss_bbox: 0.154655 loss_giou: 0.465970 loss_class_aux: 4.358154 loss_bbox_aux: 1.006957 loss_giou_aux: 2.929714 loss_class_dn: 0.370017 loss_bbox_dn: 0.189868 loss_giou_dn: 0.473312 loss_class_aux_dn: 1.924655 loss_bbox_aux_dn: 1.054859 loss_giou_aux_dn: 2.479890 loss: 16.094624 eta: 6 days, 3:18:37 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0939 images/s [04/10 03:49:07] ppdet.engine INFO: Epoch: [9] [ 100/7329] learning_rate: 0.000100 loss_class: 0.595567 loss_bbox: 0.145314 loss_giou: 0.391518 loss_class_aux: 3.938616 loss_bbox_aux: 0.943778 loss_giou_aux: 2.510641 loss_class_dn: 0.339791 loss_bbox_dn: 0.203556 loss_giou_dn: 0.462752 loss_class_aux_dn: 1.824941 loss_bbox_aux_dn: 1.201043 loss_giou_aux_dn: 2.464422 loss: 15.369218 eta: 6 days, 3:17:20 batch_cost: 0.6425 data_cost: 0.0018 ips: 6.2262 images/s [04/10 03:50:17] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.579030 loss_bbox: 0.156850 loss_giou: 0.429265 loss_class_aux: 3.904387 loss_bbox_aux: 1.097367 loss_giou_aux: 2.706710 loss_class_dn: 0.352672 loss_bbox_dn: 0.212829 loss_giou_dn: 0.434586 loss_class_aux_dn: 1.850055 loss_bbox_aux_dn: 1.227378 loss_giou_aux_dn: 2.438866 loss: 15.878592 eta: 6 days, 3:16:04 batch_cost: 0.6428 data_cost: 0.0018 ips: 6.2231 images/s [04/10 03:51:27] ppdet.engine INFO: Epoch: [9] [ 300/7329] learning_rate: 0.000100 loss_class: 0.683947 loss_bbox: 0.174251 loss_giou: 0.399154 loss_class_aux: 4.361226 loss_bbox_aux: 1.093942 loss_giou_aux: 2.547671 loss_class_dn: 0.404474 loss_bbox_dn: 0.237442 loss_giou_dn: 0.436646 loss_class_aux_dn: 2.085761 loss_bbox_aux_dn: 1.322321 loss_giou_aux_dn: 2.409306 loss: 18.125378 eta: 6 days, 3:14:48 batch_cost: 0.6431 data_cost: 0.0021 ips: 6.2196 images/s [04/10 03:52:37] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.686603 loss_bbox: 0.167094 loss_giou: 0.480001 loss_class_aux: 4.502552 loss_bbox_aux: 1.134478 loss_giou_aux: 2.996330 loss_class_dn: 0.385733 loss_bbox_dn: 0.221759 loss_giou_dn: 0.490792 loss_class_aux_dn: 2.067988 loss_bbox_aux_dn: 1.257125 loss_giou_aux_dn: 2.752999 loss: 17.251083 eta: 6 days, 3:13:33 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2063 images/s [04/10 03:53:47] ppdet.engine INFO: Epoch: [9] [ 500/7329] learning_rate: 0.000100 loss_class: 0.661600 loss_bbox: 0.152525 loss_giou: 0.377058 loss_class_aux: 4.316102 loss_bbox_aux: 0.988039 loss_giou_aux: 2.400797 loss_class_dn: 0.362909 loss_bbox_dn: 0.200999 loss_giou_dn: 0.453268 loss_class_aux_dn: 2.005569 loss_bbox_aux_dn: 1.143517 loss_giou_aux_dn: 2.443790 loss: 16.212105 eta: 6 days, 3:12:20 batch_cost: 0.6452 data_cost: 0.0021 ips: 6.2000 images/s [04/10 03:54:58] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.691592 loss_bbox: 0.170745 loss_giou: 0.411102 loss_class_aux: 4.456148 loss_bbox_aux: 1.159473 loss_giou_aux: 2.606832 loss_class_dn: 0.373500 loss_bbox_dn: 0.242021 loss_giou_dn: 0.483312 loss_class_aux_dn: 1.963314 loss_bbox_aux_dn: 1.382483 loss_giou_aux_dn: 2.623808 loss: 17.885210 eta: 6 days, 3:11:19 batch_cost: 0.6554 data_cost: 0.0022 ips: 6.1029 images/s [04/10 03:56:08] ppdet.engine INFO: Epoch: [9] [ 700/7329] learning_rate: 0.000100 loss_class: 0.550932 loss_bbox: 0.134770 loss_giou: 0.343253 loss_class_aux: 3.631811 loss_bbox_aux: 0.927345 loss_giou_aux: 2.275414 loss_class_dn: 0.307748 loss_bbox_dn: 0.195342 loss_giou_dn: 0.406446 loss_class_aux_dn: 1.649414 loss_bbox_aux_dn: 1.128531 loss_giou_aux_dn: 2.203271 loss: 13.725613 eta: 6 days, 3:10:03 batch_cost: 0.6428 data_cost: 0.0022 ips: 6.2233 images/s [04/10 03:57:18] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.618023 loss_bbox: 0.145786 loss_giou: 0.369179 loss_class_aux: 4.122928 loss_bbox_aux: 0.976212 loss_giou_aux: 2.390720 loss_class_dn: 0.354667 loss_bbox_dn: 0.187621 loss_giou_dn: 0.440525 loss_class_aux_dn: 1.860394 loss_bbox_aux_dn: 1.092478 loss_giou_aux_dn: 2.394545 loss: 15.640802 eta: 6 days, 3:08:50 batch_cost: 0.6454 data_cost: 0.0020 ips: 6.1977 images/s [04/10 03:58:29] ppdet.engine INFO: Epoch: [9] [ 900/7329] learning_rate: 0.000100 loss_class: 0.674320 loss_bbox: 0.160788 loss_giou: 0.463666 loss_class_aux: 4.304118 loss_bbox_aux: 1.067001 loss_giou_aux: 2.934209 loss_class_dn: 0.398368 loss_bbox_dn: 0.195973 loss_giou_dn: 0.515918 loss_class_aux_dn: 2.124003 loss_bbox_aux_dn: 1.136245 loss_giou_aux_dn: 2.821247 loss: 17.504814 eta: 6 days, 3:07:44 batch_cost: 0.6513 data_cost: 0.0020 ips: 6.1411 images/s [04/10 03:59:38] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.657008 loss_bbox: 0.164521 loss_giou: 0.402939 loss_class_aux: 4.291713 loss_bbox_aux: 1.046592 loss_giou_aux: 2.473261 loss_class_dn: 0.367699 loss_bbox_dn: 0.214846 loss_giou_dn: 0.434885 loss_class_aux_dn: 1.991355 loss_bbox_aux_dn: 1.189008 loss_giou_aux_dn: 2.373479 loss: 16.815681 eta: 6 days, 3:06:22 batch_cost: 0.6378 data_cost: 0.0022 ips: 6.2720 images/s [04/10 04:00:50] ppdet.engine INFO: Epoch: [9] [1100/7329] learning_rate: 0.000100 loss_class: 0.587098 loss_bbox: 0.158007 loss_giou: 0.341847 loss_class_aux: 3.947723 loss_bbox_aux: 1.016289 loss_giou_aux: 2.200611 loss_class_dn: 0.315028 loss_bbox_dn: 0.208958 loss_giou_dn: 0.380843 loss_class_aux_dn: 1.681126 loss_bbox_aux_dn: 1.144793 loss_giou_aux_dn: 2.083529 loss: 14.108025 eta: 6 days, 3:05:21 batch_cost: 0.6553 data_cost: 0.0024 ips: 6.1042 images/s [04/10 04:02:01] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.579677 loss_bbox: 0.157015 loss_giou: 0.380747 loss_class_aux: 3.827681 loss_bbox_aux: 0.980944 loss_giou_aux: 2.432427 loss_class_dn: 0.343143 loss_bbox_dn: 0.213853 loss_giou_dn: 0.391085 loss_class_aux_dn: 1.850381 loss_bbox_aux_dn: 1.189951 loss_giou_aux_dn: 2.140764 loss: 14.656931 eta: 6 days, 3:04:21 batch_cost: 0.6562 data_cost: 0.0021 ips: 6.0955 images/s [04/10 04:03:12] ppdet.engine INFO: Epoch: [9] [1300/7329] learning_rate: 0.000100 loss_class: 0.669265 loss_bbox: 0.161881 loss_giou: 0.459644 loss_class_aux: 4.231532 loss_bbox_aux: 1.086053 loss_giou_aux: 2.948815 loss_class_dn: 0.358431 loss_bbox_dn: 0.213165 loss_giou_dn: 0.496961 loss_class_aux_dn: 1.943853 loss_bbox_aux_dn: 1.229549 loss_giou_aux_dn: 2.690978 loss: 17.123531 eta: 6 days, 3:03:13 batch_cost: 0.6487 data_cost: 0.0022 ips: 6.1658 images/s [04/10 04:04:22] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.583573 loss_bbox: 0.152250 loss_giou: 0.395779 loss_class_aux: 3.867717 loss_bbox_aux: 0.993610 loss_giou_aux: 2.521997 loss_class_dn: 0.336359 loss_bbox_dn: 0.199893 loss_giou_dn: 0.432630 loss_class_aux_dn: 1.804386 loss_bbox_aux_dn: 1.108416 loss_giou_aux_dn: 2.313449 loss: 15.090002 eta: 6 days, 3:02:08 batch_cost: 0.6522 data_cost: 0.0023 ips: 6.1335 images/s [04/10 04:05:34] ppdet.engine INFO: Epoch: [9] [1500/7329] learning_rate: 0.000100 loss_class: 0.681325 loss_bbox: 0.171652 loss_giou: 0.407018 loss_class_aux: 4.269261 loss_bbox_aux: 1.068069 loss_giou_aux: 2.554411 loss_class_dn: 0.373367 loss_bbox_dn: 0.214641 loss_giou_dn: 0.464772 loss_class_aux_dn: 1.951663 loss_bbox_aux_dn: 1.229036 loss_giou_aux_dn: 2.555487 loss: 16.804806 eta: 6 days, 3:01:11 batch_cost: 0.6590 data_cost: 0.0021 ips: 6.0695 images/s [04/10 04:06:45] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.616039 loss_bbox: 0.155126 loss_giou: 0.416227 loss_class_aux: 4.050131 loss_bbox_aux: 0.970453 loss_giou_aux: 2.691431 loss_class_dn: 0.345232 loss_bbox_dn: 0.208403 loss_giou_dn: 0.474785 loss_class_aux_dn: 1.832206 loss_bbox_aux_dn: 1.147609 loss_giou_aux_dn: 2.601690 loss: 15.990240 eta: 6 days, 3:00:11 batch_cost: 0.6559 data_cost: 0.0023 ips: 6.0982 images/s [04/10 04:07:56] ppdet.engine INFO: Epoch: [9] [1700/7329] learning_rate: 0.000100 loss_class: 0.621637 loss_bbox: 0.138670 loss_giou: 0.356091 loss_class_aux: 4.033538 loss_bbox_aux: 0.957093 loss_giou_aux: 2.264708 loss_class_dn: 0.302875 loss_bbox_dn: 0.197066 loss_giou_dn: 0.391998 loss_class_aux_dn: 1.658270 loss_bbox_aux_dn: 1.163635 loss_giou_aux_dn: 2.122312 loss: 14.498879 eta: 6 days, 2:59:05 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1452 images/s [04/10 04:09:06] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.621175 loss_bbox: 0.159684 loss_giou: 0.439499 loss_class_aux: 4.166619 loss_bbox_aux: 1.047626 loss_giou_aux: 2.849763 loss_class_dn: 0.357998 loss_bbox_dn: 0.197947 loss_giou_dn: 0.469650 loss_class_aux_dn: 1.907827 loss_bbox_aux_dn: 1.169048 loss_giou_aux_dn: 2.498990 loss: 16.231983 eta: 6 days, 2:58:01 batch_cost: 0.6527 data_cost: 0.0022 ips: 6.1283 images/s [04/10 04:10:17] ppdet.engine INFO: Epoch: [9] [1900/7329] learning_rate: 0.000100 loss_class: 0.630669 loss_bbox: 0.157072 loss_giou: 0.421226 loss_class_aux: 4.133099 loss_bbox_aux: 1.013081 loss_giou_aux: 2.730032 loss_class_dn: 0.366179 loss_bbox_dn: 0.215520 loss_giou_dn: 0.455821 loss_class_aux_dn: 1.949070 loss_bbox_aux_dn: 1.249986 loss_giou_aux_dn: 2.520341 loss: 16.128658 eta: 6 days, 2:56:54 batch_cost: 0.6502 data_cost: 0.0022 ips: 6.1523 images/s [04/10 04:11:27] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.640904 loss_bbox: 0.162165 loss_giou: 0.446749 loss_class_aux: 4.131297 loss_bbox_aux: 1.087534 loss_giou_aux: 2.831239 loss_class_dn: 0.369927 loss_bbox_dn: 0.239072 loss_giou_dn: 0.454753 loss_class_aux_dn: 1.948669 loss_bbox_aux_dn: 1.304628 loss_giou_aux_dn: 2.463386 loss: 17.733669 eta: 6 days, 2:55:42 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1852 images/s [04/10 04:12:39] ppdet.engine INFO: Epoch: [9] [2100/7329] learning_rate: 0.000100 loss_class: 0.612659 loss_bbox: 0.155098 loss_giou: 0.400170 loss_class_aux: 3.905512 loss_bbox_aux: 0.970411 loss_giou_aux: 2.548240 loss_class_dn: 0.346170 loss_bbox_dn: 0.207887 loss_giou_dn: 0.409780 loss_class_aux_dn: 1.820918 loss_bbox_aux_dn: 1.124298 loss_giou_aux_dn: 2.221859 loss: 13.982979 eta: 6 days, 2:54:44 batch_cost: 0.6571 data_cost: 0.0022 ips: 6.0871 images/s [04/10 04:13:50] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.628796 loss_bbox: 0.147931 loss_giou: 0.410675 loss_class_aux: 4.126737 loss_bbox_aux: 0.995681 loss_giou_aux: 2.591247 loss_class_dn: 0.353612 loss_bbox_dn: 0.203492 loss_giou_dn: 0.446625 loss_class_aux_dn: 1.909662 loss_bbox_aux_dn: 1.152527 loss_giou_aux_dn: 2.422470 loss: 16.143684 eta: 6 days, 2:53:42 batch_cost: 0.6552 data_cost: 0.0022 ips: 6.1050 images/s [04/10 04:15:00] ppdet.engine INFO: Epoch: [9] [2300/7329] learning_rate: 0.000100 loss_class: 0.647988 loss_bbox: 0.153552 loss_giou: 0.451170 loss_class_aux: 4.084436 loss_bbox_aux: 0.980465 loss_giou_aux: 2.891896 loss_class_dn: 0.364262 loss_bbox_dn: 0.202380 loss_giou_dn: 0.495192 loss_class_aux_dn: 1.906684 loss_bbox_aux_dn: 1.165350 loss_giou_aux_dn: 2.651749 loss: 16.011528 eta: 6 days, 2:52:23 batch_cost: 0.6402 data_cost: 0.0022 ips: 6.2485 images/s [04/10 04:16:10] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.617097 loss_bbox: 0.148366 loss_giou: 0.351147 loss_class_aux: 3.886434 loss_bbox_aux: 0.990260 loss_giou_aux: 2.307261 loss_class_dn: 0.359191 loss_bbox_dn: 0.183063 loss_giou_dn: 0.438873 loss_class_aux_dn: 1.887862 loss_bbox_aux_dn: 1.016658 loss_giou_aux_dn: 2.423043 loss: 16.073303 eta: 6 days, 2:51:12 batch_cost: 0.6463 data_cost: 0.0022 ips: 6.1893 images/s [04/10 04:17:20] ppdet.engine INFO: Epoch: [9] [2500/7329] learning_rate: 0.000100 loss_class: 0.673840 loss_bbox: 0.174397 loss_giou: 0.537183 loss_class_aux: 4.391529 loss_bbox_aux: 1.090676 loss_giou_aux: 3.291975 loss_class_dn: 0.395235 loss_bbox_dn: 0.226617 loss_giou_dn: 0.515375 loss_class_aux_dn: 2.117699 loss_bbox_aux_dn: 1.292557 loss_giou_aux_dn: 2.782061 loss: 18.003832 eta: 6 days, 2:49:58 batch_cost: 0.6442 data_cost: 0.0022 ips: 6.2095 images/s [04/10 04:18:29] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.569940 loss_bbox: 0.147034 loss_giou: 0.424976 loss_class_aux: 3.737003 loss_bbox_aux: 0.903034 loss_giou_aux: 2.725041 loss_class_dn: 0.322814 loss_bbox_dn: 0.203797 loss_giou_dn: 0.449961 loss_class_aux_dn: 1.745327 loss_bbox_aux_dn: 1.159666 loss_giou_aux_dn: 2.492024 loss: 14.814701 eta: 6 days, 2:48:37 batch_cost: 0.6391 data_cost: 0.0019 ips: 6.2589 images/s [04/10 04:19:40] ppdet.engine INFO: Epoch: [9] [2700/7329] learning_rate: 0.000100 loss_class: 0.596450 loss_bbox: 0.171966 loss_giou: 0.393626 loss_class_aux: 3.895069 loss_bbox_aux: 1.067168 loss_giou_aux: 2.512774 loss_class_dn: 0.357412 loss_bbox_dn: 0.225397 loss_giou_dn: 0.430475 loss_class_aux_dn: 1.989583 loss_bbox_aux_dn: 1.238730 loss_giou_aux_dn: 2.353104 loss: 16.961834 eta: 6 days, 2:47:30 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1521 images/s [04/10 04:20:52] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.631244 loss_bbox: 0.160767 loss_giou: 0.385453 loss_class_aux: 4.260718 loss_bbox_aux: 1.006738 loss_giou_aux: 2.422878 loss_class_dn: 0.336669 loss_bbox_dn: 0.212047 loss_giou_dn: 0.419728 loss_class_aux_dn: 1.785251 loss_bbox_aux_dn: 1.210898 loss_giou_aux_dn: 2.236139 loss: 15.880720 eta: 6 days, 2:46:31 batch_cost: 0.6569 data_cost: 0.0019 ips: 6.0894 images/s [04/10 04:22:02] ppdet.engine INFO: Epoch: [9] [2900/7329] learning_rate: 0.000100 loss_class: 0.701796 loss_bbox: 0.157252 loss_giou: 0.357073 loss_class_aux: 4.477039 loss_bbox_aux: 1.012853 loss_giou_aux: 2.481617 loss_class_dn: 0.350022 loss_bbox_dn: 0.219510 loss_giou_dn: 0.453072 loss_class_aux_dn: 1.877390 loss_bbox_aux_dn: 1.309042 loss_giou_aux_dn: 2.424611 loss: 16.175806 eta: 6 days, 2:45:21 batch_cost: 0.6475 data_cost: 0.0022 ips: 6.1777 images/s [04/10 04:23:12] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.620068 loss_bbox: 0.179262 loss_giou: 0.408865 loss_class_aux: 4.057305 loss_bbox_aux: 1.150508 loss_giou_aux: 2.578390 loss_class_dn: 0.359023 loss_bbox_dn: 0.229447 loss_giou_dn: 0.442273 loss_class_aux_dn: 1.933303 loss_bbox_aux_dn: 1.285861 loss_giou_aux_dn: 2.423862 loss: 16.323811 eta: 6 days, 2:44:08 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2035 images/s [04/10 04:24:23] ppdet.engine INFO: Epoch: [9] [3100/7329] learning_rate: 0.000100 loss_class: 0.618209 loss_bbox: 0.151484 loss_giou: 0.350905 loss_class_aux: 4.050874 loss_bbox_aux: 0.964667 loss_giou_aux: 2.321212 loss_class_dn: 0.345574 loss_bbox_dn: 0.208314 loss_giou_dn: 0.431411 loss_class_aux_dn: 1.816563 loss_bbox_aux_dn: 1.186620 loss_giou_aux_dn: 2.355364 loss: 15.303007 eta: 6 days, 2:42:59 batch_cost: 0.6487 data_cost: 0.0022 ips: 6.1660 images/s [04/10 04:25:34] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.700369 loss_bbox: 0.186720 loss_giou: 0.447531 loss_class_aux: 4.587277 loss_bbox_aux: 1.157060 loss_giou_aux: 2.784548 loss_class_dn: 0.391010 loss_bbox_dn: 0.221545 loss_giou_dn: 0.519580 loss_class_aux_dn: 2.079480 loss_bbox_aux_dn: 1.246981 loss_giou_aux_dn: 2.818819 loss: 17.719597 eta: 6 days, 2:42:02 batch_cost: 0.6584 data_cost: 0.0020 ips: 6.0752 images/s [04/10 04:26:44] ppdet.engine INFO: Epoch: [9] [3300/7329] learning_rate: 0.000100 loss_class: 0.688258 loss_bbox: 0.173151 loss_giou: 0.400726 loss_class_aux: 4.459335 loss_bbox_aux: 1.161781 loss_giou_aux: 2.573174 loss_class_dn: 0.368435 loss_bbox_dn: 0.252780 loss_giou_dn: 0.465703 loss_class_aux_dn: 1.966334 loss_bbox_aux_dn: 1.396315 loss_giou_aux_dn: 2.493442 loss: 16.826519 eta: 6 days, 2:40:48 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2066 images/s [04/10 04:27:54] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.615673 loss_bbox: 0.144148 loss_giou: 0.372440 loss_class_aux: 3.908870 loss_bbox_aux: 0.952014 loss_giou_aux: 2.288379 loss_class_dn: 0.319901 loss_bbox_dn: 0.188721 loss_giou_dn: 0.394349 loss_class_aux_dn: 1.713701 loss_bbox_aux_dn: 1.087856 loss_giou_aux_dn: 2.153079 loss: 14.507521 eta: 6 days, 2:39:29 batch_cost: 0.6399 data_cost: 0.0021 ips: 6.2512 images/s [04/10 04:29:04] ppdet.engine INFO: Epoch: [9] [3500/7329] learning_rate: 0.000100 loss_class: 0.702398 loss_bbox: 0.178882 loss_giou: 0.461619 loss_class_aux: 4.429426 loss_bbox_aux: 1.143577 loss_giou_aux: 2.926074 loss_class_dn: 0.369978 loss_bbox_dn: 0.218458 loss_giou_dn: 0.499066 loss_class_aux_dn: 1.966915 loss_bbox_aux_dn: 1.269418 loss_giou_aux_dn: 2.703313 loss: 17.123154 eta: 6 days, 2:38:15 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2067 images/s [04/10 04:30:14] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.696549 loss_bbox: 0.171240 loss_giou: 0.430359 loss_class_aux: 4.548544 loss_bbox_aux: 1.107704 loss_giou_aux: 2.782920 loss_class_dn: 0.380830 loss_bbox_dn: 0.212759 loss_giou_dn: 0.460931 loss_class_aux_dn: 2.004008 loss_bbox_aux_dn: 1.208171 loss_giou_aux_dn: 2.533012 loss: 17.202801 eta: 6 days, 2:37:05 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1821 images/s [04/10 04:31:25] ppdet.engine INFO: Epoch: [9] [3700/7329] learning_rate: 0.000100 loss_class: 0.557118 loss_bbox: 0.147721 loss_giou: 0.399458 loss_class_aux: 3.594813 loss_bbox_aux: 0.951355 loss_giou_aux: 2.467208 loss_class_dn: 0.303241 loss_bbox_dn: 0.195145 loss_giou_dn: 0.397656 loss_class_aux_dn: 1.620989 loss_bbox_aux_dn: 1.115837 loss_giou_aux_dn: 2.204589 loss: 14.678232 eta: 6 days, 2:36:02 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1174 images/s [04/10 04:32:37] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.553010 loss_bbox: 0.168348 loss_giou: 0.391089 loss_class_aux: 3.718691 loss_bbox_aux: 1.023028 loss_giou_aux: 2.429444 loss_class_dn: 0.307360 loss_bbox_dn: 0.195955 loss_giou_dn: 0.394368 loss_class_aux_dn: 1.640059 loss_bbox_aux_dn: 1.114943 loss_giou_aux_dn: 2.173238 loss: 13.881172 eta: 6 days, 2:35:04 batch_cost: 0.6582 data_cost: 0.0020 ips: 6.0769 images/s [04/10 04:33:48] ppdet.engine INFO: Epoch: [9] [3900/7329] learning_rate: 0.000100 loss_class: 0.613129 loss_bbox: 0.171309 loss_giou: 0.432951 loss_class_aux: 4.052191 loss_bbox_aux: 1.086712 loss_giou_aux: 2.768443 loss_class_dn: 0.351006 loss_bbox_dn: 0.210989 loss_giou_dn: 0.480550 loss_class_aux_dn: 1.857871 loss_bbox_aux_dn: 1.189671 loss_giou_aux_dn: 2.544256 loss: 16.127560 eta: 6 days, 2:34:02 batch_cost: 0.6542 data_cost: 0.0022 ips: 6.1140 images/s [04/10 04:35:01] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.657357 loss_bbox: 0.157527 loss_giou: 0.413093 loss_class_aux: 4.233031 loss_bbox_aux: 0.975298 loss_giou_aux: 2.682942 loss_class_dn: 0.359402 loss_bbox_dn: 0.217854 loss_giou_dn: 0.502942 loss_class_aux_dn: 1.914894 loss_bbox_aux_dn: 1.203088 loss_giou_aux_dn: 2.602157 loss: 16.504068 eta: 6 days, 2:33:15 batch_cost: 0.6671 data_cost: 0.0020 ips: 5.9962 images/s [04/10 04:36:12] ppdet.engine INFO: Epoch: [9] [4100/7329] learning_rate: 0.000100 loss_class: 0.660616 loss_bbox: 0.165125 loss_giou: 0.425645 loss_class_aux: 4.279714 loss_bbox_aux: 1.048330 loss_giou_aux: 2.720830 loss_class_dn: 0.370083 loss_bbox_dn: 0.215517 loss_giou_dn: 0.466665 loss_class_aux_dn: 1.982839 loss_bbox_aux_dn: 1.222544 loss_giou_aux_dn: 2.529490 loss: 16.866976 eta: 6 days, 2:32:18 batch_cost: 0.6587 data_cost: 0.0023 ips: 6.0726 images/s [04/10 04:37:25] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.719267 loss_bbox: 0.166636 loss_giou: 0.442472 loss_class_aux: 4.564298 loss_bbox_aux: 1.063910 loss_giou_aux: 2.804560 loss_class_dn: 0.388115 loss_bbox_dn: 0.206180 loss_giou_dn: 0.494639 loss_class_aux_dn: 2.104165 loss_bbox_aux_dn: 1.198331 loss_giou_aux_dn: 2.675263 loss: 16.738224 eta: 6 days, 2:31:30 batch_cost: 0.6672 data_cost: 0.0019 ips: 5.9954 images/s [04/10 04:38:36] ppdet.engine INFO: Epoch: [9] [4300/7329] learning_rate: 0.000100 loss_class: 0.646867 loss_bbox: 0.178706 loss_giou: 0.433718 loss_class_aux: 4.139708 loss_bbox_aux: 1.193295 loss_giou_aux: 2.780538 loss_class_dn: 0.351774 loss_bbox_dn: 0.233225 loss_giou_dn: 0.465502 loss_class_aux_dn: 1.911159 loss_bbox_aux_dn: 1.340138 loss_giou_aux_dn: 2.539470 loss: 15.888947 eta: 6 days, 2:30:22 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1603 images/s [04/10 04:39:47] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.630000 loss_bbox: 0.158754 loss_giou: 0.426277 loss_class_aux: 3.954799 loss_bbox_aux: 1.040107 loss_giou_aux: 2.659303 loss_class_dn: 0.345048 loss_bbox_dn: 0.204920 loss_giou_dn: 0.436360 loss_class_aux_dn: 1.831605 loss_bbox_aux_dn: 1.209163 loss_giou_aux_dn: 2.358944 loss: 15.347825 eta: 6 days, 2:29:23 batch_cost: 0.6566 data_cost: 0.0025 ips: 6.0918 images/s [04/10 04:41:00] ppdet.engine INFO: Epoch: [9] [4500/7329] learning_rate: 0.000100 loss_class: 0.630978 loss_bbox: 0.152645 loss_giou: 0.381231 loss_class_aux: 4.085158 loss_bbox_aux: 1.014573 loss_giou_aux: 2.429136 loss_class_dn: 0.361893 loss_bbox_dn: 0.196444 loss_giou_dn: 0.419246 loss_class_aux_dn: 1.877112 loss_bbox_aux_dn: 1.095153 loss_giou_aux_dn: 2.353040 loss: 15.559309 eta: 6 days, 2:28:30 batch_cost: 0.6627 data_cost: 0.0023 ips: 6.0358 images/s [04/10 04:42:11] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.650988 loss_bbox: 0.177664 loss_giou: 0.431497 loss_class_aux: 4.307992 loss_bbox_aux: 1.088467 loss_giou_aux: 2.748580 loss_class_dn: 0.359816 loss_bbox_dn: 0.205702 loss_giou_dn: 0.462560 loss_class_aux_dn: 1.951500 loss_bbox_aux_dn: 1.131276 loss_giou_aux_dn: 2.531213 loss: 16.740833 eta: 6 days, 2:27:38 batch_cost: 0.6632 data_cost: 0.0022 ips: 6.0310 images/s [04/10 04:43:23] ppdet.engine INFO: Epoch: [9] [4700/7329] learning_rate: 0.000100 loss_class: 0.643895 loss_bbox: 0.154629 loss_giou: 0.412995 loss_class_aux: 4.196193 loss_bbox_aux: 0.982897 loss_giou_aux: 2.632745 loss_class_dn: 0.366331 loss_bbox_dn: 0.183457 loss_giou_dn: 0.446349 loss_class_aux_dn: 1.986004 loss_bbox_aux_dn: 1.116499 loss_giou_aux_dn: 2.476238 loss: 16.498398 eta: 6 days, 2:26:39 batch_cost: 0.6568 data_cost: 0.0020 ips: 6.0898 images/s [04/10 04:44:34] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.672930 loss_bbox: 0.156138 loss_giou: 0.395492 loss_class_aux: 4.421921 loss_bbox_aux: 1.035067 loss_giou_aux: 2.525840 loss_class_dn: 0.358719 loss_bbox_dn: 0.214441 loss_giou_dn: 0.443785 loss_class_aux_dn: 1.913506 loss_bbox_aux_dn: 1.216575 loss_giou_aux_dn: 2.344480 loss: 16.403355 eta: 6 days, 2:25:37 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1090 images/s [04/10 04:45:45] ppdet.engine INFO: Epoch: [9] [4900/7329] learning_rate: 0.000100 loss_class: 0.678614 loss_bbox: 0.174330 loss_giou: 0.415209 loss_class_aux: 4.381673 loss_bbox_aux: 1.139351 loss_giou_aux: 2.690395 loss_class_dn: 0.392352 loss_bbox_dn: 0.230253 loss_giou_dn: 0.474889 loss_class_aux_dn: 2.086648 loss_bbox_aux_dn: 1.317539 loss_giou_aux_dn: 2.554601 loss: 17.579901 eta: 6 days, 2:24:33 batch_cost: 0.6535 data_cost: 0.0023 ips: 6.1212 images/s [04/10 04:46:56] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.709066 loss_bbox: 0.179163 loss_giou: 0.512670 loss_class_aux: 4.399790 loss_bbox_aux: 1.088766 loss_giou_aux: 3.255612 loss_class_dn: 0.389707 loss_bbox_dn: 0.226389 loss_giou_dn: 0.547157 loss_class_aux_dn: 2.083858 loss_bbox_aux_dn: 1.317978 loss_giou_aux_dn: 2.959965 loss: 17.819382 eta: 6 days, 2:23:26 batch_cost: 0.6499 data_cost: 0.0020 ips: 6.1550 images/s [04/10 04:48:08] ppdet.engine INFO: Epoch: [9] [5100/7329] learning_rate: 0.000100 loss_class: 0.653533 loss_bbox: 0.151644 loss_giou: 0.370587 loss_class_aux: 4.196828 loss_bbox_aux: 0.997868 loss_giou_aux: 2.389027 loss_class_dn: 0.348499 loss_bbox_dn: 0.224375 loss_giou_dn: 0.443771 loss_class_aux_dn: 1.857031 loss_bbox_aux_dn: 1.262234 loss_giou_aux_dn: 2.420798 loss: 15.752831 eta: 6 days, 2:22:30 batch_cost: 0.6596 data_cost: 0.0022 ips: 6.0645 images/s [04/10 04:49:20] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.612377 loss_bbox: 0.163303 loss_giou: 0.433987 loss_class_aux: 4.124876 loss_bbox_aux: 1.127417 loss_giou_aux: 2.779747 loss_class_dn: 0.355638 loss_bbox_dn: 0.202834 loss_giou_dn: 0.476462 loss_class_aux_dn: 1.922957 loss_bbox_aux_dn: 1.151978 loss_giou_aux_dn: 2.570170 loss: 16.693279 eta: 6 days, 2:21:35 batch_cost: 0.6611 data_cost: 0.0021 ips: 6.0501 images/s [04/10 04:50:30] ppdet.engine INFO: Epoch: [9] [5300/7329] learning_rate: 0.000100 loss_class: 0.639822 loss_bbox: 0.184274 loss_giou: 0.496924 loss_class_aux: 4.195454 loss_bbox_aux: 1.209894 loss_giou_aux: 3.223191 loss_class_dn: 0.369246 loss_bbox_dn: 0.221080 loss_giou_dn: 0.512288 loss_class_aux_dn: 1.980238 loss_bbox_aux_dn: 1.219955 loss_giou_aux_dn: 2.777242 loss: 17.094410 eta: 6 days, 2:20:28 batch_cost: 0.6501 data_cost: 0.0021 ips: 6.1527 images/s [04/10 04:51:41] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.580653 loss_bbox: 0.161429 loss_giou: 0.361353 loss_class_aux: 3.809128 loss_bbox_aux: 1.060830 loss_giou_aux: 2.272132 loss_class_dn: 0.321727 loss_bbox_dn: 0.222805 loss_giou_dn: 0.370340 loss_class_aux_dn: 1.684552 loss_bbox_aux_dn: 1.263575 loss_giou_aux_dn: 1.974193 loss: 14.235554 eta: 6 days, 2:19:24 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1280 images/s [04/10 04:52:52] ppdet.engine INFO: Epoch: [9] [5500/7329] learning_rate: 0.000100 loss_class: 0.659518 loss_bbox: 0.170961 loss_giou: 0.468691 loss_class_aux: 4.307171 loss_bbox_aux: 1.137425 loss_giou_aux: 2.970291 loss_class_dn: 0.384612 loss_bbox_dn: 0.227732 loss_giou_dn: 0.510146 loss_class_aux_dn: 2.060219 loss_bbox_aux_dn: 1.317704 loss_giou_aux_dn: 2.746670 loss: 17.174675 eta: 6 days, 2:18:15 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1682 images/s [04/10 04:54:02] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.669492 loss_bbox: 0.174407 loss_giou: 0.466511 loss_class_aux: 4.294127 loss_bbox_aux: 1.144677 loss_giou_aux: 2.966400 loss_class_dn: 0.375422 loss_bbox_dn: 0.243643 loss_giou_dn: 0.485943 loss_class_aux_dn: 1.993444 loss_bbox_aux_dn: 1.323014 loss_giou_aux_dn: 2.552368 loss: 17.434219 eta: 6 days, 2:17:06 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1685 images/s [04/10 04:55:13] ppdet.engine INFO: Epoch: [9] [5700/7329] learning_rate: 0.000100 loss_class: 0.661015 loss_bbox: 0.157625 loss_giou: 0.442212 loss_class_aux: 4.369800 loss_bbox_aux: 1.051968 loss_giou_aux: 2.773381 loss_class_dn: 0.359094 loss_bbox_dn: 0.222909 loss_giou_dn: 0.483731 loss_class_aux_dn: 1.909483 loss_bbox_aux_dn: 1.267405 loss_giou_aux_dn: 2.611739 loss: 16.421658 eta: 6 days, 2:16:04 batch_cost: 0.6548 data_cost: 0.0020 ips: 6.1083 images/s [04/10 04:56:27] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.670260 loss_bbox: 0.162445 loss_giou: 0.406491 loss_class_aux: 4.191389 loss_bbox_aux: 1.006179 loss_giou_aux: 2.566607 loss_class_dn: 0.378415 loss_bbox_dn: 0.209224 loss_giou_dn: 0.477058 loss_class_aux_dn: 2.002919 loss_bbox_aux_dn: 1.157557 loss_giou_aux_dn: 2.579944 loss: 16.311808 eta: 6 days, 2:15:20 batch_cost: 0.6703 data_cost: 0.0021 ips: 5.9677 images/s [04/10 04:57:38] ppdet.engine INFO: Epoch: [9] [5900/7329] learning_rate: 0.000100 loss_class: 0.607563 loss_bbox: 0.166540 loss_giou: 0.413895 loss_class_aux: 4.032945 loss_bbox_aux: 1.041270 loss_giou_aux: 2.689699 loss_class_dn: 0.357659 loss_bbox_dn: 0.211648 loss_giou_dn: 0.438991 loss_class_aux_dn: 1.953666 loss_bbox_aux_dn: 1.196869 loss_giou_aux_dn: 2.428127 loss: 15.298272 eta: 6 days, 2:14:13 batch_cost: 0.6502 data_cost: 0.0022 ips: 6.1522 images/s [04/10 04:58:49] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.758881 loss_bbox: 0.165048 loss_giou: 0.408254 loss_class_aux: 4.877378 loss_bbox_aux: 1.094001 loss_giou_aux: 2.551467 loss_class_dn: 0.397566 loss_bbox_dn: 0.232944 loss_giou_dn: 0.486865 loss_class_aux_dn: 2.123350 loss_bbox_aux_dn: 1.335089 loss_giou_aux_dn: 2.622861 loss: 18.203590 eta: 6 days, 2:13:14 batch_cost: 0.6577 data_cost: 0.0021 ips: 6.0821 images/s [04/10 05:00:02] ppdet.engine INFO: Epoch: [9] [6100/7329] learning_rate: 0.000100 loss_class: 0.751868 loss_bbox: 0.153150 loss_giou: 0.458684 loss_class_aux: 4.855496 loss_bbox_aux: 1.037597 loss_giou_aux: 2.860577 loss_class_dn: 0.408129 loss_bbox_dn: 0.209240 loss_giou_dn: 0.518771 loss_class_aux_dn: 2.182444 loss_bbox_aux_dn: 1.227839 loss_giou_aux_dn: 2.776743 loss: 17.539013 eta: 6 days, 2:12:25 batch_cost: 0.6662 data_cost: 0.0022 ips: 6.0043 images/s [04/10 05:01:13] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.619919 loss_bbox: 0.149758 loss_giou: 0.439871 loss_class_aux: 4.115751 loss_bbox_aux: 0.947081 loss_giou_aux: 2.828110 loss_class_dn: 0.335949 loss_bbox_dn: 0.194017 loss_giou_dn: 0.494441 loss_class_aux_dn: 1.820722 loss_bbox_aux_dn: 1.122835 loss_giou_aux_dn: 2.629498 loss: 15.421844 eta: 6 days, 2:11:26 batch_cost: 0.6577 data_cost: 0.0020 ips: 6.0821 images/s [04/10 05:02:23] ppdet.engine INFO: Epoch: [9] [6300/7329] learning_rate: 0.000100 loss_class: 0.620061 loss_bbox: 0.167309 loss_giou: 0.431116 loss_class_aux: 4.197665 loss_bbox_aux: 1.056619 loss_giou_aux: 2.774981 loss_class_dn: 0.362758 loss_bbox_dn: 0.202344 loss_giou_dn: 0.470690 loss_class_aux_dn: 1.936374 loss_bbox_aux_dn: 1.162522 loss_giou_aux_dn: 2.547631 loss: 15.872997 eta: 6 days, 2:10:13 batch_cost: 0.6450 data_cost: 0.0022 ips: 6.2011 images/s [04/10 05:03:35] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.660442 loss_bbox: 0.162969 loss_giou: 0.385211 loss_class_aux: 4.184415 loss_bbox_aux: 1.127191 loss_giou_aux: 2.452481 loss_class_dn: 0.343248 loss_bbox_dn: 0.226083 loss_giou_dn: 0.429992 loss_class_aux_dn: 1.862725 loss_bbox_aux_dn: 1.298098 loss_giou_aux_dn: 2.326582 loss: 16.082474 eta: 6 days, 2:09:16 batch_cost: 0.6590 data_cost: 0.0020 ips: 6.0695 images/s [04/10 05:04:46] ppdet.engine INFO: Epoch: [9] [6500/7329] learning_rate: 0.000100 loss_class: 0.661464 loss_bbox: 0.154920 loss_giou: 0.381390 loss_class_aux: 4.262933 loss_bbox_aux: 1.025664 loss_giou_aux: 2.468212 loss_class_dn: 0.323695 loss_bbox_dn: 0.197750 loss_giou_dn: 0.419814 loss_class_aux_dn: 1.745732 loss_bbox_aux_dn: 1.126749 loss_giou_aux_dn: 2.241343 loss: 15.518976 eta: 6 days, 2:08:11 batch_cost: 0.6517 data_cost: 0.0023 ips: 6.1380 images/s [04/10 05:05:57] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.662130 loss_bbox: 0.166504 loss_giou: 0.425391 loss_class_aux: 4.387055 loss_bbox_aux: 1.114362 loss_giou_aux: 2.801952 loss_class_dn: 0.355803 loss_bbox_dn: 0.226340 loss_giou_dn: 0.471147 loss_class_aux_dn: 1.882980 loss_bbox_aux_dn: 1.251072 loss_giou_aux_dn: 2.544460 loss: 16.660288 eta: 6 days, 2:07:10 batch_cost: 0.6563 data_cost: 0.0020 ips: 6.0948 images/s [04/10 05:07:08] ppdet.engine INFO: Epoch: [9] [6700/7329] learning_rate: 0.000100 loss_class: 0.642230 loss_bbox: 0.168138 loss_giou: 0.469024 loss_class_aux: 4.233329 loss_bbox_aux: 1.072531 loss_giou_aux: 2.964328 loss_class_dn: 0.384456 loss_bbox_dn: 0.213831 loss_giou_dn: 0.496111 loss_class_aux_dn: 2.052128 loss_bbox_aux_dn: 1.191486 loss_giou_aux_dn: 2.678528 loss: 16.980701 eta: 6 days, 2:06:06 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1244 images/s [04/10 05:08:19] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.592785 loss_bbox: 0.139449 loss_giou: 0.330581 loss_class_aux: 3.837798 loss_bbox_aux: 0.904563 loss_giou_aux: 2.088561 loss_class_dn: 0.328841 loss_bbox_dn: 0.173058 loss_giou_dn: 0.363431 loss_class_aux_dn: 1.765827 loss_bbox_aux_dn: 1.024199 loss_giou_aux_dn: 2.064662 loss: 13.934757 eta: 6 days, 2:05:04 batch_cost: 0.6542 data_cost: 0.0023 ips: 6.1147 images/s [04/10 05:09:30] ppdet.engine INFO: Epoch: [9] [6900/7329] learning_rate: 0.000100 loss_class: 0.696845 loss_bbox: 0.189723 loss_giou: 0.440687 loss_class_aux: 4.469800 loss_bbox_aux: 1.215611 loss_giou_aux: 2.768479 loss_class_dn: 0.394196 loss_bbox_dn: 0.234639 loss_giou_dn: 0.480404 loss_class_aux_dn: 2.076262 loss_bbox_aux_dn: 1.308743 loss_giou_aux_dn: 2.549525 loss: 17.448427 eta: 6 days, 2:03:59 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1319 images/s [04/10 05:10:43] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.643358 loss_bbox: 0.172170 loss_giou: 0.506438 loss_class_aux: 4.208722 loss_bbox_aux: 1.072210 loss_giou_aux: 3.139239 loss_class_dn: 0.375402 loss_bbox_dn: 0.221808 loss_giou_dn: 0.544569 loss_class_aux_dn: 2.025934 loss_bbox_aux_dn: 1.263020 loss_giou_aux_dn: 2.964655 loss: 17.674385 eta: 6 days, 2:03:12 batch_cost: 0.6683 data_cost: 0.0021 ips: 5.9853 images/s [04/10 05:11:53] ppdet.engine INFO: Epoch: [9] [7100/7329] learning_rate: 0.000100 loss_class: 0.614785 loss_bbox: 0.154993 loss_giou: 0.445990 loss_class_aux: 3.989375 loss_bbox_aux: 1.054589 loss_giou_aux: 2.795756 loss_class_dn: 0.353779 loss_bbox_dn: 0.215444 loss_giou_dn: 0.475556 loss_class_aux_dn: 1.861135 loss_bbox_aux_dn: 1.226864 loss_giou_aux_dn: 2.581301 loss: 16.184546 eta: 6 days, 2:01:55 batch_cost: 0.6415 data_cost: 0.0020 ips: 6.2352 images/s [04/10 05:13:05] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.639647 loss_bbox: 0.172857 loss_giou: 0.417508 loss_class_aux: 4.067520 loss_bbox_aux: 1.077379 loss_giou_aux: 2.608612 loss_class_dn: 0.358268 loss_bbox_dn: 0.231415 loss_giou_dn: 0.426992 loss_class_aux_dn: 1.931532 loss_bbox_aux_dn: 1.289517 loss_giou_aux_dn: 2.278628 loss: 15.525578 eta: 6 days, 2:01:01 batch_cost: 0.6615 data_cost: 0.0020 ips: 6.0472 images/s [04/10 05:14:14] ppdet.engine INFO: Epoch: [9] [7300/7329] learning_rate: 0.000100 loss_class: 0.620785 loss_bbox: 0.159718 loss_giou: 0.410629 loss_class_aux: 3.789725 loss_bbox_aux: 1.086270 loss_giou_aux: 2.585426 loss_class_dn: 0.338821 loss_bbox_dn: 0.213254 loss_giou_dn: 0.450741 loss_class_aux_dn: 1.873371 loss_bbox_aux_dn: 1.184826 loss_giou_aux_dn: 2.415568 loss: 15.359695 eta: 6 days, 1:59:42 batch_cost: 0.6395 data_cost: 0.0022 ips: 6.2548 images/s [04/10 05:14:39] ppdet.engine INFO: Eval iter: 0 [04/10 05:15:06] ppdet.engine INFO: Eval iter: 100 [04/10 05:15:33] ppdet.engine INFO: Eval iter: 200 [04/10 05:16:01] ppdet.engine INFO: Eval iter: 300 [04/10 05:16:29] ppdet.engine INFO: Eval iter: 400 [04/10 05:16:57] ppdet.engine INFO: Eval iter: 500 [04/10 05:17:25] ppdet.engine INFO: Eval iter: 600 [04/10 05:18:05] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 05:18:06] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.08s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.31s). Accumulating evaluation results... DONE (t=27.93s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.493 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.672 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.299 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.677 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.626 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 ] = 0.495 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.745 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.879 [04/10 05:20:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.849693460520218 [04/10 05:20:55] ppdet.engine INFO: Best test bbox ap is 0.493. [04/10 05:20:59] ppdet.engine INFO: Epoch: [10] [ 0/7329] learning_rate: 0.000100 loss_class: 0.606110 loss_bbox: 0.154397 loss_giou: 0.422883 loss_class_aux: 3.818937 loss_bbox_aux: 1.067095 loss_giou_aux: 2.668743 loss_class_dn: 0.342463 loss_bbox_dn: 0.197504 loss_giou_dn: 0.471769 loss_class_aux_dn: 1.873164 loss_bbox_aux_dn: 1.094177 loss_giou_aux_dn: 2.520250 loss: 15.565327 eta: 6 days, 1:59:15 batch_cost: 0.6323 data_cost: 0.0021 ips: 6.3256 images/s [04/10 05:22:09] ppdet.engine INFO: Epoch: [10] [ 100/7329] learning_rate: 0.000100 loss_class: 0.637681 loss_bbox: 0.155126 loss_giou: 0.380902 loss_class_aux: 4.063560 loss_bbox_aux: 1.024572 loss_giou_aux: 2.450182 loss_class_dn: 0.341151 loss_bbox_dn: 0.207258 loss_giou_dn: 0.422649 loss_class_aux_dn: 1.798168 loss_bbox_aux_dn: 1.163969 loss_giou_aux_dn: 2.420762 loss: 16.337175 eta: 6 days, 1:58:05 batch_cost: 0.6474 data_cost: 0.0021 ips: 6.1790 images/s [04/10 05:23:19] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.610806 loss_bbox: 0.160623 loss_giou: 0.373628 loss_class_aux: 3.886493 loss_bbox_aux: 1.081774 loss_giou_aux: 2.374875 loss_class_dn: 0.350389 loss_bbox_dn: 0.220325 loss_giou_dn: 0.436707 loss_class_aux_dn: 1.808624 loss_bbox_aux_dn: 1.281876 loss_giou_aux_dn: 2.390719 loss: 14.998446 eta: 6 days, 1:56:53 batch_cost: 0.6461 data_cost: 0.0022 ips: 6.1913 images/s [04/10 05:24:31] ppdet.engine INFO: Epoch: [10] [ 300/7329] learning_rate: 0.000100 loss_class: 0.597399 loss_bbox: 0.160957 loss_giou: 0.376694 loss_class_aux: 3.999994 loss_bbox_aux: 1.006695 loss_giou_aux: 2.318451 loss_class_dn: 0.332182 loss_bbox_dn: 0.219349 loss_giou_dn: 0.402249 loss_class_aux_dn: 1.788239 loss_bbox_aux_dn: 1.273203 loss_giou_aux_dn: 2.221946 loss: 15.966738 eta: 6 days, 1:55:57 batch_cost: 0.6600 data_cost: 0.0021 ips: 6.0609 images/s [04/10 05:25:41] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.592555 loss_bbox: 0.137572 loss_giou: 0.395713 loss_class_aux: 3.862191 loss_bbox_aux: 0.954366 loss_giou_aux: 2.584214 loss_class_dn: 0.303816 loss_bbox_dn: 0.222402 loss_giou_dn: 0.413428 loss_class_aux_dn: 1.632276 loss_bbox_aux_dn: 1.209568 loss_giou_aux_dn: 2.153687 loss: 14.172834 eta: 6 days, 1:54:47 batch_cost: 0.6478 data_cost: 0.0021 ips: 6.1748 images/s [04/10 05:26:53] ppdet.engine INFO: Epoch: [10] [ 500/7329] learning_rate: 0.000100 loss_class: 0.588580 loss_bbox: 0.152473 loss_giou: 0.421898 loss_class_aux: 3.869600 loss_bbox_aux: 1.007582 loss_giou_aux: 2.624863 loss_class_dn: 0.354033 loss_bbox_dn: 0.173585 loss_giou_dn: 0.437841 loss_class_aux_dn: 1.914221 loss_bbox_aux_dn: 1.028055 loss_giou_aux_dn: 2.386135 loss: 15.557266 eta: 6 days, 1:53:48 batch_cost: 0.6572 data_cost: 0.0021 ips: 6.0861 images/s [04/10 05:28:03] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.554631 loss_bbox: 0.130468 loss_giou: 0.383440 loss_class_aux: 3.674979 loss_bbox_aux: 0.869348 loss_giou_aux: 2.461668 loss_class_dn: 0.322630 loss_bbox_dn: 0.186742 loss_giou_dn: 0.409067 loss_class_aux_dn: 1.747885 loss_bbox_aux_dn: 1.068398 loss_giou_aux_dn: 2.244520 loss: 14.031713 eta: 6 days, 1:52:43 batch_cost: 0.6522 data_cost: 0.0022 ips: 6.1333 images/s [04/10 05:29:13] ppdet.engine INFO: Epoch: [10] [ 700/7329] learning_rate: 0.000100 loss_class: 0.607701 loss_bbox: 0.173716 loss_giou: 0.450578 loss_class_aux: 3.935262 loss_bbox_aux: 1.095649 loss_giou_aux: 2.945070 loss_class_dn: 0.354767 loss_bbox_dn: 0.199625 loss_giou_dn: 0.449069 loss_class_aux_dn: 1.890852 loss_bbox_aux_dn: 1.129312 loss_giou_aux_dn: 2.426937 loss: 15.768898 eta: 6 days, 1:51:28 batch_cost: 0.6429 data_cost: 0.0020 ips: 6.2222 images/s [04/10 05:30:23] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.585500 loss_bbox: 0.172034 loss_giou: 0.374476 loss_class_aux: 3.773763 loss_bbox_aux: 1.129776 loss_giou_aux: 2.335733 loss_class_dn: 0.345169 loss_bbox_dn: 0.200570 loss_giou_dn: 0.418783 loss_class_aux_dn: 1.846244 loss_bbox_aux_dn: 1.219005 loss_giou_aux_dn: 2.223455 loss: 16.167582 eta: 6 days, 1:50:18 batch_cost: 0.6476 data_cost: 0.0023 ips: 6.1765 images/s [04/10 05:31:35] ppdet.engine INFO: Epoch: [10] [ 900/7329] learning_rate: 0.000100 loss_class: 0.615390 loss_bbox: 0.165784 loss_giou: 0.447800 loss_class_aux: 3.971982 loss_bbox_aux: 1.114895 loss_giou_aux: 2.819876 loss_class_dn: 0.360088 loss_bbox_dn: 0.188621 loss_giou_dn: 0.475447 loss_class_aux_dn: 1.917056 loss_bbox_aux_dn: 1.116853 loss_giou_aux_dn: 2.539439 loss: 16.292141 eta: 6 days, 1:49:20 batch_cost: 0.6584 data_cost: 0.0020 ips: 6.0756 images/s [04/10 05:32:45] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.711747 loss_bbox: 0.170738 loss_giou: 0.486174 loss_class_aux: 4.496201 loss_bbox_aux: 1.098845 loss_giou_aux: 2.999422 loss_class_dn: 0.414656 loss_bbox_dn: 0.222138 loss_giou_dn: 0.546811 loss_class_aux_dn: 2.188471 loss_bbox_aux_dn: 1.240812 loss_giou_aux_dn: 2.953435 loss: 19.121956 eta: 6 days, 1:48:08 batch_cost: 0.6457 data_cost: 0.0023 ips: 6.1946 images/s [04/10 05:33:56] ppdet.engine INFO: Epoch: [10] [1100/7329] learning_rate: 0.000100 loss_class: 0.601440 loss_bbox: 0.131679 loss_giou: 0.426064 loss_class_aux: 3.941788 loss_bbox_aux: 0.894789 loss_giou_aux: 2.686365 loss_class_dn: 0.356649 loss_bbox_dn: 0.183750 loss_giou_dn: 0.419368 loss_class_aux_dn: 1.876512 loss_bbox_aux_dn: 1.072671 loss_giou_aux_dn: 2.334210 loss: 15.861315 eta: 6 days, 1:46:58 batch_cost: 0.6477 data_cost: 0.0021 ips: 6.1760 images/s [04/10 05:35:06] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.627452 loss_bbox: 0.142090 loss_giou: 0.396855 loss_class_aux: 4.051521 loss_bbox_aux: 0.912599 loss_giou_aux: 2.643958 loss_class_dn: 0.353276 loss_bbox_dn: 0.185856 loss_giou_dn: 0.434502 loss_class_aux_dn: 1.893778 loss_bbox_aux_dn: 1.051676 loss_giou_aux_dn: 2.343693 loss: 15.636509 eta: 6 days, 1:45:45 batch_cost: 0.6450 data_cost: 0.0021 ips: 6.2018 images/s [04/10 05:36:18] ppdet.engine INFO: Epoch: [10] [1300/7329] learning_rate: 0.000100 loss_class: 0.615827 loss_bbox: 0.148693 loss_giou: 0.410502 loss_class_aux: 4.055202 loss_bbox_aux: 0.987164 loss_giou_aux: 2.623895 loss_class_dn: 0.336359 loss_bbox_dn: 0.201649 loss_giou_dn: 0.441679 loss_class_aux_dn: 1.819775 loss_bbox_aux_dn: 1.184666 loss_giou_aux_dn: 2.455633 loss: 16.133709 eta: 6 days, 1:44:49 batch_cost: 0.6603 data_cost: 0.0024 ips: 6.0576 images/s [04/10 05:37:28] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.652078 loss_bbox: 0.183233 loss_giou: 0.374662 loss_class_aux: 4.075627 loss_bbox_aux: 1.129446 loss_giou_aux: 2.318111 loss_class_dn: 0.333365 loss_bbox_dn: 0.214810 loss_giou_dn: 0.382423 loss_class_aux_dn: 1.740333 loss_bbox_aux_dn: 1.250917 loss_giou_aux_dn: 2.072530 loss: 14.826767 eta: 6 days, 1:43:41 batch_cost: 0.6484 data_cost: 0.0019 ips: 6.1686 images/s [04/10 05:38:38] ppdet.engine INFO: Epoch: [10] [1500/7329] learning_rate: 0.000100 loss_class: 0.593517 loss_bbox: 0.146883 loss_giou: 0.366248 loss_class_aux: 4.002116 loss_bbox_aux: 0.976615 loss_giou_aux: 2.316083 loss_class_dn: 0.328011 loss_bbox_dn: 0.189894 loss_giou_dn: 0.387636 loss_class_aux_dn: 1.758102 loss_bbox_aux_dn: 1.057080 loss_giou_aux_dn: 2.107098 loss: 14.716915 eta: 6 days, 1:42:25 batch_cost: 0.6426 data_cost: 0.0019 ips: 6.2250 images/s [04/10 05:39:49] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.653706 loss_bbox: 0.163600 loss_giou: 0.376504 loss_class_aux: 4.200343 loss_bbox_aux: 1.064495 loss_giou_aux: 2.398514 loss_class_dn: 0.348307 loss_bbox_dn: 0.213566 loss_giou_dn: 0.442707 loss_class_aux_dn: 1.864790 loss_bbox_aux_dn: 1.256612 loss_giou_aux_dn: 2.390579 loss: 16.022974 eta: 6 days, 1:41:22 batch_cost: 0.6532 data_cost: 0.0021 ips: 6.1240 images/s [04/10 05:40:59] ppdet.engine INFO: Epoch: [10] [1700/7329] learning_rate: 0.000100 loss_class: 0.665791 loss_bbox: 0.150535 loss_giou: 0.376458 loss_class_aux: 4.189584 loss_bbox_aux: 1.014589 loss_giou_aux: 2.428892 loss_class_dn: 0.353090 loss_bbox_dn: 0.224421 loss_giou_dn: 0.454509 loss_class_aux_dn: 1.875770 loss_bbox_aux_dn: 1.260936 loss_giou_aux_dn: 2.455328 loss: 16.346258 eta: 6 days, 1:40:15 batch_cost: 0.6503 data_cost: 0.0020 ips: 6.1513 images/s [04/10 05:42:09] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.707530 loss_bbox: 0.165113 loss_giou: 0.500870 loss_class_aux: 4.510072 loss_bbox_aux: 1.054857 loss_giou_aux: 3.248799 loss_class_dn: 0.406063 loss_bbox_dn: 0.206857 loss_giou_dn: 0.538508 loss_class_aux_dn: 2.176280 loss_bbox_aux_dn: 1.131501 loss_giou_aux_dn: 2.907654 loss: 18.019909 eta: 6 days, 1:38:59 batch_cost: 0.6420 data_cost: 0.0018 ips: 6.2308 images/s [04/10 05:43:20] ppdet.engine INFO: Epoch: [10] [1900/7329] learning_rate: 0.000100 loss_class: 0.686143 loss_bbox: 0.149196 loss_giou: 0.532710 loss_class_aux: 4.342220 loss_bbox_aux: 1.060420 loss_giou_aux: 3.429259 loss_class_dn: 0.405841 loss_bbox_dn: 0.201849 loss_giou_dn: 0.567374 loss_class_aux_dn: 2.158864 loss_bbox_aux_dn: 1.116118 loss_giou_aux_dn: 2.974422 loss: 18.002682 eta: 6 days, 1:37:54 batch_cost: 0.6523 data_cost: 0.0022 ips: 6.1322 images/s [04/10 05:44:31] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.622316 loss_bbox: 0.133249 loss_giou: 0.395607 loss_class_aux: 3.863986 loss_bbox_aux: 0.881777 loss_giou_aux: 2.566412 loss_class_dn: 0.352250 loss_bbox_dn: 0.161304 loss_giou_dn: 0.422271 loss_class_aux_dn: 1.860979 loss_bbox_aux_dn: 0.897813 loss_giou_aux_dn: 2.279644 loss: 14.926790 eta: 6 days, 1:36:53 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1035 images/s [04/10 05:45:43] ppdet.engine INFO: Epoch: [10] [2100/7329] learning_rate: 0.000100 loss_class: 0.600548 loss_bbox: 0.145006 loss_giou: 0.368235 loss_class_aux: 4.031377 loss_bbox_aux: 0.949528 loss_giou_aux: 2.408558 loss_class_dn: 0.349870 loss_bbox_dn: 0.195513 loss_giou_dn: 0.427486 loss_class_aux_dn: 1.888543 loss_bbox_aux_dn: 1.105585 loss_giou_aux_dn: 2.313747 loss: 15.720849 eta: 6 days, 1:35:53 batch_cost: 0.6573 data_cost: 0.0022 ips: 6.0857 images/s [04/10 05:46:54] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.624594 loss_bbox: 0.154724 loss_giou: 0.396524 loss_class_aux: 4.236632 loss_bbox_aux: 1.008171 loss_giou_aux: 2.431149 loss_class_dn: 0.349294 loss_bbox_dn: 0.224422 loss_giou_dn: 0.430265 loss_class_aux_dn: 1.847286 loss_bbox_aux_dn: 1.237825 loss_giou_aux_dn: 2.372428 loss: 16.195744 eta: 6 days, 1:34:53 batch_cost: 0.6560 data_cost: 0.0023 ips: 6.0972 images/s [04/10 05:48:04] ppdet.engine INFO: Epoch: [10] [2300/7329] learning_rate: 0.000100 loss_class: 0.623038 loss_bbox: 0.153435 loss_giou: 0.473167 loss_class_aux: 4.064523 loss_bbox_aux: 1.000043 loss_giou_aux: 3.017805 loss_class_dn: 0.373199 loss_bbox_dn: 0.211980 loss_giou_dn: 0.508566 loss_class_aux_dn: 2.001132 loss_bbox_aux_dn: 1.234886 loss_giou_aux_dn: 2.766863 loss: 17.237566 eta: 6 days, 1:33:36 batch_cost: 0.6410 data_cost: 0.0020 ips: 6.2402 images/s [04/10 05:49:15] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.597540 loss_bbox: 0.174216 loss_giou: 0.367371 loss_class_aux: 3.881428 loss_bbox_aux: 1.097608 loss_giou_aux: 2.428728 loss_class_dn: 0.319885 loss_bbox_dn: 0.194484 loss_giou_dn: 0.388584 loss_class_aux_dn: 1.706402 loss_bbox_aux_dn: 1.098454 loss_giou_aux_dn: 2.137341 loss: 14.598509 eta: 6 days, 1:32:32 batch_cost: 0.6534 data_cost: 0.0021 ips: 6.1216 images/s [04/10 05:50:25] ppdet.engine INFO: Epoch: [10] [2500/7329] learning_rate: 0.000100 loss_class: 0.629105 loss_bbox: 0.148754 loss_giou: 0.338426 loss_class_aux: 4.147719 loss_bbox_aux: 0.963047 loss_giou_aux: 2.157218 loss_class_dn: 0.357390 loss_bbox_dn: 0.216678 loss_giou_dn: 0.369856 loss_class_aux_dn: 1.946800 loss_bbox_aux_dn: 1.165917 loss_giou_aux_dn: 2.049559 loss: 15.175552 eta: 6 days, 1:31:20 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2030 images/s [04/10 05:51:36] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.631093 loss_bbox: 0.151410 loss_giou: 0.382410 loss_class_aux: 4.220534 loss_bbox_aux: 1.012598 loss_giou_aux: 2.375839 loss_class_dn: 0.363448 loss_bbox_dn: 0.196417 loss_giou_dn: 0.426690 loss_class_aux_dn: 1.945649 loss_bbox_aux_dn: 1.124927 loss_giou_aux_dn: 2.402943 loss: 15.451040 eta: 6 days, 1:30:20 batch_cost: 0.6573 data_cost: 0.0023 ips: 6.0854 images/s [04/10 05:52:47] ppdet.engine INFO: Epoch: [10] [2700/7329] learning_rate: 0.000100 loss_class: 0.646479 loss_bbox: 0.145373 loss_giou: 0.390418 loss_class_aux: 4.133747 loss_bbox_aux: 0.983080 loss_giou_aux: 2.451843 loss_class_dn: 0.365216 loss_bbox_dn: 0.212457 loss_giou_dn: 0.456891 loss_class_aux_dn: 1.980733 loss_bbox_aux_dn: 1.201838 loss_giou_aux_dn: 2.424896 loss: 15.700309 eta: 6 days, 1:29:17 batch_cost: 0.6532 data_cost: 0.0020 ips: 6.1240 images/s [04/10 05:53:58] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.613754 loss_bbox: 0.162869 loss_giou: 0.442665 loss_class_aux: 4.021601 loss_bbox_aux: 1.038330 loss_giou_aux: 2.802741 loss_class_dn: 0.354458 loss_bbox_dn: 0.212774 loss_giou_dn: 0.457204 loss_class_aux_dn: 1.882175 loss_bbox_aux_dn: 1.213302 loss_giou_aux_dn: 2.469304 loss: 16.249218 eta: 6 days, 1:28:12 batch_cost: 0.6524 data_cost: 0.0021 ips: 6.1316 images/s [04/10 05:55:09] ppdet.engine INFO: Epoch: [10] [2900/7329] learning_rate: 0.000100 loss_class: 0.590258 loss_bbox: 0.152998 loss_giou: 0.365166 loss_class_aux: 3.779508 loss_bbox_aux: 0.989749 loss_giou_aux: 2.238617 loss_class_dn: 0.319558 loss_bbox_dn: 0.192140 loss_giou_dn: 0.387816 loss_class_aux_dn: 1.707406 loss_bbox_aux_dn: 1.098943 loss_giou_aux_dn: 2.039073 loss: 15.243735 eta: 6 days, 1:27:10 batch_cost: 0.6547 data_cost: 0.0021 ips: 6.1101 images/s [04/10 05:56:20] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.650922 loss_bbox: 0.148686 loss_giou: 0.430396 loss_class_aux: 4.197371 loss_bbox_aux: 1.036670 loss_giou_aux: 2.780201 loss_class_dn: 0.377729 loss_bbox_dn: 0.209499 loss_giou_dn: 0.502834 loss_class_aux_dn: 2.030799 loss_bbox_aux_dn: 1.172745 loss_giou_aux_dn: 2.671511 loss: 16.134081 eta: 6 days, 1:26:05 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1307 images/s [04/10 05:57:31] ppdet.engine INFO: Epoch: [10] [3100/7329] learning_rate: 0.000100 loss_class: 0.602145 loss_bbox: 0.129147 loss_giou: 0.424933 loss_class_aux: 3.906884 loss_bbox_aux: 0.867168 loss_giou_aux: 2.694870 loss_class_dn: 0.333728 loss_bbox_dn: 0.162576 loss_giou_dn: 0.430672 loss_class_aux_dn: 1.791523 loss_bbox_aux_dn: 0.932172 loss_giou_aux_dn: 2.354593 loss: 15.428198 eta: 6 days, 1:25:05 batch_cost: 0.6563 data_cost: 0.0020 ips: 6.0946 images/s [04/10 05:58:43] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.659141 loss_bbox: 0.184548 loss_giou: 0.407511 loss_class_aux: 4.175634 loss_bbox_aux: 1.171387 loss_giou_aux: 2.595483 loss_class_dn: 0.363127 loss_bbox_dn: 0.215938 loss_giou_dn: 0.461560 loss_class_aux_dn: 1.931224 loss_bbox_aux_dn: 1.165172 loss_giou_aux_dn: 2.553518 loss: 17.720566 eta: 6 days, 1:24:06 batch_cost: 0.6577 data_cost: 0.0018 ips: 6.0819 images/s [04/10 05:59:52] ppdet.engine INFO: Epoch: [10] [3300/7329] learning_rate: 0.000100 loss_class: 0.605623 loss_bbox: 0.145523 loss_giou: 0.306157 loss_class_aux: 3.950578 loss_bbox_aux: 0.937695 loss_giou_aux: 2.007164 loss_class_dn: 0.320963 loss_bbox_dn: 0.192228 loss_giou_dn: 0.361784 loss_class_aux_dn: 1.706812 loss_bbox_aux_dn: 1.118715 loss_giou_aux_dn: 1.935488 loss: 14.819575 eta: 6 days, 1:22:50 batch_cost: 0.6424 data_cost: 0.0020 ips: 6.2266 images/s [04/10 06:01:03] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.638991 loss_bbox: 0.143843 loss_giou: 0.393758 loss_class_aux: 3.986730 loss_bbox_aux: 0.959741 loss_giou_aux: 2.525799 loss_class_dn: 0.363685 loss_bbox_dn: 0.194181 loss_giou_dn: 0.446007 loss_class_aux_dn: 1.930056 loss_bbox_aux_dn: 1.123213 loss_giou_aux_dn: 2.468892 loss: 16.616936 eta: 6 days, 1:21:44 batch_cost: 0.6510 data_cost: 0.0022 ips: 6.1445 images/s [04/10 06:02:14] ppdet.engine INFO: Epoch: [10] [3500/7329] learning_rate: 0.000100 loss_class: 0.624417 loss_bbox: 0.141551 loss_giou: 0.433582 loss_class_aux: 3.885183 loss_bbox_aux: 0.972294 loss_giou_aux: 2.886627 loss_class_dn: 0.357418 loss_bbox_dn: 0.179325 loss_giou_dn: 0.466133 loss_class_aux_dn: 1.900846 loss_bbox_aux_dn: 1.017853 loss_giou_aux_dn: 2.505052 loss: 15.854202 eta: 6 days, 1:20:37 batch_cost: 0.6502 data_cost: 0.0021 ips: 6.1521 images/s [04/10 06:03:23] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.620565 loss_bbox: 0.164066 loss_giou: 0.491287 loss_class_aux: 3.997803 loss_bbox_aux: 1.038593 loss_giou_aux: 3.135245 loss_class_dn: 0.352592 loss_bbox_dn: 0.200316 loss_giou_dn: 0.501756 loss_class_aux_dn: 1.928960 loss_bbox_aux_dn: 1.133868 loss_giou_aux_dn: 2.759128 loss: 16.951927 eta: 6 days, 1:19:20 batch_cost: 0.6399 data_cost: 0.0025 ips: 6.2505 images/s [04/10 06:04:36] ppdet.engine INFO: Epoch: [10] [3700/7329] learning_rate: 0.000100 loss_class: 0.599753 loss_bbox: 0.136634 loss_giou: 0.318594 loss_class_aux: 4.105344 loss_bbox_aux: 0.901866 loss_giou_aux: 2.046952 loss_class_dn: 0.306474 loss_bbox_dn: 0.194045 loss_giou_dn: 0.368912 loss_class_aux_dn: 1.634715 loss_bbox_aux_dn: 1.167501 loss_giou_aux_dn: 2.007460 loss: 14.573734 eta: 6 days, 1:18:31 batch_cost: 0.6673 data_cost: 0.0022 ips: 5.9942 images/s [04/10 06:05:48] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.634074 loss_bbox: 0.174075 loss_giou: 0.363338 loss_class_aux: 4.179686 loss_bbox_aux: 1.149465 loss_giou_aux: 2.318549 loss_class_dn: 0.343785 loss_bbox_dn: 0.246323 loss_giou_dn: 0.419157 loss_class_aux_dn: 1.833595 loss_bbox_aux_dn: 1.417754 loss_giou_aux_dn: 2.308402 loss: 15.537328 eta: 6 days, 1:17:30 batch_cost: 0.6564 data_cost: 0.0022 ips: 6.0941 images/s [04/10 06:06:58] ppdet.engine INFO: Epoch: [10] [3900/7329] learning_rate: 0.000100 loss_class: 0.584278 loss_bbox: 0.137839 loss_giou: 0.357474 loss_class_aux: 3.683003 loss_bbox_aux: 0.953220 loss_giou_aux: 2.308080 loss_class_dn: 0.329905 loss_bbox_dn: 0.197090 loss_giou_dn: 0.403095 loss_class_aux_dn: 1.744078 loss_bbox_aux_dn: 1.148463 loss_giou_aux_dn: 2.221632 loss: 15.434603 eta: 6 days, 1:16:25 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1354 images/s [04/10 06:08:09] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.703303 loss_bbox: 0.168986 loss_giou: 0.450079 loss_class_aux: 4.510674 loss_bbox_aux: 1.104402 loss_giou_aux: 2.887277 loss_class_dn: 0.389649 loss_bbox_dn: 0.222266 loss_giou_dn: 0.474669 loss_class_aux_dn: 2.092919 loss_bbox_aux_dn: 1.306878 loss_giou_aux_dn: 2.608737 loss: 17.764187 eta: 6 days, 1:15:21 batch_cost: 0.6530 data_cost: 0.0023 ips: 6.1252 images/s [04/10 06:09:20] ppdet.engine INFO: Epoch: [10] [4100/7329] learning_rate: 0.000100 loss_class: 0.638632 loss_bbox: 0.140290 loss_giou: 0.464073 loss_class_aux: 4.114967 loss_bbox_aux: 0.918741 loss_giou_aux: 2.871862 loss_class_dn: 0.377913 loss_bbox_dn: 0.195703 loss_giou_dn: 0.470210 loss_class_aux_dn: 2.054018 loss_bbox_aux_dn: 1.085805 loss_giou_aux_dn: 2.513108 loss: 16.309536 eta: 6 days, 1:14:13 batch_cost: 0.6489 data_cost: 0.0020 ips: 6.1644 images/s [04/10 06:10:29] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.648877 loss_bbox: 0.172182 loss_giou: 0.433980 loss_class_aux: 4.311326 loss_bbox_aux: 1.109936 loss_giou_aux: 2.795788 loss_class_dn: 0.372856 loss_bbox_dn: 0.213775 loss_giou_dn: 0.474458 loss_class_aux_dn: 1.936440 loss_bbox_aux_dn: 1.236718 loss_giou_aux_dn: 2.554945 loss: 16.853600 eta: 6 days, 1:12:52 batch_cost: 0.6371 data_cost: 0.0022 ips: 6.2781 images/s [04/10 06:11:39] ppdet.engine INFO: Epoch: [10] [4300/7329] learning_rate: 0.000100 loss_class: 0.709852 loss_bbox: 0.166264 loss_giou: 0.489886 loss_class_aux: 4.580105 loss_bbox_aux: 1.109946 loss_giou_aux: 3.103918 loss_class_dn: 0.376792 loss_bbox_dn: 0.233520 loss_giou_dn: 0.523075 loss_class_aux_dn: 2.029739 loss_bbox_aux_dn: 1.260761 loss_giou_aux_dn: 2.806846 loss: 17.274551 eta: 6 days, 1:11:42 batch_cost: 0.6463 data_cost: 0.0023 ips: 6.1891 images/s [04/10 06:12:49] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.658126 loss_bbox: 0.189323 loss_giou: 0.473355 loss_class_aux: 4.528534 loss_bbox_aux: 1.203844 loss_giou_aux: 2.919585 loss_class_dn: 0.389532 loss_bbox_dn: 0.231448 loss_giou_dn: 0.493618 loss_class_aux_dn: 2.096431 loss_bbox_aux_dn: 1.344159 loss_giou_aux_dn: 2.774333 loss: 17.625704 eta: 6 days, 1:10:28 batch_cost: 0.6440 data_cost: 0.0021 ips: 6.2109 images/s [04/10 06:13:58] ppdet.engine INFO: Epoch: [10] [4500/7329] learning_rate: 0.000100 loss_class: 0.656449 loss_bbox: 0.156486 loss_giou: 0.420304 loss_class_aux: 4.263291 loss_bbox_aux: 1.007302 loss_giou_aux: 2.650707 loss_class_dn: 0.356241 loss_bbox_dn: 0.198144 loss_giou_dn: 0.445063 loss_class_aux_dn: 1.917053 loss_bbox_aux_dn: 1.143141 loss_giou_aux_dn: 2.466434 loss: 16.303951 eta: 6 days, 1:09:11 batch_cost: 0.6398 data_cost: 0.0021 ips: 6.2518 images/s [04/10 06:15:09] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.719753 loss_bbox: 0.171206 loss_giou: 0.453519 loss_class_aux: 4.492174 loss_bbox_aux: 1.104556 loss_giou_aux: 2.911023 loss_class_dn: 0.392870 loss_bbox_dn: 0.209803 loss_giou_dn: 0.482276 loss_class_aux_dn: 2.089170 loss_bbox_aux_dn: 1.218580 loss_giou_aux_dn: 2.627973 loss: 17.227465 eta: 6 days, 1:07:58 batch_cost: 0.6444 data_cost: 0.0020 ips: 6.2070 images/s [04/10 06:16:20] ppdet.engine INFO: Epoch: [10] [4700/7329] learning_rate: 0.000100 loss_class: 0.605056 loss_bbox: 0.136002 loss_giou: 0.434947 loss_class_aux: 3.953642 loss_bbox_aux: 0.928156 loss_giou_aux: 2.723724 loss_class_dn: 0.352260 loss_bbox_dn: 0.194612 loss_giou_dn: 0.451584 loss_class_aux_dn: 1.877875 loss_bbox_aux_dn: 1.080663 loss_giou_aux_dn: 2.441875 loss: 16.029078 eta: 6 days, 1:06:57 batch_cost: 0.6560 data_cost: 0.0023 ips: 6.0971 images/s [04/10 06:17:30] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.663516 loss_bbox: 0.151400 loss_giou: 0.432085 loss_class_aux: 4.384500 loss_bbox_aux: 1.026754 loss_giou_aux: 2.739685 loss_class_dn: 0.373848 loss_bbox_dn: 0.205894 loss_giou_dn: 0.460566 loss_class_aux_dn: 2.007020 loss_bbox_aux_dn: 1.109129 loss_giou_aux_dn: 2.486376 loss: 16.477970 eta: 6 days, 1:05:49 batch_cost: 0.6488 data_cost: 0.0024 ips: 6.1651 images/s [04/10 06:18:41] ppdet.engine INFO: Epoch: [10] [4900/7329] learning_rate: 0.000100 loss_class: 0.579985 loss_bbox: 0.158947 loss_giou: 0.396193 loss_class_aux: 3.745389 loss_bbox_aux: 1.029706 loss_giou_aux: 2.591998 loss_class_dn: 0.343281 loss_bbox_dn: 0.195987 loss_giou_dn: 0.438141 loss_class_aux_dn: 1.842813 loss_bbox_aux_dn: 1.102695 loss_giou_aux_dn: 2.321120 loss: 15.141588 eta: 6 days, 1:04:43 batch_cost: 0.6508 data_cost: 0.0021 ips: 6.1462 images/s [04/10 06:19:53] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.603627 loss_bbox: 0.156435 loss_giou: 0.420102 loss_class_aux: 4.029322 loss_bbox_aux: 1.022939 loss_giou_aux: 2.622051 loss_class_dn: 0.348042 loss_bbox_dn: 0.194786 loss_giou_dn: 0.454771 loss_class_aux_dn: 1.870727 loss_bbox_aux_dn: 1.104693 loss_giou_aux_dn: 2.442111 loss: 15.075441 eta: 6 days, 1:03:47 batch_cost: 0.6610 data_cost: 0.0022 ips: 6.0516 images/s [04/10 06:21:04] ppdet.engine INFO: Epoch: [10] [5100/7329] learning_rate: 0.000100 loss_class: 0.594293 loss_bbox: 0.159647 loss_giou: 0.440284 loss_class_aux: 3.915422 loss_bbox_aux: 1.042633 loss_giou_aux: 2.648687 loss_class_dn: 0.337573 loss_bbox_dn: 0.207961 loss_giou_dn: 0.439236 loss_class_aux_dn: 1.799377 loss_bbox_aux_dn: 1.186373 loss_giou_aux_dn: 2.304997 loss: 15.159538 eta: 6 days, 1:02:45 batch_cost: 0.6547 data_cost: 0.0020 ips: 6.1098 images/s [04/10 06:22:15] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.618993 loss_bbox: 0.157846 loss_giou: 0.407849 loss_class_aux: 4.217390 loss_bbox_aux: 1.020752 loss_giou_aux: 2.568397 loss_class_dn: 0.367521 loss_bbox_dn: 0.213276 loss_giou_dn: 0.462261 loss_class_aux_dn: 1.940569 loss_bbox_aux_dn: 1.226143 loss_giou_aux_dn: 2.503925 loss: 16.163620 eta: 6 days, 1:01:39 batch_cost: 0.6514 data_cost: 0.0022 ips: 6.1409 images/s [04/10 06:23:25] ppdet.engine INFO: Epoch: [10] [5300/7329] learning_rate: 0.000100 loss_class: 0.685096 loss_bbox: 0.166029 loss_giou: 0.431719 loss_class_aux: 4.470846 loss_bbox_aux: 1.054367 loss_giou_aux: 2.706093 loss_class_dn: 0.382736 loss_bbox_dn: 0.215661 loss_giou_dn: 0.464225 loss_class_aux_dn: 1.989442 loss_bbox_aux_dn: 1.277696 loss_giou_aux_dn: 2.522129 loss: 17.473450 eta: 6 days, 1:00:26 batch_cost: 0.6445 data_cost: 0.0021 ips: 6.2064 images/s [04/10 06:24:35] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.621299 loss_bbox: 0.142615 loss_giou: 0.400512 loss_class_aux: 3.967245 loss_bbox_aux: 0.939375 loss_giou_aux: 2.486478 loss_class_dn: 0.346263 loss_bbox_dn: 0.195241 loss_giou_dn: 0.442955 loss_class_aux_dn: 1.816221 loss_bbox_aux_dn: 1.131800 loss_giou_aux_dn: 2.446019 loss: 15.998936 eta: 6 days, 0:59:16 batch_cost: 0.6469 data_cost: 0.0021 ips: 6.1831 images/s [04/10 06:25:47] ppdet.engine INFO: Epoch: [10] [5500/7329] learning_rate: 0.000100 loss_class: 0.658504 loss_bbox: 0.153473 loss_giou: 0.465379 loss_class_aux: 4.120262 loss_bbox_aux: 1.035207 loss_giou_aux: 2.917852 loss_class_dn: 0.354656 loss_bbox_dn: 0.210176 loss_giou_dn: 0.456482 loss_class_aux_dn: 1.921439 loss_bbox_aux_dn: 1.176951 loss_giou_aux_dn: 2.497813 loss: 16.429691 eta: 6 days, 0:58:15 batch_cost: 0.6553 data_cost: 0.0019 ips: 6.1038 images/s [04/10 06:26:57] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.630367 loss_bbox: 0.147766 loss_giou: 0.424269 loss_class_aux: 3.931563 loss_bbox_aux: 0.950004 loss_giou_aux: 2.769417 loss_class_dn: 0.357231 loss_bbox_dn: 0.176006 loss_giou_dn: 0.455640 loss_class_aux_dn: 1.913393 loss_bbox_aux_dn: 1.030054 loss_giou_aux_dn: 2.474641 loss: 16.992842 eta: 6 days, 0:57:09 batch_cost: 0.6509 data_cost: 0.0021 ips: 6.1452 images/s [04/10 06:28:08] ppdet.engine INFO: Epoch: [10] [5700/7329] learning_rate: 0.000100 loss_class: 0.713338 loss_bbox: 0.170796 loss_giou: 0.467224 loss_class_aux: 4.563571 loss_bbox_aux: 1.145325 loss_giou_aux: 2.907661 loss_class_dn: 0.407254 loss_bbox_dn: 0.231793 loss_giou_dn: 0.499245 loss_class_aux_dn: 2.105332 loss_bbox_aux_dn: 1.301820 loss_giou_aux_dn: 2.701746 loss: 17.640005 eta: 6 days, 0:56:05 batch_cost: 0.6538 data_cost: 0.0019 ips: 6.1178 images/s [04/10 06:29:20] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.583583 loss_bbox: 0.168523 loss_giou: 0.454883 loss_class_aux: 3.734475 loss_bbox_aux: 1.065954 loss_giou_aux: 2.910916 loss_class_dn: 0.357240 loss_bbox_dn: 0.229269 loss_giou_dn: 0.472810 loss_class_aux_dn: 1.909698 loss_bbox_aux_dn: 1.288407 loss_giou_aux_dn: 2.650050 loss: 16.926256 eta: 6 days, 0:55:01 batch_cost: 0.6529 data_cost: 0.0020 ips: 6.1264 images/s [04/10 06:30:30] ppdet.engine INFO: Epoch: [10] [5900/7329] learning_rate: 0.000100 loss_class: 0.615338 loss_bbox: 0.153124 loss_giou: 0.406639 loss_class_aux: 4.164780 loss_bbox_aux: 0.996045 loss_giou_aux: 2.593018 loss_class_dn: 0.351425 loss_bbox_dn: 0.208180 loss_giou_dn: 0.423261 loss_class_aux_dn: 1.895978 loss_bbox_aux_dn: 1.149508 loss_giou_aux_dn: 2.312582 loss: 15.926554 eta: 6 days, 0:53:55 batch_cost: 0.6511 data_cost: 0.0022 ips: 6.1436 images/s [04/10 06:31:41] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.652957 loss_bbox: 0.162459 loss_giou: 0.426528 loss_class_aux: 4.160408 loss_bbox_aux: 1.077966 loss_giou_aux: 2.716364 loss_class_dn: 0.381428 loss_bbox_dn: 0.218885 loss_giou_dn: 0.471980 loss_class_aux_dn: 1.998716 loss_bbox_aux_dn: 1.254365 loss_giou_aux_dn: 2.537817 loss: 16.727615 eta: 6 days, 0:52:50 batch_cost: 0.6515 data_cost: 0.0019 ips: 6.1399 images/s [04/10 06:32:52] ppdet.engine INFO: Epoch: [10] [6100/7329] learning_rate: 0.000100 loss_class: 0.641079 loss_bbox: 0.150476 loss_giou: 0.393677 loss_class_aux: 4.225410 loss_bbox_aux: 0.994983 loss_giou_aux: 2.507762 loss_class_dn: 0.345629 loss_bbox_dn: 0.218375 loss_giou_dn: 0.455385 loss_class_aux_dn: 1.848245 loss_bbox_aux_dn: 1.216571 loss_giou_aux_dn: 2.470072 loss: 15.965671 eta: 6 days, 0:51:44 batch_cost: 0.6512 data_cost: 0.0023 ips: 6.1425 images/s [04/10 06:34:03] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.551436 loss_bbox: 0.149943 loss_giou: 0.384408 loss_class_aux: 3.711603 loss_bbox_aux: 0.956297 loss_giou_aux: 2.475433 loss_class_dn: 0.352060 loss_bbox_dn: 0.190169 loss_giou_dn: 0.396818 loss_class_aux_dn: 1.857047 loss_bbox_aux_dn: 1.099848 loss_giou_aux_dn: 2.151671 loss: 14.522968 eta: 6 days, 0:50:43 batch_cost: 0.6560 data_cost: 0.0021 ips: 6.0976 images/s [04/10 06:35:15] ppdet.engine INFO: Epoch: [10] [6300/7329] learning_rate: 0.000100 loss_class: 0.680900 loss_bbox: 0.157657 loss_giou: 0.411110 loss_class_aux: 4.175813 loss_bbox_aux: 1.004117 loss_giou_aux: 2.644327 loss_class_dn: 0.349419 loss_bbox_dn: 0.190174 loss_giou_dn: 0.457156 loss_class_aux_dn: 1.902807 loss_bbox_aux_dn: 1.090593 loss_giou_aux_dn: 2.493581 loss: 16.122841 eta: 6 days, 0:49:43 batch_cost: 0.6564 data_cost: 0.0022 ips: 6.0935 images/s [04/10 06:36:26] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.691301 loss_bbox: 0.174331 loss_giou: 0.489956 loss_class_aux: 4.505756 loss_bbox_aux: 1.110919 loss_giou_aux: 3.147084 loss_class_dn: 0.395260 loss_bbox_dn: 0.237710 loss_giou_dn: 0.530752 loss_class_aux_dn: 2.090017 loss_bbox_aux_dn: 1.291270 loss_giou_aux_dn: 2.874827 loss: 18.211533 eta: 6 days, 0:48:37 batch_cost: 0.6513 data_cost: 0.0025 ips: 6.1420 images/s [04/10 06:37:37] ppdet.engine INFO: Epoch: [10] [6500/7329] learning_rate: 0.000100 loss_class: 0.635153 loss_bbox: 0.151932 loss_giou: 0.423234 loss_class_aux: 3.945133 loss_bbox_aux: 0.982574 loss_giou_aux: 2.605746 loss_class_dn: 0.345254 loss_bbox_dn: 0.196918 loss_giou_dn: 0.404554 loss_class_aux_dn: 1.821667 loss_bbox_aux_dn: 1.115310 loss_giou_aux_dn: 2.182782 loss: 14.575481 eta: 6 days, 0:47:36 batch_cost: 0.6563 data_cost: 0.0020 ips: 6.0947 images/s [04/10 06:38:48] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.644972 loss_bbox: 0.159611 loss_giou: 0.395888 loss_class_aux: 4.059346 loss_bbox_aux: 1.008941 loss_giou_aux: 2.544683 loss_class_dn: 0.350371 loss_bbox_dn: 0.200360 loss_giou_dn: 0.437233 loss_class_aux_dn: 1.879110 loss_bbox_aux_dn: 1.140892 loss_giou_aux_dn: 2.438538 loss: 16.611576 eta: 6 days, 0:46:37 batch_cost: 0.6575 data_cost: 0.0020 ips: 6.0835 images/s [04/10 06:39:58] ppdet.engine INFO: Epoch: [10] [6700/7329] learning_rate: 0.000100 loss_class: 0.650321 loss_bbox: 0.152158 loss_giou: 0.406352 loss_class_aux: 4.282313 loss_bbox_aux: 0.963650 loss_giou_aux: 2.631278 loss_class_dn: 0.336843 loss_bbox_dn: 0.195308 loss_giou_dn: 0.422696 loss_class_aux_dn: 1.847019 loss_bbox_aux_dn: 1.055731 loss_giou_aux_dn: 2.291118 loss: 16.026953 eta: 6 days, 0:45:19 batch_cost: 0.6392 data_cost: 0.0019 ips: 6.2577 images/s [04/10 06:41:08] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.675926 loss_bbox: 0.153312 loss_giou: 0.473642 loss_class_aux: 4.299176 loss_bbox_aux: 1.008215 loss_giou_aux: 2.930735 loss_class_dn: 0.361873 loss_bbox_dn: 0.206239 loss_giou_dn: 0.484003 loss_class_aux_dn: 1.957582 loss_bbox_aux_dn: 1.156344 loss_giou_aux_dn: 2.646228 loss: 16.593750 eta: 6 days, 0:44:10 batch_cost: 0.6482 data_cost: 0.0021 ips: 6.1709 images/s [04/10 06:42:18] ppdet.engine INFO: Epoch: [10] [6900/7329] learning_rate: 0.000100 loss_class: 0.613899 loss_bbox: 0.169491 loss_giou: 0.369801 loss_class_aux: 3.776737 loss_bbox_aux: 1.040114 loss_giou_aux: 2.436055 loss_class_dn: 0.315088 loss_bbox_dn: 0.198852 loss_giou_dn: 0.391021 loss_class_aux_dn: 1.696810 loss_bbox_aux_dn: 1.120146 loss_giou_aux_dn: 2.116414 loss: 14.185760 eta: 6 days, 0:43:00 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1847 images/s [04/10 06:43:28] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.595141 loss_bbox: 0.154827 loss_giou: 0.402971 loss_class_aux: 3.897376 loss_bbox_aux: 0.985600 loss_giou_aux: 2.524191 loss_class_dn: 0.341729 loss_bbox_dn: 0.193227 loss_giou_dn: 0.443162 loss_class_aux_dn: 1.802908 loss_bbox_aux_dn: 1.121927 loss_giou_aux_dn: 2.349232 loss: 15.601967 eta: 6 days, 0:41:47 batch_cost: 0.6439 data_cost: 0.0020 ips: 6.2122 images/s [04/10 06:44:40] ppdet.engine INFO: Epoch: [10] [7100/7329] learning_rate: 0.000100 loss_class: 0.696682 loss_bbox: 0.172845 loss_giou: 0.451029 loss_class_aux: 4.545690 loss_bbox_aux: 1.125887 loss_giou_aux: 2.944419 loss_class_dn: 0.384193 loss_bbox_dn: 0.237694 loss_giou_dn: 0.485560 loss_class_aux_dn: 2.036484 loss_bbox_aux_dn: 1.311402 loss_giou_aux_dn: 2.651790 loss: 17.972950 eta: 6 days, 0:40:47 batch_cost: 0.6570 data_cost: 0.0019 ips: 6.0882 images/s [04/10 06:45:51] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.640373 loss_bbox: 0.161822 loss_giou: 0.393683 loss_class_aux: 4.193308 loss_bbox_aux: 1.046361 loss_giou_aux: 2.593391 loss_class_dn: 0.370850 loss_bbox_dn: 0.219564 loss_giou_dn: 0.447391 loss_class_aux_dn: 1.984371 loss_bbox_aux_dn: 1.264256 loss_giou_aux_dn: 2.467465 loss: 16.297716 eta: 6 days, 0:39:41 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1470 images/s [04/10 06:47:01] ppdet.engine INFO: Epoch: [10] [7300/7329] learning_rate: 0.000100 loss_class: 0.663265 loss_bbox: 0.153302 loss_giou: 0.498788 loss_class_aux: 4.307864 loss_bbox_aux: 0.991917 loss_giou_aux: 3.165178 loss_class_dn: 0.376867 loss_bbox_dn: 0.191600 loss_giou_dn: 0.522774 loss_class_aux_dn: 1.968327 loss_bbox_aux_dn: 1.071565 loss_giou_aux_dn: 2.848744 loss: 17.741123 eta: 6 days, 0:38:32 batch_cost: 0.6480 data_cost: 0.0019 ips: 6.1725 images/s [04/10 06:47:26] ppdet.engine INFO: Eval iter: 0 [04/10 06:47:55] ppdet.engine INFO: Eval iter: 100 [04/10 06:48:23] ppdet.engine INFO: Eval iter: 200 [04/10 06:48:50] ppdet.engine INFO: Eval iter: 300 [04/10 06:49:18] ppdet.engine INFO: Eval iter: 400 [04/10 06:49:46] ppdet.engine INFO: Eval iter: 500 [04/10 06:50:14] ppdet.engine INFO: Eval iter: 600 [04/10 06:50:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.18s) creating index... index created! [04/10 06:50:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.19s). Accumulating evaluation results... DONE (t=30.95s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.497 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.678 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.680 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.378 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.507 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.748 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 [04/10 06:53:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.663948990933463 [04/10 06:53:46] ppdet.engine INFO: Best test bbox ap is 0.497. [04/10 06:53:50] ppdet.engine INFO: Epoch: [11] [ 0/7329] learning_rate: 0.000100 loss_class: 0.635675 loss_bbox: 0.154904 loss_giou: 0.498788 loss_class_aux: 4.093895 loss_bbox_aux: 1.000397 loss_giou_aux: 3.165178 loss_class_dn: 0.361636 loss_bbox_dn: 0.166880 loss_giou_dn: 0.512470 loss_class_aux_dn: 1.946575 loss_bbox_aux_dn: 0.951927 loss_giou_aux_dn: 2.718085 loss: 16.115913 eta: 6 days, 0:38:13 batch_cost: 0.6459 data_cost: 0.0018 ips: 6.1934 images/s [04/10 06:54:59] ppdet.engine INFO: Epoch: [11] [ 100/7329] learning_rate: 0.000100 loss_class: 0.651765 loss_bbox: 0.164817 loss_giou: 0.409350 loss_class_aux: 4.120867 loss_bbox_aux: 1.005713 loss_giou_aux: 2.651896 loss_class_dn: 0.359448 loss_bbox_dn: 0.202515 loss_giou_dn: 0.422758 loss_class_aux_dn: 1.875317 loss_bbox_aux_dn: 1.126451 loss_giou_aux_dn: 2.303416 loss: 15.351301 eta: 6 days, 0:36:50 batch_cost: 0.6336 data_cost: 0.0016 ips: 6.3128 images/s [04/10 06:56:10] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000100 loss_class: 0.640692 loss_bbox: 0.143001 loss_giou: 0.449498 loss_class_aux: 4.010558 loss_bbox_aux: 0.958838 loss_giou_aux: 2.939434 loss_class_dn: 0.367019 loss_bbox_dn: 0.188421 loss_giou_dn: 0.443753 loss_class_aux_dn: 1.987436 loss_bbox_aux_dn: 1.089326 loss_giou_aux_dn: 2.421033 loss: 16.550337 eta: 6 days, 0:35:50 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0847 images/s [04/10 06:57:21] ppdet.engine INFO: Epoch: [11] [ 300/7329] learning_rate: 0.000100 loss_class: 0.688948 loss_bbox: 0.176402 loss_giou: 0.454383 loss_class_aux: 4.456539 loss_bbox_aux: 1.109029 loss_giou_aux: 2.874609 loss_class_dn: 0.383549 loss_bbox_dn: 0.204690 loss_giou_dn: 0.495384 loss_class_aux_dn: 2.048753 loss_bbox_aux_dn: 1.178620 loss_giou_aux_dn: 2.685595 loss: 17.766136 eta: 6 days, 0:34:42 batch_cost: 0.6487 data_cost: 0.0023 ips: 6.1661 images/s [04/10 06:58:32] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000100 loss_class: 0.668839 loss_bbox: 0.144760 loss_giou: 0.374223 loss_class_aux: 4.278577 loss_bbox_aux: 0.978011 loss_giou_aux: 2.462271 loss_class_dn: 0.337060 loss_bbox_dn: 0.187445 loss_giou_dn: 0.440884 loss_class_aux_dn: 1.811528 loss_bbox_aux_dn: 1.078213 loss_giou_aux_dn: 2.380263 loss: 16.238127 eta: 6 days, 0:33:35 batch_cost: 0.6497 data_cost: 0.0022 ips: 6.1569 images/s [04/10 06:59:42] ppdet.engine INFO: Epoch: [11] [ 500/7329] learning_rate: 0.000100 loss_class: 0.607124 loss_bbox: 0.152277 loss_giou: 0.400967 loss_class_aux: 3.850935 loss_bbox_aux: 1.007481 loss_giou_aux: 2.512819 loss_class_dn: 0.338939 loss_bbox_dn: 0.166693 loss_giou_dn: 0.449843 loss_class_aux_dn: 1.823076 loss_bbox_aux_dn: 0.970114 loss_giou_aux_dn: 2.361858 loss: 15.207320 eta: 6 days, 0:32:31 batch_cost: 0.6532 data_cost: 0.0021 ips: 6.1238 images/s [04/10 07:00:54] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000100 loss_class: 0.556817 loss_bbox: 0.130146 loss_giou: 0.376545 loss_class_aux: 3.761876 loss_bbox_aux: 0.868769 loss_giou_aux: 2.384617 loss_class_dn: 0.316220 loss_bbox_dn: 0.179200 loss_giou_dn: 0.406193 loss_class_aux_dn: 1.693899 loss_bbox_aux_dn: 1.052869 loss_giou_aux_dn: 2.211837 loss: 14.655028 eta: 6 days, 0:31:30 batch_cost: 0.6557 data_cost: 0.0019 ips: 6.1003 images/s [04/10 07:02:04] ppdet.engine INFO: Epoch: [11] [ 700/7329] learning_rate: 0.000100 loss_class: 0.633501 loss_bbox: 0.165100 loss_giou: 0.465056 loss_class_aux: 4.037652 loss_bbox_aux: 1.061940 loss_giou_aux: 2.877073 loss_class_dn: 0.377466 loss_bbox_dn: 0.210505 loss_giou_dn: 0.477581 loss_class_aux_dn: 1.974988 loss_bbox_aux_dn: 1.195197 loss_giou_aux_dn: 2.616793 loss: 17.184694 eta: 6 days, 0:30:21 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1740 images/s [04/10 07:03:17] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000100 loss_class: 0.623655 loss_bbox: 0.151107 loss_giou: 0.445110 loss_class_aux: 4.236946 loss_bbox_aux: 0.992625 loss_giou_aux: 2.879056 loss_class_dn: 0.370288 loss_bbox_dn: 0.187351 loss_giou_dn: 0.508825 loss_class_aux_dn: 1.952314 loss_bbox_aux_dn: 1.068950 loss_giou_aux_dn: 2.735130 loss: 17.031570 eta: 6 days, 0:29:29 batch_cost: 0.6660 data_cost: 0.0026 ips: 6.0056 images/s [04/10 07:04:29] ppdet.engine INFO: Epoch: [11] [ 900/7329] learning_rate: 0.000100 loss_class: 0.692967 loss_bbox: 0.169533 loss_giou: 0.544825 loss_class_aux: 4.596846 loss_bbox_aux: 1.052699 loss_giou_aux: 3.395283 loss_class_dn: 0.397120 loss_bbox_dn: 0.200183 loss_giou_dn: 0.545706 loss_class_aux_dn: 2.153311 loss_bbox_aux_dn: 1.174254 loss_giou_aux_dn: 2.910375 loss: 18.645882 eta: 6 days, 0:28:37 batch_cost: 0.6643 data_cost: 0.0021 ips: 6.0213 images/s [04/10 07:05:42] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000100 loss_class: 0.646034 loss_bbox: 0.173558 loss_giou: 0.377187 loss_class_aux: 4.185521 loss_bbox_aux: 1.137522 loss_giou_aux: 2.520490 loss_class_dn: 0.360716 loss_bbox_dn: 0.204052 loss_giou_dn: 0.446316 loss_class_aux_dn: 1.901080 loss_bbox_aux_dn: 1.156428 loss_giou_aux_dn: 2.481397 loss: 16.425426 eta: 6 days, 0:27:47 batch_cost: 0.6681 data_cost: 0.0020 ips: 5.9874 images/s [04/10 07:06:52] ppdet.engine INFO: Epoch: [11] [1100/7329] learning_rate: 0.000100 loss_class: 0.690976 loss_bbox: 0.160477 loss_giou: 0.417926 loss_class_aux: 4.446548 loss_bbox_aux: 1.052970 loss_giou_aux: 2.684127 loss_class_dn: 0.371753 loss_bbox_dn: 0.197677 loss_giou_dn: 0.467705 loss_class_aux_dn: 1.950587 loss_bbox_aux_dn: 1.143528 loss_giou_aux_dn: 2.497907 loss: 15.740646 eta: 6 days, 0:26:39 batch_cost: 0.6487 data_cost: 0.0021 ips: 6.1659 images/s [04/10 07:08:03] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000100 loss_class: 0.643899 loss_bbox: 0.162471 loss_giou: 0.417221 loss_class_aux: 4.157381 loss_bbox_aux: 1.089969 loss_giou_aux: 2.719103 loss_class_dn: 0.354625 loss_bbox_dn: 0.218080 loss_giou_dn: 0.452022 loss_class_aux_dn: 1.902256 loss_bbox_aux_dn: 1.191707 loss_giou_aux_dn: 2.374039 loss: 15.631552 eta: 6 days, 0:25:34 batch_cost: 0.6523 data_cost: 0.0022 ips: 6.1321 images/s [04/10 07:09:14] ppdet.engine INFO: Epoch: [11] [1300/7329] learning_rate: 0.000100 loss_class: 0.677353 loss_bbox: 0.161509 loss_giou: 0.451988 loss_class_aux: 4.190256 loss_bbox_aux: 1.037999 loss_giou_aux: 2.937582 loss_class_dn: 0.368301 loss_bbox_dn: 0.209065 loss_giou_dn: 0.471051 loss_class_aux_dn: 1.900541 loss_bbox_aux_dn: 1.164061 loss_giou_aux_dn: 2.624821 loss: 15.971106 eta: 6 days, 0:24:29 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1405 images/s [04/10 07:10:25] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000100 loss_class: 0.621617 loss_bbox: 0.171018 loss_giou: 0.448619 loss_class_aux: 4.074363 loss_bbox_aux: 1.067628 loss_giou_aux: 2.876183 loss_class_dn: 0.371244 loss_bbox_dn: 0.207393 loss_giou_dn: 0.503722 loss_class_aux_dn: 1.944707 loss_bbox_aux_dn: 1.183673 loss_giou_aux_dn: 2.764145 loss: 17.117197 eta: 6 days, 0:23:24 batch_cost: 0.6525 data_cost: 0.0025 ips: 6.1300 images/s [04/10 07:11:37] ppdet.engine INFO: Epoch: [11] [1500/7329] learning_rate: 0.000100 loss_class: 0.678563 loss_bbox: 0.157068 loss_giou: 0.470284 loss_class_aux: 4.468326 loss_bbox_aux: 1.042050 loss_giou_aux: 2.999638 loss_class_dn: 0.352622 loss_bbox_dn: 0.191695 loss_giou_dn: 0.483356 loss_class_aux_dn: 1.890291 loss_bbox_aux_dn: 1.089443 loss_giou_aux_dn: 2.664341 loss: 16.883163 eta: 6 days, 0:22:29 batch_cost: 0.6623 data_cost: 0.0020 ips: 6.0400 images/s [04/10 07:12:49] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000100 loss_class: 0.608189 loss_bbox: 0.155296 loss_giou: 0.383387 loss_class_aux: 3.878946 loss_bbox_aux: 0.989145 loss_giou_aux: 2.390931 loss_class_dn: 0.345674 loss_bbox_dn: 0.177718 loss_giou_dn: 0.411304 loss_class_aux_dn: 1.825381 loss_bbox_aux_dn: 1.026981 loss_giou_aux_dn: 2.269289 loss: 15.321856 eta: 6 days, 0:21:30 batch_cost: 0.6585 data_cost: 0.0024 ips: 6.0748 images/s [04/10 07:14:00] ppdet.engine INFO: Epoch: [11] [1700/7329] learning_rate: 0.000100 loss_class: 0.664384 loss_bbox: 0.158606 loss_giou: 0.474594 loss_class_aux: 4.207538 loss_bbox_aux: 1.004306 loss_giou_aux: 2.972840 loss_class_dn: 0.386778 loss_bbox_dn: 0.213419 loss_giou_dn: 0.473042 loss_class_aux_dn: 2.072974 loss_bbox_aux_dn: 1.159957 loss_giou_aux_dn: 2.515673 loss: 16.857300 eta: 6 days, 0:20:23 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1555 images/s [04/10 07:15:10] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000100 loss_class: 0.647234 loss_bbox: 0.159157 loss_giou: 0.457172 loss_class_aux: 4.097586 loss_bbox_aux: 1.073728 loss_giou_aux: 2.914646 loss_class_dn: 0.367876 loss_bbox_dn: 0.208077 loss_giou_dn: 0.495029 loss_class_aux_dn: 1.944706 loss_bbox_aux_dn: 1.157081 loss_giou_aux_dn: 2.698694 loss: 16.609936 eta: 6 days, 0:19:17 batch_cost: 0.6508 data_cost: 0.0022 ips: 6.1458 images/s [04/10 07:16:21] ppdet.engine INFO: Epoch: [11] [1900/7329] learning_rate: 0.000100 loss_class: 0.577718 loss_bbox: 0.144982 loss_giou: 0.418106 loss_class_aux: 3.783245 loss_bbox_aux: 0.925033 loss_giou_aux: 2.562384 loss_class_dn: 0.336466 loss_bbox_dn: 0.188293 loss_giou_dn: 0.418603 loss_class_aux_dn: 1.774307 loss_bbox_aux_dn: 1.088134 loss_giou_aux_dn: 2.221272 loss: 14.679522 eta: 6 days, 0:18:09 batch_cost: 0.6490 data_cost: 0.0019 ips: 6.1630 images/s [04/10 07:17:32] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000100 loss_class: 0.600005 loss_bbox: 0.153483 loss_giou: 0.377769 loss_class_aux: 3.825291 loss_bbox_aux: 1.038904 loss_giou_aux: 2.438565 loss_class_dn: 0.331380 loss_bbox_dn: 0.199397 loss_giou_dn: 0.422175 loss_class_aux_dn: 1.761005 loss_bbox_aux_dn: 1.137732 loss_giou_aux_dn: 2.300533 loss: 14.607216 eta: 6 days, 0:17:08 batch_cost: 0.6560 data_cost: 0.0022 ips: 6.0976 images/s [04/10 07:18:42] ppdet.engine INFO: Epoch: [11] [2100/7329] learning_rate: 0.000100 loss_class: 0.600565 loss_bbox: 0.161090 loss_giou: 0.370522 loss_class_aux: 4.027534 loss_bbox_aux: 1.023056 loss_giou_aux: 2.359118 loss_class_dn: 0.335637 loss_bbox_dn: 0.211110 loss_giou_dn: 0.397917 loss_class_aux_dn: 1.827116 loss_bbox_aux_dn: 1.270629 loss_giou_aux_dn: 2.184546 loss: 15.397182 eta: 6 days, 0:15:58 batch_cost: 0.6463 data_cost: 0.0025 ips: 6.1893 images/s [04/10 07:19:54] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000100 loss_class: 0.656192 loss_bbox: 0.160220 loss_giou: 0.375909 loss_class_aux: 4.330515 loss_bbox_aux: 1.019681 loss_giou_aux: 2.424617 loss_class_dn: 0.343550 loss_bbox_dn: 0.190968 loss_giou_dn: 0.389732 loss_class_aux_dn: 1.849659 loss_bbox_aux_dn: 1.120570 loss_giou_aux_dn: 2.145751 loss: 15.751882 eta: 6 days, 0:14:59 batch_cost: 0.6590 data_cost: 0.0024 ips: 6.0702 images/s [04/10 07:21:05] ppdet.engine INFO: Epoch: [11] [2300/7329] learning_rate: 0.000100 loss_class: 0.657569 loss_bbox: 0.156698 loss_giou: 0.414431 loss_class_aux: 4.393147 loss_bbox_aux: 1.001794 loss_giou_aux: 2.661063 loss_class_dn: 0.359192 loss_bbox_dn: 0.215315 loss_giou_dn: 0.460270 loss_class_aux_dn: 1.910669 loss_bbox_aux_dn: 1.181884 loss_giou_aux_dn: 2.488608 loss: 15.931043 eta: 6 days, 0:13:58 batch_cost: 0.6560 data_cost: 0.0022 ips: 6.0980 images/s [04/10 07:22:17] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000100 loss_class: 0.685732 loss_bbox: 0.163386 loss_giou: 0.529412 loss_class_aux: 4.448055 loss_bbox_aux: 1.132977 loss_giou_aux: 3.339581 loss_class_dn: 0.414140 loss_bbox_dn: 0.219772 loss_giou_dn: 0.517975 loss_class_aux_dn: 2.206391 loss_bbox_aux_dn: 1.244379 loss_giou_aux_dn: 2.837165 loss: 18.540176 eta: 6 days, 0:13:01 batch_cost: 0.6602 data_cost: 0.0021 ips: 6.0587 images/s [04/10 07:23:29] ppdet.engine INFO: Epoch: [11] [2500/7329] learning_rate: 0.000100 loss_class: 0.620516 loss_bbox: 0.152548 loss_giou: 0.433729 loss_class_aux: 3.937251 loss_bbox_aux: 1.001018 loss_giou_aux: 2.854684 loss_class_dn: 0.330978 loss_bbox_dn: 0.188832 loss_giou_dn: 0.458946 loss_class_aux_dn: 1.761535 loss_bbox_aux_dn: 1.063387 loss_giou_aux_dn: 2.495118 loss: 15.387609 eta: 6 days, 0:12:06 batch_cost: 0.6628 data_cost: 0.0021 ips: 6.0352 images/s [04/10 07:24:41] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000100 loss_class: 0.699342 loss_bbox: 0.147779 loss_giou: 0.456119 loss_class_aux: 4.458893 loss_bbox_aux: 0.995679 loss_giou_aux: 2.935920 loss_class_dn: 0.389140 loss_bbox_dn: 0.216482 loss_giou_dn: 0.484894 loss_class_aux_dn: 2.062490 loss_bbox_aux_dn: 1.188577 loss_giou_aux_dn: 2.680029 loss: 17.399775 eta: 6 days, 0:11:09 batch_cost: 0.6600 data_cost: 0.0020 ips: 6.0603 images/s [04/10 07:25:52] ppdet.engine INFO: Epoch: [11] [2700/7329] learning_rate: 0.000100 loss_class: 0.621888 loss_bbox: 0.158961 loss_giou: 0.381616 loss_class_aux: 4.223664 loss_bbox_aux: 1.070885 loss_giou_aux: 2.401677 loss_class_dn: 0.345923 loss_bbox_dn: 0.213762 loss_giou_dn: 0.425958 loss_class_aux_dn: 1.859399 loss_bbox_aux_dn: 1.237580 loss_giou_aux_dn: 2.306573 loss: 15.639668 eta: 6 days, 0:10:05 batch_cost: 0.6533 data_cost: 0.0022 ips: 6.1232 images/s [04/10 07:27:04] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000100 loss_class: 0.650436 loss_bbox: 0.173171 loss_giou: 0.436541 loss_class_aux: 4.313119 loss_bbox_aux: 1.152991 loss_giou_aux: 2.738706 loss_class_dn: 0.375921 loss_bbox_dn: 0.251571 loss_giou_dn: 0.496990 loss_class_aux_dn: 1.998167 loss_bbox_aux_dn: 1.393618 loss_giou_aux_dn: 2.629745 loss: 18.061302 eta: 6 days, 0:09:11 batch_cost: 0.6641 data_cost: 0.0020 ips: 6.0235 images/s [04/10 07:28:16] ppdet.engine INFO: Epoch: [11] [2900/7329] learning_rate: 0.000100 loss_class: 0.648843 loss_bbox: 0.152711 loss_giou: 0.516406 loss_class_aux: 4.212355 loss_bbox_aux: 1.071432 loss_giou_aux: 3.129508 loss_class_dn: 0.403482 loss_bbox_dn: 0.204144 loss_giou_dn: 0.523732 loss_class_aux_dn: 2.135876 loss_bbox_aux_dn: 1.148467 loss_giou_aux_dn: 2.774213 loss: 17.486763 eta: 6 days, 0:08:10 batch_cost: 0.6557 data_cost: 0.0022 ips: 6.1006 images/s [04/10 07:29:27] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000100 loss_class: 0.636317 loss_bbox: 0.148213 loss_giou: 0.436071 loss_class_aux: 4.176760 loss_bbox_aux: 0.992961 loss_giou_aux: 2.779523 loss_class_dn: 0.364478 loss_bbox_dn: 0.192197 loss_giou_dn: 0.482581 loss_class_aux_dn: 1.941108 loss_bbox_aux_dn: 1.110223 loss_giou_aux_dn: 2.644638 loss: 17.030460 eta: 6 days, 0:07:07 batch_cost: 0.6541 data_cost: 0.0022 ips: 6.1154 images/s [04/10 07:30:38] ppdet.engine INFO: Epoch: [11] [3100/7329] learning_rate: 0.000100 loss_class: 0.617841 loss_bbox: 0.148514 loss_giou: 0.433270 loss_class_aux: 3.994744 loss_bbox_aux: 0.984344 loss_giou_aux: 2.739267 loss_class_dn: 0.342648 loss_bbox_dn: 0.193301 loss_giou_dn: 0.429396 loss_class_aux_dn: 1.850774 loss_bbox_aux_dn: 1.137764 loss_giou_aux_dn: 2.395498 loss: 15.934023 eta: 6 days, 0:06:00 batch_cost: 0.6503 data_cost: 0.0021 ips: 6.1511 images/s [04/10 07:31:48] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000100 loss_class: 0.578787 loss_bbox: 0.145413 loss_giou: 0.362612 loss_class_aux: 3.891078 loss_bbox_aux: 0.971761 loss_giou_aux: 2.339855 loss_class_dn: 0.312495 loss_bbox_dn: 0.186291 loss_giou_dn: 0.367482 loss_class_aux_dn: 1.730548 loss_bbox_aux_dn: 1.096510 loss_giou_aux_dn: 1.972586 loss: 14.204381 eta: 6 days, 0:04:49 batch_cost: 0.6462 data_cost: 0.0020 ips: 6.1896 images/s [04/10 07:33:00] ppdet.engine INFO: Epoch: [11] [3300/7329] learning_rate: 0.000100 loss_class: 0.683598 loss_bbox: 0.161439 loss_giou: 0.450963 loss_class_aux: 4.439806 loss_bbox_aux: 1.069713 loss_giou_aux: 2.970455 loss_class_dn: 0.380684 loss_bbox_dn: 0.211079 loss_giou_dn: 0.489857 loss_class_aux_dn: 2.026179 loss_bbox_aux_dn: 1.150476 loss_giou_aux_dn: 2.636828 loss: 16.800995 eta: 6 days, 0:03:52 batch_cost: 0.6605 data_cost: 0.0019 ips: 6.0563 images/s [04/10 07:34:12] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000100 loss_class: 0.616987 loss_bbox: 0.155063 loss_giou: 0.408614 loss_class_aux: 4.139617 loss_bbox_aux: 1.029022 loss_giou_aux: 2.691823 loss_class_dn: 0.362111 loss_bbox_dn: 0.201107 loss_giou_dn: 0.473175 loss_class_aux_dn: 1.954602 loss_bbox_aux_dn: 1.167729 loss_giou_aux_dn: 2.586318 loss: 16.775402 eta: 6 days, 0:02:55 batch_cost: 0.6607 data_cost: 0.0020 ips: 6.0541 images/s [04/10 07:35:23] ppdet.engine INFO: Epoch: [11] [3500/7329] learning_rate: 0.000100 loss_class: 0.643685 loss_bbox: 0.154854 loss_giou: 0.448186 loss_class_aux: 4.171262 loss_bbox_aux: 1.019102 loss_giou_aux: 2.858469 loss_class_dn: 0.384933 loss_bbox_dn: 0.207273 loss_giou_dn: 0.472590 loss_class_aux_dn: 2.059350 loss_bbox_aux_dn: 1.141542 loss_giou_aux_dn: 2.599826 loss: 16.945248 eta: 6 days, 0:01:56 batch_cost: 0.6580 data_cost: 0.0019 ips: 6.0793 images/s [04/10 07:36:33] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000100 loss_class: 0.571470 loss_bbox: 0.147209 loss_giou: 0.403683 loss_class_aux: 3.684503 loss_bbox_aux: 0.983035 loss_giou_aux: 2.628518 loss_class_dn: 0.337165 loss_bbox_dn: 0.193918 loss_giou_dn: 0.421039 loss_class_aux_dn: 1.799007 loss_bbox_aux_dn: 1.112009 loss_giou_aux_dn: 2.318711 loss: 14.961561 eta: 6 days, 0:00:36 batch_cost: 0.6365 data_cost: 0.0020 ips: 6.2848 images/s [04/10 07:37:45] ppdet.engine INFO: Epoch: [11] [3700/7329] learning_rate: 0.000100 loss_class: 0.655642 loss_bbox: 0.158789 loss_giou: 0.458968 loss_class_aux: 4.263711 loss_bbox_aux: 1.055233 loss_giou_aux: 2.806570 loss_class_dn: 0.377886 loss_bbox_dn: 0.198459 loss_giou_dn: 0.467628 loss_class_aux_dn: 2.023655 loss_bbox_aux_dn: 1.140434 loss_giou_aux_dn: 2.558299 loss: 17.640507 eta: 5 days, 23:59:38 batch_cost: 0.6596 data_cost: 0.0020 ips: 6.0640 images/s [04/10 07:38:56] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000100 loss_class: 0.673390 loss_bbox: 0.158165 loss_giou: 0.514372 loss_class_aux: 4.472033 loss_bbox_aux: 1.048387 loss_giou_aux: 3.222388 loss_class_dn: 0.390802 loss_bbox_dn: 0.199934 loss_giou_dn: 0.542719 loss_class_aux_dn: 2.036069 loss_bbox_aux_dn: 1.229809 loss_giou_aux_dn: 2.936475 loss: 18.244621 eta: 5 days, 23:58:33 batch_cost: 0.6522 data_cost: 0.0021 ips: 6.1328 images/s [04/10 07:40:07] ppdet.engine INFO: Epoch: [11] [3900/7329] learning_rate: 0.000100 loss_class: 0.637227 loss_bbox: 0.140925 loss_giou: 0.441589 loss_class_aux: 4.204832 loss_bbox_aux: 1.038749 loss_giou_aux: 2.811004 loss_class_dn: 0.340980 loss_bbox_dn: 0.211011 loss_giou_dn: 0.479623 loss_class_aux_dn: 1.817896 loss_bbox_aux_dn: 1.159899 loss_giou_aux_dn: 2.547270 loss: 15.758660 eta: 5 days, 23:57:29 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1218 images/s [04/10 07:41:18] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000100 loss_class: 0.663108 loss_bbox: 0.146880 loss_giou: 0.369790 loss_class_aux: 4.215599 loss_bbox_aux: 0.960059 loss_giou_aux: 2.411556 loss_class_dn: 0.360843 loss_bbox_dn: 0.197983 loss_giou_dn: 0.450883 loss_class_aux_dn: 1.948836 loss_bbox_aux_dn: 1.103466 loss_giou_aux_dn: 2.443691 loss: 16.661283 eta: 5 days, 23:56:27 batch_cost: 0.6548 data_cost: 0.0022 ips: 6.1087 images/s [04/10 07:42:29] ppdet.engine INFO: Epoch: [11] [4100/7329] learning_rate: 0.000100 loss_class: 0.631265 loss_bbox: 0.161150 loss_giou: 0.440051 loss_class_aux: 3.898706 loss_bbox_aux: 1.041371 loss_giou_aux: 2.750091 loss_class_dn: 0.353683 loss_bbox_dn: 0.206094 loss_giou_dn: 0.464713 loss_class_aux_dn: 1.884804 loss_bbox_aux_dn: 1.197429 loss_giou_aux_dn: 2.518229 loss: 16.481760 eta: 5 days, 23:55:22 batch_cost: 0.6525 data_cost: 0.0019 ips: 6.1304 images/s [04/10 07:43:39] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000100 loss_class: 0.672183 loss_bbox: 0.165347 loss_giou: 0.482586 loss_class_aux: 4.246428 loss_bbox_aux: 1.090577 loss_giou_aux: 3.062570 loss_class_dn: 0.384269 loss_bbox_dn: 0.193670 loss_giou_dn: 0.496732 loss_class_aux_dn: 1.997965 loss_bbox_aux_dn: 1.120329 loss_giou_aux_dn: 2.689233 loss: 17.557022 eta: 5 days, 23:54:10 batch_cost: 0.6442 data_cost: 0.0018 ips: 6.2091 images/s [04/10 07:44:49] ppdet.engine INFO: Epoch: [11] [4300/7329] learning_rate: 0.000100 loss_class: 0.618058 loss_bbox: 0.163392 loss_giou: 0.386016 loss_class_aux: 3.970473 loss_bbox_aux: 1.027728 loss_giou_aux: 2.482594 loss_class_dn: 0.340147 loss_bbox_dn: 0.213040 loss_giou_dn: 0.401277 loss_class_aux_dn: 1.831412 loss_bbox_aux_dn: 1.210140 loss_giou_aux_dn: 2.169354 loss: 14.832821 eta: 5 days, 23:52:58 batch_cost: 0.6450 data_cost: 0.0021 ips: 6.2016 images/s [04/10 07:46:01] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000100 loss_class: 0.664907 loss_bbox: 0.178301 loss_giou: 0.410863 loss_class_aux: 4.325109 loss_bbox_aux: 1.143558 loss_giou_aux: 2.608132 loss_class_dn: 0.342602 loss_bbox_dn: 0.213987 loss_giou_dn: 0.423816 loss_class_aux_dn: 1.853677 loss_bbox_aux_dn: 1.193551 loss_giou_aux_dn: 2.279007 loss: 15.803392 eta: 5 days, 23:52:02 batch_cost: 0.6610 data_cost: 0.0021 ips: 6.0511 images/s [04/10 07:47:14] ppdet.engine INFO: Epoch: [11] [4500/7329] learning_rate: 0.000100 loss_class: 0.606440 loss_bbox: 0.140156 loss_giou: 0.380684 loss_class_aux: 3.893247 loss_bbox_aux: 0.902831 loss_giou_aux: 2.452702 loss_class_dn: 0.320621 loss_bbox_dn: 0.185096 loss_giou_dn: 0.401066 loss_class_aux_dn: 1.753915 loss_bbox_aux_dn: 1.067013 loss_giou_aux_dn: 2.232739 loss: 14.450129 eta: 5 days, 23:51:10 batch_cost: 0.6665 data_cost: 0.0020 ips: 6.0018 images/s [04/10 07:48:25] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000100 loss_class: 0.610913 loss_bbox: 0.160035 loss_giou: 0.452887 loss_class_aux: 3.880461 loss_bbox_aux: 1.003722 loss_giou_aux: 2.786993 loss_class_dn: 0.347118 loss_bbox_dn: 0.169967 loss_giou_dn: 0.454242 loss_class_aux_dn: 1.883502 loss_bbox_aux_dn: 0.993907 loss_giou_aux_dn: 2.511872 loss: 15.997974 eta: 5 days, 23:50:08 batch_cost: 0.6557 data_cost: 0.0021 ips: 6.1003 images/s [04/10 07:49:36] ppdet.engine INFO: Epoch: [11] [4700/7329] learning_rate: 0.000100 loss_class: 0.609999 loss_bbox: 0.139197 loss_giou: 0.427962 loss_class_aux: 3.960374 loss_bbox_aux: 0.913748 loss_giou_aux: 2.645295 loss_class_dn: 0.351875 loss_bbox_dn: 0.187282 loss_giou_dn: 0.461506 loss_class_aux_dn: 1.915524 loss_bbox_aux_dn: 1.094618 loss_giou_aux_dn: 2.466004 loss: 15.440901 eta: 5 days, 23:48:59 batch_cost: 0.6474 data_cost: 0.0022 ips: 6.1787 images/s [04/10 07:50:47] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000100 loss_class: 0.609953 loss_bbox: 0.157172 loss_giou: 0.399847 loss_class_aux: 3.927711 loss_bbox_aux: 0.980002 loss_giou_aux: 2.569453 loss_class_dn: 0.346896 loss_bbox_dn: 0.197562 loss_giou_dn: 0.428631 loss_class_aux_dn: 1.833241 loss_bbox_aux_dn: 1.127470 loss_giou_aux_dn: 2.369686 loss: 15.086325 eta: 5 days, 23:47:56 batch_cost: 0.6546 data_cost: 0.0021 ips: 6.1108 images/s [04/10 07:51:57] ppdet.engine INFO: Epoch: [11] [4900/7329] learning_rate: 0.000100 loss_class: 0.576269 loss_bbox: 0.147504 loss_giou: 0.441272 loss_class_aux: 3.618460 loss_bbox_aux: 0.930102 loss_giou_aux: 2.685637 loss_class_dn: 0.334031 loss_bbox_dn: 0.193376 loss_giou_dn: 0.435576 loss_class_aux_dn: 1.756351 loss_bbox_aux_dn: 1.124092 loss_giou_aux_dn: 2.422050 loss: 14.897833 eta: 5 days, 23:46:46 batch_cost: 0.6469 data_cost: 0.0020 ips: 6.1836 images/s [04/10 07:53:08] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000100 loss_class: 0.613009 loss_bbox: 0.153135 loss_giou: 0.368637 loss_class_aux: 3.976361 loss_bbox_aux: 0.982853 loss_giou_aux: 2.394787 loss_class_dn: 0.335565 loss_bbox_dn: 0.183625 loss_giou_dn: 0.444614 loss_class_aux_dn: 1.777194 loss_bbox_aux_dn: 1.080729 loss_giou_aux_dn: 2.451620 loss: 14.593187 eta: 5 days, 23:45:42 batch_cost: 0.6533 data_cost: 0.0019 ips: 6.1229 images/s [04/10 07:54:20] ppdet.engine INFO: Epoch: [11] [5100/7329] learning_rate: 0.000100 loss_class: 0.653510 loss_bbox: 0.173500 loss_giou: 0.449421 loss_class_aux: 4.299684 loss_bbox_aux: 1.115828 loss_giou_aux: 2.837798 loss_class_dn: 0.393143 loss_bbox_dn: 0.211453 loss_giou_dn: 0.470981 loss_class_aux_dn: 2.138130 loss_bbox_aux_dn: 1.193308 loss_giou_aux_dn: 2.608144 loss: 16.478184 eta: 5 days, 23:44:46 batch_cost: 0.6613 data_cost: 0.0019 ips: 6.0483 images/s [04/10 07:55:31] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000100 loss_class: 0.655524 loss_bbox: 0.146900 loss_giou: 0.414821 loss_class_aux: 4.183198 loss_bbox_aux: 0.957533 loss_giou_aux: 2.601465 loss_class_dn: 0.364147 loss_bbox_dn: 0.185164 loss_giou_dn: 0.434559 loss_class_aux_dn: 1.943642 loss_bbox_aux_dn: 1.073144 loss_giou_aux_dn: 2.395441 loss: 16.301865 eta: 5 days, 23:43:37 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1734 images/s [04/10 07:56:42] ppdet.engine INFO: Epoch: [11] [5300/7329] learning_rate: 0.000100 loss_class: 0.594075 loss_bbox: 0.151043 loss_giou: 0.371403 loss_class_aux: 3.789690 loss_bbox_aux: 0.994607 loss_giou_aux: 2.342278 loss_class_dn: 0.331887 loss_bbox_dn: 0.176761 loss_giou_dn: 0.408293 loss_class_aux_dn: 1.866125 loss_bbox_aux_dn: 1.030361 loss_giou_aux_dn: 2.256007 loss: 15.138972 eta: 5 days, 23:42:39 batch_cost: 0.6599 data_cost: 0.0022 ips: 6.0612 images/s [04/10 07:57:56] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000100 loss_class: 0.626067 loss_bbox: 0.148664 loss_giou: 0.379600 loss_class_aux: 3.969986 loss_bbox_aux: 0.971501 loss_giou_aux: 2.367452 loss_class_dn: 0.339410 loss_bbox_dn: 0.183536 loss_giou_dn: 0.387444 loss_class_aux_dn: 1.837915 loss_bbox_aux_dn: 1.074462 loss_giou_aux_dn: 2.118824 loss: 15.498664 eta: 5 days, 23:41:52 batch_cost: 0.6712 data_cost: 0.0021 ips: 5.9597 images/s [04/10 07:59:07] ppdet.engine INFO: Epoch: [11] [5500/7329] learning_rate: 0.000100 loss_class: 0.688333 loss_bbox: 0.151800 loss_giou: 0.426626 loss_class_aux: 4.471982 loss_bbox_aux: 1.018160 loss_giou_aux: 2.732932 loss_class_dn: 0.366453 loss_bbox_dn: 0.212340 loss_giou_dn: 0.457735 loss_class_aux_dn: 1.952246 loss_bbox_aux_dn: 1.223537 loss_giou_aux_dn: 2.480858 loss: 16.448990 eta: 5 days, 23:40:50 batch_cost: 0.6557 data_cost: 0.0020 ips: 6.1002 images/s [04/10 08:00:18] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000100 loss_class: 0.596705 loss_bbox: 0.142564 loss_giou: 0.350733 loss_class_aux: 3.908261 loss_bbox_aux: 0.962313 loss_giou_aux: 2.230772 loss_class_dn: 0.331085 loss_bbox_dn: 0.191944 loss_giou_dn: 0.397175 loss_class_aux_dn: 1.796437 loss_bbox_aux_dn: 1.102839 loss_giou_aux_dn: 2.130691 loss: 14.295115 eta: 5 days, 23:39:48 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1035 images/s [04/10 08:01:29] ppdet.engine INFO: Epoch: [11] [5700/7329] learning_rate: 0.000100 loss_class: 0.634498 loss_bbox: 0.160874 loss_giou: 0.398098 loss_class_aux: 4.109572 loss_bbox_aux: 1.056128 loss_giou_aux: 2.491633 loss_class_dn: 0.347516 loss_bbox_dn: 0.180309 loss_giou_dn: 0.392602 loss_class_aux_dn: 1.859739 loss_bbox_aux_dn: 1.021417 loss_giou_aux_dn: 2.181198 loss: 14.934856 eta: 5 days, 23:38:40 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1620 images/s [04/10 08:02:40] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000100 loss_class: 0.645489 loss_bbox: 0.160046 loss_giou: 0.426535 loss_class_aux: 4.180070 loss_bbox_aux: 1.026444 loss_giou_aux: 2.736585 loss_class_dn: 0.359714 loss_bbox_dn: 0.205110 loss_giou_dn: 0.458953 loss_class_aux_dn: 1.904941 loss_bbox_aux_dn: 1.150274 loss_giou_aux_dn: 2.470752 loss: 16.063347 eta: 5 days, 23:37:40 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0847 images/s [04/10 08:03:52] ppdet.engine INFO: Epoch: [11] [5900/7329] learning_rate: 0.000100 loss_class: 0.610729 loss_bbox: 0.140294 loss_giou: 0.416490 loss_class_aux: 3.924806 loss_bbox_aux: 0.926532 loss_giou_aux: 2.632632 loss_class_dn: 0.355799 loss_bbox_dn: 0.195582 loss_giou_dn: 0.464190 loss_class_aux_dn: 1.858351 loss_bbox_aux_dn: 1.139528 loss_giou_aux_dn: 2.520356 loss: 15.833315 eta: 5 days, 23:36:41 batch_cost: 0.6588 data_cost: 0.0023 ips: 6.0719 images/s [04/10 08:05:05] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000100 loss_class: 0.646837 loss_bbox: 0.159272 loss_giou: 0.407261 loss_class_aux: 4.078554 loss_bbox_aux: 1.049862 loss_giou_aux: 2.540743 loss_class_dn: 0.344678 loss_bbox_dn: 0.194439 loss_giou_dn: 0.423374 loss_class_aux_dn: 1.831517 loss_bbox_aux_dn: 1.144770 loss_giou_aux_dn: 2.334732 loss: 15.424376 eta: 5 days, 23:35:53 batch_cost: 0.6709 data_cost: 0.0019 ips: 5.9622 images/s [04/10 08:06:17] ppdet.engine INFO: Epoch: [11] [6100/7329] learning_rate: 0.000100 loss_class: 0.692478 loss_bbox: 0.154995 loss_giou: 0.425993 loss_class_aux: 4.474763 loss_bbox_aux: 1.064242 loss_giou_aux: 2.677788 loss_class_dn: 0.375433 loss_bbox_dn: 0.225099 loss_giou_dn: 0.455519 loss_class_aux_dn: 1.998894 loss_bbox_aux_dn: 1.264389 loss_giou_aux_dn: 2.431079 loss: 16.691723 eta: 5 days, 23:34:52 batch_cost: 0.6566 data_cost: 0.0020 ips: 6.0917 images/s [04/10 08:07:28] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000100 loss_class: 0.676056 loss_bbox: 0.176280 loss_giou: 0.415723 loss_class_aux: 4.445253 loss_bbox_aux: 1.079427 loss_giou_aux: 2.635570 loss_class_dn: 0.368446 loss_bbox_dn: 0.218169 loss_giou_dn: 0.462563 loss_class_aux_dn: 1.996198 loss_bbox_aux_dn: 1.282957 loss_giou_aux_dn: 2.493827 loss: 16.446743 eta: 5 days, 23:33:49 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1112 images/s [04/10 08:08:39] ppdet.engine INFO: Epoch: [11] [6300/7329] learning_rate: 0.000100 loss_class: 0.630621 loss_bbox: 0.152741 loss_giou: 0.447893 loss_class_aux: 3.965277 loss_bbox_aux: 1.031147 loss_giou_aux: 2.866196 loss_class_dn: 0.350274 loss_bbox_dn: 0.179182 loss_giou_dn: 0.455497 loss_class_aux_dn: 1.898580 loss_bbox_aux_dn: 1.031306 loss_giou_aux_dn: 2.479237 loss: 15.819014 eta: 5 days, 23:32:42 batch_cost: 0.6504 data_cost: 0.0021 ips: 6.1496 images/s [04/10 08:09:52] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000100 loss_class: 0.664543 loss_bbox: 0.155014 loss_giou: 0.467746 loss_class_aux: 4.289353 loss_bbox_aux: 1.024989 loss_giou_aux: 2.943120 loss_class_dn: 0.387739 loss_bbox_dn: 0.183146 loss_giou_dn: 0.506212 loss_class_aux_dn: 2.023751 loss_bbox_aux_dn: 1.046921 loss_giou_aux_dn: 2.702886 loss: 17.071209 eta: 5 days, 23:31:49 batch_cost: 0.6652 data_cost: 0.0021 ips: 6.0128 images/s [04/10 08:11:02] ppdet.engine INFO: Epoch: [11] [6500/7329] learning_rate: 0.000100 loss_class: 0.662655 loss_bbox: 0.161749 loss_giou: 0.378261 loss_class_aux: 4.298748 loss_bbox_aux: 1.015695 loss_giou_aux: 2.359857 loss_class_dn: 0.349976 loss_bbox_dn: 0.208578 loss_giou_dn: 0.412837 loss_class_aux_dn: 1.869982 loss_bbox_aux_dn: 1.193192 loss_giou_aux_dn: 2.273956 loss: 15.543145 eta: 5 days, 23:30:38 batch_cost: 0.6452 data_cost: 0.0023 ips: 6.1993 images/s [04/10 08:12:12] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000100 loss_class: 0.667531 loss_bbox: 0.164302 loss_giou: 0.436360 loss_class_aux: 4.247760 loss_bbox_aux: 1.060983 loss_giou_aux: 2.622164 loss_class_dn: 0.373434 loss_bbox_dn: 0.241212 loss_giou_dn: 0.470224 loss_class_aux_dn: 2.002251 loss_bbox_aux_dn: 1.345226 loss_giou_aux_dn: 2.521076 loss: 16.826565 eta: 5 days, 23:29:30 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1654 images/s [04/10 08:13:23] ppdet.engine INFO: Epoch: [11] [6700/7329] learning_rate: 0.000100 loss_class: 0.638842 loss_bbox: 0.155384 loss_giou: 0.412833 loss_class_aux: 4.147659 loss_bbox_aux: 1.016415 loss_giou_aux: 2.599869 loss_class_dn: 0.340726 loss_bbox_dn: 0.193453 loss_giou_dn: 0.416785 loss_class_aux_dn: 1.874135 loss_bbox_aux_dn: 1.120993 loss_giou_aux_dn: 2.305341 loss: 15.686434 eta: 5 days, 23:28:27 batch_cost: 0.6543 data_cost: 0.0020 ips: 6.1136 images/s [04/10 08:14:35] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000100 loss_class: 0.666978 loss_bbox: 0.175396 loss_giou: 0.464831 loss_class_aux: 4.346406 loss_bbox_aux: 1.168109 loss_giou_aux: 3.041861 loss_class_dn: 0.386036 loss_bbox_dn: 0.225472 loss_giou_dn: 0.487683 loss_class_aux_dn: 2.073817 loss_bbox_aux_dn: 1.319621 loss_giou_aux_dn: 2.624176 loss: 16.744545 eta: 5 days, 23:27:28 batch_cost: 0.6595 data_cost: 0.0020 ips: 6.0655 images/s [04/10 08:15:46] ppdet.engine INFO: Epoch: [11] [6900/7329] learning_rate: 0.000100 loss_class: 0.588134 loss_bbox: 0.156418 loss_giou: 0.375371 loss_class_aux: 3.834079 loss_bbox_aux: 1.038092 loss_giou_aux: 2.356013 loss_class_dn: 0.334606 loss_bbox_dn: 0.206723 loss_giou_dn: 0.409708 loss_class_aux_dn: 1.804200 loss_bbox_aux_dn: 1.135796 loss_giou_aux_dn: 2.237397 loss: 15.414768 eta: 5 days, 23:26:22 batch_cost: 0.6510 data_cost: 0.0023 ips: 6.1439 images/s [04/10 08:16:57] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000100 loss_class: 0.646040 loss_bbox: 0.178868 loss_giou: 0.435561 loss_class_aux: 4.246955 loss_bbox_aux: 1.187879 loss_giou_aux: 2.742000 loss_class_dn: 0.376389 loss_bbox_dn: 0.220591 loss_giou_dn: 0.476155 loss_class_aux_dn: 2.031616 loss_bbox_aux_dn: 1.265529 loss_giou_aux_dn: 2.606090 loss: 16.657801 eta: 5 days, 23:25:18 batch_cost: 0.6535 data_cost: 0.0018 ips: 6.1211 images/s [04/10 08:18:08] ppdet.engine INFO: Epoch: [11] [7100/7329] learning_rate: 0.000100 loss_class: 0.690685 loss_bbox: 0.163082 loss_giou: 0.431716 loss_class_aux: 4.403493 loss_bbox_aux: 1.083258 loss_giou_aux: 2.841633 loss_class_dn: 0.365367 loss_bbox_dn: 0.199626 loss_giou_dn: 0.480717 loss_class_aux_dn: 1.923958 loss_bbox_aux_dn: 1.166000 loss_giou_aux_dn: 2.603678 loss: 16.713173 eta: 5 days, 23:24:18 batch_cost: 0.6572 data_cost: 0.0021 ips: 6.0863 images/s [04/10 08:19:20] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000100 loss_class: 0.577841 loss_bbox: 0.156086 loss_giou: 0.411813 loss_class_aux: 3.876471 loss_bbox_aux: 0.988159 loss_giou_aux: 2.609414 loss_class_dn: 0.348043 loss_bbox_dn: 0.197038 loss_giou_dn: 0.434504 loss_class_aux_dn: 1.884692 loss_bbox_aux_dn: 1.115124 loss_giou_aux_dn: 2.342006 loss: 15.108820 eta: 5 days, 23:23:16 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0923 images/s [04/10 08:20:31] ppdet.engine INFO: Epoch: [11] [7300/7329] learning_rate: 0.000100 loss_class: 0.653849 loss_bbox: 0.183456 loss_giou: 0.447624 loss_class_aux: 4.303040 loss_bbox_aux: 1.150043 loss_giou_aux: 2.805318 loss_class_dn: 0.366825 loss_bbox_dn: 0.206544 loss_giou_dn: 0.508103 loss_class_aux_dn: 1.960091 loss_bbox_aux_dn: 1.169267 loss_giou_aux_dn: 2.717749 loss: 16.765575 eta: 5 days, 23:22:08 batch_cost: 0.6483 data_cost: 0.0020 ips: 6.1702 images/s [04/10 08:20:56] ppdet.engine INFO: Eval iter: 0 [04/10 08:21:24] ppdet.engine INFO: Eval iter: 100 [04/10 08:21:51] ppdet.engine INFO: Eval iter: 200 [04/10 08:22:18] ppdet.engine INFO: Eval iter: 300 [04/10 08:22:46] ppdet.engine INFO: Eval iter: 400 [04/10 08:23:13] ppdet.engine INFO: Eval iter: 500 [04/10 08:23:40] ppdet.engine INFO: Eval iter: 600 [04/10 08:24:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 08:24:22] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.98s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=136.32s). Accumulating evaluation results... DONE (t=28.34s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.502 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.683 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.310 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.686 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 ] = 0.632 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.751 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [04/10 08:27:22] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.030034233121143 [04/10 08:27:22] ppdet.engine INFO: Best test bbox ap is 0.502. [04/10 08:27:26] ppdet.engine INFO: Epoch: [12] [ 0/7329] learning_rate: 0.000100 loss_class: 0.692111 loss_bbox: 0.183740 loss_giou: 0.467832 loss_class_aux: 4.461833 loss_bbox_aux: 1.166889 loss_giou_aux: 3.015494 loss_class_dn: 0.401259 loss_bbox_dn: 0.219003 loss_giou_dn: 0.524907 loss_class_aux_dn: 2.179163 loss_bbox_aux_dn: 1.221209 loss_giou_aux_dn: 2.884932 loss: 18.308903 eta: 5 days, 23:21:47 batch_cost: 0.6491 data_cost: 0.0021 ips: 6.1625 images/s [04/10 08:28:36] ppdet.engine INFO: Epoch: [12] [ 100/7329] learning_rate: 0.000100 loss_class: 0.672493 loss_bbox: 0.164902 loss_giou: 0.441375 loss_class_aux: 4.350882 loss_bbox_aux: 1.064525 loss_giou_aux: 2.791013 loss_class_dn: 0.370548 loss_bbox_dn: 0.217851 loss_giou_dn: 0.481746 loss_class_aux_dn: 1.956353 loss_bbox_aux_dn: 1.223099 loss_giou_aux_dn: 2.637748 loss: 16.919147 eta: 5 days, 23:20:39 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1586 images/s [04/10 08:29:47] ppdet.engine INFO: Epoch: [12] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617368 loss_bbox: 0.144372 loss_giou: 0.495897 loss_class_aux: 4.117516 loss_bbox_aux: 0.928370 loss_giou_aux: 3.072277 loss_class_dn: 0.368490 loss_bbox_dn: 0.182943 loss_giou_dn: 0.485980 loss_class_aux_dn: 1.970121 loss_bbox_aux_dn: 1.050464 loss_giou_aux_dn: 2.713928 loss: 16.683851 eta: 5 days, 23:19:40 batch_cost: 0.6584 data_cost: 0.0019 ips: 6.0757 images/s [04/10 08:30:57] ppdet.engine INFO: Epoch: [12] [ 300/7329] learning_rate: 0.000100 loss_class: 0.663411 loss_bbox: 0.167855 loss_giou: 0.427446 loss_class_aux: 4.285786 loss_bbox_aux: 1.077609 loss_giou_aux: 2.637638 loss_class_dn: 0.373752 loss_bbox_dn: 0.215381 loss_giou_dn: 0.477993 loss_class_aux_dn: 1.971736 loss_bbox_aux_dn: 1.233890 loss_giou_aux_dn: 2.608113 loss: 17.440634 eta: 5 days, 23:18:24 batch_cost: 0.6398 data_cost: 0.0017 ips: 6.2522 images/s [04/10 08:32:09] ppdet.engine INFO: Epoch: [12] [ 400/7329] learning_rate: 0.000100 loss_class: 0.603276 loss_bbox: 0.166771 loss_giou: 0.449512 loss_class_aux: 3.937059 loss_bbox_aux: 1.052056 loss_giou_aux: 2.922563 loss_class_dn: 0.340522 loss_bbox_dn: 0.205049 loss_giou_dn: 0.463574 loss_class_aux_dn: 1.844416 loss_bbox_aux_dn: 1.170000 loss_giou_aux_dn: 2.559448 loss: 15.316591 eta: 5 days, 23:17:29 batch_cost: 0.6635 data_cost: 0.0018 ips: 6.0282 images/s [04/10 08:33:20] ppdet.engine INFO: Epoch: [12] [ 500/7329] learning_rate: 0.000100 loss_class: 0.640754 loss_bbox: 0.153313 loss_giou: 0.482755 loss_class_aux: 3.948181 loss_bbox_aux: 1.019991 loss_giou_aux: 3.017221 loss_class_dn: 0.378041 loss_bbox_dn: 0.197978 loss_giou_dn: 0.495722 loss_class_aux_dn: 1.992244 loss_bbox_aux_dn: 1.082382 loss_giou_aux_dn: 2.589848 loss: 16.407131 eta: 5 days, 23:16:27 batch_cost: 0.6557 data_cost: 0.0018 ips: 6.1001 images/s [04/10 08:34:29] ppdet.engine INFO: Epoch: [12] [ 600/7329] learning_rate: 0.000100 loss_class: 0.660722 loss_bbox: 0.166838 loss_giou: 0.482982 loss_class_aux: 4.254307 loss_bbox_aux: 1.071276 loss_giou_aux: 3.072625 loss_class_dn: 0.387453 loss_bbox_dn: 0.197723 loss_giou_dn: 0.503922 loss_class_aux_dn: 2.049553 loss_bbox_aux_dn: 1.118527 loss_giou_aux_dn: 2.661678 loss: 16.801920 eta: 5 days, 23:15:08 batch_cost: 0.6365 data_cost: 0.0019 ips: 6.2845 images/s [04/10 08:35:41] ppdet.engine INFO: Epoch: [12] [ 700/7329] learning_rate: 0.000100 loss_class: 0.650346 loss_bbox: 0.175805 loss_giou: 0.460529 loss_class_aux: 4.124543 loss_bbox_aux: 1.124054 loss_giou_aux: 2.865964 loss_class_dn: 0.378792 loss_bbox_dn: 0.191907 loss_giou_dn: 0.479983 loss_class_aux_dn: 2.057574 loss_bbox_aux_dn: 1.095532 loss_giou_aux_dn: 2.594706 loss: 17.003414 eta: 5 days, 23:14:05 batch_cost: 0.6549 data_cost: 0.0017 ips: 6.1080 images/s [04/10 08:36:51] ppdet.engine INFO: Epoch: [12] [ 800/7329] learning_rate: 0.000100 loss_class: 0.534201 loss_bbox: 0.152359 loss_giou: 0.322783 loss_class_aux: 3.746754 loss_bbox_aux: 1.007328 loss_giou_aux: 2.087534 loss_class_dn: 0.305735 loss_bbox_dn: 0.190092 loss_giou_dn: 0.359083 loss_class_aux_dn: 1.670989 loss_bbox_aux_dn: 1.052776 loss_giou_aux_dn: 1.936073 loss: 14.008846 eta: 5 days, 23:12:56 batch_cost: 0.6481 data_cost: 0.0017 ips: 6.1721 images/s [04/10 08:38:01] ppdet.engine INFO: Epoch: [12] [ 900/7329] learning_rate: 0.000100 loss_class: 0.623434 loss_bbox: 0.158339 loss_giou: 0.389534 loss_class_aux: 3.982517 loss_bbox_aux: 1.012624 loss_giou_aux: 2.436812 loss_class_dn: 0.361830 loss_bbox_dn: 0.200751 loss_giou_dn: 0.419214 loss_class_aux_dn: 1.896029 loss_bbox_aux_dn: 1.151428 loss_giou_aux_dn: 2.285288 loss: 15.448576 eta: 5 days, 23:11:49 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1548 images/s [04/10 08:39:15] ppdet.engine INFO: Epoch: [12] [1000/7329] learning_rate: 0.000100 loss_class: 0.597614 loss_bbox: 0.149675 loss_giou: 0.394523 loss_class_aux: 3.748694 loss_bbox_aux: 1.020513 loss_giou_aux: 2.507711 loss_class_dn: 0.341067 loss_bbox_dn: 0.193904 loss_giou_dn: 0.439570 loss_class_aux_dn: 1.778636 loss_bbox_aux_dn: 1.078935 loss_giou_aux_dn: 2.386310 loss: 14.813786 eta: 5 days, 23:11:01 batch_cost: 0.6715 data_cost: 0.0018 ips: 5.9571 images/s [04/10 08:40:25] ppdet.engine INFO: Epoch: [12] [1100/7329] learning_rate: 0.000100 loss_class: 0.586754 loss_bbox: 0.136413 loss_giou: 0.396984 loss_class_aux: 3.698864 loss_bbox_aux: 0.887380 loss_giou_aux: 2.558698 loss_class_dn: 0.333065 loss_bbox_dn: 0.168322 loss_giou_dn: 0.444653 loss_class_aux_dn: 1.796759 loss_bbox_aux_dn: 0.969280 loss_giou_aux_dn: 2.437042 loss: 14.645679 eta: 5 days, 23:09:52 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1830 images/s [04/10 08:41:34] ppdet.engine INFO: Epoch: [12] [1200/7329] learning_rate: 0.000100 loss_class: 0.565457 loss_bbox: 0.139069 loss_giou: 0.338934 loss_class_aux: 3.559626 loss_bbox_aux: 0.911344 loss_giou_aux: 2.162506 loss_class_dn: 0.309831 loss_bbox_dn: 0.165139 loss_giou_dn: 0.369002 loss_class_aux_dn: 1.660460 loss_bbox_aux_dn: 0.928325 loss_giou_aux_dn: 2.026166 loss: 13.733438 eta: 5 days, 23:08:37 batch_cost: 0.6409 data_cost: 0.0017 ips: 6.2409 images/s [04/10 08:42:45] ppdet.engine INFO: Epoch: [12] [1300/7329] learning_rate: 0.000100 loss_class: 0.578492 loss_bbox: 0.156329 loss_giou: 0.423070 loss_class_aux: 3.815935 loss_bbox_aux: 1.033143 loss_giou_aux: 2.656955 loss_class_dn: 0.335035 loss_bbox_dn: 0.207762 loss_giou_dn: 0.409837 loss_class_aux_dn: 1.808391 loss_bbox_aux_dn: 1.165149 loss_giou_aux_dn: 2.246413 loss: 15.448713 eta: 5 days, 23:07:29 batch_cost: 0.6495 data_cost: 0.0016 ips: 6.1583 images/s [04/10 08:43:54] ppdet.engine INFO: Epoch: [12] [1400/7329] learning_rate: 0.000100 loss_class: 0.617602 loss_bbox: 0.148101 loss_giou: 0.424485 loss_class_aux: 3.822906 loss_bbox_aux: 0.985207 loss_giou_aux: 2.689015 loss_class_dn: 0.336818 loss_bbox_dn: 0.183482 loss_giou_dn: 0.452123 loss_class_aux_dn: 1.810945 loss_bbox_aux_dn: 1.037575 loss_giou_aux_dn: 2.424405 loss: 15.433331 eta: 5 days, 23:06:13 batch_cost: 0.6395 data_cost: 0.0017 ips: 6.2553 images/s [04/10 08:45:04] ppdet.engine INFO: Epoch: [12] [1500/7329] learning_rate: 0.000100 loss_class: 0.657862 loss_bbox: 0.163330 loss_giou: 0.441636 loss_class_aux: 4.282299 loss_bbox_aux: 1.044312 loss_giou_aux: 2.805670 loss_class_dn: 0.358920 loss_bbox_dn: 0.205709 loss_giou_dn: 0.476696 loss_class_aux_dn: 1.881630 loss_bbox_aux_dn: 1.147244 loss_giou_aux_dn: 2.485923 loss: 16.643856 eta: 5 days, 23:05:03 batch_cost: 0.6466 data_cost: 0.0018 ips: 6.1861 images/s [04/10 08:46:15] ppdet.engine INFO: Epoch: [12] [1600/7329] learning_rate: 0.000100 loss_class: 0.687011 loss_bbox: 0.161981 loss_giou: 0.481233 loss_class_aux: 4.519898 loss_bbox_aux: 1.092652 loss_giou_aux: 3.003384 loss_class_dn: 0.388823 loss_bbox_dn: 0.203116 loss_giou_dn: 0.491021 loss_class_aux_dn: 2.067729 loss_bbox_aux_dn: 1.190019 loss_giou_aux_dn: 2.662432 loss: 16.819788 eta: 5 days, 23:03:58 batch_cost: 0.6517 data_cost: 0.0017 ips: 6.1375 images/s [04/10 08:47:25] ppdet.engine INFO: Epoch: [12] [1700/7329] learning_rate: 0.000100 loss_class: 0.607213 loss_bbox: 0.154922 loss_giou: 0.431222 loss_class_aux: 3.985103 loss_bbox_aux: 0.986657 loss_giou_aux: 2.763950 loss_class_dn: 0.361321 loss_bbox_dn: 0.165973 loss_giou_dn: 0.455592 loss_class_aux_dn: 1.944396 loss_bbox_aux_dn: 0.974556 loss_giou_aux_dn: 2.503400 loss: 16.108349 eta: 5 days, 23:02:42 batch_cost: 0.6406 data_cost: 0.0018 ips: 6.2439 images/s [04/10 08:48:35] ppdet.engine INFO: Epoch: [12] [1800/7329] learning_rate: 0.000100 loss_class: 0.634131 loss_bbox: 0.143779 loss_giou: 0.387673 loss_class_aux: 4.114938 loss_bbox_aux: 0.932026 loss_giou_aux: 2.390472 loss_class_dn: 0.342951 loss_bbox_dn: 0.191922 loss_giou_dn: 0.408196 loss_class_aux_dn: 1.852031 loss_bbox_aux_dn: 1.100580 loss_giou_aux_dn: 2.223752 loss: 15.645653 eta: 5 days, 23:01:31 batch_cost: 0.6452 data_cost: 0.0018 ips: 6.1997 images/s [04/10 08:49:45] ppdet.engine INFO: Epoch: [12] [1900/7329] learning_rate: 0.000100 loss_class: 0.575576 loss_bbox: 0.165278 loss_giou: 0.442899 loss_class_aux: 3.628827 loss_bbox_aux: 1.096695 loss_giou_aux: 2.711245 loss_class_dn: 0.355053 loss_bbox_dn: 0.206386 loss_giou_dn: 0.442202 loss_class_aux_dn: 1.871967 loss_bbox_aux_dn: 1.145709 loss_giou_aux_dn: 2.385517 loss: 15.765926 eta: 5 days, 23:00:20 batch_cost: 0.6448 data_cost: 0.0017 ips: 6.2032 images/s [04/10 08:50:55] ppdet.engine INFO: Epoch: [12] [2000/7329] learning_rate: 0.000100 loss_class: 0.686252 loss_bbox: 0.166737 loss_giou: 0.461393 loss_class_aux: 4.399438 loss_bbox_aux: 1.083902 loss_giou_aux: 2.984377 loss_class_dn: 0.406007 loss_bbox_dn: 0.212753 loss_giou_dn: 0.515175 loss_class_aux_dn: 2.157150 loss_bbox_aux_dn: 1.213441 loss_giou_aux_dn: 2.777929 loss: 18.049799 eta: 5 days, 22:59:10 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1851 images/s [04/10 08:52:07] ppdet.engine INFO: Epoch: [12] [2100/7329] learning_rate: 0.000100 loss_class: 0.612068 loss_bbox: 0.168569 loss_giou: 0.393502 loss_class_aux: 3.964657 loss_bbox_aux: 1.050445 loss_giou_aux: 2.436596 loss_class_dn: 0.338523 loss_bbox_dn: 0.196164 loss_giou_dn: 0.423422 loss_class_aux_dn: 1.817137 loss_bbox_aux_dn: 1.141639 loss_giou_aux_dn: 2.335416 loss: 15.071423 eta: 5 days, 22:58:12 batch_cost: 0.6599 data_cost: 0.0017 ips: 6.0616 images/s [04/10 08:53:19] ppdet.engine INFO: Epoch: [12] [2200/7329] learning_rate: 0.000100 loss_class: 0.592393 loss_bbox: 0.154608 loss_giou: 0.393697 loss_class_aux: 3.860889 loss_bbox_aux: 0.933859 loss_giou_aux: 2.418340 loss_class_dn: 0.359718 loss_bbox_dn: 0.174501 loss_giou_dn: 0.409581 loss_class_aux_dn: 1.867494 loss_bbox_aux_dn: 1.051066 loss_giou_aux_dn: 2.224747 loss: 15.597834 eta: 5 days, 22:57:17 batch_cost: 0.6638 data_cost: 0.0018 ips: 6.0262 images/s [04/10 08:54:30] ppdet.engine INFO: Epoch: [12] [2300/7329] learning_rate: 0.000100 loss_class: 0.561639 loss_bbox: 0.136868 loss_giou: 0.314751 loss_class_aux: 3.735531 loss_bbox_aux: 0.905506 loss_giou_aux: 2.107334 loss_class_dn: 0.308607 loss_bbox_dn: 0.191245 loss_giou_dn: 0.382673 loss_class_aux_dn: 1.701227 loss_bbox_aux_dn: 1.112519 loss_giou_aux_dn: 2.071789 loss: 14.063848 eta: 5 days, 22:56:12 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1294 images/s [04/10 08:55:43] ppdet.engine INFO: Epoch: [12] [2400/7329] learning_rate: 0.000100 loss_class: 0.663071 loss_bbox: 0.153340 loss_giou: 0.425588 loss_class_aux: 4.332524 loss_bbox_aux: 1.005616 loss_giou_aux: 2.712936 loss_class_dn: 0.358463 loss_bbox_dn: 0.194196 loss_giou_dn: 0.452453 loss_class_aux_dn: 1.905782 loss_bbox_aux_dn: 1.102005 loss_giou_aux_dn: 2.416709 loss: 15.644829 eta: 5 days, 22:55:24 batch_cost: 0.6714 data_cost: 0.0018 ips: 5.9580 images/s [04/10 08:56:54] ppdet.engine INFO: Epoch: [12] [2500/7329] learning_rate: 0.000100 loss_class: 0.698337 loss_bbox: 0.164668 loss_giou: 0.497140 loss_class_aux: 4.475266 loss_bbox_aux: 1.077559 loss_giou_aux: 3.119607 loss_class_dn: 0.394728 loss_bbox_dn: 0.200163 loss_giou_dn: 0.527116 loss_class_aux_dn: 2.099819 loss_bbox_aux_dn: 1.220186 loss_giou_aux_dn: 2.901931 loss: 17.345112 eta: 5 days, 22:54:19 batch_cost: 0.6531 data_cost: 0.0016 ips: 6.1247 images/s [04/10 08:58:04] ppdet.engine INFO: Epoch: [12] [2600/7329] learning_rate: 0.000100 loss_class: 0.664857 loss_bbox: 0.177281 loss_giou: 0.478966 loss_class_aux: 4.281083 loss_bbox_aux: 1.133693 loss_giou_aux: 3.006600 loss_class_dn: 0.369592 loss_bbox_dn: 0.211011 loss_giou_dn: 0.516562 loss_class_aux_dn: 1.942612 loss_bbox_aux_dn: 1.213360 loss_giou_aux_dn: 2.804192 loss: 16.868254 eta: 5 days, 22:53:08 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2051 images/s [04/10 08:59:14] ppdet.engine INFO: Epoch: [12] [2700/7329] learning_rate: 0.000100 loss_class: 0.602916 loss_bbox: 0.150437 loss_giou: 0.382339 loss_class_aux: 3.932059 loss_bbox_aux: 0.974168 loss_giou_aux: 2.474146 loss_class_dn: 0.320845 loss_bbox_dn: 0.200180 loss_giou_dn: 0.392602 loss_class_aux_dn: 1.715953 loss_bbox_aux_dn: 1.159313 loss_giou_aux_dn: 2.146329 loss: 14.766302 eta: 5 days, 22:52:01 batch_cost: 0.6501 data_cost: 0.0018 ips: 6.1527 images/s [04/10 09:00:25] ppdet.engine INFO: Epoch: [12] [2800/7329] learning_rate: 0.000100 loss_class: 0.677019 loss_bbox: 0.157868 loss_giou: 0.468015 loss_class_aux: 4.364761 loss_bbox_aux: 0.997325 loss_giou_aux: 2.967574 loss_class_dn: 0.346765 loss_bbox_dn: 0.194170 loss_giou_dn: 0.478342 loss_class_aux_dn: 1.883622 loss_bbox_aux_dn: 1.104539 loss_giou_aux_dn: 2.617385 loss: 16.503368 eta: 5 days, 22:50:56 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1321 images/s [04/10 09:01:37] ppdet.engine INFO: Epoch: [12] [2900/7329] learning_rate: 0.000100 loss_class: 0.593586 loss_bbox: 0.142008 loss_giou: 0.328314 loss_class_aux: 3.569124 loss_bbox_aux: 0.939365 loss_giou_aux: 2.015230 loss_class_dn: 0.304159 loss_bbox_dn: 0.187523 loss_giou_dn: 0.380132 loss_class_aux_dn: 1.601286 loss_bbox_aux_dn: 1.078449 loss_giou_aux_dn: 2.084685 loss: 13.944115 eta: 5 days, 22:49:57 batch_cost: 0.6596 data_cost: 0.0018 ips: 6.0646 images/s [04/10 09:02:48] ppdet.engine INFO: Epoch: [12] [3000/7329] learning_rate: 0.000100 loss_class: 0.639721 loss_bbox: 0.163268 loss_giou: 0.460793 loss_class_aux: 4.004293 loss_bbox_aux: 1.054306 loss_giou_aux: 2.891446 loss_class_dn: 0.366358 loss_bbox_dn: 0.212811 loss_giou_dn: 0.459709 loss_class_aux_dn: 1.964812 loss_bbox_aux_dn: 1.192656 loss_giou_aux_dn: 2.455466 loss: 15.556396 eta: 5 days, 22:48:55 batch_cost: 0.6558 data_cost: 0.0018 ips: 6.0997 images/s [04/10 09:03:59] ppdet.engine INFO: Epoch: [12] [3100/7329] learning_rate: 0.000100 loss_class: 0.583465 loss_bbox: 0.156183 loss_giou: 0.418533 loss_class_aux: 3.814468 loss_bbox_aux: 1.009429 loss_giou_aux: 2.710182 loss_class_dn: 0.359993 loss_bbox_dn: 0.193972 loss_giou_dn: 0.450939 loss_class_aux_dn: 1.902688 loss_bbox_aux_dn: 1.044014 loss_giou_aux_dn: 2.431217 loss: 15.532986 eta: 5 days, 22:47:54 batch_cost: 0.6569 data_cost: 0.0017 ips: 6.0895 images/s [04/10 09:05:11] ppdet.engine INFO: Epoch: [12] [3200/7329] learning_rate: 0.000100 loss_class: 0.651945 loss_bbox: 0.137810 loss_giou: 0.363880 loss_class_aux: 4.074094 loss_bbox_aux: 0.917335 loss_giou_aux: 2.377332 loss_class_dn: 0.357015 loss_bbox_dn: 0.189065 loss_giou_dn: 0.409613 loss_class_aux_dn: 1.883431 loss_bbox_aux_dn: 1.059573 loss_giou_aux_dn: 2.287707 loss: 14.620097 eta: 5 days, 22:47:00 batch_cost: 0.6648 data_cost: 0.0019 ips: 6.0168 images/s [04/10 09:06:23] ppdet.engine INFO: Epoch: [12] [3300/7329] learning_rate: 0.000100 loss_class: 0.664506 loss_bbox: 0.178027 loss_giou: 0.467145 loss_class_aux: 4.400998 loss_bbox_aux: 1.129775 loss_giou_aux: 2.938497 loss_class_dn: 0.382391 loss_bbox_dn: 0.230040 loss_giou_dn: 0.480079 loss_class_aux_dn: 2.069974 loss_bbox_aux_dn: 1.296454 loss_giou_aux_dn: 2.567030 loss: 17.225338 eta: 5 days, 22:46:00 batch_cost: 0.6575 data_cost: 0.0017 ips: 6.0839 images/s [04/10 09:07:34] ppdet.engine INFO: Epoch: [12] [3400/7329] learning_rate: 0.000100 loss_class: 0.666834 loss_bbox: 0.141507 loss_giou: 0.439307 loss_class_aux: 4.344982 loss_bbox_aux: 0.953332 loss_giou_aux: 2.785611 loss_class_dn: 0.374816 loss_bbox_dn: 0.170716 loss_giou_dn: 0.483249 loss_class_aux_dn: 2.012945 loss_bbox_aux_dn: 1.034089 loss_giou_aux_dn: 2.559622 loss: 16.602095 eta: 5 days, 22:44:51 batch_cost: 0.6478 data_cost: 0.0017 ips: 6.1750 images/s [04/10 09:08:45] ppdet.engine INFO: Epoch: [12] [3500/7329] learning_rate: 0.000100 loss_class: 0.671026 loss_bbox: 0.180333 loss_giou: 0.452582 loss_class_aux: 4.363051 loss_bbox_aux: 1.193076 loss_giou_aux: 2.829351 loss_class_dn: 0.392493 loss_bbox_dn: 0.197088 loss_giou_dn: 0.507444 loss_class_aux_dn: 2.087657 loss_bbox_aux_dn: 1.127191 loss_giou_aux_dn: 2.721700 loss: 18.274544 eta: 5 days, 22:43:49 batch_cost: 0.6558 data_cost: 0.0018 ips: 6.0991 images/s [04/10 09:09:55] ppdet.engine INFO: Epoch: [12] [3600/7329] learning_rate: 0.000100 loss_class: 0.654991 loss_bbox: 0.147863 loss_giou: 0.432609 loss_class_aux: 4.381886 loss_bbox_aux: 0.992773 loss_giou_aux: 2.683403 loss_class_dn: 0.351468 loss_bbox_dn: 0.190474 loss_giou_dn: 0.437542 loss_class_aux_dn: 1.856485 loss_bbox_aux_dn: 1.137529 loss_giou_aux_dn: 2.345941 loss: 16.161821 eta: 5 days, 22:42:38 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1970 images/s [04/10 09:11:06] ppdet.engine INFO: Epoch: [12] [3700/7329] learning_rate: 0.000100 loss_class: 0.684731 loss_bbox: 0.180950 loss_giou: 0.462437 loss_class_aux: 4.328947 loss_bbox_aux: 1.108694 loss_giou_aux: 2.848986 loss_class_dn: 0.355888 loss_bbox_dn: 0.199881 loss_giou_dn: 0.461847 loss_class_aux_dn: 1.948963 loss_bbox_aux_dn: 1.159960 loss_giou_aux_dn: 2.509756 loss: 16.123205 eta: 5 days, 22:41:33 batch_cost: 0.6525 data_cost: 0.0018 ips: 6.1302 images/s [04/10 09:12:16] ppdet.engine INFO: Epoch: [12] [3800/7329] learning_rate: 0.000100 loss_class: 0.563746 loss_bbox: 0.115158 loss_giou: 0.370830 loss_class_aux: 3.710935 loss_bbox_aux: 0.810884 loss_giou_aux: 2.346280 loss_class_dn: 0.298638 loss_bbox_dn: 0.165757 loss_giou_dn: 0.373570 loss_class_aux_dn: 1.621221 loss_bbox_aux_dn: 0.978995 loss_giou_aux_dn: 2.024661 loss: 13.321292 eta: 5 days, 22:40:25 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1670 images/s [04/10 09:13:26] ppdet.engine INFO: Epoch: [12] [3900/7329] learning_rate: 0.000100 loss_class: 0.628082 loss_bbox: 0.152608 loss_giou: 0.473871 loss_class_aux: 4.158822 loss_bbox_aux: 1.052580 loss_giou_aux: 2.960589 loss_class_dn: 0.363480 loss_bbox_dn: 0.190343 loss_giou_dn: 0.480427 loss_class_aux_dn: 1.913547 loss_bbox_aux_dn: 1.055892 loss_giou_aux_dn: 2.615996 loss: 16.942183 eta: 5 days, 22:39:19 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1466 images/s [04/10 09:14:38] ppdet.engine INFO: Epoch: [12] [4000/7329] learning_rate: 0.000100 loss_class: 0.580734 loss_bbox: 0.140379 loss_giou: 0.453008 loss_class_aux: 3.928272 loss_bbox_aux: 0.954302 loss_giou_aux: 2.790411 loss_class_dn: 0.365735 loss_bbox_dn: 0.162574 loss_giou_dn: 0.450723 loss_class_aux_dn: 1.983526 loss_bbox_aux_dn: 0.961273 loss_giou_aux_dn: 2.426702 loss: 16.141979 eta: 5 days, 22:38:15 batch_cost: 0.6537 data_cost: 0.0018 ips: 6.1192 images/s [04/10 09:15:49] ppdet.engine INFO: Epoch: [12] [4100/7329] learning_rate: 0.000100 loss_class: 0.615156 loss_bbox: 0.149976 loss_giou: 0.402687 loss_class_aux: 4.092897 loss_bbox_aux: 0.979756 loss_giou_aux: 2.656039 loss_class_dn: 0.341473 loss_bbox_dn: 0.201718 loss_giou_dn: 0.444866 loss_class_aux_dn: 1.831977 loss_bbox_aux_dn: 1.159254 loss_giou_aux_dn: 2.443682 loss: 15.801622 eta: 5 days, 22:37:14 batch_cost: 0.6572 data_cost: 0.0017 ips: 6.0865 images/s [04/10 09:17:00] ppdet.engine INFO: Epoch: [12] [4200/7329] learning_rate: 0.000100 loss_class: 0.633479 loss_bbox: 0.179865 loss_giou: 0.422783 loss_class_aux: 4.137483 loss_bbox_aux: 1.158195 loss_giou_aux: 2.702094 loss_class_dn: 0.365556 loss_bbox_dn: 0.208293 loss_giou_dn: 0.448189 loss_class_aux_dn: 1.873487 loss_bbox_aux_dn: 1.262846 loss_giou_aux_dn: 2.467467 loss: 15.828579 eta: 5 days, 22:36:11 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1147 images/s [04/10 09:18:10] ppdet.engine INFO: Epoch: [12] [4300/7329] learning_rate: 0.000100 loss_class: 0.693357 loss_bbox: 0.165425 loss_giou: 0.416918 loss_class_aux: 4.375928 loss_bbox_aux: 1.101365 loss_giou_aux: 2.667018 loss_class_dn: 0.369428 loss_bbox_dn: 0.211761 loss_giou_dn: 0.455537 loss_class_aux_dn: 1.937088 loss_bbox_aux_dn: 1.241811 loss_giou_aux_dn: 2.456533 loss: 17.259167 eta: 5 days, 22:35:05 batch_cost: 0.6509 data_cost: 0.0017 ips: 6.1449 images/s [04/10 09:19:21] ppdet.engine INFO: Epoch: [12] [4400/7329] learning_rate: 0.000100 loss_class: 0.632262 loss_bbox: 0.157153 loss_giou: 0.442542 loss_class_aux: 4.170888 loss_bbox_aux: 0.996633 loss_giou_aux: 2.704154 loss_class_dn: 0.348725 loss_bbox_dn: 0.190239 loss_giou_dn: 0.449150 loss_class_aux_dn: 1.900911 loss_bbox_aux_dn: 1.105499 loss_giou_aux_dn: 2.445561 loss: 15.980230 eta: 5 days, 22:34:02 batch_cost: 0.6548 data_cost: 0.0018 ips: 6.1087 images/s [04/10 09:20:33] ppdet.engine INFO: Epoch: [12] [4500/7329] learning_rate: 0.000100 loss_class: 0.585175 loss_bbox: 0.149618 loss_giou: 0.319310 loss_class_aux: 4.010040 loss_bbox_aux: 0.976034 loss_giou_aux: 2.171377 loss_class_dn: 0.323627 loss_bbox_dn: 0.187093 loss_giou_dn: 0.415214 loss_class_aux_dn: 1.733583 loss_bbox_aux_dn: 1.067776 loss_giou_aux_dn: 2.320163 loss: 15.142295 eta: 5 days, 22:33:05 batch_cost: 0.6612 data_cost: 0.0019 ips: 6.0492 images/s [04/10 09:21:42] ppdet.engine INFO: Epoch: [12] [4600/7329] learning_rate: 0.000100 loss_class: 0.622467 loss_bbox: 0.160469 loss_giou: 0.435622 loss_class_aux: 4.055513 loss_bbox_aux: 1.025490 loss_giou_aux: 2.789560 loss_class_dn: 0.362623 loss_bbox_dn: 0.213957 loss_giou_dn: 0.478082 loss_class_aux_dn: 1.939967 loss_bbox_aux_dn: 1.199192 loss_giou_aux_dn: 2.574970 loss: 16.500198 eta: 5 days, 22:31:47 batch_cost: 0.6376 data_cost: 0.0017 ips: 6.2734 images/s [04/10 09:22:52] ppdet.engine INFO: Epoch: [12] [4700/7329] learning_rate: 0.000100 loss_class: 0.644594 loss_bbox: 0.133661 loss_giou: 0.387645 loss_class_aux: 4.169693 loss_bbox_aux: 0.910813 loss_giou_aux: 2.567087 loss_class_dn: 0.353892 loss_bbox_dn: 0.186175 loss_giou_dn: 0.469864 loss_class_aux_dn: 1.870853 loss_bbox_aux_dn: 1.059914 loss_giou_aux_dn: 2.574247 loss: 15.323284 eta: 5 days, 22:30:40 batch_cost: 0.6496 data_cost: 0.0017 ips: 6.1576 images/s [04/10 09:24:03] ppdet.engine INFO: Epoch: [12] [4800/7329] learning_rate: 0.000100 loss_class: 0.621413 loss_bbox: 0.162997 loss_giou: 0.406665 loss_class_aux: 4.023048 loss_bbox_aux: 1.056428 loss_giou_aux: 2.654291 loss_class_dn: 0.355278 loss_bbox_dn: 0.194706 loss_giou_dn: 0.444360 loss_class_aux_dn: 1.861810 loss_bbox_aux_dn: 1.110601 loss_giou_aux_dn: 2.456148 loss: 16.571714 eta: 5 days, 22:29:32 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1627 images/s [04/10 09:25:14] ppdet.engine INFO: Epoch: [12] [4900/7329] learning_rate: 0.000100 loss_class: 0.638589 loss_bbox: 0.168469 loss_giou: 0.488481 loss_class_aux: 3.947479 loss_bbox_aux: 1.084991 loss_giou_aux: 3.037401 loss_class_dn: 0.344293 loss_bbox_dn: 0.213481 loss_giou_dn: 0.479242 loss_class_aux_dn: 1.839766 loss_bbox_aux_dn: 1.183933 loss_giou_aux_dn: 2.575212 loss: 15.439379 eta: 5 days, 22:28:26 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1418 images/s [04/10 09:26:23] ppdet.engine INFO: Epoch: [12] [5000/7329] learning_rate: 0.000100 loss_class: 0.630703 loss_bbox: 0.160949 loss_giou: 0.412907 loss_class_aux: 4.052548 loss_bbox_aux: 1.092029 loss_giou_aux: 2.555166 loss_class_dn: 0.356213 loss_bbox_dn: 0.211301 loss_giou_dn: 0.434079 loss_class_aux_dn: 1.852962 loss_bbox_aux_dn: 1.207308 loss_giou_aux_dn: 2.319632 loss: 16.085247 eta: 5 days, 22:27:10 batch_cost: 0.6395 data_cost: 0.0017 ips: 6.2551 images/s [04/10 09:27:33] ppdet.engine INFO: Epoch: [12] [5100/7329] learning_rate: 0.000100 loss_class: 0.661695 loss_bbox: 0.167328 loss_giou: 0.429375 loss_class_aux: 4.319766 loss_bbox_aux: 1.132634 loss_giou_aux: 2.654135 loss_class_dn: 0.362462 loss_bbox_dn: 0.211523 loss_giou_dn: 0.470719 loss_class_aux_dn: 1.977234 loss_bbox_aux_dn: 1.247982 loss_giou_aux_dn: 2.599228 loss: 17.214691 eta: 5 days, 22:26:03 batch_cost: 0.6497 data_cost: 0.0017 ips: 6.1568 images/s [04/10 09:28:42] ppdet.engine INFO: Epoch: [12] [5200/7329] learning_rate: 0.000100 loss_class: 0.698336 loss_bbox: 0.179114 loss_giou: 0.488962 loss_class_aux: 4.541699 loss_bbox_aux: 1.097072 loss_giou_aux: 3.144219 loss_class_dn: 0.377393 loss_bbox_dn: 0.202963 loss_giou_dn: 0.551472 loss_class_aux_dn: 2.069386 loss_bbox_aux_dn: 1.149815 loss_giou_aux_dn: 3.015194 loss: 17.881943 eta: 5 days, 22:24:44 batch_cost: 0.6347 data_cost: 0.0017 ips: 6.3020 images/s [04/10 09:29:53] ppdet.engine INFO: Epoch: [12] [5300/7329] learning_rate: 0.000100 loss_class: 0.676068 loss_bbox: 0.146903 loss_giou: 0.414267 loss_class_aux: 4.334400 loss_bbox_aux: 0.958697 loss_giou_aux: 2.762212 loss_class_dn: 0.366816 loss_bbox_dn: 0.182568 loss_giou_dn: 0.454513 loss_class_aux_dn: 1.942694 loss_bbox_aux_dn: 1.031438 loss_giou_aux_dn: 2.495418 loss: 15.879217 eta: 5 days, 22:23:38 batch_cost: 0.6515 data_cost: 0.0019 ips: 6.1395 images/s [04/10 09:31:03] ppdet.engine INFO: Epoch: [12] [5400/7329] learning_rate: 0.000100 loss_class: 0.609600 loss_bbox: 0.144776 loss_giou: 0.428992 loss_class_aux: 3.960393 loss_bbox_aux: 0.918610 loss_giou_aux: 2.802126 loss_class_dn: 0.359802 loss_bbox_dn: 0.197647 loss_giou_dn: 0.459723 loss_class_aux_dn: 1.901961 loss_bbox_aux_dn: 1.121204 loss_giou_aux_dn: 2.540540 loss: 16.248005 eta: 5 days, 22:22:27 batch_cost: 0.6451 data_cost: 0.0017 ips: 6.2010 images/s [04/10 09:32:14] ppdet.engine INFO: Epoch: [12] [5500/7329] learning_rate: 0.000100 loss_class: 0.615322 loss_bbox: 0.170669 loss_giou: 0.448819 loss_class_aux: 4.002121 loss_bbox_aux: 1.102010 loss_giou_aux: 2.841420 loss_class_dn: 0.349410 loss_bbox_dn: 0.211737 loss_giou_dn: 0.462147 loss_class_aux_dn: 1.855141 loss_bbox_aux_dn: 1.234868 loss_giou_aux_dn: 2.436882 loss: 15.736038 eta: 5 days, 22:21:22 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1311 images/s [04/10 09:33:24] ppdet.engine INFO: Epoch: [12] [5600/7329] learning_rate: 0.000100 loss_class: 0.654535 loss_bbox: 0.155960 loss_giou: 0.419569 loss_class_aux: 4.333887 loss_bbox_aux: 1.094925 loss_giou_aux: 2.662522 loss_class_dn: 0.348306 loss_bbox_dn: 0.192653 loss_giou_dn: 0.407360 loss_class_aux_dn: 1.847157 loss_bbox_aux_dn: 1.121222 loss_giou_aux_dn: 2.211173 loss: 15.902919 eta: 5 days, 22:20:10 batch_cost: 0.6441 data_cost: 0.0018 ips: 6.2103 images/s [04/10 09:34:36] ppdet.engine INFO: Epoch: [12] [5700/7329] learning_rate: 0.000100 loss_class: 0.641424 loss_bbox: 0.153532 loss_giou: 0.466483 loss_class_aux: 4.173221 loss_bbox_aux: 0.951288 loss_giou_aux: 3.015145 loss_class_dn: 0.361638 loss_bbox_dn: 0.192204 loss_giou_dn: 0.465629 loss_class_aux_dn: 1.933975 loss_bbox_aux_dn: 1.100051 loss_giou_aux_dn: 2.526647 loss: 15.563610 eta: 5 days, 22:19:14 batch_cost: 0.6626 data_cost: 0.0017 ips: 6.0368 images/s [04/10 09:35:47] ppdet.engine INFO: Epoch: [12] [5800/7329] learning_rate: 0.000100 loss_class: 0.625206 loss_bbox: 0.152510 loss_giou: 0.402177 loss_class_aux: 4.073763 loss_bbox_aux: 1.007347 loss_giou_aux: 2.511542 loss_class_dn: 0.363678 loss_bbox_dn: 0.198876 loss_giou_dn: 0.413228 loss_class_aux_dn: 1.966389 loss_bbox_aux_dn: 1.140390 loss_giou_aux_dn: 2.222600 loss: 15.589264 eta: 5 days, 22:18:13 batch_cost: 0.6566 data_cost: 0.0017 ips: 6.0923 images/s [04/10 09:36:58] ppdet.engine INFO: Epoch: [12] [5900/7329] learning_rate: 0.000100 loss_class: 0.622521 loss_bbox: 0.150213 loss_giou: 0.429169 loss_class_aux: 4.174865 loss_bbox_aux: 1.002970 loss_giou_aux: 2.674545 loss_class_dn: 0.358824 loss_bbox_dn: 0.213449 loss_giou_dn: 0.465853 loss_class_aux_dn: 1.879404 loss_bbox_aux_dn: 1.212706 loss_giou_aux_dn: 2.507843 loss: 15.759315 eta: 5 days, 22:17:08 batch_cost: 0.6526 data_cost: 0.0018 ips: 6.1291 images/s [04/10 09:38:09] ppdet.engine INFO: Epoch: [12] [6000/7329] learning_rate: 0.000100 loss_class: 0.648836 loss_bbox: 0.154500 loss_giou: 0.412956 loss_class_aux: 4.181629 loss_bbox_aux: 1.004409 loss_giou_aux: 2.632388 loss_class_dn: 0.367235 loss_bbox_dn: 0.197784 loss_giou_dn: 0.424252 loss_class_aux_dn: 1.982646 loss_bbox_aux_dn: 1.114748 loss_giou_aux_dn: 2.340025 loss: 15.837137 eta: 5 days, 22:16:07 batch_cost: 0.6568 data_cost: 0.0019 ips: 6.0903 images/s [04/10 09:39:19] ppdet.engine INFO: Epoch: [12] [6100/7329] learning_rate: 0.000100 loss_class: 0.631442 loss_bbox: 0.170212 loss_giou: 0.410950 loss_class_aux: 4.071377 loss_bbox_aux: 0.973301 loss_giou_aux: 2.589512 loss_class_dn: 0.360439 loss_bbox_dn: 0.185393 loss_giou_dn: 0.424206 loss_class_aux_dn: 1.928662 loss_bbox_aux_dn: 1.049547 loss_giou_aux_dn: 2.335480 loss: 15.539675 eta: 5 days, 22:14:59 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1619 images/s [04/10 09:40:30] ppdet.engine INFO: Epoch: [12] [6200/7329] learning_rate: 0.000100 loss_class: 0.619363 loss_bbox: 0.151725 loss_giou: 0.389638 loss_class_aux: 3.948797 loss_bbox_aux: 0.966152 loss_giou_aux: 2.450401 loss_class_dn: 0.337444 loss_bbox_dn: 0.175714 loss_giou_dn: 0.414281 loss_class_aux_dn: 1.786839 loss_bbox_aux_dn: 0.967377 loss_giou_aux_dn: 2.248226 loss: 15.118202 eta: 5 days, 22:13:50 batch_cost: 0.6468 data_cost: 0.0017 ips: 6.1847 images/s [04/10 09:41:39] ppdet.engine INFO: Epoch: [12] [6300/7329] learning_rate: 0.000100 loss_class: 0.596360 loss_bbox: 0.134937 loss_giou: 0.364776 loss_class_aux: 3.916064 loss_bbox_aux: 0.898326 loss_giou_aux: 2.226898 loss_class_dn: 0.333442 loss_bbox_dn: 0.180252 loss_giou_dn: 0.389190 loss_class_aux_dn: 1.778380 loss_bbox_aux_dn: 1.050792 loss_giou_aux_dn: 2.209717 loss: 14.431429 eta: 5 days, 22:12:34 batch_cost: 0.6397 data_cost: 0.0018 ips: 6.2525 images/s [04/10 09:42:51] ppdet.engine INFO: Epoch: [12] [6400/7329] learning_rate: 0.000100 loss_class: 0.596921 loss_bbox: 0.144872 loss_giou: 0.343871 loss_class_aux: 3.790430 loss_bbox_aux: 0.932307 loss_giou_aux: 2.163865 loss_class_dn: 0.346541 loss_bbox_dn: 0.175728 loss_giou_dn: 0.369782 loss_class_aux_dn: 1.869305 loss_bbox_aux_dn: 0.976827 loss_giou_aux_dn: 2.116497 loss: 15.262779 eta: 5 days, 22:11:36 batch_cost: 0.6599 data_cost: 0.0017 ips: 6.0617 images/s [04/10 09:44:06] ppdet.engine INFO: Epoch: [12] [6500/7329] learning_rate: 0.000100 loss_class: 0.600766 loss_bbox: 0.160704 loss_giou: 0.387404 loss_class_aux: 3.957383 loss_bbox_aux: 1.067251 loss_giou_aux: 2.464517 loss_class_dn: 0.358184 loss_bbox_dn: 0.207111 loss_giou_dn: 0.412730 loss_class_aux_dn: 1.949163 loss_bbox_aux_dn: 1.280580 loss_giou_aux_dn: 2.253634 loss: 15.496181 eta: 5 days, 22:10:57 batch_cost: 0.6839 data_cost: 0.0017 ips: 5.8492 images/s [04/10 09:45:17] ppdet.engine INFO: Epoch: [12] [6600/7329] learning_rate: 0.000100 loss_class: 0.592786 loss_bbox: 0.157686 loss_giou: 0.443227 loss_class_aux: 3.961953 loss_bbox_aux: 1.066869 loss_giou_aux: 2.758299 loss_class_dn: 0.337818 loss_bbox_dn: 0.213433 loss_giou_dn: 0.458204 loss_class_aux_dn: 1.809043 loss_bbox_aux_dn: 1.188573 loss_giou_aux_dn: 2.422935 loss: 15.035179 eta: 5 days, 22:09:58 batch_cost: 0.6600 data_cost: 0.0017 ips: 6.0604 images/s [04/10 09:46:28] ppdet.engine INFO: Epoch: [12] [6700/7329] learning_rate: 0.000100 loss_class: 0.620472 loss_bbox: 0.152679 loss_giou: 0.406068 loss_class_aux: 4.044407 loss_bbox_aux: 0.994855 loss_giou_aux: 2.576478 loss_class_dn: 0.358043 loss_bbox_dn: 0.212673 loss_giou_dn: 0.445305 loss_class_aux_dn: 1.956429 loss_bbox_aux_dn: 1.251546 loss_giou_aux_dn: 2.440777 loss: 16.179953 eta: 5 days, 22:08:52 batch_cost: 0.6506 data_cost: 0.0018 ips: 6.1479 images/s [04/10 09:47:37] ppdet.engine INFO: Epoch: [12] [6800/7329] learning_rate: 0.000100 loss_class: 0.648554 loss_bbox: 0.165550 loss_giou: 0.460697 loss_class_aux: 4.252550 loss_bbox_aux: 1.100705 loss_giou_aux: 2.892700 loss_class_dn: 0.390624 loss_bbox_dn: 0.216138 loss_giou_dn: 0.483462 loss_class_aux_dn: 2.105953 loss_bbox_aux_dn: 1.222769 loss_giou_aux_dn: 2.604842 loss: 17.557859 eta: 5 days, 22:07:36 batch_cost: 0.6387 data_cost: 0.0017 ips: 6.2630 images/s [04/10 09:48:48] ppdet.engine INFO: Epoch: [12] [6900/7329] learning_rate: 0.000100 loss_class: 0.680211 loss_bbox: 0.156857 loss_giou: 0.405827 loss_class_aux: 4.534369 loss_bbox_aux: 1.018090 loss_giou_aux: 2.579980 loss_class_dn: 0.367644 loss_bbox_dn: 0.189079 loss_giou_dn: 0.470240 loss_class_aux_dn: 1.970906 loss_bbox_aux_dn: 1.120998 loss_giou_aux_dn: 2.543499 loss: 17.001667 eta: 5 days, 22:06:33 batch_cost: 0.6548 data_cost: 0.0018 ips: 6.1091 images/s [04/10 09:50:01] ppdet.engine INFO: Epoch: [12] [7000/7329] learning_rate: 0.000100 loss_class: 0.583296 loss_bbox: 0.145960 loss_giou: 0.401015 loss_class_aux: 3.942109 loss_bbox_aux: 0.959345 loss_giou_aux: 2.570008 loss_class_dn: 0.332212 loss_bbox_dn: 0.184058 loss_giou_dn: 0.453552 loss_class_aux_dn: 1.821053 loss_bbox_aux_dn: 1.094309 loss_giou_aux_dn: 2.448746 loss: 15.473743 eta: 5 days, 22:05:39 batch_cost: 0.6665 data_cost: 0.0018 ips: 6.0016 images/s [04/10 09:51:11] ppdet.engine INFO: Epoch: [12] [7100/7329] learning_rate: 0.000100 loss_class: 0.631651 loss_bbox: 0.141942 loss_giou: 0.450445 loss_class_aux: 4.183416 loss_bbox_aux: 0.941032 loss_giou_aux: 2.844566 loss_class_dn: 0.351410 loss_bbox_dn: 0.176789 loss_giou_dn: 0.467922 loss_class_aux_dn: 1.901025 loss_bbox_aux_dn: 0.978470 loss_giou_aux_dn: 2.534889 loss: 15.988144 eta: 5 days, 22:04:30 batch_cost: 0.6472 data_cost: 0.0017 ips: 6.1804 images/s [04/10 09:52:20] ppdet.engine INFO: Epoch: [12] [7200/7329] learning_rate: 0.000100 loss_class: 0.582066 loss_bbox: 0.159512 loss_giou: 0.425111 loss_class_aux: 3.882485 loss_bbox_aux: 1.007941 loss_giou_aux: 2.663086 loss_class_dn: 0.318302 loss_bbox_dn: 0.193185 loss_giou_dn: 0.438690 loss_class_aux_dn: 1.693656 loss_bbox_aux_dn: 1.113352 loss_giou_aux_dn: 2.296031 loss: 14.620517 eta: 5 days, 22:03:10 batch_cost: 0.6337 data_cost: 0.0016 ips: 6.3119 images/s [04/10 09:53:31] ppdet.engine INFO: Epoch: [12] [7300/7329] learning_rate: 0.000100 loss_class: 0.635397 loss_bbox: 0.156499 loss_giou: 0.448085 loss_class_aux: 4.173049 loss_bbox_aux: 1.024789 loss_giou_aux: 2.858703 loss_class_dn: 0.372587 loss_bbox_dn: 0.198208 loss_giou_dn: 0.469694 loss_class_aux_dn: 2.015592 loss_bbox_aux_dn: 1.132575 loss_giou_aux_dn: 2.646660 loss: 16.692987 eta: 5 days, 22:02:07 batch_cost: 0.6545 data_cost: 0.0018 ips: 6.1120 images/s [04/10 09:53:54] ppdet.engine INFO: Eval iter: 0 [04/10 09:54:22] ppdet.engine INFO: Eval iter: 100 [04/10 09:54:50] ppdet.engine INFO: Eval iter: 200 [04/10 09:55:17] ppdet.engine INFO: Eval iter: 300 [04/10 09:55:44] ppdet.engine INFO: Eval iter: 400 [04/10 09:56:12] ppdet.engine INFO: Eval iter: 500 [04/10 09:56:40] ppdet.engine INFO: Eval iter: 600 [04/10 09:57:20] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 09:57:21] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.28s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.50s). Accumulating evaluation results... DONE (t=28.35s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.686 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.312 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.689 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.634 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.513 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.750 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [04/10 10:00:11] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.94453980820339 [04/10 10:00:11] ppdet.engine INFO: Best test bbox ap is 0.505. [04/10 10:00:15] ppdet.engine INFO: Epoch: [13] [ 0/7329] learning_rate: 0.000100 loss_class: 0.615635 loss_bbox: 0.150338 loss_giou: 0.448085 loss_class_aux: 4.052320 loss_bbox_aux: 0.962144 loss_giou_aux: 2.823969 loss_class_dn: 0.366256 loss_bbox_dn: 0.186756 loss_giou_dn: 0.469694 loss_class_aux_dn: 1.933715 loss_bbox_aux_dn: 1.084101 loss_giou_aux_dn: 2.618255 loss: 16.184551 eta: 5 days, 22:01:42 batch_cost: 0.6500 data_cost: 0.0018 ips: 6.1536 images/s [04/10 10:01:25] ppdet.engine INFO: Epoch: [13] [ 100/7329] learning_rate: 0.000100 loss_class: 0.613388 loss_bbox: 0.158179 loss_giou: 0.463374 loss_class_aux: 3.946229 loss_bbox_aux: 1.041814 loss_giou_aux: 2.886451 loss_class_dn: 0.340428 loss_bbox_dn: 0.216368 loss_giou_dn: 0.495759 loss_class_aux_dn: 1.841354 loss_bbox_aux_dn: 1.193908 loss_giou_aux_dn: 2.628150 loss: 16.886639 eta: 5 days, 22:00:31 batch_cost: 0.6451 data_cost: 0.0016 ips: 6.2009 images/s [04/10 10:02:34] ppdet.engine INFO: Epoch: [13] [ 200/7329] learning_rate: 0.000100 loss_class: 0.597250 loss_bbox: 0.158614 loss_giou: 0.373861 loss_class_aux: 3.934943 loss_bbox_aux: 1.056062 loss_giou_aux: 2.494809 loss_class_dn: 0.328554 loss_bbox_dn: 0.196364 loss_giou_dn: 0.410684 loss_class_aux_dn: 1.743446 loss_bbox_aux_dn: 1.093206 loss_giou_aux_dn: 2.274767 loss: 15.296848 eta: 5 days, 21:59:19 batch_cost: 0.6435 data_cost: 0.0019 ips: 6.2156 images/s [04/10 10:03:45] ppdet.engine INFO: Epoch: [13] [ 300/7329] learning_rate: 0.000100 loss_class: 0.669721 loss_bbox: 0.159895 loss_giou: 0.397748 loss_class_aux: 4.288883 loss_bbox_aux: 1.083998 loss_giou_aux: 2.526237 loss_class_dn: 0.348211 loss_bbox_dn: 0.192448 loss_giou_dn: 0.453583 loss_class_aux_dn: 1.887759 loss_bbox_aux_dn: 1.116607 loss_giou_aux_dn: 2.422373 loss: 15.637977 eta: 5 days, 21:58:11 batch_cost: 0.6487 data_cost: 0.0017 ips: 6.1660 images/s [04/10 10:04:55] ppdet.engine INFO: Epoch: [13] [ 400/7329] learning_rate: 0.000100 loss_class: 0.591305 loss_bbox: 0.138186 loss_giou: 0.356993 loss_class_aux: 3.946275 loss_bbox_aux: 0.899674 loss_giou_aux: 2.258471 loss_class_dn: 0.300047 loss_bbox_dn: 0.180092 loss_giou_dn: 0.392551 loss_class_aux_dn: 1.626851 loss_bbox_aux_dn: 1.063849 loss_giou_aux_dn: 2.170301 loss: 14.374449 eta: 5 days, 21:57:04 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1561 images/s [04/10 10:06:06] ppdet.engine INFO: Epoch: [13] [ 500/7329] learning_rate: 0.000100 loss_class: 0.644770 loss_bbox: 0.153164 loss_giou: 0.465145 loss_class_aux: 4.181128 loss_bbox_aux: 1.021417 loss_giou_aux: 3.015752 loss_class_dn: 0.374485 loss_bbox_dn: 0.188437 loss_giou_dn: 0.486245 loss_class_aux_dn: 1.975369 loss_bbox_aux_dn: 1.046447 loss_giou_aux_dn: 2.688035 loss: 16.958338 eta: 5 days, 21:55:57 batch_cost: 0.6501 data_cost: 0.0017 ips: 6.1528 images/s [04/10 10:07:16] ppdet.engine INFO: Epoch: [13] [ 600/7329] learning_rate: 0.000100 loss_class: 0.625695 loss_bbox: 0.171060 loss_giou: 0.466417 loss_class_aux: 4.046709 loss_bbox_aux: 1.085905 loss_giou_aux: 2.942857 loss_class_dn: 0.368255 loss_bbox_dn: 0.213505 loss_giou_dn: 0.484640 loss_class_aux_dn: 1.965600 loss_bbox_aux_dn: 1.203814 loss_giou_aux_dn: 2.627491 loss: 17.034657 eta: 5 days, 21:54:51 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1467 images/s [04/10 10:08:27] ppdet.engine INFO: Epoch: [13] [ 700/7329] learning_rate: 0.000100 loss_class: 0.589278 loss_bbox: 0.150817 loss_giou: 0.387584 loss_class_aux: 3.720471 loss_bbox_aux: 0.911770 loss_giou_aux: 2.453321 loss_class_dn: 0.331759 loss_bbox_dn: 0.184545 loss_giou_dn: 0.421009 loss_class_aux_dn: 1.787451 loss_bbox_aux_dn: 1.041636 loss_giou_aux_dn: 2.233831 loss: 14.188228 eta: 5 days, 21:53:45 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1496 images/s [04/10 10:09:38] ppdet.engine INFO: Epoch: [13] [ 800/7329] learning_rate: 0.000100 loss_class: 0.574431 loss_bbox: 0.141660 loss_giou: 0.454800 loss_class_aux: 3.566767 loss_bbox_aux: 0.899067 loss_giou_aux: 2.835523 loss_class_dn: 0.336733 loss_bbox_dn: 0.171744 loss_giou_dn: 0.450903 loss_class_aux_dn: 1.814939 loss_bbox_aux_dn: 0.942648 loss_giou_aux_dn: 2.401635 loss: 16.249720 eta: 5 days, 21:52:42 batch_cost: 0.6545 data_cost: 0.0019 ips: 6.1115 images/s [04/10 10:10:49] ppdet.engine INFO: Epoch: [13] [ 900/7329] learning_rate: 0.000100 loss_class: 0.597417 loss_bbox: 0.148600 loss_giou: 0.398661 loss_class_aux: 3.879250 loss_bbox_aux: 0.981329 loss_giou_aux: 2.385096 loss_class_dn: 0.337482 loss_bbox_dn: 0.172580 loss_giou_dn: 0.409582 loss_class_aux_dn: 1.801647 loss_bbox_aux_dn: 1.006418 loss_giou_aux_dn: 2.217774 loss: 16.119083 eta: 5 days, 21:51:38 batch_cost: 0.6544 data_cost: 0.0017 ips: 6.1127 images/s [04/10 10:12:02] ppdet.engine INFO: Epoch: [13] [1000/7329] learning_rate: 0.000100 loss_class: 0.692967 loss_bbox: 0.189963 loss_giou: 0.445513 loss_class_aux: 4.578723 loss_bbox_aux: 1.225889 loss_giou_aux: 2.923879 loss_class_dn: 0.395608 loss_bbox_dn: 0.217719 loss_giou_dn: 0.483726 loss_class_aux_dn: 2.115919 loss_bbox_aux_dn: 1.282046 loss_giou_aux_dn: 2.622113 loss: 18.114384 eta: 5 days, 21:50:44 batch_cost: 0.6653 data_cost: 0.0017 ips: 6.0126 images/s [04/10 10:13:17] ppdet.engine INFO: Epoch: [13] [1100/7329] learning_rate: 0.000100 loss_class: 0.615630 loss_bbox: 0.152311 loss_giou: 0.433978 loss_class_aux: 3.894441 loss_bbox_aux: 1.075726 loss_giou_aux: 2.729327 loss_class_dn: 0.368029 loss_bbox_dn: 0.193383 loss_giou_dn: 0.465792 loss_class_aux_dn: 1.947529 loss_bbox_aux_dn: 1.131023 loss_giou_aux_dn: 2.515504 loss: 15.965638 eta: 5 days, 21:50:03 batch_cost: 0.6818 data_cost: 0.0017 ips: 5.8664 images/s [04/10 10:14:27] ppdet.engine INFO: Epoch: [13] [1200/7329] learning_rate: 0.000100 loss_class: 0.658174 loss_bbox: 0.149363 loss_giou: 0.427871 loss_class_aux: 4.155717 loss_bbox_aux: 1.020499 loss_giou_aux: 2.673517 loss_class_dn: 0.367569 loss_bbox_dn: 0.185209 loss_giou_dn: 0.468286 loss_class_aux_dn: 1.931864 loss_bbox_aux_dn: 1.064690 loss_giou_aux_dn: 2.584661 loss: 16.787663 eta: 5 days, 21:48:52 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1972 images/s [04/10 10:15:37] ppdet.engine INFO: Epoch: [13] [1300/7329] learning_rate: 0.000100 loss_class: 0.564468 loss_bbox: 0.139679 loss_giou: 0.355973 loss_class_aux: 3.679349 loss_bbox_aux: 0.901138 loss_giou_aux: 2.323620 loss_class_dn: 0.302981 loss_bbox_dn: 0.184090 loss_giou_dn: 0.408577 loss_class_aux_dn: 1.656262 loss_bbox_aux_dn: 1.019518 loss_giou_aux_dn: 2.193052 loss: 13.902559 eta: 5 days, 21:47:44 batch_cost: 0.6483 data_cost: 0.0017 ips: 6.1704 images/s [04/10 10:16:47] ppdet.engine INFO: Epoch: [13] [1400/7329] learning_rate: 0.000100 loss_class: 0.637216 loss_bbox: 0.157720 loss_giou: 0.402302 loss_class_aux: 4.186238 loss_bbox_aux: 1.019494 loss_giou_aux: 2.502318 loss_class_dn: 0.381292 loss_bbox_dn: 0.192292 loss_giou_dn: 0.419756 loss_class_aux_dn: 2.088208 loss_bbox_aux_dn: 1.106429 loss_giou_aux_dn: 2.284011 loss: 16.032354 eta: 5 days, 21:46:33 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2009 images/s [04/10 10:17:58] ppdet.engine INFO: Epoch: [13] [1500/7329] learning_rate: 0.000100 loss_class: 0.604735 loss_bbox: 0.160198 loss_giou: 0.390903 loss_class_aux: 3.970248 loss_bbox_aux: 1.042280 loss_giou_aux: 2.460047 loss_class_dn: 0.330237 loss_bbox_dn: 0.195446 loss_giou_dn: 0.425504 loss_class_aux_dn: 1.795859 loss_bbox_aux_dn: 1.097220 loss_giou_aux_dn: 2.377546 loss: 15.439209 eta: 5 days, 21:45:29 batch_cost: 0.6532 data_cost: 0.0017 ips: 6.1237 images/s [04/10 10:19:08] ppdet.engine INFO: Epoch: [13] [1600/7329] learning_rate: 0.000100 loss_class: 0.692721 loss_bbox: 0.150648 loss_giou: 0.433598 loss_class_aux: 4.503561 loss_bbox_aux: 1.006532 loss_giou_aux: 2.758051 loss_class_dn: 0.397338 loss_bbox_dn: 0.179101 loss_giou_dn: 0.465966 loss_class_aux_dn: 2.107212 loss_bbox_aux_dn: 1.055033 loss_giou_aux_dn: 2.562936 loss: 17.437666 eta: 5 days, 21:44:18 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2074 images/s [04/10 10:20:18] ppdet.engine INFO: Epoch: [13] [1700/7329] learning_rate: 0.000100 loss_class: 0.646044 loss_bbox: 0.160890 loss_giou: 0.379826 loss_class_aux: 4.144383 loss_bbox_aux: 1.023936 loss_giou_aux: 2.442406 loss_class_dn: 0.349300 loss_bbox_dn: 0.208643 loss_giou_dn: 0.409410 loss_class_aux_dn: 1.852070 loss_bbox_aux_dn: 1.194566 loss_giou_aux_dn: 2.256785 loss: 15.264421 eta: 5 days, 21:43:09 batch_cost: 0.6479 data_cost: 0.0018 ips: 6.1733 images/s [04/10 10:21:30] ppdet.engine INFO: Epoch: [13] [1800/7329] learning_rate: 0.000100 loss_class: 0.620499 loss_bbox: 0.140360 loss_giou: 0.442182 loss_class_aux: 3.996084 loss_bbox_aux: 0.930094 loss_giou_aux: 2.733762 loss_class_dn: 0.349638 loss_bbox_dn: 0.179510 loss_giou_dn: 0.455393 loss_class_aux_dn: 1.879774 loss_bbox_aux_dn: 1.022305 loss_giou_aux_dn: 2.479946 loss: 15.707860 eta: 5 days, 21:42:11 batch_cost: 0.6604 data_cost: 0.0018 ips: 6.0565 images/s [04/10 10:22:40] ppdet.engine INFO: Epoch: [13] [1900/7329] learning_rate: 0.000100 loss_class: 0.629506 loss_bbox: 0.163513 loss_giou: 0.393283 loss_class_aux: 4.064803 loss_bbox_aux: 1.034020 loss_giou_aux: 2.474692 loss_class_dn: 0.355494 loss_bbox_dn: 0.190964 loss_giou_dn: 0.439526 loss_class_aux_dn: 1.940068 loss_bbox_aux_dn: 1.108316 loss_giou_aux_dn: 2.434870 loss: 16.222527 eta: 5 days, 21:41:03 batch_cost: 0.6483 data_cost: 0.0018 ips: 6.1703 images/s [04/10 10:23:51] ppdet.engine INFO: Epoch: [13] [2000/7329] learning_rate: 0.000100 loss_class: 0.580130 loss_bbox: 0.151551 loss_giou: 0.353429 loss_class_aux: 3.911050 loss_bbox_aux: 0.986410 loss_giou_aux: 2.294951 loss_class_dn: 0.327669 loss_bbox_dn: 0.199821 loss_giou_dn: 0.393360 loss_class_aux_dn: 1.776891 loss_bbox_aux_dn: 1.174562 loss_giou_aux_dn: 2.185182 loss: 15.138762 eta: 5 days, 21:39:55 batch_cost: 0.6494 data_cost: 0.0017 ips: 6.1594 images/s [04/10 10:25:02] ppdet.engine INFO: Epoch: [13] [2100/7329] learning_rate: 0.000100 loss_class: 0.565475 loss_bbox: 0.137382 loss_giou: 0.366885 loss_class_aux: 3.541178 loss_bbox_aux: 0.916360 loss_giou_aux: 2.314088 loss_class_dn: 0.305993 loss_bbox_dn: 0.175885 loss_giou_dn: 0.357487 loss_class_aux_dn: 1.605588 loss_bbox_aux_dn: 1.016425 loss_giou_aux_dn: 1.978632 loss: 13.852699 eta: 5 days, 21:38:50 batch_cost: 0.6522 data_cost: 0.0017 ips: 6.1334 images/s [04/10 10:26:12] ppdet.engine INFO: Epoch: [13] [2200/7329] learning_rate: 0.000100 loss_class: 0.659778 loss_bbox: 0.156569 loss_giou: 0.390887 loss_class_aux: 4.367286 loss_bbox_aux: 1.065472 loss_giou_aux: 2.527628 loss_class_dn: 0.374122 loss_bbox_dn: 0.206670 loss_giou_dn: 0.427046 loss_class_aux_dn: 1.965379 loss_bbox_aux_dn: 1.221982 loss_giou_aux_dn: 2.362304 loss: 16.238148 eta: 5 days, 21:37:40 batch_cost: 0.6458 data_cost: 0.0019 ips: 6.1939 images/s [04/10 10:27:22] ppdet.engine INFO: Epoch: [13] [2300/7329] learning_rate: 0.000100 loss_class: 0.720654 loss_bbox: 0.178523 loss_giou: 0.454145 loss_class_aux: 4.562764 loss_bbox_aux: 1.139471 loss_giou_aux: 2.872753 loss_class_dn: 0.402341 loss_bbox_dn: 0.218893 loss_giou_dn: 0.510695 loss_class_aux_dn: 2.175960 loss_bbox_aux_dn: 1.253101 loss_giou_aux_dn: 2.733884 loss: 18.256886 eta: 5 days, 21:36:32 batch_cost: 0.6486 data_cost: 0.0018 ips: 6.1673 images/s [04/10 10:28:32] ppdet.engine INFO: Epoch: [13] [2400/7329] learning_rate: 0.000100 loss_class: 0.628512 loss_bbox: 0.147163 loss_giou: 0.410877 loss_class_aux: 4.007065 loss_bbox_aux: 0.972237 loss_giou_aux: 2.602593 loss_class_dn: 0.350288 loss_bbox_dn: 0.189620 loss_giou_dn: 0.451521 loss_class_aux_dn: 1.867733 loss_bbox_aux_dn: 1.061792 loss_giou_aux_dn: 2.453736 loss: 15.824081 eta: 5 days, 21:35:22 batch_cost: 0.6463 data_cost: 0.0017 ips: 6.1891 images/s [04/10 10:29:43] ppdet.engine INFO: Epoch: [13] [2500/7329] learning_rate: 0.000100 loss_class: 0.669509 loss_bbox: 0.178487 loss_giou: 0.428339 loss_class_aux: 4.572772 loss_bbox_aux: 1.161233 loss_giou_aux: 2.634640 loss_class_dn: 0.377513 loss_bbox_dn: 0.225245 loss_giou_dn: 0.441165 loss_class_aux_dn: 2.028700 loss_bbox_aux_dn: 1.293011 loss_giou_aux_dn: 2.443627 loss: 16.872654 eta: 5 days, 21:34:11 batch_cost: 0.6442 data_cost: 0.0017 ips: 6.2091 images/s [04/10 10:30:53] ppdet.engine INFO: Epoch: [13] [2600/7329] learning_rate: 0.000100 loss_class: 0.614087 loss_bbox: 0.163708 loss_giou: 0.426209 loss_class_aux: 3.980151 loss_bbox_aux: 1.072258 loss_giou_aux: 2.667015 loss_class_dn: 0.355595 loss_bbox_dn: 0.208362 loss_giou_dn: 0.458793 loss_class_aux_dn: 1.914772 loss_bbox_aux_dn: 1.209571 loss_giou_aux_dn: 2.450340 loss: 16.430819 eta: 5 days, 21:33:00 batch_cost: 0.6449 data_cost: 0.0018 ips: 6.2024 images/s [04/10 10:32:04] ppdet.engine INFO: Epoch: [13] [2700/7329] learning_rate: 0.000100 loss_class: 0.647973 loss_bbox: 0.158626 loss_giou: 0.449016 loss_class_aux: 4.121169 loss_bbox_aux: 1.066483 loss_giou_aux: 2.824198 loss_class_dn: 0.344216 loss_bbox_dn: 0.185312 loss_giou_dn: 0.431622 loss_class_aux_dn: 1.802891 loss_bbox_aux_dn: 1.047801 loss_giou_aux_dn: 2.406750 loss: 16.216038 eta: 5 days, 21:31:58 batch_cost: 0.6553 data_cost: 0.0019 ips: 6.1041 images/s [04/10 10:33:15] ppdet.engine INFO: Epoch: [13] [2800/7329] learning_rate: 0.000100 loss_class: 0.591159 loss_bbox: 0.152829 loss_giou: 0.362570 loss_class_aux: 3.709438 loss_bbox_aux: 0.984713 loss_giou_aux: 2.297763 loss_class_dn: 0.330825 loss_bbox_dn: 0.197193 loss_giou_dn: 0.392629 loss_class_aux_dn: 1.794415 loss_bbox_aux_dn: 1.086707 loss_giou_aux_dn: 2.116187 loss: 14.609383 eta: 5 days, 21:30:54 batch_cost: 0.6537 data_cost: 0.0018 ips: 6.1191 images/s [04/10 10:34:25] ppdet.engine INFO: Epoch: [13] [2900/7329] learning_rate: 0.000100 loss_class: 0.694021 loss_bbox: 0.149105 loss_giou: 0.420833 loss_class_aux: 4.175164 loss_bbox_aux: 0.980793 loss_giou_aux: 2.738421 loss_class_dn: 0.378274 loss_bbox_dn: 0.177859 loss_giou_dn: 0.435830 loss_class_aux_dn: 1.995466 loss_bbox_aux_dn: 1.017384 loss_giou_aux_dn: 2.397774 loss: 16.113045 eta: 5 days, 21:29:41 batch_cost: 0.6424 data_cost: 0.0017 ips: 6.2267 images/s [04/10 10:35:36] ppdet.engine INFO: Epoch: [13] [3000/7329] learning_rate: 0.000100 loss_class: 0.523272 loss_bbox: 0.125282 loss_giou: 0.302962 loss_class_aux: 3.499156 loss_bbox_aux: 0.813823 loss_giou_aux: 2.020285 loss_class_dn: 0.300832 loss_bbox_dn: 0.170491 loss_giou_dn: 0.342308 loss_class_aux_dn: 1.601295 loss_bbox_aux_dn: 1.015812 loss_giou_aux_dn: 1.906594 loss: 12.777187 eta: 5 days, 21:28:40 batch_cost: 0.6569 data_cost: 0.0019 ips: 6.0894 images/s [04/10 10:36:49] ppdet.engine INFO: Epoch: [13] [3100/7329] learning_rate: 0.000100 loss_class: 0.622808 loss_bbox: 0.141678 loss_giou: 0.423440 loss_class_aux: 3.867453 loss_bbox_aux: 0.912615 loss_giou_aux: 2.581546 loss_class_dn: 0.339502 loss_bbox_dn: 0.166719 loss_giou_dn: 0.410241 loss_class_aux_dn: 1.825370 loss_bbox_aux_dn: 0.948044 loss_giou_aux_dn: 2.234982 loss: 14.607515 eta: 5 days, 21:27:47 batch_cost: 0.6672 data_cost: 0.0018 ips: 5.9950 images/s [04/10 10:37:59] ppdet.engine INFO: Epoch: [13] [3200/7329] learning_rate: 0.000100 loss_class: 0.671564 loss_bbox: 0.171843 loss_giou: 0.467650 loss_class_aux: 4.301067 loss_bbox_aux: 1.088457 loss_giou_aux: 2.976285 loss_class_dn: 0.387203 loss_bbox_dn: 0.199882 loss_giou_dn: 0.499186 loss_class_aux_dn: 2.085120 loss_bbox_aux_dn: 1.146700 loss_giou_aux_dn: 2.701842 loss: 17.720886 eta: 5 days, 21:26:38 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1779 images/s [04/10 10:39:09] ppdet.engine INFO: Epoch: [13] [3300/7329] learning_rate: 0.000100 loss_class: 0.656843 loss_bbox: 0.149396 loss_giou: 0.381763 loss_class_aux: 4.184738 loss_bbox_aux: 0.922267 loss_giou_aux: 2.466177 loss_class_dn: 0.364881 loss_bbox_dn: 0.208203 loss_giou_dn: 0.428608 loss_class_aux_dn: 1.928556 loss_bbox_aux_dn: 1.137865 loss_giou_aux_dn: 2.305232 loss: 15.437536 eta: 5 days, 21:25:30 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1711 images/s [04/10 10:40:20] ppdet.engine INFO: Epoch: [13] [3400/7329] learning_rate: 0.000100 loss_class: 0.639745 loss_bbox: 0.145805 loss_giou: 0.399344 loss_class_aux: 4.185939 loss_bbox_aux: 0.964219 loss_giou_aux: 2.491776 loss_class_dn: 0.361737 loss_bbox_dn: 0.176784 loss_giou_dn: 0.430608 loss_class_aux_dn: 1.925694 loss_bbox_aux_dn: 1.043696 loss_giou_aux_dn: 2.253133 loss: 15.786261 eta: 5 days, 21:24:27 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1094 images/s [04/10 10:41:32] ppdet.engine INFO: Epoch: [13] [3500/7329] learning_rate: 0.000100 loss_class: 0.617016 loss_bbox: 0.159638 loss_giou: 0.428677 loss_class_aux: 3.976111 loss_bbox_aux: 1.038259 loss_giou_aux: 2.689141 loss_class_dn: 0.346499 loss_bbox_dn: 0.195417 loss_giou_dn: 0.460827 loss_class_aux_dn: 1.905044 loss_bbox_aux_dn: 1.094627 loss_giou_aux_dn: 2.485049 loss: 16.873493 eta: 5 days, 21:23:23 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1217 images/s [04/10 10:42:43] ppdet.engine INFO: Epoch: [13] [3600/7329] learning_rate: 0.000100 loss_class: 0.648274 loss_bbox: 0.140116 loss_giou: 0.500270 loss_class_aux: 4.295547 loss_bbox_aux: 0.937887 loss_giou_aux: 3.106453 loss_class_dn: 0.395708 loss_bbox_dn: 0.183405 loss_giou_dn: 0.503790 loss_class_aux_dn: 2.114118 loss_bbox_aux_dn: 1.036674 loss_giou_aux_dn: 2.735291 loss: 16.714214 eta: 5 days, 21:22:26 batch_cost: 0.6632 data_cost: 0.0018 ips: 6.0317 images/s [04/10 10:43:53] ppdet.engine INFO: Epoch: [13] [3700/7329] learning_rate: 0.000100 loss_class: 0.685987 loss_bbox: 0.151356 loss_giou: 0.466090 loss_class_aux: 4.265395 loss_bbox_aux: 1.004156 loss_giou_aux: 2.995118 loss_class_dn: 0.371994 loss_bbox_dn: 0.184466 loss_giou_dn: 0.469237 loss_class_aux_dn: 2.020162 loss_bbox_aux_dn: 1.040058 loss_giou_aux_dn: 2.567160 loss: 16.577766 eta: 5 days, 21:21:17 batch_cost: 0.6473 data_cost: 0.0018 ips: 6.1797 images/s [04/10 10:45:05] ppdet.engine INFO: Epoch: [13] [3800/7329] learning_rate: 0.000100 loss_class: 0.616678 loss_bbox: 0.149773 loss_giou: 0.404448 loss_class_aux: 3.988275 loss_bbox_aux: 0.992172 loss_giou_aux: 2.527774 loss_class_dn: 0.340685 loss_bbox_dn: 0.178900 loss_giou_dn: 0.451654 loss_class_aux_dn: 1.863919 loss_bbox_aux_dn: 1.046584 loss_giou_aux_dn: 2.449926 loss: 15.901159 eta: 5 days, 21:20:14 batch_cost: 0.6543 data_cost: 0.0017 ips: 6.1131 images/s [04/10 10:46:15] ppdet.engine INFO: Epoch: [13] [3900/7329] learning_rate: 0.000100 loss_class: 0.642022 loss_bbox: 0.147736 loss_giou: 0.414630 loss_class_aux: 4.155350 loss_bbox_aux: 0.961054 loss_giou_aux: 2.569979 loss_class_dn: 0.340264 loss_bbox_dn: 0.203325 loss_giou_dn: 0.397472 loss_class_aux_dn: 1.838691 loss_bbox_aux_dn: 1.128429 loss_giou_aux_dn: 2.202804 loss: 15.626123 eta: 5 days, 21:19:07 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1603 images/s [04/10 10:47:24] ppdet.engine INFO: Epoch: [13] [4000/7329] learning_rate: 0.000100 loss_class: 0.638101 loss_bbox: 0.159901 loss_giou: 0.464061 loss_class_aux: 4.240328 loss_bbox_aux: 1.048622 loss_giou_aux: 2.842664 loss_class_dn: 0.376714 loss_bbox_dn: 0.220346 loss_giou_dn: 0.480975 loss_class_aux_dn: 2.004828 loss_bbox_aux_dn: 1.222024 loss_giou_aux_dn: 2.549825 loss: 17.141933 eta: 5 days, 21:17:49 batch_cost: 0.6360 data_cost: 0.0018 ips: 6.2894 images/s [04/10 10:48:35] ppdet.engine INFO: Epoch: [13] [4100/7329] learning_rate: 0.000100 loss_class: 0.625429 loss_bbox: 0.173044 loss_giou: 0.395336 loss_class_aux: 3.997864 loss_bbox_aux: 1.051725 loss_giou_aux: 2.445989 loss_class_dn: 0.369908 loss_bbox_dn: 0.189329 loss_giou_dn: 0.448229 loss_class_aux_dn: 1.971459 loss_bbox_aux_dn: 1.084659 loss_giou_aux_dn: 2.405635 loss: 15.845827 eta: 5 days, 21:16:45 batch_cost: 0.6530 data_cost: 0.0017 ips: 6.1257 images/s [04/10 10:49:48] ppdet.engine INFO: Epoch: [13] [4200/7329] learning_rate: 0.000100 loss_class: 0.689846 loss_bbox: 0.178029 loss_giou: 0.507759 loss_class_aux: 4.380018 loss_bbox_aux: 1.105646 loss_giou_aux: 3.280584 loss_class_dn: 0.394465 loss_bbox_dn: 0.202104 loss_giou_dn: 0.517230 loss_class_aux_dn: 2.123212 loss_bbox_aux_dn: 1.135710 loss_giou_aux_dn: 2.834904 loss: 17.692307 eta: 5 days, 21:15:51 batch_cost: 0.6665 data_cost: 0.0017 ips: 6.0011 images/s [04/10 10:50:58] ppdet.engine INFO: Epoch: [13] [4300/7329] learning_rate: 0.000100 loss_class: 0.608838 loss_bbox: 0.138288 loss_giou: 0.378662 loss_class_aux: 3.888845 loss_bbox_aux: 0.876197 loss_giou_aux: 2.499374 loss_class_dn: 0.348421 loss_bbox_dn: 0.174806 loss_giou_dn: 0.439143 loss_class_aux_dn: 1.842821 loss_bbox_aux_dn: 1.014959 loss_giou_aux_dn: 2.383900 loss: 15.789042 eta: 5 days, 21:14:43 batch_cost: 0.6493 data_cost: 0.0019 ips: 6.1608 images/s [04/10 10:52:09] ppdet.engine INFO: Epoch: [13] [4400/7329] learning_rate: 0.000100 loss_class: 0.587463 loss_bbox: 0.151771 loss_giou: 0.349006 loss_class_aux: 3.887435 loss_bbox_aux: 1.008790 loss_giou_aux: 2.348652 loss_class_dn: 0.320051 loss_bbox_dn: 0.204054 loss_giou_dn: 0.373698 loss_class_aux_dn: 1.692806 loss_bbox_aux_dn: 1.162890 loss_giou_aux_dn: 2.054540 loss: 14.448797 eta: 5 days, 21:13:39 batch_cost: 0.6524 data_cost: 0.0019 ips: 6.1311 images/s [04/10 10:53:21] ppdet.engine INFO: Epoch: [13] [4500/7329] learning_rate: 0.000100 loss_class: 0.684495 loss_bbox: 0.154084 loss_giou: 0.464135 loss_class_aux: 4.338075 loss_bbox_aux: 1.000104 loss_giou_aux: 3.009170 loss_class_dn: 0.396484 loss_bbox_dn: 0.176922 loss_giou_dn: 0.462255 loss_class_aux_dn: 2.136165 loss_bbox_aux_dn: 1.059476 loss_giou_aux_dn: 2.579069 loss: 17.930523 eta: 5 days, 21:12:37 batch_cost: 0.6564 data_cost: 0.0017 ips: 6.0943 images/s [04/10 10:54:33] ppdet.engine INFO: Epoch: [13] [4600/7329] learning_rate: 0.000100 loss_class: 0.631147 loss_bbox: 0.145240 loss_giou: 0.407802 loss_class_aux: 4.114257 loss_bbox_aux: 0.968082 loss_giou_aux: 2.654451 loss_class_dn: 0.332747 loss_bbox_dn: 0.199008 loss_giou_dn: 0.421861 loss_class_aux_dn: 1.761998 loss_bbox_aux_dn: 1.123613 loss_giou_aux_dn: 2.358247 loss: 15.257281 eta: 5 days, 21:11:38 batch_cost: 0.6602 data_cost: 0.0017 ips: 6.0584 images/s [04/10 10:55:43] ppdet.engine INFO: Epoch: [13] [4700/7329] learning_rate: 0.000100 loss_class: 0.606113 loss_bbox: 0.139503 loss_giou: 0.362978 loss_class_aux: 4.029184 loss_bbox_aux: 0.919024 loss_giou_aux: 2.381103 loss_class_dn: 0.333398 loss_bbox_dn: 0.183570 loss_giou_dn: 0.392913 loss_class_aux_dn: 1.838240 loss_bbox_aux_dn: 1.042653 loss_giou_aux_dn: 2.110632 loss: 15.175514 eta: 5 days, 21:10:33 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1337 images/s [04/10 10:56:54] ppdet.engine INFO: Epoch: [13] [4800/7329] learning_rate: 0.000100 loss_class: 0.636456 loss_bbox: 0.145687 loss_giou: 0.366843 loss_class_aux: 4.079871 loss_bbox_aux: 0.962877 loss_giou_aux: 2.354332 loss_class_dn: 0.355546 loss_bbox_dn: 0.201343 loss_giou_dn: 0.395066 loss_class_aux_dn: 1.895412 loss_bbox_aux_dn: 1.127140 loss_giou_aux_dn: 2.177420 loss: 14.901192 eta: 5 days, 21:09:26 batch_cost: 0.6494 data_cost: 0.0019 ips: 6.1599 images/s [04/10 10:58:03] ppdet.engine INFO: Epoch: [13] [4900/7329] learning_rate: 0.000100 loss_class: 0.560947 loss_bbox: 0.142393 loss_giou: 0.372403 loss_class_aux: 3.769939 loss_bbox_aux: 0.942526 loss_giou_aux: 2.385393 loss_class_dn: 0.323403 loss_bbox_dn: 0.168797 loss_giou_dn: 0.380268 loss_class_aux_dn: 1.704298 loss_bbox_aux_dn: 0.947273 loss_giou_aux_dn: 2.067903 loss: 14.212150 eta: 5 days, 21:08:08 batch_cost: 0.6358 data_cost: 0.0017 ips: 6.2910 images/s [04/10 10:59:13] ppdet.engine INFO: Epoch: [13] [5000/7329] learning_rate: 0.000100 loss_class: 0.603514 loss_bbox: 0.123246 loss_giou: 0.388725 loss_class_aux: 3.784517 loss_bbox_aux: 0.829185 loss_giou_aux: 2.485495 loss_class_dn: 0.333620 loss_bbox_dn: 0.160020 loss_giou_dn: 0.412180 loss_class_aux_dn: 1.769764 loss_bbox_aux_dn: 0.910632 loss_giou_aux_dn: 2.255370 loss: 15.129137 eta: 5 days, 21:06:57 batch_cost: 0.6451 data_cost: 0.0017 ips: 6.2006 images/s [04/10 11:00:23] ppdet.engine INFO: Epoch: [13] [5100/7329] learning_rate: 0.000100 loss_class: 0.621483 loss_bbox: 0.156575 loss_giou: 0.418601 loss_class_aux: 4.094113 loss_bbox_aux: 1.006757 loss_giou_aux: 2.687131 loss_class_dn: 0.360205 loss_bbox_dn: 0.191878 loss_giou_dn: 0.467992 loss_class_aux_dn: 1.921255 loss_bbox_aux_dn: 1.079963 loss_giou_aux_dn: 2.555663 loss: 16.321894 eta: 5 days, 21:05:51 batch_cost: 0.6505 data_cost: 0.0017 ips: 6.1492 images/s [04/10 11:01:34] ppdet.engine INFO: Epoch: [13] [5200/7329] learning_rate: 0.000100 loss_class: 0.612023 loss_bbox: 0.141264 loss_giou: 0.405989 loss_class_aux: 4.012143 loss_bbox_aux: 0.927350 loss_giou_aux: 2.532296 loss_class_dn: 0.331903 loss_bbox_dn: 0.181686 loss_giou_dn: 0.428465 loss_class_aux_dn: 1.816242 loss_bbox_aux_dn: 1.038213 loss_giou_aux_dn: 2.320080 loss: 15.611839 eta: 5 days, 21:04:48 batch_cost: 0.6547 data_cost: 0.0018 ips: 6.1093 images/s [04/10 11:02:45] ppdet.engine INFO: Epoch: [13] [5300/7329] learning_rate: 0.000100 loss_class: 0.677376 loss_bbox: 0.155738 loss_giou: 0.506064 loss_class_aux: 4.256927 loss_bbox_aux: 1.043541 loss_giou_aux: 3.398553 loss_class_dn: 0.394718 loss_bbox_dn: 0.197272 loss_giou_dn: 0.558755 loss_class_aux_dn: 2.113310 loss_bbox_aux_dn: 1.105532 loss_giou_aux_dn: 3.028443 loss: 18.621372 eta: 5 days, 21:03:38 batch_cost: 0.6461 data_cost: 0.0017 ips: 6.1908 images/s [04/10 11:03:57] ppdet.engine INFO: Epoch: [13] [5400/7329] learning_rate: 0.000100 loss_class: 0.637271 loss_bbox: 0.162114 loss_giou: 0.449999 loss_class_aux: 4.103221 loss_bbox_aux: 1.060964 loss_giou_aux: 2.888972 loss_class_dn: 0.354132 loss_bbox_dn: 0.197533 loss_giou_dn: 0.429560 loss_class_aux_dn: 1.854490 loss_bbox_aux_dn: 1.159285 loss_giou_aux_dn: 2.326927 loss: 16.063410 eta: 5 days, 21:02:43 batch_cost: 0.6646 data_cost: 0.0018 ips: 6.0187 images/s [04/10 11:05:11] ppdet.engine INFO: Epoch: [13] [5500/7329] learning_rate: 0.000100 loss_class: 0.644839 loss_bbox: 0.154334 loss_giou: 0.410003 loss_class_aux: 4.098632 loss_bbox_aux: 1.003399 loss_giou_aux: 2.654707 loss_class_dn: 0.389450 loss_bbox_dn: 0.202343 loss_giou_dn: 0.443162 loss_class_aux_dn: 2.101947 loss_bbox_aux_dn: 1.161837 loss_giou_aux_dn: 2.441669 loss: 16.087555 eta: 5 days, 21:01:51 batch_cost: 0.6695 data_cost: 0.0015 ips: 5.9748 images/s [04/10 11:06:22] ppdet.engine INFO: Epoch: [13] [5600/7329] learning_rate: 0.000100 loss_class: 0.671166 loss_bbox: 0.180205 loss_giou: 0.423278 loss_class_aux: 4.326759 loss_bbox_aux: 1.165588 loss_giou_aux: 2.700561 loss_class_dn: 0.382349 loss_bbox_dn: 0.192253 loss_giou_dn: 0.441501 loss_class_aux_dn: 2.023925 loss_bbox_aux_dn: 1.138049 loss_giou_aux_dn: 2.490657 loss: 16.844429 eta: 5 days, 21:00:45 batch_cost: 0.6506 data_cost: 0.0017 ips: 6.1479 images/s [04/10 11:07:31] ppdet.engine INFO: Epoch: [13] [5700/7329] learning_rate: 0.000100 loss_class: 0.550062 loss_bbox: 0.144915 loss_giou: 0.360057 loss_class_aux: 3.729798 loss_bbox_aux: 0.947694 loss_giou_aux: 2.357033 loss_class_dn: 0.307244 loss_bbox_dn: 0.191591 loss_giou_dn: 0.384220 loss_class_aux_dn: 1.623368 loss_bbox_aux_dn: 1.049677 loss_giou_aux_dn: 2.108419 loss: 13.989489 eta: 5 days, 20:59:33 batch_cost: 0.6427 data_cost: 0.0018 ips: 6.2233 images/s [04/10 11:08:42] ppdet.engine INFO: Epoch: [13] [5800/7329] learning_rate: 0.000100 loss_class: 0.550851 loss_bbox: 0.138683 loss_giou: 0.390665 loss_class_aux: 3.577690 loss_bbox_aux: 0.903217 loss_giou_aux: 2.515057 loss_class_dn: 0.327927 loss_bbox_dn: 0.168997 loss_giou_dn: 0.417686 loss_class_aux_dn: 1.758972 loss_bbox_aux_dn: 0.973626 loss_giou_aux_dn: 2.261564 loss: 14.874713 eta: 5 days, 20:58:28 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1247 images/s [04/10 11:09:54] ppdet.engine INFO: Epoch: [13] [5900/7329] learning_rate: 0.000100 loss_class: 0.674652 loss_bbox: 0.144468 loss_giou: 0.420429 loss_class_aux: 4.402316 loss_bbox_aux: 0.994644 loss_giou_aux: 2.715866 loss_class_dn: 0.373239 loss_bbox_dn: 0.213989 loss_giou_dn: 0.460931 loss_class_aux_dn: 2.001191 loss_bbox_aux_dn: 1.203501 loss_giou_aux_dn: 2.480569 loss: 16.873150 eta: 5 days, 20:57:27 batch_cost: 0.6577 data_cost: 0.0018 ips: 6.0813 images/s [04/10 11:11:03] ppdet.engine INFO: Epoch: [13] [6000/7329] learning_rate: 0.000100 loss_class: 0.578537 loss_bbox: 0.144890 loss_giou: 0.343670 loss_class_aux: 3.878451 loss_bbox_aux: 0.906619 loss_giou_aux: 2.108794 loss_class_dn: 0.329804 loss_bbox_dn: 0.177871 loss_giou_dn: 0.384459 loss_class_aux_dn: 1.786128 loss_bbox_aux_dn: 1.027267 loss_giou_aux_dn: 2.112640 loss: 13.553836 eta: 5 days, 20:56:13 batch_cost: 0.6395 data_cost: 0.0018 ips: 6.2545 images/s [04/10 11:12:13] ppdet.engine INFO: Epoch: [13] [6100/7329] learning_rate: 0.000100 loss_class: 0.638127 loss_bbox: 0.154561 loss_giou: 0.393271 loss_class_aux: 4.147098 loss_bbox_aux: 0.966327 loss_giou_aux: 2.550218 loss_class_dn: 0.332140 loss_bbox_dn: 0.201941 loss_giou_dn: 0.425033 loss_class_aux_dn: 1.777961 loss_bbox_aux_dn: 1.191129 loss_giou_aux_dn: 2.375190 loss: 14.754910 eta: 5 days, 20:55:03 batch_cost: 0.6468 data_cost: 0.0018 ips: 6.1843 images/s [04/10 11:13:24] ppdet.engine INFO: Epoch: [13] [6200/7329] learning_rate: 0.000100 loss_class: 0.621776 loss_bbox: 0.154038 loss_giou: 0.413020 loss_class_aux: 4.154262 loss_bbox_aux: 0.970057 loss_giou_aux: 2.700167 loss_class_dn: 0.348987 loss_bbox_dn: 0.181287 loss_giou_dn: 0.419005 loss_class_aux_dn: 1.881919 loss_bbox_aux_dn: 1.054876 loss_giou_aux_dn: 2.219779 loss: 14.594317 eta: 5 days, 20:53:57 batch_cost: 0.6505 data_cost: 0.0017 ips: 6.1493 images/s [04/10 11:14:34] ppdet.engine INFO: Epoch: [13] [6300/7329] learning_rate: 0.000100 loss_class: 0.658128 loss_bbox: 0.152329 loss_giou: 0.409279 loss_class_aux: 4.167370 loss_bbox_aux: 0.994984 loss_giou_aux: 2.622348 loss_class_dn: 0.346721 loss_bbox_dn: 0.191286 loss_giou_dn: 0.440374 loss_class_aux_dn: 1.923630 loss_bbox_aux_dn: 1.106645 loss_giou_aux_dn: 2.429382 loss: 16.135448 eta: 5 days, 20:52:47 batch_cost: 0.6450 data_cost: 0.0017 ips: 6.2015 images/s [04/10 11:15:44] ppdet.engine INFO: Epoch: [13] [6400/7329] learning_rate: 0.000100 loss_class: 0.637779 loss_bbox: 0.153088 loss_giou: 0.421740 loss_class_aux: 4.090739 loss_bbox_aux: 1.011369 loss_giou_aux: 2.712583 loss_class_dn: 0.375752 loss_bbox_dn: 0.195522 loss_giou_dn: 0.460284 loss_class_aux_dn: 1.963933 loss_bbox_aux_dn: 1.127132 loss_giou_aux_dn: 2.544861 loss: 16.589712 eta: 5 days, 20:51:34 batch_cost: 0.6419 data_cost: 0.0017 ips: 6.2318 images/s [04/10 11:16:55] ppdet.engine INFO: Epoch: [13] [6500/7329] learning_rate: 0.000100 loss_class: 0.626271 loss_bbox: 0.152001 loss_giou: 0.381839 loss_class_aux: 4.246038 loss_bbox_aux: 1.020578 loss_giou_aux: 2.498997 loss_class_dn: 0.337843 loss_bbox_dn: 0.200175 loss_giou_dn: 0.413074 loss_class_aux_dn: 1.821605 loss_bbox_aux_dn: 1.159105 loss_giou_aux_dn: 2.259812 loss: 15.339058 eta: 5 days, 20:50:29 batch_cost: 0.6521 data_cost: 0.0017 ips: 6.1341 images/s [04/10 11:18:06] ppdet.engine INFO: Epoch: [13] [6600/7329] learning_rate: 0.000100 loss_class: 0.666792 loss_bbox: 0.143434 loss_giou: 0.410908 loss_class_aux: 4.130810 loss_bbox_aux: 0.974246 loss_giou_aux: 2.580618 loss_class_dn: 0.369653 loss_bbox_dn: 0.183071 loss_giou_dn: 0.431311 loss_class_aux_dn: 1.970174 loss_bbox_aux_dn: 1.086461 loss_giou_aux_dn: 2.356478 loss: 16.153557 eta: 5 days, 20:49:29 batch_cost: 0.6590 data_cost: 0.0019 ips: 6.0701 images/s [04/10 11:19:17] ppdet.engine INFO: Epoch: [13] [6700/7329] learning_rate: 0.000100 loss_class: 0.625724 loss_bbox: 0.143937 loss_giou: 0.474504 loss_class_aux: 4.128647 loss_bbox_aux: 0.925007 loss_giou_aux: 2.930382 loss_class_dn: 0.360964 loss_bbox_dn: 0.179542 loss_giou_dn: 0.463862 loss_class_aux_dn: 1.929285 loss_bbox_aux_dn: 0.997653 loss_giou_aux_dn: 2.523073 loss: 15.728714 eta: 5 days, 20:48:24 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1343 images/s [04/10 11:20:28] ppdet.engine INFO: Epoch: [13] [6800/7329] learning_rate: 0.000100 loss_class: 0.637169 loss_bbox: 0.146067 loss_giou: 0.444552 loss_class_aux: 4.282223 loss_bbox_aux: 0.992808 loss_giou_aux: 2.765709 loss_class_dn: 0.356327 loss_bbox_dn: 0.206552 loss_giou_dn: 0.461543 loss_class_aux_dn: 1.930315 loss_bbox_aux_dn: 1.174366 loss_giou_aux_dn: 2.551892 loss: 16.380919 eta: 5 days, 20:47:19 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1316 images/s [04/10 11:21:39] ppdet.engine INFO: Epoch: [13] [6900/7329] learning_rate: 0.000100 loss_class: 0.640323 loss_bbox: 0.161512 loss_giou: 0.468298 loss_class_aux: 4.100399 loss_bbox_aux: 1.016713 loss_giou_aux: 2.935083 loss_class_dn: 0.379094 loss_bbox_dn: 0.194103 loss_giou_dn: 0.500224 loss_class_aux_dn: 2.034051 loss_bbox_aux_dn: 1.141006 loss_giou_aux_dn: 2.710780 loss: 16.951454 eta: 5 days, 20:46:15 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1171 images/s [04/10 11:22:50] ppdet.engine INFO: Epoch: [13] [7000/7329] learning_rate: 0.000100 loss_class: 0.582431 loss_bbox: 0.156244 loss_giou: 0.373080 loss_class_aux: 3.729326 loss_bbox_aux: 1.026429 loss_giou_aux: 2.383761 loss_class_dn: 0.354872 loss_bbox_dn: 0.178146 loss_giou_dn: 0.422016 loss_class_aux_dn: 1.919261 loss_bbox_aux_dn: 0.995146 loss_giou_aux_dn: 2.373943 loss: 15.743320 eta: 5 days, 20:45:07 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1640 images/s [04/10 11:24:02] ppdet.engine INFO: Epoch: [13] [7100/7329] learning_rate: 0.000100 loss_class: 0.598056 loss_bbox: 0.134218 loss_giou: 0.447037 loss_class_aux: 3.997969 loss_bbox_aux: 0.886671 loss_giou_aux: 2.952106 loss_class_dn: 0.357543 loss_bbox_dn: 0.159341 loss_giou_dn: 0.467202 loss_class_aux_dn: 1.870163 loss_bbox_aux_dn: 0.921934 loss_giou_aux_dn: 2.476609 loss: 15.126225 eta: 5 days, 20:44:12 batch_cost: 0.6644 data_cost: 0.0018 ips: 6.0207 images/s [04/10 11:25:12] ppdet.engine INFO: Epoch: [13] [7200/7329] learning_rate: 0.000100 loss_class: 0.611141 loss_bbox: 0.131015 loss_giou: 0.378567 loss_class_aux: 4.029053 loss_bbox_aux: 0.860934 loss_giou_aux: 2.423219 loss_class_dn: 0.340360 loss_bbox_dn: 0.179310 loss_giou_dn: 0.402515 loss_class_aux_dn: 1.827238 loss_bbox_aux_dn: 1.036304 loss_giou_aux_dn: 2.165166 loss: 15.118618 eta: 5 days, 20:42:58 batch_cost: 0.6414 data_cost: 0.0016 ips: 6.2366 images/s [04/10 11:26:22] ppdet.engine INFO: Epoch: [13] [7300/7329] learning_rate: 0.000100 loss_class: 0.693021 loss_bbox: 0.157746 loss_giou: 0.434374 loss_class_aux: 4.435482 loss_bbox_aux: 1.040755 loss_giou_aux: 2.854058 loss_class_dn: 0.366824 loss_bbox_dn: 0.225021 loss_giou_dn: 0.475341 loss_class_aux_dn: 1.969665 loss_bbox_aux_dn: 1.235147 loss_giou_aux_dn: 2.588202 loss: 16.812021 eta: 5 days, 20:41:50 batch_cost: 0.6474 data_cost: 0.0017 ips: 6.1790 images/s [04/10 11:26:46] ppdet.engine INFO: Eval iter: 0 [04/10 11:27:13] ppdet.engine INFO: Eval iter: 100 [04/10 11:27:41] ppdet.engine INFO: Eval iter: 200 [04/10 11:28:10] ppdet.engine INFO: Eval iter: 300 [04/10 11:28:37] ppdet.engine INFO: Eval iter: 400 [04/10 11:29:06] ppdet.engine INFO: Eval iter: 500 [04/10 11:29:33] ppdet.engine INFO: Eval iter: 600 [04/10 11:30:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 11:30:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.47s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.89s). Accumulating evaluation results... DONE (t=28.14s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.689 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.313 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.502 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 [04/10 11:33:04] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.6184146177616 [04/10 11:33:04] ppdet.engine INFO: Best test bbox ap is 0.507. [04/10 11:33:08] ppdet.engine INFO: Epoch: [14] [ 0/7329] learning_rate: 0.000100 loss_class: 0.618741 loss_bbox: 0.145735 loss_giou: 0.418084 loss_class_aux: 3.878448 loss_bbox_aux: 0.964741 loss_giou_aux: 2.734605 loss_class_dn: 0.354949 loss_bbox_dn: 0.199149 loss_giou_dn: 0.446971 loss_class_aux_dn: 1.891852 loss_bbox_aux_dn: 1.099895 loss_giou_aux_dn: 2.440503 loss: 16.472980 eta: 5 days, 20:41:28 batch_cost: 0.6415 data_cost: 0.0017 ips: 6.2355 images/s [04/10 11:34:20] ppdet.engine INFO: Epoch: [14] [ 100/7329] learning_rate: 0.000100 loss_class: 0.643249 loss_bbox: 0.153320 loss_giou: 0.523802 loss_class_aux: 4.329689 loss_bbox_aux: 0.987056 loss_giou_aux: 3.348729 loss_class_dn: 0.373441 loss_bbox_dn: 0.177473 loss_giou_dn: 0.525377 loss_class_aux_dn: 2.000911 loss_bbox_aux_dn: 1.023053 loss_giou_aux_dn: 2.800886 loss: 17.031153 eta: 5 days, 20:40:26 batch_cost: 0.6551 data_cost: 0.0016 ips: 6.1062 images/s [04/10 11:35:29] ppdet.engine INFO: Epoch: [14] [ 200/7329] learning_rate: 0.000100 loss_class: 0.676275 loss_bbox: 0.152839 loss_giou: 0.458538 loss_class_aux: 4.470752 loss_bbox_aux: 1.028581 loss_giou_aux: 2.942218 loss_class_dn: 0.373948 loss_bbox_dn: 0.193898 loss_giou_dn: 0.468931 loss_class_aux_dn: 2.055937 loss_bbox_aux_dn: 1.110312 loss_giou_aux_dn: 2.565290 loss: 16.969902 eta: 5 days, 20:39:08 batch_cost: 0.6354 data_cost: 0.0017 ips: 6.2956 images/s [04/10 11:36:41] ppdet.engine INFO: Epoch: [14] [ 300/7329] learning_rate: 0.000100 loss_class: 0.662580 loss_bbox: 0.146064 loss_giou: 0.400048 loss_class_aux: 4.246548 loss_bbox_aux: 0.963918 loss_giou_aux: 2.503919 loss_class_dn: 0.353698 loss_bbox_dn: 0.219583 loss_giou_dn: 0.439196 loss_class_aux_dn: 1.878596 loss_bbox_aux_dn: 1.251777 loss_giou_aux_dn: 2.360476 loss: 15.455429 eta: 5 days, 20:38:09 batch_cost: 0.6602 data_cost: 0.0017 ips: 6.0585 images/s [04/10 11:37:51] ppdet.engine INFO: Epoch: [14] [ 400/7329] learning_rate: 0.000100 loss_class: 0.623296 loss_bbox: 0.147091 loss_giou: 0.396066 loss_class_aux: 4.042195 loss_bbox_aux: 0.976237 loss_giou_aux: 2.451338 loss_class_dn: 0.322168 loss_bbox_dn: 0.194435 loss_giou_dn: 0.412749 loss_class_aux_dn: 1.724293 loss_bbox_aux_dn: 1.079275 loss_giou_aux_dn: 2.280058 loss: 15.084246 eta: 5 days, 20:36:59 batch_cost: 0.6456 data_cost: 0.0017 ips: 6.1954 images/s [04/10 11:39:01] ppdet.engine INFO: Epoch: [14] [ 500/7329] learning_rate: 0.000100 loss_class: 0.615317 loss_bbox: 0.158513 loss_giou: 0.411559 loss_class_aux: 3.971167 loss_bbox_aux: 1.051323 loss_giou_aux: 2.678078 loss_class_dn: 0.351907 loss_bbox_dn: 0.208389 loss_giou_dn: 0.445743 loss_class_aux_dn: 1.891987 loss_bbox_aux_dn: 1.163538 loss_giou_aux_dn: 2.413839 loss: 15.430761 eta: 5 days, 20:35:51 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1665 images/s [04/10 11:40:12] ppdet.engine INFO: Epoch: [14] [ 600/7329] learning_rate: 0.000100 loss_class: 0.616476 loss_bbox: 0.151038 loss_giou: 0.388326 loss_class_aux: 3.942533 loss_bbox_aux: 0.956748 loss_giou_aux: 2.473743 loss_class_dn: 0.345217 loss_bbox_dn: 0.177663 loss_giou_dn: 0.407495 loss_class_aux_dn: 1.861103 loss_bbox_aux_dn: 1.055277 loss_giou_aux_dn: 2.166808 loss: 14.933211 eta: 5 days, 20:34:47 batch_cost: 0.6536 data_cost: 0.0018 ips: 6.1203 images/s [04/10 11:41:25] ppdet.engine INFO: Epoch: [14] [ 700/7329] learning_rate: 0.000100 loss_class: 0.678106 loss_bbox: 0.149330 loss_giou: 0.565094 loss_class_aux: 4.415238 loss_bbox_aux: 0.978276 loss_giou_aux: 3.611562 loss_class_dn: 0.402329 loss_bbox_dn: 0.189126 loss_giou_dn: 0.613107 loss_class_aux_dn: 2.160740 loss_bbox_aux_dn: 1.080243 loss_giou_aux_dn: 3.221343 loss: 18.385319 eta: 5 days, 20:33:57 batch_cost: 0.6716 data_cost: 0.0020 ips: 5.9564 images/s [04/10 11:42:37] ppdet.engine INFO: Epoch: [14] [ 800/7329] learning_rate: 0.000100 loss_class: 0.587518 loss_bbox: 0.145870 loss_giou: 0.355276 loss_class_aux: 3.723257 loss_bbox_aux: 0.850831 loss_giou_aux: 2.151670 loss_class_dn: 0.313352 loss_bbox_dn: 0.193626 loss_giou_dn: 0.385535 loss_class_aux_dn: 1.656495 loss_bbox_aux_dn: 1.129711 loss_giou_aux_dn: 2.223733 loss: 14.778166 eta: 5 days, 20:32:57 batch_cost: 0.6597 data_cost: 0.0019 ips: 6.0634 images/s [04/10 11:43:47] ppdet.engine INFO: Epoch: [14] [ 900/7329] learning_rate: 0.000100 loss_class: 0.609227 loss_bbox: 0.156493 loss_giou: 0.423968 loss_class_aux: 3.921681 loss_bbox_aux: 1.012254 loss_giou_aux: 2.750300 loss_class_dn: 0.360184 loss_bbox_dn: 0.166144 loss_giou_dn: 0.422998 loss_class_aux_dn: 1.915543 loss_bbox_aux_dn: 0.992042 loss_giou_aux_dn: 2.256819 loss: 15.887980 eta: 5 days, 20:31:43 batch_cost: 0.6402 data_cost: 0.0018 ips: 6.2476 images/s [04/10 11:44:57] ppdet.engine INFO: Epoch: [14] [1000/7329] learning_rate: 0.000100 loss_class: 0.688016 loss_bbox: 0.151672 loss_giou: 0.419692 loss_class_aux: 4.625964 loss_bbox_aux: 1.011557 loss_giou_aux: 2.591435 loss_class_dn: 0.394349 loss_bbox_dn: 0.196583 loss_giou_dn: 0.459342 loss_class_aux_dn: 2.108931 loss_bbox_aux_dn: 1.077287 loss_giou_aux_dn: 2.558051 loss: 16.656799 eta: 5 days, 20:30:36 batch_cost: 0.6487 data_cost: 0.0018 ips: 6.1657 images/s [04/10 11:46:13] ppdet.engine INFO: Epoch: [14] [1100/7329] learning_rate: 0.000100 loss_class: 0.665197 loss_bbox: 0.143146 loss_giou: 0.433347 loss_class_aux: 4.283873 loss_bbox_aux: 0.942129 loss_giou_aux: 2.723813 loss_class_dn: 0.361326 loss_bbox_dn: 0.180747 loss_giou_dn: 0.441497 loss_class_aux_dn: 1.936643 loss_bbox_aux_dn: 1.062529 loss_giou_aux_dn: 2.376866 loss: 16.136045 eta: 5 days, 20:29:59 batch_cost: 0.6901 data_cost: 0.0016 ips: 5.7962 images/s [04/10 11:47:30] ppdet.engine INFO: Epoch: [14] [1200/7329] learning_rate: 0.000100 loss_class: 0.612072 loss_bbox: 0.150147 loss_giou: 0.375294 loss_class_aux: 4.067041 loss_bbox_aux: 0.977234 loss_giou_aux: 2.341668 loss_class_dn: 0.343416 loss_bbox_dn: 0.188466 loss_giou_dn: 0.399225 loss_class_aux_dn: 1.851919 loss_bbox_aux_dn: 1.083599 loss_giou_aux_dn: 2.150874 loss: 15.114143 eta: 5 days, 20:29:24 batch_cost: 0.6916 data_cost: 0.0017 ips: 5.7836 images/s [04/10 11:48:42] ppdet.engine INFO: Epoch: [14] [1300/7329] learning_rate: 0.000100 loss_class: 0.659175 loss_bbox: 0.142935 loss_giou: 0.397377 loss_class_aux: 4.358166 loss_bbox_aux: 0.976963 loss_giou_aux: 2.481220 loss_class_dn: 0.331614 loss_bbox_dn: 0.193701 loss_giou_dn: 0.430385 loss_class_aux_dn: 1.814987 loss_bbox_aux_dn: 1.119153 loss_giou_aux_dn: 2.318452 loss: 15.231500 eta: 5 days, 20:28:25 batch_cost: 0.6608 data_cost: 0.0018 ips: 6.0529 images/s [04/10 11:49:53] ppdet.engine INFO: Epoch: [14] [1400/7329] learning_rate: 0.000100 loss_class: 0.636452 loss_bbox: 0.143173 loss_giou: 0.434167 loss_class_aux: 4.086970 loss_bbox_aux: 0.958485 loss_giou_aux: 2.718640 loss_class_dn: 0.352576 loss_bbox_dn: 0.174851 loss_giou_dn: 0.471320 loss_class_aux_dn: 1.885239 loss_bbox_aux_dn: 1.012718 loss_giou_aux_dn: 2.547152 loss: 16.065014 eta: 5 days, 20:27:23 batch_cost: 0.6567 data_cost: 0.0017 ips: 6.0912 images/s [04/10 11:51:04] ppdet.engine INFO: Epoch: [14] [1500/7329] learning_rate: 0.000100 loss_class: 0.658461 loss_bbox: 0.172629 loss_giou: 0.464252 loss_class_aux: 4.329395 loss_bbox_aux: 1.090951 loss_giou_aux: 2.900105 loss_class_dn: 0.382613 loss_bbox_dn: 0.219768 loss_giou_dn: 0.479819 loss_class_aux_dn: 2.049086 loss_bbox_aux_dn: 1.244171 loss_giou_aux_dn: 2.596152 loss: 16.640049 eta: 5 days, 20:26:17 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1519 images/s [04/10 11:52:14] ppdet.engine INFO: Epoch: [14] [1600/7329] learning_rate: 0.000100 loss_class: 0.649923 loss_bbox: 0.148694 loss_giou: 0.401464 loss_class_aux: 4.161190 loss_bbox_aux: 1.003597 loss_giou_aux: 2.580687 loss_class_dn: 0.345459 loss_bbox_dn: 0.181359 loss_giou_dn: 0.465518 loss_class_aux_dn: 1.861513 loss_bbox_aux_dn: 1.047220 loss_giou_aux_dn: 2.535755 loss: 16.441263 eta: 5 days, 20:25:12 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1221 images/s [04/10 11:53:26] ppdet.engine INFO: Epoch: [14] [1700/7329] learning_rate: 0.000100 loss_class: 0.634658 loss_bbox: 0.158292 loss_giou: 0.468308 loss_class_aux: 4.188481 loss_bbox_aux: 1.027569 loss_giou_aux: 2.990277 loss_class_dn: 0.377551 loss_bbox_dn: 0.192431 loss_giou_dn: 0.499882 loss_class_aux_dn: 2.040226 loss_bbox_aux_dn: 1.092486 loss_giou_aux_dn: 2.721740 loss: 16.973896 eta: 5 days, 20:24:08 batch_cost: 0.6535 data_cost: 0.0019 ips: 6.1213 images/s [04/10 11:54:36] ppdet.engine INFO: Epoch: [14] [1800/7329] learning_rate: 0.000100 loss_class: 0.636340 loss_bbox: 0.165736 loss_giou: 0.438848 loss_class_aux: 4.049838 loss_bbox_aux: 1.069876 loss_giou_aux: 2.766552 loss_class_dn: 0.338031 loss_bbox_dn: 0.198331 loss_giou_dn: 0.430548 loss_class_aux_dn: 1.806663 loss_bbox_aux_dn: 1.160977 loss_giou_aux_dn: 2.324535 loss: 14.985786 eta: 5 days, 20:23:02 batch_cost: 0.6513 data_cost: 0.0017 ips: 6.1418 images/s [04/10 11:55:47] ppdet.engine INFO: Epoch: [14] [1900/7329] learning_rate: 0.000100 loss_class: 0.573099 loss_bbox: 0.147806 loss_giou: 0.313830 loss_class_aux: 3.790101 loss_bbox_aux: 0.927124 loss_giou_aux: 1.946102 loss_class_dn: 0.315588 loss_bbox_dn: 0.179107 loss_giou_dn: 0.386664 loss_class_aux_dn: 1.702553 loss_bbox_aux_dn: 1.032076 loss_giou_aux_dn: 2.122186 loss: 14.539825 eta: 5 days, 20:21:55 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1641 images/s [04/10 11:56:56] ppdet.engine INFO: Epoch: [14] [2000/7329] learning_rate: 0.000100 loss_class: 0.622840 loss_bbox: 0.146437 loss_giou: 0.369887 loss_class_aux: 3.945309 loss_bbox_aux: 0.946160 loss_giou_aux: 2.341945 loss_class_dn: 0.318424 loss_bbox_dn: 0.175825 loss_giou_dn: 0.383539 loss_class_aux_dn: 1.745801 loss_bbox_aux_dn: 1.047839 loss_giou_aux_dn: 2.087330 loss: 14.218134 eta: 5 days, 20:20:43 batch_cost: 0.6433 data_cost: 0.0017 ips: 6.2184 images/s [04/10 11:58:06] ppdet.engine INFO: Epoch: [14] [2100/7329] learning_rate: 0.000100 loss_class: 0.701557 loss_bbox: 0.154619 loss_giou: 0.397027 loss_class_aux: 4.561094 loss_bbox_aux: 1.018871 loss_giou_aux: 2.506349 loss_class_dn: 0.384404 loss_bbox_dn: 0.195818 loss_giou_dn: 0.460427 loss_class_aux_dn: 2.048985 loss_bbox_aux_dn: 1.134642 loss_giou_aux_dn: 2.513546 loss: 17.160770 eta: 5 days, 20:19:33 batch_cost: 0.6452 data_cost: 0.0017 ips: 6.1998 images/s [04/10 11:59:17] ppdet.engine INFO: Epoch: [14] [2200/7329] learning_rate: 0.000100 loss_class: 0.660846 loss_bbox: 0.160022 loss_giou: 0.434172 loss_class_aux: 4.100434 loss_bbox_aux: 1.088889 loss_giou_aux: 2.689129 loss_class_dn: 0.374720 loss_bbox_dn: 0.204835 loss_giou_dn: 0.456717 loss_class_aux_dn: 2.023793 loss_bbox_aux_dn: 1.132288 loss_giou_aux_dn: 2.503644 loss: 16.899801 eta: 5 days, 20:18:28 batch_cost: 0.6523 data_cost: 0.0017 ips: 6.1318 images/s [04/10 12:00:28] ppdet.engine INFO: Epoch: [14] [2300/7329] learning_rate: 0.000100 loss_class: 0.652998 loss_bbox: 0.168342 loss_giou: 0.433757 loss_class_aux: 4.284572 loss_bbox_aux: 1.076396 loss_giou_aux: 2.777228 loss_class_dn: 0.364948 loss_bbox_dn: 0.202813 loss_giou_dn: 0.490335 loss_class_aux_dn: 1.943329 loss_bbox_aux_dn: 1.139327 loss_giou_aux_dn: 2.657568 loss: 17.063536 eta: 5 days, 20:17:23 batch_cost: 0.6521 data_cost: 0.0018 ips: 6.1339 images/s [04/10 12:01:38] ppdet.engine INFO: Epoch: [14] [2400/7329] learning_rate: 0.000100 loss_class: 0.600381 loss_bbox: 0.152810 loss_giou: 0.406055 loss_class_aux: 3.848809 loss_bbox_aux: 1.019354 loss_giou_aux: 2.584259 loss_class_dn: 0.335245 loss_bbox_dn: 0.197802 loss_giou_dn: 0.420141 loss_class_aux_dn: 1.776178 loss_bbox_aux_dn: 1.126260 loss_giou_aux_dn: 2.282272 loss: 15.605187 eta: 5 days, 20:16:13 batch_cost: 0.6452 data_cost: 0.0018 ips: 6.1998 images/s [04/10 12:02:50] ppdet.engine INFO: Epoch: [14] [2500/7329] learning_rate: 0.000100 loss_class: 0.579544 loss_bbox: 0.151569 loss_giou: 0.390778 loss_class_aux: 3.718154 loss_bbox_aux: 0.943391 loss_giou_aux: 2.512465 loss_class_dn: 0.313321 loss_bbox_dn: 0.190801 loss_giou_dn: 0.417905 loss_class_aux_dn: 1.684292 loss_bbox_aux_dn: 1.095500 loss_giou_aux_dn: 2.265021 loss: 14.434221 eta: 5 days, 20:15:15 batch_cost: 0.6618 data_cost: 0.0018 ips: 6.0446 images/s [04/10 12:04:00] ppdet.engine INFO: Epoch: [14] [2600/7329] learning_rate: 0.000100 loss_class: 0.608942 loss_bbox: 0.167512 loss_giou: 0.457630 loss_class_aux: 4.264049 loss_bbox_aux: 1.080566 loss_giou_aux: 2.926345 loss_class_dn: 0.356410 loss_bbox_dn: 0.227132 loss_giou_dn: 0.466066 loss_class_aux_dn: 1.898406 loss_bbox_aux_dn: 1.256442 loss_giou_aux_dn: 2.508545 loss: 16.291309 eta: 5 days, 20:14:04 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2058 images/s [04/10 12:05:10] ppdet.engine INFO: Epoch: [14] [2700/7329] learning_rate: 0.000100 loss_class: 0.681952 loss_bbox: 0.162182 loss_giou: 0.392023 loss_class_aux: 4.568692 loss_bbox_aux: 1.033174 loss_giou_aux: 2.450614 loss_class_dn: 0.368565 loss_bbox_dn: 0.211016 loss_giou_dn: 0.451008 loss_class_aux_dn: 2.016105 loss_bbox_aux_dn: 1.180974 loss_giou_aux_dn: 2.391722 loss: 16.269619 eta: 5 days, 20:12:51 batch_cost: 0.6416 data_cost: 0.0017 ips: 6.2343 images/s [04/10 12:06:19] ppdet.engine INFO: Epoch: [14] [2800/7329] learning_rate: 0.000100 loss_class: 0.549976 loss_bbox: 0.141448 loss_giou: 0.366682 loss_class_aux: 3.651559 loss_bbox_aux: 0.913870 loss_giou_aux: 2.325415 loss_class_dn: 0.312694 loss_bbox_dn: 0.162538 loss_giou_dn: 0.400874 loss_class_aux_dn: 1.687990 loss_bbox_aux_dn: 0.931874 loss_giou_aux_dn: 2.183368 loss: 14.350508 eta: 5 days, 20:11:40 batch_cost: 0.6435 data_cost: 0.0016 ips: 6.2162 images/s [04/10 12:07:30] ppdet.engine INFO: Epoch: [14] [2900/7329] learning_rate: 0.000100 loss_class: 0.632052 loss_bbox: 0.174190 loss_giou: 0.445295 loss_class_aux: 4.028778 loss_bbox_aux: 1.097848 loss_giou_aux: 2.781309 loss_class_dn: 0.372533 loss_bbox_dn: 0.212419 loss_giou_dn: 0.462380 loss_class_aux_dn: 1.968284 loss_bbox_aux_dn: 1.187522 loss_giou_aux_dn: 2.556759 loss: 16.469666 eta: 5 days, 20:10:35 batch_cost: 0.6526 data_cost: 0.0017 ips: 6.1291 images/s [04/10 12:08:40] ppdet.engine INFO: Epoch: [14] [3000/7329] learning_rate: 0.000100 loss_class: 0.656772 loss_bbox: 0.146508 loss_giou: 0.456848 loss_class_aux: 4.095200 loss_bbox_aux: 0.897920 loss_giou_aux: 2.810441 loss_class_dn: 0.380007 loss_bbox_dn: 0.180732 loss_giou_dn: 0.458399 loss_class_aux_dn: 2.030153 loss_bbox_aux_dn: 1.001191 loss_giou_aux_dn: 2.477245 loss: 16.202312 eta: 5 days, 20:09:25 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1969 images/s [04/10 12:09:48] ppdet.engine INFO: Epoch: [14] [3100/7329] learning_rate: 0.000100 loss_class: 0.644295 loss_bbox: 0.169745 loss_giou: 0.392302 loss_class_aux: 4.162903 loss_bbox_aux: 1.103131 loss_giou_aux: 2.527260 loss_class_dn: 0.360744 loss_bbox_dn: 0.205584 loss_giou_dn: 0.418262 loss_class_aux_dn: 1.942019 loss_bbox_aux_dn: 1.170260 loss_giou_aux_dn: 2.210526 loss: 16.566067 eta: 5 days, 20:08:03 batch_cost: 0.6294 data_cost: 0.0017 ips: 6.3555 images/s [04/10 12:10:59] ppdet.engine INFO: Epoch: [14] [3200/7329] learning_rate: 0.000100 loss_class: 0.688879 loss_bbox: 0.169400 loss_giou: 0.429861 loss_class_aux: 4.474529 loss_bbox_aux: 1.016065 loss_giou_aux: 2.778933 loss_class_dn: 0.367845 loss_bbox_dn: 0.184098 loss_giou_dn: 0.461236 loss_class_aux_dn: 2.024141 loss_bbox_aux_dn: 1.039087 loss_giou_aux_dn: 2.518037 loss: 16.795040 eta: 5 days, 20:06:56 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1650 images/s [04/10 12:12:07] ppdet.engine INFO: Epoch: [14] [3300/7329] learning_rate: 0.000100 loss_class: 0.590560 loss_bbox: 0.149379 loss_giou: 0.370606 loss_class_aux: 3.660781 loss_bbox_aux: 0.992682 loss_giou_aux: 2.468332 loss_class_dn: 0.310996 loss_bbox_dn: 0.188263 loss_giou_dn: 0.416755 loss_class_aux_dn: 1.679858 loss_bbox_aux_dn: 1.079771 loss_giou_aux_dn: 2.265586 loss: 14.436454 eta: 5 days, 20:05:37 batch_cost: 0.6340 data_cost: 0.0017 ips: 6.3091 images/s [04/10 12:13:18] ppdet.engine INFO: Epoch: [14] [3400/7329] learning_rate: 0.000100 loss_class: 0.596690 loss_bbox: 0.142008 loss_giou: 0.331492 loss_class_aux: 3.920846 loss_bbox_aux: 0.901685 loss_giou_aux: 2.150901 loss_class_dn: 0.313928 loss_bbox_dn: 0.176743 loss_giou_dn: 0.355620 loss_class_aux_dn: 1.655699 loss_bbox_aux_dn: 1.031232 loss_giou_aux_dn: 1.932000 loss: 13.706888 eta: 5 days, 20:04:31 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1473 images/s [04/10 12:14:27] ppdet.engine INFO: Epoch: [14] [3500/7329] learning_rate: 0.000100 loss_class: 0.604907 loss_bbox: 0.169247 loss_giou: 0.353391 loss_class_aux: 3.949741 loss_bbox_aux: 1.061815 loss_giou_aux: 2.203673 loss_class_dn: 0.321797 loss_bbox_dn: 0.197885 loss_giou_dn: 0.375088 loss_class_aux_dn: 1.753551 loss_bbox_aux_dn: 1.144321 loss_giou_aux_dn: 2.086037 loss: 14.124546 eta: 5 days, 20:03:17 batch_cost: 0.6394 data_cost: 0.0018 ips: 6.2561 images/s [04/10 12:15:38] ppdet.engine INFO: Epoch: [14] [3600/7329] learning_rate: 0.000100 loss_class: 0.612991 loss_bbox: 0.156081 loss_giou: 0.407678 loss_class_aux: 3.862117 loss_bbox_aux: 1.002690 loss_giou_aux: 2.531608 loss_class_dn: 0.365054 loss_bbox_dn: 0.204227 loss_giou_dn: 0.432120 loss_class_aux_dn: 1.919124 loss_bbox_aux_dn: 1.197680 loss_giou_aux_dn: 2.350800 loss: 15.577999 eta: 5 days, 20:02:08 batch_cost: 0.6469 data_cost: 0.0017 ips: 6.1835 images/s [04/10 12:16:50] ppdet.engine INFO: Epoch: [14] [3700/7329] learning_rate: 0.000100 loss_class: 0.567869 loss_bbox: 0.151307 loss_giou: 0.451911 loss_class_aux: 3.652841 loss_bbox_aux: 0.971024 loss_giou_aux: 2.904348 loss_class_dn: 0.350336 loss_bbox_dn: 0.182083 loss_giou_dn: 0.456004 loss_class_aux_dn: 1.884074 loss_bbox_aux_dn: 1.061349 loss_giou_aux_dn: 2.473496 loss: 15.952543 eta: 5 days, 20:01:10 batch_cost: 0.6622 data_cost: 0.0019 ips: 6.0401 images/s [04/10 12:18:00] ppdet.engine INFO: Epoch: [14] [3800/7329] learning_rate: 0.000100 loss_class: 0.661141 loss_bbox: 0.144658 loss_giou: 0.430948 loss_class_aux: 4.252086 loss_bbox_aux: 0.911027 loss_giou_aux: 2.750326 loss_class_dn: 0.375263 loss_bbox_dn: 0.177078 loss_giou_dn: 0.454095 loss_class_aux_dn: 2.020025 loss_bbox_aux_dn: 1.071359 loss_giou_aux_dn: 2.441582 loss: 16.433681 eta: 5 days, 20:00:05 batch_cost: 0.6526 data_cost: 0.0018 ips: 6.1293 images/s [04/10 12:19:11] ppdet.engine INFO: Epoch: [14] [3900/7329] learning_rate: 0.000100 loss_class: 0.616286 loss_bbox: 0.153872 loss_giou: 0.384122 loss_class_aux: 4.113504 loss_bbox_aux: 0.997679 loss_giou_aux: 2.434333 loss_class_dn: 0.338862 loss_bbox_dn: 0.210357 loss_giou_dn: 0.417174 loss_class_aux_dn: 1.812902 loss_bbox_aux_dn: 1.170951 loss_giou_aux_dn: 2.300869 loss: 14.655225 eta: 5 days, 19:59:02 batch_cost: 0.6544 data_cost: 0.0019 ips: 6.1126 images/s [04/10 12:20:23] ppdet.engine INFO: Epoch: [14] [4000/7329] learning_rate: 0.000100 loss_class: 0.608513 loss_bbox: 0.146947 loss_giou: 0.391049 loss_class_aux: 3.842005 loss_bbox_aux: 0.975668 loss_giou_aux: 2.496100 loss_class_dn: 0.326537 loss_bbox_dn: 0.177217 loss_giou_dn: 0.403463 loss_class_aux_dn: 1.781111 loss_bbox_aux_dn: 1.058454 loss_giou_aux_dn: 2.209664 loss: 14.154972 eta: 5 days, 19:58:02 batch_cost: 0.6587 data_cost: 0.0018 ips: 6.0725 images/s [04/10 12:21:33] ppdet.engine INFO: Epoch: [14] [4100/7329] learning_rate: 0.000100 loss_class: 0.579889 loss_bbox: 0.137852 loss_giou: 0.418756 loss_class_aux: 3.890716 loss_bbox_aux: 0.891139 loss_giou_aux: 2.695249 loss_class_dn: 0.327440 loss_bbox_dn: 0.185582 loss_giou_dn: 0.430414 loss_class_aux_dn: 1.782477 loss_bbox_aux_dn: 1.090974 loss_giou_aux_dn: 2.439702 loss: 15.421860 eta: 5 days, 19:56:50 batch_cost: 0.6434 data_cost: 0.0017 ips: 6.2170 images/s [04/10 12:22:45] ppdet.engine INFO: Epoch: [14] [4200/7329] learning_rate: 0.000100 loss_class: 0.641512 loss_bbox: 0.165969 loss_giou: 0.450430 loss_class_aux: 4.321138 loss_bbox_aux: 1.130841 loss_giou_aux: 2.821066 loss_class_dn: 0.370629 loss_bbox_dn: 0.221093 loss_giou_dn: 0.468604 loss_class_aux_dn: 2.025553 loss_bbox_aux_dn: 1.278063 loss_giou_aux_dn: 2.511292 loss: 16.403702 eta: 5 days, 19:55:49 batch_cost: 0.6576 data_cost: 0.0018 ips: 6.0831 images/s [04/10 12:23:56] ppdet.engine INFO: Epoch: [14] [4300/7329] learning_rate: 0.000100 loss_class: 0.613544 loss_bbox: 0.156380 loss_giou: 0.417966 loss_class_aux: 4.018414 loss_bbox_aux: 1.033820 loss_giou_aux: 2.758069 loss_class_dn: 0.364681 loss_bbox_dn: 0.182860 loss_giou_dn: 0.448433 loss_class_aux_dn: 1.934451 loss_bbox_aux_dn: 1.109802 loss_giou_aux_dn: 2.437818 loss: 16.632259 eta: 5 days, 19:54:47 batch_cost: 0.6567 data_cost: 0.0018 ips: 6.0912 images/s [04/10 12:25:08] ppdet.engine INFO: Epoch: [14] [4400/7329] learning_rate: 0.000100 loss_class: 0.646670 loss_bbox: 0.154643 loss_giou: 0.433274 loss_class_aux: 4.134616 loss_bbox_aux: 1.062574 loss_giou_aux: 2.676691 loss_class_dn: 0.376561 loss_bbox_dn: 0.215392 loss_giou_dn: 0.460581 loss_class_aux_dn: 1.980564 loss_bbox_aux_dn: 1.235909 loss_giou_aux_dn: 2.581147 loss: 16.889868 eta: 5 days, 19:53:48 batch_cost: 0.6601 data_cost: 0.0019 ips: 6.0601 images/s [04/10 12:26:18] ppdet.engine INFO: Epoch: [14] [4500/7329] learning_rate: 0.000100 loss_class: 0.599002 loss_bbox: 0.141360 loss_giou: 0.394591 loss_class_aux: 3.839546 loss_bbox_aux: 0.916087 loss_giou_aux: 2.501736 loss_class_dn: 0.349068 loss_bbox_dn: 0.181219 loss_giou_dn: 0.415766 loss_class_aux_dn: 1.898550 loss_bbox_aux_dn: 1.039336 loss_giou_aux_dn: 2.276517 loss: 15.773781 eta: 5 days, 19:52:42 batch_cost: 0.6507 data_cost: 0.0017 ips: 6.1476 images/s [04/10 12:27:27] ppdet.engine INFO: Epoch: [14] [4600/7329] learning_rate: 0.000100 loss_class: 0.667671 loss_bbox: 0.139367 loss_giou: 0.519866 loss_class_aux: 4.244987 loss_bbox_aux: 0.881000 loss_giou_aux: 3.246507 loss_class_dn: 0.387385 loss_bbox_dn: 0.181172 loss_giou_dn: 0.528811 loss_class_aux_dn: 2.018132 loss_bbox_aux_dn: 1.048863 loss_giou_aux_dn: 2.821255 loss: 17.649921 eta: 5 days, 19:51:23 batch_cost: 0.6336 data_cost: 0.0018 ips: 6.3134 images/s [04/10 12:28:41] ppdet.engine INFO: Epoch: [14] [4700/7329] learning_rate: 0.000100 loss_class: 0.618241 loss_bbox: 0.158057 loss_giou: 0.426796 loss_class_aux: 4.106861 loss_bbox_aux: 1.016332 loss_giou_aux: 2.617088 loss_class_dn: 0.362086 loss_bbox_dn: 0.207549 loss_giou_dn: 0.468642 loss_class_aux_dn: 1.931203 loss_bbox_aux_dn: 1.156271 loss_giou_aux_dn: 2.483454 loss: 16.445484 eta: 5 days, 19:50:34 batch_cost: 0.6734 data_cost: 0.0018 ips: 5.9402 images/s [04/10 12:29:51] ppdet.engine INFO: Epoch: [14] [4800/7329] learning_rate: 0.000100 loss_class: 0.582139 loss_bbox: 0.142766 loss_giou: 0.418926 loss_class_aux: 3.841382 loss_bbox_aux: 0.948398 loss_giou_aux: 2.698084 loss_class_dn: 0.316511 loss_bbox_dn: 0.178353 loss_giou_dn: 0.424894 loss_class_aux_dn: 1.701813 loss_bbox_aux_dn: 0.989262 loss_giou_aux_dn: 2.287518 loss: 14.174009 eta: 5 days, 19:49:22 batch_cost: 0.6428 data_cost: 0.0018 ips: 6.2229 images/s [04/10 12:31:02] ppdet.engine INFO: Epoch: [14] [4900/7329] learning_rate: 0.000100 loss_class: 0.642262 loss_bbox: 0.156272 loss_giou: 0.406758 loss_class_aux: 4.169781 loss_bbox_aux: 0.971889 loss_giou_aux: 2.569645 loss_class_dn: 0.345938 loss_bbox_dn: 0.188116 loss_giou_dn: 0.431634 loss_class_aux_dn: 1.851696 loss_bbox_aux_dn: 1.083169 loss_giou_aux_dn: 2.312149 loss: 15.468460 eta: 5 days, 19:48:14 batch_cost: 0.6477 data_cost: 0.0017 ips: 6.1758 images/s [04/10 12:32:11] ppdet.engine INFO: Epoch: [14] [5000/7329] learning_rate: 0.000100 loss_class: 0.636769 loss_bbox: 0.164760 loss_giou: 0.425483 loss_class_aux: 4.019739 loss_bbox_aux: 1.061854 loss_giou_aux: 2.679013 loss_class_dn: 0.359604 loss_bbox_dn: 0.215056 loss_giou_dn: 0.441079 loss_class_aux_dn: 1.905431 loss_bbox_aux_dn: 1.206064 loss_giou_aux_dn: 2.481934 loss: 15.921541 eta: 5 days, 19:47:00 batch_cost: 0.6399 data_cost: 0.0018 ips: 6.2512 images/s [04/10 12:33:21] ppdet.engine INFO: Epoch: [14] [5100/7329] learning_rate: 0.000100 loss_class: 0.603740 loss_bbox: 0.135927 loss_giou: 0.459729 loss_class_aux: 3.835711 loss_bbox_aux: 0.915752 loss_giou_aux: 2.870389 loss_class_dn: 0.350119 loss_bbox_dn: 0.162615 loss_giou_dn: 0.443627 loss_class_aux_dn: 1.922953 loss_bbox_aux_dn: 0.954359 loss_giou_aux_dn: 2.433515 loss: 15.690788 eta: 5 days, 19:45:48 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2235 images/s [04/10 12:34:31] ppdet.engine INFO: Epoch: [14] [5200/7329] learning_rate: 0.000100 loss_class: 0.653587 loss_bbox: 0.155373 loss_giou: 0.411215 loss_class_aux: 4.082643 loss_bbox_aux: 1.053998 loss_giou_aux: 2.691733 loss_class_dn: 0.353131 loss_bbox_dn: 0.205666 loss_giou_dn: 0.432664 loss_class_aux_dn: 1.889754 loss_bbox_aux_dn: 1.163579 loss_giou_aux_dn: 2.386250 loss: 16.932913 eta: 5 days, 19:44:41 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1612 images/s [04/10 12:35:43] ppdet.engine INFO: Epoch: [14] [5300/7329] learning_rate: 0.000100 loss_class: 0.581258 loss_bbox: 0.160247 loss_giou: 0.391686 loss_class_aux: 3.782478 loss_bbox_aux: 1.004957 loss_giou_aux: 2.401472 loss_class_dn: 0.329594 loss_bbox_dn: 0.195032 loss_giou_dn: 0.409747 loss_class_aux_dn: 1.777436 loss_bbox_aux_dn: 1.056303 loss_giou_aux_dn: 2.227814 loss: 15.531887 eta: 5 days, 19:43:41 batch_cost: 0.6595 data_cost: 0.0019 ips: 6.0653 images/s [04/10 12:36:55] ppdet.engine INFO: Epoch: [14] [5400/7329] learning_rate: 0.000100 loss_class: 0.650176 loss_bbox: 0.166690 loss_giou: 0.436914 loss_class_aux: 4.227796 loss_bbox_aux: 1.091944 loss_giou_aux: 2.811631 loss_class_dn: 0.381117 loss_bbox_dn: 0.216029 loss_giou_dn: 0.473371 loss_class_aux_dn: 1.977189 loss_bbox_aux_dn: 1.235555 loss_giou_aux_dn: 2.587183 loss: 16.391247 eta: 5 days, 19:42:41 batch_cost: 0.6598 data_cost: 0.0017 ips: 6.0622 images/s [04/10 12:38:06] ppdet.engine INFO: Epoch: [14] [5500/7329] learning_rate: 0.000100 loss_class: 0.579634 loss_bbox: 0.137579 loss_giou: 0.380559 loss_class_aux: 3.753784 loss_bbox_aux: 0.907497 loss_giou_aux: 2.384713 loss_class_dn: 0.327498 loss_bbox_dn: 0.159342 loss_giou_dn: 0.387038 loss_class_aux_dn: 1.766856 loss_bbox_aux_dn: 0.948163 loss_giou_aux_dn: 2.192964 loss: 14.216581 eta: 5 days, 19:41:37 batch_cost: 0.6527 data_cost: 0.0018 ips: 6.1286 images/s [04/10 12:39:17] ppdet.engine INFO: Epoch: [14] [5600/7329] learning_rate: 0.000100 loss_class: 0.657035 loss_bbox: 0.157545 loss_giou: 0.444269 loss_class_aux: 4.230475 loss_bbox_aux: 1.016917 loss_giou_aux: 2.822024 loss_class_dn: 0.370550 loss_bbox_dn: 0.178218 loss_giou_dn: 0.417795 loss_class_aux_dn: 1.996940 loss_bbox_aux_dn: 1.045891 loss_giou_aux_dn: 2.335365 loss: 16.267767 eta: 5 days, 19:40:33 batch_cost: 0.6536 data_cost: 0.0018 ips: 6.1201 images/s [04/10 12:40:28] ppdet.engine INFO: Epoch: [14] [5700/7329] learning_rate: 0.000100 loss_class: 0.600799 loss_bbox: 0.137041 loss_giou: 0.394448 loss_class_aux: 3.881180 loss_bbox_aux: 0.911092 loss_giou_aux: 2.642733 loss_class_dn: 0.337543 loss_bbox_dn: 0.179182 loss_giou_dn: 0.435583 loss_class_aux_dn: 1.770079 loss_bbox_aux_dn: 1.018905 loss_giou_aux_dn: 2.300569 loss: 15.074192 eta: 5 days, 19:39:29 batch_cost: 0.6540 data_cost: 0.0017 ips: 6.1162 images/s [04/10 12:41:39] ppdet.engine INFO: Epoch: [14] [5800/7329] learning_rate: 0.000100 loss_class: 0.628901 loss_bbox: 0.147779 loss_giou: 0.481107 loss_class_aux: 3.965693 loss_bbox_aux: 1.006667 loss_giou_aux: 3.113358 loss_class_dn: 0.365390 loss_bbox_dn: 0.191937 loss_giou_dn: 0.468402 loss_class_aux_dn: 1.965790 loss_bbox_aux_dn: 1.067648 loss_giou_aux_dn: 2.555778 loss: 16.345062 eta: 5 days, 19:38:22 batch_cost: 0.6496 data_cost: 0.0018 ips: 6.1576 images/s [04/10 12:42:51] ppdet.engine INFO: Epoch: [14] [5900/7329] learning_rate: 0.000100 loss_class: 0.588901 loss_bbox: 0.159558 loss_giou: 0.382861 loss_class_aux: 3.882141 loss_bbox_aux: 1.019268 loss_giou_aux: 2.433069 loss_class_dn: 0.345783 loss_bbox_dn: 0.207348 loss_giou_dn: 0.450199 loss_class_aux_dn: 1.877550 loss_bbox_aux_dn: 1.227047 loss_giou_aux_dn: 2.428313 loss: 16.399872 eta: 5 days, 19:37:23 batch_cost: 0.6603 data_cost: 0.0019 ips: 6.0577 images/s [04/10 12:44:01] ppdet.engine INFO: Epoch: [14] [6000/7329] learning_rate: 0.000100 loss_class: 0.669410 loss_bbox: 0.147041 loss_giou: 0.465469 loss_class_aux: 4.232722 loss_bbox_aux: 0.996650 loss_giou_aux: 2.860094 loss_class_dn: 0.365725 loss_bbox_dn: 0.195150 loss_giou_dn: 0.491558 loss_class_aux_dn: 1.949419 loss_bbox_aux_dn: 1.138166 loss_giou_aux_dn: 2.643826 loss: 16.413168 eta: 5 days, 19:36:14 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1908 images/s [04/10 12:45:11] ppdet.engine INFO: Epoch: [14] [6100/7329] learning_rate: 0.000100 loss_class: 0.659854 loss_bbox: 0.156309 loss_giou: 0.413335 loss_class_aux: 4.213634 loss_bbox_aux: 1.076104 loss_giou_aux: 2.544513 loss_class_dn: 0.362326 loss_bbox_dn: 0.185925 loss_giou_dn: 0.413775 loss_class_aux_dn: 1.927180 loss_bbox_aux_dn: 1.080061 loss_giou_aux_dn: 2.261662 loss: 15.558054 eta: 5 days, 19:35:03 batch_cost: 0.6450 data_cost: 0.0017 ips: 6.2019 images/s [04/10 12:46:21] ppdet.engine INFO: Epoch: [14] [6200/7329] learning_rate: 0.000100 loss_class: 0.595568 loss_bbox: 0.160722 loss_giou: 0.488292 loss_class_aux: 3.864782 loss_bbox_aux: 1.045172 loss_giou_aux: 2.969521 loss_class_dn: 0.356490 loss_bbox_dn: 0.200532 loss_giou_dn: 0.475812 loss_class_aux_dn: 1.920901 loss_bbox_aux_dn: 1.095397 loss_giou_aux_dn: 2.529215 loss: 15.475216 eta: 5 days, 19:33:55 batch_cost: 0.6478 data_cost: 0.0019 ips: 6.1746 images/s [04/10 12:47:33] ppdet.engine INFO: Epoch: [14] [6300/7329] learning_rate: 0.000100 loss_class: 0.609300 loss_bbox: 0.138796 loss_giou: 0.423805 loss_class_aux: 3.863189 loss_bbox_aux: 0.856712 loss_giou_aux: 2.595985 loss_class_dn: 0.329390 loss_bbox_dn: 0.183590 loss_giou_dn: 0.435522 loss_class_aux_dn: 1.771070 loss_bbox_aux_dn: 1.054927 loss_giou_aux_dn: 2.363152 loss: 14.409203 eta: 5 days, 19:32:56 batch_cost: 0.6601 data_cost: 0.0018 ips: 6.0599 images/s [04/10 12:48:43] ppdet.engine INFO: Epoch: [14] [6400/7329] learning_rate: 0.000100 loss_class: 0.616628 loss_bbox: 0.144279 loss_giou: 0.422759 loss_class_aux: 3.951425 loss_bbox_aux: 0.899668 loss_giou_aux: 2.575159 loss_class_dn: 0.344666 loss_bbox_dn: 0.177972 loss_giou_dn: 0.411754 loss_class_aux_dn: 1.821935 loss_bbox_aux_dn: 1.041519 loss_giou_aux_dn: 2.249995 loss: 15.079905 eta: 5 days, 19:31:48 batch_cost: 0.6484 data_cost: 0.0017 ips: 6.1686 images/s [04/10 12:49:53] ppdet.engine INFO: Epoch: [14] [6500/7329] learning_rate: 0.000100 loss_class: 0.588353 loss_bbox: 0.146235 loss_giou: 0.386744 loss_class_aux: 3.832543 loss_bbox_aux: 0.962909 loss_giou_aux: 2.477929 loss_class_dn: 0.321599 loss_bbox_dn: 0.168271 loss_giou_dn: 0.395445 loss_class_aux_dn: 1.736344 loss_bbox_aux_dn: 0.997153 loss_giou_aux_dn: 2.165733 loss: 14.590843 eta: 5 days, 19:30:40 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1817 images/s [04/10 12:51:04] ppdet.engine INFO: Epoch: [14] [6600/7329] learning_rate: 0.000100 loss_class: 0.631821 loss_bbox: 0.147874 loss_giou: 0.341059 loss_class_aux: 3.949814 loss_bbox_aux: 0.943448 loss_giou_aux: 2.108634 loss_class_dn: 0.332804 loss_bbox_dn: 0.169612 loss_giou_dn: 0.368600 loss_class_aux_dn: 1.784270 loss_bbox_aux_dn: 0.972909 loss_giou_aux_dn: 2.032321 loss: 14.400110 eta: 5 days, 19:29:34 batch_cost: 0.6519 data_cost: 0.0019 ips: 6.1357 images/s [04/10 12:52:14] ppdet.engine INFO: Epoch: [14] [6700/7329] learning_rate: 0.000100 loss_class: 0.580830 loss_bbox: 0.137029 loss_giou: 0.399164 loss_class_aux: 3.702368 loss_bbox_aux: 0.930210 loss_giou_aux: 2.436577 loss_class_dn: 0.318057 loss_bbox_dn: 0.176887 loss_giou_dn: 0.380961 loss_class_aux_dn: 1.687302 loss_bbox_aux_dn: 1.007414 loss_giou_aux_dn: 2.076135 loss: 14.426712 eta: 5 days, 19:28:21 batch_cost: 0.6411 data_cost: 0.0017 ips: 6.2397 images/s [04/10 12:53:26] ppdet.engine INFO: Epoch: [14] [6800/7329] learning_rate: 0.000100 loss_class: 0.583442 loss_bbox: 0.145990 loss_giou: 0.388899 loss_class_aux: 3.885001 loss_bbox_aux: 0.908649 loss_giou_aux: 2.545098 loss_class_dn: 0.329647 loss_bbox_dn: 0.175123 loss_giou_dn: 0.424210 loss_class_aux_dn: 1.772479 loss_bbox_aux_dn: 0.981751 loss_giou_aux_dn: 2.286440 loss: 15.599142 eta: 5 days, 19:27:27 batch_cost: 0.6667 data_cost: 0.0019 ips: 5.9995 images/s [04/10 12:54:36] ppdet.engine INFO: Epoch: [14] [6900/7329] learning_rate: 0.000100 loss_class: 0.590928 loss_bbox: 0.164708 loss_giou: 0.356980 loss_class_aux: 4.128258 loss_bbox_aux: 1.087189 loss_giou_aux: 2.339954 loss_class_dn: 0.340209 loss_bbox_dn: 0.202937 loss_giou_dn: 0.408253 loss_class_aux_dn: 1.926608 loss_bbox_aux_dn: 1.145620 loss_giou_aux_dn: 2.333301 loss: 15.714382 eta: 5 days, 19:26:16 batch_cost: 0.6435 data_cost: 0.0019 ips: 6.2156 images/s [04/10 12:55:48] ppdet.engine INFO: Epoch: [14] [7000/7329] learning_rate: 0.000100 loss_class: 0.634175 loss_bbox: 0.159051 loss_giou: 0.453853 loss_class_aux: 3.864238 loss_bbox_aux: 1.007161 loss_giou_aux: 2.896837 loss_class_dn: 0.367574 loss_bbox_dn: 0.193200 loss_giou_dn: 0.461941 loss_class_aux_dn: 1.951512 loss_bbox_aux_dn: 1.071512 loss_giou_aux_dn: 2.557969 loss: 15.996326 eta: 5 days, 19:25:14 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0852 images/s [04/10 12:56:58] ppdet.engine INFO: Epoch: [14] [7100/7329] learning_rate: 0.000100 loss_class: 0.639081 loss_bbox: 0.144983 loss_giou: 0.484158 loss_class_aux: 4.094250 loss_bbox_aux: 0.993834 loss_giou_aux: 2.983377 loss_class_dn: 0.377236 loss_bbox_dn: 0.165642 loss_giou_dn: 0.485795 loss_class_aux_dn: 1.980598 loss_bbox_aux_dn: 0.949579 loss_giou_aux_dn: 2.602067 loss: 16.564285 eta: 5 days, 19:24:07 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1607 images/s [04/10 12:58:09] ppdet.engine INFO: Epoch: [14] [7200/7329] learning_rate: 0.000100 loss_class: 0.632296 loss_bbox: 0.151094 loss_giou: 0.366867 loss_class_aux: 4.061321 loss_bbox_aux: 0.951417 loss_giou_aux: 2.341274 loss_class_dn: 0.330400 loss_bbox_dn: 0.195076 loss_giou_dn: 0.396569 loss_class_aux_dn: 1.765634 loss_bbox_aux_dn: 1.090992 loss_giou_aux_dn: 2.151826 loss: 14.801227 eta: 5 days, 19:23:00 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1570 images/s [04/10 12:59:18] ppdet.engine INFO: Epoch: [14] [7300/7329] learning_rate: 0.000100 loss_class: 0.587357 loss_bbox: 0.142628 loss_giou: 0.404347 loss_class_aux: 3.881907 loss_bbox_aux: 0.958021 loss_giou_aux: 2.588326 loss_class_dn: 0.340156 loss_bbox_dn: 0.194945 loss_giou_dn: 0.449555 loss_class_aux_dn: 1.787557 loss_bbox_aux_dn: 1.109695 loss_giou_aux_dn: 2.423386 loss: 15.240664 eta: 5 days, 19:21:47 batch_cost: 0.6409 data_cost: 0.0017 ips: 6.2412 images/s [04/10 12:59:42] ppdet.engine INFO: Eval iter: 0 [04/10 13:00:09] ppdet.engine INFO: Eval iter: 100 [04/10 13:00:36] ppdet.engine INFO: Eval iter: 200 [04/10 13:01:04] ppdet.engine INFO: Eval iter: 300 [04/10 13:01:32] ppdet.engine INFO: Eval iter: 400 [04/10 13:01:59] ppdet.engine INFO: Eval iter: 500 [04/10 13:02:28] ppdet.engine INFO: Eval iter: 600 [04/10 13:03:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 13:03:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.15s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.74s). Accumulating evaluation results... DONE (t=28.22s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.691 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.552 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.638 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.506 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.754 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [04/10 13:05:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.890990264111327 [04/10 13:05:59] ppdet.engine INFO: Best test bbox ap is 0.509. [04/10 13:06:03] ppdet.engine INFO: Epoch: [15] [ 0/7329] learning_rate: 0.000100 loss_class: 0.587021 loss_bbox: 0.141862 loss_giou: 0.418687 loss_class_aux: 3.886386 loss_bbox_aux: 0.958021 loss_giou_aux: 2.707253 loss_class_dn: 0.331481 loss_bbox_dn: 0.195333 loss_giou_dn: 0.455985 loss_class_aux_dn: 1.787557 loss_bbox_aux_dn: 1.089487 loss_giou_aux_dn: 2.498092 loss: 15.051193 eta: 5 days, 19:21:26 batch_cost: 0.6411 data_cost: 0.0017 ips: 6.2393 images/s [04/10 13:07:13] ppdet.engine INFO: Epoch: [15] [ 100/7329] learning_rate: 0.000100 loss_class: 0.640424 loss_bbox: 0.138036 loss_giou: 0.385402 loss_class_aux: 4.039998 loss_bbox_aux: 0.935749 loss_giou_aux: 2.632456 loss_class_dn: 0.375272 loss_bbox_dn: 0.158142 loss_giou_dn: 0.438393 loss_class_aux_dn: 1.973195 loss_bbox_aux_dn: 0.927581 loss_giou_aux_dn: 2.355562 loss: 16.203959 eta: 5 days, 19:20:19 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1641 images/s [04/10 13:08:24] ppdet.engine INFO: Epoch: [15] [ 200/7329] learning_rate: 0.000100 loss_class: 0.715217 loss_bbox: 0.155881 loss_giou: 0.449769 loss_class_aux: 4.712225 loss_bbox_aux: 1.031973 loss_giou_aux: 2.874179 loss_class_dn: 0.388191 loss_bbox_dn: 0.211104 loss_giou_dn: 0.494401 loss_class_aux_dn: 2.084843 loss_bbox_aux_dn: 1.223139 loss_giou_aux_dn: 2.649197 loss: 17.338928 eta: 5 days, 19:19:12 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1584 images/s [04/10 13:09:33] ppdet.engine INFO: Epoch: [15] [ 300/7329] learning_rate: 0.000100 loss_class: 0.625147 loss_bbox: 0.174323 loss_giou: 0.458502 loss_class_aux: 4.238079 loss_bbox_aux: 1.118917 loss_giou_aux: 2.891977 loss_class_dn: 0.367162 loss_bbox_dn: 0.205893 loss_giou_dn: 0.478938 loss_class_aux_dn: 1.987142 loss_bbox_aux_dn: 1.212782 loss_giou_aux_dn: 2.609845 loss: 16.944006 eta: 5 days, 19:17:59 batch_cost: 0.6406 data_cost: 0.0017 ips: 6.2442 images/s [04/10 13:10:44] ppdet.engine INFO: Epoch: [15] [ 400/7329] learning_rate: 0.000100 loss_class: 0.599690 loss_bbox: 0.145995 loss_giou: 0.365676 loss_class_aux: 3.949038 loss_bbox_aux: 0.976447 loss_giou_aux: 2.342486 loss_class_dn: 0.329311 loss_bbox_dn: 0.186347 loss_giou_dn: 0.390718 loss_class_aux_dn: 1.827224 loss_bbox_aux_dn: 1.104108 loss_giou_aux_dn: 2.124946 loss: 14.565458 eta: 5 days, 19:16:49 batch_cost: 0.6457 data_cost: 0.0017 ips: 6.1946 images/s [04/10 13:11:53] ppdet.engine INFO: Epoch: [15] [ 500/7329] learning_rate: 0.000100 loss_class: 0.593245 loss_bbox: 0.146548 loss_giou: 0.321041 loss_class_aux: 3.805707 loss_bbox_aux: 1.005397 loss_giou_aux: 2.027774 loss_class_dn: 0.339707 loss_bbox_dn: 0.181588 loss_giou_dn: 0.339354 loss_class_aux_dn: 1.842645 loss_bbox_aux_dn: 1.055051 loss_giou_aux_dn: 1.856843 loss: 14.249342 eta: 5 days, 19:15:38 batch_cost: 0.6425 data_cost: 0.0017 ips: 6.2259 images/s [04/10 13:13:03] ppdet.engine INFO: Epoch: [15] [ 600/7329] learning_rate: 0.000100 loss_class: 0.595004 loss_bbox: 0.133228 loss_giou: 0.365717 loss_class_aux: 3.890128 loss_bbox_aux: 0.883111 loss_giou_aux: 2.282979 loss_class_dn: 0.330209 loss_bbox_dn: 0.161965 loss_giou_dn: 0.403500 loss_class_aux_dn: 1.756047 loss_bbox_aux_dn: 0.950120 loss_giou_aux_dn: 2.234504 loss: 14.738156 eta: 5 days, 19:14:26 batch_cost: 0.6424 data_cost: 0.0017 ips: 6.2270 images/s [04/10 13:14:13] ppdet.engine INFO: Epoch: [15] [ 700/7329] learning_rate: 0.000100 loss_class: 0.606924 loss_bbox: 0.155522 loss_giou: 0.425247 loss_class_aux: 3.777280 loss_bbox_aux: 1.012678 loss_giou_aux: 2.702625 loss_class_dn: 0.336260 loss_bbox_dn: 0.187874 loss_giou_dn: 0.435312 loss_class_aux_dn: 1.794571 loss_bbox_aux_dn: 1.047728 loss_giou_aux_dn: 2.347928 loss: 15.230371 eta: 5 days, 19:13:16 batch_cost: 0.6458 data_cost: 0.0017 ips: 6.1942 images/s [04/10 13:15:23] ppdet.engine INFO: Epoch: [15] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582747 loss_bbox: 0.133190 loss_giou: 0.349618 loss_class_aux: 3.674297 loss_bbox_aux: 0.878987 loss_giou_aux: 2.265496 loss_class_dn: 0.316718 loss_bbox_dn: 0.170348 loss_giou_dn: 0.370465 loss_class_aux_dn: 1.721079 loss_bbox_aux_dn: 0.960009 loss_giou_aux_dn: 2.017556 loss: 13.966051 eta: 5 days, 19:12:07 batch_cost: 0.6456 data_cost: 0.0018 ips: 6.1961 images/s [04/10 13:16:33] ppdet.engine INFO: Epoch: [15] [ 900/7329] learning_rate: 0.000100 loss_class: 0.695154 loss_bbox: 0.155703 loss_giou: 0.394652 loss_class_aux: 4.314469 loss_bbox_aux: 0.970997 loss_giou_aux: 2.518201 loss_class_dn: 0.358620 loss_bbox_dn: 0.192010 loss_giou_dn: 0.411187 loss_class_aux_dn: 1.934495 loss_bbox_aux_dn: 1.136013 loss_giou_aux_dn: 2.192007 loss: 14.500172 eta: 5 days, 19:10:55 batch_cost: 0.6430 data_cost: 0.0016 ips: 6.2212 images/s [04/10 13:17:42] ppdet.engine INFO: Epoch: [15] [1000/7329] learning_rate: 0.000100 loss_class: 0.631537 loss_bbox: 0.158029 loss_giou: 0.441358 loss_class_aux: 4.092429 loss_bbox_aux: 1.086745 loss_giou_aux: 2.800963 loss_class_dn: 0.359574 loss_bbox_dn: 0.202988 loss_giou_dn: 0.421562 loss_class_aux_dn: 1.906678 loss_bbox_aux_dn: 1.141944 loss_giou_aux_dn: 2.270642 loss: 15.832951 eta: 5 days, 19:09:42 batch_cost: 0.6397 data_cost: 0.0016 ips: 6.2533 images/s [04/10 13:18:52] ppdet.engine INFO: Epoch: [15] [1100/7329] learning_rate: 0.000100 loss_class: 0.629178 loss_bbox: 0.157859 loss_giou: 0.435073 loss_class_aux: 4.154419 loss_bbox_aux: 1.027045 loss_giou_aux: 2.735259 loss_class_dn: 0.347698 loss_bbox_dn: 0.182488 loss_giou_dn: 0.429202 loss_class_aux_dn: 1.836535 loss_bbox_aux_dn: 1.030795 loss_giou_aux_dn: 2.346565 loss: 15.863441 eta: 5 days, 19:08:30 batch_cost: 0.6431 data_cost: 0.0016 ips: 6.2202 images/s [04/10 13:20:02] ppdet.engine INFO: Epoch: [15] [1200/7329] learning_rate: 0.000100 loss_class: 0.602080 loss_bbox: 0.159224 loss_giou: 0.400125 loss_class_aux: 3.878758 loss_bbox_aux: 1.019888 loss_giou_aux: 2.530590 loss_class_dn: 0.323678 loss_bbox_dn: 0.183372 loss_giou_dn: 0.401779 loss_class_aux_dn: 1.701920 loss_bbox_aux_dn: 1.044653 loss_giou_aux_dn: 2.165612 loss: 15.043077 eta: 5 days, 19:07:22 batch_cost: 0.6476 data_cost: 0.0018 ips: 6.1765 images/s [04/10 13:21:13] ppdet.engine INFO: Epoch: [15] [1300/7329] learning_rate: 0.000100 loss_class: 0.604772 loss_bbox: 0.150917 loss_giou: 0.359088 loss_class_aux: 3.937326 loss_bbox_aux: 0.975020 loss_giou_aux: 2.304831 loss_class_dn: 0.329891 loss_bbox_dn: 0.181978 loss_giou_dn: 0.393584 loss_class_aux_dn: 1.773508 loss_bbox_aux_dn: 1.024454 loss_giou_aux_dn: 2.142630 loss: 14.522875 eta: 5 days, 19:06:19 batch_cost: 0.6541 data_cost: 0.0018 ips: 6.1151 images/s [04/10 13:22:23] ppdet.engine INFO: Epoch: [15] [1400/7329] learning_rate: 0.000100 loss_class: 0.639161 loss_bbox: 0.156615 loss_giou: 0.464406 loss_class_aux: 4.226713 loss_bbox_aux: 0.994164 loss_giou_aux: 2.928675 loss_class_dn: 0.356493 loss_bbox_dn: 0.200688 loss_giou_dn: 0.467836 loss_class_aux_dn: 1.943277 loss_bbox_aux_dn: 1.124877 loss_giou_aux_dn: 2.552885 loss: 17.457462 eta: 5 days, 19:05:13 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1480 images/s [04/10 13:23:34] ppdet.engine INFO: Epoch: [15] [1500/7329] learning_rate: 0.000100 loss_class: 0.621523 loss_bbox: 0.152357 loss_giou: 0.375722 loss_class_aux: 4.092742 loss_bbox_aux: 0.991388 loss_giou_aux: 2.379911 loss_class_dn: 0.332264 loss_bbox_dn: 0.178473 loss_giou_dn: 0.416482 loss_class_aux_dn: 1.831477 loss_bbox_aux_dn: 1.041332 loss_giou_aux_dn: 2.272096 loss: 15.161245 eta: 5 days, 19:04:05 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1773 images/s [04/10 13:24:44] ppdet.engine INFO: Epoch: [15] [1600/7329] learning_rate: 0.000100 loss_class: 0.643245 loss_bbox: 0.153502 loss_giou: 0.500791 loss_class_aux: 4.253778 loss_bbox_aux: 0.980759 loss_giou_aux: 3.179304 loss_class_dn: 0.373494 loss_bbox_dn: 0.174312 loss_giou_dn: 0.508834 loss_class_aux_dn: 1.943675 loss_bbox_aux_dn: 0.996158 loss_giou_aux_dn: 2.755654 loss: 16.737873 eta: 5 days, 19:02:56 batch_cost: 0.6473 data_cost: 0.0018 ips: 6.1796 images/s [04/10 13:25:53] ppdet.engine INFO: Epoch: [15] [1700/7329] learning_rate: 0.000100 loss_class: 0.573842 loss_bbox: 0.161294 loss_giou: 0.374463 loss_class_aux: 3.704841 loss_bbox_aux: 1.035670 loss_giou_aux: 2.401365 loss_class_dn: 0.334064 loss_bbox_dn: 0.177105 loss_giou_dn: 0.393405 loss_class_aux_dn: 1.858045 loss_bbox_aux_dn: 1.016389 loss_giou_aux_dn: 2.190517 loss: 15.089895 eta: 5 days, 19:01:40 batch_cost: 0.6356 data_cost: 0.0017 ips: 6.2936 images/s [04/10 13:27:03] ppdet.engine INFO: Epoch: [15] [1800/7329] learning_rate: 0.000100 loss_class: 0.586401 loss_bbox: 0.134708 loss_giou: 0.326894 loss_class_aux: 3.770827 loss_bbox_aux: 0.864440 loss_giou_aux: 2.126023 loss_class_dn: 0.322311 loss_bbox_dn: 0.163656 loss_giou_dn: 0.344986 loss_class_aux_dn: 1.727727 loss_bbox_aux_dn: 0.987977 loss_giou_aux_dn: 1.887884 loss: 13.273781 eta: 5 days, 19:00:29 batch_cost: 0.6439 data_cost: 0.0017 ips: 6.2119 images/s [04/10 13:28:13] ppdet.engine INFO: Epoch: [15] [1900/7329] learning_rate: 0.000100 loss_class: 0.633266 loss_bbox: 0.149959 loss_giou: 0.407422 loss_class_aux: 4.024402 loss_bbox_aux: 1.020468 loss_giou_aux: 2.562469 loss_class_dn: 0.332094 loss_bbox_dn: 0.176555 loss_giou_dn: 0.443191 loss_class_aux_dn: 1.771721 loss_bbox_aux_dn: 1.073448 loss_giou_aux_dn: 2.349576 loss: 15.125540 eta: 5 days, 18:59:19 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2064 images/s [04/10 13:29:22] ppdet.engine INFO: Epoch: [15] [2000/7329] learning_rate: 0.000100 loss_class: 0.627586 loss_bbox: 0.140642 loss_giou: 0.413667 loss_class_aux: 3.975330 loss_bbox_aux: 0.943688 loss_giou_aux: 2.696037 loss_class_dn: 0.332571 loss_bbox_dn: 0.181511 loss_giou_dn: 0.443658 loss_class_aux_dn: 1.789887 loss_bbox_aux_dn: 1.010257 loss_giou_aux_dn: 2.422227 loss: 15.136206 eta: 5 days, 18:58:08 batch_cost: 0.6431 data_cost: 0.0017 ips: 6.2195 images/s [04/10 13:30:34] ppdet.engine INFO: Epoch: [15] [2100/7329] learning_rate: 0.000100 loss_class: 0.678255 loss_bbox: 0.157599 loss_giou: 0.459817 loss_class_aux: 4.413778 loss_bbox_aux: 1.043665 loss_giou_aux: 2.796254 loss_class_dn: 0.351161 loss_bbox_dn: 0.196776 loss_giou_dn: 0.435754 loss_class_aux_dn: 1.941988 loss_bbox_aux_dn: 1.104118 loss_giou_aux_dn: 2.398822 loss: 16.186470 eta: 5 days, 18:57:08 batch_cost: 0.6589 data_cost: 0.0018 ips: 6.0709 images/s [04/10 13:31:45] ppdet.engine INFO: Epoch: [15] [2200/7329] learning_rate: 0.000100 loss_class: 0.597308 loss_bbox: 0.153558 loss_giou: 0.421694 loss_class_aux: 3.946374 loss_bbox_aux: 1.050822 loss_giou_aux: 2.764086 loss_class_dn: 0.375632 loss_bbox_dn: 0.168865 loss_giou_dn: 0.442631 loss_class_aux_dn: 2.039425 loss_bbox_aux_dn: 1.003957 loss_giou_aux_dn: 2.475249 loss: 16.246422 eta: 5 days, 18:56:04 batch_cost: 0.6548 data_cost: 0.0018 ips: 6.1091 images/s [04/10 13:32:55] ppdet.engine INFO: Epoch: [15] [2300/7329] learning_rate: 0.000100 loss_class: 0.603410 loss_bbox: 0.130800 loss_giou: 0.359927 loss_class_aux: 3.992115 loss_bbox_aux: 0.880947 loss_giou_aux: 2.336660 loss_class_dn: 0.326799 loss_bbox_dn: 0.165857 loss_giou_dn: 0.383033 loss_class_aux_dn: 1.734893 loss_bbox_aux_dn: 0.994650 loss_giou_aux_dn: 2.069736 loss: 14.096445 eta: 5 days, 18:54:56 batch_cost: 0.6475 data_cost: 0.0017 ips: 6.1774 images/s [04/10 13:34:05] ppdet.engine INFO: Epoch: [15] [2400/7329] learning_rate: 0.000100 loss_class: 0.607205 loss_bbox: 0.142306 loss_giou: 0.365714 loss_class_aux: 3.911072 loss_bbox_aux: 0.922197 loss_giou_aux: 2.354449 loss_class_dn: 0.320734 loss_bbox_dn: 0.189431 loss_giou_dn: 0.390214 loss_class_aux_dn: 1.728542 loss_bbox_aux_dn: 1.087816 loss_giou_aux_dn: 2.161738 loss: 15.181559 eta: 5 days, 18:53:49 batch_cost: 0.6486 data_cost: 0.0017 ips: 6.1668 images/s [04/10 13:35:15] ppdet.engine INFO: Epoch: [15] [2500/7329] learning_rate: 0.000100 loss_class: 0.603517 loss_bbox: 0.144959 loss_giou: 0.423791 loss_class_aux: 3.964679 loss_bbox_aux: 0.947720 loss_giou_aux: 2.646594 loss_class_dn: 0.349465 loss_bbox_dn: 0.174733 loss_giou_dn: 0.450477 loss_class_aux_dn: 1.869643 loss_bbox_aux_dn: 0.990845 loss_giou_aux_dn: 2.571521 loss: 15.833715 eta: 5 days, 18:52:37 batch_cost: 0.6418 data_cost: 0.0017 ips: 6.2320 images/s [04/10 13:36:25] ppdet.engine INFO: Epoch: [15] [2600/7329] learning_rate: 0.000100 loss_class: 0.633626 loss_bbox: 0.144282 loss_giou: 0.419499 loss_class_aux: 3.997165 loss_bbox_aux: 0.963405 loss_giou_aux: 2.795765 loss_class_dn: 0.343296 loss_bbox_dn: 0.201839 loss_giou_dn: 0.446099 loss_class_aux_dn: 1.819628 loss_bbox_aux_dn: 1.102276 loss_giou_aux_dn: 2.468919 loss: 15.964520 eta: 5 days, 18:51:30 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1611 images/s [04/10 13:37:36] ppdet.engine INFO: Epoch: [15] [2700/7329] learning_rate: 0.000100 loss_class: 0.561430 loss_bbox: 0.136583 loss_giou: 0.408774 loss_class_aux: 3.727582 loss_bbox_aux: 0.910519 loss_giou_aux: 2.520831 loss_class_dn: 0.330998 loss_bbox_dn: 0.163989 loss_giou_dn: 0.395955 loss_class_aux_dn: 1.758284 loss_bbox_aux_dn: 0.941463 loss_giou_aux_dn: 2.176052 loss: 14.652683 eta: 5 days, 18:50:24 batch_cost: 0.6510 data_cost: 0.0019 ips: 6.1448 images/s [04/10 13:38:45] ppdet.engine INFO: Epoch: [15] [2800/7329] learning_rate: 0.000100 loss_class: 0.565421 loss_bbox: 0.155746 loss_giou: 0.418696 loss_class_aux: 3.695764 loss_bbox_aux: 1.012776 loss_giou_aux: 2.585372 loss_class_dn: 0.342908 loss_bbox_dn: 0.180319 loss_giou_dn: 0.406941 loss_class_aux_dn: 1.851126 loss_bbox_aux_dn: 1.023046 loss_giou_aux_dn: 2.215618 loss: 14.955278 eta: 5 days, 18:49:10 batch_cost: 0.6387 data_cost: 0.0019 ips: 6.2626 images/s [04/10 13:39:55] ppdet.engine INFO: Epoch: [15] [2900/7329] learning_rate: 0.000100 loss_class: 0.584753 loss_bbox: 0.141932 loss_giou: 0.411333 loss_class_aux: 3.845476 loss_bbox_aux: 0.893179 loss_giou_aux: 2.574599 loss_class_dn: 0.344929 loss_bbox_dn: 0.172487 loss_giou_dn: 0.432231 loss_class_aux_dn: 1.822433 loss_bbox_aux_dn: 0.981024 loss_giou_aux_dn: 2.337113 loss: 15.116350 eta: 5 days, 18:48:01 batch_cost: 0.6454 data_cost: 0.0018 ips: 6.1978 images/s [04/10 13:41:05] ppdet.engine INFO: Epoch: [15] [3000/7329] learning_rate: 0.000100 loss_class: 0.678954 loss_bbox: 0.156187 loss_giou: 0.564890 loss_class_aux: 4.417916 loss_bbox_aux: 1.044740 loss_giou_aux: 3.539027 loss_class_dn: 0.378927 loss_bbox_dn: 0.178762 loss_giou_dn: 0.507164 loss_class_aux_dn: 2.047311 loss_bbox_aux_dn: 1.066254 loss_giou_aux_dn: 2.735794 loss: 17.815250 eta: 5 days, 18:46:50 batch_cost: 0.6442 data_cost: 0.0018 ips: 6.2088 images/s [04/10 13:42:16] ppdet.engine INFO: Epoch: [15] [3100/7329] learning_rate: 0.000100 loss_class: 0.643208 loss_bbox: 0.163699 loss_giou: 0.425985 loss_class_aux: 4.284382 loss_bbox_aux: 1.090593 loss_giou_aux: 2.674201 loss_class_dn: 0.404317 loss_bbox_dn: 0.208238 loss_giou_dn: 0.471740 loss_class_aux_dn: 2.134881 loss_bbox_aux_dn: 1.193081 loss_giou_aux_dn: 2.591258 loss: 16.937107 eta: 5 days, 18:45:42 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1837 images/s [04/10 13:43:27] ppdet.engine INFO: Epoch: [15] [3200/7329] learning_rate: 0.000100 loss_class: 0.606976 loss_bbox: 0.151326 loss_giou: 0.439849 loss_class_aux: 3.886462 loss_bbox_aux: 0.973890 loss_giou_aux: 2.784216 loss_class_dn: 0.347692 loss_bbox_dn: 0.184303 loss_giou_dn: 0.443540 loss_class_aux_dn: 1.868959 loss_bbox_aux_dn: 1.089241 loss_giou_aux_dn: 2.491453 loss: 15.209484 eta: 5 days, 18:44:39 batch_cost: 0.6556 data_cost: 0.0017 ips: 6.1015 images/s [04/10 13:44:38] ppdet.engine INFO: Epoch: [15] [3300/7329] learning_rate: 0.000100 loss_class: 0.590509 loss_bbox: 0.159196 loss_giou: 0.419508 loss_class_aux: 3.922939 loss_bbox_aux: 1.039573 loss_giou_aux: 2.632704 loss_class_dn: 0.340464 loss_bbox_dn: 0.192001 loss_giou_dn: 0.429260 loss_class_aux_dn: 1.787907 loss_bbox_aux_dn: 1.076685 loss_giou_aux_dn: 2.338961 loss: 15.297019 eta: 5 days, 18:43:36 batch_cost: 0.6545 data_cost: 0.0018 ips: 6.1112 images/s [04/10 13:45:47] ppdet.engine INFO: Epoch: [15] [3400/7329] learning_rate: 0.000100 loss_class: 0.604885 loss_bbox: 0.150807 loss_giou: 0.376472 loss_class_aux: 3.831250 loss_bbox_aux: 0.949138 loss_giou_aux: 2.386533 loss_class_dn: 0.324214 loss_bbox_dn: 0.191188 loss_giou_dn: 0.416205 loss_class_aux_dn: 1.677250 loss_bbox_aux_dn: 1.085084 loss_giou_aux_dn: 2.246208 loss: 14.106922 eta: 5 days, 18:42:24 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2344 images/s [04/10 13:46:58] ppdet.engine INFO: Epoch: [15] [3500/7329] learning_rate: 0.000100 loss_class: 0.624429 loss_bbox: 0.144533 loss_giou: 0.399110 loss_class_aux: 3.972784 loss_bbox_aux: 0.950761 loss_giou_aux: 2.576527 loss_class_dn: 0.356138 loss_bbox_dn: 0.178495 loss_giou_dn: 0.432590 loss_class_aux_dn: 1.891613 loss_bbox_aux_dn: 1.058747 loss_giou_aux_dn: 2.361566 loss: 15.446295 eta: 5 days, 18:41:18 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1431 images/s [04/10 13:48:09] ppdet.engine INFO: Epoch: [15] [3600/7329] learning_rate: 0.000100 loss_class: 0.621237 loss_bbox: 0.159088 loss_giou: 0.420522 loss_class_aux: 4.137092 loss_bbox_aux: 1.010344 loss_giou_aux: 2.649256 loss_class_dn: 0.382507 loss_bbox_dn: 0.192251 loss_giou_dn: 0.426166 loss_class_aux_dn: 2.087160 loss_bbox_aux_dn: 1.108295 loss_giou_aux_dn: 2.371904 loss: 16.678864 eta: 5 days, 18:40:20 batch_cost: 0.6618 data_cost: 0.0020 ips: 6.0437 images/s [04/10 13:49:20] ppdet.engine INFO: Epoch: [15] [3700/7329] learning_rate: 0.000100 loss_class: 0.610051 loss_bbox: 0.166287 loss_giou: 0.417727 loss_class_aux: 3.978108 loss_bbox_aux: 1.127274 loss_giou_aux: 2.621080 loss_class_dn: 0.359026 loss_bbox_dn: 0.196009 loss_giou_dn: 0.433812 loss_class_aux_dn: 1.897493 loss_bbox_aux_dn: 1.134347 loss_giou_aux_dn: 2.370424 loss: 16.223270 eta: 5 days, 18:39:16 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1161 images/s [04/10 13:50:31] ppdet.engine INFO: Epoch: [15] [3800/7329] learning_rate: 0.000100 loss_class: 0.649638 loss_bbox: 0.153425 loss_giou: 0.418853 loss_class_aux: 4.331165 loss_bbox_aux: 0.975346 loss_giou_aux: 2.693279 loss_class_dn: 0.365125 loss_bbox_dn: 0.182565 loss_giou_dn: 0.450949 loss_class_aux_dn: 1.944848 loss_bbox_aux_dn: 1.035524 loss_giou_aux_dn: 2.503150 loss: 16.244783 eta: 5 days, 18:38:08 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1746 images/s [04/10 13:51:43] ppdet.engine INFO: Epoch: [15] [3900/7329] learning_rate: 0.000100 loss_class: 0.590936 loss_bbox: 0.131344 loss_giou: 0.345823 loss_class_aux: 3.765826 loss_bbox_aux: 0.883954 loss_giou_aux: 2.192587 loss_class_dn: 0.312447 loss_bbox_dn: 0.156994 loss_giou_dn: 0.389463 loss_class_aux_dn: 1.636196 loss_bbox_aux_dn: 0.928854 loss_giou_aux_dn: 2.109383 loss: 14.176617 eta: 5 days, 18:37:09 batch_cost: 0.6603 data_cost: 0.0018 ips: 6.0576 images/s [04/10 13:52:53] ppdet.engine INFO: Epoch: [15] [4000/7329] learning_rate: 0.000100 loss_class: 0.595444 loss_bbox: 0.155591 loss_giou: 0.349812 loss_class_aux: 3.839438 loss_bbox_aux: 0.981021 loss_giou_aux: 2.144781 loss_class_dn: 0.307968 loss_bbox_dn: 0.187856 loss_giou_dn: 0.391186 loss_class_aux_dn: 1.626258 loss_bbox_aux_dn: 1.083979 loss_giou_aux_dn: 2.129251 loss: 14.148190 eta: 5 days, 18:36:02 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1647 images/s [04/10 13:54:04] ppdet.engine INFO: Epoch: [15] [4100/7329] learning_rate: 0.000100 loss_class: 0.598971 loss_bbox: 0.141057 loss_giou: 0.502468 loss_class_aux: 3.934003 loss_bbox_aux: 0.923721 loss_giou_aux: 3.140520 loss_class_dn: 0.363688 loss_bbox_dn: 0.182976 loss_giou_dn: 0.477788 loss_class_aux_dn: 1.910403 loss_bbox_aux_dn: 1.058961 loss_giou_aux_dn: 2.535016 loss: 16.213242 eta: 5 days, 18:34:58 batch_cost: 0.6543 data_cost: 0.0017 ips: 6.1132 images/s [04/10 13:55:14] ppdet.engine INFO: Epoch: [15] [4200/7329] learning_rate: 0.000100 loss_class: 0.655725 loss_bbox: 0.150546 loss_giou: 0.441268 loss_class_aux: 4.509138 loss_bbox_aux: 1.008723 loss_giou_aux: 2.852137 loss_class_dn: 0.367629 loss_bbox_dn: 0.196549 loss_giou_dn: 0.502365 loss_class_aux_dn: 1.958529 loss_bbox_aux_dn: 1.132127 loss_giou_aux_dn: 2.741869 loss: 17.370289 eta: 5 days, 18:33:50 batch_cost: 0.6463 data_cost: 0.0018 ips: 6.1890 images/s [04/10 13:56:24] ppdet.engine INFO: Epoch: [15] [4300/7329] learning_rate: 0.000100 loss_class: 0.672936 loss_bbox: 0.147890 loss_giou: 0.435235 loss_class_aux: 4.462045 loss_bbox_aux: 0.968327 loss_giou_aux: 2.730793 loss_class_dn: 0.346303 loss_bbox_dn: 0.190410 loss_giou_dn: 0.435353 loss_class_aux_dn: 1.799926 loss_bbox_aux_dn: 1.079021 loss_giou_aux_dn: 2.310630 loss: 15.959795 eta: 5 days, 18:32:40 batch_cost: 0.6447 data_cost: 0.0018 ips: 6.2044 images/s [04/10 13:57:34] ppdet.engine INFO: Epoch: [15] [4400/7329] learning_rate: 0.000100 loss_class: 0.607476 loss_bbox: 0.134583 loss_giou: 0.393731 loss_class_aux: 3.941787 loss_bbox_aux: 0.961493 loss_giou_aux: 2.527036 loss_class_dn: 0.333440 loss_bbox_dn: 0.183609 loss_giou_dn: 0.423031 loss_class_aux_dn: 1.772683 loss_bbox_aux_dn: 1.078175 loss_giou_aux_dn: 2.328915 loss: 15.298698 eta: 5 days, 18:31:31 batch_cost: 0.6472 data_cost: 0.0018 ips: 6.1805 images/s [04/10 13:58:45] ppdet.engine INFO: Epoch: [15] [4500/7329] learning_rate: 0.000100 loss_class: 0.578145 loss_bbox: 0.144488 loss_giou: 0.395212 loss_class_aux: 3.815885 loss_bbox_aux: 0.883647 loss_giou_aux: 2.547565 loss_class_dn: 0.324747 loss_bbox_dn: 0.183228 loss_giou_dn: 0.401847 loss_class_aux_dn: 1.746462 loss_bbox_aux_dn: 1.064372 loss_giou_aux_dn: 2.138577 loss: 13.905800 eta: 5 days, 18:30:25 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1622 images/s [04/10 13:59:55] ppdet.engine INFO: Epoch: [15] [4600/7329] learning_rate: 0.000100 loss_class: 0.732277 loss_bbox: 0.168900 loss_giou: 0.440917 loss_class_aux: 4.746815 loss_bbox_aux: 1.066926 loss_giou_aux: 2.753640 loss_class_dn: 0.401101 loss_bbox_dn: 0.190713 loss_giou_dn: 0.467804 loss_class_aux_dn: 2.126415 loss_bbox_aux_dn: 1.085291 loss_giou_aux_dn: 2.628833 loss: 17.492319 eta: 5 days, 18:29:21 batch_cost: 0.6549 data_cost: 0.0018 ips: 6.1081 images/s [04/10 14:01:06] ppdet.engine INFO: Epoch: [15] [4700/7329] learning_rate: 0.000100 loss_class: 0.640291 loss_bbox: 0.147388 loss_giou: 0.478668 loss_class_aux: 4.117382 loss_bbox_aux: 0.957692 loss_giou_aux: 2.945759 loss_class_dn: 0.380081 loss_bbox_dn: 0.178615 loss_giou_dn: 0.481651 loss_class_aux_dn: 2.046426 loss_bbox_aux_dn: 1.056814 loss_giou_aux_dn: 2.587524 loss: 17.358921 eta: 5 days, 18:28:12 batch_cost: 0.6457 data_cost: 0.0017 ips: 6.1951 images/s [04/10 14:02:18] ppdet.engine INFO: Epoch: [15] [4800/7329] learning_rate: 0.000100 loss_class: 0.619872 loss_bbox: 0.141063 loss_giou: 0.370413 loss_class_aux: 4.067626 loss_bbox_aux: 0.964359 loss_giou_aux: 2.408315 loss_class_dn: 0.342743 loss_bbox_dn: 0.189116 loss_giou_dn: 0.431565 loss_class_aux_dn: 1.861653 loss_bbox_aux_dn: 1.130017 loss_giou_aux_dn: 2.300384 loss: 14.998774 eta: 5 days, 18:27:17 batch_cost: 0.6674 data_cost: 0.0018 ips: 5.9937 images/s [04/10 14:03:30] ppdet.engine INFO: Epoch: [15] [4900/7329] learning_rate: 0.000100 loss_class: 0.675241 loss_bbox: 0.172553 loss_giou: 0.432104 loss_class_aux: 4.383492 loss_bbox_aux: 1.107119 loss_giou_aux: 2.703084 loss_class_dn: 0.356432 loss_bbox_dn: 0.193081 loss_giou_dn: 0.453796 loss_class_aux_dn: 1.909574 loss_bbox_aux_dn: 1.133532 loss_giou_aux_dn: 2.391541 loss: 16.339998 eta: 5 days, 18:26:14 batch_cost: 0.6551 data_cost: 0.0018 ips: 6.1057 images/s [04/10 14:04:39] ppdet.engine INFO: Epoch: [15] [5000/7329] learning_rate: 0.000100 loss_class: 0.596084 loss_bbox: 0.155092 loss_giou: 0.379523 loss_class_aux: 3.833977 loss_bbox_aux: 0.982036 loss_giou_aux: 2.370832 loss_class_dn: 0.330528 loss_bbox_dn: 0.195161 loss_giou_dn: 0.378644 loss_class_aux_dn: 1.797188 loss_bbox_aux_dn: 1.154597 loss_giou_aux_dn: 2.048384 loss: 14.329716 eta: 5 days, 18:25:04 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2143 images/s [04/10 14:05:51] ppdet.engine INFO: Epoch: [15] [5100/7329] learning_rate: 0.000100 loss_class: 0.621341 loss_bbox: 0.157491 loss_giou: 0.390870 loss_class_aux: 3.896322 loss_bbox_aux: 1.072097 loss_giou_aux: 2.471475 loss_class_dn: 0.328423 loss_bbox_dn: 0.199710 loss_giou_dn: 0.426150 loss_class_aux_dn: 1.761520 loss_bbox_aux_dn: 1.159352 loss_giou_aux_dn: 2.249288 loss: 15.352385 eta: 5 days, 18:24:02 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0851 images/s [04/10 14:07:01] ppdet.engine INFO: Epoch: [15] [5200/7329] learning_rate: 0.000100 loss_class: 0.647297 loss_bbox: 0.142968 loss_giou: 0.365474 loss_class_aux: 4.120362 loss_bbox_aux: 0.966828 loss_giou_aux: 2.301059 loss_class_dn: 0.352718 loss_bbox_dn: 0.178408 loss_giou_dn: 0.394957 loss_class_aux_dn: 1.903475 loss_bbox_aux_dn: 1.065389 loss_giou_aux_dn: 2.183875 loss: 15.559956 eta: 5 days, 18:22:51 batch_cost: 0.6418 data_cost: 0.0017 ips: 6.2321 images/s [04/10 14:08:11] ppdet.engine INFO: Epoch: [15] [5300/7329] learning_rate: 0.000100 loss_class: 0.591407 loss_bbox: 0.151930 loss_giou: 0.377469 loss_class_aux: 3.740496 loss_bbox_aux: 0.964496 loss_giou_aux: 2.370842 loss_class_dn: 0.324170 loss_bbox_dn: 0.184754 loss_giou_dn: 0.399652 loss_class_aux_dn: 1.744331 loss_bbox_aux_dn: 1.101083 loss_giou_aux_dn: 2.180457 loss: 14.822493 eta: 5 days, 18:21:45 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1462 images/s [04/10 14:09:22] ppdet.engine INFO: Epoch: [15] [5400/7329] learning_rate: 0.000100 loss_class: 0.604974 loss_bbox: 0.146713 loss_giou: 0.438245 loss_class_aux: 3.945997 loss_bbox_aux: 0.947014 loss_giou_aux: 2.849650 loss_class_dn: 0.339113 loss_bbox_dn: 0.194636 loss_giou_dn: 0.439284 loss_class_aux_dn: 1.830977 loss_bbox_aux_dn: 1.199788 loss_giou_aux_dn: 2.413368 loss: 15.663924 eta: 5 days, 18:20:40 batch_cost: 0.6528 data_cost: 0.0017 ips: 6.1273 images/s [04/10 14:10:33] ppdet.engine INFO: Epoch: [15] [5500/7329] learning_rate: 0.000100 loss_class: 0.614441 loss_bbox: 0.147555 loss_giou: 0.396075 loss_class_aux: 4.012869 loss_bbox_aux: 0.966424 loss_giou_aux: 2.513553 loss_class_dn: 0.340341 loss_bbox_dn: 0.174739 loss_giou_dn: 0.399623 loss_class_aux_dn: 1.821782 loss_bbox_aux_dn: 1.006135 loss_giou_aux_dn: 2.227553 loss: 15.714561 eta: 5 days, 18:19:37 batch_cost: 0.6547 data_cost: 0.0018 ips: 6.1097 images/s [04/10 14:11:43] ppdet.engine INFO: Epoch: [15] [5600/7329] learning_rate: 0.000100 loss_class: 0.589318 loss_bbox: 0.137016 loss_giou: 0.445460 loss_class_aux: 3.869732 loss_bbox_aux: 0.909291 loss_giou_aux: 2.766998 loss_class_dn: 0.351222 loss_bbox_dn: 0.164185 loss_giou_dn: 0.426109 loss_class_aux_dn: 1.859330 loss_bbox_aux_dn: 0.974432 loss_giou_aux_dn: 2.313802 loss: 14.772833 eta: 5 days, 18:18:25 batch_cost: 0.6408 data_cost: 0.0018 ips: 6.2422 images/s [04/10 14:12:54] ppdet.engine INFO: Epoch: [15] [5700/7329] learning_rate: 0.000100 loss_class: 0.533663 loss_bbox: 0.143342 loss_giou: 0.391967 loss_class_aux: 3.494756 loss_bbox_aux: 0.931946 loss_giou_aux: 2.477828 loss_class_dn: 0.336114 loss_bbox_dn: 0.176364 loss_giou_dn: 0.389967 loss_class_aux_dn: 1.774744 loss_bbox_aux_dn: 1.032038 loss_giou_aux_dn: 2.156641 loss: 14.055614 eta: 5 days, 18:17:20 batch_cost: 0.6527 data_cost: 0.0019 ips: 6.1283 images/s [04/10 14:14:04] ppdet.engine INFO: Epoch: [15] [5800/7329] learning_rate: 0.000100 loss_class: 0.670138 loss_bbox: 0.163541 loss_giou: 0.460035 loss_class_aux: 4.406680 loss_bbox_aux: 1.045585 loss_giou_aux: 2.918001 loss_class_dn: 0.370727 loss_bbox_dn: 0.192683 loss_giou_dn: 0.445677 loss_class_aux_dn: 1.986546 loss_bbox_aux_dn: 1.110374 loss_giou_aux_dn: 2.425920 loss: 16.343784 eta: 5 days, 18:16:12 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1788 images/s [04/10 14:15:15] ppdet.engine INFO: Epoch: [15] [5900/7329] learning_rate: 0.000100 loss_class: 0.590049 loss_bbox: 0.146452 loss_giou: 0.478035 loss_class_aux: 3.904689 loss_bbox_aux: 0.972804 loss_giou_aux: 2.888299 loss_class_dn: 0.361639 loss_bbox_dn: 0.176213 loss_giou_dn: 0.504990 loss_class_aux_dn: 1.938482 loss_bbox_aux_dn: 1.063775 loss_giou_aux_dn: 2.671520 loss: 17.359499 eta: 5 days, 18:15:06 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1438 images/s [04/10 14:16:25] ppdet.engine INFO: Epoch: [15] [6000/7329] learning_rate: 0.000100 loss_class: 0.662199 loss_bbox: 0.159463 loss_giou: 0.477962 loss_class_aux: 3.992807 loss_bbox_aux: 0.996103 loss_giou_aux: 3.056227 loss_class_dn: 0.345465 loss_bbox_dn: 0.189557 loss_giou_dn: 0.447726 loss_class_aux_dn: 1.836829 loss_bbox_aux_dn: 1.102642 loss_giou_aux_dn: 2.404739 loss: 16.535183 eta: 5 days, 18:13:58 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1778 images/s [04/10 14:17:35] ppdet.engine INFO: Epoch: [15] [6100/7329] learning_rate: 0.000100 loss_class: 0.603168 loss_bbox: 0.145444 loss_giou: 0.383924 loss_class_aux: 3.983793 loss_bbox_aux: 0.953664 loss_giou_aux: 2.394407 loss_class_dn: 0.347875 loss_bbox_dn: 0.206408 loss_giou_dn: 0.416680 loss_class_aux_dn: 1.865606 loss_bbox_aux_dn: 1.128187 loss_giou_aux_dn: 2.223727 loss: 15.759308 eta: 5 days, 18:12:47 batch_cost: 0.6422 data_cost: 0.0018 ips: 6.2288 images/s [04/10 14:18:45] ppdet.engine INFO: Epoch: [15] [6200/7329] learning_rate: 0.000100 loss_class: 0.536813 loss_bbox: 0.138057 loss_giou: 0.327497 loss_class_aux: 3.580068 loss_bbox_aux: 0.916460 loss_giou_aux: 2.099227 loss_class_dn: 0.287752 loss_bbox_dn: 0.187644 loss_giou_dn: 0.358972 loss_class_aux_dn: 1.546558 loss_bbox_aux_dn: 1.046817 loss_giou_aux_dn: 1.924400 loss: 13.569098 eta: 5 days, 18:11:37 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2056 images/s [04/10 14:19:54] ppdet.engine INFO: Epoch: [15] [6300/7329] learning_rate: 0.000100 loss_class: 0.579769 loss_bbox: 0.149688 loss_giou: 0.407265 loss_class_aux: 3.741633 loss_bbox_aux: 1.026367 loss_giou_aux: 2.538863 loss_class_dn: 0.320503 loss_bbox_dn: 0.168966 loss_giou_dn: 0.385869 loss_class_aux_dn: 1.739015 loss_bbox_aux_dn: 0.966174 loss_giou_aux_dn: 2.143178 loss: 14.764771 eta: 5 days, 18:10:24 batch_cost: 0.6400 data_cost: 0.0017 ips: 6.2503 images/s [04/10 14:21:04] ppdet.engine INFO: Epoch: [15] [6400/7329] learning_rate: 0.000100 loss_class: 0.605863 loss_bbox: 0.156204 loss_giou: 0.415599 loss_class_aux: 4.011475 loss_bbox_aux: 1.011498 loss_giou_aux: 2.774488 loss_class_dn: 0.360678 loss_bbox_dn: 0.176519 loss_giou_dn: 0.454390 loss_class_aux_dn: 1.882983 loss_bbox_aux_dn: 1.029097 loss_giou_aux_dn: 2.495040 loss: 16.074257 eta: 5 days, 18:09:16 batch_cost: 0.6475 data_cost: 0.0019 ips: 6.1776 images/s [04/10 14:22:15] ppdet.engine INFO: Epoch: [15] [6500/7329] learning_rate: 0.000100 loss_class: 0.587823 loss_bbox: 0.153374 loss_giou: 0.334391 loss_class_aux: 3.888012 loss_bbox_aux: 0.978128 loss_giou_aux: 2.108017 loss_class_dn: 0.332807 loss_bbox_dn: 0.178869 loss_giou_dn: 0.355966 loss_class_aux_dn: 1.792177 loss_bbox_aux_dn: 1.073189 loss_giou_aux_dn: 1.992426 loss: 14.577053 eta: 5 days, 18:08:11 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1437 images/s [04/10 14:23:26] ppdet.engine INFO: Epoch: [15] [6600/7329] learning_rate: 0.000100 loss_class: 0.663657 loss_bbox: 0.147387 loss_giou: 0.396794 loss_class_aux: 4.354259 loss_bbox_aux: 0.946058 loss_giou_aux: 2.516709 loss_class_dn: 0.358281 loss_bbox_dn: 0.197484 loss_giou_dn: 0.445920 loss_class_aux_dn: 1.940706 loss_bbox_aux_dn: 1.143724 loss_giou_aux_dn: 2.400621 loss: 16.230125 eta: 5 days, 18:07:08 batch_cost: 0.6549 data_cost: 0.0017 ips: 6.1081 images/s [04/10 14:24:37] ppdet.engine INFO: Epoch: [15] [6700/7329] learning_rate: 0.000100 loss_class: 0.629657 loss_bbox: 0.166958 loss_giou: 0.383592 loss_class_aux: 4.083716 loss_bbox_aux: 1.056228 loss_giou_aux: 2.531501 loss_class_dn: 0.356986 loss_bbox_dn: 0.207531 loss_giou_dn: 0.410454 loss_class_aux_dn: 1.929210 loss_bbox_aux_dn: 1.139723 loss_giou_aux_dn: 2.286929 loss: 15.917320 eta: 5 days, 18:05:59 batch_cost: 0.6461 data_cost: 0.0016 ips: 6.1907 images/s [04/10 14:25:49] ppdet.engine INFO: Epoch: [15] [6800/7329] learning_rate: 0.000100 loss_class: 0.624442 loss_bbox: 0.138823 loss_giou: 0.374754 loss_class_aux: 3.920804 loss_bbox_aux: 0.953618 loss_giou_aux: 2.409955 loss_class_dn: 0.343065 loss_bbox_dn: 0.171675 loss_giou_dn: 0.413738 loss_class_aux_dn: 1.870719 loss_bbox_aux_dn: 0.959659 loss_giou_aux_dn: 2.241127 loss: 15.610312 eta: 5 days, 18:05:00 batch_cost: 0.6622 data_cost: 0.0018 ips: 6.0403 images/s [04/10 14:26:59] ppdet.engine INFO: Epoch: [15] [6900/7329] learning_rate: 0.000100 loss_class: 0.629740 loss_bbox: 0.154866 loss_giou: 0.394402 loss_class_aux: 4.182634 loss_bbox_aux: 0.951674 loss_giou_aux: 2.591480 loss_class_dn: 0.350414 loss_bbox_dn: 0.177062 loss_giou_dn: 0.431298 loss_class_aux_dn: 1.881884 loss_bbox_aux_dn: 1.034470 loss_giou_aux_dn: 2.367929 loss: 16.189575 eta: 5 days, 18:03:52 batch_cost: 0.6471 data_cost: 0.0019 ips: 6.1814 images/s [04/10 14:28:09] ppdet.engine INFO: Epoch: [15] [7000/7329] learning_rate: 0.000100 loss_class: 0.601276 loss_bbox: 0.143372 loss_giou: 0.361288 loss_class_aux: 3.829976 loss_bbox_aux: 0.966382 loss_giou_aux: 2.383572 loss_class_dn: 0.336284 loss_bbox_dn: 0.177459 loss_giou_dn: 0.377735 loss_class_aux_dn: 1.812509 loss_bbox_aux_dn: 0.989860 loss_giou_aux_dn: 2.139812 loss: 15.117924 eta: 5 days, 18:02:44 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1854 images/s [04/10 14:29:22] ppdet.engine INFO: Epoch: [15] [7100/7329] learning_rate: 0.000100 loss_class: 0.598799 loss_bbox: 0.150975 loss_giou: 0.393860 loss_class_aux: 3.869202 loss_bbox_aux: 1.045328 loss_giou_aux: 2.525108 loss_class_dn: 0.348011 loss_bbox_dn: 0.196468 loss_giou_dn: 0.405043 loss_class_aux_dn: 1.888961 loss_bbox_aux_dn: 1.136725 loss_giou_aux_dn: 2.227781 loss: 15.032469 eta: 5 days, 18:01:48 batch_cost: 0.6657 data_cost: 0.0017 ips: 6.0084 images/s [04/10 14:30:33] ppdet.engine INFO: Epoch: [15] [7200/7329] learning_rate: 0.000100 loss_class: 0.566786 loss_bbox: 0.151500 loss_giou: 0.397928 loss_class_aux: 3.746393 loss_bbox_aux: 0.994773 loss_giou_aux: 2.443319 loss_class_dn: 0.333896 loss_bbox_dn: 0.191770 loss_giou_dn: 0.374652 loss_class_aux_dn: 1.789537 loss_bbox_aux_dn: 1.142806 loss_giou_aux_dn: 2.108884 loss: 15.230383 eta: 5 days, 18:00:47 batch_cost: 0.6578 data_cost: 0.0018 ips: 6.0804 images/s [04/10 14:31:44] ppdet.engine INFO: Epoch: [15] [7300/7329] learning_rate: 0.000100 loss_class: 0.620466 loss_bbox: 0.156463 loss_giou: 0.476087 loss_class_aux: 4.283134 loss_bbox_aux: 0.971548 loss_giou_aux: 2.927452 loss_class_dn: 0.365780 loss_bbox_dn: 0.167935 loss_giou_dn: 0.486599 loss_class_aux_dn: 1.973435 loss_bbox_aux_dn: 1.002263 loss_giou_aux_dn: 2.555379 loss: 15.601912 eta: 5 days, 17:59:42 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1246 images/s [04/10 14:32:09] ppdet.engine INFO: Eval iter: 0 [04/10 14:32:37] ppdet.engine INFO: Eval iter: 100 [04/10 14:33:05] ppdet.engine INFO: Eval iter: 200 [04/10 14:33:33] ppdet.engine INFO: Eval iter: 300 [04/10 14:34:01] ppdet.engine INFO: Eval iter: 400 [04/10 14:34:29] ppdet.engine INFO: Eval iter: 500 [04/10 14:34:57] ppdet.engine INFO: Eval iter: 600 [04/10 14:35:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/10 14:35:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.79s). Accumulating evaluation results... DONE (t=28.53s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.512 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.693 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.320 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.640 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.512 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.755 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 [04/10 14:38:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.593537122604186 [04/10 14:38:28] ppdet.engine INFO: Best test bbox ap is 0.512. [04/10 14:38:32] ppdet.engine INFO: Epoch: [16] [ 0/7329] learning_rate: 0.000100 loss_class: 0.643723 loss_bbox: 0.165120 loss_giou: 0.465465 loss_class_aux: 4.283134 loss_bbox_aux: 1.013343 loss_giou_aux: 2.927452 loss_class_dn: 0.365780 loss_bbox_dn: 0.167935 loss_giou_dn: 0.486599 loss_class_aux_dn: 1.957730 loss_bbox_aux_dn: 1.004031 loss_giou_aux_dn: 2.555379 loss: 15.799321 eta: 5 days, 17:59:26 batch_cost: 0.6534 data_cost: 0.0019 ips: 6.1221 images/s [04/10 14:39:42] ppdet.engine INFO: Epoch: [16] [ 100/7329] learning_rate: 0.000100 loss_class: 0.620863 loss_bbox: 0.145052 loss_giou: 0.331522 loss_class_aux: 4.101193 loss_bbox_aux: 0.947999 loss_giou_aux: 2.193850 loss_class_dn: 0.355158 loss_bbox_dn: 0.175761 loss_giou_dn: 0.386757 loss_class_aux_dn: 1.911653 loss_bbox_aux_dn: 1.029855 loss_giou_aux_dn: 2.129781 loss: 14.777363 eta: 5 days, 17:58:15 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2340 images/s [04/10 14:40:52] ppdet.engine INFO: Epoch: [16] [ 200/7329] learning_rate: 0.000100 loss_class: 0.634875 loss_bbox: 0.149062 loss_giou: 0.438915 loss_class_aux: 4.037416 loss_bbox_aux: 0.988039 loss_giou_aux: 2.659415 loss_class_dn: 0.351159 loss_bbox_dn: 0.181750 loss_giou_dn: 0.445611 loss_class_aux_dn: 1.880555 loss_bbox_aux_dn: 1.071832 loss_giou_aux_dn: 2.372285 loss: 16.245386 eta: 5 days, 17:57:06 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1910 images/s [04/10 14:42:02] ppdet.engine INFO: Epoch: [16] [ 300/7329] learning_rate: 0.000100 loss_class: 0.585372 loss_bbox: 0.131222 loss_giou: 0.450803 loss_class_aux: 3.980948 loss_bbox_aux: 0.870779 loss_giou_aux: 2.952310 loss_class_dn: 0.354898 loss_bbox_dn: 0.166115 loss_giou_dn: 0.452243 loss_class_aux_dn: 1.871413 loss_bbox_aux_dn: 0.998834 loss_giou_aux_dn: 2.443715 loss: 15.320393 eta: 5 days, 17:55:57 batch_cost: 0.6468 data_cost: 0.0021 ips: 6.1843 images/s [04/10 14:43:12] ppdet.engine INFO: Epoch: [16] [ 400/7329] learning_rate: 0.000100 loss_class: 0.605925 loss_bbox: 0.148174 loss_giou: 0.365405 loss_class_aux: 3.981452 loss_bbox_aux: 1.039129 loss_giou_aux: 2.502704 loss_class_dn: 0.348445 loss_bbox_dn: 0.193042 loss_giou_dn: 0.393757 loss_class_aux_dn: 1.905146 loss_bbox_aux_dn: 1.139944 loss_giou_aux_dn: 2.155204 loss: 15.719475 eta: 5 days, 17:54:47 batch_cost: 0.6433 data_cost: 0.0019 ips: 6.2177 images/s [04/10 14:44:23] ppdet.engine INFO: Epoch: [16] [ 500/7329] learning_rate: 0.000100 loss_class: 0.652860 loss_bbox: 0.166708 loss_giou: 0.421624 loss_class_aux: 4.041726 loss_bbox_aux: 1.118597 loss_giou_aux: 2.642615 loss_class_dn: 0.352837 loss_bbox_dn: 0.205855 loss_giou_dn: 0.459072 loss_class_aux_dn: 1.897895 loss_bbox_aux_dn: 1.146031 loss_giou_aux_dn: 2.438486 loss: 16.922855 eta: 5 days, 17:53:40 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1619 images/s [04/10 14:45:33] ppdet.engine INFO: Epoch: [16] [ 600/7329] learning_rate: 0.000100 loss_class: 0.571030 loss_bbox: 0.140931 loss_giou: 0.316158 loss_class_aux: 3.653454 loss_bbox_aux: 0.905395 loss_giou_aux: 2.074239 loss_class_dn: 0.287418 loss_bbox_dn: 0.176427 loss_giou_dn: 0.367445 loss_class_aux_dn: 1.569575 loss_bbox_aux_dn: 0.986200 loss_giou_aux_dn: 1.970449 loss: 12.989786 eta: 5 days, 17:52:31 batch_cost: 0.6453 data_cost: 0.0019 ips: 6.1991 images/s [04/10 14:46:44] ppdet.engine INFO: Epoch: [16] [ 700/7329] learning_rate: 0.000100 loss_class: 0.687487 loss_bbox: 0.141212 loss_giou: 0.420083 loss_class_aux: 4.356140 loss_bbox_aux: 0.902295 loss_giou_aux: 2.628391 loss_class_dn: 0.360122 loss_bbox_dn: 0.165643 loss_giou_dn: 0.419796 loss_class_aux_dn: 1.898778 loss_bbox_aux_dn: 0.976410 loss_giou_aux_dn: 2.329988 loss: 15.652859 eta: 5 days, 17:51:28 batch_cost: 0.6552 data_cost: 0.0021 ips: 6.1052 images/s [04/10 14:47:53] ppdet.engine INFO: Epoch: [16] [ 800/7329] learning_rate: 0.000100 loss_class: 0.586525 loss_bbox: 0.145756 loss_giou: 0.412337 loss_class_aux: 3.842195 loss_bbox_aux: 0.928845 loss_giou_aux: 2.515297 loss_class_dn: 0.320421 loss_bbox_dn: 0.178820 loss_giou_dn: 0.400583 loss_class_aux_dn: 1.730620 loss_bbox_aux_dn: 1.026417 loss_giou_aux_dn: 2.204325 loss: 14.765770 eta: 5 days, 17:50:14 batch_cost: 0.6388 data_cost: 0.0019 ips: 6.2621 images/s [04/10 14:49:02] ppdet.engine INFO: Epoch: [16] [ 900/7329] learning_rate: 0.000100 loss_class: 0.652104 loss_bbox: 0.168091 loss_giou: 0.466854 loss_class_aux: 4.314696 loss_bbox_aux: 1.100769 loss_giou_aux: 2.874638 loss_class_dn: 0.380429 loss_bbox_dn: 0.192101 loss_giou_dn: 0.479987 loss_class_aux_dn: 1.994899 loss_bbox_aux_dn: 1.053166 loss_giou_aux_dn: 2.587240 loss: 17.517673 eta: 5 days, 17:49:00 batch_cost: 0.6375 data_cost: 0.0018 ips: 6.2740 images/s [04/10 14:50:13] ppdet.engine INFO: Epoch: [16] [1000/7329] learning_rate: 0.000100 loss_class: 0.691442 loss_bbox: 0.153646 loss_giou: 0.431177 loss_class_aux: 4.280375 loss_bbox_aux: 1.029774 loss_giou_aux: 2.718373 loss_class_dn: 0.371905 loss_bbox_dn: 0.183970 loss_giou_dn: 0.464615 loss_class_aux_dn: 2.005019 loss_bbox_aux_dn: 1.057565 loss_giou_aux_dn: 2.500565 loss: 16.499241 eta: 5 days, 17:47:55 batch_cost: 0.6529 data_cost: 0.0018 ips: 6.1261 images/s [04/10 14:51:22] ppdet.engine INFO: Epoch: [16] [1100/7329] learning_rate: 0.000100 loss_class: 0.656140 loss_bbox: 0.157261 loss_giou: 0.477186 loss_class_aux: 4.227013 loss_bbox_aux: 1.045412 loss_giou_aux: 3.072992 loss_class_dn: 0.378276 loss_bbox_dn: 0.176068 loss_giou_dn: 0.490928 loss_class_aux_dn: 2.042882 loss_bbox_aux_dn: 1.036496 loss_giou_aux_dn: 2.626309 loss: 16.811337 eta: 5 days, 17:46:42 batch_cost: 0.6387 data_cost: 0.0020 ips: 6.2631 images/s [04/10 14:52:33] ppdet.engine INFO: Epoch: [16] [1200/7329] learning_rate: 0.000100 loss_class: 0.656155 loss_bbox: 0.150613 loss_giou: 0.434616 loss_class_aux: 4.234130 loss_bbox_aux: 0.950509 loss_giou_aux: 2.735954 loss_class_dn: 0.360494 loss_bbox_dn: 0.160597 loss_giou_dn: 0.431955 loss_class_aux_dn: 1.917451 loss_bbox_aux_dn: 0.969883 loss_giou_aux_dn: 2.399029 loss: 16.191866 eta: 5 days, 17:45:37 batch_cost: 0.6525 data_cost: 0.0023 ips: 6.1298 images/s [04/10 14:53:45] ppdet.engine INFO: Epoch: [16] [1300/7329] learning_rate: 0.000100 loss_class: 0.636327 loss_bbox: 0.148271 loss_giou: 0.394800 loss_class_aux: 3.991081 loss_bbox_aux: 0.978692 loss_giou_aux: 2.542613 loss_class_dn: 0.354897 loss_bbox_dn: 0.173881 loss_giou_dn: 0.430802 loss_class_aux_dn: 1.906548 loss_bbox_aux_dn: 1.074466 loss_giou_aux_dn: 2.323298 loss: 15.719492 eta: 5 days, 17:44:35 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1009 images/s [04/10 14:54:54] ppdet.engine INFO: Epoch: [16] [1400/7329] learning_rate: 0.000100 loss_class: 0.590591 loss_bbox: 0.151413 loss_giou: 0.365798 loss_class_aux: 3.943306 loss_bbox_aux: 1.006135 loss_giou_aux: 2.315561 loss_class_dn: 0.338670 loss_bbox_dn: 0.190182 loss_giou_dn: 0.402483 loss_class_aux_dn: 1.809277 loss_bbox_aux_dn: 1.067217 loss_giou_aux_dn: 2.192826 loss: 15.782162 eta: 5 days, 17:43:23 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2336 images/s [04/10 14:56:05] ppdet.engine INFO: Epoch: [16] [1500/7329] learning_rate: 0.000100 loss_class: 0.678717 loss_bbox: 0.170780 loss_giou: 0.372349 loss_class_aux: 4.415088 loss_bbox_aux: 1.054997 loss_giou_aux: 2.382604 loss_class_dn: 0.341486 loss_bbox_dn: 0.209970 loss_giou_dn: 0.404680 loss_class_aux_dn: 1.870232 loss_bbox_aux_dn: 1.176900 loss_giou_aux_dn: 2.219260 loss: 15.576826 eta: 5 days, 17:42:18 batch_cost: 0.6525 data_cost: 0.0020 ips: 6.1300 images/s [04/10 14:57:15] ppdet.engine INFO: Epoch: [16] [1600/7329] learning_rate: 0.000100 loss_class: 0.620560 loss_bbox: 0.142116 loss_giou: 0.412442 loss_class_aux: 4.080876 loss_bbox_aux: 0.901022 loss_giou_aux: 2.553920 loss_class_dn: 0.351151 loss_bbox_dn: 0.167783 loss_giou_dn: 0.458484 loss_class_aux_dn: 1.897209 loss_bbox_aux_dn: 0.981892 loss_giou_aux_dn: 2.485574 loss: 16.331631 eta: 5 days, 17:41:08 batch_cost: 0.6434 data_cost: 0.0021 ips: 6.2169 images/s [04/10 14:58:26] ppdet.engine INFO: Epoch: [16] [1700/7329] learning_rate: 0.000100 loss_class: 0.572103 loss_bbox: 0.144227 loss_giou: 0.393027 loss_class_aux: 3.747301 loss_bbox_aux: 0.943790 loss_giou_aux: 2.539167 loss_class_dn: 0.308127 loss_bbox_dn: 0.183069 loss_giou_dn: 0.433882 loss_class_aux_dn: 1.702348 loss_bbox_aux_dn: 1.030134 loss_giou_aux_dn: 2.362600 loss: 14.399702 eta: 5 days, 17:40:03 batch_cost: 0.6519 data_cost: 0.0020 ips: 6.1356 images/s [04/10 14:59:37] ppdet.engine INFO: Epoch: [16] [1800/7329] learning_rate: 0.000100 loss_class: 0.586582 loss_bbox: 0.149044 loss_giou: 0.363351 loss_class_aux: 3.733233 loss_bbox_aux: 1.029262 loss_giou_aux: 2.384263 loss_class_dn: 0.328026 loss_bbox_dn: 0.181178 loss_giou_dn: 0.384952 loss_class_aux_dn: 1.774080 loss_bbox_aux_dn: 1.042656 loss_giou_aux_dn: 2.152407 loss: 13.929725 eta: 5 days, 17:38:59 batch_cost: 0.6532 data_cost: 0.0018 ips: 6.1241 images/s [04/10 15:00:46] ppdet.engine INFO: Epoch: [16] [1900/7329] learning_rate: 0.000100 loss_class: 0.593542 loss_bbox: 0.136277 loss_giou: 0.405772 loss_class_aux: 4.003680 loss_bbox_aux: 0.896380 loss_giou_aux: 2.520461 loss_class_dn: 0.321829 loss_bbox_dn: 0.155459 loss_giou_dn: 0.436605 loss_class_aux_dn: 1.731223 loss_bbox_aux_dn: 0.949939 loss_giou_aux_dn: 2.369145 loss: 14.693550 eta: 5 days, 17:37:46 batch_cost: 0.6390 data_cost: 0.0019 ips: 6.2601 images/s [04/10 15:01:56] ppdet.engine INFO: Epoch: [16] [2000/7329] learning_rate: 0.000100 loss_class: 0.605147 loss_bbox: 0.131118 loss_giou: 0.383330 loss_class_aux: 3.912275 loss_bbox_aux: 0.885065 loss_giou_aux: 2.390204 loss_class_dn: 0.352673 loss_bbox_dn: 0.177506 loss_giou_dn: 0.415014 loss_class_aux_dn: 1.881163 loss_bbox_aux_dn: 1.039655 loss_giou_aux_dn: 2.277575 loss: 14.991621 eta: 5 days, 17:36:38 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1734 images/s [04/10 15:03:08] ppdet.engine INFO: Epoch: [16] [2100/7329] learning_rate: 0.000100 loss_class: 0.623618 loss_bbox: 0.153670 loss_giou: 0.416004 loss_class_aux: 3.935069 loss_bbox_aux: 1.014692 loss_giou_aux: 2.555561 loss_class_dn: 0.361017 loss_bbox_dn: 0.181505 loss_giou_dn: 0.400907 loss_class_aux_dn: 1.984880 loss_bbox_aux_dn: 1.067467 loss_giou_aux_dn: 2.204438 loss: 16.669041 eta: 5 days, 17:35:40 batch_cost: 0.6634 data_cost: 0.0019 ips: 6.0296 images/s [04/10 15:04:19] ppdet.engine INFO: Epoch: [16] [2200/7329] learning_rate: 0.000100 loss_class: 0.567157 loss_bbox: 0.137038 loss_giou: 0.357639 loss_class_aux: 3.672442 loss_bbox_aux: 0.896685 loss_giou_aux: 2.296950 loss_class_dn: 0.306765 loss_bbox_dn: 0.172546 loss_giou_dn: 0.377726 loss_class_aux_dn: 1.671774 loss_bbox_aux_dn: 0.985530 loss_giou_aux_dn: 2.061157 loss: 13.594354 eta: 5 days, 17:34:33 batch_cost: 0.6490 data_cost: 0.0019 ips: 6.1630 images/s [04/10 15:05:29] ppdet.engine INFO: Epoch: [16] [2300/7329] learning_rate: 0.000100 loss_class: 0.647992 loss_bbox: 0.152276 loss_giou: 0.465667 loss_class_aux: 4.280742 loss_bbox_aux: 1.012848 loss_giou_aux: 2.950031 loss_class_dn: 0.352447 loss_bbox_dn: 0.169613 loss_giou_dn: 0.481908 loss_class_aux_dn: 1.900033 loss_bbox_aux_dn: 0.974436 loss_giou_aux_dn: 2.636953 loss: 15.991390 eta: 5 days, 17:33:24 batch_cost: 0.6442 data_cost: 0.0019 ips: 6.2096 images/s [04/10 15:06:40] ppdet.engine INFO: Epoch: [16] [2400/7329] learning_rate: 0.000100 loss_class: 0.568741 loss_bbox: 0.149837 loss_giou: 0.326230 loss_class_aux: 3.644930 loss_bbox_aux: 0.944013 loss_giou_aux: 2.052671 loss_class_dn: 0.315684 loss_bbox_dn: 0.170284 loss_giou_dn: 0.364344 loss_class_aux_dn: 1.775939 loss_bbox_aux_dn: 1.042381 loss_giou_aux_dn: 2.012197 loss: 13.859903 eta: 5 days, 17:32:17 batch_cost: 0.6500 data_cost: 0.0020 ips: 6.1543 images/s [04/10 15:07:51] ppdet.engine INFO: Epoch: [16] [2500/7329] learning_rate: 0.000100 loss_class: 0.647588 loss_bbox: 0.163238 loss_giou: 0.420376 loss_class_aux: 4.229306 loss_bbox_aux: 1.016821 loss_giou_aux: 2.682673 loss_class_dn: 0.372257 loss_bbox_dn: 0.193788 loss_giou_dn: 0.449623 loss_class_aux_dn: 2.009048 loss_bbox_aux_dn: 1.107993 loss_giou_aux_dn: 2.463462 loss: 16.416061 eta: 5 days, 17:31:16 batch_cost: 0.6572 data_cost: 0.0019 ips: 6.0866 images/s [04/10 15:09:01] ppdet.engine INFO: Epoch: [16] [2600/7329] learning_rate: 0.000100 loss_class: 0.585651 loss_bbox: 0.148593 loss_giou: 0.344567 loss_class_aux: 3.690883 loss_bbox_aux: 0.961553 loss_giou_aux: 2.179138 loss_class_dn: 0.328354 loss_bbox_dn: 0.171066 loss_giou_dn: 0.374830 loss_class_aux_dn: 1.731939 loss_bbox_aux_dn: 0.990345 loss_giou_aux_dn: 2.076493 loss: 14.700680 eta: 5 days, 17:30:04 batch_cost: 0.6421 data_cost: 0.0020 ips: 6.2292 images/s [04/10 15:10:12] ppdet.engine INFO: Epoch: [16] [2700/7329] learning_rate: 0.000100 loss_class: 0.635450 loss_bbox: 0.146856 loss_giou: 0.366595 loss_class_aux: 4.142868 loss_bbox_aux: 0.962061 loss_giou_aux: 2.513149 loss_class_dn: 0.345409 loss_bbox_dn: 0.186489 loss_giou_dn: 0.386321 loss_class_aux_dn: 1.874247 loss_bbox_aux_dn: 1.030110 loss_giou_aux_dn: 2.128592 loss: 15.241571 eta: 5 days, 17:29:01 batch_cost: 0.6538 data_cost: 0.0020 ips: 6.1183 images/s [04/10 15:11:23] ppdet.engine INFO: Epoch: [16] [2800/7329] learning_rate: 0.000100 loss_class: 0.618918 loss_bbox: 0.170254 loss_giou: 0.470601 loss_class_aux: 4.224775 loss_bbox_aux: 1.079945 loss_giou_aux: 2.860635 loss_class_dn: 0.362213 loss_bbox_dn: 0.209738 loss_giou_dn: 0.471273 loss_class_aux_dn: 1.917139 loss_bbox_aux_dn: 1.179303 loss_giou_aux_dn: 2.577989 loss: 16.234020 eta: 5 days, 17:27:55 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1486 images/s [04/10 15:12:33] ppdet.engine INFO: Epoch: [16] [2900/7329] learning_rate: 0.000100 loss_class: 0.653350 loss_bbox: 0.161421 loss_giou: 0.516625 loss_class_aux: 4.133670 loss_bbox_aux: 1.068156 loss_giou_aux: 3.254613 loss_class_dn: 0.375471 loss_bbox_dn: 0.189915 loss_giou_dn: 0.511902 loss_class_aux_dn: 2.055724 loss_bbox_aux_dn: 1.093142 loss_giou_aux_dn: 2.817969 loss: 17.538139 eta: 5 days, 17:26:47 batch_cost: 0.6471 data_cost: 0.0019 ips: 6.1814 images/s [04/10 15:13:43] ppdet.engine INFO: Epoch: [16] [3000/7329] learning_rate: 0.000100 loss_class: 0.545647 loss_bbox: 0.148425 loss_giou: 0.395794 loss_class_aux: 3.534402 loss_bbox_aux: 0.963219 loss_giou_aux: 2.553505 loss_class_dn: 0.331660 loss_bbox_dn: 0.185222 loss_giou_dn: 0.384040 loss_class_aux_dn: 1.775967 loss_bbox_aux_dn: 1.067976 loss_giou_aux_dn: 2.101130 loss: 14.380644 eta: 5 days, 17:25:40 batch_cost: 0.6495 data_cost: 0.0021 ips: 6.1586 images/s [04/10 15:14:55] ppdet.engine INFO: Epoch: [16] [3100/7329] learning_rate: 0.000100 loss_class: 0.646611 loss_bbox: 0.154637 loss_giou: 0.491115 loss_class_aux: 4.293859 loss_bbox_aux: 1.008148 loss_giou_aux: 3.021422 loss_class_dn: 0.381021 loss_bbox_dn: 0.179197 loss_giou_dn: 0.471668 loss_class_aux_dn: 1.980207 loss_bbox_aux_dn: 1.046457 loss_giou_aux_dn: 2.546110 loss: 16.904957 eta: 5 days, 17:24:38 batch_cost: 0.6566 data_cost: 0.0020 ips: 6.0922 images/s [04/10 15:16:06] ppdet.engine INFO: Epoch: [16] [3200/7329] learning_rate: 0.000100 loss_class: 0.613890 loss_bbox: 0.138664 loss_giou: 0.374799 loss_class_aux: 3.926261 loss_bbox_aux: 0.910043 loss_giou_aux: 2.404162 loss_class_dn: 0.329451 loss_bbox_dn: 0.177137 loss_giou_dn: 0.416123 loss_class_aux_dn: 1.794243 loss_bbox_aux_dn: 1.046582 loss_giou_aux_dn: 2.241546 loss: 15.060123 eta: 5 days, 17:23:35 batch_cost: 0.6547 data_cost: 0.0020 ips: 6.1097 images/s [04/10 15:17:18] ppdet.engine INFO: Epoch: [16] [3300/7329] learning_rate: 0.000100 loss_class: 0.625586 loss_bbox: 0.167393 loss_giou: 0.422088 loss_class_aux: 4.001129 loss_bbox_aux: 1.044691 loss_giou_aux: 2.558531 loss_class_dn: 0.356664 loss_bbox_dn: 0.195116 loss_giou_dn: 0.440609 loss_class_aux_dn: 1.902303 loss_bbox_aux_dn: 1.132549 loss_giou_aux_dn: 2.373225 loss: 16.356028 eta: 5 days, 17:22:36 batch_cost: 0.6619 data_cost: 0.0021 ips: 6.0432 images/s [04/10 15:18:29] ppdet.engine INFO: Epoch: [16] [3400/7329] learning_rate: 0.000100 loss_class: 0.627878 loss_bbox: 0.151952 loss_giou: 0.399063 loss_class_aux: 4.050555 loss_bbox_aux: 1.002692 loss_giou_aux: 2.504424 loss_class_dn: 0.342487 loss_bbox_dn: 0.176799 loss_giou_dn: 0.456680 loss_class_aux_dn: 1.861615 loss_bbox_aux_dn: 1.003199 loss_giou_aux_dn: 2.501827 loss: 16.219181 eta: 5 days, 17:21:32 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1165 images/s [04/10 15:19:39] ppdet.engine INFO: Epoch: [16] [3500/7329] learning_rate: 0.000100 loss_class: 0.527016 loss_bbox: 0.146591 loss_giou: 0.344008 loss_class_aux: 3.494393 loss_bbox_aux: 0.983016 loss_giou_aux: 2.285331 loss_class_dn: 0.305992 loss_bbox_dn: 0.156293 loss_giou_dn: 0.351228 loss_class_aux_dn: 1.637511 loss_bbox_aux_dn: 0.997074 loss_giou_aux_dn: 1.961393 loss: 13.287189 eta: 5 days, 17:20:21 batch_cost: 0.6423 data_cost: 0.0019 ips: 6.2275 images/s [04/10 15:20:49] ppdet.engine INFO: Epoch: [16] [3600/7329] learning_rate: 0.000100 loss_class: 0.640396 loss_bbox: 0.160831 loss_giou: 0.448243 loss_class_aux: 4.124424 loss_bbox_aux: 1.054092 loss_giou_aux: 2.849491 loss_class_dn: 0.388187 loss_bbox_dn: 0.184225 loss_giou_dn: 0.476280 loss_class_aux_dn: 2.063737 loss_bbox_aux_dn: 1.084387 loss_giou_aux_dn: 2.611420 loss: 17.628717 eta: 5 days, 17:19:13 batch_cost: 0.6458 data_cost: 0.0021 ips: 6.1936 images/s [04/10 15:21:59] ppdet.engine INFO: Epoch: [16] [3700/7329] learning_rate: 0.000100 loss_class: 0.606721 loss_bbox: 0.136859 loss_giou: 0.294532 loss_class_aux: 4.032291 loss_bbox_aux: 0.914486 loss_giou_aux: 1.856405 loss_class_dn: 0.288149 loss_bbox_dn: 0.151922 loss_giou_dn: 0.323118 loss_class_aux_dn: 1.628636 loss_bbox_aux_dn: 0.888424 loss_giou_aux_dn: 1.795243 loss: 13.275211 eta: 5 days, 17:18:06 batch_cost: 0.6494 data_cost: 0.0019 ips: 6.1591 images/s [04/10 15:23:09] ppdet.engine INFO: Epoch: [16] [3800/7329] learning_rate: 0.000100 loss_class: 0.688150 loss_bbox: 0.156558 loss_giou: 0.435693 loss_class_aux: 4.356879 loss_bbox_aux: 1.017706 loss_giou_aux: 2.681776 loss_class_dn: 0.387403 loss_bbox_dn: 0.195213 loss_giou_dn: 0.467369 loss_class_aux_dn: 2.046974 loss_bbox_aux_dn: 1.115522 loss_giou_aux_dn: 2.539556 loss: 17.161259 eta: 5 days, 17:16:54 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2399 images/s [04/10 15:24:19] ppdet.engine INFO: Epoch: [16] [3900/7329] learning_rate: 0.000100 loss_class: 0.614663 loss_bbox: 0.152592 loss_giou: 0.400557 loss_class_aux: 3.905821 loss_bbox_aux: 1.018297 loss_giou_aux: 2.653561 loss_class_dn: 0.327042 loss_bbox_dn: 0.179914 loss_giou_dn: 0.415701 loss_class_aux_dn: 1.767328 loss_bbox_aux_dn: 1.099185 loss_giou_aux_dn: 2.274241 loss: 15.231112 eta: 5 days, 17:15:49 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1451 images/s [04/10 15:25:30] ppdet.engine INFO: Epoch: [16] [4000/7329] learning_rate: 0.000100 loss_class: 0.642571 loss_bbox: 0.151474 loss_giou: 0.428053 loss_class_aux: 4.336949 loss_bbox_aux: 0.917817 loss_giou_aux: 2.651502 loss_class_dn: 0.385540 loss_bbox_dn: 0.176003 loss_giou_dn: 0.478606 loss_class_aux_dn: 2.042263 loss_bbox_aux_dn: 1.000626 loss_giou_aux_dn: 2.626854 loss: 16.510715 eta: 5 days, 17:14:38 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2142 images/s [04/10 15:26:40] ppdet.engine INFO: Epoch: [16] [4100/7329] learning_rate: 0.000100 loss_class: 0.646116 loss_bbox: 0.158474 loss_giou: 0.392310 loss_class_aux: 4.263517 loss_bbox_aux: 1.012495 loss_giou_aux: 2.452528 loss_class_dn: 0.357439 loss_bbox_dn: 0.188950 loss_giou_dn: 0.403289 loss_class_aux_dn: 1.874161 loss_bbox_aux_dn: 1.123882 loss_giou_aux_dn: 2.155266 loss: 15.092752 eta: 5 days, 17:13:33 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1472 images/s [04/10 15:27:51] ppdet.engine INFO: Epoch: [16] [4200/7329] learning_rate: 0.000100 loss_class: 0.612508 loss_bbox: 0.154350 loss_giou: 0.440857 loss_class_aux: 3.953710 loss_bbox_aux: 0.999003 loss_giou_aux: 2.804242 loss_class_dn: 0.368269 loss_bbox_dn: 0.180410 loss_giou_dn: 0.457568 loss_class_aux_dn: 1.942439 loss_bbox_aux_dn: 1.090686 loss_giou_aux_dn: 2.559674 loss: 16.544395 eta: 5 days, 17:12:28 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1385 images/s [04/10 15:29:04] ppdet.engine INFO: Epoch: [16] [4300/7329] learning_rate: 0.000100 loss_class: 0.690889 loss_bbox: 0.179907 loss_giou: 0.403247 loss_class_aux: 4.442946 loss_bbox_aux: 1.152968 loss_giou_aux: 2.597889 loss_class_dn: 0.366386 loss_bbox_dn: 0.214882 loss_giou_dn: 0.437359 loss_class_aux_dn: 1.967152 loss_bbox_aux_dn: 1.201557 loss_giou_aux_dn: 2.459610 loss: 16.796070 eta: 5 days, 17:11:34 batch_cost: 0.6699 data_cost: 0.0019 ips: 5.9714 images/s [04/10 15:30:16] ppdet.engine INFO: Epoch: [16] [4400/7329] learning_rate: 0.000100 loss_class: 0.642609 loss_bbox: 0.165820 loss_giou: 0.426669 loss_class_aux: 4.139581 loss_bbox_aux: 1.036894 loss_giou_aux: 2.665800 loss_class_dn: 0.361943 loss_bbox_dn: 0.173854 loss_giou_dn: 0.444723 loss_class_aux_dn: 1.925892 loss_bbox_aux_dn: 1.027988 loss_giou_aux_dn: 2.427800 loss: 16.565931 eta: 5 days, 17:10:34 batch_cost: 0.6598 data_cost: 0.0018 ips: 6.0626 images/s [04/10 15:31:26] ppdet.engine INFO: Epoch: [16] [4500/7329] learning_rate: 0.000100 loss_class: 0.650891 loss_bbox: 0.159017 loss_giou: 0.423090 loss_class_aux: 4.092137 loss_bbox_aux: 1.015345 loss_giou_aux: 2.655562 loss_class_dn: 0.360840 loss_bbox_dn: 0.190981 loss_giou_dn: 0.445396 loss_class_aux_dn: 1.882546 loss_bbox_aux_dn: 1.093642 loss_giou_aux_dn: 2.417212 loss: 16.130945 eta: 5 days, 17:09:25 batch_cost: 0.6466 data_cost: 0.0018 ips: 6.1861 images/s [04/10 15:32:37] ppdet.engine INFO: Epoch: [16] [4600/7329] learning_rate: 0.000100 loss_class: 0.632101 loss_bbox: 0.158656 loss_giou: 0.477929 loss_class_aux: 4.132583 loss_bbox_aux: 1.048419 loss_giou_aux: 3.022092 loss_class_dn: 0.361772 loss_bbox_dn: 0.191626 loss_giou_dn: 0.466626 loss_class_aux_dn: 1.967549 loss_bbox_aux_dn: 1.131829 loss_giou_aux_dn: 2.487258 loss: 16.589098 eta: 5 days, 17:08:19 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1559 images/s [04/10 15:33:48] ppdet.engine INFO: Epoch: [16] [4700/7329] learning_rate: 0.000100 loss_class: 0.635057 loss_bbox: 0.166696 loss_giou: 0.358307 loss_class_aux: 4.008673 loss_bbox_aux: 1.113170 loss_giou_aux: 2.236422 loss_class_dn: 0.351025 loss_bbox_dn: 0.207300 loss_giou_dn: 0.406921 loss_class_aux_dn: 1.889539 loss_bbox_aux_dn: 1.150199 loss_giou_aux_dn: 2.233178 loss: 16.340591 eta: 5 days, 17:07:19 batch_cost: 0.6595 data_cost: 0.0018 ips: 6.0650 images/s [04/10 15:34:57] ppdet.engine INFO: Epoch: [16] [4800/7329] learning_rate: 0.000100 loss_class: 0.596399 loss_bbox: 0.147298 loss_giou: 0.415193 loss_class_aux: 3.871356 loss_bbox_aux: 0.953816 loss_giou_aux: 2.694774 loss_class_dn: 0.339322 loss_bbox_dn: 0.174759 loss_giou_dn: 0.461603 loss_class_aux_dn: 1.814121 loss_bbox_aux_dn: 0.960501 loss_giou_aux_dn: 2.509511 loss: 14.929158 eta: 5 days, 17:06:04 batch_cost: 0.6359 data_cost: 0.0021 ips: 6.2902 images/s [04/10 15:36:08] ppdet.engine INFO: Epoch: [16] [4900/7329] learning_rate: 0.000100 loss_class: 0.642643 loss_bbox: 0.157789 loss_giou: 0.412645 loss_class_aux: 3.995912 loss_bbox_aux: 1.018978 loss_giou_aux: 2.566391 loss_class_dn: 0.364528 loss_bbox_dn: 0.174564 loss_giou_dn: 0.419887 loss_class_aux_dn: 1.960662 loss_bbox_aux_dn: 0.983662 loss_giou_aux_dn: 2.292816 loss: 15.574157 eta: 5 days, 17:04:55 batch_cost: 0.6464 data_cost: 0.0019 ips: 6.1883 images/s [04/10 15:37:19] ppdet.engine INFO: Epoch: [16] [5000/7329] learning_rate: 0.000100 loss_class: 0.650810 loss_bbox: 0.147550 loss_giou: 0.518845 loss_class_aux: 4.061422 loss_bbox_aux: 0.918608 loss_giou_aux: 3.184624 loss_class_dn: 0.361178 loss_bbox_dn: 0.165510 loss_giou_dn: 0.476719 loss_class_aux_dn: 1.949098 loss_bbox_aux_dn: 0.958337 loss_giou_aux_dn: 2.555001 loss: 16.496353 eta: 5 days, 17:03:55 batch_cost: 0.6589 data_cost: 0.0018 ips: 6.0708 images/s [04/10 15:38:30] ppdet.engine INFO: Epoch: [16] [5100/7329] learning_rate: 0.000100 loss_class: 0.613324 loss_bbox: 0.149943 loss_giou: 0.431453 loss_class_aux: 4.042880 loss_bbox_aux: 1.005426 loss_giou_aux: 2.745394 loss_class_dn: 0.369712 loss_bbox_dn: 0.174230 loss_giou_dn: 0.448831 loss_class_aux_dn: 1.996903 loss_bbox_aux_dn: 0.975650 loss_giou_aux_dn: 2.462770 loss: 15.592122 eta: 5 days, 17:02:48 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1638 images/s [04/10 15:39:41] ppdet.engine INFO: Epoch: [16] [5200/7329] learning_rate: 0.000100 loss_class: 0.693063 loss_bbox: 0.161599 loss_giou: 0.532064 loss_class_aux: 4.303745 loss_bbox_aux: 1.101044 loss_giou_aux: 3.457041 loss_class_dn: 0.421843 loss_bbox_dn: 0.200134 loss_giou_dn: 0.559521 loss_class_aux_dn: 2.231088 loss_bbox_aux_dn: 1.170959 loss_giou_aux_dn: 3.065156 loss: 18.471062 eta: 5 days, 17:01:42 batch_cost: 0.6510 data_cost: 0.0020 ips: 6.1443 images/s [04/10 15:40:51] ppdet.engine INFO: Epoch: [16] [5300/7329] learning_rate: 0.000100 loss_class: 0.584044 loss_bbox: 0.156878 loss_giou: 0.391060 loss_class_aux: 3.687650 loss_bbox_aux: 1.034842 loss_giou_aux: 2.494249 loss_class_dn: 0.318662 loss_bbox_dn: 0.186882 loss_giou_dn: 0.393717 loss_class_aux_dn: 1.707442 loss_bbox_aux_dn: 1.058004 loss_giou_aux_dn: 2.092545 loss: 14.248491 eta: 5 days, 17:00:38 batch_cost: 0.6524 data_cost: 0.0019 ips: 6.1311 images/s [04/10 15:42:01] ppdet.engine INFO: Epoch: [16] [5400/7329] learning_rate: 0.000100 loss_class: 0.667004 loss_bbox: 0.154951 loss_giou: 0.411663 loss_class_aux: 4.281187 loss_bbox_aux: 1.019821 loss_giou_aux: 2.527505 loss_class_dn: 0.351662 loss_bbox_dn: 0.186226 loss_giou_dn: 0.446243 loss_class_aux_dn: 1.866450 loss_bbox_aux_dn: 1.061804 loss_giou_aux_dn: 2.396619 loss: 16.099644 eta: 5 days, 16:59:28 batch_cost: 0.6442 data_cost: 0.0019 ips: 6.2090 images/s [04/10 15:43:11] ppdet.engine INFO: Epoch: [16] [5500/7329] learning_rate: 0.000100 loss_class: 0.646313 loss_bbox: 0.167176 loss_giou: 0.437953 loss_class_aux: 4.249616 loss_bbox_aux: 1.073007 loss_giou_aux: 2.760584 loss_class_dn: 0.345930 loss_bbox_dn: 0.194622 loss_giou_dn: 0.432753 loss_class_aux_dn: 1.914577 loss_bbox_aux_dn: 1.122363 loss_giou_aux_dn: 2.394941 loss: 16.353327 eta: 5 days, 16:58:17 batch_cost: 0.6426 data_cost: 0.0019 ips: 6.2250 images/s [04/10 15:44:21] ppdet.engine INFO: Epoch: [16] [5600/7329] learning_rate: 0.000100 loss_class: 0.642647 loss_bbox: 0.159284 loss_giou: 0.419721 loss_class_aux: 4.208098 loss_bbox_aux: 1.000031 loss_giou_aux: 2.644275 loss_class_dn: 0.339831 loss_bbox_dn: 0.204580 loss_giou_dn: 0.417663 loss_class_aux_dn: 1.873327 loss_bbox_aux_dn: 1.150102 loss_giou_aux_dn: 2.273426 loss: 15.814556 eta: 5 days, 16:57:09 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1798 images/s [04/10 15:45:32] ppdet.engine INFO: Epoch: [16] [5700/7329] learning_rate: 0.000100 loss_class: 0.676108 loss_bbox: 0.166664 loss_giou: 0.508466 loss_class_aux: 4.358871 loss_bbox_aux: 1.075164 loss_giou_aux: 3.262247 loss_class_dn: 0.391879 loss_bbox_dn: 0.197130 loss_giou_dn: 0.539353 loss_class_aux_dn: 2.098088 loss_bbox_aux_dn: 1.132964 loss_giou_aux_dn: 2.886456 loss: 17.826399 eta: 5 days, 16:56:04 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1422 images/s [04/10 15:46:43] ppdet.engine INFO: Epoch: [16] [5800/7329] learning_rate: 0.000100 loss_class: 0.625500 loss_bbox: 0.136785 loss_giou: 0.372496 loss_class_aux: 4.107852 loss_bbox_aux: 0.932913 loss_giou_aux: 2.340345 loss_class_dn: 0.336862 loss_bbox_dn: 0.183548 loss_giou_dn: 0.405043 loss_class_aux_dn: 1.775606 loss_bbox_aux_dn: 1.063222 loss_giou_aux_dn: 2.154963 loss: 14.687704 eta: 5 days, 16:55:02 batch_cost: 0.6561 data_cost: 0.0018 ips: 6.0965 images/s [04/10 15:47:54] ppdet.engine INFO: Epoch: [16] [5900/7329] learning_rate: 0.000100 loss_class: 0.635684 loss_bbox: 0.151017 loss_giou: 0.479789 loss_class_aux: 4.012174 loss_bbox_aux: 1.060398 loss_giou_aux: 3.197749 loss_class_dn: 0.355880 loss_bbox_dn: 0.194584 loss_giou_dn: 0.483625 loss_class_aux_dn: 1.924157 loss_bbox_aux_dn: 1.106514 loss_giou_aux_dn: 2.591807 loss: 15.719267 eta: 5 days, 16:53:53 batch_cost: 0.6466 data_cost: 0.0019 ips: 6.1866 images/s [04/10 15:49:04] ppdet.engine INFO: Epoch: [16] [6000/7329] learning_rate: 0.000100 loss_class: 0.642215 loss_bbox: 0.137832 loss_giou: 0.400950 loss_class_aux: 3.916257 loss_bbox_aux: 0.907401 loss_giou_aux: 2.594339 loss_class_dn: 0.369325 loss_bbox_dn: 0.182305 loss_giou_dn: 0.404136 loss_class_aux_dn: 1.947552 loss_bbox_aux_dn: 1.012951 loss_giou_aux_dn: 2.190653 loss: 15.220465 eta: 5 days, 16:52:48 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1471 images/s [04/10 15:50:16] ppdet.engine INFO: Epoch: [16] [6100/7329] learning_rate: 0.000100 loss_class: 0.622834 loss_bbox: 0.144127 loss_giou: 0.404267 loss_class_aux: 3.970785 loss_bbox_aux: 0.976906 loss_giou_aux: 2.620300 loss_class_dn: 0.324759 loss_bbox_dn: 0.181691 loss_giou_dn: 0.430199 loss_class_aux_dn: 1.765677 loss_bbox_aux_dn: 1.037454 loss_giou_aux_dn: 2.364117 loss: 15.176903 eta: 5 days, 16:51:45 batch_cost: 0.6566 data_cost: 0.0019 ips: 6.0922 images/s [04/10 15:51:27] ppdet.engine INFO: Epoch: [16] [6200/7329] learning_rate: 0.000100 loss_class: 0.578518 loss_bbox: 0.153451 loss_giou: 0.427489 loss_class_aux: 3.830730 loss_bbox_aux: 0.990291 loss_giou_aux: 2.629122 loss_class_dn: 0.330078 loss_bbox_dn: 0.179252 loss_giou_dn: 0.447854 loss_class_aux_dn: 1.798982 loss_bbox_aux_dn: 1.061783 loss_giou_aux_dn: 2.424387 loss: 14.839615 eta: 5 days, 16:50:43 batch_cost: 0.6556 data_cost: 0.0020 ips: 6.1010 images/s [04/10 15:52:38] ppdet.engine INFO: Epoch: [16] [6300/7329] learning_rate: 0.000100 loss_class: 0.625406 loss_bbox: 0.142589 loss_giou: 0.408256 loss_class_aux: 4.089482 loss_bbox_aux: 0.977436 loss_giou_aux: 2.684661 loss_class_dn: 0.359882 loss_bbox_dn: 0.175622 loss_giou_dn: 0.426823 loss_class_aux_dn: 1.945974 loss_bbox_aux_dn: 0.990651 loss_giou_aux_dn: 2.293003 loss: 15.305831 eta: 5 days, 16:49:44 batch_cost: 0.6617 data_cost: 0.0021 ips: 6.0450 images/s [04/10 15:53:49] ppdet.engine INFO: Epoch: [16] [6400/7329] learning_rate: 0.000100 loss_class: 0.588719 loss_bbox: 0.143470 loss_giou: 0.371629 loss_class_aux: 3.824621 loss_bbox_aux: 0.950600 loss_giou_aux: 2.389223 loss_class_dn: 0.324729 loss_bbox_dn: 0.172246 loss_giou_dn: 0.381420 loss_class_aux_dn: 1.758157 loss_bbox_aux_dn: 1.032125 loss_giou_aux_dn: 2.068379 loss: 14.267345 eta: 5 days, 16:48:36 batch_cost: 0.6482 data_cost: 0.0018 ips: 6.1714 images/s [04/10 15:55:00] ppdet.engine INFO: Epoch: [16] [6500/7329] learning_rate: 0.000100 loss_class: 0.557549 loss_bbox: 0.153564 loss_giou: 0.369325 loss_class_aux: 3.627614 loss_bbox_aux: 0.984879 loss_giou_aux: 2.289495 loss_class_dn: 0.295435 loss_bbox_dn: 0.183070 loss_giou_dn: 0.356545 loss_class_aux_dn: 1.578097 loss_bbox_aux_dn: 1.018886 loss_giou_aux_dn: 1.931680 loss: 13.214066 eta: 5 days, 16:47:33 batch_cost: 0.6543 data_cost: 0.0018 ips: 6.1138 images/s [04/10 15:56:11] ppdet.engine INFO: Epoch: [16] [6600/7329] learning_rate: 0.000100 loss_class: 0.600179 loss_bbox: 0.149426 loss_giou: 0.405774 loss_class_aux: 3.925100 loss_bbox_aux: 0.961539 loss_giou_aux: 2.554216 loss_class_dn: 0.356636 loss_bbox_dn: 0.186835 loss_giou_dn: 0.412004 loss_class_aux_dn: 1.892799 loss_bbox_aux_dn: 1.121610 loss_giou_aux_dn: 2.169915 loss: 15.397104 eta: 5 days, 16:46:30 batch_cost: 0.6553 data_cost: 0.0021 ips: 6.1042 images/s [04/10 15:57:23] ppdet.engine INFO: Epoch: [16] [6700/7329] learning_rate: 0.000100 loss_class: 0.622973 loss_bbox: 0.136860 loss_giou: 0.431921 loss_class_aux: 3.940266 loss_bbox_aux: 0.889849 loss_giou_aux: 2.793320 loss_class_dn: 0.343505 loss_bbox_dn: 0.160907 loss_giou_dn: 0.465784 loss_class_aux_dn: 1.857508 loss_bbox_aux_dn: 0.903910 loss_giou_aux_dn: 2.529783 loss: 15.752703 eta: 5 days, 16:45:27 batch_cost: 0.6554 data_cost: 0.0019 ips: 6.1031 images/s [04/10 15:58:35] ppdet.engine INFO: Epoch: [16] [6800/7329] learning_rate: 0.000100 loss_class: 0.602254 loss_bbox: 0.132515 loss_giou: 0.352483 loss_class_aux: 3.881646 loss_bbox_aux: 0.924335 loss_giou_aux: 2.324176 loss_class_dn: 0.321926 loss_bbox_dn: 0.178021 loss_giou_dn: 0.388899 loss_class_aux_dn: 1.760046 loss_bbox_aux_dn: 1.039916 loss_giou_aux_dn: 2.117098 loss: 14.423045 eta: 5 days, 16:44:30 batch_cost: 0.6658 data_cost: 0.0019 ips: 6.0077 images/s [04/10 15:59:46] ppdet.engine INFO: Epoch: [16] [6900/7329] learning_rate: 0.000100 loss_class: 0.585348 loss_bbox: 0.163434 loss_giou: 0.404848 loss_class_aux: 3.737437 loss_bbox_aux: 1.031727 loss_giou_aux: 2.623284 loss_class_dn: 0.337206 loss_bbox_dn: 0.183234 loss_giou_dn: 0.426412 loss_class_aux_dn: 1.806146 loss_bbox_aux_dn: 1.079848 loss_giou_aux_dn: 2.320770 loss: 14.899807 eta: 5 days, 16:43:27 batch_cost: 0.6544 data_cost: 0.0019 ips: 6.1126 images/s [04/10 16:00:57] ppdet.engine INFO: Epoch: [16] [7000/7329] learning_rate: 0.000100 loss_class: 0.719797 loss_bbox: 0.155836 loss_giou: 0.501229 loss_class_aux: 4.486584 loss_bbox_aux: 0.982591 loss_giou_aux: 3.198486 loss_class_dn: 0.407828 loss_bbox_dn: 0.185574 loss_giou_dn: 0.497188 loss_class_aux_dn: 2.195823 loss_bbox_aux_dn: 1.070510 loss_giou_aux_dn: 2.680208 loss: 16.955956 eta: 5 days, 16:42:21 batch_cost: 0.6500 data_cost: 0.0020 ips: 6.1537 images/s [04/10 16:02:07] ppdet.engine INFO: Epoch: [16] [7100/7329] learning_rate: 0.000100 loss_class: 0.577807 loss_bbox: 0.138575 loss_giou: 0.375725 loss_class_aux: 3.693416 loss_bbox_aux: 0.954600 loss_giou_aux: 2.378196 loss_class_dn: 0.316327 loss_bbox_dn: 0.163470 loss_giou_dn: 0.404726 loss_class_aux_dn: 1.728163 loss_bbox_aux_dn: 0.915585 loss_giou_aux_dn: 2.225869 loss: 14.856716 eta: 5 days, 16:41:12 batch_cost: 0.6456 data_cost: 0.0019 ips: 6.1958 images/s [04/10 16:03:17] ppdet.engine INFO: Epoch: [16] [7200/7329] learning_rate: 0.000100 loss_class: 0.664578 loss_bbox: 0.158891 loss_giou: 0.469674 loss_class_aux: 4.275249 loss_bbox_aux: 1.071657 loss_giou_aux: 3.072255 loss_class_dn: 0.365985 loss_bbox_dn: 0.185632 loss_giou_dn: 0.439030 loss_class_aux_dn: 1.912668 loss_bbox_aux_dn: 1.102298 loss_giou_aux_dn: 2.393798 loss: 16.829069 eta: 5 days, 16:40:04 batch_cost: 0.6466 data_cost: 0.0021 ips: 6.1858 images/s [04/10 16:04:28] ppdet.engine INFO: Epoch: [16] [7300/7329] learning_rate: 0.000100 loss_class: 0.694663 loss_bbox: 0.165571 loss_giou: 0.510909 loss_class_aux: 4.459619 loss_bbox_aux: 1.107512 loss_giou_aux: 3.134541 loss_class_dn: 0.402510 loss_bbox_dn: 0.193028 loss_giou_dn: 0.501865 loss_class_aux_dn: 2.181730 loss_bbox_aux_dn: 1.148505 loss_giou_aux_dn: 2.765115 loss: 17.046551 eta: 5 days, 16:39:00 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1091 images/s [04/10 16:04:53] ppdet.engine INFO: Eval iter: 0 [04/10 16:05:21] ppdet.engine INFO: Eval iter: 100 [04/10 16:05:49] ppdet.engine INFO: Eval iter: 200 [04/10 16:06:17] ppdet.engine INFO: Eval iter: 300 [04/10 16:06:45] ppdet.engine INFO: Eval iter: 400 [04/10 16:07:13] ppdet.engine INFO: Eval iter: 500 [04/10 16:07:41] ppdet.engine INFO: Eval iter: 600 [04/10 16:08:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 16:08:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.61s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.18s). Accumulating evaluation results... DONE (t=28.74s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.321 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.383 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.712 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.516 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 [04/10 16:11:19] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.572401235566375 [04/10 16:11:19] ppdet.engine INFO: Best test bbox ap is 0.513. [04/10 16:11:23] ppdet.engine INFO: Epoch: [17] [ 0/7329] learning_rate: 0.000100 loss_class: 0.716037 loss_bbox: 0.162378 loss_giou: 0.500850 loss_class_aux: 4.609715 loss_bbox_aux: 1.068540 loss_giou_aux: 3.134541 loss_class_dn: 0.410912 loss_bbox_dn: 0.205167 loss_giou_dn: 0.503827 loss_class_aux_dn: 2.215160 loss_bbox_aux_dn: 1.180744 loss_giou_aux_dn: 2.777940 loss: 17.648903 eta: 5 days, 16:38:46 batch_cost: 0.6624 data_cost: 0.0019 ips: 6.0383 images/s [04/10 16:12:35] ppdet.engine INFO: Epoch: [17] [ 100/7329] learning_rate: 0.000100 loss_class: 0.639016 loss_bbox: 0.139411 loss_giou: 0.345470 loss_class_aux: 3.847977 loss_bbox_aux: 0.889844 loss_giou_aux: 2.341308 loss_class_dn: 0.330248 loss_bbox_dn: 0.168772 loss_giou_dn: 0.391783 loss_class_aux_dn: 1.800623 loss_bbox_aux_dn: 0.953442 loss_giou_aux_dn: 2.131139 loss: 15.607515 eta: 5 days, 16:37:47 batch_cost: 0.6616 data_cost: 0.0017 ips: 6.0462 images/s [04/10 16:13:46] ppdet.engine INFO: Epoch: [17] [ 200/7329] learning_rate: 0.000100 loss_class: 0.605226 loss_bbox: 0.154092 loss_giou: 0.387013 loss_class_aux: 3.851317 loss_bbox_aux: 0.990333 loss_giou_aux: 2.521005 loss_class_dn: 0.332746 loss_bbox_dn: 0.188121 loss_giou_dn: 0.401229 loss_class_aux_dn: 1.796270 loss_bbox_aux_dn: 1.100375 loss_giou_aux_dn: 2.159335 loss: 14.841444 eta: 5 days, 16:36:44 batch_cost: 0.6551 data_cost: 0.0017 ips: 6.1060 images/s [04/10 16:14:56] ppdet.engine INFO: Epoch: [17] [ 300/7329] learning_rate: 0.000100 loss_class: 0.650539 loss_bbox: 0.159518 loss_giou: 0.412367 loss_class_aux: 4.220816 loss_bbox_aux: 1.044796 loss_giou_aux: 2.678931 loss_class_dn: 0.361994 loss_bbox_dn: 0.189743 loss_giou_dn: 0.426756 loss_class_aux_dn: 1.921012 loss_bbox_aux_dn: 1.071136 loss_giou_aux_dn: 2.277661 loss: 15.290623 eta: 5 days, 16:35:37 batch_cost: 0.6485 data_cost: 0.0016 ips: 6.1678 images/s [04/10 16:16:07] ppdet.engine INFO: Epoch: [17] [ 400/7329] learning_rate: 0.000100 loss_class: 0.600265 loss_bbox: 0.161504 loss_giou: 0.371273 loss_class_aux: 3.979940 loss_bbox_aux: 1.075986 loss_giou_aux: 2.291567 loss_class_dn: 0.330783 loss_bbox_dn: 0.190757 loss_giou_dn: 0.418220 loss_class_aux_dn: 1.756142 loss_bbox_aux_dn: 1.057444 loss_giou_aux_dn: 2.273676 loss: 15.108522 eta: 5 days, 16:34:32 batch_cost: 0.6533 data_cost: 0.0018 ips: 6.1225 images/s [04/10 16:17:18] ppdet.engine INFO: Epoch: [17] [ 500/7329] learning_rate: 0.000100 loss_class: 0.603278 loss_bbox: 0.146755 loss_giou: 0.392386 loss_class_aux: 3.981134 loss_bbox_aux: 0.965910 loss_giou_aux: 2.551189 loss_class_dn: 0.354149 loss_bbox_dn: 0.167695 loss_giou_dn: 0.406312 loss_class_aux_dn: 1.871190 loss_bbox_aux_dn: 1.003768 loss_giou_aux_dn: 2.284611 loss: 15.304036 eta: 5 days, 16:33:24 batch_cost: 0.6459 data_cost: 0.0017 ips: 6.1933 images/s [04/10 16:18:28] ppdet.engine INFO: Epoch: [17] [ 600/7329] learning_rate: 0.000100 loss_class: 0.608815 loss_bbox: 0.152313 loss_giou: 0.420882 loss_class_aux: 3.885406 loss_bbox_aux: 0.980027 loss_giou_aux: 2.664253 loss_class_dn: 0.372939 loss_bbox_dn: 0.193747 loss_giou_dn: 0.419817 loss_class_aux_dn: 1.968555 loss_bbox_aux_dn: 1.119246 loss_giou_aux_dn: 2.348105 loss: 16.236450 eta: 5 days, 16:32:16 batch_cost: 0.6476 data_cost: 0.0018 ips: 6.1771 images/s [04/10 16:19:39] ppdet.engine INFO: Epoch: [17] [ 700/7329] learning_rate: 0.000100 loss_class: 0.579048 loss_bbox: 0.154979 loss_giou: 0.469477 loss_class_aux: 3.757725 loss_bbox_aux: 0.983394 loss_giou_aux: 2.902859 loss_class_dn: 0.361911 loss_bbox_dn: 0.176325 loss_giou_dn: 0.476390 loss_class_aux_dn: 1.937755 loss_bbox_aux_dn: 1.005159 loss_giou_aux_dn: 2.544278 loss: 15.327027 eta: 5 days, 16:31:13 batch_cost: 0.6559 data_cost: 0.0016 ips: 6.0988 images/s [04/10 16:20:51] ppdet.engine INFO: Epoch: [17] [ 800/7329] learning_rate: 0.000100 loss_class: 0.587281 loss_bbox: 0.145492 loss_giou: 0.397925 loss_class_aux: 3.761208 loss_bbox_aux: 0.944514 loss_giou_aux: 2.617689 loss_class_dn: 0.328237 loss_bbox_dn: 0.168577 loss_giou_dn: 0.417141 loss_class_aux_dn: 1.759306 loss_bbox_aux_dn: 0.966439 loss_giou_aux_dn: 2.245883 loss: 15.382531 eta: 5 days, 16:30:10 batch_cost: 0.6541 data_cost: 0.0017 ips: 6.1155 images/s [04/10 16:22:00] ppdet.engine INFO: Epoch: [17] [ 900/7329] learning_rate: 0.000100 loss_class: 0.582501 loss_bbox: 0.139534 loss_giou: 0.370790 loss_class_aux: 3.800728 loss_bbox_aux: 0.897758 loss_giou_aux: 2.442944 loss_class_dn: 0.325446 loss_bbox_dn: 0.176981 loss_giou_dn: 0.408241 loss_class_aux_dn: 1.701954 loss_bbox_aux_dn: 1.031472 loss_giou_aux_dn: 2.149013 loss: 13.557980 eta: 5 days, 16:28:59 batch_cost: 0.6426 data_cost: 0.0016 ips: 6.2243 images/s [04/10 16:23:12] ppdet.engine INFO: Epoch: [17] [1000/7329] learning_rate: 0.000100 loss_class: 0.625948 loss_bbox: 0.136706 loss_giou: 0.389881 loss_class_aux: 4.117068 loss_bbox_aux: 0.898792 loss_giou_aux: 2.503071 loss_class_dn: 0.355580 loss_bbox_dn: 0.157361 loss_giou_dn: 0.422603 loss_class_aux_dn: 1.914403 loss_bbox_aux_dn: 0.899226 loss_giou_aux_dn: 2.331531 loss: 15.880257 eta: 5 days, 16:27:57 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0853 images/s [04/10 16:24:27] ppdet.engine INFO: Epoch: [17] [1100/7329] learning_rate: 0.000100 loss_class: 0.582495 loss_bbox: 0.139192 loss_giou: 0.363344 loss_class_aux: 3.761351 loss_bbox_aux: 0.894102 loss_giou_aux: 2.316476 loss_class_dn: 0.317890 loss_bbox_dn: 0.167860 loss_giou_dn: 0.367095 loss_class_aux_dn: 1.704271 loss_bbox_aux_dn: 1.020420 loss_giou_aux_dn: 2.048404 loss: 14.254959 eta: 5 days, 16:27:13 batch_cost: 0.6867 data_cost: 0.0016 ips: 5.8246 images/s [04/10 16:25:39] ppdet.engine INFO: Epoch: [17] [1200/7329] learning_rate: 0.000100 loss_class: 0.623410 loss_bbox: 0.149402 loss_giou: 0.373340 loss_class_aux: 3.814614 loss_bbox_aux: 0.965171 loss_giou_aux: 2.318898 loss_class_dn: 0.332512 loss_bbox_dn: 0.167028 loss_giou_dn: 0.402887 loss_class_aux_dn: 1.818263 loss_bbox_aux_dn: 0.977711 loss_giou_aux_dn: 2.181895 loss: 15.321091 eta: 5 days, 16:26:13 batch_cost: 0.6594 data_cost: 0.0017 ips: 6.0663 images/s [04/10 16:26:50] ppdet.engine INFO: Epoch: [17] [1300/7329] learning_rate: 0.000100 loss_class: 0.640313 loss_bbox: 0.145166 loss_giou: 0.393835 loss_class_aux: 3.890394 loss_bbox_aux: 1.004256 loss_giou_aux: 2.412050 loss_class_dn: 0.343501 loss_bbox_dn: 0.163279 loss_giou_dn: 0.403416 loss_class_aux_dn: 1.832892 loss_bbox_aux_dn: 0.911715 loss_giou_aux_dn: 2.207937 loss: 15.228510 eta: 5 days, 16:25:09 batch_cost: 0.6549 data_cost: 0.0016 ips: 6.1078 images/s [04/10 16:28:01] ppdet.engine INFO: Epoch: [17] [1400/7329] learning_rate: 0.000100 loss_class: 0.577218 loss_bbox: 0.138021 loss_giou: 0.395870 loss_class_aux: 3.732440 loss_bbox_aux: 0.886268 loss_giou_aux: 2.474658 loss_class_dn: 0.336282 loss_bbox_dn: 0.150973 loss_giou_dn: 0.407118 loss_class_aux_dn: 1.784795 loss_bbox_aux_dn: 0.825890 loss_giou_aux_dn: 2.208059 loss: 14.459963 eta: 5 days, 16:24:06 batch_cost: 0.6551 data_cost: 0.0017 ips: 6.1056 images/s [04/10 16:29:11] ppdet.engine INFO: Epoch: [17] [1500/7329] learning_rate: 0.000100 loss_class: 0.567068 loss_bbox: 0.134283 loss_giou: 0.389910 loss_class_aux: 3.679522 loss_bbox_aux: 0.856221 loss_giou_aux: 2.535338 loss_class_dn: 0.324166 loss_bbox_dn: 0.150134 loss_giou_dn: 0.416405 loss_class_aux_dn: 1.721933 loss_bbox_aux_dn: 0.930310 loss_giou_aux_dn: 2.270649 loss: 14.337954 eta: 5 days, 16:22:54 batch_cost: 0.6401 data_cost: 0.0017 ips: 6.2490 images/s [04/10 16:30:22] ppdet.engine INFO: Epoch: [17] [1600/7329] learning_rate: 0.000100 loss_class: 0.657419 loss_bbox: 0.150668 loss_giou: 0.432227 loss_class_aux: 4.061730 loss_bbox_aux: 1.010159 loss_giou_aux: 2.696758 loss_class_dn: 0.356245 loss_bbox_dn: 0.197183 loss_giou_dn: 0.440602 loss_class_aux_dn: 1.937744 loss_bbox_aux_dn: 1.140637 loss_giou_aux_dn: 2.418741 loss: 16.353008 eta: 5 days, 16:21:52 batch_cost: 0.6573 data_cost: 0.0016 ips: 6.0851 images/s [04/10 16:31:32] ppdet.engine INFO: Epoch: [17] [1700/7329] learning_rate: 0.000100 loss_class: 0.649110 loss_bbox: 0.153595 loss_giou: 0.439671 loss_class_aux: 4.294341 loss_bbox_aux: 0.985788 loss_giou_aux: 2.644418 loss_class_dn: 0.369399 loss_bbox_dn: 0.195698 loss_giou_dn: 0.424856 loss_class_aux_dn: 1.980707 loss_bbox_aux_dn: 1.056142 loss_giou_aux_dn: 2.346866 loss: 16.949837 eta: 5 days, 16:20:39 batch_cost: 0.6372 data_cost: 0.0018 ips: 6.2774 images/s [04/10 16:32:41] ppdet.engine INFO: Epoch: [17] [1800/7329] learning_rate: 0.000100 loss_class: 0.593323 loss_bbox: 0.137753 loss_giou: 0.398501 loss_class_aux: 3.942506 loss_bbox_aux: 0.895222 loss_giou_aux: 2.663750 loss_class_dn: 0.361524 loss_bbox_dn: 0.159642 loss_giou_dn: 0.466195 loss_class_aux_dn: 1.970561 loss_bbox_aux_dn: 0.937827 loss_giou_aux_dn: 2.450468 loss: 15.845068 eta: 5 days, 16:19:27 batch_cost: 0.6410 data_cost: 0.0017 ips: 6.2403 images/s [04/10 16:33:51] ppdet.engine INFO: Epoch: [17] [1900/7329] learning_rate: 0.000100 loss_class: 0.548370 loss_bbox: 0.147240 loss_giou: 0.364267 loss_class_aux: 3.521864 loss_bbox_aux: 0.946746 loss_giou_aux: 2.321579 loss_class_dn: 0.296062 loss_bbox_dn: 0.164140 loss_giou_dn: 0.347469 loss_class_aux_dn: 1.622374 loss_bbox_aux_dn: 1.005968 loss_giou_aux_dn: 1.900621 loss: 13.504631 eta: 5 days, 16:18:16 batch_cost: 0.6413 data_cost: 0.0018 ips: 6.2376 images/s [04/10 16:35:02] ppdet.engine INFO: Epoch: [17] [2000/7329] learning_rate: 0.000100 loss_class: 0.611857 loss_bbox: 0.138940 loss_giou: 0.355883 loss_class_aux: 3.918811 loss_bbox_aux: 0.998999 loss_giou_aux: 2.258020 loss_class_dn: 0.311493 loss_bbox_dn: 0.185338 loss_giou_dn: 0.375045 loss_class_aux_dn: 1.675853 loss_bbox_aux_dn: 1.084592 loss_giou_aux_dn: 2.062577 loss: 14.325999 eta: 5 days, 16:17:17 batch_cost: 0.6618 data_cost: 0.0018 ips: 6.0441 images/s [04/10 16:36:12] ppdet.engine INFO: Epoch: [17] [2100/7329] learning_rate: 0.000100 loss_class: 0.668175 loss_bbox: 0.131523 loss_giou: 0.423498 loss_class_aux: 4.183492 loss_bbox_aux: 0.872729 loss_giou_aux: 2.824785 loss_class_dn: 0.367506 loss_bbox_dn: 0.156936 loss_giou_dn: 0.453816 loss_class_aux_dn: 1.960118 loss_bbox_aux_dn: 0.859669 loss_giou_aux_dn: 2.477103 loss: 16.351049 eta: 5 days, 16:16:06 batch_cost: 0.6432 data_cost: 0.0018 ips: 6.2186 images/s [04/10 16:37:24] ppdet.engine INFO: Epoch: [17] [2200/7329] learning_rate: 0.000100 loss_class: 0.614317 loss_bbox: 0.140762 loss_giou: 0.372226 loss_class_aux: 4.006822 loss_bbox_aux: 0.937264 loss_giou_aux: 2.450724 loss_class_dn: 0.354774 loss_bbox_dn: 0.181835 loss_giou_dn: 0.411279 loss_class_aux_dn: 1.874060 loss_bbox_aux_dn: 1.025439 loss_giou_aux_dn: 2.262866 loss: 15.212774 eta: 5 days, 16:15:06 batch_cost: 0.6604 data_cost: 0.0017 ips: 6.0570 images/s [04/10 16:38:35] ppdet.engine INFO: Epoch: [17] [2300/7329] learning_rate: 0.000100 loss_class: 0.616767 loss_bbox: 0.150807 loss_giou: 0.334872 loss_class_aux: 3.954113 loss_bbox_aux: 0.982867 loss_giou_aux: 2.173436 loss_class_dn: 0.324719 loss_bbox_dn: 0.179857 loss_giou_dn: 0.390201 loss_class_aux_dn: 1.784414 loss_bbox_aux_dn: 1.036648 loss_giou_aux_dn: 2.177906 loss: 14.531017 eta: 5 days, 16:14:01 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1421 images/s [04/10 16:39:44] ppdet.engine INFO: Epoch: [17] [2400/7329] learning_rate: 0.000100 loss_class: 0.611679 loss_bbox: 0.161693 loss_giou: 0.351083 loss_class_aux: 3.847175 loss_bbox_aux: 0.985828 loss_giou_aux: 2.174765 loss_class_dn: 0.337819 loss_bbox_dn: 0.178318 loss_giou_dn: 0.382139 loss_class_aux_dn: 1.819045 loss_bbox_aux_dn: 1.048988 loss_giou_aux_dn: 2.109874 loss: 14.917878 eta: 5 days, 16:12:51 batch_cost: 0.6433 data_cost: 0.0017 ips: 6.2181 images/s [04/10 16:40:56] ppdet.engine INFO: Epoch: [17] [2500/7329] learning_rate: 0.000100 loss_class: 0.574086 loss_bbox: 0.129936 loss_giou: 0.439002 loss_class_aux: 3.903067 loss_bbox_aux: 0.830214 loss_giou_aux: 2.677750 loss_class_dn: 0.363526 loss_bbox_dn: 0.153185 loss_giou_dn: 0.432135 loss_class_aux_dn: 1.888747 loss_bbox_aux_dn: 0.898048 loss_giou_aux_dn: 2.308122 loss: 15.022445 eta: 5 days, 16:11:51 batch_cost: 0.6601 data_cost: 0.0017 ips: 6.0598 images/s [04/10 16:42:07] ppdet.engine INFO: Epoch: [17] [2600/7329] learning_rate: 0.000100 loss_class: 0.641262 loss_bbox: 0.139187 loss_giou: 0.431138 loss_class_aux: 4.255954 loss_bbox_aux: 0.926761 loss_giou_aux: 2.709693 loss_class_dn: 0.350541 loss_bbox_dn: 0.179743 loss_giou_dn: 0.433049 loss_class_aux_dn: 1.887608 loss_bbox_aux_dn: 1.027965 loss_giou_aux_dn: 2.331329 loss: 15.027791 eta: 5 days, 16:10:41 batch_cost: 0.6443 data_cost: 0.0017 ips: 6.2086 images/s [04/10 16:43:16] ppdet.engine INFO: Epoch: [17] [2700/7329] learning_rate: 0.000100 loss_class: 0.636603 loss_bbox: 0.147790 loss_giou: 0.398804 loss_class_aux: 4.109187 loss_bbox_aux: 0.931180 loss_giou_aux: 2.548094 loss_class_dn: 0.342455 loss_bbox_dn: 0.183386 loss_giou_dn: 0.424657 loss_class_aux_dn: 1.855302 loss_bbox_aux_dn: 1.045614 loss_giou_aux_dn: 2.371503 loss: 15.471077 eta: 5 days, 16:09:32 batch_cost: 0.6443 data_cost: 0.0018 ips: 6.2083 images/s [04/10 16:44:29] ppdet.engine INFO: Epoch: [17] [2800/7329] learning_rate: 0.000100 loss_class: 0.624090 loss_bbox: 0.157054 loss_giou: 0.395979 loss_class_aux: 4.032598 loss_bbox_aux: 1.014526 loss_giou_aux: 2.495938 loss_class_dn: 0.341047 loss_bbox_dn: 0.187289 loss_giou_dn: 0.414152 loss_class_aux_dn: 1.807746 loss_bbox_aux_dn: 1.088026 loss_giou_aux_dn: 2.251573 loss: 15.447153 eta: 5 days, 16:08:34 batch_cost: 0.6636 data_cost: 0.0019 ips: 6.0273 images/s [04/10 16:45:39] ppdet.engine INFO: Epoch: [17] [2900/7329] learning_rate: 0.000100 loss_class: 0.611255 loss_bbox: 0.155083 loss_giou: 0.397440 loss_class_aux: 4.024685 loss_bbox_aux: 1.019038 loss_giou_aux: 2.567976 loss_class_dn: 0.352025 loss_bbox_dn: 0.194031 loss_giou_dn: 0.415380 loss_class_aux_dn: 1.853206 loss_bbox_aux_dn: 1.163790 loss_giou_aux_dn: 2.353238 loss: 15.725863 eta: 5 days, 16:07:28 batch_cost: 0.6513 data_cost: 0.0017 ips: 6.1412 images/s [04/10 16:46:50] ppdet.engine INFO: Epoch: [17] [3000/7329] learning_rate: 0.000100 loss_class: 0.553047 loss_bbox: 0.133931 loss_giou: 0.388658 loss_class_aux: 3.595876 loss_bbox_aux: 0.865295 loss_giou_aux: 2.422664 loss_class_dn: 0.307685 loss_bbox_dn: 0.163842 loss_giou_dn: 0.364546 loss_class_aux_dn: 1.644739 loss_bbox_aux_dn: 0.951144 loss_giou_aux_dn: 1.966913 loss: 13.074154 eta: 5 days, 16:06:22 batch_cost: 0.6492 data_cost: 0.0017 ips: 6.1611 images/s [04/10 16:48:02] ppdet.engine INFO: Epoch: [17] [3100/7329] learning_rate: 0.000100 loss_class: 0.633656 loss_bbox: 0.160474 loss_giou: 0.428857 loss_class_aux: 4.163641 loss_bbox_aux: 1.066788 loss_giou_aux: 2.750578 loss_class_dn: 0.376581 loss_bbox_dn: 0.190282 loss_giou_dn: 0.450277 loss_class_aux_dn: 2.023855 loss_bbox_aux_dn: 1.113916 loss_giou_aux_dn: 2.435834 loss: 16.316971 eta: 5 days, 16:05:24 batch_cost: 0.6639 data_cost: 0.0017 ips: 6.0251 images/s [04/10 16:49:12] ppdet.engine INFO: Epoch: [17] [3200/7329] learning_rate: 0.000100 loss_class: 0.572620 loss_bbox: 0.164497 loss_giou: 0.425683 loss_class_aux: 3.904307 loss_bbox_aux: 1.033735 loss_giou_aux: 2.789740 loss_class_dn: 0.334702 loss_bbox_dn: 0.179180 loss_giou_dn: 0.436903 loss_class_aux_dn: 1.814278 loss_bbox_aux_dn: 1.039175 loss_giou_aux_dn: 2.281026 loss: 15.383047 eta: 5 days, 16:04:17 batch_cost: 0.6491 data_cost: 0.0016 ips: 6.1626 images/s [04/10 16:50:22] ppdet.engine INFO: Epoch: [17] [3300/7329] learning_rate: 0.000100 loss_class: 0.678310 loss_bbox: 0.161576 loss_giou: 0.401227 loss_class_aux: 4.282085 loss_bbox_aux: 1.095474 loss_giou_aux: 2.579634 loss_class_dn: 0.376824 loss_bbox_dn: 0.203112 loss_giou_dn: 0.446452 loss_class_aux_dn: 2.031141 loss_bbox_aux_dn: 1.169021 loss_giou_aux_dn: 2.495094 loss: 16.507126 eta: 5 days, 16:03:08 batch_cost: 0.6457 data_cost: 0.0018 ips: 6.1949 images/s [04/10 16:51:32] ppdet.engine INFO: Epoch: [17] [3400/7329] learning_rate: 0.000100 loss_class: 0.579057 loss_bbox: 0.144118 loss_giou: 0.360697 loss_class_aux: 3.767468 loss_bbox_aux: 0.935224 loss_giou_aux: 2.304184 loss_class_dn: 0.344365 loss_bbox_dn: 0.173818 loss_giou_dn: 0.391005 loss_class_aux_dn: 1.829978 loss_bbox_aux_dn: 1.014827 loss_giou_aux_dn: 2.141968 loss: 14.899923 eta: 5 days, 16:02:00 batch_cost: 0.6468 data_cost: 0.0016 ips: 6.1847 images/s [04/10 16:52:42] ppdet.engine INFO: Epoch: [17] [3500/7329] learning_rate: 0.000100 loss_class: 0.594016 loss_bbox: 0.142793 loss_giou: 0.458276 loss_class_aux: 3.802326 loss_bbox_aux: 0.939457 loss_giou_aux: 2.964272 loss_class_dn: 0.345734 loss_bbox_dn: 0.179856 loss_giou_dn: 0.461477 loss_class_aux_dn: 1.829741 loss_bbox_aux_dn: 0.990328 loss_giou_aux_dn: 2.482960 loss: 14.667940 eta: 5 days, 16:00:49 batch_cost: 0.6409 data_cost: 0.0016 ips: 6.2408 images/s [04/10 16:53:53] ppdet.engine INFO: Epoch: [17] [3600/7329] learning_rate: 0.000100 loss_class: 0.613430 loss_bbox: 0.133690 loss_giou: 0.365745 loss_class_aux: 3.848198 loss_bbox_aux: 0.860665 loss_giou_aux: 2.302397 loss_class_dn: 0.318309 loss_bbox_dn: 0.169914 loss_giou_dn: 0.378611 loss_class_aux_dn: 1.708791 loss_bbox_aux_dn: 1.034670 loss_giou_aux_dn: 2.070624 loss: 14.120889 eta: 5 days, 15:59:43 batch_cost: 0.6515 data_cost: 0.0018 ips: 6.1395 images/s [04/10 16:55:03] ppdet.engine INFO: Epoch: [17] [3700/7329] learning_rate: 0.000100 loss_class: 0.593614 loss_bbox: 0.148579 loss_giou: 0.385526 loss_class_aux: 3.925037 loss_bbox_aux: 0.966346 loss_giou_aux: 2.409366 loss_class_dn: 0.340897 loss_bbox_dn: 0.180980 loss_giou_dn: 0.385703 loss_class_aux_dn: 1.867183 loss_bbox_aux_dn: 0.965513 loss_giou_aux_dn: 2.112412 loss: 14.427779 eta: 5 days, 15:58:36 batch_cost: 0.6480 data_cost: 0.0016 ips: 6.1727 images/s [04/10 16:56:13] ppdet.engine INFO: Epoch: [17] [3800/7329] learning_rate: 0.000100 loss_class: 0.559009 loss_bbox: 0.134096 loss_giou: 0.366657 loss_class_aux: 3.789191 loss_bbox_aux: 0.887695 loss_giou_aux: 2.346641 loss_class_dn: 0.328828 loss_bbox_dn: 0.178974 loss_giou_dn: 0.400646 loss_class_aux_dn: 1.754157 loss_bbox_aux_dn: 1.013021 loss_giou_aux_dn: 2.200216 loss: 14.455875 eta: 5 days, 15:57:27 batch_cost: 0.6447 data_cost: 0.0017 ips: 6.2049 images/s [04/10 16:57:24] ppdet.engine INFO: Epoch: [17] [3900/7329] learning_rate: 0.000100 loss_class: 0.641155 loss_bbox: 0.143208 loss_giou: 0.429345 loss_class_aux: 4.115268 loss_bbox_aux: 0.972247 loss_giou_aux: 2.592921 loss_class_dn: 0.342332 loss_bbox_dn: 0.167708 loss_giou_dn: 0.436278 loss_class_aux_dn: 1.855045 loss_bbox_aux_dn: 0.938752 loss_giou_aux_dn: 2.391347 loss: 15.403122 eta: 5 days, 15:56:25 batch_cost: 0.6564 data_cost: 0.0017 ips: 6.0935 images/s [04/10 16:58:34] ppdet.engine INFO: Epoch: [17] [4000/7329] learning_rate: 0.000100 loss_class: 0.576796 loss_bbox: 0.150285 loss_giou: 0.384231 loss_class_aux: 3.705226 loss_bbox_aux: 0.952428 loss_giou_aux: 2.567012 loss_class_dn: 0.344937 loss_bbox_dn: 0.174158 loss_giou_dn: 0.414439 loss_class_aux_dn: 1.851202 loss_bbox_aux_dn: 1.002838 loss_giou_aux_dn: 2.282482 loss: 15.356292 eta: 5 days, 15:55:15 batch_cost: 0.6448 data_cost: 0.0017 ips: 6.2036 images/s [04/10 16:59:44] ppdet.engine INFO: Epoch: [17] [4100/7329] learning_rate: 0.000100 loss_class: 0.634815 loss_bbox: 0.152428 loss_giou: 0.380519 loss_class_aux: 3.988061 loss_bbox_aux: 1.009079 loss_giou_aux: 2.400541 loss_class_dn: 0.330606 loss_bbox_dn: 0.204300 loss_giou_dn: 0.389719 loss_class_aux_dn: 1.718977 loss_bbox_aux_dn: 1.143610 loss_giou_aux_dn: 2.172691 loss: 15.055088 eta: 5 days, 15:54:05 batch_cost: 0.6424 data_cost: 0.0017 ips: 6.2270 images/s [04/10 17:00:57] ppdet.engine INFO: Epoch: [17] [4200/7329] learning_rate: 0.000100 loss_class: 0.692730 loss_bbox: 0.161181 loss_giou: 0.527049 loss_class_aux: 4.336085 loss_bbox_aux: 1.051103 loss_giou_aux: 3.365804 loss_class_dn: 0.399780 loss_bbox_dn: 0.182708 loss_giou_dn: 0.522075 loss_class_aux_dn: 2.116208 loss_bbox_aux_dn: 1.059466 loss_giou_aux_dn: 2.860686 loss: 18.001839 eta: 5 days, 15:53:12 batch_cost: 0.6727 data_cost: 0.0017 ips: 5.9463 images/s [04/10 17:02:09] ppdet.engine INFO: Epoch: [17] [4300/7329] learning_rate: 0.000100 loss_class: 0.588665 loss_bbox: 0.151378 loss_giou: 0.415764 loss_class_aux: 3.747485 loss_bbox_aux: 0.943401 loss_giou_aux: 2.641980 loss_class_dn: 0.336460 loss_bbox_dn: 0.185961 loss_giou_dn: 0.465858 loss_class_aux_dn: 1.796355 loss_bbox_aux_dn: 1.034935 loss_giou_aux_dn: 2.496119 loss: 15.828432 eta: 5 days, 15:52:11 batch_cost: 0.6594 data_cost: 0.0017 ips: 6.0658 images/s [04/10 17:03:20] ppdet.engine INFO: Epoch: [17] [4400/7329] learning_rate: 0.000100 loss_class: 0.655985 loss_bbox: 0.167031 loss_giou: 0.448748 loss_class_aux: 4.179308 loss_bbox_aux: 1.077794 loss_giou_aux: 2.823258 loss_class_dn: 0.372752 loss_bbox_dn: 0.194033 loss_giou_dn: 0.478458 loss_class_aux_dn: 2.009459 loss_bbox_aux_dn: 1.118080 loss_giou_aux_dn: 2.568830 loss: 16.640993 eta: 5 days, 15:51:07 batch_cost: 0.6529 data_cost: 0.0017 ips: 6.1262 images/s [04/10 17:04:30] ppdet.engine INFO: Epoch: [17] [4500/7329] learning_rate: 0.000100 loss_class: 0.609263 loss_bbox: 0.153721 loss_giou: 0.467708 loss_class_aux: 3.985693 loss_bbox_aux: 0.996997 loss_giou_aux: 2.911567 loss_class_dn: 0.355916 loss_bbox_dn: 0.181023 loss_giou_dn: 0.449508 loss_class_aux_dn: 1.896780 loss_bbox_aux_dn: 1.033225 loss_giou_aux_dn: 2.430249 loss: 15.092135 eta: 5 days, 15:50:01 batch_cost: 0.6510 data_cost: 0.0017 ips: 6.1445 images/s [04/10 17:05:40] ppdet.engine INFO: Epoch: [17] [4600/7329] learning_rate: 0.000100 loss_class: 0.580381 loss_bbox: 0.135884 loss_giou: 0.444170 loss_class_aux: 3.692343 loss_bbox_aux: 0.891556 loss_giou_aux: 2.694548 loss_class_dn: 0.339654 loss_bbox_dn: 0.155969 loss_giou_dn: 0.445259 loss_class_aux_dn: 1.881724 loss_bbox_aux_dn: 0.899186 loss_giou_aux_dn: 2.450531 loss: 15.588484 eta: 5 days, 15:48:50 batch_cost: 0.6407 data_cost: 0.0017 ips: 6.2429 images/s [04/10 17:06:50] ppdet.engine INFO: Epoch: [17] [4700/7329] learning_rate: 0.000100 loss_class: 0.570113 loss_bbox: 0.143596 loss_giou: 0.406796 loss_class_aux: 3.737276 loss_bbox_aux: 0.921914 loss_giou_aux: 2.589186 loss_class_dn: 0.315642 loss_bbox_dn: 0.166053 loss_giou_dn: 0.429574 loss_class_aux_dn: 1.768910 loss_bbox_aux_dn: 0.970352 loss_giou_aux_dn: 2.300196 loss: 14.627170 eta: 5 days, 15:47:42 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1743 images/s [04/10 17:08:01] ppdet.engine INFO: Epoch: [17] [4800/7329] learning_rate: 0.000100 loss_class: 0.550463 loss_bbox: 0.136018 loss_giou: 0.415378 loss_class_aux: 3.539757 loss_bbox_aux: 0.893169 loss_giou_aux: 2.569101 loss_class_dn: 0.311862 loss_bbox_dn: 0.154048 loss_giou_dn: 0.377860 loss_class_aux_dn: 1.706473 loss_bbox_aux_dn: 0.918603 loss_giou_aux_dn: 2.033337 loss: 14.372452 eta: 5 days, 15:46:38 batch_cost: 0.6525 data_cost: 0.0018 ips: 6.1304 images/s [04/10 17:09:12] ppdet.engine INFO: Epoch: [17] [4900/7329] learning_rate: 0.000100 loss_class: 0.628676 loss_bbox: 0.134027 loss_giou: 0.421309 loss_class_aux: 3.964068 loss_bbox_aux: 0.895431 loss_giou_aux: 2.605839 loss_class_dn: 0.350080 loss_bbox_dn: 0.170630 loss_giou_dn: 0.408560 loss_class_aux_dn: 1.901541 loss_bbox_aux_dn: 0.956822 loss_giou_aux_dn: 2.268297 loss: 15.609116 eta: 5 days, 15:45:34 batch_cost: 0.6543 data_cost: 0.0018 ips: 6.1136 images/s [04/10 17:10:22] ppdet.engine INFO: Epoch: [17] [5000/7329] learning_rate: 0.000100 loss_class: 0.638629 loss_bbox: 0.156816 loss_giou: 0.371440 loss_class_aux: 4.073596 loss_bbox_aux: 1.023699 loss_giou_aux: 2.423635 loss_class_dn: 0.364839 loss_bbox_dn: 0.187139 loss_giou_dn: 0.418830 loss_class_aux_dn: 1.947274 loss_bbox_aux_dn: 1.074135 loss_giou_aux_dn: 2.281760 loss: 16.250418 eta: 5 days, 15:44:27 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1746 images/s [04/10 17:11:32] ppdet.engine INFO: Epoch: [17] [5100/7329] learning_rate: 0.000100 loss_class: 0.633841 loss_bbox: 0.149423 loss_giou: 0.366953 loss_class_aux: 3.960067 loss_bbox_aux: 0.955027 loss_giou_aux: 2.333769 loss_class_dn: 0.338118 loss_bbox_dn: 0.184064 loss_giou_dn: 0.389796 loss_class_aux_dn: 1.779564 loss_bbox_aux_dn: 1.025319 loss_giou_aux_dn: 2.170506 loss: 15.839532 eta: 5 days, 15:43:19 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1713 images/s [04/10 17:12:42] ppdet.engine INFO: Epoch: [17] [5200/7329] learning_rate: 0.000100 loss_class: 0.607613 loss_bbox: 0.142091 loss_giou: 0.395252 loss_class_aux: 3.905690 loss_bbox_aux: 0.969559 loss_giou_aux: 2.447811 loss_class_dn: 0.336734 loss_bbox_dn: 0.169929 loss_giou_dn: 0.405680 loss_class_aux_dn: 1.839029 loss_bbox_aux_dn: 0.965740 loss_giou_aux_dn: 2.181655 loss: 14.989562 eta: 5 days, 15:42:10 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2061 images/s [04/10 17:13:53] ppdet.engine INFO: Epoch: [17] [5300/7329] learning_rate: 0.000100 loss_class: 0.658084 loss_bbox: 0.158330 loss_giou: 0.476498 loss_class_aux: 4.261378 loss_bbox_aux: 1.038284 loss_giou_aux: 2.930826 loss_class_dn: 0.362664 loss_bbox_dn: 0.186379 loss_giou_dn: 0.486111 loss_class_aux_dn: 1.969560 loss_bbox_aux_dn: 1.078770 loss_giou_aux_dn: 2.635849 loss: 16.430595 eta: 5 days, 15:41:05 batch_cost: 0.6508 data_cost: 0.0017 ips: 6.1459 images/s [04/10 17:15:02] ppdet.engine INFO: Epoch: [17] [5400/7329] learning_rate: 0.000100 loss_class: 0.630895 loss_bbox: 0.166339 loss_giou: 0.384352 loss_class_aux: 4.116274 loss_bbox_aux: 1.077497 loss_giou_aux: 2.504077 loss_class_dn: 0.344522 loss_bbox_dn: 0.213248 loss_giou_dn: 0.412662 loss_class_aux_dn: 1.859530 loss_bbox_aux_dn: 1.175912 loss_giou_aux_dn: 2.264764 loss: 15.412231 eta: 5 days, 15:39:54 batch_cost: 0.6426 data_cost: 0.0017 ips: 6.2244 images/s [04/10 17:16:14] ppdet.engine INFO: Epoch: [17] [5500/7329] learning_rate: 0.000100 loss_class: 0.642587 loss_bbox: 0.154472 loss_giou: 0.415592 loss_class_aux: 4.236782 loss_bbox_aux: 1.019269 loss_giou_aux: 2.699443 loss_class_dn: 0.346218 loss_bbox_dn: 0.191642 loss_giou_dn: 0.394945 loss_class_aux_dn: 1.854289 loss_bbox_aux_dn: 1.079877 loss_giou_aux_dn: 2.146273 loss: 15.349595 eta: 5 days, 15:38:54 batch_cost: 0.6601 data_cost: 0.0017 ips: 6.0597 images/s [04/10 17:17:25] ppdet.engine INFO: Epoch: [17] [5600/7329] learning_rate: 0.000100 loss_class: 0.644863 loss_bbox: 0.138475 loss_giou: 0.369242 loss_class_aux: 4.188128 loss_bbox_aux: 0.895901 loss_giou_aux: 2.314592 loss_class_dn: 0.347761 loss_bbox_dn: 0.178574 loss_giou_dn: 0.384017 loss_class_aux_dn: 1.896379 loss_bbox_aux_dn: 1.043521 loss_giou_aux_dn: 2.140545 loss: 15.495587 eta: 5 days, 15:37:50 batch_cost: 0.6545 data_cost: 0.0019 ips: 6.1116 images/s [04/10 17:18:35] ppdet.engine INFO: Epoch: [17] [5700/7329] learning_rate: 0.000100 loss_class: 0.662552 loss_bbox: 0.159218 loss_giou: 0.471207 loss_class_aux: 4.302781 loss_bbox_aux: 1.009810 loss_giou_aux: 2.893543 loss_class_dn: 0.369036 loss_bbox_dn: 0.185914 loss_giou_dn: 0.449844 loss_class_aux_dn: 1.951501 loss_bbox_aux_dn: 1.059648 loss_giou_aux_dn: 2.482709 loss: 16.007732 eta: 5 days, 15:36:40 batch_cost: 0.6425 data_cost: 0.0017 ips: 6.2260 images/s [04/10 17:19:45] ppdet.engine INFO: Epoch: [17] [5800/7329] learning_rate: 0.000100 loss_class: 0.669173 loss_bbox: 0.170914 loss_giou: 0.493947 loss_class_aux: 4.384402 loss_bbox_aux: 1.079555 loss_giou_aux: 3.141021 loss_class_dn: 0.374778 loss_bbox_dn: 0.177466 loss_giou_dn: 0.484967 loss_class_aux_dn: 2.045991 loss_bbox_aux_dn: 1.017802 loss_giou_aux_dn: 2.604644 loss: 17.314003 eta: 5 days, 15:35:31 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1922 images/s [04/10 17:20:54] ppdet.engine INFO: Epoch: [17] [5900/7329] learning_rate: 0.000100 loss_class: 0.643355 loss_bbox: 0.144233 loss_giou: 0.416274 loss_class_aux: 4.001406 loss_bbox_aux: 0.950836 loss_giou_aux: 2.657598 loss_class_dn: 0.348740 loss_bbox_dn: 0.186455 loss_giou_dn: 0.430102 loss_class_aux_dn: 1.880424 loss_bbox_aux_dn: 1.061161 loss_giou_aux_dn: 2.337522 loss: 15.563036 eta: 5 days, 15:34:20 batch_cost: 0.6411 data_cost: 0.0018 ips: 6.2396 images/s [04/10 17:22:04] ppdet.engine INFO: Epoch: [17] [6000/7329] learning_rate: 0.000100 loss_class: 0.550846 loss_bbox: 0.144498 loss_giou: 0.361921 loss_class_aux: 3.566131 loss_bbox_aux: 1.002652 loss_giou_aux: 2.337359 loss_class_dn: 0.305438 loss_bbox_dn: 0.191004 loss_giou_dn: 0.348164 loss_class_aux_dn: 1.613261 loss_bbox_aux_dn: 1.060583 loss_giou_aux_dn: 1.965379 loss: 14.401232 eta: 5 days, 15:33:09 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2398 images/s [04/10 17:23:15] ppdet.engine INFO: Epoch: [17] [6100/7329] learning_rate: 0.000100 loss_class: 0.612231 loss_bbox: 0.139831 loss_giou: 0.333542 loss_class_aux: 3.982429 loss_bbox_aux: 0.944254 loss_giou_aux: 2.205025 loss_class_dn: 0.348080 loss_bbox_dn: 0.185575 loss_giou_dn: 0.374581 loss_class_aux_dn: 1.860689 loss_bbox_aux_dn: 1.063103 loss_giou_aux_dn: 2.054224 loss: 14.352527 eta: 5 days, 15:32:04 batch_cost: 0.6522 data_cost: 0.0019 ips: 6.1331 images/s [04/10 17:24:26] ppdet.engine INFO: Epoch: [17] [6200/7329] learning_rate: 0.000100 loss_class: 0.624536 loss_bbox: 0.153990 loss_giou: 0.456210 loss_class_aux: 4.145418 loss_bbox_aux: 0.985694 loss_giou_aux: 2.848022 loss_class_dn: 0.362057 loss_bbox_dn: 0.172458 loss_giou_dn: 0.468035 loss_class_aux_dn: 1.972191 loss_bbox_aux_dn: 0.949140 loss_giou_aux_dn: 2.528547 loss: 16.137844 eta: 5 days, 15:31:03 batch_cost: 0.6594 data_cost: 0.0018 ips: 6.0662 images/s [04/10 17:25:37] ppdet.engine INFO: Epoch: [17] [6300/7329] learning_rate: 0.000100 loss_class: 0.591785 loss_bbox: 0.147973 loss_giou: 0.373079 loss_class_aux: 3.770707 loss_bbox_aux: 0.922443 loss_giou_aux: 2.450819 loss_class_dn: 0.317964 loss_bbox_dn: 0.181825 loss_giou_dn: 0.390763 loss_class_aux_dn: 1.668403 loss_bbox_aux_dn: 1.028240 loss_giou_aux_dn: 2.201212 loss: 14.247643 eta: 5 days, 15:29:56 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1845 images/s [04/10 17:26:48] ppdet.engine INFO: Epoch: [17] [6400/7329] learning_rate: 0.000100 loss_class: 0.650436 loss_bbox: 0.145099 loss_giou: 0.425957 loss_class_aux: 4.249648 loss_bbox_aux: 0.976091 loss_giou_aux: 2.768917 loss_class_dn: 0.363938 loss_bbox_dn: 0.166815 loss_giou_dn: 0.437595 loss_class_aux_dn: 1.961320 loss_bbox_aux_dn: 0.981183 loss_giou_aux_dn: 2.421621 loss: 15.395819 eta: 5 days, 15:28:50 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1414 images/s [04/10 17:27:58] ppdet.engine INFO: Epoch: [17] [6500/7329] learning_rate: 0.000100 loss_class: 0.634225 loss_bbox: 0.146862 loss_giou: 0.494079 loss_class_aux: 4.164616 loss_bbox_aux: 0.967168 loss_giou_aux: 3.156206 loss_class_dn: 0.380377 loss_bbox_dn: 0.174887 loss_giou_dn: 0.493151 loss_class_aux_dn: 2.017061 loss_bbox_aux_dn: 1.008921 loss_giou_aux_dn: 2.651234 loss: 16.795345 eta: 5 days, 15:27:42 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1820 images/s [04/10 17:29:07] ppdet.engine INFO: Epoch: [17] [6600/7329] learning_rate: 0.000100 loss_class: 0.556846 loss_bbox: 0.166090 loss_giou: 0.400413 loss_class_aux: 3.448108 loss_bbox_aux: 1.027397 loss_giou_aux: 2.485672 loss_class_dn: 0.307953 loss_bbox_dn: 0.169294 loss_giou_dn: 0.374181 loss_class_aux_dn: 1.656908 loss_bbox_aux_dn: 0.959465 loss_giou_aux_dn: 1.993891 loss: 14.072489 eta: 5 days, 15:26:31 batch_cost: 0.6402 data_cost: 0.0017 ips: 6.2479 images/s [04/10 17:30:19] ppdet.engine INFO: Epoch: [17] [6700/7329] learning_rate: 0.000100 loss_class: 0.667033 loss_bbox: 0.146942 loss_giou: 0.457017 loss_class_aux: 4.221947 loss_bbox_aux: 0.972429 loss_giou_aux: 2.779583 loss_class_dn: 0.378462 loss_bbox_dn: 0.194204 loss_giou_dn: 0.475674 loss_class_aux_dn: 2.027251 loss_bbox_aux_dn: 1.090136 loss_giou_aux_dn: 2.573124 loss: 16.839649 eta: 5 days, 15:25:30 batch_cost: 0.6601 data_cost: 0.0018 ips: 6.0600 images/s [04/10 17:31:29] ppdet.engine INFO: Epoch: [17] [6800/7329] learning_rate: 0.000100 loss_class: 0.634695 loss_bbox: 0.144041 loss_giou: 0.464697 loss_class_aux: 3.981772 loss_bbox_aux: 0.961190 loss_giou_aux: 2.938969 loss_class_dn: 0.370668 loss_bbox_dn: 0.168789 loss_giou_dn: 0.462508 loss_class_aux_dn: 1.977624 loss_bbox_aux_dn: 0.971301 loss_giou_aux_dn: 2.484570 loss: 16.345890 eta: 5 days, 15:24:21 batch_cost: 0.6436 data_cost: 0.0017 ips: 6.2151 images/s [04/10 17:32:40] ppdet.engine INFO: Epoch: [17] [6900/7329] learning_rate: 0.000100 loss_class: 0.619628 loss_bbox: 0.162529 loss_giou: 0.570070 loss_class_aux: 4.087745 loss_bbox_aux: 1.027186 loss_giou_aux: 3.510614 loss_class_dn: 0.366471 loss_bbox_dn: 0.166058 loss_giou_dn: 0.570661 loss_class_aux_dn: 1.945083 loss_bbox_aux_dn: 0.960780 loss_giou_aux_dn: 3.026472 loss: 17.653982 eta: 5 days, 15:23:16 batch_cost: 0.6528 data_cost: 0.0017 ips: 6.1274 images/s [04/10 17:33:50] ppdet.engine INFO: Epoch: [17] [7000/7329] learning_rate: 0.000100 loss_class: 0.644310 loss_bbox: 0.163306 loss_giou: 0.433648 loss_class_aux: 4.039195 loss_bbox_aux: 1.060048 loss_giou_aux: 2.777168 loss_class_dn: 0.360014 loss_bbox_dn: 0.195527 loss_giou_dn: 0.438699 loss_class_aux_dn: 1.893737 loss_bbox_aux_dn: 1.126387 loss_giou_aux_dn: 2.428506 loss: 16.261200 eta: 5 days, 15:22:09 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1644 images/s [04/10 17:35:02] ppdet.engine INFO: Epoch: [17] [7100/7329] learning_rate: 0.000100 loss_class: 0.578067 loss_bbox: 0.161188 loss_giou: 0.365461 loss_class_aux: 3.763574 loss_bbox_aux: 1.016766 loss_giou_aux: 2.315830 loss_class_dn: 0.355261 loss_bbox_dn: 0.183812 loss_giou_dn: 0.387453 loss_class_aux_dn: 1.922784 loss_bbox_aux_dn: 1.058547 loss_giou_aux_dn: 2.143104 loss: 15.885883 eta: 5 days, 15:21:08 batch_cost: 0.6587 data_cost: 0.0018 ips: 6.0727 images/s [04/10 17:36:12] ppdet.engine INFO: Epoch: [17] [7200/7329] learning_rate: 0.000100 loss_class: 0.574879 loss_bbox: 0.137350 loss_giou: 0.366439 loss_class_aux: 3.732884 loss_bbox_aux: 0.943042 loss_giou_aux: 2.278150 loss_class_dn: 0.314029 loss_bbox_dn: 0.160539 loss_giou_dn: 0.360552 loss_class_aux_dn: 1.670663 loss_bbox_aux_dn: 0.936252 loss_giou_aux_dn: 2.000052 loss: 14.151186 eta: 5 days, 15:20:01 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1705 images/s [04/10 17:37:22] ppdet.engine INFO: Epoch: [17] [7300/7329] learning_rate: 0.000100 loss_class: 0.614472 loss_bbox: 0.160745 loss_giou: 0.426822 loss_class_aux: 4.104141 loss_bbox_aux: 1.003357 loss_giou_aux: 2.664419 loss_class_dn: 0.351374 loss_bbox_dn: 0.187855 loss_giou_dn: 0.442441 loss_class_aux_dn: 1.882294 loss_bbox_aux_dn: 1.083041 loss_giou_aux_dn: 2.356585 loss: 15.446487 eta: 5 days, 15:18:53 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1827 images/s [04/10 17:37:47] ppdet.engine INFO: Eval iter: 0 [04/10 17:38:14] ppdet.engine INFO: Eval iter: 100 [04/10 17:38:41] ppdet.engine INFO: Eval iter: 200 [04/10 17:39:09] ppdet.engine INFO: Eval iter: 300 [04/10 17:39:36] ppdet.engine INFO: Eval iter: 400 [04/10 17:40:04] ppdet.engine INFO: Eval iter: 500 [04/10 17:40:32] ppdet.engine INFO: Eval iter: 600 [04/10 17:41:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 17:41:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.46s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.78s). Accumulating evaluation results... DONE (t=28.68s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.697 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.323 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.644 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 17:44:04] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.97942463780231 [04/10 17:44:04] ppdet.engine INFO: Best test bbox ap is 0.516. [04/10 17:44:08] ppdet.engine INFO: Epoch: [18] [ 0/7329] learning_rate: 0.000100 loss_class: 0.642694 loss_bbox: 0.159791 loss_giou: 0.425817 loss_class_aux: 4.200175 loss_bbox_aux: 0.980054 loss_giou_aux: 2.605820 loss_class_dn: 0.343793 loss_bbox_dn: 0.182138 loss_giou_dn: 0.420737 loss_class_aux_dn: 1.850078 loss_bbox_aux_dn: 1.066738 loss_giou_aux_dn: 2.246856 loss: 15.628517 eta: 5 days, 15:18:39 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1060 images/s [04/10 17:45:18] ppdet.engine INFO: Epoch: [18] [ 100/7329] learning_rate: 0.000100 loss_class: 0.596751 loss_bbox: 0.144484 loss_giou: 0.367991 loss_class_aux: 4.052263 loss_bbox_aux: 0.950943 loss_giou_aux: 2.333015 loss_class_dn: 0.327559 loss_bbox_dn: 0.168148 loss_giou_dn: 0.358243 loss_class_aux_dn: 1.770643 loss_bbox_aux_dn: 0.961408 loss_giou_aux_dn: 1.995425 loss: 14.733151 eta: 5 days, 15:17:30 batch_cost: 0.6456 data_cost: 0.0018 ips: 6.1962 images/s [04/10 17:46:29] ppdet.engine INFO: Epoch: [18] [ 200/7329] learning_rate: 0.000100 loss_class: 0.570692 loss_bbox: 0.150604 loss_giou: 0.431822 loss_class_aux: 3.752132 loss_bbox_aux: 0.993246 loss_giou_aux: 2.718259 loss_class_dn: 0.337473 loss_bbox_dn: 0.172438 loss_giou_dn: 0.424093 loss_class_aux_dn: 1.799953 loss_bbox_aux_dn: 0.985301 loss_giou_aux_dn: 2.311271 loss: 15.266335 eta: 5 days, 15:16:28 batch_cost: 0.6566 data_cost: 0.0017 ips: 6.0916 images/s [04/10 17:47:40] ppdet.engine INFO: Epoch: [18] [ 300/7329] learning_rate: 0.000100 loss_class: 0.632949 loss_bbox: 0.147723 loss_giou: 0.418033 loss_class_aux: 3.912078 loss_bbox_aux: 0.996697 loss_giou_aux: 2.558153 loss_class_dn: 0.332999 loss_bbox_dn: 0.184159 loss_giou_dn: 0.387032 loss_class_aux_dn: 1.810690 loss_bbox_aux_dn: 1.077450 loss_giou_aux_dn: 2.121932 loss: 15.227245 eta: 5 days, 15:15:22 batch_cost: 0.6506 data_cost: 0.0017 ips: 6.1477 images/s [04/10 17:48:50] ppdet.engine INFO: Epoch: [18] [ 400/7329] learning_rate: 0.000100 loss_class: 0.667237 loss_bbox: 0.146461 loss_giou: 0.434864 loss_class_aux: 4.149127 loss_bbox_aux: 0.976224 loss_giou_aux: 2.725796 loss_class_dn: 0.359174 loss_bbox_dn: 0.176125 loss_giou_dn: 0.427280 loss_class_aux_dn: 1.844969 loss_bbox_aux_dn: 1.019967 loss_giou_aux_dn: 2.436572 loss: 15.813915 eta: 5 days, 15:14:14 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1831 images/s [04/10 17:50:00] ppdet.engine INFO: Epoch: [18] [ 500/7329] learning_rate: 0.000100 loss_class: 0.559525 loss_bbox: 0.131804 loss_giou: 0.393274 loss_class_aux: 3.588539 loss_bbox_aux: 0.858702 loss_giou_aux: 2.560421 loss_class_dn: 0.337217 loss_bbox_dn: 0.172899 loss_giou_dn: 0.397753 loss_class_aux_dn: 1.817657 loss_bbox_aux_dn: 0.970872 loss_giou_aux_dn: 2.227978 loss: 14.204241 eta: 5 days, 15:13:08 batch_cost: 0.6495 data_cost: 0.0020 ips: 6.1590 images/s [04/10 17:51:11] ppdet.engine INFO: Epoch: [18] [ 600/7329] learning_rate: 0.000100 loss_class: 0.638055 loss_bbox: 0.146348 loss_giou: 0.380605 loss_class_aux: 3.987673 loss_bbox_aux: 0.938297 loss_giou_aux: 2.467299 loss_class_dn: 0.373800 loss_bbox_dn: 0.187229 loss_giou_dn: 0.401867 loss_class_aux_dn: 1.970688 loss_bbox_aux_dn: 1.097214 loss_giou_aux_dn: 2.257391 loss: 16.125603 eta: 5 days, 15:12:00 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1817 images/s [04/10 17:52:20] ppdet.engine INFO: Epoch: [18] [ 700/7329] learning_rate: 0.000100 loss_class: 0.540971 loss_bbox: 0.135842 loss_giou: 0.298277 loss_class_aux: 3.579422 loss_bbox_aux: 0.864795 loss_giou_aux: 1.912506 loss_class_dn: 0.298824 loss_bbox_dn: 0.181675 loss_giou_dn: 0.352653 loss_class_aux_dn: 1.608818 loss_bbox_aux_dn: 1.032053 loss_giou_aux_dn: 1.926098 loss: 13.346012 eta: 5 days, 15:10:48 batch_cost: 0.6399 data_cost: 0.0018 ips: 6.2509 images/s [04/10 17:53:30] ppdet.engine INFO: Epoch: [18] [ 800/7329] learning_rate: 0.000100 loss_class: 0.626554 loss_bbox: 0.137877 loss_giou: 0.453354 loss_class_aux: 3.905223 loss_bbox_aux: 0.912261 loss_giou_aux: 2.863509 loss_class_dn: 0.369220 loss_bbox_dn: 0.173840 loss_giou_dn: 0.455285 loss_class_aux_dn: 1.921896 loss_bbox_aux_dn: 0.947613 loss_giou_aux_dn: 2.503614 loss: 15.993882 eta: 5 days, 15:09:40 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.1998 images/s [04/10 17:54:40] ppdet.engine INFO: Epoch: [18] [ 900/7329] learning_rate: 0.000100 loss_class: 0.673906 loss_bbox: 0.173110 loss_giou: 0.452783 loss_class_aux: 4.355708 loss_bbox_aux: 1.107552 loss_giou_aux: 2.910383 loss_class_dn: 0.403512 loss_bbox_dn: 0.211231 loss_giou_dn: 0.445814 loss_class_aux_dn: 2.164905 loss_bbox_aux_dn: 1.205698 loss_giou_aux_dn: 2.458915 loss: 16.959463 eta: 5 days, 15:08:29 batch_cost: 0.6428 data_cost: 0.0017 ips: 6.2230 images/s [04/10 17:55:49] ppdet.engine INFO: Epoch: [18] [1000/7329] learning_rate: 0.000100 loss_class: 0.562981 loss_bbox: 0.146005 loss_giou: 0.378903 loss_class_aux: 3.542957 loss_bbox_aux: 0.926478 loss_giou_aux: 2.494405 loss_class_dn: 0.328804 loss_bbox_dn: 0.179727 loss_giou_dn: 0.410723 loss_class_aux_dn: 1.758740 loss_bbox_aux_dn: 1.002656 loss_giou_aux_dn: 2.259160 loss: 15.142924 eta: 5 days, 15:07:18 batch_cost: 0.6406 data_cost: 0.0018 ips: 6.2446 images/s [04/10 17:57:00] ppdet.engine INFO: Epoch: [18] [1100/7329] learning_rate: 0.000100 loss_class: 0.620058 loss_bbox: 0.157052 loss_giou: 0.410462 loss_class_aux: 4.108364 loss_bbox_aux: 1.059166 loss_giou_aux: 2.591589 loss_class_dn: 0.360790 loss_bbox_dn: 0.184955 loss_giou_dn: 0.409285 loss_class_aux_dn: 1.938556 loss_bbox_aux_dn: 1.082056 loss_giou_aux_dn: 2.281791 loss: 16.324356 eta: 5 days, 15:06:15 batch_cost: 0.6547 data_cost: 0.0017 ips: 6.1099 images/s [04/10 17:58:10] ppdet.engine INFO: Epoch: [18] [1200/7329] learning_rate: 0.000100 loss_class: 0.568200 loss_bbox: 0.116484 loss_giou: 0.402150 loss_class_aux: 3.699875 loss_bbox_aux: 0.790244 loss_giou_aux: 2.539793 loss_class_dn: 0.315586 loss_bbox_dn: 0.153870 loss_giou_dn: 0.411083 loss_class_aux_dn: 1.669415 loss_bbox_aux_dn: 0.893948 loss_giou_aux_dn: 2.203927 loss: 14.508831 eta: 5 days, 15:05:08 batch_cost: 0.6484 data_cost: 0.0018 ips: 6.1686 images/s [04/10 17:59:21] ppdet.engine INFO: Epoch: [18] [1300/7329] learning_rate: 0.000100 loss_class: 0.591738 loss_bbox: 0.166787 loss_giou: 0.394200 loss_class_aux: 3.848907 loss_bbox_aux: 1.057919 loss_giou_aux: 2.606350 loss_class_dn: 0.351617 loss_bbox_dn: 0.188086 loss_giou_dn: 0.421792 loss_class_aux_dn: 1.880017 loss_bbox_aux_dn: 1.051271 loss_giou_aux_dn: 2.323257 loss: 15.793003 eta: 5 days, 15:04:02 batch_cost: 0.6498 data_cost: 0.0017 ips: 6.1555 images/s [04/10 18:00:30] ppdet.engine INFO: Epoch: [18] [1400/7329] learning_rate: 0.000100 loss_class: 0.663778 loss_bbox: 0.147276 loss_giou: 0.483898 loss_class_aux: 4.372342 loss_bbox_aux: 0.890045 loss_giou_aux: 2.973236 loss_class_dn: 0.391880 loss_bbox_dn: 0.163137 loss_giou_dn: 0.481901 loss_class_aux_dn: 2.091264 loss_bbox_aux_dn: 0.957604 loss_giou_aux_dn: 2.646895 loss: 16.239594 eta: 5 days, 15:02:49 batch_cost: 0.6375 data_cost: 0.0017 ips: 6.2741 images/s [04/10 18:01:40] ppdet.engine INFO: Epoch: [18] [1500/7329] learning_rate: 0.000100 loss_class: 0.549259 loss_bbox: 0.156303 loss_giou: 0.321518 loss_class_aux: 3.511860 loss_bbox_aux: 0.955052 loss_giou_aux: 2.102304 loss_class_dn: 0.315265 loss_bbox_dn: 0.180705 loss_giou_dn: 0.334157 loss_class_aux_dn: 1.713821 loss_bbox_aux_dn: 1.104833 loss_giou_aux_dn: 1.857514 loss: 13.684622 eta: 5 days, 15:01:41 batch_cost: 0.6472 data_cost: 0.0017 ips: 6.1806 images/s [04/10 18:02:50] ppdet.engine INFO: Epoch: [18] [1600/7329] learning_rate: 0.000100 loss_class: 0.704593 loss_bbox: 0.156757 loss_giou: 0.482918 loss_class_aux: 4.561667 loss_bbox_aux: 0.987539 loss_giou_aux: 3.074673 loss_class_dn: 0.369001 loss_bbox_dn: 0.169064 loss_giou_dn: 0.480905 loss_class_aux_dn: 2.027080 loss_bbox_aux_dn: 0.972814 loss_giou_aux_dn: 2.637313 loss: 17.126696 eta: 5 days, 15:00:34 batch_cost: 0.6488 data_cost: 0.0017 ips: 6.1649 images/s [04/10 18:04:01] ppdet.engine INFO: Epoch: [18] [1700/7329] learning_rate: 0.000100 loss_class: 0.664214 loss_bbox: 0.163087 loss_giou: 0.479769 loss_class_aux: 4.226243 loss_bbox_aux: 1.043915 loss_giou_aux: 2.891663 loss_class_dn: 0.360815 loss_bbox_dn: 0.179876 loss_giou_dn: 0.475300 loss_class_aux_dn: 1.906051 loss_bbox_aux_dn: 0.988642 loss_giou_aux_dn: 2.545231 loss: 15.965712 eta: 5 days, 14:59:29 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1465 images/s [04/10 18:05:11] ppdet.engine INFO: Epoch: [18] [1800/7329] learning_rate: 0.000100 loss_class: 0.608785 loss_bbox: 0.142355 loss_giou: 0.389641 loss_class_aux: 3.750288 loss_bbox_aux: 0.886796 loss_giou_aux: 2.494194 loss_class_dn: 0.348432 loss_bbox_dn: 0.179411 loss_giou_dn: 0.404735 loss_class_aux_dn: 1.884249 loss_bbox_aux_dn: 1.014290 loss_giou_aux_dn: 2.233408 loss: 15.364373 eta: 5 days, 14:58:18 batch_cost: 0.6419 data_cost: 0.0018 ips: 6.2319 images/s [04/10 18:06:20] ppdet.engine INFO: Epoch: [18] [1900/7329] learning_rate: 0.000100 loss_class: 0.581065 loss_bbox: 0.132244 loss_giou: 0.314279 loss_class_aux: 3.719172 loss_bbox_aux: 0.880975 loss_giou_aux: 1.998770 loss_class_dn: 0.305299 loss_bbox_dn: 0.171446 loss_giou_dn: 0.363690 loss_class_aux_dn: 1.663900 loss_bbox_aux_dn: 1.001473 loss_giou_aux_dn: 1.959480 loss: 13.809148 eta: 5 days, 14:57:07 batch_cost: 0.6403 data_cost: 0.0018 ips: 6.2473 images/s [04/10 18:07:31] ppdet.engine INFO: Epoch: [18] [2000/7329] learning_rate: 0.000100 loss_class: 0.637514 loss_bbox: 0.160293 loss_giou: 0.431942 loss_class_aux: 3.926396 loss_bbox_aux: 0.986177 loss_giou_aux: 2.873094 loss_class_dn: 0.354478 loss_bbox_dn: 0.175319 loss_giou_dn: 0.439415 loss_class_aux_dn: 1.894853 loss_bbox_aux_dn: 1.005748 loss_giou_aux_dn: 2.385470 loss: 14.986814 eta: 5 days, 14:56:00 batch_cost: 0.6493 data_cost: 0.0017 ips: 6.1608 images/s [04/10 18:08:40] ppdet.engine INFO: Epoch: [18] [2100/7329] learning_rate: 0.000100 loss_class: 0.601294 loss_bbox: 0.153477 loss_giou: 0.431662 loss_class_aux: 4.001541 loss_bbox_aux: 1.021411 loss_giou_aux: 2.708272 loss_class_dn: 0.349575 loss_bbox_dn: 0.182901 loss_giou_dn: 0.436480 loss_class_aux_dn: 1.838142 loss_bbox_aux_dn: 1.029800 loss_giou_aux_dn: 2.359764 loss: 15.526804 eta: 5 days, 14:54:50 batch_cost: 0.6418 data_cost: 0.0018 ips: 6.2320 images/s [04/10 18:09:51] ppdet.engine INFO: Epoch: [18] [2200/7329] learning_rate: 0.000100 loss_class: 0.594089 loss_bbox: 0.142017 loss_giou: 0.391530 loss_class_aux: 3.823173 loss_bbox_aux: 0.941102 loss_giou_aux: 2.489379 loss_class_dn: 0.364100 loss_bbox_dn: 0.149799 loss_giou_dn: 0.419593 loss_class_aux_dn: 1.938684 loss_bbox_aux_dn: 0.937361 loss_giou_aux_dn: 2.318652 loss: 15.399134 eta: 5 days, 14:53:44 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1475 images/s [04/10 18:11:01] ppdet.engine INFO: Epoch: [18] [2300/7329] learning_rate: 0.000100 loss_class: 0.694258 loss_bbox: 0.150735 loss_giou: 0.414639 loss_class_aux: 4.349692 loss_bbox_aux: 0.986744 loss_giou_aux: 2.631141 loss_class_dn: 0.369829 loss_bbox_dn: 0.178868 loss_giou_dn: 0.437032 loss_class_aux_dn: 1.950193 loss_bbox_aux_dn: 1.058460 loss_giou_aux_dn: 2.437402 loss: 16.589821 eta: 5 days, 14:52:37 batch_cost: 0.6486 data_cost: 0.0018 ips: 6.1674 images/s [04/10 18:12:12] ppdet.engine INFO: Epoch: [18] [2400/7329] learning_rate: 0.000100 loss_class: 0.574144 loss_bbox: 0.136033 loss_giou: 0.360716 loss_class_aux: 3.819838 loss_bbox_aux: 0.906519 loss_giou_aux: 2.271226 loss_class_dn: 0.346772 loss_bbox_dn: 0.168749 loss_giou_dn: 0.398478 loss_class_aux_dn: 1.861469 loss_bbox_aux_dn: 0.989283 loss_giou_aux_dn: 2.147351 loss: 14.782454 eta: 5 days, 14:51:30 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1814 images/s [04/10 18:13:22] ppdet.engine INFO: Epoch: [18] [2500/7329] learning_rate: 0.000100 loss_class: 0.552026 loss_bbox: 0.144026 loss_giou: 0.349213 loss_class_aux: 3.681249 loss_bbox_aux: 0.920010 loss_giou_aux: 2.228014 loss_class_dn: 0.317228 loss_bbox_dn: 0.175213 loss_giou_dn: 0.370122 loss_class_aux_dn: 1.719905 loss_bbox_aux_dn: 1.016567 loss_giou_aux_dn: 1.986834 loss: 13.756738 eta: 5 days, 14:50:23 batch_cost: 0.6483 data_cost: 0.0019 ips: 6.1703 images/s [04/10 18:14:32] ppdet.engine INFO: Epoch: [18] [2600/7329] learning_rate: 0.000100 loss_class: 0.581196 loss_bbox: 0.139540 loss_giou: 0.397583 loss_class_aux: 3.706237 loss_bbox_aux: 0.917829 loss_giou_aux: 2.523135 loss_class_dn: 0.319880 loss_bbox_dn: 0.171724 loss_giou_dn: 0.420799 loss_class_aux_dn: 1.732775 loss_bbox_aux_dn: 1.009456 loss_giou_aux_dn: 2.262172 loss: 14.188213 eta: 5 days, 14:49:15 batch_cost: 0.6462 data_cost: 0.0018 ips: 6.1899 images/s [04/10 18:15:42] ppdet.engine INFO: Epoch: [18] [2700/7329] learning_rate: 0.000100 loss_class: 0.565011 loss_bbox: 0.134609 loss_giou: 0.398212 loss_class_aux: 3.737148 loss_bbox_aux: 0.910437 loss_giou_aux: 2.554952 loss_class_dn: 0.334569 loss_bbox_dn: 0.163970 loss_giou_dn: 0.436828 loss_class_aux_dn: 1.799151 loss_bbox_aux_dn: 0.968450 loss_giou_aux_dn: 2.396711 loss: 14.790472 eta: 5 days, 14:48:05 batch_cost: 0.6441 data_cost: 0.0018 ips: 6.2101 images/s [04/10 18:16:52] ppdet.engine INFO: Epoch: [18] [2800/7329] learning_rate: 0.000100 loss_class: 0.683114 loss_bbox: 0.146892 loss_giou: 0.430819 loss_class_aux: 4.324334 loss_bbox_aux: 0.934982 loss_giou_aux: 2.720707 loss_class_dn: 0.378350 loss_bbox_dn: 0.171198 loss_giou_dn: 0.478568 loss_class_aux_dn: 2.012558 loss_bbox_aux_dn: 0.998342 loss_giou_aux_dn: 2.564744 loss: 16.731165 eta: 5 days, 14:46:57 batch_cost: 0.6460 data_cost: 0.0017 ips: 6.1917 images/s [04/10 18:18:03] ppdet.engine INFO: Epoch: [18] [2900/7329] learning_rate: 0.000100 loss_class: 0.673608 loss_bbox: 0.159497 loss_giou: 0.380743 loss_class_aux: 4.184178 loss_bbox_aux: 1.071644 loss_giou_aux: 2.467678 loss_class_dn: 0.331556 loss_bbox_dn: 0.193335 loss_giou_dn: 0.421904 loss_class_aux_dn: 1.797731 loss_bbox_aux_dn: 1.102231 loss_giou_aux_dn: 2.260950 loss: 16.191729 eta: 5 days, 14:45:55 batch_cost: 0.6576 data_cost: 0.0018 ips: 6.0825 images/s [04/10 18:19:14] ppdet.engine INFO: Epoch: [18] [3000/7329] learning_rate: 0.000100 loss_class: 0.622334 loss_bbox: 0.152295 loss_giou: 0.409354 loss_class_aux: 4.182976 loss_bbox_aux: 0.921853 loss_giou_aux: 2.640096 loss_class_dn: 0.343250 loss_bbox_dn: 0.183417 loss_giou_dn: 0.454932 loss_class_aux_dn: 1.838664 loss_bbox_aux_dn: 1.038985 loss_giou_aux_dn: 2.470547 loss: 15.055230 eta: 5 days, 14:44:49 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1568 images/s [04/10 18:20:24] ppdet.engine INFO: Epoch: [18] [3100/7329] learning_rate: 0.000100 loss_class: 0.597313 loss_bbox: 0.146499 loss_giou: 0.359071 loss_class_aux: 3.882995 loss_bbox_aux: 0.936394 loss_giou_aux: 2.258652 loss_class_dn: 0.328338 loss_bbox_dn: 0.166439 loss_giou_dn: 0.392785 loss_class_aux_dn: 1.803647 loss_bbox_aux_dn: 0.943454 loss_giou_aux_dn: 2.102417 loss: 14.367381 eta: 5 days, 14:43:40 batch_cost: 0.6432 data_cost: 0.0017 ips: 6.2185 images/s [04/10 18:21:33] ppdet.engine INFO: Epoch: [18] [3200/7329] learning_rate: 0.000100 loss_class: 0.550835 loss_bbox: 0.129526 loss_giou: 0.346402 loss_class_aux: 3.476313 loss_bbox_aux: 0.859664 loss_giou_aux: 2.256366 loss_class_dn: 0.313964 loss_bbox_dn: 0.139410 loss_giou_dn: 0.363606 loss_class_aux_dn: 1.693549 loss_bbox_aux_dn: 0.881077 loss_giou_aux_dn: 1.971616 loss: 13.473274 eta: 5 days, 14:42:28 batch_cost: 0.6397 data_cost: 0.0018 ips: 6.2528 images/s [04/10 18:22:42] ppdet.engine INFO: Epoch: [18] [3300/7329] learning_rate: 0.000100 loss_class: 0.604239 loss_bbox: 0.148953 loss_giou: 0.361019 loss_class_aux: 3.934026 loss_bbox_aux: 1.011935 loss_giou_aux: 2.275639 loss_class_dn: 0.340711 loss_bbox_dn: 0.170714 loss_giou_dn: 0.380656 loss_class_aux_dn: 1.791288 loss_bbox_aux_dn: 1.025469 loss_giou_aux_dn: 2.123303 loss: 15.512256 eta: 5 days, 14:41:16 batch_cost: 0.6389 data_cost: 0.0018 ips: 6.2604 images/s [04/10 18:23:52] ppdet.engine INFO: Epoch: [18] [3400/7329] learning_rate: 0.000100 loss_class: 0.650657 loss_bbox: 0.154488 loss_giou: 0.346780 loss_class_aux: 4.339237 loss_bbox_aux: 1.033705 loss_giou_aux: 2.141708 loss_class_dn: 0.333681 loss_bbox_dn: 0.199262 loss_giou_dn: 0.377644 loss_class_aux_dn: 1.782464 loss_bbox_aux_dn: 1.120461 loss_giou_aux_dn: 2.055507 loss: 15.120337 eta: 5 days, 14:40:09 batch_cost: 0.6479 data_cost: 0.0018 ips: 6.1742 images/s [04/10 18:25:02] ppdet.engine INFO: Epoch: [18] [3500/7329] learning_rate: 0.000100 loss_class: 0.696874 loss_bbox: 0.142592 loss_giou: 0.399248 loss_class_aux: 4.377614 loss_bbox_aux: 0.923746 loss_giou_aux: 2.471621 loss_class_dn: 0.354986 loss_bbox_dn: 0.187025 loss_giou_dn: 0.419271 loss_class_aux_dn: 1.877913 loss_bbox_aux_dn: 1.080998 loss_giou_aux_dn: 2.359288 loss: 15.931943 eta: 5 days, 14:39:00 batch_cost: 0.6449 data_cost: 0.0017 ips: 6.2025 images/s [04/10 18:26:14] ppdet.engine INFO: Epoch: [18] [3600/7329] learning_rate: 0.000100 loss_class: 0.610111 loss_bbox: 0.141049 loss_giou: 0.385621 loss_class_aux: 3.921677 loss_bbox_aux: 0.963595 loss_giou_aux: 2.466762 loss_class_dn: 0.344456 loss_bbox_dn: 0.191498 loss_giou_dn: 0.399168 loss_class_aux_dn: 1.856872 loss_bbox_aux_dn: 1.100042 loss_giou_aux_dn: 2.223596 loss: 15.097644 eta: 5 days, 14:37:59 batch_cost: 0.6597 data_cost: 0.0018 ips: 6.0632 images/s [04/10 18:27:25] ppdet.engine INFO: Epoch: [18] [3700/7329] learning_rate: 0.000100 loss_class: 0.669207 loss_bbox: 0.156813 loss_giou: 0.437564 loss_class_aux: 4.136172 loss_bbox_aux: 1.015490 loss_giou_aux: 2.763561 loss_class_dn: 0.359213 loss_bbox_dn: 0.180001 loss_giou_dn: 0.430161 loss_class_aux_dn: 1.882087 loss_bbox_aux_dn: 1.074398 loss_giou_aux_dn: 2.358642 loss: 15.870133 eta: 5 days, 14:36:52 batch_cost: 0.6483 data_cost: 0.0017 ips: 6.1700 images/s [04/10 18:28:35] ppdet.engine INFO: Epoch: [18] [3800/7329] learning_rate: 0.000100 loss_class: 0.657992 loss_bbox: 0.149317 loss_giou: 0.435924 loss_class_aux: 4.149820 loss_bbox_aux: 0.982851 loss_giou_aux: 2.763761 loss_class_dn: 0.363289 loss_bbox_dn: 0.177372 loss_giou_dn: 0.459442 loss_class_aux_dn: 1.961388 loss_bbox_aux_dn: 1.002201 loss_giou_aux_dn: 2.436435 loss: 15.794515 eta: 5 days, 14:35:47 batch_cost: 0.6506 data_cost: 0.0017 ips: 6.1482 images/s [04/10 18:29:45] ppdet.engine INFO: Epoch: [18] [3900/7329] learning_rate: 0.000100 loss_class: 0.570244 loss_bbox: 0.126060 loss_giou: 0.422799 loss_class_aux: 3.610836 loss_bbox_aux: 0.824420 loss_giou_aux: 2.651525 loss_class_dn: 0.325935 loss_bbox_dn: 0.139317 loss_giou_dn: 0.438841 loss_class_aux_dn: 1.750779 loss_bbox_aux_dn: 0.826778 loss_giou_aux_dn: 2.355815 loss: 14.826015 eta: 5 days, 14:34:35 batch_cost: 0.6395 data_cost: 0.0018 ips: 6.2548 images/s [04/10 18:30:54] ppdet.engine INFO: Epoch: [18] [4000/7329] learning_rate: 0.000100 loss_class: 0.672464 loss_bbox: 0.141281 loss_giou: 0.454647 loss_class_aux: 4.119437 loss_bbox_aux: 0.927654 loss_giou_aux: 2.876156 loss_class_dn: 0.368889 loss_bbox_dn: 0.166180 loss_giou_dn: 0.470859 loss_class_aux_dn: 1.931524 loss_bbox_aux_dn: 0.966261 loss_giou_aux_dn: 2.616768 loss: 15.676271 eta: 5 days, 14:33:24 batch_cost: 0.6407 data_cost: 0.0018 ips: 6.2437 images/s [04/10 18:32:06] ppdet.engine INFO: Epoch: [18] [4100/7329] learning_rate: 0.000100 loss_class: 0.676488 loss_bbox: 0.153776 loss_giou: 0.436831 loss_class_aux: 4.347224 loss_bbox_aux: 0.976638 loss_giou_aux: 2.748024 loss_class_dn: 0.380195 loss_bbox_dn: 0.195784 loss_giou_dn: 0.462998 loss_class_aux_dn: 2.055106 loss_bbox_aux_dn: 1.074774 loss_giou_aux_dn: 2.553155 loss: 15.933293 eta: 5 days, 14:32:25 batch_cost: 0.6625 data_cost: 0.0019 ips: 6.0379 images/s [04/10 18:33:18] ppdet.engine INFO: Epoch: [18] [4200/7329] learning_rate: 0.000100 loss_class: 0.595729 loss_bbox: 0.160806 loss_giou: 0.380604 loss_class_aux: 3.917248 loss_bbox_aux: 1.021032 loss_giou_aux: 2.328043 loss_class_dn: 0.335019 loss_bbox_dn: 0.169421 loss_giou_dn: 0.421333 loss_class_aux_dn: 1.787592 loss_bbox_aux_dn: 1.010728 loss_giou_aux_dn: 2.295421 loss: 14.687756 eta: 5 days, 14:31:23 batch_cost: 0.6578 data_cost: 0.0018 ips: 6.0810 images/s [04/10 18:34:29] ppdet.engine INFO: Epoch: [18] [4300/7329] learning_rate: 0.000100 loss_class: 0.614351 loss_bbox: 0.145164 loss_giou: 0.391609 loss_class_aux: 3.968539 loss_bbox_aux: 0.974436 loss_giou_aux: 2.462091 loss_class_dn: 0.351457 loss_bbox_dn: 0.158991 loss_giou_dn: 0.400452 loss_class_aux_dn: 1.950953 loss_bbox_aux_dn: 0.949896 loss_giou_aux_dn: 2.264580 loss: 14.904167 eta: 5 days, 14:30:20 batch_cost: 0.6546 data_cost: 0.0019 ips: 6.1104 images/s [04/10 18:35:39] ppdet.engine INFO: Epoch: [18] [4400/7329] learning_rate: 0.000100 loss_class: 0.624119 loss_bbox: 0.150667 loss_giou: 0.425791 loss_class_aux: 4.132450 loss_bbox_aux: 0.955080 loss_giou_aux: 2.695801 loss_class_dn: 0.357060 loss_bbox_dn: 0.171476 loss_giou_dn: 0.418052 loss_class_aux_dn: 1.845109 loss_bbox_aux_dn: 0.962598 loss_giou_aux_dn: 2.304973 loss: 15.913671 eta: 5 days, 14:29:11 batch_cost: 0.6444 data_cost: 0.0017 ips: 6.2068 images/s [04/10 18:36:50] ppdet.engine INFO: Epoch: [18] [4500/7329] learning_rate: 0.000100 loss_class: 0.589538 loss_bbox: 0.125714 loss_giou: 0.342577 loss_class_aux: 3.888118 loss_bbox_aux: 0.836754 loss_giou_aux: 2.198892 loss_class_dn: 0.315821 loss_bbox_dn: 0.158342 loss_giou_dn: 0.374155 loss_class_aux_dn: 1.684326 loss_bbox_aux_dn: 0.904290 loss_giou_aux_dn: 2.024574 loss: 14.318516 eta: 5 days, 14:28:05 batch_cost: 0.6495 data_cost: 0.0018 ips: 6.1585 images/s [04/10 18:38:02] ppdet.engine INFO: Epoch: [18] [4600/7329] learning_rate: 0.000100 loss_class: 0.609388 loss_bbox: 0.148857 loss_giou: 0.398978 loss_class_aux: 3.955001 loss_bbox_aux: 0.964399 loss_giou_aux: 2.574682 loss_class_dn: 0.349492 loss_bbox_dn: 0.171655 loss_giou_dn: 0.418151 loss_class_aux_dn: 1.873308 loss_bbox_aux_dn: 0.998033 loss_giou_aux_dn: 2.312512 loss: 15.391728 eta: 5 days, 14:27:07 batch_cost: 0.6647 data_cost: 0.0017 ips: 6.0178 images/s [04/10 18:39:13] ppdet.engine INFO: Epoch: [18] [4700/7329] learning_rate: 0.000100 loss_class: 0.650272 loss_bbox: 0.156909 loss_giou: 0.451722 loss_class_aux: 4.158778 loss_bbox_aux: 1.002422 loss_giou_aux: 2.861120 loss_class_dn: 0.369620 loss_bbox_dn: 0.198989 loss_giou_dn: 0.449167 loss_class_aux_dn: 1.936764 loss_bbox_aux_dn: 1.148779 loss_giou_aux_dn: 2.510825 loss: 16.645594 eta: 5 days, 14:26:01 batch_cost: 0.6503 data_cost: 0.0017 ips: 6.1511 images/s [04/10 18:40:24] ppdet.engine INFO: Epoch: [18] [4800/7329] learning_rate: 0.000100 loss_class: 0.679303 loss_bbox: 0.133638 loss_giou: 0.405219 loss_class_aux: 4.249078 loss_bbox_aux: 0.917937 loss_giou_aux: 2.580762 loss_class_dn: 0.326307 loss_bbox_dn: 0.179728 loss_giou_dn: 0.437072 loss_class_aux_dn: 1.798799 loss_bbox_aux_dn: 1.016887 loss_giou_aux_dn: 2.336550 loss: 14.490300 eta: 5 days, 14:24:57 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1163 images/s [04/10 18:41:35] ppdet.engine INFO: Epoch: [18] [4900/7329] learning_rate: 0.000100 loss_class: 0.635001 loss_bbox: 0.157222 loss_giou: 0.440773 loss_class_aux: 4.011735 loss_bbox_aux: 0.994719 loss_giou_aux: 2.795279 loss_class_dn: 0.367734 loss_bbox_dn: 0.181294 loss_giou_dn: 0.447989 loss_class_aux_dn: 1.929482 loss_bbox_aux_dn: 1.000515 loss_giou_aux_dn: 2.457083 loss: 16.170954 eta: 5 days, 14:23:56 batch_cost: 0.6589 data_cost: 0.0019 ips: 6.0709 images/s [04/10 18:42:46] ppdet.engine INFO: Epoch: [18] [5000/7329] learning_rate: 0.000100 loss_class: 0.657140 loss_bbox: 0.138937 loss_giou: 0.422120 loss_class_aux: 4.115658 loss_bbox_aux: 0.970134 loss_giou_aux: 2.688173 loss_class_dn: 0.343818 loss_bbox_dn: 0.186779 loss_giou_dn: 0.433970 loss_class_aux_dn: 1.842220 loss_bbox_aux_dn: 1.055045 loss_giou_aux_dn: 2.371919 loss: 15.421529 eta: 5 days, 14:22:51 batch_cost: 0.6513 data_cost: 0.0019 ips: 6.1416 images/s [04/10 18:43:57] ppdet.engine INFO: Epoch: [18] [5100/7329] learning_rate: 0.000100 loss_class: 0.644997 loss_bbox: 0.151646 loss_giou: 0.424363 loss_class_aux: 4.108968 loss_bbox_aux: 0.969229 loss_giou_aux: 2.705892 loss_class_dn: 0.359545 loss_bbox_dn: 0.187319 loss_giou_dn: 0.426217 loss_class_aux_dn: 1.900226 loss_bbox_aux_dn: 1.082632 loss_giou_aux_dn: 2.381245 loss: 15.816996 eta: 5 days, 14:21:46 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1316 images/s [04/10 18:45:06] ppdet.engine INFO: Epoch: [18] [5200/7329] learning_rate: 0.000100 loss_class: 0.631285 loss_bbox: 0.149807 loss_giou: 0.392402 loss_class_aux: 4.225481 loss_bbox_aux: 0.993137 loss_giou_aux: 2.499516 loss_class_dn: 0.361100 loss_bbox_dn: 0.176938 loss_giou_dn: 0.407875 loss_class_aux_dn: 1.974712 loss_bbox_aux_dn: 1.040152 loss_giou_aux_dn: 2.232082 loss: 15.036987 eta: 5 days, 14:20:36 batch_cost: 0.6420 data_cost: 0.0018 ips: 6.2302 images/s [04/10 18:46:15] ppdet.engine INFO: Epoch: [18] [5300/7329] learning_rate: 0.000100 loss_class: 0.619517 loss_bbox: 0.137560 loss_giou: 0.411970 loss_class_aux: 4.009730 loss_bbox_aux: 0.922703 loss_giou_aux: 2.626098 loss_class_dn: 0.340475 loss_bbox_dn: 0.165065 loss_giou_dn: 0.443996 loss_class_aux_dn: 1.814533 loss_bbox_aux_dn: 1.033226 loss_giou_aux_dn: 2.399955 loss: 15.955139 eta: 5 days, 14:19:22 batch_cost: 0.6365 data_cost: 0.0017 ips: 6.2843 images/s [04/10 18:47:28] ppdet.engine INFO: Epoch: [18] [5400/7329] learning_rate: 0.000100 loss_class: 0.596546 loss_bbox: 0.150797 loss_giou: 0.341141 loss_class_aux: 3.888438 loss_bbox_aux: 0.977906 loss_giou_aux: 2.171154 loss_class_dn: 0.340848 loss_bbox_dn: 0.157412 loss_giou_dn: 0.371373 loss_class_aux_dn: 1.861098 loss_bbox_aux_dn: 0.965504 loss_giou_aux_dn: 2.030655 loss: 14.645979 eta: 5 days, 14:18:26 batch_cost: 0.6667 data_cost: 0.0018 ips: 5.9999 images/s [04/10 18:48:39] ppdet.engine INFO: Epoch: [18] [5500/7329] learning_rate: 0.000100 loss_class: 0.606746 loss_bbox: 0.152412 loss_giou: 0.370457 loss_class_aux: 3.925977 loss_bbox_aux: 0.975691 loss_giou_aux: 2.398993 loss_class_dn: 0.311076 loss_bbox_dn: 0.176245 loss_giou_dn: 0.389353 loss_class_aux_dn: 1.685074 loss_bbox_aux_dn: 1.008646 loss_giou_aux_dn: 2.084648 loss: 13.693796 eta: 5 days, 14:17:21 batch_cost: 0.6531 data_cost: 0.0017 ips: 6.1248 images/s [04/10 18:49:50] ppdet.engine INFO: Epoch: [18] [5600/7329] learning_rate: 0.000100 loss_class: 0.554769 loss_bbox: 0.139694 loss_giou: 0.397404 loss_class_aux: 3.599813 loss_bbox_aux: 0.895254 loss_giou_aux: 2.487279 loss_class_dn: 0.325102 loss_bbox_dn: 0.171468 loss_giou_dn: 0.388939 loss_class_aux_dn: 1.755344 loss_bbox_aux_dn: 0.971789 loss_giou_aux_dn: 2.148400 loss: 14.537983 eta: 5 days, 14:16:18 batch_cost: 0.6547 data_cost: 0.0018 ips: 6.1095 images/s [04/10 18:51:00] ppdet.engine INFO: Epoch: [18] [5700/7329] learning_rate: 0.000100 loss_class: 0.615967 loss_bbox: 0.147450 loss_giou: 0.374749 loss_class_aux: 3.847801 loss_bbox_aux: 0.951245 loss_giou_aux: 2.399640 loss_class_dn: 0.329712 loss_bbox_dn: 0.172131 loss_giou_dn: 0.393691 loss_class_aux_dn: 1.745838 loss_bbox_aux_dn: 1.031515 loss_giou_aux_dn: 2.116734 loss: 14.269436 eta: 5 days, 14:15:11 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1659 images/s [04/10 18:52:12] ppdet.engine INFO: Epoch: [18] [5800/7329] learning_rate: 0.000100 loss_class: 0.595983 loss_bbox: 0.144306 loss_giou: 0.367828 loss_class_aux: 3.843105 loss_bbox_aux: 0.904757 loss_giou_aux: 2.340871 loss_class_dn: 0.343867 loss_bbox_dn: 0.180449 loss_giou_dn: 0.391061 loss_class_aux_dn: 1.811803 loss_bbox_aux_dn: 1.046653 loss_giou_aux_dn: 2.126356 loss: 15.047610 eta: 5 days, 14:14:10 batch_cost: 0.6585 data_cost: 0.0018 ips: 6.0747 images/s [04/10 18:53:24] ppdet.engine INFO: Epoch: [18] [5900/7329] learning_rate: 0.000100 loss_class: 0.643069 loss_bbox: 0.155697 loss_giou: 0.441402 loss_class_aux: 4.157305 loss_bbox_aux: 0.995220 loss_giou_aux: 2.845490 loss_class_dn: 0.378077 loss_bbox_dn: 0.185910 loss_giou_dn: 0.470882 loss_class_aux_dn: 1.974022 loss_bbox_aux_dn: 1.054253 loss_giou_aux_dn: 2.526633 loss: 15.294564 eta: 5 days, 14:13:13 batch_cost: 0.6665 data_cost: 0.0019 ips: 6.0014 images/s [04/10 18:54:35] ppdet.engine INFO: Epoch: [18] [6000/7329] learning_rate: 0.000100 loss_class: 0.647091 loss_bbox: 0.144715 loss_giou: 0.384724 loss_class_aux: 4.022244 loss_bbox_aux: 0.942565 loss_giou_aux: 2.531373 loss_class_dn: 0.341764 loss_bbox_dn: 0.182636 loss_giou_dn: 0.408359 loss_class_aux_dn: 1.869304 loss_bbox_aux_dn: 1.067564 loss_giou_aux_dn: 2.208568 loss: 15.245102 eta: 5 days, 14:12:08 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1344 images/s [04/10 18:55:46] ppdet.engine INFO: Epoch: [18] [6100/7329] learning_rate: 0.000100 loss_class: 0.610910 loss_bbox: 0.160364 loss_giou: 0.385028 loss_class_aux: 4.167768 loss_bbox_aux: 1.072127 loss_giou_aux: 2.411524 loss_class_dn: 0.356458 loss_bbox_dn: 0.190146 loss_giou_dn: 0.381248 loss_class_aux_dn: 1.927880 loss_bbox_aux_dn: 1.149218 loss_giou_aux_dn: 2.154416 loss: 15.549639 eta: 5 days, 14:11:02 batch_cost: 0.6499 data_cost: 0.0018 ips: 6.1549 images/s [04/10 18:56:56] ppdet.engine INFO: Epoch: [18] [6200/7329] learning_rate: 0.000100 loss_class: 0.561804 loss_bbox: 0.132034 loss_giou: 0.396850 loss_class_aux: 3.720394 loss_bbox_aux: 0.866781 loss_giou_aux: 2.447968 loss_class_dn: 0.322153 loss_bbox_dn: 0.170114 loss_giou_dn: 0.395742 loss_class_aux_dn: 1.700562 loss_bbox_aux_dn: 0.993837 loss_giou_aux_dn: 2.180758 loss: 14.122049 eta: 5 days, 14:09:54 batch_cost: 0.6464 data_cost: 0.0019 ips: 6.1879 images/s [04/10 18:58:07] ppdet.engine INFO: Epoch: [18] [6300/7329] learning_rate: 0.000100 loss_class: 0.601054 loss_bbox: 0.165687 loss_giou: 0.372583 loss_class_aux: 3.983572 loss_bbox_aux: 1.059199 loss_giou_aux: 2.322355 loss_class_dn: 0.365428 loss_bbox_dn: 0.183429 loss_giou_dn: 0.408295 loss_class_aux_dn: 1.917029 loss_bbox_aux_dn: 1.045860 loss_giou_aux_dn: 2.236914 loss: 15.258465 eta: 5 days, 14:08:48 batch_cost: 0.6493 data_cost: 0.0019 ips: 6.1605 images/s [04/10 18:59:18] ppdet.engine INFO: Epoch: [18] [6400/7329] learning_rate: 0.000100 loss_class: 0.582123 loss_bbox: 0.147522 loss_giou: 0.386796 loss_class_aux: 3.706816 loss_bbox_aux: 0.943778 loss_giou_aux: 2.359444 loss_class_dn: 0.337528 loss_bbox_dn: 0.174517 loss_giou_dn: 0.390327 loss_class_aux_dn: 1.834262 loss_bbox_aux_dn: 1.037797 loss_giou_aux_dn: 2.142743 loss: 14.847486 eta: 5 days, 14:07:43 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1321 images/s [04/10 19:00:28] ppdet.engine INFO: Epoch: [18] [6500/7329] learning_rate: 0.000100 loss_class: 0.592876 loss_bbox: 0.160283 loss_giou: 0.438212 loss_class_aux: 3.816023 loss_bbox_aux: 1.024955 loss_giou_aux: 2.772270 loss_class_dn: 0.347830 loss_bbox_dn: 0.185072 loss_giou_dn: 0.454584 loss_class_aux_dn: 1.868992 loss_bbox_aux_dn: 1.010454 loss_giou_aux_dn: 2.484471 loss: 15.413322 eta: 5 days, 14:06:36 batch_cost: 0.6477 data_cost: 0.0017 ips: 6.1755 images/s [04/10 19:01:40] ppdet.engine INFO: Epoch: [18] [6600/7329] learning_rate: 0.000100 loss_class: 0.520537 loss_bbox: 0.136919 loss_giou: 0.363048 loss_class_aux: 3.363285 loss_bbox_aux: 0.866921 loss_giou_aux: 2.391626 loss_class_dn: 0.303672 loss_bbox_dn: 0.162399 loss_giou_dn: 0.377821 loss_class_aux_dn: 1.657507 loss_bbox_aux_dn: 0.955866 loss_giou_aux_dn: 2.016376 loss: 13.664633 eta: 5 days, 14:05:35 batch_cost: 0.6602 data_cost: 0.0019 ips: 6.0592 images/s [04/10 19:02:51] ppdet.engine INFO: Epoch: [18] [6700/7329] learning_rate: 0.000100 loss_class: 0.584163 loss_bbox: 0.155277 loss_giou: 0.402525 loss_class_aux: 3.759178 loss_bbox_aux: 0.963191 loss_giou_aux: 2.431155 loss_class_dn: 0.332937 loss_bbox_dn: 0.159386 loss_giou_dn: 0.409828 loss_class_aux_dn: 1.805991 loss_bbox_aux_dn: 0.941028 loss_giou_aux_dn: 2.295536 loss: 14.070082 eta: 5 days, 14:04:30 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1471 images/s [04/10 19:04:01] ppdet.engine INFO: Epoch: [18] [6800/7329] learning_rate: 0.000100 loss_class: 0.557320 loss_bbox: 0.154107 loss_giou: 0.432921 loss_class_aux: 3.557959 loss_bbox_aux: 0.991982 loss_giou_aux: 2.698527 loss_class_dn: 0.334914 loss_bbox_dn: 0.171400 loss_giou_dn: 0.416447 loss_class_aux_dn: 1.787685 loss_bbox_aux_dn: 1.041265 loss_giou_aux_dn: 2.225354 loss: 14.514988 eta: 5 days, 14:03:21 batch_cost: 0.6447 data_cost: 0.0017 ips: 6.2042 images/s [04/10 19:05:11] ppdet.engine INFO: Epoch: [18] [6900/7329] learning_rate: 0.000100 loss_class: 0.607133 loss_bbox: 0.142206 loss_giou: 0.362151 loss_class_aux: 3.980826 loss_bbox_aux: 0.922371 loss_giou_aux: 2.350603 loss_class_dn: 0.344884 loss_bbox_dn: 0.179625 loss_giou_dn: 0.378142 loss_class_aux_dn: 1.854939 loss_bbox_aux_dn: 1.051111 loss_giou_aux_dn: 2.151033 loss: 15.022387 eta: 5 days, 14:02:15 batch_cost: 0.6493 data_cost: 0.0017 ips: 6.1606 images/s [04/10 19:06:21] ppdet.engine INFO: Epoch: [18] [7000/7329] learning_rate: 0.000100 loss_class: 0.567266 loss_bbox: 0.151230 loss_giou: 0.376050 loss_class_aux: 3.564051 loss_bbox_aux: 1.022882 loss_giou_aux: 2.387793 loss_class_dn: 0.317084 loss_bbox_dn: 0.166534 loss_giou_dn: 0.380583 loss_class_aux_dn: 1.713895 loss_bbox_aux_dn: 1.030066 loss_giou_aux_dn: 2.107617 loss: 14.681865 eta: 5 days, 14:01:07 batch_cost: 0.6462 data_cost: 0.0018 ips: 6.1901 images/s [04/10 19:07:31] ppdet.engine INFO: Epoch: [18] [7100/7329] learning_rate: 0.000100 loss_class: 0.652319 loss_bbox: 0.153945 loss_giou: 0.449039 loss_class_aux: 4.153988 loss_bbox_aux: 0.959848 loss_giou_aux: 2.847386 loss_class_dn: 0.377676 loss_bbox_dn: 0.173266 loss_giou_dn: 0.438478 loss_class_aux_dn: 2.035553 loss_bbox_aux_dn: 0.959591 loss_giou_aux_dn: 2.439095 loss: 16.437126 eta: 5 days, 13:59:57 batch_cost: 0.6431 data_cost: 0.0018 ips: 6.2194 images/s [04/10 19:08:40] ppdet.engine INFO: Epoch: [18] [7200/7329] learning_rate: 0.000100 loss_class: 0.616012 loss_bbox: 0.140279 loss_giou: 0.338699 loss_class_aux: 3.954644 loss_bbox_aux: 0.923823 loss_giou_aux: 2.240477 loss_class_dn: 0.326353 loss_bbox_dn: 0.170715 loss_giou_dn: 0.354264 loss_class_aux_dn: 1.748742 loss_bbox_aux_dn: 1.012160 loss_giou_aux_dn: 1.978322 loss: 14.021697 eta: 5 days, 13:58:46 batch_cost: 0.6403 data_cost: 0.0017 ips: 6.2472 images/s [04/10 19:09:51] ppdet.engine INFO: Epoch: [18] [7300/7329] learning_rate: 0.000100 loss_class: 0.588705 loss_bbox: 0.135130 loss_giou: 0.359252 loss_class_aux: 3.679480 loss_bbox_aux: 0.919170 loss_giou_aux: 2.340435 loss_class_dn: 0.327501 loss_bbox_dn: 0.183646 loss_giou_dn: 0.394396 loss_class_aux_dn: 1.779669 loss_bbox_aux_dn: 1.065664 loss_giou_aux_dn: 2.089132 loss: 14.043097 eta: 5 days, 13:57:39 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1621 images/s [04/10 19:10:15] ppdet.engine INFO: Eval iter: 0 [04/10 19:10:43] ppdet.engine INFO: Eval iter: 100 [04/10 19:11:10] ppdet.engine INFO: Eval iter: 200 [04/10 19:11:38] ppdet.engine INFO: Eval iter: 300 [04/10 19:12:06] ppdet.engine INFO: Eval iter: 400 [04/10 19:12:34] ppdet.engine INFO: Eval iter: 500 [04/10 19:13:01] ppdet.engine INFO: Eval iter: 600 [04/10 19:13:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 19:13:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.23s). Accumulating evaluation results... DONE (t=28.96s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.700 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.327 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.522 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/10 19:16:40] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.765734697163595 [04/10 19:16:40] ppdet.engine INFO: Best test bbox ap is 0.519. [04/10 19:16:44] ppdet.engine INFO: Epoch: [19] [ 0/7329] learning_rate: 0.000100 loss_class: 0.593748 loss_bbox: 0.147733 loss_giou: 0.418299 loss_class_aux: 3.773063 loss_bbox_aux: 0.944081 loss_giou_aux: 2.653725 loss_class_dn: 0.343306 loss_bbox_dn: 0.168719 loss_giou_dn: 0.432168 loss_class_aux_dn: 1.866011 loss_bbox_aux_dn: 0.989781 loss_giou_aux_dn: 2.349506 loss: 15.171371 eta: 5 days, 13:57:23 batch_cost: 0.6490 data_cost: 0.0018 ips: 6.1632 images/s [04/10 19:17:57] ppdet.engine INFO: Epoch: [19] [ 100/7329] learning_rate: 0.000100 loss_class: 0.654194 loss_bbox: 0.145396 loss_giou: 0.504719 loss_class_aux: 4.185922 loss_bbox_aux: 1.011692 loss_giou_aux: 3.108862 loss_class_dn: 0.401476 loss_bbox_dn: 0.207064 loss_giou_dn: 0.499771 loss_class_aux_dn: 2.124077 loss_bbox_aux_dn: 1.187231 loss_giou_aux_dn: 2.738277 loss: 17.502993 eta: 5 days, 13:56:25 batch_cost: 0.6654 data_cost: 0.0017 ips: 6.0116 images/s [04/10 19:19:07] ppdet.engine INFO: Epoch: [19] [ 200/7329] learning_rate: 0.000100 loss_class: 0.648353 loss_bbox: 0.148360 loss_giou: 0.424376 loss_class_aux: 4.332909 loss_bbox_aux: 0.949468 loss_giou_aux: 2.586151 loss_class_dn: 0.374513 loss_bbox_dn: 0.196249 loss_giou_dn: 0.438843 loss_class_aux_dn: 2.014409 loss_bbox_aux_dn: 1.119882 loss_giou_aux_dn: 2.404744 loss: 15.538214 eta: 5 days, 13:55:15 batch_cost: 0.6419 data_cost: 0.0015 ips: 6.2314 images/s [04/10 19:20:17] ppdet.engine INFO: Epoch: [19] [ 300/7329] learning_rate: 0.000100 loss_class: 0.689404 loss_bbox: 0.162729 loss_giou: 0.512126 loss_class_aux: 4.423769 loss_bbox_aux: 0.983069 loss_giou_aux: 3.160342 loss_class_dn: 0.397982 loss_bbox_dn: 0.178268 loss_giou_dn: 0.516918 loss_class_aux_dn: 2.143428 loss_bbox_aux_dn: 1.030125 loss_giou_aux_dn: 2.761962 loss: 17.193310 eta: 5 days, 13:54:04 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2333 images/s [04/10 19:21:27] ppdet.engine INFO: Epoch: [19] [ 400/7329] learning_rate: 0.000100 loss_class: 0.565043 loss_bbox: 0.142405 loss_giou: 0.418800 loss_class_aux: 3.768920 loss_bbox_aux: 0.898739 loss_giou_aux: 2.554969 loss_class_dn: 0.307353 loss_bbox_dn: 0.175753 loss_giou_dn: 0.378291 loss_class_aux_dn: 1.652696 loss_bbox_aux_dn: 1.009434 loss_giou_aux_dn: 2.126003 loss: 13.752151 eta: 5 days, 13:52:57 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1816 images/s [04/10 19:22:37] ppdet.engine INFO: Epoch: [19] [ 500/7329] learning_rate: 0.000100 loss_class: 0.678526 loss_bbox: 0.157631 loss_giou: 0.523426 loss_class_aux: 4.193956 loss_bbox_aux: 1.033665 loss_giou_aux: 3.234262 loss_class_dn: 0.378165 loss_bbox_dn: 0.200142 loss_giou_dn: 0.483609 loss_class_aux_dn: 2.005984 loss_bbox_aux_dn: 1.210483 loss_giou_aux_dn: 2.614437 loss: 17.417728 eta: 5 days, 13:51:48 batch_cost: 0.6444 data_cost: 0.0016 ips: 6.2074 images/s [04/10 19:23:46] ppdet.engine INFO: Epoch: [19] [ 600/7329] learning_rate: 0.000100 loss_class: 0.675827 loss_bbox: 0.169059 loss_giou: 0.476880 loss_class_aux: 4.337692 loss_bbox_aux: 1.101016 loss_giou_aux: 3.049784 loss_class_dn: 0.374730 loss_bbox_dn: 0.206539 loss_giou_dn: 0.482161 loss_class_aux_dn: 2.027284 loss_bbox_aux_dn: 1.182204 loss_giou_aux_dn: 2.643568 loss: 16.954128 eta: 5 days, 13:50:38 batch_cost: 0.6418 data_cost: 0.0016 ips: 6.2329 images/s [04/10 19:24:56] ppdet.engine INFO: Epoch: [19] [ 700/7329] learning_rate: 0.000100 loss_class: 0.593261 loss_bbox: 0.139638 loss_giou: 0.453188 loss_class_aux: 3.873698 loss_bbox_aux: 0.910811 loss_giou_aux: 2.784639 loss_class_dn: 0.348199 loss_bbox_dn: 0.170003 loss_giou_dn: 0.426808 loss_class_aux_dn: 1.836303 loss_bbox_aux_dn: 0.985601 loss_giou_aux_dn: 2.390969 loss: 15.870283 eta: 5 days, 13:49:29 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2008 images/s [04/10 19:26:05] ppdet.engine INFO: Epoch: [19] [ 800/7329] learning_rate: 0.000100 loss_class: 0.538963 loss_bbox: 0.143962 loss_giou: 0.334969 loss_class_aux: 3.414153 loss_bbox_aux: 0.998612 loss_giou_aux: 2.105230 loss_class_dn: 0.299995 loss_bbox_dn: 0.177450 loss_giou_dn: 0.332183 loss_class_aux_dn: 1.606926 loss_bbox_aux_dn: 1.030673 loss_giou_aux_dn: 1.859641 loss: 12.990246 eta: 5 days, 13:48:19 batch_cost: 0.6415 data_cost: 0.0018 ips: 6.2356 images/s [04/10 19:27:16] ppdet.engine INFO: Epoch: [19] [ 900/7329] learning_rate: 0.000100 loss_class: 0.578508 loss_bbox: 0.127335 loss_giou: 0.314738 loss_class_aux: 3.875318 loss_bbox_aux: 0.842917 loss_giou_aux: 2.057334 loss_class_dn: 0.311341 loss_bbox_dn: 0.166125 loss_giou_dn: 0.322046 loss_class_aux_dn: 1.661840 loss_bbox_aux_dn: 0.996381 loss_giou_aux_dn: 1.832362 loss: 13.580885 eta: 5 days, 13:47:13 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1433 images/s [04/10 19:28:27] ppdet.engine INFO: Epoch: [19] [1000/7329] learning_rate: 0.000100 loss_class: 0.688137 loss_bbox: 0.168733 loss_giou: 0.429897 loss_class_aux: 4.428203 loss_bbox_aux: 1.146191 loss_giou_aux: 2.711800 loss_class_dn: 0.371501 loss_bbox_dn: 0.189976 loss_giou_dn: 0.446314 loss_class_aux_dn: 1.975001 loss_bbox_aux_dn: 1.080287 loss_giou_aux_dn: 2.358527 loss: 16.873417 eta: 5 days, 13:46:11 batch_cost: 0.6560 data_cost: 0.0018 ips: 6.0974 images/s [04/10 19:29:37] ppdet.engine INFO: Epoch: [19] [1100/7329] learning_rate: 0.000100 loss_class: 0.607807 loss_bbox: 0.142917 loss_giou: 0.409604 loss_class_aux: 4.065745 loss_bbox_aux: 0.943448 loss_giou_aux: 2.585296 loss_class_dn: 0.342290 loss_bbox_dn: 0.173740 loss_giou_dn: 0.417361 loss_class_aux_dn: 1.830196 loss_bbox_aux_dn: 1.019803 loss_giou_aux_dn: 2.206320 loss: 14.657078 eta: 5 days, 13:45:01 batch_cost: 0.6421 data_cost: 0.0018 ips: 6.2296 images/s [04/10 19:30:47] ppdet.engine INFO: Epoch: [19] [1200/7329] learning_rate: 0.000100 loss_class: 0.527568 loss_bbox: 0.130004 loss_giou: 0.326187 loss_class_aux: 3.383135 loss_bbox_aux: 0.919755 loss_giou_aux: 1.988851 loss_class_dn: 0.309064 loss_bbox_dn: 0.154224 loss_giou_dn: 0.347964 loss_class_aux_dn: 1.668847 loss_bbox_aux_dn: 0.907303 loss_giou_aux_dn: 1.907395 loss: 13.251704 eta: 5 days, 13:43:54 batch_cost: 0.6480 data_cost: 0.0017 ips: 6.1730 images/s [04/10 19:31:56] ppdet.engine INFO: Epoch: [19] [1300/7329] learning_rate: 0.000100 loss_class: 0.595544 loss_bbox: 0.139473 loss_giou: 0.389756 loss_class_aux: 3.908249 loss_bbox_aux: 0.939085 loss_giou_aux: 2.460325 loss_class_dn: 0.333059 loss_bbox_dn: 0.177837 loss_giou_dn: 0.389759 loss_class_aux_dn: 1.824024 loss_bbox_aux_dn: 1.048508 loss_giou_aux_dn: 2.157283 loss: 14.346024 eta: 5 days, 13:42:44 batch_cost: 0.6433 data_cost: 0.0016 ips: 6.2183 images/s [04/10 19:33:08] ppdet.engine INFO: Epoch: [19] [1400/7329] learning_rate: 0.000100 loss_class: 0.603243 loss_bbox: 0.160147 loss_giou: 0.416632 loss_class_aux: 3.851686 loss_bbox_aux: 1.054520 loss_giou_aux: 2.595654 loss_class_dn: 0.331929 loss_bbox_dn: 0.196572 loss_giou_dn: 0.444654 loss_class_aux_dn: 1.792693 loss_bbox_aux_dn: 1.091932 loss_giou_aux_dn: 2.399759 loss: 15.140078 eta: 5 days, 13:41:44 batch_cost: 0.6615 data_cost: 0.0017 ips: 6.0466 images/s [04/10 19:34:19] ppdet.engine INFO: Epoch: [19] [1500/7329] learning_rate: 0.000100 loss_class: 0.601836 loss_bbox: 0.124882 loss_giou: 0.393666 loss_class_aux: 3.745677 loss_bbox_aux: 0.804936 loss_giou_aux: 2.448896 loss_class_dn: 0.338173 loss_bbox_dn: 0.154206 loss_giou_dn: 0.393806 loss_class_aux_dn: 1.820365 loss_bbox_aux_dn: 0.917675 loss_giou_aux_dn: 2.181989 loss: 14.404338 eta: 5 days, 13:40:38 batch_cost: 0.6488 data_cost: 0.0017 ips: 6.1654 images/s [04/10 19:35:30] ppdet.engine INFO: Epoch: [19] [1600/7329] learning_rate: 0.000100 loss_class: 0.656346 loss_bbox: 0.142556 loss_giou: 0.456367 loss_class_aux: 4.248655 loss_bbox_aux: 0.936058 loss_giou_aux: 2.783381 loss_class_dn: 0.350589 loss_bbox_dn: 0.174129 loss_giou_dn: 0.431457 loss_class_aux_dn: 1.871229 loss_bbox_aux_dn: 0.980181 loss_giou_aux_dn: 2.328828 loss: 15.368311 eta: 5 days, 13:39:36 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0859 images/s [04/10 19:36:40] ppdet.engine INFO: Epoch: [19] [1700/7329] learning_rate: 0.000100 loss_class: 0.490911 loss_bbox: 0.119113 loss_giou: 0.282017 loss_class_aux: 3.222665 loss_bbox_aux: 0.847895 loss_giou_aux: 1.921167 loss_class_dn: 0.282786 loss_bbox_dn: 0.143499 loss_giou_dn: 0.323914 loss_class_aux_dn: 1.570563 loss_bbox_aux_dn: 0.814888 loss_giou_aux_dn: 1.800577 loss: 12.090113 eta: 5 days, 13:38:29 batch_cost: 0.6484 data_cost: 0.0017 ips: 6.1688 images/s [04/10 19:37:51] ppdet.engine INFO: Epoch: [19] [1800/7329] learning_rate: 0.000100 loss_class: 0.537410 loss_bbox: 0.112632 loss_giou: 0.314128 loss_class_aux: 3.475805 loss_bbox_aux: 0.788618 loss_giou_aux: 2.052967 loss_class_dn: 0.274730 loss_bbox_dn: 0.147046 loss_giou_dn: 0.313521 loss_class_aux_dn: 1.492591 loss_bbox_aux_dn: 0.879651 loss_giou_aux_dn: 1.729027 loss: 11.991291 eta: 5 days, 13:37:25 batch_cost: 0.6541 data_cost: 0.0018 ips: 6.1153 images/s [04/10 19:39:02] ppdet.engine INFO: Epoch: [19] [1900/7329] learning_rate: 0.000100 loss_class: 0.605849 loss_bbox: 0.150872 loss_giou: 0.463880 loss_class_aux: 4.079777 loss_bbox_aux: 1.055154 loss_giou_aux: 2.910292 loss_class_dn: 0.351969 loss_bbox_dn: 0.180203 loss_giou_dn: 0.450426 loss_class_aux_dn: 1.847665 loss_bbox_aux_dn: 1.076296 loss_giou_aux_dn: 2.466553 loss: 15.925066 eta: 5 days, 13:36:22 batch_cost: 0.6541 data_cost: 0.0018 ips: 6.1150 images/s [04/10 19:40:11] ppdet.engine INFO: Epoch: [19] [2000/7329] learning_rate: 0.000100 loss_class: 0.557424 loss_bbox: 0.112667 loss_giou: 0.350294 loss_class_aux: 3.648371 loss_bbox_aux: 0.772670 loss_giou_aux: 2.184931 loss_class_dn: 0.320615 loss_bbox_dn: 0.137007 loss_giou_dn: 0.362476 loss_class_aux_dn: 1.723359 loss_bbox_aux_dn: 0.819971 loss_giou_aux_dn: 1.988732 loss: 13.321947 eta: 5 days, 13:35:06 batch_cost: 0.6317 data_cost: 0.0019 ips: 6.3323 images/s [04/10 19:41:21] ppdet.engine INFO: Epoch: [19] [2100/7329] learning_rate: 0.000100 loss_class: 0.665026 loss_bbox: 0.139395 loss_giou: 0.356516 loss_class_aux: 4.279234 loss_bbox_aux: 0.900710 loss_giou_aux: 2.315896 loss_class_dn: 0.346070 loss_bbox_dn: 0.183189 loss_giou_dn: 0.415241 loss_class_aux_dn: 1.825513 loss_bbox_aux_dn: 1.058718 loss_giou_aux_dn: 2.264671 loss: 15.737705 eta: 5 days, 13:33:57 batch_cost: 0.6430 data_cost: 0.0017 ips: 6.2206 images/s [04/10 19:42:32] ppdet.engine INFO: Epoch: [19] [2200/7329] learning_rate: 0.000100 loss_class: 0.608682 loss_bbox: 0.157522 loss_giou: 0.382347 loss_class_aux: 3.861414 loss_bbox_aux: 1.034578 loss_giou_aux: 2.458354 loss_class_dn: 0.335764 loss_bbox_dn: 0.171819 loss_giou_dn: 0.370971 loss_class_aux_dn: 1.834643 loss_bbox_aux_dn: 0.989673 loss_giou_aux_dn: 2.043173 loss: 14.531311 eta: 5 days, 13:32:52 batch_cost: 0.6535 data_cost: 0.0017 ips: 6.1213 images/s [04/10 19:43:42] ppdet.engine INFO: Epoch: [19] [2300/7329] learning_rate: 0.000100 loss_class: 0.597327 loss_bbox: 0.147700 loss_giou: 0.412265 loss_class_aux: 3.924583 loss_bbox_aux: 0.942901 loss_giou_aux: 2.638254 loss_class_dn: 0.355521 loss_bbox_dn: 0.198946 loss_giou_dn: 0.429063 loss_class_aux_dn: 1.890435 loss_bbox_aux_dn: 1.132935 loss_giou_aux_dn: 2.402663 loss: 15.742679 eta: 5 days, 13:31:46 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1623 images/s [04/10 19:44:51] ppdet.engine INFO: Epoch: [19] [2400/7329] learning_rate: 0.000100 loss_class: 0.585306 loss_bbox: 0.140479 loss_giou: 0.461045 loss_class_aux: 3.731480 loss_bbox_aux: 0.943401 loss_giou_aux: 2.814023 loss_class_dn: 0.341423 loss_bbox_dn: 0.177986 loss_giou_dn: 0.466723 loss_class_aux_dn: 1.823484 loss_bbox_aux_dn: 1.092598 loss_giou_aux_dn: 2.472912 loss: 15.170174 eta: 5 days, 13:30:32 batch_cost: 0.6345 data_cost: 0.0019 ips: 6.3040 images/s [04/10 19:46:00] ppdet.engine INFO: Epoch: [19] [2500/7329] learning_rate: 0.000100 loss_class: 0.649277 loss_bbox: 0.155270 loss_giou: 0.387374 loss_class_aux: 4.103881 loss_bbox_aux: 1.055510 loss_giou_aux: 2.492859 loss_class_dn: 0.334447 loss_bbox_dn: 0.197896 loss_giou_dn: 0.406197 loss_class_aux_dn: 1.819351 loss_bbox_aux_dn: 1.140330 loss_giou_aux_dn: 2.215245 loss: 15.137077 eta: 5 days, 13:29:20 batch_cost: 0.6381 data_cost: 0.0018 ips: 6.2686 images/s [04/10 19:47:09] ppdet.engine INFO: Epoch: [19] [2600/7329] learning_rate: 0.000100 loss_class: 0.587620 loss_bbox: 0.138877 loss_giou: 0.422620 loss_class_aux: 3.812117 loss_bbox_aux: 0.834948 loss_giou_aux: 2.633619 loss_class_dn: 0.322336 loss_bbox_dn: 0.158828 loss_giou_dn: 0.405473 loss_class_aux_dn: 1.747666 loss_bbox_aux_dn: 0.921048 loss_giou_aux_dn: 2.183084 loss: 14.734330 eta: 5 days, 13:28:08 batch_cost: 0.6386 data_cost: 0.0017 ips: 6.2642 images/s [04/10 19:48:21] ppdet.engine INFO: Epoch: [19] [2700/7329] learning_rate: 0.000100 loss_class: 0.601949 loss_bbox: 0.150066 loss_giou: 0.383496 loss_class_aux: 3.760740 loss_bbox_aux: 0.921344 loss_giou_aux: 2.453468 loss_class_dn: 0.327928 loss_bbox_dn: 0.175519 loss_giou_dn: 0.419684 loss_class_aux_dn: 1.791539 loss_bbox_aux_dn: 1.011917 loss_giou_aux_dn: 2.281831 loss: 15.115532 eta: 5 days, 13:27:05 batch_cost: 0.6544 data_cost: 0.0017 ips: 6.1129 images/s [04/10 19:49:31] ppdet.engine INFO: Epoch: [19] [2800/7329] learning_rate: 0.000100 loss_class: 0.628851 loss_bbox: 0.151029 loss_giou: 0.380675 loss_class_aux: 4.420718 loss_bbox_aux: 0.995118 loss_giou_aux: 2.466318 loss_class_dn: 0.345306 loss_bbox_dn: 0.180988 loss_giou_dn: 0.399269 loss_class_aux_dn: 1.852917 loss_bbox_aux_dn: 1.031859 loss_giou_aux_dn: 2.210386 loss: 15.312658 eta: 5 days, 13:26:00 batch_cost: 0.6519 data_cost: 0.0017 ips: 6.1360 images/s [04/10 19:50:42] ppdet.engine INFO: Epoch: [19] [2900/7329] learning_rate: 0.000100 loss_class: 0.678422 loss_bbox: 0.159365 loss_giou: 0.446374 loss_class_aux: 4.329984 loss_bbox_aux: 1.056451 loss_giou_aux: 2.787855 loss_class_dn: 0.377291 loss_bbox_dn: 0.195346 loss_giou_dn: 0.484026 loss_class_aux_dn: 2.085680 loss_bbox_aux_dn: 1.073210 loss_giou_aux_dn: 2.596685 loss: 17.360828 eta: 5 days, 13:24:55 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1419 images/s [04/10 19:51:51] ppdet.engine INFO: Epoch: [19] [3000/7329] learning_rate: 0.000100 loss_class: 0.620053 loss_bbox: 0.142532 loss_giou: 0.448189 loss_class_aux: 4.136113 loss_bbox_aux: 0.987182 loss_giou_aux: 2.857691 loss_class_dn: 0.343204 loss_bbox_dn: 0.184956 loss_giou_dn: 0.430401 loss_class_aux_dn: 1.854864 loss_bbox_aux_dn: 1.080179 loss_giou_aux_dn: 2.319232 loss: 15.374499 eta: 5 days, 13:23:44 batch_cost: 0.6404 data_cost: 0.0017 ips: 6.2456 images/s [04/10 19:53:02] ppdet.engine INFO: Epoch: [19] [3100/7329] learning_rate: 0.000100 loss_class: 0.676994 loss_bbox: 0.158239 loss_giou: 0.459280 loss_class_aux: 4.362359 loss_bbox_aux: 1.059238 loss_giou_aux: 3.064306 loss_class_dn: 0.395643 loss_bbox_dn: 0.192485 loss_giou_dn: 0.488161 loss_class_aux_dn: 2.118118 loss_bbox_aux_dn: 1.095891 loss_giou_aux_dn: 2.658322 loss: 18.024971 eta: 5 days, 13:22:38 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1587 images/s [04/10 19:54:13] ppdet.engine INFO: Epoch: [19] [3200/7329] learning_rate: 0.000100 loss_class: 0.644056 loss_bbox: 0.135516 loss_giou: 0.367137 loss_class_aux: 4.168544 loss_bbox_aux: 0.884239 loss_giou_aux: 2.358546 loss_class_dn: 0.353778 loss_bbox_dn: 0.185096 loss_giou_dn: 0.402338 loss_class_aux_dn: 1.890618 loss_bbox_aux_dn: 1.154349 loss_giou_aux_dn: 2.207420 loss: 15.243357 eta: 5 days, 13:21:35 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1013 images/s [04/10 19:55:23] ppdet.engine INFO: Epoch: [19] [3300/7329] learning_rate: 0.000100 loss_class: 0.661410 loss_bbox: 0.157269 loss_giou: 0.463683 loss_class_aux: 4.271185 loss_bbox_aux: 1.048299 loss_giou_aux: 2.944158 loss_class_dn: 0.359438 loss_bbox_dn: 0.167652 loss_giou_dn: 0.454897 loss_class_aux_dn: 1.947556 loss_bbox_aux_dn: 1.000506 loss_giou_aux_dn: 2.466882 loss: 16.564175 eta: 5 days, 13:20:28 batch_cost: 0.6492 data_cost: 0.0017 ips: 6.1615 images/s [04/10 19:56:34] ppdet.engine INFO: Epoch: [19] [3400/7329] learning_rate: 0.000100 loss_class: 0.616933 loss_bbox: 0.137666 loss_giou: 0.367485 loss_class_aux: 3.791778 loss_bbox_aux: 0.982525 loss_giou_aux: 2.307832 loss_class_dn: 0.344473 loss_bbox_dn: 0.155762 loss_giou_dn: 0.404141 loss_class_aux_dn: 1.858244 loss_bbox_aux_dn: 0.919837 loss_giou_aux_dn: 2.137312 loss: 14.080690 eta: 5 days, 13:19:22 batch_cost: 0.6484 data_cost: 0.0017 ips: 6.1689 images/s [04/10 19:57:44] ppdet.engine INFO: Epoch: [19] [3500/7329] learning_rate: 0.000100 loss_class: 0.580944 loss_bbox: 0.140607 loss_giou: 0.395941 loss_class_aux: 3.666039 loss_bbox_aux: 0.954901 loss_giou_aux: 2.551362 loss_class_dn: 0.321078 loss_bbox_dn: 0.167913 loss_giou_dn: 0.413469 loss_class_aux_dn: 1.729970 loss_bbox_aux_dn: 1.000075 loss_giou_aux_dn: 2.274139 loss: 15.398618 eta: 5 days, 13:18:12 batch_cost: 0.6432 data_cost: 0.0018 ips: 6.2190 images/s [04/10 19:58:54] ppdet.engine INFO: Epoch: [19] [3600/7329] learning_rate: 0.000100 loss_class: 0.662461 loss_bbox: 0.153688 loss_giou: 0.449237 loss_class_aux: 4.083683 loss_bbox_aux: 0.996165 loss_giou_aux: 2.833943 loss_class_dn: 0.357611 loss_bbox_dn: 0.200084 loss_giou_dn: 0.463026 loss_class_aux_dn: 1.946767 loss_bbox_aux_dn: 1.199236 loss_giou_aux_dn: 2.498742 loss: 15.767660 eta: 5 days, 13:17:05 batch_cost: 0.6469 data_cost: 0.0017 ips: 6.1833 images/s [04/10 20:00:05] ppdet.engine INFO: Epoch: [19] [3700/7329] learning_rate: 0.000100 loss_class: 0.618001 loss_bbox: 0.149888 loss_giou: 0.424237 loss_class_aux: 3.993738 loss_bbox_aux: 0.966717 loss_giou_aux: 2.746730 loss_class_dn: 0.335119 loss_bbox_dn: 0.163413 loss_giou_dn: 0.421642 loss_class_aux_dn: 1.770630 loss_bbox_aux_dn: 0.973534 loss_giou_aux_dn: 2.306908 loss: 14.821113 eta: 5 days, 13:16:03 batch_cost: 0.6579 data_cost: 0.0017 ips: 6.0799 images/s [04/10 20:01:17] ppdet.engine INFO: Epoch: [19] [3800/7329] learning_rate: 0.000100 loss_class: 0.609757 loss_bbox: 0.140098 loss_giou: 0.429273 loss_class_aux: 3.918049 loss_bbox_aux: 0.949994 loss_giou_aux: 2.647289 loss_class_dn: 0.356313 loss_bbox_dn: 0.168051 loss_giou_dn: 0.416156 loss_class_aux_dn: 1.953864 loss_bbox_aux_dn: 0.995818 loss_giou_aux_dn: 2.296918 loss: 15.245286 eta: 5 days, 13:15:02 batch_cost: 0.6583 data_cost: 0.0017 ips: 6.0767 images/s [04/10 20:02:26] ppdet.engine INFO: Epoch: [19] [3900/7329] learning_rate: 0.000100 loss_class: 0.596393 loss_bbox: 0.155360 loss_giou: 0.395803 loss_class_aux: 3.844670 loss_bbox_aux: 1.078345 loss_giou_aux: 2.432403 loss_class_dn: 0.333571 loss_bbox_dn: 0.182522 loss_giou_dn: 0.403504 loss_class_aux_dn: 1.810236 loss_bbox_aux_dn: 1.114554 loss_giou_aux_dn: 2.186608 loss: 14.874941 eta: 5 days, 13:13:49 batch_cost: 0.6379 data_cost: 0.0017 ips: 6.2704 images/s [04/10 20:03:37] ppdet.engine INFO: Epoch: [19] [4000/7329] learning_rate: 0.000100 loss_class: 0.570061 loss_bbox: 0.140172 loss_giou: 0.413389 loss_class_aux: 3.632893 loss_bbox_aux: 0.944031 loss_giou_aux: 2.511147 loss_class_dn: 0.342587 loss_bbox_dn: 0.175673 loss_giou_dn: 0.419966 loss_class_aux_dn: 1.841675 loss_bbox_aux_dn: 1.009050 loss_giou_aux_dn: 2.277679 loss: 14.964787 eta: 5 days, 13:12:45 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1307 images/s [04/10 20:04:47] ppdet.engine INFO: Epoch: [19] [4100/7329] learning_rate: 0.000100 loss_class: 0.684140 loss_bbox: 0.150777 loss_giou: 0.417252 loss_class_aux: 4.166290 loss_bbox_aux: 0.982386 loss_giou_aux: 2.582193 loss_class_dn: 0.378358 loss_bbox_dn: 0.202481 loss_giou_dn: 0.470299 loss_class_aux_dn: 2.015648 loss_bbox_aux_dn: 1.134478 loss_giou_aux_dn: 2.506910 loss: 16.604900 eta: 5 days, 13:11:36 batch_cost: 0.6446 data_cost: 0.0016 ips: 6.2050 images/s [04/10 20:05:57] ppdet.engine INFO: Epoch: [19] [4200/7329] learning_rate: 0.000100 loss_class: 0.523964 loss_bbox: 0.115875 loss_giou: 0.333295 loss_class_aux: 3.443138 loss_bbox_aux: 0.758242 loss_giou_aux: 2.205406 loss_class_dn: 0.298591 loss_bbox_dn: 0.128671 loss_giou_dn: 0.331578 loss_class_aux_dn: 1.620797 loss_bbox_aux_dn: 0.783629 loss_giou_aux_dn: 1.808624 loss: 12.669344 eta: 5 days, 13:10:30 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1643 images/s [04/10 20:07:08] ppdet.engine INFO: Epoch: [19] [4300/7329] learning_rate: 0.000100 loss_class: 0.636627 loss_bbox: 0.156085 loss_giou: 0.477836 loss_class_aux: 4.052982 loss_bbox_aux: 1.032958 loss_giou_aux: 2.994718 loss_class_dn: 0.391183 loss_bbox_dn: 0.178463 loss_giou_dn: 0.464752 loss_class_aux_dn: 2.091064 loss_bbox_aux_dn: 1.023893 loss_giou_aux_dn: 2.555694 loss: 16.893997 eta: 5 days, 13:09:25 batch_cost: 0.6526 data_cost: 0.0018 ips: 6.1296 images/s [04/10 20:08:19] ppdet.engine INFO: Epoch: [19] [4400/7329] learning_rate: 0.000100 loss_class: 0.622316 loss_bbox: 0.147704 loss_giou: 0.492223 loss_class_aux: 4.012940 loss_bbox_aux: 0.968532 loss_giou_aux: 3.208356 loss_class_dn: 0.364521 loss_bbox_dn: 0.180036 loss_giou_dn: 0.498770 loss_class_aux_dn: 1.945669 loss_bbox_aux_dn: 1.028238 loss_giou_aux_dn: 2.762305 loss: 18.009106 eta: 5 days, 13:08:21 batch_cost: 0.6525 data_cost: 0.0017 ips: 6.1307 images/s [04/10 20:09:29] ppdet.engine INFO: Epoch: [19] [4500/7329] learning_rate: 0.000100 loss_class: 0.583759 loss_bbox: 0.151937 loss_giou: 0.401067 loss_class_aux: 3.654559 loss_bbox_aux: 0.980481 loss_giou_aux: 2.515166 loss_class_dn: 0.308521 loss_bbox_dn: 0.185581 loss_giou_dn: 0.396714 loss_class_aux_dn: 1.674233 loss_bbox_aux_dn: 1.085645 loss_giou_aux_dn: 2.129146 loss: 14.511414 eta: 5 days, 13:07:15 batch_cost: 0.6501 data_cost: 0.0016 ips: 6.1527 images/s [04/10 20:10:40] ppdet.engine INFO: Epoch: [19] [4600/7329] learning_rate: 0.000100 loss_class: 0.570908 loss_bbox: 0.138939 loss_giou: 0.384898 loss_class_aux: 3.773182 loss_bbox_aux: 0.954407 loss_giou_aux: 2.482174 loss_class_dn: 0.330083 loss_bbox_dn: 0.170451 loss_giou_dn: 0.430710 loss_class_aux_dn: 1.751727 loss_bbox_aux_dn: 1.028967 loss_giou_aux_dn: 2.338061 loss: 15.164871 eta: 5 days, 13:06:12 batch_cost: 0.6553 data_cost: 0.0018 ips: 6.1045 images/s [04/10 20:11:53] ppdet.engine INFO: Epoch: [19] [4700/7329] learning_rate: 0.000100 loss_class: 0.569242 loss_bbox: 0.132100 loss_giou: 0.396926 loss_class_aux: 3.631252 loss_bbox_aux: 0.862286 loss_giou_aux: 2.483500 loss_class_dn: 0.330615 loss_bbox_dn: 0.173279 loss_giou_dn: 0.415112 loss_class_aux_dn: 1.784547 loss_bbox_aux_dn: 1.016931 loss_giou_aux_dn: 2.207686 loss: 14.775444 eta: 5 days, 13:05:14 batch_cost: 0.6662 data_cost: 0.0016 ips: 6.0044 images/s [04/10 20:13:03] ppdet.engine INFO: Epoch: [19] [4800/7329] learning_rate: 0.000100 loss_class: 0.595591 loss_bbox: 0.141053 loss_giou: 0.409339 loss_class_aux: 3.785024 loss_bbox_aux: 0.942419 loss_giou_aux: 2.672861 loss_class_dn: 0.356378 loss_bbox_dn: 0.173834 loss_giou_dn: 0.432017 loss_class_aux_dn: 1.916063 loss_bbox_aux_dn: 1.011577 loss_giou_aux_dn: 2.320474 loss: 14.342439 eta: 5 days, 13:04:07 batch_cost: 0.6478 data_cost: 0.0016 ips: 6.1751 images/s [04/10 20:14:14] ppdet.engine INFO: Epoch: [19] [4900/7329] learning_rate: 0.000100 loss_class: 0.580008 loss_bbox: 0.145083 loss_giou: 0.336030 loss_class_aux: 3.636845 loss_bbox_aux: 0.922790 loss_giou_aux: 2.070169 loss_class_dn: 0.312708 loss_bbox_dn: 0.158033 loss_giou_dn: 0.356931 loss_class_aux_dn: 1.689556 loss_bbox_aux_dn: 0.989492 loss_giou_aux_dn: 1.992265 loss: 13.756102 eta: 5 days, 13:03:01 batch_cost: 0.6494 data_cost: 0.0016 ips: 6.1594 images/s [04/10 20:15:24] ppdet.engine INFO: Epoch: [19] [5000/7329] learning_rate: 0.000100 loss_class: 0.645728 loss_bbox: 0.161669 loss_giou: 0.440028 loss_class_aux: 4.348186 loss_bbox_aux: 1.085005 loss_giou_aux: 2.865761 loss_class_dn: 0.371975 loss_bbox_dn: 0.193899 loss_giou_dn: 0.443720 loss_class_aux_dn: 1.982275 loss_bbox_aux_dn: 1.083589 loss_giou_aux_dn: 2.495951 loss: 16.470783 eta: 5 days, 13:01:54 batch_cost: 0.6475 data_cost: 0.0016 ips: 6.1780 images/s [04/10 20:16:33] ppdet.engine INFO: Epoch: [19] [5100/7329] learning_rate: 0.000100 loss_class: 0.611606 loss_bbox: 0.145043 loss_giou: 0.392349 loss_class_aux: 3.934755 loss_bbox_aux: 0.942409 loss_giou_aux: 2.551287 loss_class_dn: 0.351418 loss_bbox_dn: 0.171484 loss_giou_dn: 0.401491 loss_class_aux_dn: 1.882848 loss_bbox_aux_dn: 0.958683 loss_giou_aux_dn: 2.236300 loss: 15.388325 eta: 5 days, 13:00:43 batch_cost: 0.6404 data_cost: 0.0017 ips: 6.2462 images/s [04/10 20:17:42] ppdet.engine INFO: Epoch: [19] [5200/7329] learning_rate: 0.000100 loss_class: 0.548388 loss_bbox: 0.146483 loss_giou: 0.341471 loss_class_aux: 3.567445 loss_bbox_aux: 0.925692 loss_giou_aux: 2.118652 loss_class_dn: 0.314906 loss_bbox_dn: 0.168926 loss_giou_dn: 0.348100 loss_class_aux_dn: 1.657998 loss_bbox_aux_dn: 0.962855 loss_giou_aux_dn: 1.962898 loss: 13.911153 eta: 5 days, 12:59:31 batch_cost: 0.6369 data_cost: 0.0016 ips: 6.2808 images/s [04/10 20:18:53] ppdet.engine INFO: Epoch: [19] [5300/7329] learning_rate: 0.000100 loss_class: 0.629339 loss_bbox: 0.151481 loss_giou: 0.379291 loss_class_aux: 3.925083 loss_bbox_aux: 0.957195 loss_giou_aux: 2.435116 loss_class_dn: 0.345331 loss_bbox_dn: 0.164661 loss_giou_dn: 0.417034 loss_class_aux_dn: 1.869855 loss_bbox_aux_dn: 1.009149 loss_giou_aux_dn: 2.269107 loss: 14.697191 eta: 5 days, 12:58:26 batch_cost: 0.6517 data_cost: 0.0017 ips: 6.1375 images/s [04/10 20:20:04] ppdet.engine INFO: Epoch: [19] [5400/7329] learning_rate: 0.000100 loss_class: 0.610076 loss_bbox: 0.155434 loss_giou: 0.449711 loss_class_aux: 3.938596 loss_bbox_aux: 1.000264 loss_giou_aux: 2.846400 loss_class_dn: 0.375107 loss_bbox_dn: 0.168425 loss_giou_dn: 0.482957 loss_class_aux_dn: 1.982303 loss_bbox_aux_dn: 1.005002 loss_giou_aux_dn: 2.593415 loss: 16.574341 eta: 5 days, 12:57:23 batch_cost: 0.6561 data_cost: 0.0018 ips: 6.0971 images/s [04/10 20:21:15] ppdet.engine INFO: Epoch: [19] [5500/7329] learning_rate: 0.000100 loss_class: 0.589631 loss_bbox: 0.139070 loss_giou: 0.346089 loss_class_aux: 3.954989 loss_bbox_aux: 0.876832 loss_giou_aux: 2.211093 loss_class_dn: 0.342305 loss_bbox_dn: 0.166321 loss_giou_dn: 0.395477 loss_class_aux_dn: 1.866798 loss_bbox_aux_dn: 0.982686 loss_giou_aux_dn: 2.190107 loss: 14.571752 eta: 5 days, 12:56:18 batch_cost: 0.6518 data_cost: 0.0017 ips: 6.1367 images/s [04/10 20:22:25] ppdet.engine INFO: Epoch: [19] [5600/7329] learning_rate: 0.000100 loss_class: 0.619320 loss_bbox: 0.156353 loss_giou: 0.355333 loss_class_aux: 3.950871 loss_bbox_aux: 1.003333 loss_giou_aux: 2.313725 loss_class_dn: 0.323895 loss_bbox_dn: 0.212277 loss_giou_dn: 0.370390 loss_class_aux_dn: 1.734402 loss_bbox_aux_dn: 1.228384 loss_giou_aux_dn: 2.003908 loss: 15.139675 eta: 5 days, 12:55:09 batch_cost: 0.6444 data_cost: 0.0017 ips: 6.2073 images/s [04/10 20:23:35] ppdet.engine INFO: Epoch: [19] [5700/7329] learning_rate: 0.000100 loss_class: 0.632239 loss_bbox: 0.132285 loss_giou: 0.400647 loss_class_aux: 3.970874 loss_bbox_aux: 0.864229 loss_giou_aux: 2.522735 loss_class_dn: 0.345352 loss_bbox_dn: 0.168580 loss_giou_dn: 0.435781 loss_class_aux_dn: 1.818978 loss_bbox_aux_dn: 0.941763 loss_giou_aux_dn: 2.299075 loss: 14.980423 eta: 5 days, 12:54:02 batch_cost: 0.6466 data_cost: 0.0018 ips: 6.1864 images/s [04/10 20:24:49] ppdet.engine INFO: Epoch: [19] [5800/7329] learning_rate: 0.000100 loss_class: 0.647072 loss_bbox: 0.139651 loss_giou: 0.418232 loss_class_aux: 4.252336 loss_bbox_aux: 0.976225 loss_giou_aux: 2.701653 loss_class_dn: 0.356678 loss_bbox_dn: 0.182910 loss_giou_dn: 0.441235 loss_class_aux_dn: 1.881160 loss_bbox_aux_dn: 1.067071 loss_giou_aux_dn: 2.362355 loss: 15.385707 eta: 5 days, 12:53:08 batch_cost: 0.6735 data_cost: 0.0017 ips: 5.9396 images/s [04/10 20:25:59] ppdet.engine INFO: Epoch: [19] [5900/7329] learning_rate: 0.000100 loss_class: 0.622416 loss_bbox: 0.161666 loss_giou: 0.388578 loss_class_aux: 4.026493 loss_bbox_aux: 1.032229 loss_giou_aux: 2.459080 loss_class_dn: 0.327984 loss_bbox_dn: 0.178019 loss_giou_dn: 0.396695 loss_class_aux_dn: 1.724201 loss_bbox_aux_dn: 1.046428 loss_giou_aux_dn: 2.220229 loss: 14.880306 eta: 5 days, 12:52:01 batch_cost: 0.6485 data_cost: 0.0017 ips: 6.1680 images/s [04/10 20:27:09] ppdet.engine INFO: Epoch: [19] [6000/7329] learning_rate: 0.000100 loss_class: 0.638010 loss_bbox: 0.145675 loss_giou: 0.422938 loss_class_aux: 4.032087 loss_bbox_aux: 1.041226 loss_giou_aux: 2.684591 loss_class_dn: 0.361227 loss_bbox_dn: 0.174862 loss_giou_dn: 0.414533 loss_class_aux_dn: 1.943624 loss_bbox_aux_dn: 1.054197 loss_giou_aux_dn: 2.329760 loss: 15.881525 eta: 5 days, 12:50:53 batch_cost: 0.6454 data_cost: 0.0016 ips: 6.1977 images/s [04/10 20:28:19] ppdet.engine INFO: Epoch: [19] [6100/7329] learning_rate: 0.000100 loss_class: 0.654600 loss_bbox: 0.148426 loss_giou: 0.416906 loss_class_aux: 4.156870 loss_bbox_aux: 1.000233 loss_giou_aux: 2.574070 loss_class_dn: 0.368278 loss_bbox_dn: 0.183525 loss_giou_dn: 0.436350 loss_class_aux_dn: 1.987535 loss_bbox_aux_dn: 1.062762 loss_giou_aux_dn: 2.394356 loss: 15.654743 eta: 5 days, 12:49:44 batch_cost: 0.6430 data_cost: 0.0016 ips: 6.2204 images/s [04/10 20:29:29] ppdet.engine INFO: Epoch: [19] [6200/7329] learning_rate: 0.000100 loss_class: 0.651663 loss_bbox: 0.156776 loss_giou: 0.410047 loss_class_aux: 4.136099 loss_bbox_aux: 1.062443 loss_giou_aux: 2.627721 loss_class_dn: 0.359390 loss_bbox_dn: 0.181400 loss_giou_dn: 0.428855 loss_class_aux_dn: 1.925733 loss_bbox_aux_dn: 1.085864 loss_giou_aux_dn: 2.371018 loss: 15.502484 eta: 5 days, 12:48:35 batch_cost: 0.6447 data_cost: 0.0016 ips: 6.2043 images/s [04/10 20:30:38] ppdet.engine INFO: Epoch: [19] [6300/7329] learning_rate: 0.000100 loss_class: 0.601383 loss_bbox: 0.147673 loss_giou: 0.430502 loss_class_aux: 3.754108 loss_bbox_aux: 0.978484 loss_giou_aux: 2.680086 loss_class_dn: 0.348454 loss_bbox_dn: 0.175590 loss_giou_dn: 0.447950 loss_class_aux_dn: 1.810826 loss_bbox_aux_dn: 0.974279 loss_giou_aux_dn: 2.455532 loss: 15.855335 eta: 5 days, 12:47:26 batch_cost: 0.6428 data_cost: 0.0016 ips: 6.2231 images/s [04/10 20:31:49] ppdet.engine INFO: Epoch: [19] [6400/7329] learning_rate: 0.000100 loss_class: 0.651190 loss_bbox: 0.148160 loss_giou: 0.469887 loss_class_aux: 4.259352 loss_bbox_aux: 0.986410 loss_giou_aux: 2.835446 loss_class_dn: 0.352644 loss_bbox_dn: 0.165118 loss_giou_dn: 0.446350 loss_class_aux_dn: 1.858653 loss_bbox_aux_dn: 1.003728 loss_giou_aux_dn: 2.476431 loss: 15.977562 eta: 5 days, 12:46:19 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1814 images/s [04/10 20:32:57] ppdet.engine INFO: Epoch: [19] [6500/7329] learning_rate: 0.000100 loss_class: 0.567454 loss_bbox: 0.148595 loss_giou: 0.354956 loss_class_aux: 3.588825 loss_bbox_aux: 1.005222 loss_giou_aux: 2.247279 loss_class_dn: 0.341751 loss_bbox_dn: 0.177065 loss_giou_dn: 0.387793 loss_class_aux_dn: 1.821390 loss_bbox_aux_dn: 1.042646 loss_giou_aux_dn: 2.111627 loss: 14.341098 eta: 5 days, 12:45:05 batch_cost: 0.6339 data_cost: 0.0017 ips: 6.3106 images/s [04/10 20:34:08] ppdet.engine INFO: Epoch: [19] [6600/7329] learning_rate: 0.000100 loss_class: 0.625216 loss_bbox: 0.157430 loss_giou: 0.392886 loss_class_aux: 4.010591 loss_bbox_aux: 1.041934 loss_giou_aux: 2.470006 loss_class_dn: 0.340603 loss_bbox_dn: 0.178133 loss_giou_dn: 0.425486 loss_class_aux_dn: 1.833852 loss_bbox_aux_dn: 1.043816 loss_giou_aux_dn: 2.377310 loss: 15.421095 eta: 5 days, 12:43:57 batch_cost: 0.6466 data_cost: 0.0016 ips: 6.1859 images/s [04/10 20:35:18] ppdet.engine INFO: Epoch: [19] [6700/7329] learning_rate: 0.000100 loss_class: 0.559568 loss_bbox: 0.142916 loss_giou: 0.394160 loss_class_aux: 3.647841 loss_bbox_aux: 0.917450 loss_giou_aux: 2.472328 loss_class_dn: 0.308165 loss_bbox_dn: 0.171467 loss_giou_dn: 0.397059 loss_class_aux_dn: 1.651823 loss_bbox_aux_dn: 0.949632 loss_giou_aux_dn: 2.163282 loss: 14.450748 eta: 5 days, 12:42:51 batch_cost: 0.6500 data_cost: 0.0017 ips: 6.1542 images/s [04/10 20:36:28] ppdet.engine INFO: Epoch: [19] [6800/7329] learning_rate: 0.000100 loss_class: 0.556782 loss_bbox: 0.150238 loss_giou: 0.449217 loss_class_aux: 3.729293 loss_bbox_aux: 0.988413 loss_giou_aux: 2.816739 loss_class_dn: 0.354826 loss_bbox_dn: 0.161385 loss_giou_dn: 0.474248 loss_class_aux_dn: 1.905566 loss_bbox_aux_dn: 0.946758 loss_giou_aux_dn: 2.540091 loss: 16.131714 eta: 5 days, 12:41:43 batch_cost: 0.6456 data_cost: 0.0017 ips: 6.1955 images/s [04/10 20:37:42] ppdet.engine INFO: Epoch: [19] [6900/7329] learning_rate: 0.000100 loss_class: 0.524215 loss_bbox: 0.139187 loss_giou: 0.302174 loss_class_aux: 3.443822 loss_bbox_aux: 0.906751 loss_giou_aux: 1.956397 loss_class_dn: 0.286821 loss_bbox_dn: 0.177604 loss_giou_dn: 0.316962 loss_class_aux_dn: 1.528487 loss_bbox_aux_dn: 0.999528 loss_giou_aux_dn: 1.795886 loss: 12.665369 eta: 5 days, 12:40:48 batch_cost: 0.6709 data_cost: 0.0019 ips: 5.9622 images/s [04/10 20:38:51] ppdet.engine INFO: Epoch: [19] [7000/7329] learning_rate: 0.000100 loss_class: 0.608731 loss_bbox: 0.162517 loss_giou: 0.353851 loss_class_aux: 3.884037 loss_bbox_aux: 1.022698 loss_giou_aux: 2.227629 loss_class_dn: 0.323617 loss_bbox_dn: 0.184743 loss_giou_dn: 0.386417 loss_class_aux_dn: 1.795691 loss_bbox_aux_dn: 1.074480 loss_giou_aux_dn: 2.123631 loss: 14.622380 eta: 5 days, 12:39:36 batch_cost: 0.6371 data_cost: 0.0016 ips: 6.2786 images/s [04/10 20:40:01] ppdet.engine INFO: Epoch: [19] [7100/7329] learning_rate: 0.000100 loss_class: 0.632031 loss_bbox: 0.151015 loss_giou: 0.420100 loss_class_aux: 4.050882 loss_bbox_aux: 0.990610 loss_giou_aux: 2.600532 loss_class_dn: 0.365837 loss_bbox_dn: 0.166543 loss_giou_dn: 0.404059 loss_class_aux_dn: 1.945491 loss_bbox_aux_dn: 0.989143 loss_giou_aux_dn: 2.212008 loss: 16.224754 eta: 5 days, 12:38:30 batch_cost: 0.6503 data_cost: 0.0017 ips: 6.1514 images/s [04/10 20:41:10] ppdet.engine INFO: Epoch: [19] [7200/7329] learning_rate: 0.000100 loss_class: 0.644603 loss_bbox: 0.146875 loss_giou: 0.395629 loss_class_aux: 4.188015 loss_bbox_aux: 1.022083 loss_giou_aux: 2.568112 loss_class_dn: 0.341261 loss_bbox_dn: 0.157232 loss_giou_dn: 0.422862 loss_class_aux_dn: 1.833477 loss_bbox_aux_dn: 0.995286 loss_giou_aux_dn: 2.330104 loss: 14.834947 eta: 5 days, 12:37:17 batch_cost: 0.6358 data_cost: 0.0017 ips: 6.2913 images/s [04/10 20:42:23] ppdet.engine INFO: Epoch: [19] [7300/7329] learning_rate: 0.000100 loss_class: 0.638896 loss_bbox: 0.136463 loss_giou: 0.397121 loss_class_aux: 3.934860 loss_bbox_aux: 0.849066 loss_giou_aux: 2.516237 loss_class_dn: 0.352873 loss_bbox_dn: 0.161012 loss_giou_dn: 0.434089 loss_class_aux_dn: 1.916820 loss_bbox_aux_dn: 0.974558 loss_giou_aux_dn: 2.375302 loss: 16.334269 eta: 5 days, 12:36:20 batch_cost: 0.6665 data_cost: 0.0017 ips: 6.0013 images/s [04/10 20:42:47] ppdet.engine INFO: Eval iter: 0 [04/10 20:43:14] ppdet.engine INFO: Eval iter: 100 [04/10 20:43:42] ppdet.engine INFO: Eval iter: 200 [04/10 20:44:10] ppdet.engine INFO: Eval iter: 300 [04/10 20:44:37] ppdet.engine INFO: Eval iter: 400 [04/10 20:45:04] ppdet.engine INFO: Eval iter: 500 [04/10 20:45:33] ppdet.engine INFO: Eval iter: 600 [04/10 20:46:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/10 20:46:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.60s). Accumulating evaluation results... DONE (t=28.53s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.329 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.703 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/10 20:49:05] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.860818829455958 [04/10 20:49:05] ppdet.engine INFO: Best test bbox ap is 0.519. [04/10 20:49:09] ppdet.engine INFO: Epoch: [20] [ 0/7329] learning_rate: 0.000100 loss_class: 0.569569 loss_bbox: 0.138435 loss_giou: 0.355674 loss_class_aux: 3.879864 loss_bbox_aux: 0.931808 loss_giou_aux: 2.315960 loss_class_dn: 0.328190 loss_bbox_dn: 0.179582 loss_giou_dn: 0.393180 loss_class_aux_dn: 1.739754 loss_bbox_aux_dn: 1.028550 loss_giou_aux_dn: 2.181540 loss: 15.248493 eta: 5 days, 12:35:59 batch_cost: 0.6648 data_cost: 0.0018 ips: 6.0165 images/s [04/10 20:50:20] ppdet.engine INFO: Epoch: [20] [ 100/7329] learning_rate: 0.000100 loss_class: 0.564256 loss_bbox: 0.157999 loss_giou: 0.377444 loss_class_aux: 3.782779 loss_bbox_aux: 1.026779 loss_giou_aux: 2.386127 loss_class_dn: 0.345482 loss_bbox_dn: 0.191768 loss_giou_dn: 0.382275 loss_class_aux_dn: 1.879452 loss_bbox_aux_dn: 1.108217 loss_giou_aux_dn: 2.146722 loss: 14.893167 eta: 5 days, 12:34:55 batch_cost: 0.6539 data_cost: 0.0016 ips: 6.1173 images/s [04/10 20:51:30] ppdet.engine INFO: Epoch: [20] [ 200/7329] learning_rate: 0.000100 loss_class: 0.610103 loss_bbox: 0.160212 loss_giou: 0.397549 loss_class_aux: 3.903901 loss_bbox_aux: 1.023756 loss_giou_aux: 2.566489 loss_class_dn: 0.327364 loss_bbox_dn: 0.180579 loss_giou_dn: 0.422460 loss_class_aux_dn: 1.758786 loss_bbox_aux_dn: 1.038794 loss_giou_aux_dn: 2.282666 loss: 14.932756 eta: 5 days, 12:33:48 batch_cost: 0.6467 data_cost: 0.0017 ips: 6.1853 images/s [04/10 20:52:39] ppdet.engine INFO: Epoch: [20] [ 300/7329] learning_rate: 0.000100 loss_class: 0.625354 loss_bbox: 0.148354 loss_giou: 0.422981 loss_class_aux: 3.984413 loss_bbox_aux: 0.998205 loss_giou_aux: 2.607309 loss_class_dn: 0.348901 loss_bbox_dn: 0.180048 loss_giou_dn: 0.453584 loss_class_aux_dn: 1.812745 loss_bbox_aux_dn: 1.066212 loss_giou_aux_dn: 2.439878 loss: 15.064741 eta: 5 days, 12:32:35 batch_cost: 0.6360 data_cost: 0.0017 ips: 6.2895 images/s [04/10 20:53:48] ppdet.engine INFO: Epoch: [20] [ 400/7329] learning_rate: 0.000100 loss_class: 0.610957 loss_bbox: 0.142747 loss_giou: 0.444182 loss_class_aux: 4.044045 loss_bbox_aux: 0.947123 loss_giou_aux: 2.781536 loss_class_dn: 0.343733 loss_bbox_dn: 0.177157 loss_giou_dn: 0.430718 loss_class_aux_dn: 1.817885 loss_bbox_aux_dn: 1.018919 loss_giou_aux_dn: 2.383308 loss: 15.103168 eta: 5 days, 12:31:23 batch_cost: 0.6372 data_cost: 0.0017 ips: 6.2776 images/s [04/10 20:54:59] ppdet.engine INFO: Epoch: [20] [ 500/7329] learning_rate: 0.000100 loss_class: 0.536762 loss_bbox: 0.160223 loss_giou: 0.413523 loss_class_aux: 3.654731 loss_bbox_aux: 1.049611 loss_giou_aux: 2.614705 loss_class_dn: 0.332580 loss_bbox_dn: 0.173956 loss_giou_dn: 0.415881 loss_class_aux_dn: 1.785931 loss_bbox_aux_dn: 1.022563 loss_giou_aux_dn: 2.301601 loss: 14.936060 eta: 5 days, 12:30:19 batch_cost: 0.6546 data_cost: 0.0018 ips: 6.1109 images/s [04/10 20:56:10] ppdet.engine INFO: Epoch: [20] [ 600/7329] learning_rate: 0.000100 loss_class: 0.603800 loss_bbox: 0.141261 loss_giou: 0.423831 loss_class_aux: 3.945260 loss_bbox_aux: 0.880183 loss_giou_aux: 2.679157 loss_class_dn: 0.330696 loss_bbox_dn: 0.178665 loss_giou_dn: 0.418227 loss_class_aux_dn: 1.751381 loss_bbox_aux_dn: 1.033184 loss_giou_aux_dn: 2.294218 loss: 14.793036 eta: 5 days, 12:29:13 batch_cost: 0.6487 data_cost: 0.0018 ips: 6.1665 images/s [04/10 20:57:21] ppdet.engine INFO: Epoch: [20] [ 700/7329] learning_rate: 0.000100 loss_class: 0.606118 loss_bbox: 0.129879 loss_giou: 0.354990 loss_class_aux: 3.909499 loss_bbox_aux: 0.907632 loss_giou_aux: 2.247141 loss_class_dn: 0.322591 loss_bbox_dn: 0.165996 loss_giou_dn: 0.354354 loss_class_aux_dn: 1.700971 loss_bbox_aux_dn: 0.985913 loss_giou_aux_dn: 1.993188 loss: 13.757635 eta: 5 days, 12:28:09 batch_cost: 0.6539 data_cost: 0.0019 ips: 6.1169 images/s [04/10 20:58:31] ppdet.engine INFO: Epoch: [20] [ 800/7329] learning_rate: 0.000100 loss_class: 0.576828 loss_bbox: 0.167307 loss_giou: 0.450960 loss_class_aux: 3.760317 loss_bbox_aux: 1.046205 loss_giou_aux: 2.835100 loss_class_dn: 0.319173 loss_bbox_dn: 0.184710 loss_giou_dn: 0.450793 loss_class_aux_dn: 1.675283 loss_bbox_aux_dn: 1.077265 loss_giou_aux_dn: 2.472456 loss: 15.006298 eta: 5 days, 12:27:03 batch_cost: 0.6496 data_cost: 0.0018 ips: 6.1577 images/s [04/10 20:59:41] ppdet.engine INFO: Epoch: [20] [ 900/7329] learning_rate: 0.000100 loss_class: 0.599641 loss_bbox: 0.142854 loss_giou: 0.368005 loss_class_aux: 3.818305 loss_bbox_aux: 0.922076 loss_giou_aux: 2.304540 loss_class_dn: 0.324348 loss_bbox_dn: 0.157199 loss_giou_dn: 0.364718 loss_class_aux_dn: 1.752513 loss_bbox_aux_dn: 0.923930 loss_giou_aux_dn: 1.996106 loss: 14.672335 eta: 5 days, 12:25:52 batch_cost: 0.6398 data_cost: 0.0018 ips: 6.2519 images/s [04/10 21:00:51] ppdet.engine INFO: Epoch: [20] [1000/7329] learning_rate: 0.000100 loss_class: 0.634025 loss_bbox: 0.146895 loss_giou: 0.413820 loss_class_aux: 4.180666 loss_bbox_aux: 0.983419 loss_giou_aux: 2.590375 loss_class_dn: 0.356255 loss_bbox_dn: 0.177948 loss_giou_dn: 0.406156 loss_class_aux_dn: 1.887673 loss_bbox_aux_dn: 1.073409 loss_giou_aux_dn: 2.292305 loss: 16.247349 eta: 5 days, 12:24:45 batch_cost: 0.6464 data_cost: 0.0017 ips: 6.1885 images/s [04/10 21:02:03] ppdet.engine INFO: Epoch: [20] [1100/7329] learning_rate: 0.000100 loss_class: 0.658903 loss_bbox: 0.147469 loss_giou: 0.384094 loss_class_aux: 4.199534 loss_bbox_aux: 0.970058 loss_giou_aux: 2.455843 loss_class_dn: 0.347592 loss_bbox_dn: 0.190067 loss_giou_dn: 0.423621 loss_class_aux_dn: 1.842066 loss_bbox_aux_dn: 1.089915 loss_giou_aux_dn: 2.331520 loss: 15.449579 eta: 5 days, 12:23:45 batch_cost: 0.6615 data_cost: 0.0018 ips: 6.0469 images/s [04/10 21:03:16] ppdet.engine INFO: Epoch: [20] [1200/7329] learning_rate: 0.000100 loss_class: 0.602918 loss_bbox: 0.143791 loss_giou: 0.396044 loss_class_aux: 3.983192 loss_bbox_aux: 0.944011 loss_giou_aux: 2.466137 loss_class_dn: 0.343981 loss_bbox_dn: 0.164103 loss_giou_dn: 0.434391 loss_class_aux_dn: 1.877473 loss_bbox_aux_dn: 0.949816 loss_giou_aux_dn: 2.417795 loss: 15.083540 eta: 5 days, 12:22:47 batch_cost: 0.6670 data_cost: 0.0018 ips: 5.9967 images/s [04/10 21:04:25] ppdet.engine INFO: Epoch: [20] [1300/7329] learning_rate: 0.000100 loss_class: 0.615334 loss_bbox: 0.161474 loss_giou: 0.385090 loss_class_aux: 4.001840 loss_bbox_aux: 1.043317 loss_giou_aux: 2.399202 loss_class_dn: 0.348465 loss_bbox_dn: 0.189765 loss_giou_dn: 0.406839 loss_class_aux_dn: 1.796540 loss_bbox_aux_dn: 1.043406 loss_giou_aux_dn: 2.225813 loss: 15.749542 eta: 5 days, 12:21:38 batch_cost: 0.6428 data_cost: 0.0018 ips: 6.2224 images/s [04/10 21:05:35] ppdet.engine INFO: Epoch: [20] [1400/7329] learning_rate: 0.000100 loss_class: 0.627838 loss_bbox: 0.147317 loss_giou: 0.399571 loss_class_aux: 4.103165 loss_bbox_aux: 0.970233 loss_giou_aux: 2.529037 loss_class_dn: 0.354554 loss_bbox_dn: 0.163942 loss_giou_dn: 0.411780 loss_class_aux_dn: 1.900602 loss_bbox_aux_dn: 0.983259 loss_giou_aux_dn: 2.211070 loss: 16.128393 eta: 5 days, 12:20:29 batch_cost: 0.6430 data_cost: 0.0018 ips: 6.2212 images/s [04/10 21:06:48] ppdet.engine INFO: Epoch: [20] [1500/7329] learning_rate: 0.000100 loss_class: 0.589295 loss_bbox: 0.143028 loss_giou: 0.420130 loss_class_aux: 3.721350 loss_bbox_aux: 0.913526 loss_giou_aux: 2.648098 loss_class_dn: 0.355200 loss_bbox_dn: 0.167507 loss_giou_dn: 0.426987 loss_class_aux_dn: 1.904906 loss_bbox_aux_dn: 0.958219 loss_giou_aux_dn: 2.370035 loss: 15.590969 eta: 5 days, 12:19:31 batch_cost: 0.6669 data_cost: 0.0019 ips: 5.9982 images/s [04/10 21:08:00] ppdet.engine INFO: Epoch: [20] [1600/7329] learning_rate: 0.000100 loss_class: 0.608892 loss_bbox: 0.149310 loss_giou: 0.393253 loss_class_aux: 3.765502 loss_bbox_aux: 0.951313 loss_giou_aux: 2.419844 loss_class_dn: 0.344124 loss_bbox_dn: 0.177949 loss_giou_dn: 0.441370 loss_class_aux_dn: 1.789544 loss_bbox_aux_dn: 0.992003 loss_giou_aux_dn: 2.375817 loss: 15.493896 eta: 5 days, 12:18:29 batch_cost: 0.6571 data_cost: 0.0018 ips: 6.0873 images/s [04/10 21:09:09] ppdet.engine INFO: Epoch: [20] [1700/7329] learning_rate: 0.000100 loss_class: 0.586550 loss_bbox: 0.146350 loss_giou: 0.359050 loss_class_aux: 3.756250 loss_bbox_aux: 0.919831 loss_giou_aux: 2.352232 loss_class_dn: 0.342390 loss_bbox_dn: 0.173813 loss_giou_dn: 0.376307 loss_class_aux_dn: 1.820943 loss_bbox_aux_dn: 1.030881 loss_giou_aux_dn: 2.105183 loss: 15.822765 eta: 5 days, 12:17:19 batch_cost: 0.6413 data_cost: 0.0018 ips: 6.2372 images/s [04/10 21:10:20] ppdet.engine INFO: Epoch: [20] [1800/7329] learning_rate: 0.000100 loss_class: 0.532027 loss_bbox: 0.139315 loss_giou: 0.367974 loss_class_aux: 3.424307 loss_bbox_aux: 0.923201 loss_giou_aux: 2.189336 loss_class_dn: 0.301116 loss_bbox_dn: 0.168307 loss_giou_dn: 0.350133 loss_class_aux_dn: 1.648155 loss_bbox_aux_dn: 0.968512 loss_giou_aux_dn: 1.931090 loss: 13.029750 eta: 5 days, 12:16:12 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1652 images/s [04/10 21:11:31] ppdet.engine INFO: Epoch: [20] [1900/7329] learning_rate: 0.000100 loss_class: 0.648962 loss_bbox: 0.154107 loss_giou: 0.447319 loss_class_aux: 4.263638 loss_bbox_aux: 0.972830 loss_giou_aux: 2.881642 loss_class_dn: 0.364879 loss_bbox_dn: 0.166606 loss_giou_dn: 0.454498 loss_class_aux_dn: 1.942504 loss_bbox_aux_dn: 1.000581 loss_giou_aux_dn: 2.412674 loss: 15.469905 eta: 5 days, 12:15:09 batch_cost: 0.6557 data_cost: 0.0019 ips: 6.1007 images/s [04/10 21:12:41] ppdet.engine INFO: Epoch: [20] [2000/7329] learning_rate: 0.000100 loss_class: 0.594427 loss_bbox: 0.160091 loss_giou: 0.448852 loss_class_aux: 3.859833 loss_bbox_aux: 1.077229 loss_giou_aux: 2.776820 loss_class_dn: 0.342923 loss_bbox_dn: 0.176160 loss_giou_dn: 0.433471 loss_class_aux_dn: 1.784022 loss_bbox_aux_dn: 1.015551 loss_giou_aux_dn: 2.404460 loss: 15.884897 eta: 5 days, 12:14:00 batch_cost: 0.6433 data_cost: 0.0018 ips: 6.2177 images/s [04/10 21:13:52] ppdet.engine INFO: Epoch: [20] [2100/7329] learning_rate: 0.000100 loss_class: 0.657688 loss_bbox: 0.158590 loss_giou: 0.460368 loss_class_aux: 4.317211 loss_bbox_aux: 1.015974 loss_giou_aux: 2.835888 loss_class_dn: 0.363911 loss_bbox_dn: 0.187874 loss_giou_dn: 0.450643 loss_class_aux_dn: 1.942499 loss_bbox_aux_dn: 1.111190 loss_giou_aux_dn: 2.426260 loss: 15.682890 eta: 5 days, 12:12:58 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0937 images/s [04/10 21:15:05] ppdet.engine INFO: Epoch: [20] [2200/7329] learning_rate: 0.000100 loss_class: 0.627988 loss_bbox: 0.139523 loss_giou: 0.385102 loss_class_aux: 4.054376 loss_bbox_aux: 0.920441 loss_giou_aux: 2.316016 loss_class_dn: 0.347759 loss_bbox_dn: 0.173304 loss_giou_dn: 0.413512 loss_class_aux_dn: 1.876661 loss_bbox_aux_dn: 0.981439 loss_giou_aux_dn: 2.224182 loss: 15.351696 eta: 5 days, 12:11:59 batch_cost: 0.6645 data_cost: 0.0019 ips: 6.0195 images/s [04/10 21:16:15] ppdet.engine INFO: Epoch: [20] [2300/7329] learning_rate: 0.000100 loss_class: 0.540515 loss_bbox: 0.161262 loss_giou: 0.312097 loss_class_aux: 3.468059 loss_bbox_aux: 0.991138 loss_giou_aux: 1.947095 loss_class_dn: 0.292143 loss_bbox_dn: 0.181317 loss_giou_dn: 0.330232 loss_class_aux_dn: 1.603245 loss_bbox_aux_dn: 1.044627 loss_giou_aux_dn: 1.805165 loss: 13.316851 eta: 5 days, 12:10:53 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1521 images/s [04/10 21:17:27] ppdet.engine INFO: Epoch: [20] [2400/7329] learning_rate: 0.000100 loss_class: 0.650421 loss_bbox: 0.169544 loss_giou: 0.411774 loss_class_aux: 4.228662 loss_bbox_aux: 1.084377 loss_giou_aux: 2.575794 loss_class_dn: 0.363180 loss_bbox_dn: 0.183350 loss_giou_dn: 0.434587 loss_class_aux_dn: 1.946773 loss_bbox_aux_dn: 1.143834 loss_giou_aux_dn: 2.349995 loss: 16.086060 eta: 5 days, 12:09:53 batch_cost: 0.6599 data_cost: 0.0019 ips: 6.0614 images/s [04/10 21:18:39] ppdet.engine INFO: Epoch: [20] [2500/7329] learning_rate: 0.000100 loss_class: 0.620906 loss_bbox: 0.136339 loss_giou: 0.435403 loss_class_aux: 3.825900 loss_bbox_aux: 0.922796 loss_giou_aux: 2.769076 loss_class_dn: 0.337580 loss_bbox_dn: 0.190156 loss_giou_dn: 0.428287 loss_class_aux_dn: 1.825048 loss_bbox_aux_dn: 1.041541 loss_giou_aux_dn: 2.319845 loss: 15.913301 eta: 5 days, 12:08:49 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1011 images/s [04/10 21:19:50] ppdet.engine INFO: Epoch: [20] [2600/7329] learning_rate: 0.000100 loss_class: 0.635691 loss_bbox: 0.160125 loss_giou: 0.443581 loss_class_aux: 4.095263 loss_bbox_aux: 1.044811 loss_giou_aux: 2.737413 loss_class_dn: 0.380864 loss_bbox_dn: 0.176529 loss_giou_dn: 0.441299 loss_class_aux_dn: 2.021525 loss_bbox_aux_dn: 1.022005 loss_giou_aux_dn: 2.382579 loss: 16.824234 eta: 5 days, 12:07:46 batch_cost: 0.6546 data_cost: 0.0018 ips: 6.1110 images/s [04/10 21:21:02] ppdet.engine INFO: Epoch: [20] [2700/7329] learning_rate: 0.000100 loss_class: 0.532476 loss_bbox: 0.148666 loss_giou: 0.400676 loss_class_aux: 3.549335 loss_bbox_aux: 0.992454 loss_giou_aux: 2.505329 loss_class_dn: 0.291811 loss_bbox_dn: 0.175391 loss_giou_dn: 0.370738 loss_class_aux_dn: 1.619514 loss_bbox_aux_dn: 1.063828 loss_giou_aux_dn: 2.037255 loss: 13.304232 eta: 5 days, 12:06:43 batch_cost: 0.6550 data_cost: 0.0019 ips: 6.1068 images/s [04/10 21:22:13] ppdet.engine INFO: Epoch: [20] [2800/7329] learning_rate: 0.000100 loss_class: 0.600870 loss_bbox: 0.147195 loss_giou: 0.377081 loss_class_aux: 3.877732 loss_bbox_aux: 0.958411 loss_giou_aux: 2.446534 loss_class_dn: 0.343321 loss_bbox_dn: 0.178720 loss_giou_dn: 0.398270 loss_class_aux_dn: 1.897530 loss_bbox_aux_dn: 1.062144 loss_giou_aux_dn: 2.188050 loss: 15.229107 eta: 5 days, 12:05:40 batch_cost: 0.6562 data_cost: 0.0018 ips: 6.0958 images/s [04/10 21:23:22] ppdet.engine INFO: Epoch: [20] [2900/7329] learning_rate: 0.000100 loss_class: 0.596287 loss_bbox: 0.144572 loss_giou: 0.453636 loss_class_aux: 3.572925 loss_bbox_aux: 0.974972 loss_giou_aux: 2.965376 loss_class_dn: 0.353074 loss_bbox_dn: 0.163213 loss_giou_dn: 0.421900 loss_class_aux_dn: 1.863565 loss_bbox_aux_dn: 0.913590 loss_giou_aux_dn: 2.309598 loss: 14.497095 eta: 5 days, 12:04:30 batch_cost: 0.6420 data_cost: 0.0018 ips: 6.2306 images/s [04/10 21:24:33] ppdet.engine INFO: Epoch: [20] [3000/7329] learning_rate: 0.000100 loss_class: 0.600027 loss_bbox: 0.135254 loss_giou: 0.365393 loss_class_aux: 3.844082 loss_bbox_aux: 0.842094 loss_giou_aux: 2.147341 loss_class_dn: 0.316445 loss_bbox_dn: 0.154679 loss_giou_dn: 0.367653 loss_class_aux_dn: 1.679958 loss_bbox_aux_dn: 0.910320 loss_giou_aux_dn: 2.008233 loss: 13.938581 eta: 5 days, 12:03:27 batch_cost: 0.6545 data_cost: 0.0017 ips: 6.1117 images/s [04/10 21:25:44] ppdet.engine INFO: Epoch: [20] [3100/7329] learning_rate: 0.000100 loss_class: 0.627170 loss_bbox: 0.164708 loss_giou: 0.417151 loss_class_aux: 3.941257 loss_bbox_aux: 1.090259 loss_giou_aux: 2.701572 loss_class_dn: 0.354770 loss_bbox_dn: 0.174535 loss_giou_dn: 0.434594 loss_class_aux_dn: 1.881308 loss_bbox_aux_dn: 1.026667 loss_giou_aux_dn: 2.415970 loss: 16.222221 eta: 5 days, 12:02:19 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1823 images/s [04/10 21:26:54] ppdet.engine INFO: Epoch: [20] [3200/7329] learning_rate: 0.000100 loss_class: 0.665040 loss_bbox: 0.150504 loss_giou: 0.551723 loss_class_aux: 4.258324 loss_bbox_aux: 0.994672 loss_giou_aux: 3.508408 loss_class_dn: 0.381528 loss_bbox_dn: 0.174012 loss_giou_dn: 0.506971 loss_class_aux_dn: 2.023648 loss_bbox_aux_dn: 1.019916 loss_giou_aux_dn: 2.753624 loss: 17.052265 eta: 5 days, 12:01:11 batch_cost: 0.6447 data_cost: 0.0018 ips: 6.2047 images/s [04/10 21:28:06] ppdet.engine INFO: Epoch: [20] [3300/7329] learning_rate: 0.000100 loss_class: 0.641273 loss_bbox: 0.152997 loss_giou: 0.440254 loss_class_aux: 4.188150 loss_bbox_aux: 0.981956 loss_giou_aux: 2.947677 loss_class_dn: 0.382275 loss_bbox_dn: 0.184520 loss_giou_dn: 0.452597 loss_class_aux_dn: 2.062161 loss_bbox_aux_dn: 1.064768 loss_giou_aux_dn: 2.474084 loss: 15.821844 eta: 5 days, 12:00:11 batch_cost: 0.6615 data_cost: 0.0018 ips: 6.0472 images/s [04/10 21:29:16] ppdet.engine INFO: Epoch: [20] [3400/7329] learning_rate: 0.000100 loss_class: 0.604072 loss_bbox: 0.136333 loss_giou: 0.323781 loss_class_aux: 3.776631 loss_bbox_aux: 0.857613 loss_giou_aux: 2.042467 loss_class_dn: 0.304699 loss_bbox_dn: 0.162846 loss_giou_dn: 0.343020 loss_class_aux_dn: 1.616341 loss_bbox_aux_dn: 0.941135 loss_giou_aux_dn: 1.868829 loss: 13.613606 eta: 5 days, 11:59:05 batch_cost: 0.6495 data_cost: 0.0018 ips: 6.1582 images/s [04/10 21:30:26] ppdet.engine INFO: Epoch: [20] [3500/7329] learning_rate: 0.000100 loss_class: 0.603668 loss_bbox: 0.134628 loss_giou: 0.406848 loss_class_aux: 3.824934 loss_bbox_aux: 0.867560 loss_giou_aux: 2.717499 loss_class_dn: 0.351598 loss_bbox_dn: 0.162358 loss_giou_dn: 0.445024 loss_class_aux_dn: 1.913450 loss_bbox_aux_dn: 0.938363 loss_giou_aux_dn: 2.498037 loss: 15.558985 eta: 5 days, 11:57:56 batch_cost: 0.6434 data_cost: 0.0018 ips: 6.2172 images/s [04/10 21:31:38] ppdet.engine INFO: Epoch: [20] [3600/7329] learning_rate: 0.000100 loss_class: 0.615512 loss_bbox: 0.142574 loss_giou: 0.409752 loss_class_aux: 3.890276 loss_bbox_aux: 0.922334 loss_giou_aux: 2.659843 loss_class_dn: 0.370481 loss_bbox_dn: 0.171722 loss_giou_dn: 0.466508 loss_class_aux_dn: 1.986024 loss_bbox_aux_dn: 1.016645 loss_giou_aux_dn: 2.508641 loss: 16.340025 eta: 5 days, 11:56:55 batch_cost: 0.6603 data_cost: 0.0018 ips: 6.0582 images/s [04/10 21:32:49] ppdet.engine INFO: Epoch: [20] [3700/7329] learning_rate: 0.000100 loss_class: 0.575813 loss_bbox: 0.146274 loss_giou: 0.402553 loss_class_aux: 3.664978 loss_bbox_aux: 0.972126 loss_giou_aux: 2.521512 loss_class_dn: 0.345317 loss_bbox_dn: 0.183613 loss_giou_dn: 0.439697 loss_class_aux_dn: 1.827219 loss_bbox_aux_dn: 1.043533 loss_giou_aux_dn: 2.357043 loss: 14.501312 eta: 5 days, 11:55:51 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1215 images/s [04/10 21:34:02] ppdet.engine INFO: Epoch: [20] [3800/7329] learning_rate: 0.000100 loss_class: 0.567527 loss_bbox: 0.143420 loss_giou: 0.388222 loss_class_aux: 3.610159 loss_bbox_aux: 0.931627 loss_giou_aux: 2.484097 loss_class_dn: 0.342056 loss_bbox_dn: 0.167236 loss_giou_dn: 0.391435 loss_class_aux_dn: 1.839127 loss_bbox_aux_dn: 0.980863 loss_giou_aux_dn: 2.153115 loss: 14.219782 eta: 5 days, 11:54:49 batch_cost: 0.6592 data_cost: 0.0016 ips: 6.0684 images/s [04/10 21:35:13] ppdet.engine INFO: Epoch: [20] [3900/7329] learning_rate: 0.000100 loss_class: 0.570042 loss_bbox: 0.141120 loss_giou: 0.399248 loss_class_aux: 3.682461 loss_bbox_aux: 0.946214 loss_giou_aux: 2.612993 loss_class_dn: 0.335967 loss_bbox_dn: 0.153561 loss_giou_dn: 0.412162 loss_class_aux_dn: 1.842681 loss_bbox_aux_dn: 0.887851 loss_giou_aux_dn: 2.304670 loss: 14.888865 eta: 5 days, 11:53:48 batch_cost: 0.6585 data_cost: 0.0019 ips: 6.0748 images/s [04/10 21:36:23] ppdet.engine INFO: Epoch: [20] [4000/7329] learning_rate: 0.000100 loss_class: 0.612823 loss_bbox: 0.128173 loss_giou: 0.399855 loss_class_aux: 3.970134 loss_bbox_aux: 0.841320 loss_giou_aux: 2.490995 loss_class_dn: 0.335501 loss_bbox_dn: 0.156837 loss_giou_dn: 0.403496 loss_class_aux_dn: 1.800442 loss_bbox_aux_dn: 0.907503 loss_giou_aux_dn: 2.200464 loss: 14.675642 eta: 5 days, 11:52:36 batch_cost: 0.6366 data_cost: 0.0018 ips: 6.2832 images/s [04/10 21:37:34] ppdet.engine INFO: Epoch: [20] [4100/7329] learning_rate: 0.000100 loss_class: 0.645411 loss_bbox: 0.154127 loss_giou: 0.403603 loss_class_aux: 4.261744 loss_bbox_aux: 1.003087 loss_giou_aux: 2.662497 loss_class_dn: 0.374490 loss_bbox_dn: 0.176784 loss_giou_dn: 0.455946 loss_class_aux_dn: 2.011612 loss_bbox_aux_dn: 1.045406 loss_giou_aux_dn: 2.518778 loss: 16.512516 eta: 5 days, 11:51:35 batch_cost: 0.6611 data_cost: 0.0019 ips: 6.0506 images/s [04/10 21:38:45] ppdet.engine INFO: Epoch: [20] [4200/7329] learning_rate: 0.000100 loss_class: 0.586825 loss_bbox: 0.140731 loss_giou: 0.427639 loss_class_aux: 3.824662 loss_bbox_aux: 0.897231 loss_giou_aux: 2.765114 loss_class_dn: 0.346949 loss_bbox_dn: 0.165681 loss_giou_dn: 0.421913 loss_class_aux_dn: 1.863395 loss_bbox_aux_dn: 0.952842 loss_giou_aux_dn: 2.275784 loss: 14.999744 eta: 5 days, 11:50:30 batch_cost: 0.6512 data_cost: 0.0021 ips: 6.1423 images/s [04/10 21:39:58] ppdet.engine INFO: Epoch: [20] [4300/7329] learning_rate: 0.000100 loss_class: 0.621572 loss_bbox: 0.131689 loss_giou: 0.447392 loss_class_aux: 3.902007 loss_bbox_aux: 0.853061 loss_giou_aux: 2.886441 loss_class_dn: 0.348290 loss_bbox_dn: 0.148772 loss_giou_dn: 0.450679 loss_class_aux_dn: 1.882911 loss_bbox_aux_dn: 0.862376 loss_giou_aux_dn: 2.434189 loss: 15.643044 eta: 5 days, 11:49:32 batch_cost: 0.6665 data_cost: 0.0017 ips: 6.0017 images/s [04/10 21:41:09] ppdet.engine INFO: Epoch: [20] [4400/7329] learning_rate: 0.000100 loss_class: 0.592339 loss_bbox: 0.154315 loss_giou: 0.326254 loss_class_aux: 3.716896 loss_bbox_aux: 0.957395 loss_giou_aux: 2.158461 loss_class_dn: 0.338971 loss_bbox_dn: 0.172204 loss_giou_dn: 0.347478 loss_class_aux_dn: 1.776917 loss_bbox_aux_dn: 1.048381 loss_giou_aux_dn: 1.969422 loss: 14.084394 eta: 5 days, 11:48:27 batch_cost: 0.6517 data_cost: 0.0018 ips: 6.1375 images/s [04/10 21:42:19] ppdet.engine INFO: Epoch: [20] [4500/7329] learning_rate: 0.000100 loss_class: 0.565662 loss_bbox: 0.127062 loss_giou: 0.378668 loss_class_aux: 3.902410 loss_bbox_aux: 0.834689 loss_giou_aux: 2.351316 loss_class_dn: 0.324318 loss_bbox_dn: 0.158941 loss_giou_dn: 0.365275 loss_class_aux_dn: 1.782316 loss_bbox_aux_dn: 0.943966 loss_giou_aux_dn: 2.009452 loss: 13.434427 eta: 5 days, 11:47:21 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1664 images/s [04/10 21:43:30] ppdet.engine INFO: Epoch: [20] [4600/7329] learning_rate: 0.000100 loss_class: 0.630557 loss_bbox: 0.146756 loss_giou: 0.390986 loss_class_aux: 4.134828 loss_bbox_aux: 0.985502 loss_giou_aux: 2.483353 loss_class_dn: 0.350103 loss_bbox_dn: 0.178415 loss_giou_dn: 0.403249 loss_class_aux_dn: 1.876431 loss_bbox_aux_dn: 1.019287 loss_giou_aux_dn: 2.164507 loss: 15.379467 eta: 5 days, 11:46:16 batch_cost: 0.6525 data_cost: 0.0017 ips: 6.1304 images/s [04/10 21:44:40] ppdet.engine INFO: Epoch: [20] [4700/7329] learning_rate: 0.000100 loss_class: 0.621564 loss_bbox: 0.149666 loss_giou: 0.372799 loss_class_aux: 4.039780 loss_bbox_aux: 0.977722 loss_giou_aux: 2.370316 loss_class_dn: 0.360220 loss_bbox_dn: 0.171430 loss_giou_dn: 0.418388 loss_class_aux_dn: 1.926326 loss_bbox_aux_dn: 1.009198 loss_giou_aux_dn: 2.339751 loss: 16.132553 eta: 5 days, 11:45:07 batch_cost: 0.6424 data_cost: 0.0018 ips: 6.2268 images/s [04/10 21:45:51] ppdet.engine INFO: Epoch: [20] [4800/7329] learning_rate: 0.000100 loss_class: 0.627283 loss_bbox: 0.148003 loss_giou: 0.419987 loss_class_aux: 4.061085 loss_bbox_aux: 1.017541 loss_giou_aux: 2.676537 loss_class_dn: 0.364511 loss_bbox_dn: 0.178845 loss_giou_dn: 0.431951 loss_class_aux_dn: 2.019940 loss_bbox_aux_dn: 1.060282 loss_giou_aux_dn: 2.311507 loss: 16.230927 eta: 5 days, 11:44:02 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1320 images/s [04/10 21:47:02] ppdet.engine INFO: Epoch: [20] [4900/7329] learning_rate: 0.000100 loss_class: 0.551079 loss_bbox: 0.137736 loss_giou: 0.426766 loss_class_aux: 3.723829 loss_bbox_aux: 0.923243 loss_giou_aux: 2.561146 loss_class_dn: 0.332050 loss_bbox_dn: 0.169442 loss_giou_dn: 0.402622 loss_class_aux_dn: 1.754648 loss_bbox_aux_dn: 1.000339 loss_giou_aux_dn: 2.207048 loss: 14.608914 eta: 5 days, 11:42:58 batch_cost: 0.6539 data_cost: 0.0019 ips: 6.1175 images/s [04/10 21:48:12] ppdet.engine INFO: Epoch: [20] [5000/7329] learning_rate: 0.000100 loss_class: 0.700804 loss_bbox: 0.146381 loss_giou: 0.468992 loss_class_aux: 4.464461 loss_bbox_aux: 0.948228 loss_giou_aux: 2.906762 loss_class_dn: 0.380135 loss_bbox_dn: 0.173568 loss_giou_dn: 0.454083 loss_class_aux_dn: 2.034950 loss_bbox_aux_dn: 0.981691 loss_giou_aux_dn: 2.474088 loss: 16.269705 eta: 5 days, 11:41:51 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1853 images/s [04/10 21:49:22] ppdet.engine INFO: Epoch: [20] [5100/7329] learning_rate: 0.000100 loss_class: 0.691147 loss_bbox: 0.147798 loss_giou: 0.426221 loss_class_aux: 4.375018 loss_bbox_aux: 0.951467 loss_giou_aux: 2.653598 loss_class_dn: 0.362761 loss_bbox_dn: 0.174026 loss_giou_dn: 0.429291 loss_class_aux_dn: 1.984341 loss_bbox_aux_dn: 1.023200 loss_giou_aux_dn: 2.316414 loss: 16.740242 eta: 5 days, 11:40:45 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1494 images/s [04/10 21:50:31] ppdet.engine INFO: Epoch: [20] [5200/7329] learning_rate: 0.000100 loss_class: 0.577121 loss_bbox: 0.143162 loss_giou: 0.380196 loss_class_aux: 3.580917 loss_bbox_aux: 0.930948 loss_giou_aux: 2.430263 loss_class_dn: 0.321229 loss_bbox_dn: 0.153973 loss_giou_dn: 0.381562 loss_class_aux_dn: 1.747334 loss_bbox_aux_dn: 0.888448 loss_giou_aux_dn: 2.126002 loss: 13.969546 eta: 5 days, 11:39:32 batch_cost: 0.6339 data_cost: 0.0019 ips: 6.3106 images/s [04/10 21:51:43] ppdet.engine INFO: Epoch: [20] [5300/7329] learning_rate: 0.000100 loss_class: 0.620327 loss_bbox: 0.151262 loss_giou: 0.411437 loss_class_aux: 4.034871 loss_bbox_aux: 0.963078 loss_giou_aux: 2.618541 loss_class_dn: 0.361764 loss_bbox_dn: 0.182294 loss_giou_dn: 0.398284 loss_class_aux_dn: 1.992581 loss_bbox_aux_dn: 1.074288 loss_giou_aux_dn: 2.202323 loss: 15.462650 eta: 5 days, 11:38:30 batch_cost: 0.6576 data_cost: 0.0018 ips: 6.0828 images/s [04/10 21:52:54] ppdet.engine INFO: Epoch: [20] [5400/7329] learning_rate: 0.000100 loss_class: 0.561955 loss_bbox: 0.139972 loss_giou: 0.328577 loss_class_aux: 3.562706 loss_bbox_aux: 0.939601 loss_giou_aux: 2.121131 loss_class_dn: 0.317930 loss_bbox_dn: 0.160232 loss_giou_dn: 0.354955 loss_class_aux_dn: 1.699535 loss_bbox_aux_dn: 0.939845 loss_giou_aux_dn: 1.942303 loss: 13.269968 eta: 5 days, 11:37:24 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1581 images/s [04/10 21:54:04] ppdet.engine INFO: Epoch: [20] [5500/7329] learning_rate: 0.000100 loss_class: 0.596257 loss_bbox: 0.166386 loss_giou: 0.474136 loss_class_aux: 3.918638 loss_bbox_aux: 1.065538 loss_giou_aux: 2.951261 loss_class_dn: 0.358829 loss_bbox_dn: 0.185278 loss_giou_dn: 0.449047 loss_class_aux_dn: 1.905628 loss_bbox_aux_dn: 1.000742 loss_giou_aux_dn: 2.494850 loss: 16.308853 eta: 5 days, 11:36:17 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1639 images/s [04/10 21:55:15] ppdet.engine INFO: Epoch: [20] [5600/7329] learning_rate: 0.000100 loss_class: 0.575134 loss_bbox: 0.122890 loss_giou: 0.331796 loss_class_aux: 3.665263 loss_bbox_aux: 0.815974 loss_giou_aux: 2.098277 loss_class_dn: 0.308111 loss_bbox_dn: 0.144761 loss_giou_dn: 0.351454 loss_class_aux_dn: 1.671779 loss_bbox_aux_dn: 0.911252 loss_giou_aux_dn: 1.933645 loss: 13.359265 eta: 5 days, 11:35:12 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1541 images/s [04/10 21:56:27] ppdet.engine INFO: Epoch: [20] [5700/7329] learning_rate: 0.000100 loss_class: 0.575010 loss_bbox: 0.129460 loss_giou: 0.355266 loss_class_aux: 3.659042 loss_bbox_aux: 0.823346 loss_giou_aux: 2.286875 loss_class_dn: 0.314451 loss_bbox_dn: 0.155845 loss_giou_dn: 0.356876 loss_class_aux_dn: 1.712593 loss_bbox_aux_dn: 0.886629 loss_giou_aux_dn: 1.940706 loss: 14.025126 eta: 5 days, 11:34:13 batch_cost: 0.6660 data_cost: 0.0018 ips: 6.0056 images/s [04/10 21:57:38] ppdet.engine INFO: Epoch: [20] [5800/7329] learning_rate: 0.000100 loss_class: 0.622620 loss_bbox: 0.143223 loss_giou: 0.414824 loss_class_aux: 3.995250 loss_bbox_aux: 0.946141 loss_giou_aux: 2.623594 loss_class_dn: 0.354961 loss_bbox_dn: 0.164602 loss_giou_dn: 0.437757 loss_class_aux_dn: 1.890858 loss_bbox_aux_dn: 0.947718 loss_giou_aux_dn: 2.328684 loss: 16.214619 eta: 5 days, 11:33:08 batch_cost: 0.6517 data_cost: 0.0017 ips: 6.1375 images/s [04/10 21:58:48] ppdet.engine INFO: Epoch: [20] [5900/7329] learning_rate: 0.000100 loss_class: 0.615312 loss_bbox: 0.147392 loss_giou: 0.477272 loss_class_aux: 3.962078 loss_bbox_aux: 0.905158 loss_giou_aux: 3.024283 loss_class_dn: 0.365182 loss_bbox_dn: 0.169476 loss_giou_dn: 0.464015 loss_class_aux_dn: 2.010032 loss_bbox_aux_dn: 0.948880 loss_giou_aux_dn: 2.547649 loss: 16.107466 eta: 5 days, 11:32:01 batch_cost: 0.6456 data_cost: 0.0019 ips: 6.1958 images/s [04/10 21:59:58] ppdet.engine INFO: Epoch: [20] [6000/7329] learning_rate: 0.000100 loss_class: 0.610004 loss_bbox: 0.133673 loss_giou: 0.509441 loss_class_aux: 4.007410 loss_bbox_aux: 0.858686 loss_giou_aux: 3.283360 loss_class_dn: 0.359840 loss_bbox_dn: 0.150985 loss_giou_dn: 0.468542 loss_class_aux_dn: 1.927786 loss_bbox_aux_dn: 0.923203 loss_giou_aux_dn: 2.529348 loss: 15.673376 eta: 5 days, 11:30:51 batch_cost: 0.6428 data_cost: 0.0019 ips: 6.2223 images/s [04/10 22:01:09] ppdet.engine INFO: Epoch: [20] [6100/7329] learning_rate: 0.000100 loss_class: 0.633219 loss_bbox: 0.153864 loss_giou: 0.336242 loss_class_aux: 4.003305 loss_bbox_aux: 1.015869 loss_giou_aux: 2.173818 loss_class_dn: 0.332451 loss_bbox_dn: 0.192591 loss_giou_dn: 0.373932 loss_class_aux_dn: 1.796232 loss_bbox_aux_dn: 1.132066 loss_giou_aux_dn: 2.067804 loss: 14.623700 eta: 5 days, 11:29:46 batch_cost: 0.6517 data_cost: 0.0018 ips: 6.1375 images/s [04/10 22:02:20] ppdet.engine INFO: Epoch: [20] [6200/7329] learning_rate: 0.000100 loss_class: 0.622968 loss_bbox: 0.134229 loss_giou: 0.370213 loss_class_aux: 3.995550 loss_bbox_aux: 0.902176 loss_giou_aux: 2.333876 loss_class_dn: 0.334712 loss_bbox_dn: 0.190718 loss_giou_dn: 0.388095 loss_class_aux_dn: 1.761400 loss_bbox_aux_dn: 1.103713 loss_giou_aux_dn: 2.144009 loss: 14.904591 eta: 5 days, 11:28:43 batch_cost: 0.6545 data_cost: 0.0018 ips: 6.1120 images/s [04/10 22:03:31] ppdet.engine INFO: Epoch: [20] [6300/7329] learning_rate: 0.000100 loss_class: 0.659993 loss_bbox: 0.144323 loss_giou: 0.385121 loss_class_aux: 4.290918 loss_bbox_aux: 0.952422 loss_giou_aux: 2.432586 loss_class_dn: 0.341976 loss_bbox_dn: 0.167970 loss_giou_dn: 0.398162 loss_class_aux_dn: 1.849894 loss_bbox_aux_dn: 0.946892 loss_giou_aux_dn: 2.224175 loss: 15.206390 eta: 5 days, 11:27:37 batch_cost: 0.6499 data_cost: 0.0018 ips: 6.1550 images/s [04/10 22:04:42] ppdet.engine INFO: Epoch: [20] [6400/7329] learning_rate: 0.000100 loss_class: 0.644128 loss_bbox: 0.165152 loss_giou: 0.363970 loss_class_aux: 4.110738 loss_bbox_aux: 1.041160 loss_giou_aux: 2.323573 loss_class_dn: 0.334854 loss_bbox_dn: 0.189835 loss_giou_dn: 0.376002 loss_class_aux_dn: 1.822806 loss_bbox_aux_dn: 1.078460 loss_giou_aux_dn: 2.112183 loss: 14.702333 eta: 5 days, 11:26:33 batch_cost: 0.6541 data_cost: 0.0018 ips: 6.1155 images/s [04/10 22:05:53] ppdet.engine INFO: Epoch: [20] [6500/7329] learning_rate: 0.000100 loss_class: 0.578366 loss_bbox: 0.128523 loss_giou: 0.392231 loss_class_aux: 3.660910 loss_bbox_aux: 0.846998 loss_giou_aux: 2.461888 loss_class_dn: 0.342963 loss_bbox_dn: 0.179538 loss_giou_dn: 0.434082 loss_class_aux_dn: 1.830858 loss_bbox_aux_dn: 1.014627 loss_giou_aux_dn: 2.397593 loss: 15.164944 eta: 5 days, 11:25:31 batch_cost: 0.6566 data_cost: 0.0020 ips: 6.0917 images/s [04/10 22:07:06] ppdet.engine INFO: Epoch: [20] [6600/7329] learning_rate: 0.000100 loss_class: 0.563852 loss_bbox: 0.145147 loss_giou: 0.434573 loss_class_aux: 3.809001 loss_bbox_aux: 0.914805 loss_giou_aux: 2.713120 loss_class_dn: 0.336114 loss_bbox_dn: 0.162883 loss_giou_dn: 0.432508 loss_class_aux_dn: 1.845068 loss_bbox_aux_dn: 0.923561 loss_giou_aux_dn: 2.395973 loss: 15.298389 eta: 5 days, 11:24:33 batch_cost: 0.6663 data_cost: 0.0017 ips: 6.0031 images/s [04/10 22:08:16] ppdet.engine INFO: Epoch: [20] [6700/7329] learning_rate: 0.000100 loss_class: 0.572541 loss_bbox: 0.129183 loss_giou: 0.368937 loss_class_aux: 3.867985 loss_bbox_aux: 0.867447 loss_giou_aux: 2.335361 loss_class_dn: 0.310804 loss_bbox_dn: 0.141528 loss_giou_dn: 0.372954 loss_class_aux_dn: 1.693100 loss_bbox_aux_dn: 0.838457 loss_giou_aux_dn: 2.057584 loss: 14.015007 eta: 5 days, 11:23:23 batch_cost: 0.6430 data_cost: 0.0017 ips: 6.2205 images/s [04/10 22:09:25] ppdet.engine INFO: Epoch: [20] [6800/7329] learning_rate: 0.000100 loss_class: 0.602554 loss_bbox: 0.144266 loss_giou: 0.410917 loss_class_aux: 3.819187 loss_bbox_aux: 0.925407 loss_giou_aux: 2.552046 loss_class_dn: 0.338640 loss_bbox_dn: 0.185592 loss_giou_dn: 0.409818 loss_class_aux_dn: 1.821611 loss_bbox_aux_dn: 1.095199 loss_giou_aux_dn: 2.239903 loss: 14.966217 eta: 5 days, 11:22:13 batch_cost: 0.6404 data_cost: 0.0018 ips: 6.2460 images/s [04/10 22:10:35] ppdet.engine INFO: Epoch: [20] [6900/7329] learning_rate: 0.000100 loss_class: 0.588749 loss_bbox: 0.143943 loss_giou: 0.413616 loss_class_aux: 3.646260 loss_bbox_aux: 0.956642 loss_giou_aux: 2.610712 loss_class_dn: 0.337300 loss_bbox_dn: 0.165678 loss_giou_dn: 0.438707 loss_class_aux_dn: 1.789336 loss_bbox_aux_dn: 0.946203 loss_giou_aux_dn: 2.352774 loss: 14.846012 eta: 5 days, 11:21:04 batch_cost: 0.6433 data_cost: 0.0019 ips: 6.2176 images/s [04/10 22:11:44] ppdet.engine INFO: Epoch: [20] [7000/7329] learning_rate: 0.000100 loss_class: 0.625410 loss_bbox: 0.137389 loss_giou: 0.384914 loss_class_aux: 3.940381 loss_bbox_aux: 0.936937 loss_giou_aux: 2.445027 loss_class_dn: 0.333625 loss_bbox_dn: 0.153769 loss_giou_dn: 0.395555 loss_class_aux_dn: 1.730193 loss_bbox_aux_dn: 0.907834 loss_giou_aux_dn: 2.120797 loss: 14.990270 eta: 5 days, 11:19:54 batch_cost: 0.6404 data_cost: 0.0018 ips: 6.2460 images/s [04/10 22:12:54] ppdet.engine INFO: Epoch: [20] [7100/7329] learning_rate: 0.000100 loss_class: 0.653246 loss_bbox: 0.150687 loss_giou: 0.400258 loss_class_aux: 4.211338 loss_bbox_aux: 0.977382 loss_giou_aux: 2.535495 loss_class_dn: 0.357974 loss_bbox_dn: 0.189542 loss_giou_dn: 0.437326 loss_class_aux_dn: 1.913201 loss_bbox_aux_dn: 1.111401 loss_giou_aux_dn: 2.344594 loss: 15.747622 eta: 5 days, 11:18:46 batch_cost: 0.6452 data_cost: 0.0017 ips: 6.1993 images/s [04/10 22:14:05] ppdet.engine INFO: Epoch: [20] [7200/7329] learning_rate: 0.000100 loss_class: 0.688990 loss_bbox: 0.157915 loss_giou: 0.480987 loss_class_aux: 4.531371 loss_bbox_aux: 1.051845 loss_giou_aux: 3.005750 loss_class_dn: 0.388717 loss_bbox_dn: 0.219434 loss_giou_dn: 0.468658 loss_class_aux_dn: 2.121439 loss_bbox_aux_dn: 1.198268 loss_giou_aux_dn: 2.578339 loss: 17.002422 eta: 5 days, 11:17:40 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1478 images/s [04/10 22:15:16] ppdet.engine INFO: Epoch: [20] [7300/7329] learning_rate: 0.000100 loss_class: 0.606017 loss_bbox: 0.150134 loss_giou: 0.468755 loss_class_aux: 3.853110 loss_bbox_aux: 0.958193 loss_giou_aux: 2.987686 loss_class_dn: 0.349952 loss_bbox_dn: 0.172418 loss_giou_dn: 0.471809 loss_class_aux_dn: 1.903507 loss_bbox_aux_dn: 0.975281 loss_giou_aux_dn: 2.551681 loss: 17.044325 eta: 5 days, 11:16:39 batch_cost: 0.6588 data_cost: 0.0019 ips: 6.0712 images/s [04/10 22:15:40] ppdet.engine INFO: Eval iter: 0 [04/10 22:16:07] ppdet.engine INFO: Eval iter: 100 [04/10 22:16:35] ppdet.engine INFO: Eval iter: 200 [04/10 22:17:03] ppdet.engine INFO: Eval iter: 300 [04/10 22:17:31] ppdet.engine INFO: Eval iter: 400 [04/10 22:17:58] ppdet.engine INFO: Eval iter: 500 [04/10 22:18:25] ppdet.engine INFO: Eval iter: 600 [04/10 22:19:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.18s) creating index... index created! [04/10 22:19:07] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.24s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.27s). Accumulating evaluation results... DONE (t=28.84s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.330 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.521 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/10 22:21:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.985277573134482 [04/10 22:21:59] ppdet.engine INFO: Best test bbox ap is 0.522. [04/10 22:22:03] ppdet.engine INFO: Epoch: [21] [ 0/7329] learning_rate: 0.000100 loss_class: 0.646560 loss_bbox: 0.156051 loss_giou: 0.485793 loss_class_aux: 4.178342 loss_bbox_aux: 1.016792 loss_giou_aux: 3.038738 loss_class_dn: 0.361216 loss_bbox_dn: 0.160960 loss_giou_dn: 0.478758 loss_class_aux_dn: 1.963496 loss_bbox_aux_dn: 0.939698 loss_giou_aux_dn: 2.630156 loss: 17.318573 eta: 5 days, 11:16:19 batch_cost: 0.6517 data_cost: 0.0018 ips: 6.1378 images/s [04/10 22:23:13] ppdet.engine INFO: Epoch: [21] [ 100/7329] learning_rate: 0.000100 loss_class: 0.598162 loss_bbox: 0.141639 loss_giou: 0.395877 loss_class_aux: 3.897898 loss_bbox_aux: 0.885697 loss_giou_aux: 2.450460 loss_class_dn: 0.336119 loss_bbox_dn: 0.187840 loss_giou_dn: 0.415729 loss_class_aux_dn: 1.809256 loss_bbox_aux_dn: 1.053723 loss_giou_aux_dn: 2.265068 loss: 14.814297 eta: 5 days, 11:15:12 batch_cost: 0.6480 data_cost: 0.0019 ips: 6.1730 images/s [04/10 22:24:23] ppdet.engine INFO: Epoch: [21] [ 200/7329] learning_rate: 0.000100 loss_class: 0.578644 loss_bbox: 0.139795 loss_giou: 0.434863 loss_class_aux: 3.787780 loss_bbox_aux: 0.972306 loss_giou_aux: 2.798202 loss_class_dn: 0.332822 loss_bbox_dn: 0.154458 loss_giou_dn: 0.400861 loss_class_aux_dn: 1.809126 loss_bbox_aux_dn: 0.924387 loss_giou_aux_dn: 2.231156 loss: 14.977441 eta: 5 days, 11:14:04 batch_cost: 0.6454 data_cost: 0.0019 ips: 6.1975 images/s [04/10 22:25:33] ppdet.engine INFO: Epoch: [21] [ 300/7329] learning_rate: 0.000100 loss_class: 0.593450 loss_bbox: 0.146207 loss_giou: 0.443071 loss_class_aux: 3.883256 loss_bbox_aux: 1.062912 loss_giou_aux: 2.809915 loss_class_dn: 0.353013 loss_bbox_dn: 0.174122 loss_giou_dn: 0.438228 loss_class_aux_dn: 1.892827 loss_bbox_aux_dn: 1.002904 loss_giou_aux_dn: 2.444303 loss: 14.858578 eta: 5 days, 11:12:54 batch_cost: 0.6396 data_cost: 0.0020 ips: 6.2542 images/s [04/10 22:26:42] ppdet.engine INFO: Epoch: [21] [ 400/7329] learning_rate: 0.000100 loss_class: 0.567626 loss_bbox: 0.120300 loss_giou: 0.392682 loss_class_aux: 3.689367 loss_bbox_aux: 0.796777 loss_giou_aux: 2.504482 loss_class_dn: 0.333517 loss_bbox_dn: 0.132066 loss_giou_dn: 0.381913 loss_class_aux_dn: 1.757348 loss_bbox_aux_dn: 0.780469 loss_giou_aux_dn: 2.107709 loss: 13.745985 eta: 5 days, 11:11:43 batch_cost: 0.6405 data_cost: 0.0021 ips: 6.2455 images/s [04/10 22:27:52] ppdet.engine INFO: Epoch: [21] [ 500/7329] learning_rate: 0.000100 loss_class: 0.590674 loss_bbox: 0.147884 loss_giou: 0.353811 loss_class_aux: 3.788465 loss_bbox_aux: 0.959731 loss_giou_aux: 2.243217 loss_class_dn: 0.315206 loss_bbox_dn: 0.163937 loss_giou_dn: 0.386928 loss_class_aux_dn: 1.666993 loss_bbox_aux_dn: 0.952890 loss_giou_aux_dn: 2.038290 loss: 13.994350 eta: 5 days, 11:10:36 batch_cost: 0.6462 data_cost: 0.0020 ips: 6.1897 images/s [04/10 22:29:03] ppdet.engine INFO: Epoch: [21] [ 600/7329] learning_rate: 0.000100 loss_class: 0.663023 loss_bbox: 0.145125 loss_giou: 0.401971 loss_class_aux: 4.118733 loss_bbox_aux: 0.934602 loss_giou_aux: 2.572824 loss_class_dn: 0.368076 loss_bbox_dn: 0.166630 loss_giou_dn: 0.417126 loss_class_aux_dn: 1.971624 loss_bbox_aux_dn: 0.988639 loss_giou_aux_dn: 2.289524 loss: 16.267689 eta: 5 days, 11:09:31 batch_cost: 0.6530 data_cost: 0.0022 ips: 6.1255 images/s [04/10 22:30:14] ppdet.engine INFO: Epoch: [21] [ 700/7329] learning_rate: 0.000100 loss_class: 0.538206 loss_bbox: 0.140548 loss_giou: 0.359413 loss_class_aux: 3.519654 loss_bbox_aux: 0.928380 loss_giou_aux: 2.351529 loss_class_dn: 0.311872 loss_bbox_dn: 0.161669 loss_giou_dn: 0.384435 loss_class_aux_dn: 1.655185 loss_bbox_aux_dn: 0.944742 loss_giou_aux_dn: 2.054044 loss: 13.382058 eta: 5 days, 11:08:27 batch_cost: 0.6522 data_cost: 0.0019 ips: 6.1331 images/s [04/10 22:31:25] ppdet.engine INFO: Epoch: [21] [ 800/7329] learning_rate: 0.000100 loss_class: 0.591389 loss_bbox: 0.137930 loss_giou: 0.378251 loss_class_aux: 3.908443 loss_bbox_aux: 0.913734 loss_giou_aux: 2.484540 loss_class_dn: 0.348956 loss_bbox_dn: 0.152285 loss_giou_dn: 0.403276 loss_class_aux_dn: 1.845940 loss_bbox_aux_dn: 0.900060 loss_giou_aux_dn: 2.281404 loss: 14.717234 eta: 5 days, 11:07:22 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1405 images/s [04/10 22:32:34] ppdet.engine INFO: Epoch: [21] [ 900/7329] learning_rate: 0.000100 loss_class: 0.599301 loss_bbox: 0.132701 loss_giou: 0.364103 loss_class_aux: 3.899861 loss_bbox_aux: 0.896831 loss_giou_aux: 2.195099 loss_class_dn: 0.335616 loss_bbox_dn: 0.165873 loss_giou_dn: 0.358716 loss_class_aux_dn: 1.808733 loss_bbox_aux_dn: 0.961452 loss_giou_aux_dn: 1.976548 loss: 14.474316 eta: 5 days, 11:06:09 batch_cost: 0.6345 data_cost: 0.0020 ips: 6.3043 images/s [04/10 22:33:44] ppdet.engine INFO: Epoch: [21] [1000/7329] learning_rate: 0.000100 loss_class: 0.567534 loss_bbox: 0.145288 loss_giou: 0.396045 loss_class_aux: 3.688691 loss_bbox_aux: 0.941170 loss_giou_aux: 2.521252 loss_class_dn: 0.324468 loss_bbox_dn: 0.156210 loss_giou_dn: 0.411204 loss_class_aux_dn: 1.705632 loss_bbox_aux_dn: 0.907300 loss_giou_aux_dn: 2.264300 loss: 14.484388 eta: 5 days, 11:05:02 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1657 images/s [04/10 22:34:54] ppdet.engine INFO: Epoch: [21] [1100/7329] learning_rate: 0.000100 loss_class: 0.555614 loss_bbox: 0.133904 loss_giou: 0.399866 loss_class_aux: 3.538518 loss_bbox_aux: 0.877223 loss_giou_aux: 2.493866 loss_class_dn: 0.335200 loss_bbox_dn: 0.160528 loss_giou_dn: 0.407480 loss_class_aux_dn: 1.819336 loss_bbox_aux_dn: 0.957297 loss_giou_aux_dn: 2.200955 loss: 15.251771 eta: 5 days, 11:03:52 batch_cost: 0.6408 data_cost: 0.0018 ips: 6.2420 images/s [04/10 22:36:06] ppdet.engine INFO: Epoch: [21] [1200/7329] learning_rate: 0.000100 loss_class: 0.604135 loss_bbox: 0.142399 loss_giou: 0.413126 loss_class_aux: 3.928683 loss_bbox_aux: 0.922078 loss_giou_aux: 2.560462 loss_class_dn: 0.365155 loss_bbox_dn: 0.183984 loss_giou_dn: 0.431713 loss_class_aux_dn: 1.950882 loss_bbox_aux_dn: 1.006540 loss_giou_aux_dn: 2.350536 loss: 15.514065 eta: 5 days, 11:02:54 batch_cost: 0.6658 data_cost: 0.0020 ips: 6.0077 images/s [04/10 22:37:17] ppdet.engine INFO: Epoch: [21] [1300/7329] learning_rate: 0.000100 loss_class: 0.572675 loss_bbox: 0.140588 loss_giou: 0.321182 loss_class_aux: 3.804104 loss_bbox_aux: 0.946230 loss_giou_aux: 2.142445 loss_class_dn: 0.323209 loss_bbox_dn: 0.176044 loss_giou_dn: 0.369233 loss_class_aux_dn: 1.758001 loss_bbox_aux_dn: 1.032676 loss_giou_aux_dn: 1.992065 loss: 15.051184 eta: 5 days, 11:01:47 batch_cost: 0.6480 data_cost: 0.0020 ips: 6.1732 images/s [04/10 22:38:30] ppdet.engine INFO: Epoch: [21] [1400/7329] learning_rate: 0.000100 loss_class: 0.585447 loss_bbox: 0.150027 loss_giou: 0.376507 loss_class_aux: 3.720118 loss_bbox_aux: 0.967804 loss_giou_aux: 2.421798 loss_class_dn: 0.336869 loss_bbox_dn: 0.169177 loss_giou_dn: 0.388333 loss_class_aux_dn: 1.779526 loss_bbox_aux_dn: 0.998335 loss_giou_aux_dn: 2.182281 loss: 15.331186 eta: 5 days, 11:00:52 batch_cost: 0.6723 data_cost: 0.0018 ips: 5.9493 images/s [04/10 22:39:39] ppdet.engine INFO: Epoch: [21] [1500/7329] learning_rate: 0.000100 loss_class: 0.552916 loss_bbox: 0.139624 loss_giou: 0.424598 loss_class_aux: 3.722299 loss_bbox_aux: 0.873229 loss_giou_aux: 2.625588 loss_class_dn: 0.331349 loss_bbox_dn: 0.166332 loss_giou_dn: 0.410458 loss_class_aux_dn: 1.784831 loss_bbox_aux_dn: 0.983350 loss_giou_aux_dn: 2.185836 loss: 14.911440 eta: 5 days, 10:59:39 batch_cost: 0.6345 data_cost: 0.0018 ips: 6.3042 images/s [04/10 22:40:50] ppdet.engine INFO: Epoch: [21] [1600/7329] learning_rate: 0.000100 loss_class: 0.600111 loss_bbox: 0.127168 loss_giou: 0.393179 loss_class_aux: 3.833011 loss_bbox_aux: 0.852960 loss_giou_aux: 2.518721 loss_class_dn: 0.374425 loss_bbox_dn: 0.158408 loss_giou_dn: 0.412051 loss_class_aux_dn: 1.967501 loss_bbox_aux_dn: 0.891583 loss_giou_aux_dn: 2.304478 loss: 15.775293 eta: 5 days, 10:58:34 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1409 images/s [04/10 22:42:00] ppdet.engine INFO: Epoch: [21] [1700/7329] learning_rate: 0.000100 loss_class: 0.610734 loss_bbox: 0.156503 loss_giou: 0.427825 loss_class_aux: 3.813733 loss_bbox_aux: 1.021782 loss_giou_aux: 2.676891 loss_class_dn: 0.348012 loss_bbox_dn: 0.197069 loss_giou_dn: 0.449673 loss_class_aux_dn: 1.847770 loss_bbox_aux_dn: 1.141244 loss_giou_aux_dn: 2.407332 loss: 15.609701 eta: 5 days, 10:57:27 batch_cost: 0.6477 data_cost: 0.0021 ips: 6.1754 images/s [04/10 22:43:10] ppdet.engine INFO: Epoch: [21] [1800/7329] learning_rate: 0.000100 loss_class: 0.645915 loss_bbox: 0.153673 loss_giou: 0.362247 loss_class_aux: 4.056619 loss_bbox_aux: 1.000528 loss_giou_aux: 2.392780 loss_class_dn: 0.340278 loss_bbox_dn: 0.175502 loss_giou_dn: 0.398592 loss_class_aux_dn: 1.827244 loss_bbox_aux_dn: 1.008217 loss_giou_aux_dn: 2.208823 loss: 14.875920 eta: 5 days, 10:56:19 batch_cost: 0.6442 data_cost: 0.0020 ips: 6.2089 images/s [04/10 22:44:21] ppdet.engine INFO: Epoch: [21] [1900/7329] learning_rate: 0.000100 loss_class: 0.632204 loss_bbox: 0.153682 loss_giou: 0.461311 loss_class_aux: 4.056086 loss_bbox_aux: 0.933955 loss_giou_aux: 2.836062 loss_class_dn: 0.357994 loss_bbox_dn: 0.170325 loss_giou_dn: 0.447564 loss_class_aux_dn: 1.887767 loss_bbox_aux_dn: 0.990034 loss_giou_aux_dn: 2.406783 loss: 16.193516 eta: 5 days, 10:55:15 batch_cost: 0.6540 data_cost: 0.0022 ips: 6.1162 images/s [04/10 22:45:32] ppdet.engine INFO: Epoch: [21] [2000/7329] learning_rate: 0.000100 loss_class: 0.525688 loss_bbox: 0.111946 loss_giou: 0.339038 loss_class_aux: 3.450533 loss_bbox_aux: 0.724900 loss_giou_aux: 2.094243 loss_class_dn: 0.305747 loss_bbox_dn: 0.140861 loss_giou_dn: 0.338789 loss_class_aux_dn: 1.679618 loss_bbox_aux_dn: 0.870063 loss_giou_aux_dn: 1.893834 loss: 13.296062 eta: 5 days, 10:54:08 batch_cost: 0.6477 data_cost: 0.0019 ips: 6.1761 images/s [04/10 22:46:44] ppdet.engine INFO: Epoch: [21] [2100/7329] learning_rate: 0.000100 loss_class: 0.576496 loss_bbox: 0.151052 loss_giou: 0.365266 loss_class_aux: 3.688025 loss_bbox_aux: 0.979468 loss_giou_aux: 2.276202 loss_class_dn: 0.320423 loss_bbox_dn: 0.184308 loss_giou_dn: 0.367598 loss_class_aux_dn: 1.770391 loss_bbox_aux_dn: 1.120117 loss_giou_aux_dn: 2.087800 loss: 14.376760 eta: 5 days, 10:53:08 batch_cost: 0.6611 data_cost: 0.0020 ips: 6.0505 images/s [04/10 22:47:53] ppdet.engine INFO: Epoch: [21] [2200/7329] learning_rate: 0.000100 loss_class: 0.622665 loss_bbox: 0.133740 loss_giou: 0.330297 loss_class_aux: 3.830287 loss_bbox_aux: 0.877816 loss_giou_aux: 2.215114 loss_class_dn: 0.327008 loss_bbox_dn: 0.160806 loss_giou_dn: 0.336949 loss_class_aux_dn: 1.715513 loss_bbox_aux_dn: 0.922242 loss_giou_aux_dn: 1.887732 loss: 14.113095 eta: 5 days, 10:51:57 batch_cost: 0.6389 data_cost: 0.0020 ips: 6.2609 images/s [04/10 22:49:04] ppdet.engine INFO: Epoch: [21] [2300/7329] learning_rate: 0.000100 loss_class: 0.577261 loss_bbox: 0.146159 loss_giou: 0.398301 loss_class_aux: 3.678598 loss_bbox_aux: 0.957422 loss_giou_aux: 2.559307 loss_class_dn: 0.313713 loss_bbox_dn: 0.155113 loss_giou_dn: 0.396210 loss_class_aux_dn: 1.696355 loss_bbox_aux_dn: 0.918965 loss_giou_aux_dn: 2.191771 loss: 14.508318 eta: 5 days, 10:50:52 batch_cost: 0.6526 data_cost: 0.0020 ips: 6.1296 images/s [04/10 22:50:15] ppdet.engine INFO: Epoch: [21] [2400/7329] learning_rate: 0.000100 loss_class: 0.608842 loss_bbox: 0.139062 loss_giou: 0.378713 loss_class_aux: 3.839099 loss_bbox_aux: 0.907825 loss_giou_aux: 2.462919 loss_class_dn: 0.331813 loss_bbox_dn: 0.162316 loss_giou_dn: 0.396650 loss_class_aux_dn: 1.765157 loss_bbox_aux_dn: 1.015598 loss_giou_aux_dn: 2.166319 loss: 14.011862 eta: 5 days, 10:49:49 batch_cost: 0.6565 data_cost: 0.0020 ips: 6.0928 images/s [04/10 22:51:25] ppdet.engine INFO: Epoch: [21] [2500/7329] learning_rate: 0.000100 loss_class: 0.661967 loss_bbox: 0.152493 loss_giou: 0.418918 loss_class_aux: 4.217158 loss_bbox_aux: 0.948791 loss_giou_aux: 2.653126 loss_class_dn: 0.342087 loss_bbox_dn: 0.180344 loss_giou_dn: 0.442017 loss_class_aux_dn: 1.797763 loss_bbox_aux_dn: 1.075231 loss_giou_aux_dn: 2.374510 loss: 15.419417 eta: 5 days, 10:48:40 batch_cost: 0.6420 data_cost: 0.0020 ips: 6.2307 images/s [04/10 22:52:35] ppdet.engine INFO: Epoch: [21] [2600/7329] learning_rate: 0.000100 loss_class: 0.654217 loss_bbox: 0.150493 loss_giou: 0.489539 loss_class_aux: 4.124202 loss_bbox_aux: 0.970870 loss_giou_aux: 3.046349 loss_class_dn: 0.370796 loss_bbox_dn: 0.172774 loss_giou_dn: 0.478561 loss_class_aux_dn: 1.937350 loss_bbox_aux_dn: 0.986672 loss_giou_aux_dn: 2.637818 loss: 16.280870 eta: 5 days, 10:47:33 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1807 images/s [04/10 22:53:47] ppdet.engine INFO: Epoch: [21] [2700/7329] learning_rate: 0.000100 loss_class: 0.562953 loss_bbox: 0.140096 loss_giou: 0.376412 loss_class_aux: 3.466098 loss_bbox_aux: 0.942427 loss_giou_aux: 2.415617 loss_class_dn: 0.307034 loss_bbox_dn: 0.173877 loss_giou_dn: 0.371860 loss_class_aux_dn: 1.619444 loss_bbox_aux_dn: 1.042454 loss_giou_aux_dn: 2.005340 loss: 13.658086 eta: 5 days, 10:46:30 batch_cost: 0.6552 data_cost: 0.0019 ips: 6.1051 images/s [04/10 22:54:57] ppdet.engine INFO: Epoch: [21] [2800/7329] learning_rate: 0.000100 loss_class: 0.557318 loss_bbox: 0.135987 loss_giou: 0.319002 loss_class_aux: 3.660574 loss_bbox_aux: 0.926619 loss_giou_aux: 1.995876 loss_class_dn: 0.306351 loss_bbox_dn: 0.172132 loss_giou_dn: 0.346973 loss_class_aux_dn: 1.624078 loss_bbox_aux_dn: 1.011785 loss_giou_aux_dn: 1.945028 loss: 13.866253 eta: 5 days, 10:45:22 batch_cost: 0.6450 data_cost: 0.0022 ips: 6.2012 images/s [04/10 22:56:07] ppdet.engine INFO: Epoch: [21] [2900/7329] learning_rate: 0.000100 loss_class: 0.551735 loss_bbox: 0.123690 loss_giou: 0.333488 loss_class_aux: 3.572847 loss_bbox_aux: 0.851675 loss_giou_aux: 2.243192 loss_class_dn: 0.296028 loss_bbox_dn: 0.172129 loss_giou_dn: 0.355667 loss_class_aux_dn: 1.582001 loss_bbox_aux_dn: 0.984337 loss_giou_aux_dn: 1.961847 loss: 12.786016 eta: 5 days, 10:44:14 batch_cost: 0.6462 data_cost: 0.0018 ips: 6.1903 images/s [04/10 22:57:18] ppdet.engine INFO: Epoch: [21] [3000/7329] learning_rate: 0.000100 loss_class: 0.612259 loss_bbox: 0.138581 loss_giou: 0.378948 loss_class_aux: 3.891423 loss_bbox_aux: 0.904134 loss_giou_aux: 2.462404 loss_class_dn: 0.340485 loss_bbox_dn: 0.156445 loss_giou_dn: 0.380116 loss_class_aux_dn: 1.787394 loss_bbox_aux_dn: 0.921009 loss_giou_aux_dn: 2.078377 loss: 15.066755 eta: 5 days, 10:43:08 batch_cost: 0.6499 data_cost: 0.0020 ips: 6.1545 images/s [04/10 22:58:30] ppdet.engine INFO: Epoch: [21] [3100/7329] learning_rate: 0.000100 loss_class: 0.509417 loss_bbox: 0.125622 loss_giou: 0.354009 loss_class_aux: 3.236640 loss_bbox_aux: 0.829490 loss_giou_aux: 2.316127 loss_class_dn: 0.290727 loss_bbox_dn: 0.156131 loss_giou_dn: 0.368669 loss_class_aux_dn: 1.540275 loss_bbox_aux_dn: 0.939927 loss_giou_aux_dn: 2.059531 loss: 13.174720 eta: 5 days, 10:42:10 batch_cost: 0.6649 data_cost: 0.0019 ips: 6.0160 images/s [04/10 22:59:44] ppdet.engine INFO: Epoch: [21] [3200/7329] learning_rate: 0.000100 loss_class: 0.693548 loss_bbox: 0.163944 loss_giou: 0.462405 loss_class_aux: 4.367224 loss_bbox_aux: 1.022917 loss_giou_aux: 2.929533 loss_class_dn: 0.395740 loss_bbox_dn: 0.187310 loss_giou_dn: 0.504418 loss_class_aux_dn: 2.125817 loss_bbox_aux_dn: 1.043775 loss_giou_aux_dn: 2.752584 loss: 17.040022 eta: 5 days, 10:41:12 batch_cost: 0.6686 data_cost: 0.0019 ips: 5.9827 images/s [04/10 23:00:55] ppdet.engine INFO: Epoch: [21] [3300/7329] learning_rate: 0.000100 loss_class: 0.605438 loss_bbox: 0.152819 loss_giou: 0.458530 loss_class_aux: 3.841968 loss_bbox_aux: 1.024844 loss_giou_aux: 2.814309 loss_class_dn: 0.362067 loss_bbox_dn: 0.168742 loss_giou_dn: 0.445347 loss_class_aux_dn: 1.925745 loss_bbox_aux_dn: 1.008056 loss_giou_aux_dn: 2.472187 loss: 15.095869 eta: 5 days, 10:40:08 batch_cost: 0.6532 data_cost: 0.0020 ips: 6.1236 images/s [04/10 23:02:04] ppdet.engine INFO: Epoch: [21] [3400/7329] learning_rate: 0.000100 loss_class: 0.635563 loss_bbox: 0.141916 loss_giou: 0.385092 loss_class_aux: 4.094575 loss_bbox_aux: 0.909532 loss_giou_aux: 2.443131 loss_class_dn: 0.358101 loss_bbox_dn: 0.142905 loss_giou_dn: 0.390495 loss_class_aux_dn: 1.904037 loss_bbox_aux_dn: 0.862767 loss_giou_aux_dn: 2.102842 loss: 14.673310 eta: 5 days, 10:38:58 batch_cost: 0.6397 data_cost: 0.0021 ips: 6.2534 images/s [04/10 23:03:16] ppdet.engine INFO: Epoch: [21] [3500/7329] learning_rate: 0.000100 loss_class: 0.629056 loss_bbox: 0.138679 loss_giou: 0.395725 loss_class_aux: 4.192042 loss_bbox_aux: 0.941928 loss_giou_aux: 2.575191 loss_class_dn: 0.348829 loss_bbox_dn: 0.168207 loss_giou_dn: 0.397001 loss_class_aux_dn: 1.845864 loss_bbox_aux_dn: 0.960130 loss_giou_aux_dn: 2.206086 loss: 15.547722 eta: 5 days, 10:37:57 batch_cost: 0.6620 data_cost: 0.0021 ips: 6.0427 images/s [04/10 23:04:27] ppdet.engine INFO: Epoch: [21] [3600/7329] learning_rate: 0.000100 loss_class: 0.571630 loss_bbox: 0.152947 loss_giou: 0.348699 loss_class_aux: 3.755768 loss_bbox_aux: 0.977306 loss_giou_aux: 2.261883 loss_class_dn: 0.315948 loss_bbox_dn: 0.185433 loss_giou_dn: 0.366119 loss_class_aux_dn: 1.689302 loss_bbox_aux_dn: 1.105344 loss_giou_aux_dn: 2.083413 loss: 14.109137 eta: 5 days, 10:36:54 batch_cost: 0.6546 data_cost: 0.0020 ips: 6.1106 images/s [04/10 23:05:38] ppdet.engine INFO: Epoch: [21] [3700/7329] learning_rate: 0.000100 loss_class: 0.607151 loss_bbox: 0.143099 loss_giou: 0.391307 loss_class_aux: 3.960672 loss_bbox_aux: 0.947298 loss_giou_aux: 2.489182 loss_class_dn: 0.331440 loss_bbox_dn: 0.180456 loss_giou_dn: 0.395090 loss_class_aux_dn: 1.824229 loss_bbox_aux_dn: 1.028632 loss_giou_aux_dn: 2.168906 loss: 14.944326 eta: 5 days, 10:35:49 batch_cost: 0.6529 data_cost: 0.0019 ips: 6.1266 images/s [04/10 23:06:50] ppdet.engine INFO: Epoch: [21] [3800/7329] learning_rate: 0.000100 loss_class: 0.585259 loss_bbox: 0.149511 loss_giou: 0.406263 loss_class_aux: 3.851878 loss_bbox_aux: 0.986587 loss_giou_aux: 2.530195 loss_class_dn: 0.351406 loss_bbox_dn: 0.161975 loss_giou_dn: 0.399771 loss_class_aux_dn: 1.901495 loss_bbox_aux_dn: 0.982673 loss_giou_aux_dn: 2.188025 loss: 15.985298 eta: 5 days, 10:34:48 batch_cost: 0.6587 data_cost: 0.0020 ips: 6.0728 images/s [04/10 23:08:01] ppdet.engine INFO: Epoch: [21] [3900/7329] learning_rate: 0.000100 loss_class: 0.553510 loss_bbox: 0.126351 loss_giou: 0.310466 loss_class_aux: 3.444230 loss_bbox_aux: 0.886897 loss_giou_aux: 2.000812 loss_class_dn: 0.292634 loss_bbox_dn: 0.164862 loss_giou_dn: 0.341975 loss_class_aux_dn: 1.589801 loss_bbox_aux_dn: 0.927543 loss_giou_aux_dn: 1.873411 loss: 12.754086 eta: 5 days, 10:33:45 batch_cost: 0.6562 data_cost: 0.0019 ips: 6.0956 images/s [04/10 23:09:11] ppdet.engine INFO: Epoch: [21] [4000/7329] learning_rate: 0.000100 loss_class: 0.608445 loss_bbox: 0.145375 loss_giou: 0.450804 loss_class_aux: 3.978501 loss_bbox_aux: 0.948011 loss_giou_aux: 2.794843 loss_class_dn: 0.349013 loss_bbox_dn: 0.173293 loss_giou_dn: 0.438350 loss_class_aux_dn: 1.856046 loss_bbox_aux_dn: 1.018179 loss_giou_aux_dn: 2.417671 loss: 15.222305 eta: 5 days, 10:32:37 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1925 images/s [04/10 23:10:24] ppdet.engine INFO: Epoch: [21] [4100/7329] learning_rate: 0.000100 loss_class: 0.604520 loss_bbox: 0.138828 loss_giou: 0.385733 loss_class_aux: 3.914733 loss_bbox_aux: 0.914847 loss_giou_aux: 2.478641 loss_class_dn: 0.341633 loss_bbox_dn: 0.164569 loss_giou_dn: 0.417485 loss_class_aux_dn: 1.844016 loss_bbox_aux_dn: 0.994671 loss_giou_aux_dn: 2.240972 loss: 14.920113 eta: 5 days, 10:31:38 batch_cost: 0.6647 data_cost: 0.0022 ips: 6.0180 images/s [04/10 23:11:34] ppdet.engine INFO: Epoch: [21] [4200/7329] learning_rate: 0.000100 loss_class: 0.605963 loss_bbox: 0.150355 loss_giou: 0.454103 loss_class_aux: 3.912268 loss_bbox_aux: 1.017634 loss_giou_aux: 2.847019 loss_class_dn: 0.367889 loss_bbox_dn: 0.187390 loss_giou_dn: 0.438471 loss_class_aux_dn: 1.983718 loss_bbox_aux_dn: 1.094790 loss_giou_aux_dn: 2.473788 loss: 15.386913 eta: 5 days, 10:30:31 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1764 images/s [04/10 23:12:44] ppdet.engine INFO: Epoch: [21] [4300/7329] learning_rate: 0.000100 loss_class: 0.663109 loss_bbox: 0.155266 loss_giou: 0.432291 loss_class_aux: 4.042809 loss_bbox_aux: 1.046541 loss_giou_aux: 2.772496 loss_class_dn: 0.353213 loss_bbox_dn: 0.198420 loss_giou_dn: 0.416552 loss_class_aux_dn: 1.889688 loss_bbox_aux_dn: 1.072391 loss_giou_aux_dn: 2.277640 loss: 16.084393 eta: 5 days, 10:29:23 batch_cost: 0.6439 data_cost: 0.0020 ips: 6.2119 images/s [04/10 23:13:55] ppdet.engine INFO: Epoch: [21] [4400/7329] learning_rate: 0.000100 loss_class: 0.665677 loss_bbox: 0.149030 loss_giou: 0.408453 loss_class_aux: 4.331678 loss_bbox_aux: 1.027981 loss_giou_aux: 2.616242 loss_class_dn: 0.368808 loss_bbox_dn: 0.195848 loss_giou_dn: 0.427274 loss_class_aux_dn: 1.969902 loss_bbox_aux_dn: 1.131951 loss_giou_aux_dn: 2.358902 loss: 15.515321 eta: 5 days, 10:28:18 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1409 images/s [04/10 23:15:05] ppdet.engine INFO: Epoch: [21] [4500/7329] learning_rate: 0.000100 loss_class: 0.546636 loss_bbox: 0.141903 loss_giou: 0.393470 loss_class_aux: 3.605960 loss_bbox_aux: 0.897492 loss_giou_aux: 2.563696 loss_class_dn: 0.316811 loss_bbox_dn: 0.163751 loss_giou_dn: 0.397295 loss_class_aux_dn: 1.669110 loss_bbox_aux_dn: 0.970648 loss_giou_aux_dn: 2.138210 loss: 14.846461 eta: 5 days, 10:27:11 batch_cost: 0.6472 data_cost: 0.0021 ips: 6.1806 images/s [04/10 23:16:16] ppdet.engine INFO: Epoch: [21] [4600/7329] learning_rate: 0.000100 loss_class: 0.591064 loss_bbox: 0.157813 loss_giou: 0.357179 loss_class_aux: 3.754977 loss_bbox_aux: 0.966598 loss_giou_aux: 2.255244 loss_class_dn: 0.342882 loss_bbox_dn: 0.175411 loss_giou_dn: 0.387844 loss_class_aux_dn: 1.818346 loss_bbox_aux_dn: 1.004127 loss_giou_aux_dn: 2.124616 loss: 14.634802 eta: 5 days, 10:26:06 batch_cost: 0.6515 data_cost: 0.0020 ips: 6.1397 images/s [04/10 23:17:27] ppdet.engine INFO: Epoch: [21] [4700/7329] learning_rate: 0.000100 loss_class: 0.610138 loss_bbox: 0.133084 loss_giou: 0.419469 loss_class_aux: 3.846861 loss_bbox_aux: 0.866253 loss_giou_aux: 2.608735 loss_class_dn: 0.357876 loss_bbox_dn: 0.153106 loss_giou_dn: 0.419674 loss_class_aux_dn: 1.928560 loss_bbox_aux_dn: 0.869430 loss_giou_aux_dn: 2.348325 loss: 15.018124 eta: 5 days, 10:25:02 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1069 images/s [04/10 23:18:38] ppdet.engine INFO: Epoch: [21] [4800/7329] learning_rate: 0.000100 loss_class: 0.666088 loss_bbox: 0.161771 loss_giou: 0.420568 loss_class_aux: 4.240407 loss_bbox_aux: 1.028232 loss_giou_aux: 2.734951 loss_class_dn: 0.349241 loss_bbox_dn: 0.182708 loss_giou_dn: 0.417648 loss_class_aux_dn: 1.848420 loss_bbox_aux_dn: 1.080262 loss_giou_aux_dn: 2.321604 loss: 15.702179 eta: 5 days, 10:23:57 batch_cost: 0.6519 data_cost: 0.0020 ips: 6.1359 images/s [04/10 23:19:48] ppdet.engine INFO: Epoch: [21] [4900/7329] learning_rate: 0.000100 loss_class: 0.643762 loss_bbox: 0.155801 loss_giou: 0.415733 loss_class_aux: 4.145941 loss_bbox_aux: 1.037637 loss_giou_aux: 2.639659 loss_class_dn: 0.352698 loss_bbox_dn: 0.187145 loss_giou_dn: 0.417163 loss_class_aux_dn: 1.911124 loss_bbox_aux_dn: 1.066995 loss_giou_aux_dn: 2.243195 loss: 15.786495 eta: 5 days, 10:22:50 batch_cost: 0.6461 data_cost: 0.0020 ips: 6.1906 images/s [04/10 23:20:59] ppdet.engine INFO: Epoch: [21] [5000/7329] learning_rate: 0.000100 loss_class: 0.633365 loss_bbox: 0.125937 loss_giou: 0.375521 loss_class_aux: 3.942667 loss_bbox_aux: 0.815975 loss_giou_aux: 2.402599 loss_class_dn: 0.348570 loss_bbox_dn: 0.143459 loss_giou_dn: 0.391660 loss_class_aux_dn: 1.859256 loss_bbox_aux_dn: 0.810371 loss_giou_aux_dn: 2.195907 loss: 15.545078 eta: 5 days, 10:21:46 batch_cost: 0.6549 data_cost: 0.0020 ips: 6.1076 images/s [04/10 23:22:11] ppdet.engine INFO: Epoch: [21] [5100/7329] learning_rate: 0.000100 loss_class: 0.551969 loss_bbox: 0.141337 loss_giou: 0.330009 loss_class_aux: 3.491349 loss_bbox_aux: 0.901899 loss_giou_aux: 2.069750 loss_class_dn: 0.308937 loss_bbox_dn: 0.169663 loss_giou_dn: 0.348488 loss_class_aux_dn: 1.654694 loss_bbox_aux_dn: 0.919024 loss_giou_aux_dn: 1.938752 loss: 13.443630 eta: 5 days, 10:20:45 batch_cost: 0.6599 data_cost: 0.0020 ips: 6.0616 images/s [04/10 23:23:23] ppdet.engine INFO: Epoch: [21] [5200/7329] learning_rate: 0.000100 loss_class: 0.628851 loss_bbox: 0.156823 loss_giou: 0.472635 loss_class_aux: 4.095270 loss_bbox_aux: 0.978755 loss_giou_aux: 3.003057 loss_class_dn: 0.344433 loss_bbox_dn: 0.178095 loss_giou_dn: 0.449013 loss_class_aux_dn: 1.839441 loss_bbox_aux_dn: 0.989838 loss_giou_aux_dn: 2.364989 loss: 15.733355 eta: 5 days, 10:19:44 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0713 images/s [04/10 23:24:33] ppdet.engine INFO: Epoch: [21] [5300/7329] learning_rate: 0.000100 loss_class: 0.574133 loss_bbox: 0.143480 loss_giou: 0.396112 loss_class_aux: 3.667140 loss_bbox_aux: 0.927262 loss_giou_aux: 2.548521 loss_class_dn: 0.318458 loss_bbox_dn: 0.169251 loss_giou_dn: 0.386530 loss_class_aux_dn: 1.723047 loss_bbox_aux_dn: 1.014419 loss_giou_aux_dn: 2.087196 loss: 14.372238 eta: 5 days, 10:18:35 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2062 images/s [04/10 23:25:44] ppdet.engine INFO: Epoch: [21] [5400/7329] learning_rate: 0.000100 loss_class: 0.683435 loss_bbox: 0.148352 loss_giou: 0.459921 loss_class_aux: 4.425745 loss_bbox_aux: 0.991119 loss_giou_aux: 2.968305 loss_class_dn: 0.369804 loss_bbox_dn: 0.182012 loss_giou_dn: 0.475713 loss_class_aux_dn: 1.984795 loss_bbox_aux_dn: 1.049968 loss_giou_aux_dn: 2.595623 loss: 16.758526 eta: 5 days, 10:17:31 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1330 images/s [04/10 23:26:54] ppdet.engine INFO: Epoch: [21] [5500/7329] learning_rate: 0.000100 loss_class: 0.557444 loss_bbox: 0.131849 loss_giou: 0.345278 loss_class_aux: 3.918912 loss_bbox_aux: 0.871360 loss_giou_aux: 2.262229 loss_class_dn: 0.319432 loss_bbox_dn: 0.175814 loss_giou_dn: 0.358710 loss_class_aux_dn: 1.709239 loss_bbox_aux_dn: 1.029958 loss_giou_aux_dn: 1.999427 loss: 14.183556 eta: 5 days, 10:16:22 batch_cost: 0.6433 data_cost: 0.0020 ips: 6.2181 images/s [04/10 23:28:04] ppdet.engine INFO: Epoch: [21] [5600/7329] learning_rate: 0.000100 loss_class: 0.590739 loss_bbox: 0.159179 loss_giou: 0.358106 loss_class_aux: 3.730972 loss_bbox_aux: 1.016890 loss_giou_aux: 2.228553 loss_class_dn: 0.311367 loss_bbox_dn: 0.165876 loss_giou_dn: 0.340162 loss_class_aux_dn: 1.652926 loss_bbox_aux_dn: 1.012103 loss_giou_aux_dn: 1.847850 loss: 13.471729 eta: 5 days, 10:15:14 batch_cost: 0.6461 data_cost: 0.0022 ips: 6.1907 images/s [04/10 23:29:15] ppdet.engine INFO: Epoch: [21] [5700/7329] learning_rate: 0.000100 loss_class: 0.592918 loss_bbox: 0.153348 loss_giou: 0.373743 loss_class_aux: 3.817730 loss_bbox_aux: 1.010525 loss_giou_aux: 2.439875 loss_class_dn: 0.331492 loss_bbox_dn: 0.159380 loss_giou_dn: 0.377742 loss_class_aux_dn: 1.779899 loss_bbox_aux_dn: 0.930651 loss_giou_aux_dn: 2.110735 loss: 15.090444 eta: 5 days, 10:14:11 batch_cost: 0.6543 data_cost: 0.0020 ips: 6.1138 images/s [04/10 23:30:25] ppdet.engine INFO: Epoch: [21] [5800/7329] learning_rate: 0.000100 loss_class: 0.623964 loss_bbox: 0.135606 loss_giou: 0.376849 loss_class_aux: 4.116653 loss_bbox_aux: 0.888489 loss_giou_aux: 2.469369 loss_class_dn: 0.347563 loss_bbox_dn: 0.165009 loss_giou_dn: 0.417875 loss_class_aux_dn: 1.854595 loss_bbox_aux_dn: 0.919228 loss_giou_aux_dn: 2.321710 loss: 15.601513 eta: 5 days, 10:13:03 batch_cost: 0.6467 data_cost: 0.0021 ips: 6.1850 images/s [04/10 23:31:37] ppdet.engine INFO: Epoch: [21] [5900/7329] learning_rate: 0.000100 loss_class: 0.676096 loss_bbox: 0.134537 loss_giou: 0.416334 loss_class_aux: 4.206577 loss_bbox_aux: 0.931321 loss_giou_aux: 2.731987 loss_class_dn: 0.358910 loss_bbox_dn: 0.163744 loss_giou_dn: 0.443413 loss_class_aux_dn: 1.987139 loss_bbox_aux_dn: 0.939941 loss_giou_aux_dn: 2.407683 loss: 16.284809 eta: 5 days, 10:12:05 batch_cost: 0.6654 data_cost: 0.0020 ips: 6.0119 images/s [04/10 23:32:47] ppdet.engine INFO: Epoch: [21] [6000/7329] learning_rate: 0.000100 loss_class: 0.561119 loss_bbox: 0.132841 loss_giou: 0.338924 loss_class_aux: 3.685365 loss_bbox_aux: 0.867939 loss_giou_aux: 2.182170 loss_class_dn: 0.323753 loss_bbox_dn: 0.169025 loss_giou_dn: 0.355684 loss_class_aux_dn: 1.719726 loss_bbox_aux_dn: 0.995999 loss_giou_aux_dn: 1.937285 loss: 14.234980 eta: 5 days, 10:10:58 batch_cost: 0.6470 data_cost: 0.0020 ips: 6.1821 images/s [04/10 23:33:58] ppdet.engine INFO: Epoch: [21] [6100/7329] learning_rate: 0.000100 loss_class: 0.653216 loss_bbox: 0.149212 loss_giou: 0.423862 loss_class_aux: 4.217408 loss_bbox_aux: 1.008675 loss_giou_aux: 2.661725 loss_class_dn: 0.361689 loss_bbox_dn: 0.177238 loss_giou_dn: 0.453040 loss_class_aux_dn: 1.925682 loss_bbox_aux_dn: 1.033010 loss_giou_aux_dn: 2.548226 loss: 16.833725 eta: 5 days, 10:09:53 batch_cost: 0.6520 data_cost: 0.0022 ips: 6.1349 images/s [04/10 23:35:09] ppdet.engine INFO: Epoch: [21] [6200/7329] learning_rate: 0.000100 loss_class: 0.692088 loss_bbox: 0.159692 loss_giou: 0.508724 loss_class_aux: 4.301131 loss_bbox_aux: 1.039177 loss_giou_aux: 3.204990 loss_class_dn: 0.387060 loss_bbox_dn: 0.183535 loss_giou_dn: 0.492676 loss_class_aux_dn: 2.094849 loss_bbox_aux_dn: 1.074065 loss_giou_aux_dn: 2.662405 loss: 17.192726 eta: 5 days, 10:08:49 batch_cost: 0.6544 data_cost: 0.0021 ips: 6.1126 images/s [04/10 23:36:19] ppdet.engine INFO: Epoch: [21] [6300/7329] learning_rate: 0.000100 loss_class: 0.590519 loss_bbox: 0.128316 loss_giou: 0.359970 loss_class_aux: 3.743131 loss_bbox_aux: 0.889420 loss_giou_aux: 2.250249 loss_class_dn: 0.327484 loss_bbox_dn: 0.158699 loss_giou_dn: 0.353531 loss_class_aux_dn: 1.740667 loss_bbox_aux_dn: 0.935776 loss_giou_aux_dn: 1.990809 loss: 14.486530 eta: 5 days, 10:07:42 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1782 images/s [04/10 23:37:30] ppdet.engine INFO: Epoch: [21] [6400/7329] learning_rate: 0.000100 loss_class: 0.613170 loss_bbox: 0.154862 loss_giou: 0.379775 loss_class_aux: 3.881758 loss_bbox_aux: 1.010250 loss_giou_aux: 2.468399 loss_class_dn: 0.345803 loss_bbox_dn: 0.164183 loss_giou_dn: 0.398739 loss_class_aux_dn: 1.901420 loss_bbox_aux_dn: 0.970525 loss_giou_aux_dn: 2.245422 loss: 15.177647 eta: 5 days, 10:06:36 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1601 images/s [04/10 23:38:40] ppdet.engine INFO: Epoch: [21] [6500/7329] learning_rate: 0.000100 loss_class: 0.595695 loss_bbox: 0.139063 loss_giou: 0.386733 loss_class_aux: 3.901546 loss_bbox_aux: 0.923535 loss_giou_aux: 2.483695 loss_class_dn: 0.315755 loss_bbox_dn: 0.172593 loss_giou_dn: 0.387967 loss_class_aux_dn: 1.701781 loss_bbox_aux_dn: 0.950032 loss_giou_aux_dn: 2.096454 loss: 13.006092 eta: 5 days, 10:05:26 batch_cost: 0.6408 data_cost: 0.0020 ips: 6.2420 images/s [04/10 23:39:50] ppdet.engine INFO: Epoch: [21] [6600/7329] learning_rate: 0.000100 loss_class: 0.676501 loss_bbox: 0.158874 loss_giou: 0.408632 loss_class_aux: 4.454414 loss_bbox_aux: 0.987231 loss_giou_aux: 2.684621 loss_class_dn: 0.364691 loss_bbox_dn: 0.183756 loss_giou_dn: 0.419932 loss_class_aux_dn: 1.946724 loss_bbox_aux_dn: 1.011531 loss_giou_aux_dn: 2.319543 loss: 16.302288 eta: 5 days, 10:04:19 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1784 images/s [04/10 23:41:00] ppdet.engine INFO: Epoch: [21] [6700/7329] learning_rate: 0.000100 loss_class: 0.609992 loss_bbox: 0.153494 loss_giou: 0.431772 loss_class_aux: 4.009984 loss_bbox_aux: 1.000821 loss_giou_aux: 2.708237 loss_class_dn: 0.353067 loss_bbox_dn: 0.171560 loss_giou_dn: 0.409613 loss_class_aux_dn: 1.856344 loss_bbox_aux_dn: 0.992487 loss_giou_aux_dn: 2.214560 loss: 15.521770 eta: 5 days, 10:03:11 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2138 images/s [04/10 23:42:12] ppdet.engine INFO: Epoch: [21] [6800/7329] learning_rate: 0.000100 loss_class: 0.562389 loss_bbox: 0.147220 loss_giou: 0.299845 loss_class_aux: 3.650252 loss_bbox_aux: 0.983090 loss_giou_aux: 2.090601 loss_class_dn: 0.315595 loss_bbox_dn: 0.186009 loss_giou_dn: 0.313167 loss_class_aux_dn: 1.710545 loss_bbox_aux_dn: 1.086180 loss_giou_aux_dn: 1.814581 loss: 13.802042 eta: 5 days, 10:02:09 batch_cost: 0.6593 data_cost: 0.0022 ips: 6.0670 images/s [04/10 23:43:22] ppdet.engine INFO: Epoch: [21] [6900/7329] learning_rate: 0.000100 loss_class: 0.603506 loss_bbox: 0.148896 loss_giou: 0.388698 loss_class_aux: 4.059639 loss_bbox_aux: 0.961393 loss_giou_aux: 2.480474 loss_class_dn: 0.372983 loss_bbox_dn: 0.170640 loss_giou_dn: 0.394334 loss_class_aux_dn: 1.984445 loss_bbox_aux_dn: 0.953464 loss_giou_aux_dn: 2.214922 loss: 15.768044 eta: 5 days, 10:01:04 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1502 images/s [04/10 23:44:33] ppdet.engine INFO: Epoch: [21] [7000/7329] learning_rate: 0.000100 loss_class: 0.559148 loss_bbox: 0.140916 loss_giou: 0.413452 loss_class_aux: 3.746986 loss_bbox_aux: 0.881440 loss_giou_aux: 2.629712 loss_class_dn: 0.326548 loss_bbox_dn: 0.151566 loss_giou_dn: 0.407812 loss_class_aux_dn: 1.719984 loss_bbox_aux_dn: 0.882096 loss_giou_aux_dn: 2.246647 loss: 14.084780 eta: 5 days, 9:59:57 batch_cost: 0.6482 data_cost: 0.0020 ips: 6.1713 images/s [04/10 23:45:43] ppdet.engine INFO: Epoch: [21] [7100/7329] learning_rate: 0.000100 loss_class: 0.721698 loss_bbox: 0.166423 loss_giou: 0.452144 loss_class_aux: 4.588901 loss_bbox_aux: 1.098974 loss_giou_aux: 2.932029 loss_class_dn: 0.394937 loss_bbox_dn: 0.188165 loss_giou_dn: 0.473504 loss_class_aux_dn: 2.076535 loss_bbox_aux_dn: 1.098228 loss_giou_aux_dn: 2.579703 loss: 17.548208 eta: 5 days, 9:58:52 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1439 images/s [04/10 23:46:54] ppdet.engine INFO: Epoch: [21] [7200/7329] learning_rate: 0.000100 loss_class: 0.577105 loss_bbox: 0.148851 loss_giou: 0.349635 loss_class_aux: 3.880805 loss_bbox_aux: 0.979752 loss_giou_aux: 2.208369 loss_class_dn: 0.304702 loss_bbox_dn: 0.176103 loss_giou_dn: 0.371443 loss_class_aux_dn: 1.633425 loss_bbox_aux_dn: 1.015452 loss_giou_aux_dn: 2.041415 loss: 13.915995 eta: 5 days, 9:57:48 batch_cost: 0.6534 data_cost: 0.0019 ips: 6.1219 images/s [04/10 23:48:05] ppdet.engine INFO: Epoch: [21] [7300/7329] learning_rate: 0.000100 loss_class: 0.547597 loss_bbox: 0.135268 loss_giou: 0.380856 loss_class_aux: 3.610173 loss_bbox_aux: 0.894818 loss_giou_aux: 2.406185 loss_class_dn: 0.317630 loss_bbox_dn: 0.163067 loss_giou_dn: 0.377232 loss_class_aux_dn: 1.691357 loss_bbox_aux_dn: 0.936253 loss_giou_aux_dn: 2.089700 loss: 13.832878 eta: 5 days, 9:56:42 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1524 images/s [04/10 23:48:28] ppdet.engine INFO: Eval iter: 0 [04/10 23:48:56] ppdet.engine INFO: Eval iter: 100 [04/10 23:49:23] ppdet.engine INFO: Eval iter: 200 [04/10 23:49:51] ppdet.engine INFO: Eval iter: 300 [04/10 23:50:18] ppdet.engine INFO: Eval iter: 400 [04/10 23:50:46] ppdet.engine INFO: Eval iter: 500 [04/10 23:51:13] ppdet.engine INFO: Eval iter: 600 [04/10 23:51:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.20s) creating index... index created! [04/10 23:51:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.35s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.92s). Accumulating evaluation results... DONE (t=28.88s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.523 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/10 23:54:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.05843271615451 [04/10 23:54:47] ppdet.engine INFO: Best test bbox ap is 0.523. [04/10 23:54:51] ppdet.engine INFO: Epoch: [22] [ 0/7329] learning_rate: 0.000100 loss_class: 0.555831 loss_bbox: 0.136443 loss_giou: 0.400521 loss_class_aux: 3.657722 loss_bbox_aux: 0.925779 loss_giou_aux: 2.522516 loss_class_dn: 0.325548 loss_bbox_dn: 0.153668 loss_giou_dn: 0.406432 loss_class_aux_dn: 1.744474 loss_bbox_aux_dn: 0.887488 loss_giou_aux_dn: 2.237235 loss: 14.391972 eta: 5 days, 9:56:21 batch_cost: 0.6410 data_cost: 0.0019 ips: 6.2404 images/s [04/10 23:56:01] ppdet.engine INFO: Epoch: [22] [ 100/7329] learning_rate: 0.000100 loss_class: 0.580073 loss_bbox: 0.161128 loss_giou: 0.426408 loss_class_aux: 3.800424 loss_bbox_aux: 1.042989 loss_giou_aux: 2.621850 loss_class_dn: 0.372807 loss_bbox_dn: 0.165576 loss_giou_dn: 0.444041 loss_class_aux_dn: 2.017663 loss_bbox_aux_dn: 1.038852 loss_giou_aux_dn: 2.403992 loss: 16.637941 eta: 5 days, 9:55:13 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2033 images/s [04/10 23:57:10] ppdet.engine INFO: Epoch: [22] [ 200/7329] learning_rate: 0.000100 loss_class: 0.683077 loss_bbox: 0.163568 loss_giou: 0.427595 loss_class_aux: 4.344562 loss_bbox_aux: 1.057859 loss_giou_aux: 2.695840 loss_class_dn: 0.378177 loss_bbox_dn: 0.196240 loss_giou_dn: 0.456885 loss_class_aux_dn: 1.998850 loss_bbox_aux_dn: 1.112175 loss_giou_aux_dn: 2.506180 loss: 16.259510 eta: 5 days, 9:54:03 batch_cost: 0.6410 data_cost: 0.0019 ips: 6.2406 images/s [04/10 23:58:20] ppdet.engine INFO: Epoch: [22] [ 300/7329] learning_rate: 0.000100 loss_class: 0.614778 loss_bbox: 0.148822 loss_giou: 0.381798 loss_class_aux: 3.977800 loss_bbox_aux: 0.998881 loss_giou_aux: 2.361143 loss_class_dn: 0.344285 loss_bbox_dn: 0.167657 loss_giou_dn: 0.414265 loss_class_aux_dn: 1.861228 loss_bbox_aux_dn: 1.010414 loss_giou_aux_dn: 2.245542 loss: 15.473547 eta: 5 days, 9:52:55 batch_cost: 0.6430 data_cost: 0.0021 ips: 6.2208 images/s [04/10 23:59:29] ppdet.engine INFO: Epoch: [22] [ 400/7329] learning_rate: 0.000100 loss_class: 0.626265 loss_bbox: 0.146182 loss_giou: 0.415114 loss_class_aux: 3.948085 loss_bbox_aux: 0.973478 loss_giou_aux: 2.532000 loss_class_dn: 0.332191 loss_bbox_dn: 0.147883 loss_giou_dn: 0.391953 loss_class_aux_dn: 1.763725 loss_bbox_aux_dn: 0.878254 loss_giou_aux_dn: 2.199354 loss: 14.714551 eta: 5 days, 9:51:43 batch_cost: 0.6375 data_cost: 0.0021 ips: 6.2744 images/s [04/11 00:00:40] ppdet.engine INFO: Epoch: [22] [ 500/7329] learning_rate: 0.000100 loss_class: 0.569114 loss_bbox: 0.146861 loss_giou: 0.361566 loss_class_aux: 3.545216 loss_bbox_aux: 0.944911 loss_giou_aux: 2.353943 loss_class_dn: 0.322992 loss_bbox_dn: 0.171835 loss_giou_dn: 0.370120 loss_class_aux_dn: 1.731379 loss_bbox_aux_dn: 0.994473 loss_giou_aux_dn: 2.063701 loss: 13.715950 eta: 5 days, 9:50:38 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1459 images/s [04/11 00:01:49] ppdet.engine INFO: Epoch: [22] [ 600/7329] learning_rate: 0.000100 loss_class: 0.573416 loss_bbox: 0.149063 loss_giou: 0.374420 loss_class_aux: 3.679100 loss_bbox_aux: 0.966355 loss_giou_aux: 2.434799 loss_class_dn: 0.346849 loss_bbox_dn: 0.159907 loss_giou_dn: 0.405202 loss_class_aux_dn: 1.822888 loss_bbox_aux_dn: 0.934912 loss_giou_aux_dn: 2.184645 loss: 14.207771 eta: 5 days, 9:49:26 batch_cost: 0.6358 data_cost: 0.0020 ips: 6.2916 images/s [04/11 00:03:00] ppdet.engine INFO: Epoch: [22] [ 700/7329] learning_rate: 0.000100 loss_class: 0.560770 loss_bbox: 0.127332 loss_giou: 0.375948 loss_class_aux: 3.750199 loss_bbox_aux: 0.867389 loss_giou_aux: 2.441860 loss_class_dn: 0.325743 loss_bbox_dn: 0.144923 loss_giou_dn: 0.391716 loss_class_aux_dn: 1.723397 loss_bbox_aux_dn: 0.849046 loss_giou_aux_dn: 2.165855 loss: 14.490196 eta: 5 days, 9:48:21 batch_cost: 0.6508 data_cost: 0.0021 ips: 6.1461 images/s [04/11 00:04:10] ppdet.engine INFO: Epoch: [22] [ 800/7329] learning_rate: 0.000100 loss_class: 0.638976 loss_bbox: 0.169058 loss_giou: 0.423414 loss_class_aux: 4.006171 loss_bbox_aux: 1.110875 loss_giou_aux: 2.602500 loss_class_dn: 0.371400 loss_bbox_dn: 0.192637 loss_giou_dn: 0.416690 loss_class_aux_dn: 1.994539 loss_bbox_aux_dn: 1.123550 loss_giou_aux_dn: 2.305180 loss: 16.931690 eta: 5 days, 9:47:15 batch_cost: 0.6501 data_cost: 0.0020 ips: 6.1532 images/s [04/11 00:05:20] ppdet.engine INFO: Epoch: [22] [ 900/7329] learning_rate: 0.000100 loss_class: 0.630895 loss_bbox: 0.150256 loss_giou: 0.430303 loss_class_aux: 4.013296 loss_bbox_aux: 1.006531 loss_giou_aux: 2.695189 loss_class_dn: 0.373955 loss_bbox_dn: 0.164692 loss_giou_dn: 0.432162 loss_class_aux_dn: 2.017366 loss_bbox_aux_dn: 0.938183 loss_giou_aux_dn: 2.335134 loss: 15.754264 eta: 5 days, 9:46:05 batch_cost: 0.6393 data_cost: 0.0021 ips: 6.2572 images/s [04/11 00:06:31] ppdet.engine INFO: Epoch: [22] [1000/7329] learning_rate: 0.000100 loss_class: 0.542224 loss_bbox: 0.117719 loss_giou: 0.314683 loss_class_aux: 3.578278 loss_bbox_aux: 0.814135 loss_giou_aux: 1.878007 loss_class_dn: 0.266216 loss_bbox_dn: 0.154589 loss_giou_dn: 0.315032 loss_class_aux_dn: 1.465513 loss_bbox_aux_dn: 0.905015 loss_giou_aux_dn: 1.782727 loss: 12.423397 eta: 5 days, 9:44:59 batch_cost: 0.6507 data_cost: 0.0019 ips: 6.1475 images/s [04/11 00:07:41] ppdet.engine INFO: Epoch: [22] [1100/7329] learning_rate: 0.000100 loss_class: 0.584221 loss_bbox: 0.146502 loss_giou: 0.324415 loss_class_aux: 3.630229 loss_bbox_aux: 0.957052 loss_giou_aux: 2.176206 loss_class_dn: 0.310472 loss_bbox_dn: 0.148939 loss_giou_dn: 0.354251 loss_class_aux_dn: 1.611526 loss_bbox_aux_dn: 0.871854 loss_giou_aux_dn: 1.926815 loss: 14.327971 eta: 5 days, 9:43:52 batch_cost: 0.6464 data_cost: 0.0022 ips: 6.1877 images/s [04/11 00:08:51] ppdet.engine INFO: Epoch: [22] [1200/7329] learning_rate: 0.000100 loss_class: 0.580588 loss_bbox: 0.140277 loss_giou: 0.414959 loss_class_aux: 3.817513 loss_bbox_aux: 0.947244 loss_giou_aux: 2.677223 loss_class_dn: 0.349962 loss_bbox_dn: 0.157765 loss_giou_dn: 0.429925 loss_class_aux_dn: 1.904390 loss_bbox_aux_dn: 0.940211 loss_giou_aux_dn: 2.299146 loss: 15.238424 eta: 5 days, 9:42:46 batch_cost: 0.6500 data_cost: 0.0023 ips: 6.1538 images/s [04/11 00:10:03] ppdet.engine INFO: Epoch: [22] [1300/7329] learning_rate: 0.000100 loss_class: 0.620689 loss_bbox: 0.145350 loss_giou: 0.443455 loss_class_aux: 4.087658 loss_bbox_aux: 0.949345 loss_giou_aux: 2.886968 loss_class_dn: 0.364521 loss_bbox_dn: 0.170444 loss_giou_dn: 0.461016 loss_class_aux_dn: 1.955596 loss_bbox_aux_dn: 1.007503 loss_giou_aux_dn: 2.512287 loss: 15.931427 eta: 5 days, 9:41:46 batch_cost: 0.6624 data_cost: 0.0021 ips: 6.0384 images/s [04/11 00:11:14] ppdet.engine INFO: Epoch: [22] [1400/7329] learning_rate: 0.000100 loss_class: 0.661631 loss_bbox: 0.135632 loss_giou: 0.431613 loss_class_aux: 4.267680 loss_bbox_aux: 0.954189 loss_giou_aux: 2.667174 loss_class_dn: 0.342382 loss_bbox_dn: 0.158479 loss_giou_dn: 0.441576 loss_class_aux_dn: 1.815184 loss_bbox_aux_dn: 0.952644 loss_giou_aux_dn: 2.440248 loss: 16.364433 eta: 5 days, 9:40:41 batch_cost: 0.6511 data_cost: 0.0019 ips: 6.1437 images/s [04/11 00:12:25] ppdet.engine INFO: Epoch: [22] [1500/7329] learning_rate: 0.000100 loss_class: 0.674759 loss_bbox: 0.146118 loss_giou: 0.402497 loss_class_aux: 4.233479 loss_bbox_aux: 0.931530 loss_giou_aux: 2.586322 loss_class_dn: 0.364666 loss_bbox_dn: 0.176415 loss_giou_dn: 0.422635 loss_class_aux_dn: 1.954480 loss_bbox_aux_dn: 1.061338 loss_giou_aux_dn: 2.298262 loss: 15.390066 eta: 5 days, 9:39:35 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1557 images/s [04/11 00:13:36] ppdet.engine INFO: Epoch: [22] [1600/7329] learning_rate: 0.000100 loss_class: 0.594221 loss_bbox: 0.139185 loss_giou: 0.423307 loss_class_aux: 3.767950 loss_bbox_aux: 0.894860 loss_giou_aux: 2.692948 loss_class_dn: 0.346636 loss_bbox_dn: 0.140517 loss_giou_dn: 0.466044 loss_class_aux_dn: 1.853154 loss_bbox_aux_dn: 0.815659 loss_giou_aux_dn: 2.523782 loss: 15.020727 eta: 5 days, 9:38:34 batch_cost: 0.6601 data_cost: 0.0021 ips: 6.0600 images/s [04/11 00:14:46] ppdet.engine INFO: Epoch: [22] [1700/7329] learning_rate: 0.000100 loss_class: 0.634986 loss_bbox: 0.157267 loss_giou: 0.447149 loss_class_aux: 4.055458 loss_bbox_aux: 0.974783 loss_giou_aux: 2.836603 loss_class_dn: 0.346249 loss_bbox_dn: 0.169142 loss_giou_dn: 0.437802 loss_class_aux_dn: 1.897921 loss_bbox_aux_dn: 0.972916 loss_giou_aux_dn: 2.415179 loss: 14.961178 eta: 5 days, 9:37:26 batch_cost: 0.6446 data_cost: 0.0021 ips: 6.2051 images/s [04/11 00:15:57] ppdet.engine INFO: Epoch: [22] [1800/7329] learning_rate: 0.000100 loss_class: 0.612999 loss_bbox: 0.148741 loss_giou: 0.392531 loss_class_aux: 3.940833 loss_bbox_aux: 0.981574 loss_giou_aux: 2.547261 loss_class_dn: 0.363778 loss_bbox_dn: 0.190598 loss_giou_dn: 0.441821 loss_class_aux_dn: 1.913816 loss_bbox_aux_dn: 1.069934 loss_giou_aux_dn: 2.425176 loss: 15.264830 eta: 5 days, 9:36:21 batch_cost: 0.6513 data_cost: 0.0023 ips: 6.1417 images/s [04/11 00:17:09] ppdet.engine INFO: Epoch: [22] [1900/7329] learning_rate: 0.000100 loss_class: 0.662715 loss_bbox: 0.150297 loss_giou: 0.386275 loss_class_aux: 4.332585 loss_bbox_aux: 0.947070 loss_giou_aux: 2.449589 loss_class_dn: 0.356871 loss_bbox_dn: 0.175437 loss_giou_dn: 0.362483 loss_class_aux_dn: 1.914787 loss_bbox_aux_dn: 1.044224 loss_giou_aux_dn: 2.013065 loss: 15.715954 eta: 5 days, 9:35:19 batch_cost: 0.6595 data_cost: 0.0023 ips: 6.0654 images/s [04/11 00:18:19] ppdet.engine INFO: Epoch: [22] [2000/7329] learning_rate: 0.000100 loss_class: 0.595775 loss_bbox: 0.131125 loss_giou: 0.459986 loss_class_aux: 3.843540 loss_bbox_aux: 0.837322 loss_giou_aux: 2.883721 loss_class_dn: 0.345958 loss_bbox_dn: 0.155941 loss_giou_dn: 0.434527 loss_class_aux_dn: 1.862537 loss_bbox_aux_dn: 0.904517 loss_giou_aux_dn: 2.349006 loss: 15.926109 eta: 5 days, 9:34:14 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1477 images/s [04/11 00:19:29] ppdet.engine INFO: Epoch: [22] [2100/7329] learning_rate: 0.000100 loss_class: 0.565643 loss_bbox: 0.134070 loss_giou: 0.404367 loss_class_aux: 3.734914 loss_bbox_aux: 0.859411 loss_giou_aux: 2.579048 loss_class_dn: 0.333037 loss_bbox_dn: 0.149611 loss_giou_dn: 0.404399 loss_class_aux_dn: 1.756189 loss_bbox_aux_dn: 0.912507 loss_giou_aux_dn: 2.207708 loss: 14.606653 eta: 5 days, 9:33:04 batch_cost: 0.6398 data_cost: 0.0023 ips: 6.2515 images/s [04/11 00:20:39] ppdet.engine INFO: Epoch: [22] [2200/7329] learning_rate: 0.000100 loss_class: 0.536703 loss_bbox: 0.135568 loss_giou: 0.414481 loss_class_aux: 3.544105 loss_bbox_aux: 0.857068 loss_giou_aux: 2.505420 loss_class_dn: 0.328520 loss_bbox_dn: 0.150466 loss_giou_dn: 0.396745 loss_class_aux_dn: 1.742996 loss_bbox_aux_dn: 0.885424 loss_giou_aux_dn: 2.152595 loss: 14.658032 eta: 5 days, 9:31:57 batch_cost: 0.6476 data_cost: 0.0019 ips: 6.1770 images/s [04/11 00:21:51] ppdet.engine INFO: Epoch: [22] [2300/7329] learning_rate: 0.000100 loss_class: 0.633198 loss_bbox: 0.163587 loss_giou: 0.440546 loss_class_aux: 3.869829 loss_bbox_aux: 1.061673 loss_giou_aux: 2.841697 loss_class_dn: 0.362084 loss_bbox_dn: 0.190018 loss_giou_dn: 0.442013 loss_class_aux_dn: 1.935721 loss_bbox_aux_dn: 1.096741 loss_giou_aux_dn: 2.457637 loss: 16.175812 eta: 5 days, 9:30:54 batch_cost: 0.6565 data_cost: 0.0019 ips: 6.0927 images/s [04/11 00:23:01] ppdet.engine INFO: Epoch: [22] [2400/7329] learning_rate: 0.000100 loss_class: 0.643640 loss_bbox: 0.146201 loss_giou: 0.393952 loss_class_aux: 4.090299 loss_bbox_aux: 0.958727 loss_giou_aux: 2.518186 loss_class_dn: 0.356283 loss_bbox_dn: 0.186333 loss_giou_dn: 0.421843 loss_class_aux_dn: 1.895247 loss_bbox_aux_dn: 1.037652 loss_giou_aux_dn: 2.255426 loss: 15.444525 eta: 5 days, 9:29:47 batch_cost: 0.6460 data_cost: 0.0023 ips: 6.1922 images/s [04/11 00:24:11] ppdet.engine INFO: Epoch: [22] [2500/7329] learning_rate: 0.000100 loss_class: 0.580644 loss_bbox: 0.130380 loss_giou: 0.400040 loss_class_aux: 3.798126 loss_bbox_aux: 0.835250 loss_giou_aux: 2.479934 loss_class_dn: 0.339187 loss_bbox_dn: 0.153748 loss_giou_dn: 0.389398 loss_class_aux_dn: 1.797799 loss_bbox_aux_dn: 0.880281 loss_giou_aux_dn: 2.147748 loss: 14.659317 eta: 5 days, 9:28:39 batch_cost: 0.6456 data_cost: 0.0020 ips: 6.1962 images/s [04/11 00:25:21] ppdet.engine INFO: Epoch: [22] [2600/7329] learning_rate: 0.000100 loss_class: 0.630184 loss_bbox: 0.155746 loss_giou: 0.386974 loss_class_aux: 4.152128 loss_bbox_aux: 1.001342 loss_giou_aux: 2.444839 loss_class_dn: 0.359752 loss_bbox_dn: 0.175494 loss_giou_dn: 0.373639 loss_class_aux_dn: 1.935697 loss_bbox_aux_dn: 0.988503 loss_giou_aux_dn: 2.093847 loss: 15.097822 eta: 5 days, 9:27:33 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1628 images/s [04/11 00:26:33] ppdet.engine INFO: Epoch: [22] [2700/7329] learning_rate: 0.000100 loss_class: 0.589958 loss_bbox: 0.155469 loss_giou: 0.337808 loss_class_aux: 3.866520 loss_bbox_aux: 1.017831 loss_giou_aux: 2.203790 loss_class_dn: 0.330906 loss_bbox_dn: 0.182430 loss_giou_dn: 0.376655 loss_class_aux_dn: 1.769323 loss_bbox_aux_dn: 1.104275 loss_giou_aux_dn: 2.071561 loss: 14.861357 eta: 5 days, 9:26:31 batch_cost: 0.6572 data_cost: 0.0021 ips: 6.0866 images/s [04/11 00:27:45] ppdet.engine INFO: Epoch: [22] [2800/7329] learning_rate: 0.000100 loss_class: 0.681457 loss_bbox: 0.153221 loss_giou: 0.480249 loss_class_aux: 4.465323 loss_bbox_aux: 1.016981 loss_giou_aux: 3.009456 loss_class_dn: 0.426935 loss_bbox_dn: 0.166982 loss_giou_dn: 0.492136 loss_class_aux_dn: 2.236584 loss_bbox_aux_dn: 0.915726 loss_giou_aux_dn: 2.707345 loss: 17.877193 eta: 5 days, 9:25:31 batch_cost: 0.6640 data_cost: 0.0022 ips: 6.0238 images/s [04/11 00:28:56] ppdet.engine INFO: Epoch: [22] [2900/7329] learning_rate: 0.000100 loss_class: 0.712027 loss_bbox: 0.151295 loss_giou: 0.429169 loss_class_aux: 4.467599 loss_bbox_aux: 0.965731 loss_giou_aux: 2.706517 loss_class_dn: 0.383359 loss_bbox_dn: 0.200884 loss_giou_dn: 0.460106 loss_class_aux_dn: 2.051915 loss_bbox_aux_dn: 1.158284 loss_giou_aux_dn: 2.543958 loss: 16.501659 eta: 5 days, 9:24:25 batch_cost: 0.6481 data_cost: 0.0019 ips: 6.1717 images/s [04/11 00:30:06] ppdet.engine INFO: Epoch: [22] [3000/7329] learning_rate: 0.000100 loss_class: 0.555970 loss_bbox: 0.131107 loss_giou: 0.336286 loss_class_aux: 3.522503 loss_bbox_aux: 0.877328 loss_giou_aux: 2.131800 loss_class_dn: 0.297182 loss_bbox_dn: 0.156691 loss_giou_dn: 0.319127 loss_class_aux_dn: 1.651284 loss_bbox_aux_dn: 0.896079 loss_giou_aux_dn: 1.745801 loss: 13.257242 eta: 5 days, 9:23:17 batch_cost: 0.6461 data_cost: 0.0021 ips: 6.1909 images/s [04/11 00:31:19] ppdet.engine INFO: Epoch: [22] [3100/7329] learning_rate: 0.000100 loss_class: 0.599385 loss_bbox: 0.148285 loss_giou: 0.437899 loss_class_aux: 3.768139 loss_bbox_aux: 0.942355 loss_giou_aux: 2.743498 loss_class_dn: 0.356044 loss_bbox_dn: 0.169021 loss_giou_dn: 0.439478 loss_class_aux_dn: 1.905437 loss_bbox_aux_dn: 0.991884 loss_giou_aux_dn: 2.408429 loss: 15.809851 eta: 5 days, 9:22:17 batch_cost: 0.6632 data_cost: 0.0020 ips: 6.0310 images/s [04/11 00:32:29] ppdet.engine INFO: Epoch: [22] [3200/7329] learning_rate: 0.000100 loss_class: 0.604578 loss_bbox: 0.152795 loss_giou: 0.428886 loss_class_aux: 3.896439 loss_bbox_aux: 1.015922 loss_giou_aux: 2.671705 loss_class_dn: 0.332986 loss_bbox_dn: 0.192430 loss_giou_dn: 0.419669 loss_class_aux_dn: 1.787738 loss_bbox_aux_dn: 1.109353 loss_giou_aux_dn: 2.243194 loss: 14.655096 eta: 5 days, 9:21:10 batch_cost: 0.6466 data_cost: 0.0020 ips: 6.1865 images/s [04/11 00:33:40] ppdet.engine INFO: Epoch: [22] [3300/7329] learning_rate: 0.000100 loss_class: 0.644073 loss_bbox: 0.164511 loss_giou: 0.386671 loss_class_aux: 4.211396 loss_bbox_aux: 1.093564 loss_giou_aux: 2.465579 loss_class_dn: 0.332541 loss_bbox_dn: 0.185461 loss_giou_dn: 0.422001 loss_class_aux_dn: 1.774289 loss_bbox_aux_dn: 1.030116 loss_giou_aux_dn: 2.298763 loss: 15.835142 eta: 5 days, 9:20:08 batch_cost: 0.6581 data_cost: 0.0020 ips: 6.0782 images/s [04/11 00:34:51] ppdet.engine INFO: Epoch: [22] [3400/7329] learning_rate: 0.000100 loss_class: 0.565112 loss_bbox: 0.135325 loss_giou: 0.351145 loss_class_aux: 3.634634 loss_bbox_aux: 0.884984 loss_giou_aux: 2.212051 loss_class_dn: 0.301382 loss_bbox_dn: 0.170013 loss_giou_dn: 0.373091 loss_class_aux_dn: 1.602240 loss_bbox_aux_dn: 0.982969 loss_giou_aux_dn: 2.007555 loss: 13.476414 eta: 5 days, 9:19:03 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1337 images/s [04/11 00:36:01] ppdet.engine INFO: Epoch: [22] [3500/7329] learning_rate: 0.000100 loss_class: 0.627539 loss_bbox: 0.149258 loss_giou: 0.386865 loss_class_aux: 4.101833 loss_bbox_aux: 0.972131 loss_giou_aux: 2.524710 loss_class_dn: 0.328751 loss_bbox_dn: 0.164850 loss_giou_dn: 0.391819 loss_class_aux_dn: 1.803623 loss_bbox_aux_dn: 0.978019 loss_giou_aux_dn: 2.115819 loss: 14.776288 eta: 5 days, 9:17:54 batch_cost: 0.6416 data_cost: 0.0021 ips: 6.2342 images/s [04/11 00:37:11] ppdet.engine INFO: Epoch: [22] [3600/7329] learning_rate: 0.000100 loss_class: 0.636278 loss_bbox: 0.157035 loss_giou: 0.396755 loss_class_aux: 3.898719 loss_bbox_aux: 1.050944 loss_giou_aux: 2.428366 loss_class_dn: 0.346794 loss_bbox_dn: 0.193872 loss_giou_dn: 0.390937 loss_class_aux_dn: 1.858259 loss_bbox_aux_dn: 1.114061 loss_giou_aux_dn: 2.114253 loss: 15.741866 eta: 5 days, 9:16:47 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1807 images/s [04/11 00:38:23] ppdet.engine INFO: Epoch: [22] [3700/7329] learning_rate: 0.000100 loss_class: 0.599084 loss_bbox: 0.145960 loss_giou: 0.398251 loss_class_aux: 3.861991 loss_bbox_aux: 0.938959 loss_giou_aux: 2.442111 loss_class_dn: 0.334020 loss_bbox_dn: 0.178051 loss_giou_dn: 0.409254 loss_class_aux_dn: 1.784462 loss_bbox_aux_dn: 1.029918 loss_giou_aux_dn: 2.249967 loss: 15.128951 eta: 5 days, 9:15:45 batch_cost: 0.6578 data_cost: 0.0021 ips: 6.0805 images/s [04/11 00:39:34] ppdet.engine INFO: Epoch: [22] [3800/7329] learning_rate: 0.000100 loss_class: 0.665416 loss_bbox: 0.155303 loss_giou: 0.387245 loss_class_aux: 4.085679 loss_bbox_aux: 1.018009 loss_giou_aux: 2.410470 loss_class_dn: 0.334387 loss_bbox_dn: 0.187459 loss_giou_dn: 0.405133 loss_class_aux_dn: 1.800970 loss_bbox_aux_dn: 1.096110 loss_giou_aux_dn: 2.191458 loss: 14.495712 eta: 5 days, 9:14:41 batch_cost: 0.6551 data_cost: 0.0023 ips: 6.1057 images/s [04/11 00:40:45] ppdet.engine INFO: Epoch: [22] [3900/7329] learning_rate: 0.000100 loss_class: 0.655501 loss_bbox: 0.146107 loss_giou: 0.343154 loss_class_aux: 4.029438 loss_bbox_aux: 0.965655 loss_giou_aux: 2.237749 loss_class_dn: 0.333106 loss_bbox_dn: 0.177698 loss_giou_dn: 0.350569 loss_class_aux_dn: 1.801373 loss_bbox_aux_dn: 1.026307 loss_giou_aux_dn: 1.938013 loss: 14.802555 eta: 5 days, 9:13:37 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1336 images/s [04/11 00:41:57] ppdet.engine INFO: Epoch: [22] [4000/7329] learning_rate: 0.000100 loss_class: 0.683817 loss_bbox: 0.158425 loss_giou: 0.409743 loss_class_aux: 4.272881 loss_bbox_aux: 1.071053 loss_giou_aux: 2.575292 loss_class_dn: 0.375398 loss_bbox_dn: 0.182641 loss_giou_dn: 0.419212 loss_class_aux_dn: 2.013200 loss_bbox_aux_dn: 1.019889 loss_giou_aux_dn: 2.264152 loss: 15.775654 eta: 5 days, 9:12:35 batch_cost: 0.6596 data_cost: 0.0020 ips: 6.0647 images/s [04/11 00:43:06] ppdet.engine INFO: Epoch: [22] [4100/7329] learning_rate: 0.000100 loss_class: 0.570040 loss_bbox: 0.144044 loss_giou: 0.431043 loss_class_aux: 3.883146 loss_bbox_aux: 0.934958 loss_giou_aux: 2.706915 loss_class_dn: 0.337301 loss_bbox_dn: 0.170580 loss_giou_dn: 0.437053 loss_class_aux_dn: 1.856854 loss_bbox_aux_dn: 1.036275 loss_giou_aux_dn: 2.366864 loss: 14.417612 eta: 5 days, 9:11:27 batch_cost: 0.6433 data_cost: 0.0021 ips: 6.2177 images/s [04/11 00:44:18] ppdet.engine INFO: Epoch: [22] [4200/7329] learning_rate: 0.000100 loss_class: 0.577461 loss_bbox: 0.144695 loss_giou: 0.339084 loss_class_aux: 3.553748 loss_bbox_aux: 0.929342 loss_giou_aux: 2.153325 loss_class_dn: 0.315988 loss_bbox_dn: 0.169475 loss_giou_dn: 0.337778 loss_class_aux_dn: 1.682967 loss_bbox_aux_dn: 1.008509 loss_giou_aux_dn: 1.889299 loss: 14.435169 eta: 5 days, 9:10:23 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0994 images/s [04/11 00:45:28] ppdet.engine INFO: Epoch: [22] [4300/7329] learning_rate: 0.000100 loss_class: 0.594617 loss_bbox: 0.129015 loss_giou: 0.445808 loss_class_aux: 3.852185 loss_bbox_aux: 0.869721 loss_giou_aux: 2.727163 loss_class_dn: 0.331712 loss_bbox_dn: 0.165453 loss_giou_dn: 0.428951 loss_class_aux_dn: 1.796867 loss_bbox_aux_dn: 0.923971 loss_giou_aux_dn: 2.326296 loss: 14.717825 eta: 5 days, 9:09:18 batch_cost: 0.6495 data_cost: 0.0021 ips: 6.1584 images/s [04/11 00:46:38] ppdet.engine INFO: Epoch: [22] [4400/7329] learning_rate: 0.000100 loss_class: 0.621162 loss_bbox: 0.140649 loss_giou: 0.420740 loss_class_aux: 3.953053 loss_bbox_aux: 0.902306 loss_giou_aux: 2.700265 loss_class_dn: 0.353477 loss_bbox_dn: 0.181626 loss_giou_dn: 0.385702 loss_class_aux_dn: 1.871874 loss_bbox_aux_dn: 1.015432 loss_giou_aux_dn: 2.107683 loss: 15.197121 eta: 5 days, 9:08:10 batch_cost: 0.6464 data_cost: 0.0019 ips: 6.1882 images/s [04/11 00:47:49] ppdet.engine INFO: Epoch: [22] [4500/7329] learning_rate: 0.000100 loss_class: 0.600062 loss_bbox: 0.120771 loss_giou: 0.382760 loss_class_aux: 3.668260 loss_bbox_aux: 0.819002 loss_giou_aux: 2.380365 loss_class_dn: 0.332791 loss_bbox_dn: 0.157056 loss_giou_dn: 0.378848 loss_class_aux_dn: 1.772727 loss_bbox_aux_dn: 0.901819 loss_giou_aux_dn: 2.095292 loss: 13.822109 eta: 5 days, 9:07:03 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1970 images/s [04/11 00:49:00] ppdet.engine INFO: Epoch: [22] [4600/7329] learning_rate: 0.000100 loss_class: 0.624784 loss_bbox: 0.158277 loss_giou: 0.395675 loss_class_aux: 3.980953 loss_bbox_aux: 0.998564 loss_giou_aux: 2.434850 loss_class_dn: 0.341382 loss_bbox_dn: 0.170994 loss_giou_dn: 0.391091 loss_class_aux_dn: 1.834945 loss_bbox_aux_dn: 0.948133 loss_giou_aux_dn: 2.100780 loss: 15.204397 eta: 5 days, 9:05:59 batch_cost: 0.6550 data_cost: 0.0021 ips: 6.1072 images/s [04/11 00:50:11] ppdet.engine INFO: Epoch: [22] [4700/7329] learning_rate: 0.000100 loss_class: 0.579323 loss_bbox: 0.141873 loss_giou: 0.403847 loss_class_aux: 3.853590 loss_bbox_aux: 0.898513 loss_giou_aux: 2.504952 loss_class_dn: 0.339689 loss_bbox_dn: 0.162273 loss_giou_dn: 0.409822 loss_class_aux_dn: 1.780238 loss_bbox_aux_dn: 0.941180 loss_giou_aux_dn: 2.269921 loss: 14.510881 eta: 5 days, 9:04:56 batch_cost: 0.6556 data_cost: 0.0022 ips: 6.1017 images/s [04/11 00:51:22] ppdet.engine INFO: Epoch: [22] [4800/7329] learning_rate: 0.000100 loss_class: 0.638718 loss_bbox: 0.153358 loss_giou: 0.387693 loss_class_aux: 4.089518 loss_bbox_aux: 0.923071 loss_giou_aux: 2.506771 loss_class_dn: 0.349274 loss_bbox_dn: 0.173581 loss_giou_dn: 0.422799 loss_class_aux_dn: 1.869029 loss_bbox_aux_dn: 1.003364 loss_giou_aux_dn: 2.303101 loss: 15.828705 eta: 5 days, 9:03:53 batch_cost: 0.6563 data_cost: 0.0020 ips: 6.0949 images/s [04/11 00:52:34] ppdet.engine INFO: Epoch: [22] [4900/7329] learning_rate: 0.000100 loss_class: 0.508984 loss_bbox: 0.127067 loss_giou: 0.305369 loss_class_aux: 3.327107 loss_bbox_aux: 0.818908 loss_giou_aux: 1.869473 loss_class_dn: 0.280258 loss_bbox_dn: 0.157451 loss_giou_dn: 0.314137 loss_class_aux_dn: 1.494357 loss_bbox_aux_dn: 0.956927 loss_giou_aux_dn: 1.727188 loss: 12.220283 eta: 5 days, 9:02:50 batch_cost: 0.6555 data_cost: 0.0021 ips: 6.1022 images/s [04/11 00:53:44] ppdet.engine INFO: Epoch: [22] [5000/7329] learning_rate: 0.000100 loss_class: 0.604366 loss_bbox: 0.138846 loss_giou: 0.414909 loss_class_aux: 3.980625 loss_bbox_aux: 0.852440 loss_giou_aux: 2.771121 loss_class_dn: 0.351254 loss_bbox_dn: 0.152076 loss_giou_dn: 0.440232 loss_class_aux_dn: 1.905863 loss_bbox_aux_dn: 0.904757 loss_giou_aux_dn: 2.415493 loss: 16.056824 eta: 5 days, 9:01:44 batch_cost: 0.6492 data_cost: 0.0022 ips: 6.1618 images/s [04/11 00:54:55] ppdet.engine INFO: Epoch: [22] [5100/7329] learning_rate: 0.000100 loss_class: 0.612541 loss_bbox: 0.144591 loss_giou: 0.434317 loss_class_aux: 4.081105 loss_bbox_aux: 0.935374 loss_giou_aux: 2.706388 loss_class_dn: 0.375874 loss_bbox_dn: 0.160382 loss_giou_dn: 0.458275 loss_class_aux_dn: 2.028799 loss_bbox_aux_dn: 0.919887 loss_giou_aux_dn: 2.514995 loss: 16.062126 eta: 5 days, 9:00:38 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1488 images/s [04/11 00:56:05] ppdet.engine INFO: Epoch: [22] [5200/7329] learning_rate: 0.000100 loss_class: 0.645052 loss_bbox: 0.155430 loss_giou: 0.406822 loss_class_aux: 4.141624 loss_bbox_aux: 1.047091 loss_giou_aux: 2.720416 loss_class_dn: 0.351841 loss_bbox_dn: 0.163699 loss_giou_dn: 0.462415 loss_class_aux_dn: 1.952475 loss_bbox_aux_dn: 0.949114 loss_giou_aux_dn: 2.507196 loss: 16.608976 eta: 5 days, 8:59:31 batch_cost: 0.6455 data_cost: 0.0024 ips: 6.1968 images/s [04/11 00:57:16] ppdet.engine INFO: Epoch: [22] [5300/7329] learning_rate: 0.000100 loss_class: 0.587388 loss_bbox: 0.153952 loss_giou: 0.406699 loss_class_aux: 3.763774 loss_bbox_aux: 0.997363 loss_giou_aux: 2.617898 loss_class_dn: 0.346095 loss_bbox_dn: 0.175190 loss_giou_dn: 0.409455 loss_class_aux_dn: 1.858568 loss_bbox_aux_dn: 1.014376 loss_giou_aux_dn: 2.204197 loss: 14.935671 eta: 5 days, 8:58:26 batch_cost: 0.6521 data_cost: 0.0021 ips: 6.1336 images/s [04/11 00:58:26] ppdet.engine INFO: Epoch: [22] [5400/7329] learning_rate: 0.000100 loss_class: 0.635109 loss_bbox: 0.148268 loss_giou: 0.383402 loss_class_aux: 4.072175 loss_bbox_aux: 0.963141 loss_giou_aux: 2.530545 loss_class_dn: 0.335601 loss_bbox_dn: 0.193072 loss_giou_dn: 0.414119 loss_class_aux_dn: 1.819171 loss_bbox_aux_dn: 1.056309 loss_giou_aux_dn: 2.257086 loss: 14.937877 eta: 5 days, 8:57:21 batch_cost: 0.6511 data_cost: 0.0021 ips: 6.1438 images/s [04/11 00:59:37] ppdet.engine INFO: Epoch: [22] [5500/7329] learning_rate: 0.000100 loss_class: 0.579261 loss_bbox: 0.137910 loss_giou: 0.377111 loss_class_aux: 3.563189 loss_bbox_aux: 0.944327 loss_giou_aux: 2.364487 loss_class_dn: 0.339711 loss_bbox_dn: 0.170829 loss_giou_dn: 0.391624 loss_class_aux_dn: 1.809885 loss_bbox_aux_dn: 0.983182 loss_giou_aux_dn: 2.150621 loss: 14.817853 eta: 5 days, 8:56:14 batch_cost: 0.6476 data_cost: 0.0021 ips: 6.1771 images/s [04/11 01:00:48] ppdet.engine INFO: Epoch: [22] [5600/7329] learning_rate: 0.000100 loss_class: 0.480507 loss_bbox: 0.127787 loss_giou: 0.318502 loss_class_aux: 3.265647 loss_bbox_aux: 0.883475 loss_giou_aux: 1.959321 loss_class_dn: 0.278968 loss_bbox_dn: 0.148252 loss_giou_dn: 0.322181 loss_class_aux_dn: 1.493462 loss_bbox_aux_dn: 0.832417 loss_giou_aux_dn: 1.748780 loss: 12.523006 eta: 5 days, 8:55:10 batch_cost: 0.6552 data_cost: 0.0023 ips: 6.1055 images/s [04/11 01:01:59] ppdet.engine INFO: Epoch: [22] [5700/7329] learning_rate: 0.000100 loss_class: 0.614453 loss_bbox: 0.140116 loss_giou: 0.376271 loss_class_aux: 3.943306 loss_bbox_aux: 0.918612 loss_giou_aux: 2.339640 loss_class_dn: 0.353644 loss_bbox_dn: 0.159633 loss_giou_dn: 0.431569 loss_class_aux_dn: 1.906855 loss_bbox_aux_dn: 0.908185 loss_giou_aux_dn: 2.355627 loss: 15.265121 eta: 5 days, 8:54:06 batch_cost: 0.6531 data_cost: 0.0023 ips: 6.1249 images/s [04/11 01:03:10] ppdet.engine INFO: Epoch: [22] [5800/7329] learning_rate: 0.000100 loss_class: 0.585593 loss_bbox: 0.152163 loss_giou: 0.432130 loss_class_aux: 3.957768 loss_bbox_aux: 1.000418 loss_giou_aux: 2.686389 loss_class_dn: 0.328687 loss_bbox_dn: 0.167050 loss_giou_dn: 0.417083 loss_class_aux_dn: 1.765669 loss_bbox_aux_dn: 0.989275 loss_giou_aux_dn: 2.270234 loss: 14.190067 eta: 5 days, 8:53:00 batch_cost: 0.6487 data_cost: 0.0021 ips: 6.1665 images/s [04/11 01:04:21] ppdet.engine INFO: Epoch: [22] [5900/7329] learning_rate: 0.000100 loss_class: 0.611455 loss_bbox: 0.153001 loss_giou: 0.455941 loss_class_aux: 3.900592 loss_bbox_aux: 1.005349 loss_giou_aux: 2.877938 loss_class_dn: 0.347590 loss_bbox_dn: 0.169367 loss_giou_dn: 0.431626 loss_class_aux_dn: 1.861013 loss_bbox_aux_dn: 0.934980 loss_giou_aux_dn: 2.363244 loss: 16.209913 eta: 5 days, 8:51:55 batch_cost: 0.6518 data_cost: 0.0020 ips: 6.1367 images/s [04/11 01:05:31] ppdet.engine INFO: Epoch: [22] [6000/7329] learning_rate: 0.000100 loss_class: 0.652361 loss_bbox: 0.155805 loss_giou: 0.422570 loss_class_aux: 4.136301 loss_bbox_aux: 1.016726 loss_giou_aux: 2.652527 loss_class_dn: 0.347779 loss_bbox_dn: 0.171850 loss_giou_dn: 0.414908 loss_class_aux_dn: 1.871632 loss_bbox_aux_dn: 0.988210 loss_giou_aux_dn: 2.366241 loss: 16.250481 eta: 5 days, 8:50:49 batch_cost: 0.6481 data_cost: 0.0022 ips: 6.1723 images/s [04/11 01:06:44] ppdet.engine INFO: Epoch: [22] [6100/7329] learning_rate: 0.000100 loss_class: 0.581918 loss_bbox: 0.146366 loss_giou: 0.339650 loss_class_aux: 3.798047 loss_bbox_aux: 0.908039 loss_giou_aux: 2.187374 loss_class_dn: 0.312809 loss_bbox_dn: 0.172087 loss_giou_dn: 0.358587 loss_class_aux_dn: 1.752359 loss_bbox_aux_dn: 0.978494 loss_giou_aux_dn: 1.998092 loss: 13.342993 eta: 5 days, 8:49:49 batch_cost: 0.6648 data_cost: 0.0020 ips: 6.0167 images/s [04/11 01:07:54] ppdet.engine INFO: Epoch: [22] [6200/7329] learning_rate: 0.000100 loss_class: 0.620350 loss_bbox: 0.148176 loss_giou: 0.425569 loss_class_aux: 3.833483 loss_bbox_aux: 0.976997 loss_giou_aux: 2.741763 loss_class_dn: 0.337390 loss_bbox_dn: 0.177747 loss_giou_dn: 0.433123 loss_class_aux_dn: 1.800279 loss_bbox_aux_dn: 1.058071 loss_giou_aux_dn: 2.360119 loss: 15.393066 eta: 5 days, 8:48:44 batch_cost: 0.6511 data_cost: 0.0019 ips: 6.1435 images/s [04/11 01:09:05] ppdet.engine INFO: Epoch: [22] [6300/7329] learning_rate: 0.000100 loss_class: 0.644199 loss_bbox: 0.154140 loss_giou: 0.423056 loss_class_aux: 4.147504 loss_bbox_aux: 1.017888 loss_giou_aux: 2.635787 loss_class_dn: 0.348107 loss_bbox_dn: 0.190741 loss_giou_dn: 0.426277 loss_class_aux_dn: 1.906991 loss_bbox_aux_dn: 1.113198 loss_giou_aux_dn: 2.357194 loss: 15.643074 eta: 5 days, 8:47:40 batch_cost: 0.6541 data_cost: 0.0024 ips: 6.1148 images/s [04/11 01:10:16] ppdet.engine INFO: Epoch: [22] [6400/7329] learning_rate: 0.000100 loss_class: 0.610667 loss_bbox: 0.152438 loss_giou: 0.381276 loss_class_aux: 3.877817 loss_bbox_aux: 0.976158 loss_giou_aux: 2.450177 loss_class_dn: 0.327153 loss_bbox_dn: 0.167762 loss_giou_dn: 0.387040 loss_class_aux_dn: 1.783266 loss_bbox_aux_dn: 0.946222 loss_giou_aux_dn: 2.132938 loss: 14.188200 eta: 5 days, 8:46:35 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1380 images/s [04/11 01:11:26] ppdet.engine INFO: Epoch: [22] [6500/7329] learning_rate: 0.000100 loss_class: 0.644500 loss_bbox: 0.142118 loss_giou: 0.498032 loss_class_aux: 4.083630 loss_bbox_aux: 0.941322 loss_giou_aux: 3.179190 loss_class_dn: 0.367676 loss_bbox_dn: 0.142419 loss_giou_dn: 0.481995 loss_class_aux_dn: 1.943593 loss_bbox_aux_dn: 0.854364 loss_giou_aux_dn: 2.661404 loss: 16.393574 eta: 5 days, 8:45:28 batch_cost: 0.6462 data_cost: 0.0022 ips: 6.1900 images/s [04/11 01:12:37] ppdet.engine INFO: Epoch: [22] [6600/7329] learning_rate: 0.000100 loss_class: 0.572698 loss_bbox: 0.136124 loss_giou: 0.357594 loss_class_aux: 3.577090 loss_bbox_aux: 0.931684 loss_giou_aux: 2.442642 loss_class_dn: 0.327853 loss_bbox_dn: 0.173511 loss_giou_dn: 0.398520 loss_class_aux_dn: 1.766274 loss_bbox_aux_dn: 0.987090 loss_giou_aux_dn: 2.179164 loss: 14.729622 eta: 5 days, 8:44:21 batch_cost: 0.6472 data_cost: 0.0022 ips: 6.1803 images/s [04/11 01:13:46] ppdet.engine INFO: Epoch: [22] [6700/7329] learning_rate: 0.000100 loss_class: 0.650146 loss_bbox: 0.141024 loss_giou: 0.405923 loss_class_aux: 3.958696 loss_bbox_aux: 0.925622 loss_giou_aux: 2.528200 loss_class_dn: 0.325937 loss_bbox_dn: 0.170186 loss_giou_dn: 0.409307 loss_class_aux_dn: 1.772952 loss_bbox_aux_dn: 0.999224 loss_giou_aux_dn: 2.212234 loss: 14.676012 eta: 5 days, 8:43:11 batch_cost: 0.6391 data_cost: 0.0021 ips: 6.2588 images/s [04/11 01:14:57] ppdet.engine INFO: Epoch: [22] [6800/7329] learning_rate: 0.000100 loss_class: 0.524228 loss_bbox: 0.120033 loss_giou: 0.300304 loss_class_aux: 3.418531 loss_bbox_aux: 0.773804 loss_giou_aux: 1.915134 loss_class_dn: 0.295797 loss_bbox_dn: 0.137937 loss_giou_dn: 0.324832 loss_class_aux_dn: 1.633474 loss_bbox_aux_dn: 0.793669 loss_giou_aux_dn: 1.737375 loss: 13.137382 eta: 5 days, 8:42:07 batch_cost: 0.6544 data_cost: 0.0020 ips: 6.1125 images/s [04/11 01:16:09] ppdet.engine INFO: Epoch: [22] [6900/7329] learning_rate: 0.000100 loss_class: 0.599297 loss_bbox: 0.152436 loss_giou: 0.398179 loss_class_aux: 4.013909 loss_bbox_aux: 1.063064 loss_giou_aux: 2.510213 loss_class_dn: 0.358578 loss_bbox_dn: 0.186020 loss_giou_dn: 0.424462 loss_class_aux_dn: 1.910210 loss_bbox_aux_dn: 1.088251 loss_giou_aux_dn: 2.343245 loss: 16.002192 eta: 5 days, 8:41:05 batch_cost: 0.6583 data_cost: 0.0022 ips: 6.0760 images/s [04/11 01:17:20] ppdet.engine INFO: Epoch: [22] [7000/7329] learning_rate: 0.000100 loss_class: 0.672200 loss_bbox: 0.154904 loss_giou: 0.438613 loss_class_aux: 4.239262 loss_bbox_aux: 1.002065 loss_giou_aux: 2.755861 loss_class_dn: 0.367415 loss_bbox_dn: 0.187592 loss_giou_dn: 0.399624 loss_class_aux_dn: 1.953305 loss_bbox_aux_dn: 1.071263 loss_giou_aux_dn: 2.191891 loss: 14.862728 eta: 5 days, 8:39:57 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1971 images/s [04/11 01:18:30] ppdet.engine INFO: Epoch: [22] [7100/7329] learning_rate: 0.000100 loss_class: 0.590786 loss_bbox: 0.134831 loss_giou: 0.375221 loss_class_aux: 3.811850 loss_bbox_aux: 0.861018 loss_giou_aux: 2.407150 loss_class_dn: 0.335596 loss_bbox_dn: 0.168776 loss_giou_dn: 0.387057 loss_class_aux_dn: 1.809145 loss_bbox_aux_dn: 0.986303 loss_giou_aux_dn: 2.114487 loss: 15.775259 eta: 5 days, 8:38:51 batch_cost: 0.6484 data_cost: 0.0023 ips: 6.1689 images/s [04/11 01:19:40] ppdet.engine INFO: Epoch: [22] [7200/7329] learning_rate: 0.000100 loss_class: 0.566104 loss_bbox: 0.127664 loss_giou: 0.355143 loss_class_aux: 3.681343 loss_bbox_aux: 0.839412 loss_giou_aux: 2.206826 loss_class_dn: 0.327708 loss_bbox_dn: 0.141603 loss_giou_dn: 0.374478 loss_class_aux_dn: 1.743529 loss_bbox_aux_dn: 0.875950 loss_giou_aux_dn: 2.063534 loss: 14.056761 eta: 5 days, 8:37:45 batch_cost: 0.6487 data_cost: 0.0020 ips: 6.1662 images/s [04/11 01:20:52] ppdet.engine INFO: Epoch: [22] [7300/7329] learning_rate: 0.000100 loss_class: 0.573069 loss_bbox: 0.149369 loss_giou: 0.356852 loss_class_aux: 3.789130 loss_bbox_aux: 0.981346 loss_giou_aux: 2.244818 loss_class_dn: 0.342263 loss_bbox_dn: 0.187328 loss_giou_dn: 0.371501 loss_class_aux_dn: 1.828052 loss_bbox_aux_dn: 1.079130 loss_giou_aux_dn: 2.030619 loss: 15.252125 eta: 5 days, 8:36:42 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0923 images/s [04/11 01:21:16] ppdet.engine INFO: Eval iter: 0 [04/11 01:21:44] ppdet.engine INFO: Eval iter: 100 [04/11 01:22:11] ppdet.engine INFO: Eval iter: 200 [04/11 01:22:39] ppdet.engine INFO: Eval iter: 300 [04/11 01:23:06] ppdet.engine INFO: Eval iter: 400 [04/11 01:23:33] ppdet.engine INFO: Eval iter: 500 [04/11 01:24:01] ppdet.engine INFO: Eval iter: 600 [04/11 01:24:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 01:24:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.46s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.38s). Accumulating evaluation results... DONE (t=28.65s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.762 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/11 01:27:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.14664608390851 [04/11 01:27:32] ppdet.engine INFO: Best test bbox ap is 0.523. [04/11 01:27:36] ppdet.engine INFO: Epoch: [23] [ 0/7329] learning_rate: 0.000100 loss_class: 0.589040 loss_bbox: 0.142918 loss_giou: 0.358266 loss_class_aux: 3.889161 loss_bbox_aux: 0.966728 loss_giou_aux: 2.329805 loss_class_dn: 0.354306 loss_bbox_dn: 0.178009 loss_giou_dn: 0.374190 loss_class_aux_dn: 1.925345 loss_bbox_aux_dn: 0.973298 loss_giou_aux_dn: 2.030619 loss: 14.983559 eta: 5 days, 8:36:24 batch_cost: 0.6571 data_cost: 0.0021 ips: 6.0873 images/s [04/11 01:28:47] ppdet.engine INFO: Epoch: [23] [ 100/7329] learning_rate: 0.000100 loss_class: 0.586782 loss_bbox: 0.153244 loss_giou: 0.451056 loss_class_aux: 3.842906 loss_bbox_aux: 0.986321 loss_giou_aux: 2.882965 loss_class_dn: 0.358016 loss_bbox_dn: 0.177731 loss_giou_dn: 0.467379 loss_class_aux_dn: 1.917294 loss_bbox_aux_dn: 1.065979 loss_giou_aux_dn: 2.527097 loss: 15.424180 eta: 5 days, 8:35:21 batch_cost: 0.6555 data_cost: 0.0022 ips: 6.1020 images/s [04/11 01:29:56] ppdet.engine INFO: Epoch: [23] [ 200/7329] learning_rate: 0.000100 loss_class: 0.602680 loss_bbox: 0.134288 loss_giou: 0.398462 loss_class_aux: 3.840984 loss_bbox_aux: 0.919700 loss_giou_aux: 2.534089 loss_class_dn: 0.354398 loss_bbox_dn: 0.164028 loss_giou_dn: 0.393609 loss_class_aux_dn: 1.891894 loss_bbox_aux_dn: 0.973985 loss_giou_aux_dn: 2.140127 loss: 14.800627 eta: 5 days, 8:34:12 batch_cost: 0.6416 data_cost: 0.0021 ips: 6.2347 images/s [04/11 01:31:08] ppdet.engine INFO: Epoch: [23] [ 300/7329] learning_rate: 0.000100 loss_class: 0.611737 loss_bbox: 0.147726 loss_giou: 0.408387 loss_class_aux: 3.805115 loss_bbox_aux: 1.004579 loss_giou_aux: 2.602888 loss_class_dn: 0.346404 loss_bbox_dn: 0.182019 loss_giou_dn: 0.419395 loss_class_aux_dn: 1.844987 loss_bbox_aux_dn: 1.076074 loss_giou_aux_dn: 2.351588 loss: 15.614798 eta: 5 days, 8:33:09 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1018 images/s [04/11 01:32:20] ppdet.engine INFO: Epoch: [23] [ 400/7329] learning_rate: 0.000100 loss_class: 0.557514 loss_bbox: 0.133296 loss_giou: 0.329924 loss_class_aux: 3.653494 loss_bbox_aux: 0.872674 loss_giou_aux: 2.179142 loss_class_dn: 0.307811 loss_bbox_dn: 0.164464 loss_giou_dn: 0.357635 loss_class_aux_dn: 1.682033 loss_bbox_aux_dn: 1.021415 loss_giou_aux_dn: 1.972833 loss: 13.100965 eta: 5 days, 8:32:08 batch_cost: 0.6621 data_cost: 0.0021 ips: 6.0415 images/s [04/11 01:33:32] ppdet.engine INFO: Epoch: [23] [ 500/7329] learning_rate: 0.000100 loss_class: 0.630093 loss_bbox: 0.149695 loss_giou: 0.450108 loss_class_aux: 4.099027 loss_bbox_aux: 0.933799 loss_giou_aux: 2.842232 loss_class_dn: 0.335059 loss_bbox_dn: 0.166870 loss_giou_dn: 0.425355 loss_class_aux_dn: 1.796586 loss_bbox_aux_dn: 0.991056 loss_giou_aux_dn: 2.299475 loss: 14.990803 eta: 5 days, 8:31:08 batch_cost: 0.6627 data_cost: 0.0022 ips: 6.0357 images/s [04/11 01:34:45] ppdet.engine INFO: Epoch: [23] [ 600/7329] learning_rate: 0.000100 loss_class: 0.618553 loss_bbox: 0.161757 loss_giou: 0.380601 loss_class_aux: 3.960068 loss_bbox_aux: 1.041746 loss_giou_aux: 2.358894 loss_class_dn: 0.339019 loss_bbox_dn: 0.186192 loss_giou_dn: 0.390324 loss_class_aux_dn: 1.843445 loss_bbox_aux_dn: 1.151366 loss_giou_aux_dn: 2.173306 loss: 15.571154 eta: 5 days, 8:30:09 batch_cost: 0.6653 data_cost: 0.0020 ips: 6.0119 images/s [04/11 01:35:56] ppdet.engine INFO: Epoch: [23] [ 700/7329] learning_rate: 0.000100 loss_class: 0.651746 loss_bbox: 0.145219 loss_giou: 0.480817 loss_class_aux: 4.213013 loss_bbox_aux: 0.976618 loss_giou_aux: 2.887194 loss_class_dn: 0.381015 loss_bbox_dn: 0.167348 loss_giou_dn: 0.433418 loss_class_aux_dn: 2.006061 loss_bbox_aux_dn: 0.974425 loss_giou_aux_dn: 2.357881 loss: 17.033913 eta: 5 days, 8:29:05 batch_cost: 0.6554 data_cost: 0.0020 ips: 6.1027 images/s [04/11 01:37:06] ppdet.engine INFO: Epoch: [23] [ 800/7329] learning_rate: 0.000100 loss_class: 0.590645 loss_bbox: 0.148389 loss_giou: 0.374437 loss_class_aux: 3.784031 loss_bbox_aux: 0.956555 loss_giou_aux: 2.296360 loss_class_dn: 0.339199 loss_bbox_dn: 0.185295 loss_giou_dn: 0.369066 loss_class_aux_dn: 1.848483 loss_bbox_aux_dn: 1.076728 loss_giou_aux_dn: 2.055993 loss: 14.791336 eta: 5 days, 8:27:57 batch_cost: 0.6436 data_cost: 0.0022 ips: 6.2154 images/s [04/11 01:38:15] ppdet.engine INFO: Epoch: [23] [ 900/7329] learning_rate: 0.000100 loss_class: 0.507940 loss_bbox: 0.152233 loss_giou: 0.379881 loss_class_aux: 3.364614 loss_bbox_aux: 0.978430 loss_giou_aux: 2.438519 loss_class_dn: 0.313840 loss_bbox_dn: 0.167761 loss_giou_dn: 0.398493 loss_class_aux_dn: 1.652722 loss_bbox_aux_dn: 0.963333 loss_giou_aux_dn: 2.187666 loss: 13.729682 eta: 5 days, 8:26:47 batch_cost: 0.6406 data_cost: 0.0020 ips: 6.2442 images/s [04/11 01:39:27] ppdet.engine INFO: Epoch: [23] [1000/7329] learning_rate: 0.000100 loss_class: 0.573121 loss_bbox: 0.135446 loss_giou: 0.306524 loss_class_aux: 3.752330 loss_bbox_aux: 0.914041 loss_giou_aux: 1.999656 loss_class_dn: 0.312712 loss_bbox_dn: 0.169586 loss_giou_dn: 0.339868 loss_class_aux_dn: 1.685139 loss_bbox_aux_dn: 1.009494 loss_giou_aux_dn: 1.901999 loss: 13.367002 eta: 5 days, 8:25:44 batch_cost: 0.6561 data_cost: 0.0021 ips: 6.0965 images/s [04/11 01:40:38] ppdet.engine INFO: Epoch: [23] [1100/7329] learning_rate: 0.000100 loss_class: 0.563183 loss_bbox: 0.142311 loss_giou: 0.381288 loss_class_aux: 3.832029 loss_bbox_aux: 0.902593 loss_giou_aux: 2.436836 loss_class_dn: 0.325239 loss_bbox_dn: 0.154452 loss_giou_dn: 0.380365 loss_class_aux_dn: 1.747275 loss_bbox_aux_dn: 0.925370 loss_giou_aux_dn: 2.113082 loss: 14.506884 eta: 5 days, 8:24:41 batch_cost: 0.6571 data_cost: 0.0024 ips: 6.0875 images/s [04/11 01:41:50] ppdet.engine INFO: Epoch: [23] [1200/7329] learning_rate: 0.000100 loss_class: 0.632389 loss_bbox: 0.145025 loss_giou: 0.482330 loss_class_aux: 4.146806 loss_bbox_aux: 0.972646 loss_giou_aux: 3.073760 loss_class_dn: 0.383494 loss_bbox_dn: 0.166865 loss_giou_dn: 0.458780 loss_class_aux_dn: 2.074798 loss_bbox_aux_dn: 0.955617 loss_giou_aux_dn: 2.532959 loss: 16.757540 eta: 5 days, 8:23:39 batch_cost: 0.6577 data_cost: 0.0024 ips: 6.0813 images/s [04/11 01:43:00] ppdet.engine INFO: Epoch: [23] [1300/7329] learning_rate: 0.000100 loss_class: 0.661107 loss_bbox: 0.140777 loss_giou: 0.413735 loss_class_aux: 4.316773 loss_bbox_aux: 0.923725 loss_giou_aux: 2.669022 loss_class_dn: 0.381030 loss_bbox_dn: 0.156208 loss_giou_dn: 0.448309 loss_class_aux_dn: 2.075959 loss_bbox_aux_dn: 0.880272 loss_giou_aux_dn: 2.489703 loss: 16.556704 eta: 5 days, 8:22:33 batch_cost: 0.6481 data_cost: 0.0022 ips: 6.1715 images/s [04/11 01:44:11] ppdet.engine INFO: Epoch: [23] [1400/7329] learning_rate: 0.000100 loss_class: 0.559330 loss_bbox: 0.132482 loss_giou: 0.388586 loss_class_aux: 3.649204 loss_bbox_aux: 0.890141 loss_giou_aux: 2.573312 loss_class_dn: 0.330233 loss_bbox_dn: 0.146095 loss_giou_dn: 0.408815 loss_class_aux_dn: 1.739620 loss_bbox_aux_dn: 0.844958 loss_giou_aux_dn: 2.244728 loss: 14.530066 eta: 5 days, 8:21:30 batch_cost: 0.6570 data_cost: 0.0021 ips: 6.0880 images/s [04/11 01:45:23] ppdet.engine INFO: Epoch: [23] [1500/7329] learning_rate: 0.000100 loss_class: 0.596351 loss_bbox: 0.144234 loss_giou: 0.416411 loss_class_aux: 3.899859 loss_bbox_aux: 0.945396 loss_giou_aux: 2.638239 loss_class_dn: 0.354631 loss_bbox_dn: 0.156189 loss_giou_dn: 0.411958 loss_class_aux_dn: 1.921442 loss_bbox_aux_dn: 0.973312 loss_giou_aux_dn: 2.303497 loss: 15.290418 eta: 5 days, 8:20:27 batch_cost: 0.6560 data_cost: 0.0019 ips: 6.0972 images/s [04/11 01:46:33] ppdet.engine INFO: Epoch: [23] [1600/7329] learning_rate: 0.000100 loss_class: 0.569798 loss_bbox: 0.131096 loss_giou: 0.357590 loss_class_aux: 3.817801 loss_bbox_aux: 0.870794 loss_giou_aux: 2.262879 loss_class_dn: 0.318011 loss_bbox_dn: 0.155283 loss_giou_dn: 0.376409 loss_class_aux_dn: 1.690666 loss_bbox_aux_dn: 0.927402 loss_giou_aux_dn: 2.097806 loss: 14.266151 eta: 5 days, 8:19:19 batch_cost: 0.6463 data_cost: 0.0021 ips: 6.1888 images/s [04/11 01:47:44] ppdet.engine INFO: Epoch: [23] [1700/7329] learning_rate: 0.000100 loss_class: 0.591242 loss_bbox: 0.140186 loss_giou: 0.436045 loss_class_aux: 3.721547 loss_bbox_aux: 0.922724 loss_giou_aux: 2.766589 loss_class_dn: 0.348290 loss_bbox_dn: 0.159498 loss_giou_dn: 0.411005 loss_class_aux_dn: 1.861552 loss_bbox_aux_dn: 0.903991 loss_giou_aux_dn: 2.274918 loss: 15.375120 eta: 5 days, 8:18:17 batch_cost: 0.6581 data_cost: 0.0023 ips: 6.0783 images/s [04/11 01:48:55] ppdet.engine INFO: Epoch: [23] [1800/7329] learning_rate: 0.000100 loss_class: 0.589749 loss_bbox: 0.145778 loss_giou: 0.364901 loss_class_aux: 3.745782 loss_bbox_aux: 0.962029 loss_giou_aux: 2.280791 loss_class_dn: 0.325087 loss_bbox_dn: 0.162637 loss_giou_dn: 0.362910 loss_class_aux_dn: 1.748056 loss_bbox_aux_dn: 0.960134 loss_giou_aux_dn: 2.017546 loss: 14.678234 eta: 5 days, 8:17:13 batch_cost: 0.6543 data_cost: 0.0021 ips: 6.1137 images/s [04/11 01:50:06] ppdet.engine INFO: Epoch: [23] [1900/7329] learning_rate: 0.000100 loss_class: 0.649114 loss_bbox: 0.166521 loss_giou: 0.464670 loss_class_aux: 4.033573 loss_bbox_aux: 1.065578 loss_giou_aux: 2.878904 loss_class_dn: 0.384512 loss_bbox_dn: 0.198517 loss_giou_dn: 0.488744 loss_class_aux_dn: 2.010748 loss_bbox_aux_dn: 1.096266 loss_giou_aux_dn: 2.590034 loss: 16.507259 eta: 5 days, 8:16:07 batch_cost: 0.6482 data_cost: 0.0020 ips: 6.1711 images/s [04/11 01:51:18] ppdet.engine INFO: Epoch: [23] [2000/7329] learning_rate: 0.000100 loss_class: 0.637522 loss_bbox: 0.151880 loss_giou: 0.432448 loss_class_aux: 3.953397 loss_bbox_aux: 0.994574 loss_giou_aux: 2.744947 loss_class_dn: 0.364808 loss_bbox_dn: 0.170328 loss_giou_dn: 0.462990 loss_class_aux_dn: 1.979931 loss_bbox_aux_dn: 0.997536 loss_giou_aux_dn: 2.527508 loss: 16.273754 eta: 5 days, 8:15:05 batch_cost: 0.6583 data_cost: 0.0021 ips: 6.0764 images/s [04/11 01:52:29] ppdet.engine INFO: Epoch: [23] [2100/7329] learning_rate: 0.000100 loss_class: 0.627538 loss_bbox: 0.135309 loss_giou: 0.348536 loss_class_aux: 3.946791 loss_bbox_aux: 0.926836 loss_giou_aux: 2.253665 loss_class_dn: 0.339920 loss_bbox_dn: 0.145847 loss_giou_dn: 0.353060 loss_class_aux_dn: 1.790609 loss_bbox_aux_dn: 0.846459 loss_giou_aux_dn: 1.968355 loss: 14.622669 eta: 5 days, 8:14:01 batch_cost: 0.6541 data_cost: 0.0020 ips: 6.1156 images/s [04/11 01:53:38] ppdet.engine INFO: Epoch: [23] [2200/7329] learning_rate: 0.000100 loss_class: 0.551434 loss_bbox: 0.137897 loss_giou: 0.373706 loss_class_aux: 3.772608 loss_bbox_aux: 0.862475 loss_giou_aux: 2.364399 loss_class_dn: 0.334090 loss_bbox_dn: 0.158882 loss_giou_dn: 0.359850 loss_class_aux_dn: 1.803962 loss_bbox_aux_dn: 0.895315 loss_giou_aux_dn: 2.020543 loss: 14.428457 eta: 5 days, 8:12:50 batch_cost: 0.6385 data_cost: 0.0019 ips: 6.2652 images/s [04/11 01:54:49] ppdet.engine INFO: Epoch: [23] [2300/7329] learning_rate: 0.000100 loss_class: 0.641762 loss_bbox: 0.143008 loss_giou: 0.451393 loss_class_aux: 4.232872 loss_bbox_aux: 0.910533 loss_giou_aux: 2.822460 loss_class_dn: 0.362588 loss_bbox_dn: 0.163094 loss_giou_dn: 0.450559 loss_class_aux_dn: 1.899450 loss_bbox_aux_dn: 0.940582 loss_giou_aux_dn: 2.426272 loss: 15.475053 eta: 5 days, 8:11:45 batch_cost: 0.6509 data_cost: 0.0021 ips: 6.1456 images/s [04/11 01:56:00] ppdet.engine INFO: Epoch: [23] [2400/7329] learning_rate: 0.000100 loss_class: 0.577119 loss_bbox: 0.133219 loss_giou: 0.379138 loss_class_aux: 3.731949 loss_bbox_aux: 0.893840 loss_giou_aux: 2.438051 loss_class_dn: 0.333841 loss_bbox_dn: 0.158391 loss_giou_dn: 0.402055 loss_class_aux_dn: 1.764515 loss_bbox_aux_dn: 0.934786 loss_giou_aux_dn: 2.280989 loss: 14.160006 eta: 5 days, 8:10:40 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1332 images/s [04/11 01:57:10] ppdet.engine INFO: Epoch: [23] [2500/7329] learning_rate: 0.000100 loss_class: 0.632907 loss_bbox: 0.140541 loss_giou: 0.441988 loss_class_aux: 4.026925 loss_bbox_aux: 0.950981 loss_giou_aux: 2.785407 loss_class_dn: 0.363237 loss_bbox_dn: 0.152131 loss_giou_dn: 0.426045 loss_class_aux_dn: 1.958787 loss_bbox_aux_dn: 0.887529 loss_giou_aux_dn: 2.325269 loss: 16.187393 eta: 5 days, 8:09:31 batch_cost: 0.6427 data_cost: 0.0022 ips: 6.2238 images/s [04/11 01:58:20] ppdet.engine INFO: Epoch: [23] [2600/7329] learning_rate: 0.000100 loss_class: 0.597133 loss_bbox: 0.145973 loss_giou: 0.365153 loss_class_aux: 3.775963 loss_bbox_aux: 0.947688 loss_giou_aux: 2.408565 loss_class_dn: 0.331629 loss_bbox_dn: 0.159495 loss_giou_dn: 0.366370 loss_class_aux_dn: 1.812175 loss_bbox_aux_dn: 0.932346 loss_giou_aux_dn: 2.067245 loss: 14.415004 eta: 5 days, 8:08:26 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1576 images/s [04/11 01:59:31] ppdet.engine INFO: Epoch: [23] [2700/7329] learning_rate: 0.000100 loss_class: 0.586088 loss_bbox: 0.147268 loss_giou: 0.395491 loss_class_aux: 3.690919 loss_bbox_aux: 0.941989 loss_giou_aux: 2.584345 loss_class_dn: 0.328763 loss_bbox_dn: 0.166124 loss_giou_dn: 0.412496 loss_class_aux_dn: 1.835709 loss_bbox_aux_dn: 0.967039 loss_giou_aux_dn: 2.266527 loss: 14.289520 eta: 5 days, 8:07:21 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1287 images/s [04/11 02:00:44] ppdet.engine INFO: Epoch: [23] [2800/7329] learning_rate: 0.000100 loss_class: 0.607364 loss_bbox: 0.162967 loss_giou: 0.408103 loss_class_aux: 3.879470 loss_bbox_aux: 1.072340 loss_giou_aux: 2.584034 loss_class_dn: 0.358499 loss_bbox_dn: 0.192040 loss_giou_dn: 0.399211 loss_class_aux_dn: 1.916923 loss_bbox_aux_dn: 1.090879 loss_giou_aux_dn: 2.218253 loss: 15.210466 eta: 5 days, 8:06:21 batch_cost: 0.6627 data_cost: 0.0020 ips: 6.0360 images/s [04/11 02:01:55] ppdet.engine INFO: Epoch: [23] [2900/7329] learning_rate: 0.000100 loss_class: 0.662318 loss_bbox: 0.161144 loss_giou: 0.463985 loss_class_aux: 4.219510 loss_bbox_aux: 1.005895 loss_giou_aux: 2.902476 loss_class_dn: 0.376544 loss_bbox_dn: 0.171125 loss_giou_dn: 0.439758 loss_class_aux_dn: 1.997146 loss_bbox_aux_dn: 0.984733 loss_giou_aux_dn: 2.422653 loss: 16.574860 eta: 5 days, 8:05:17 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1064 images/s [04/11 02:03:05] ppdet.engine INFO: Epoch: [23] [3000/7329] learning_rate: 0.000100 loss_class: 0.606053 loss_bbox: 0.141469 loss_giou: 0.375780 loss_class_aux: 3.813074 loss_bbox_aux: 0.914182 loss_giou_aux: 2.290030 loss_class_dn: 0.335751 loss_bbox_dn: 0.155211 loss_giou_dn: 0.392815 loss_class_aux_dn: 1.767730 loss_bbox_aux_dn: 0.909513 loss_giou_aux_dn: 2.183293 loss: 15.074225 eta: 5 days, 8:04:08 batch_cost: 0.6417 data_cost: 0.0020 ips: 6.2339 images/s [04/11 02:04:15] ppdet.engine INFO: Epoch: [23] [3100/7329] learning_rate: 0.000100 loss_class: 0.601566 loss_bbox: 0.140338 loss_giou: 0.385743 loss_class_aux: 3.964583 loss_bbox_aux: 0.913169 loss_giou_aux: 2.463453 loss_class_dn: 0.317876 loss_bbox_dn: 0.168035 loss_giou_dn: 0.380706 loss_class_aux_dn: 1.721712 loss_bbox_aux_dn: 1.023584 loss_giou_aux_dn: 2.085950 loss: 14.689898 eta: 5 days, 8:03:02 batch_cost: 0.6497 data_cost: 0.0020 ips: 6.1568 images/s [04/11 02:05:25] ppdet.engine INFO: Epoch: [23] [3200/7329] learning_rate: 0.000100 loss_class: 0.619417 loss_bbox: 0.137309 loss_giou: 0.392983 loss_class_aux: 3.961305 loss_bbox_aux: 0.891941 loss_giou_aux: 2.485602 loss_class_dn: 0.351775 loss_bbox_dn: 0.153458 loss_giou_dn: 0.398254 loss_class_aux_dn: 1.853314 loss_bbox_aux_dn: 0.886721 loss_giou_aux_dn: 2.196084 loss: 15.039377 eta: 5 days, 8:01:55 batch_cost: 0.6466 data_cost: 0.0022 ips: 6.1866 images/s [04/11 02:06:37] ppdet.engine INFO: Epoch: [23] [3300/7329] learning_rate: 0.000100 loss_class: 0.517662 loss_bbox: 0.133749 loss_giou: 0.291366 loss_class_aux: 3.226442 loss_bbox_aux: 0.859553 loss_giou_aux: 1.932764 loss_class_dn: 0.269501 loss_bbox_dn: 0.163386 loss_giou_dn: 0.327135 loss_class_aux_dn: 1.475954 loss_bbox_aux_dn: 0.928008 loss_giou_aux_dn: 1.880233 loss: 11.987196 eta: 5 days, 8:00:52 batch_cost: 0.6556 data_cost: 0.0022 ips: 6.1014 images/s [04/11 02:07:48] ppdet.engine INFO: Epoch: [23] [3400/7329] learning_rate: 0.000100 loss_class: 0.590846 loss_bbox: 0.145630 loss_giou: 0.468315 loss_class_aux: 3.890281 loss_bbox_aux: 0.947056 loss_giou_aux: 2.925926 loss_class_dn: 0.339386 loss_bbox_dn: 0.144480 loss_giou_dn: 0.401957 loss_class_aux_dn: 1.786215 loss_bbox_aux_dn: 0.862653 loss_giou_aux_dn: 2.189726 loss: 14.848711 eta: 5 days, 7:59:48 batch_cost: 0.6551 data_cost: 0.0021 ips: 6.1062 images/s [04/11 02:08:59] ppdet.engine INFO: Epoch: [23] [3500/7329] learning_rate: 0.000100 loss_class: 0.593492 loss_bbox: 0.140620 loss_giou: 0.356757 loss_class_aux: 4.006432 loss_bbox_aux: 0.894040 loss_giou_aux: 2.218569 loss_class_dn: 0.338616 loss_bbox_dn: 0.171812 loss_giou_dn: 0.354827 loss_class_aux_dn: 1.809468 loss_bbox_aux_dn: 1.030080 loss_giou_aux_dn: 2.017998 loss: 14.011223 eta: 5 days, 7:58:45 batch_cost: 0.6552 data_cost: 0.0021 ips: 6.1052 images/s [04/11 02:10:10] ppdet.engine INFO: Epoch: [23] [3600/7329] learning_rate: 0.000100 loss_class: 0.600571 loss_bbox: 0.145556 loss_giou: 0.347158 loss_class_aux: 3.944795 loss_bbox_aux: 0.944681 loss_giou_aux: 2.241671 loss_class_dn: 0.298384 loss_bbox_dn: 0.183175 loss_giou_dn: 0.376385 loss_class_aux_dn: 1.627736 loss_bbox_aux_dn: 1.037322 loss_giou_aux_dn: 2.070483 loss: 13.770002 eta: 5 days, 7:57:41 batch_cost: 0.6552 data_cost: 0.0021 ips: 6.1054 images/s [04/11 02:11:22] ppdet.engine INFO: Epoch: [23] [3700/7329] learning_rate: 0.000100 loss_class: 0.586383 loss_bbox: 0.129950 loss_giou: 0.418906 loss_class_aux: 3.849429 loss_bbox_aux: 0.847189 loss_giou_aux: 2.632541 loss_class_dn: 0.350842 loss_bbox_dn: 0.136134 loss_giou_dn: 0.414912 loss_class_aux_dn: 1.871500 loss_bbox_aux_dn: 0.801234 loss_giou_aux_dn: 2.280258 loss: 15.518694 eta: 5 days, 7:56:37 batch_cost: 0.6534 data_cost: 0.0020 ips: 6.1218 images/s [04/11 02:12:32] ppdet.engine INFO: Epoch: [23] [3800/7329] learning_rate: 0.000100 loss_class: 0.627687 loss_bbox: 0.134732 loss_giou: 0.441065 loss_class_aux: 3.966616 loss_bbox_aux: 0.857354 loss_giou_aux: 2.778556 loss_class_dn: 0.348760 loss_bbox_dn: 0.149964 loss_giou_dn: 0.416748 loss_class_aux_dn: 1.901400 loss_bbox_aux_dn: 0.886923 loss_giou_aux_dn: 2.264740 loss: 15.548532 eta: 5 days, 7:55:29 batch_cost: 0.6454 data_cost: 0.0020 ips: 6.1978 images/s [04/11 02:13:43] ppdet.engine INFO: Epoch: [23] [3900/7329] learning_rate: 0.000100 loss_class: 0.591630 loss_bbox: 0.124883 loss_giou: 0.354565 loss_class_aux: 3.862275 loss_bbox_aux: 0.809713 loss_giou_aux: 2.234084 loss_class_dn: 0.331881 loss_bbox_dn: 0.154404 loss_giou_dn: 0.384128 loss_class_aux_dn: 1.799151 loss_bbox_aux_dn: 0.914315 loss_giou_aux_dn: 2.132336 loss: 14.431452 eta: 5 days, 7:54:26 batch_cost: 0.6546 data_cost: 0.0021 ips: 6.1110 images/s [04/11 02:14:53] ppdet.engine INFO: Epoch: [23] [4000/7329] learning_rate: 0.000100 loss_class: 0.564345 loss_bbox: 0.132177 loss_giou: 0.333210 loss_class_aux: 3.635313 loss_bbox_aux: 0.852612 loss_giou_aux: 2.110432 loss_class_dn: 0.297915 loss_bbox_dn: 0.160309 loss_giou_dn: 0.307582 loss_class_aux_dn: 1.640130 loss_bbox_aux_dn: 0.946138 loss_giou_aux_dn: 1.724558 loss: 12.782304 eta: 5 days, 7:53:19 batch_cost: 0.6474 data_cost: 0.0021 ips: 6.1786 images/s [04/11 02:16:05] ppdet.engine INFO: Epoch: [23] [4100/7329] learning_rate: 0.000100 loss_class: 0.633710 loss_bbox: 0.147475 loss_giou: 0.376953 loss_class_aux: 4.056353 loss_bbox_aux: 0.988824 loss_giou_aux: 2.417607 loss_class_dn: 0.336800 loss_bbox_dn: 0.179279 loss_giou_dn: 0.414257 loss_class_aux_dn: 1.842859 loss_bbox_aux_dn: 1.039160 loss_giou_aux_dn: 2.202604 loss: 15.917198 eta: 5 days, 7:52:16 batch_cost: 0.6579 data_cost: 0.0019 ips: 6.0800 images/s [04/11 02:17:16] ppdet.engine INFO: Epoch: [23] [4200/7329] learning_rate: 0.000100 loss_class: 0.586718 loss_bbox: 0.147553 loss_giou: 0.403764 loss_class_aux: 3.773036 loss_bbox_aux: 0.959296 loss_giou_aux: 2.534634 loss_class_dn: 0.330890 loss_bbox_dn: 0.152839 loss_giou_dn: 0.405821 loss_class_aux_dn: 1.835953 loss_bbox_aux_dn: 0.900394 loss_giou_aux_dn: 2.183676 loss: 14.538974 eta: 5 days, 7:51:11 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1542 images/s [04/11 02:18:28] ppdet.engine INFO: Epoch: [23] [4300/7329] learning_rate: 0.000100 loss_class: 0.593967 loss_bbox: 0.139279 loss_giou: 0.398113 loss_class_aux: 3.805781 loss_bbox_aux: 0.913973 loss_giou_aux: 2.543060 loss_class_dn: 0.340697 loss_bbox_dn: 0.167181 loss_giou_dn: 0.401453 loss_class_aux_dn: 1.836044 loss_bbox_aux_dn: 0.970223 loss_giou_aux_dn: 2.168940 loss: 14.716751 eta: 5 days, 7:50:10 batch_cost: 0.6623 data_cost: 0.0020 ips: 6.0394 images/s [04/11 02:19:40] ppdet.engine INFO: Epoch: [23] [4400/7329] learning_rate: 0.000100 loss_class: 0.636187 loss_bbox: 0.146291 loss_giou: 0.404901 loss_class_aux: 3.943676 loss_bbox_aux: 0.960560 loss_giou_aux: 2.539783 loss_class_dn: 0.331931 loss_bbox_dn: 0.177667 loss_giou_dn: 0.409633 loss_class_aux_dn: 1.759261 loss_bbox_aux_dn: 1.018228 loss_giou_aux_dn: 2.245654 loss: 14.898022 eta: 5 days, 7:49:09 batch_cost: 0.6603 data_cost: 0.0021 ips: 6.0578 images/s [04/11 02:20:51] ppdet.engine INFO: Epoch: [23] [4500/7329] learning_rate: 0.000100 loss_class: 0.536135 loss_bbox: 0.140547 loss_giou: 0.314568 loss_class_aux: 3.543931 loss_bbox_aux: 0.945248 loss_giou_aux: 2.058638 loss_class_dn: 0.291393 loss_bbox_dn: 0.163886 loss_giou_dn: 0.331426 loss_class_aux_dn: 1.624637 loss_bbox_aux_dn: 0.970578 loss_giou_aux_dn: 1.834629 loss: 13.772878 eta: 5 days, 7:48:05 batch_cost: 0.6556 data_cost: 0.0021 ips: 6.1014 images/s [04/11 02:22:03] ppdet.engine INFO: Epoch: [23] [4600/7329] learning_rate: 0.000100 loss_class: 0.603315 loss_bbox: 0.145511 loss_giou: 0.421763 loss_class_aux: 3.947600 loss_bbox_aux: 0.891078 loss_giou_aux: 2.676571 loss_class_dn: 0.347095 loss_bbox_dn: 0.152470 loss_giou_dn: 0.397685 loss_class_aux_dn: 1.905562 loss_bbox_aux_dn: 0.891911 loss_giou_aux_dn: 2.229679 loss: 14.838572 eta: 5 days, 7:47:02 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1085 images/s [04/11 02:23:14] ppdet.engine INFO: Epoch: [23] [4700/7329] learning_rate: 0.000100 loss_class: 0.594328 loss_bbox: 0.145675 loss_giou: 0.389458 loss_class_aux: 3.845590 loss_bbox_aux: 0.950803 loss_giou_aux: 2.541211 loss_class_dn: 0.344593 loss_bbox_dn: 0.170457 loss_giou_dn: 0.412183 loss_class_aux_dn: 1.848853 loss_bbox_aux_dn: 1.001983 loss_giou_aux_dn: 2.284695 loss: 14.781575 eta: 5 days, 7:45:56 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1481 images/s [04/11 02:24:25] ppdet.engine INFO: Epoch: [23] [4800/7329] learning_rate: 0.000100 loss_class: 0.612975 loss_bbox: 0.168521 loss_giou: 0.368057 loss_class_aux: 3.846817 loss_bbox_aux: 1.007097 loss_giou_aux: 2.367071 loss_class_dn: 0.329726 loss_bbox_dn: 0.182729 loss_giou_dn: 0.363581 loss_class_aux_dn: 1.786397 loss_bbox_aux_dn: 1.083322 loss_giou_aux_dn: 2.074821 loss: 14.448368 eta: 5 days, 7:44:52 batch_cost: 0.6524 data_cost: 0.0025 ips: 6.1311 images/s [04/11 02:25:35] ppdet.engine INFO: Epoch: [23] [4900/7329] learning_rate: 0.000100 loss_class: 0.618734 loss_bbox: 0.130503 loss_giou: 0.397421 loss_class_aux: 3.969120 loss_bbox_aux: 0.857631 loss_giou_aux: 2.524498 loss_class_dn: 0.352609 loss_bbox_dn: 0.150342 loss_giou_dn: 0.396443 loss_class_aux_dn: 1.893218 loss_bbox_aux_dn: 0.900906 loss_giou_aux_dn: 2.172884 loss: 14.905418 eta: 5 days, 7:43:45 batch_cost: 0.6470 data_cost: 0.0020 ips: 6.1825 images/s [04/11 02:26:46] ppdet.engine INFO: Epoch: [23] [5000/7329] learning_rate: 0.000100 loss_class: 0.635560 loss_bbox: 0.145573 loss_giou: 0.387222 loss_class_aux: 4.074439 loss_bbox_aux: 0.929053 loss_giou_aux: 2.456826 loss_class_dn: 0.362954 loss_bbox_dn: 0.172392 loss_giou_dn: 0.388772 loss_class_aux_dn: 1.923841 loss_bbox_aux_dn: 0.977356 loss_giou_aux_dn: 2.164363 loss: 15.029107 eta: 5 days, 7:42:38 batch_cost: 0.6464 data_cost: 0.0024 ips: 6.1881 images/s [04/11 02:27:56] ppdet.engine INFO: Epoch: [23] [5100/7329] learning_rate: 0.000100 loss_class: 0.595617 loss_bbox: 0.150443 loss_giou: 0.390090 loss_class_aux: 3.793588 loss_bbox_aux: 0.976952 loss_giou_aux: 2.463666 loss_class_dn: 0.363101 loss_bbox_dn: 0.172957 loss_giou_dn: 0.382624 loss_class_aux_dn: 1.921973 loss_bbox_aux_dn: 1.010061 loss_giou_aux_dn: 2.051984 loss: 14.183237 eta: 5 days, 7:41:30 batch_cost: 0.6458 data_cost: 0.0023 ips: 6.1943 images/s [04/11 02:29:09] ppdet.engine INFO: Epoch: [23] [5200/7329] learning_rate: 0.000100 loss_class: 0.655344 loss_bbox: 0.140606 loss_giou: 0.437279 loss_class_aux: 4.012266 loss_bbox_aux: 0.920827 loss_giou_aux: 2.773596 loss_class_dn: 0.358172 loss_bbox_dn: 0.178444 loss_giou_dn: 0.431343 loss_class_aux_dn: 1.925787 loss_bbox_aux_dn: 1.035348 loss_giou_aux_dn: 2.426377 loss: 15.780714 eta: 5 days, 7:40:31 batch_cost: 0.6670 data_cost: 0.0022 ips: 5.9974 images/s [04/11 02:30:22] ppdet.engine INFO: Epoch: [23] [5300/7329] learning_rate: 0.000100 loss_class: 0.587733 loss_bbox: 0.143045 loss_giou: 0.408676 loss_class_aux: 3.878526 loss_bbox_aux: 0.900976 loss_giou_aux: 2.615650 loss_class_dn: 0.325982 loss_bbox_dn: 0.172241 loss_giou_dn: 0.407921 loss_class_aux_dn: 1.802872 loss_bbox_aux_dn: 1.021495 loss_giou_aux_dn: 2.243930 loss: 14.204269 eta: 5 days, 7:39:33 batch_cost: 0.6687 data_cost: 0.0023 ips: 5.9820 images/s [04/11 02:31:33] ppdet.engine INFO: Epoch: [23] [5400/7329] learning_rate: 0.000100 loss_class: 0.637727 loss_bbox: 0.148632 loss_giou: 0.432936 loss_class_aux: 4.018589 loss_bbox_aux: 0.999888 loss_giou_aux: 2.688578 loss_class_dn: 0.364292 loss_bbox_dn: 0.167073 loss_giou_dn: 0.434776 loss_class_aux_dn: 1.929198 loss_bbox_aux_dn: 0.967241 loss_giou_aux_dn: 2.422207 loss: 15.455186 eta: 5 days, 7:38:30 batch_cost: 0.6566 data_cost: 0.0018 ips: 6.0923 images/s [04/11 02:32:44] ppdet.engine INFO: Epoch: [23] [5500/7329] learning_rate: 0.000100 loss_class: 0.654763 loss_bbox: 0.151942 loss_giou: 0.443318 loss_class_aux: 4.192045 loss_bbox_aux: 1.048046 loss_giou_aux: 2.750802 loss_class_dn: 0.350611 loss_bbox_dn: 0.178773 loss_giou_dn: 0.433497 loss_class_aux_dn: 1.896763 loss_bbox_aux_dn: 1.041331 loss_giou_aux_dn: 2.376563 loss: 15.572183 eta: 5 days, 7:37:25 batch_cost: 0.6508 data_cost: 0.0019 ips: 6.1462 images/s [04/11 02:33:55] ppdet.engine INFO: Epoch: [23] [5600/7329] learning_rate: 0.000100 loss_class: 0.569669 loss_bbox: 0.143680 loss_giou: 0.363365 loss_class_aux: 3.762447 loss_bbox_aux: 0.906530 loss_giou_aux: 2.315921 loss_class_dn: 0.339267 loss_bbox_dn: 0.166086 loss_giou_dn: 0.388907 loss_class_aux_dn: 1.827509 loss_bbox_aux_dn: 0.983204 loss_giou_aux_dn: 2.157084 loss: 14.155630 eta: 5 days, 7:36:19 batch_cost: 0.6484 data_cost: 0.0020 ips: 6.1691 images/s [04/11 02:35:06] ppdet.engine INFO: Epoch: [23] [5700/7329] learning_rate: 0.000100 loss_class: 0.594050 loss_bbox: 0.147842 loss_giou: 0.358156 loss_class_aux: 3.846905 loss_bbox_aux: 0.935939 loss_giou_aux: 2.308884 loss_class_dn: 0.324780 loss_bbox_dn: 0.171364 loss_giou_dn: 0.377304 loss_class_aux_dn: 1.772951 loss_bbox_aux_dn: 0.988278 loss_giou_aux_dn: 2.051046 loss: 14.569081 eta: 5 days, 7:35:15 batch_cost: 0.6538 data_cost: 0.0021 ips: 6.1177 images/s [04/11 02:36:15] ppdet.engine INFO: Epoch: [23] [5800/7329] learning_rate: 0.000100 loss_class: 0.633818 loss_bbox: 0.162583 loss_giou: 0.447891 loss_class_aux: 4.087752 loss_bbox_aux: 1.018377 loss_giou_aux: 2.832201 loss_class_dn: 0.365365 loss_bbox_dn: 0.160867 loss_giou_dn: 0.439595 loss_class_aux_dn: 1.985426 loss_bbox_aux_dn: 0.981909 loss_giou_aux_dn: 2.424997 loss: 15.279617 eta: 5 days, 7:34:06 batch_cost: 0.6439 data_cost: 0.0024 ips: 6.2125 images/s [04/11 02:37:26] ppdet.engine INFO: Epoch: [23] [5900/7329] learning_rate: 0.000100 loss_class: 0.575941 loss_bbox: 0.150840 loss_giou: 0.400160 loss_class_aux: 3.736280 loss_bbox_aux: 0.980354 loss_giou_aux: 2.533507 loss_class_dn: 0.330962 loss_bbox_dn: 0.170874 loss_giou_dn: 0.383329 loss_class_aux_dn: 1.813784 loss_bbox_aux_dn: 0.958413 loss_giou_aux_dn: 2.117563 loss: 14.651038 eta: 5 days, 7:33:01 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1390 images/s [04/11 02:38:38] ppdet.engine INFO: Epoch: [23] [6000/7329] learning_rate: 0.000100 loss_class: 0.632139 loss_bbox: 0.141530 loss_giou: 0.368634 loss_class_aux: 3.904079 loss_bbox_aux: 0.924200 loss_giou_aux: 2.387975 loss_class_dn: 0.330882 loss_bbox_dn: 0.171037 loss_giou_dn: 0.362154 loss_class_aux_dn: 1.807154 loss_bbox_aux_dn: 0.999452 loss_giou_aux_dn: 1.968004 loss: 14.406208 eta: 5 days, 7:31:59 batch_cost: 0.6576 data_cost: 0.0022 ips: 6.0831 images/s [04/11 02:39:49] ppdet.engine INFO: Epoch: [23] [6100/7329] learning_rate: 0.000100 loss_class: 0.595034 loss_bbox: 0.142203 loss_giou: 0.369740 loss_class_aux: 3.973390 loss_bbox_aux: 0.916131 loss_giou_aux: 2.465457 loss_class_dn: 0.339222 loss_bbox_dn: 0.154288 loss_giou_dn: 0.386790 loss_class_aux_dn: 1.817156 loss_bbox_aux_dn: 0.918345 loss_giou_aux_dn: 2.160047 loss: 14.677382 eta: 5 days, 7:30:55 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1120 images/s [04/11 02:41:00] ppdet.engine INFO: Epoch: [23] [6200/7329] learning_rate: 0.000100 loss_class: 0.602118 loss_bbox: 0.141881 loss_giou: 0.394147 loss_class_aux: 3.761539 loss_bbox_aux: 0.926600 loss_giou_aux: 2.443345 loss_class_dn: 0.309602 loss_bbox_dn: 0.175513 loss_giou_dn: 0.403720 loss_class_aux_dn: 1.620352 loss_bbox_aux_dn: 1.044858 loss_giou_aux_dn: 2.176745 loss: 13.764757 eta: 5 days, 7:29:50 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1321 images/s [04/11 02:42:10] ppdet.engine INFO: Epoch: [23] [6300/7329] learning_rate: 0.000100 loss_class: 0.672513 loss_bbox: 0.150561 loss_giou: 0.465296 loss_class_aux: 4.218412 loss_bbox_aux: 0.970729 loss_giou_aux: 2.953139 loss_class_dn: 0.364419 loss_bbox_dn: 0.179248 loss_giou_dn: 0.459253 loss_class_aux_dn: 1.920841 loss_bbox_aux_dn: 1.005915 loss_giou_aux_dn: 2.503187 loss: 16.217453 eta: 5 days, 7:28:43 batch_cost: 0.6474 data_cost: 0.0022 ips: 6.1784 images/s [04/11 02:43:21] ppdet.engine INFO: Epoch: [23] [6400/7329] learning_rate: 0.000100 loss_class: 0.637464 loss_bbox: 0.152091 loss_giou: 0.467267 loss_class_aux: 4.279357 loss_bbox_aux: 0.950774 loss_giou_aux: 2.872932 loss_class_dn: 0.367493 loss_bbox_dn: 0.158569 loss_giou_dn: 0.442236 loss_class_aux_dn: 2.003180 loss_bbox_aux_dn: 0.957237 loss_giou_aux_dn: 2.363410 loss: 16.038696 eta: 5 days, 7:27:40 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1115 images/s [04/11 02:44:34] ppdet.engine INFO: Epoch: [23] [6500/7329] learning_rate: 0.000100 loss_class: 0.570041 loss_bbox: 0.146998 loss_giou: 0.378525 loss_class_aux: 3.705279 loss_bbox_aux: 0.922381 loss_giou_aux: 2.315626 loss_class_dn: 0.343147 loss_bbox_dn: 0.164208 loss_giou_dn: 0.386112 loss_class_aux_dn: 1.896646 loss_bbox_aux_dn: 0.952294 loss_giou_aux_dn: 2.157018 loss: 15.464205 eta: 5 days, 7:26:41 batch_cost: 0.6680 data_cost: 0.0019 ips: 5.9883 images/s [04/11 02:45:46] ppdet.engine INFO: Epoch: [23] [6600/7329] learning_rate: 0.000100 loss_class: 0.631940 loss_bbox: 0.143488 loss_giou: 0.450109 loss_class_aux: 4.181352 loss_bbox_aux: 0.995977 loss_giou_aux: 2.805065 loss_class_dn: 0.383677 loss_bbox_dn: 0.168589 loss_giou_dn: 0.476233 loss_class_aux_dn: 2.020579 loss_bbox_aux_dn: 0.941721 loss_giou_aux_dn: 2.549640 loss: 15.945259 eta: 5 days, 7:25:37 batch_cost: 0.6549 data_cost: 0.0019 ips: 6.1080 images/s [04/11 02:46:56] ppdet.engine INFO: Epoch: [23] [6700/7329] learning_rate: 0.000100 loss_class: 0.654491 loss_bbox: 0.157873 loss_giou: 0.459738 loss_class_aux: 4.290358 loss_bbox_aux: 1.036015 loss_giou_aux: 2.937550 loss_class_dn: 0.367345 loss_bbox_dn: 0.194797 loss_giou_dn: 0.464262 loss_class_aux_dn: 1.944398 loss_bbox_aux_dn: 1.119028 loss_giou_aux_dn: 2.500603 loss: 15.991732 eta: 5 days, 7:24:31 batch_cost: 0.6475 data_cost: 0.0020 ips: 6.1776 images/s [04/11 02:48:07] ppdet.engine INFO: Epoch: [23] [6800/7329] learning_rate: 0.000100 loss_class: 0.578417 loss_bbox: 0.143424 loss_giou: 0.403783 loss_class_aux: 3.817277 loss_bbox_aux: 0.897195 loss_giou_aux: 2.525270 loss_class_dn: 0.342259 loss_bbox_dn: 0.152979 loss_giou_dn: 0.409038 loss_class_aux_dn: 1.810722 loss_bbox_aux_dn: 0.914597 loss_giou_aux_dn: 2.267711 loss: 14.708502 eta: 5 days, 7:23:24 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1759 images/s [04/11 02:49:17] ppdet.engine INFO: Epoch: [23] [6900/7329] learning_rate: 0.000100 loss_class: 0.640424 loss_bbox: 0.150175 loss_giou: 0.436951 loss_class_aux: 3.980263 loss_bbox_aux: 1.012827 loss_giou_aux: 2.667474 loss_class_dn: 0.342734 loss_bbox_dn: 0.184214 loss_giou_dn: 0.407780 loss_class_aux_dn: 1.826560 loss_bbox_aux_dn: 1.077965 loss_giou_aux_dn: 2.227930 loss: 15.598522 eta: 5 days, 7:22:18 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1770 images/s [04/11 02:50:29] ppdet.engine INFO: Epoch: [23] [7000/7329] learning_rate: 0.000100 loss_class: 0.631803 loss_bbox: 0.139160 loss_giou: 0.387601 loss_class_aux: 4.041549 loss_bbox_aux: 0.923594 loss_giou_aux: 2.370939 loss_class_dn: 0.355043 loss_bbox_dn: 0.158299 loss_giou_dn: 0.394283 loss_class_aux_dn: 1.852434 loss_bbox_aux_dn: 0.887278 loss_giou_aux_dn: 2.122179 loss: 15.353482 eta: 5 days, 7:21:15 batch_cost: 0.6568 data_cost: 0.0019 ips: 6.0903 images/s [04/11 02:51:40] ppdet.engine INFO: Epoch: [23] [7100/7329] learning_rate: 0.000100 loss_class: 0.611239 loss_bbox: 0.146925 loss_giou: 0.387930 loss_class_aux: 4.094041 loss_bbox_aux: 0.931071 loss_giou_aux: 2.436459 loss_class_dn: 0.341061 loss_bbox_dn: 0.169520 loss_giou_dn: 0.372536 loss_class_aux_dn: 1.854394 loss_bbox_aux_dn: 0.961202 loss_giou_aux_dn: 2.043945 loss: 14.551535 eta: 5 days, 7:20:11 batch_cost: 0.6563 data_cost: 0.0022 ips: 6.0952 images/s [04/11 02:52:51] ppdet.engine INFO: Epoch: [23] [7200/7329] learning_rate: 0.000100 loss_class: 0.575218 loss_bbox: 0.136220 loss_giou: 0.329600 loss_class_aux: 3.677806 loss_bbox_aux: 0.884897 loss_giou_aux: 2.122463 loss_class_dn: 0.317691 loss_bbox_dn: 0.155324 loss_giou_dn: 0.339313 loss_class_aux_dn: 1.775692 loss_bbox_aux_dn: 0.939384 loss_giou_aux_dn: 1.858952 loss: 13.024049 eta: 5 days, 7:19:06 batch_cost: 0.6496 data_cost: 0.0022 ips: 6.1573 images/s [04/11 02:54:05] ppdet.engine INFO: Epoch: [23] [7300/7329] learning_rate: 0.000100 loss_class: 0.501017 loss_bbox: 0.144485 loss_giou: 0.325929 loss_class_aux: 3.239877 loss_bbox_aux: 0.906893 loss_giou_aux: 2.094896 loss_class_dn: 0.299445 loss_bbox_dn: 0.166364 loss_giou_dn: 0.370703 loss_class_aux_dn: 1.658226 loss_bbox_aux_dn: 1.004702 loss_giou_aux_dn: 2.069347 loss: 13.082323 eta: 5 days, 7:18:09 batch_cost: 0.6734 data_cost: 0.0020 ips: 5.9400 images/s [04/11 02:54:29] ppdet.engine INFO: Eval iter: 0 [04/11 02:54:56] ppdet.engine INFO: Eval iter: 100 [04/11 02:55:24] ppdet.engine INFO: Eval iter: 200 [04/11 02:55:52] ppdet.engine INFO: Eval iter: 300 [04/11 02:56:20] ppdet.engine INFO: Eval iter: 400 [04/11 02:56:48] ppdet.engine INFO: Eval iter: 500 [04/11 02:57:16] ppdet.engine INFO: Eval iter: 600 [04/11 02:57:56] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 02:57:57] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.29s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.45s). Accumulating evaluation results... DONE (t=28.86s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.536 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/11 03:00:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.727055817670294 [04/11 03:00:47] ppdet.engine INFO: Best test bbox ap is 0.525. [04/11 03:00:51] ppdet.engine INFO: Epoch: [24] [ 0/7329] learning_rate: 0.000100 loss_class: 0.538826 loss_bbox: 0.135848 loss_giou: 0.302056 loss_class_aux: 3.458630 loss_bbox_aux: 0.866249 loss_giou_aux: 1.980751 loss_class_dn: 0.312543 loss_bbox_dn: 0.155096 loss_giou_dn: 0.330376 loss_class_aux_dn: 1.688444 loss_bbox_aux_dn: 0.937337 loss_giou_aux_dn: 1.856960 loss: 13.395480 eta: 5 days, 7:17:51 batch_cost: 0.6613 data_cost: 0.0020 ips: 6.0483 images/s [04/11 03:02:00] ppdet.engine INFO: Epoch: [24] [ 100/7329] learning_rate: 0.000100 loss_class: 0.614945 loss_bbox: 0.133678 loss_giou: 0.443727 loss_class_aux: 4.153833 loss_bbox_aux: 0.879278 loss_giou_aux: 2.786769 loss_class_dn: 0.371153 loss_bbox_dn: 0.172532 loss_giou_dn: 0.453858 loss_class_aux_dn: 1.953819 loss_bbox_aux_dn: 0.951000 loss_giou_aux_dn: 2.519210 loss: 15.727016 eta: 5 days, 7:16:42 batch_cost: 0.6412 data_cost: 0.0019 ips: 6.2380 images/s [04/11 03:03:11] ppdet.engine INFO: Epoch: [24] [ 200/7329] learning_rate: 0.000100 loss_class: 0.703858 loss_bbox: 0.153176 loss_giou: 0.442418 loss_class_aux: 4.505167 loss_bbox_aux: 1.013203 loss_giou_aux: 2.910987 loss_class_dn: 0.390392 loss_bbox_dn: 0.182107 loss_giou_dn: 0.475246 loss_class_aux_dn: 2.081764 loss_bbox_aux_dn: 1.058619 loss_giou_aux_dn: 2.573772 loss: 17.329029 eta: 5 days, 7:15:36 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1483 images/s [04/11 03:04:23] ppdet.engine INFO: Epoch: [24] [ 300/7329] learning_rate: 0.000100 loss_class: 0.623361 loss_bbox: 0.147599 loss_giou: 0.370254 loss_class_aux: 3.969249 loss_bbox_aux: 0.943825 loss_giou_aux: 2.430735 loss_class_dn: 0.353728 loss_bbox_dn: 0.169789 loss_giou_dn: 0.410731 loss_class_aux_dn: 1.913918 loss_bbox_aux_dn: 1.044317 loss_giou_aux_dn: 2.309397 loss: 15.241407 eta: 5 days, 7:14:35 batch_cost: 0.6598 data_cost: 0.0021 ips: 6.0622 images/s [04/11 03:05:35] ppdet.engine INFO: Epoch: [24] [ 400/7329] learning_rate: 0.000100 loss_class: 0.599487 loss_bbox: 0.135276 loss_giou: 0.399408 loss_class_aux: 3.942880 loss_bbox_aux: 0.916384 loss_giou_aux: 2.576174 loss_class_dn: 0.366500 loss_bbox_dn: 0.161132 loss_giou_dn: 0.405775 loss_class_aux_dn: 1.953345 loss_bbox_aux_dn: 0.917141 loss_giou_aux_dn: 2.271671 loss: 15.598946 eta: 5 days, 7:13:33 batch_cost: 0.6610 data_cost: 0.0023 ips: 6.0515 images/s [04/11 03:06:45] ppdet.engine INFO: Epoch: [24] [ 500/7329] learning_rate: 0.000100 loss_class: 0.684475 loss_bbox: 0.139912 loss_giou: 0.389013 loss_class_aux: 4.479896 loss_bbox_aux: 0.941709 loss_giou_aux: 2.565602 loss_class_dn: 0.367868 loss_bbox_dn: 0.162946 loss_giou_dn: 0.427716 loss_class_aux_dn: 1.985687 loss_bbox_aux_dn: 0.965081 loss_giou_aux_dn: 2.377411 loss: 15.197178 eta: 5 days, 7:12:25 batch_cost: 0.6421 data_cost: 0.0020 ips: 6.2293 images/s [04/11 03:07:54] ppdet.engine INFO: Epoch: [24] [ 600/7329] learning_rate: 0.000100 loss_class: 0.590993 loss_bbox: 0.119289 loss_giou: 0.351281 loss_class_aux: 3.844675 loss_bbox_aux: 0.807036 loss_giou_aux: 2.323206 loss_class_dn: 0.318057 loss_bbox_dn: 0.147960 loss_giou_dn: 0.399701 loss_class_aux_dn: 1.698092 loss_bbox_aux_dn: 0.875788 loss_giou_aux_dn: 2.214913 loss: 13.768906 eta: 5 days, 7:11:15 batch_cost: 0.6396 data_cost: 0.0022 ips: 6.2542 images/s [04/11 03:09:05] ppdet.engine INFO: Epoch: [24] [ 700/7329] learning_rate: 0.000100 loss_class: 0.638618 loss_bbox: 0.154385 loss_giou: 0.446548 loss_class_aux: 4.031565 loss_bbox_aux: 0.953316 loss_giou_aux: 2.767249 loss_class_dn: 0.376798 loss_bbox_dn: 0.156306 loss_giou_dn: 0.452594 loss_class_aux_dn: 2.033531 loss_bbox_aux_dn: 0.935407 loss_giou_aux_dn: 2.479070 loss: 16.971731 eta: 5 days, 7:10:10 batch_cost: 0.6537 data_cost: 0.0021 ips: 6.1193 images/s [04/11 03:10:16] ppdet.engine INFO: Epoch: [24] [ 800/7329] learning_rate: 0.000100 loss_class: 0.566384 loss_bbox: 0.143098 loss_giou: 0.360631 loss_class_aux: 3.670285 loss_bbox_aux: 0.944139 loss_giou_aux: 2.304978 loss_class_dn: 0.337821 loss_bbox_dn: 0.158076 loss_giou_dn: 0.389149 loss_class_aux_dn: 1.811139 loss_bbox_aux_dn: 0.932890 loss_giou_aux_dn: 2.138353 loss: 14.807556 eta: 5 days, 7:09:05 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1603 images/s [04/11 03:11:26] ppdet.engine INFO: Epoch: [24] [ 900/7329] learning_rate: 0.000100 loss_class: 0.580766 loss_bbox: 0.144959 loss_giou: 0.380489 loss_class_aux: 3.826919 loss_bbox_aux: 0.937644 loss_giou_aux: 2.373728 loss_class_dn: 0.339809 loss_bbox_dn: 0.166116 loss_giou_dn: 0.374894 loss_class_aux_dn: 1.859020 loss_bbox_aux_dn: 0.956311 loss_giou_aux_dn: 2.073976 loss: 14.499672 eta: 5 days, 7:07:59 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1602 images/s [04/11 03:12:35] ppdet.engine INFO: Epoch: [24] [1000/7329] learning_rate: 0.000100 loss_class: 0.525575 loss_bbox: 0.138851 loss_giou: 0.353906 loss_class_aux: 3.384186 loss_bbox_aux: 0.900445 loss_giou_aux: 2.161783 loss_class_dn: 0.299662 loss_bbox_dn: 0.151562 loss_giou_dn: 0.343852 loss_class_aux_dn: 1.635776 loss_bbox_aux_dn: 0.848624 loss_giou_aux_dn: 1.875741 loss: 13.923611 eta: 5 days, 7:06:47 batch_cost: 0.6342 data_cost: 0.0022 ips: 6.3068 images/s [04/11 03:13:46] ppdet.engine INFO: Epoch: [24] [1100/7329] learning_rate: 0.000100 loss_class: 0.514703 loss_bbox: 0.124703 loss_giou: 0.294391 loss_class_aux: 3.255171 loss_bbox_aux: 0.891482 loss_giou_aux: 1.950987 loss_class_dn: 0.281635 loss_bbox_dn: 0.154708 loss_giou_dn: 0.296474 loss_class_aux_dn: 1.534981 loss_bbox_aux_dn: 0.868248 loss_giou_aux_dn: 1.635110 loss: 12.623910 eta: 5 days, 7:05:41 batch_cost: 0.6492 data_cost: 0.0021 ips: 6.1615 images/s [04/11 03:14:57] ppdet.engine INFO: Epoch: [24] [1200/7329] learning_rate: 0.000100 loss_class: 0.594765 loss_bbox: 0.143441 loss_giou: 0.461162 loss_class_aux: 3.892725 loss_bbox_aux: 0.918257 loss_giou_aux: 2.919280 loss_class_dn: 0.345850 loss_bbox_dn: 0.161979 loss_giou_dn: 0.428458 loss_class_aux_dn: 1.814553 loss_bbox_aux_dn: 0.925151 loss_giou_aux_dn: 2.409160 loss: 16.075594 eta: 5 days, 7:04:37 batch_cost: 0.6547 data_cost: 0.0023 ips: 6.1100 images/s [04/11 03:16:09] ppdet.engine INFO: Epoch: [24] [1300/7329] learning_rate: 0.000100 loss_class: 0.629141 loss_bbox: 0.154249 loss_giou: 0.385881 loss_class_aux: 4.074629 loss_bbox_aux: 1.016980 loss_giou_aux: 2.559523 loss_class_dn: 0.336435 loss_bbox_dn: 0.175688 loss_giou_dn: 0.392509 loss_class_aux_dn: 1.817134 loss_bbox_aux_dn: 1.028817 loss_giou_aux_dn: 2.191047 loss: 14.612912 eta: 5 days, 7:03:34 batch_cost: 0.6559 data_cost: 0.0020 ips: 6.0984 images/s [04/11 03:17:19] ppdet.engine INFO: Epoch: [24] [1400/7329] learning_rate: 0.000100 loss_class: 0.545496 loss_bbox: 0.123099 loss_giou: 0.342407 loss_class_aux: 3.499035 loss_bbox_aux: 0.863450 loss_giou_aux: 2.112502 loss_class_dn: 0.299888 loss_bbox_dn: 0.151904 loss_giou_dn: 0.339079 loss_class_aux_dn: 1.630869 loss_bbox_aux_dn: 0.868340 loss_giou_aux_dn: 1.852387 loss: 13.385816 eta: 5 days, 7:02:26 batch_cost: 0.6448 data_cost: 0.0026 ips: 6.2035 images/s [04/11 03:18:31] ppdet.engine INFO: Epoch: [24] [1500/7329] learning_rate: 0.000100 loss_class: 0.656459 loss_bbox: 0.138218 loss_giou: 0.423362 loss_class_aux: 4.096454 loss_bbox_aux: 0.876439 loss_giou_aux: 2.643995 loss_class_dn: 0.352268 loss_bbox_dn: 0.156804 loss_giou_dn: 0.421631 loss_class_aux_dn: 1.884117 loss_bbox_aux_dn: 0.898305 loss_giou_aux_dn: 2.346238 loss: 15.499727 eta: 5 days, 7:01:24 batch_cost: 0.6600 data_cost: 0.0022 ips: 6.0605 images/s [04/11 03:19:42] ppdet.engine INFO: Epoch: [24] [1600/7329] learning_rate: 0.000100 loss_class: 0.660448 loss_bbox: 0.143499 loss_giou: 0.482928 loss_class_aux: 4.128948 loss_bbox_aux: 0.921038 loss_giou_aux: 2.927279 loss_class_dn: 0.350781 loss_bbox_dn: 0.152965 loss_giou_dn: 0.460871 loss_class_aux_dn: 1.890647 loss_bbox_aux_dn: 0.938290 loss_giou_aux_dn: 2.577838 loss: 15.934242 eta: 5 days, 7:00:18 batch_cost: 0.6495 data_cost: 0.0023 ips: 6.1582 images/s [04/11 03:20:52] ppdet.engine INFO: Epoch: [24] [1700/7329] learning_rate: 0.000100 loss_class: 0.575181 loss_bbox: 0.146803 loss_giou: 0.406928 loss_class_aux: 3.781024 loss_bbox_aux: 0.977702 loss_giou_aux: 2.630865 loss_class_dn: 0.333957 loss_bbox_dn: 0.174036 loss_giou_dn: 0.417960 loss_class_aux_dn: 1.785355 loss_bbox_aux_dn: 1.001595 loss_giou_aux_dn: 2.263919 loss: 14.543511 eta: 5 days, 6:59:11 batch_cost: 0.6452 data_cost: 0.0023 ips: 6.1998 images/s [04/11 03:22:02] ppdet.engine INFO: Epoch: [24] [1800/7329] learning_rate: 0.000100 loss_class: 0.636986 loss_bbox: 0.157696 loss_giou: 0.419674 loss_class_aux: 4.041923 loss_bbox_aux: 0.992961 loss_giou_aux: 2.682973 loss_class_dn: 0.345423 loss_bbox_dn: 0.175461 loss_giou_dn: 0.410035 loss_class_aux_dn: 1.841277 loss_bbox_aux_dn: 1.038479 loss_giou_aux_dn: 2.247618 loss: 16.282511 eta: 5 days, 6:58:04 batch_cost: 0.6465 data_cost: 0.0022 ips: 6.1873 images/s [04/11 03:23:12] ppdet.engine INFO: Epoch: [24] [1900/7329] learning_rate: 0.000100 loss_class: 0.669970 loss_bbox: 0.156870 loss_giou: 0.471681 loss_class_aux: 4.312618 loss_bbox_aux: 1.023041 loss_giou_aux: 2.894351 loss_class_dn: 0.397775 loss_bbox_dn: 0.181857 loss_giou_dn: 0.444859 loss_class_aux_dn: 2.120600 loss_bbox_aux_dn: 1.101426 loss_giou_aux_dn: 2.524827 loss: 16.474838 eta: 5 days, 6:56:57 batch_cost: 0.6460 data_cost: 0.0021 ips: 6.1917 images/s [04/11 03:24:23] ppdet.engine INFO: Epoch: [24] [2000/7329] learning_rate: 0.000100 loss_class: 0.519480 loss_bbox: 0.134471 loss_giou: 0.338861 loss_class_aux: 3.392553 loss_bbox_aux: 0.863558 loss_giou_aux: 2.200620 loss_class_dn: 0.293018 loss_bbox_dn: 0.155669 loss_giou_dn: 0.345131 loss_class_aux_dn: 1.594869 loss_bbox_aux_dn: 0.883328 loss_giou_aux_dn: 1.852737 loss: 12.396848 eta: 5 days, 6:55:50 batch_cost: 0.6471 data_cost: 0.0021 ips: 6.1816 images/s [04/11 03:25:33] ppdet.engine INFO: Epoch: [24] [2100/7329] learning_rate: 0.000100 loss_class: 0.590468 loss_bbox: 0.136427 loss_giou: 0.414062 loss_class_aux: 3.826415 loss_bbox_aux: 0.926671 loss_giou_aux: 2.676921 loss_class_dn: 0.339378 loss_bbox_dn: 0.168303 loss_giou_dn: 0.410694 loss_class_aux_dn: 1.820093 loss_bbox_aux_dn: 0.994719 loss_giou_aux_dn: 2.286306 loss: 14.781726 eta: 5 days, 6:54:45 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1410 images/s [04/11 03:26:45] ppdet.engine INFO: Epoch: [24] [2200/7329] learning_rate: 0.000100 loss_class: 0.558037 loss_bbox: 0.129731 loss_giou: 0.315448 loss_class_aux: 3.877751 loss_bbox_aux: 0.870659 loss_giou_aux: 2.019652 loss_class_dn: 0.296545 loss_bbox_dn: 0.148197 loss_giou_dn: 0.335082 loss_class_aux_dn: 1.584039 loss_bbox_aux_dn: 0.841405 loss_giou_aux_dn: 1.846272 loss: 13.643903 eta: 5 days, 6:53:42 batch_cost: 0.6588 data_cost: 0.0021 ips: 6.0720 images/s [04/11 03:27:57] ppdet.engine INFO: Epoch: [24] [2300/7329] learning_rate: 0.000100 loss_class: 0.556159 loss_bbox: 0.134561 loss_giou: 0.351817 loss_class_aux: 3.665637 loss_bbox_aux: 0.873813 loss_giou_aux: 2.231140 loss_class_dn: 0.324252 loss_bbox_dn: 0.153233 loss_giou_dn: 0.334751 loss_class_aux_dn: 1.745479 loss_bbox_aux_dn: 0.924883 loss_giou_aux_dn: 1.854015 loss: 13.831803 eta: 5 days, 6:52:39 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0938 images/s [04/11 03:29:08] ppdet.engine INFO: Epoch: [24] [2400/7329] learning_rate: 0.000100 loss_class: 0.547644 loss_bbox: 0.145281 loss_giou: 0.339216 loss_class_aux: 3.559570 loss_bbox_aux: 0.933593 loss_giou_aux: 2.204626 loss_class_dn: 0.313041 loss_bbox_dn: 0.166570 loss_giou_dn: 0.354807 loss_class_aux_dn: 1.702283 loss_bbox_aux_dn: 1.031634 loss_giou_aux_dn: 1.991528 loss: 13.917863 eta: 5 days, 6:51:36 batch_cost: 0.6563 data_cost: 0.0020 ips: 6.0943 images/s [04/11 03:30:19] ppdet.engine INFO: Epoch: [24] [2500/7329] learning_rate: 0.000100 loss_class: 0.577104 loss_bbox: 0.136609 loss_giou: 0.312982 loss_class_aux: 3.713717 loss_bbox_aux: 0.908894 loss_giou_aux: 2.088483 loss_class_dn: 0.328185 loss_bbox_dn: 0.163299 loss_giou_dn: 0.348361 loss_class_aux_dn: 1.737655 loss_bbox_aux_dn: 0.932158 loss_giou_aux_dn: 1.867985 loss: 14.951469 eta: 5 days, 6:50:31 batch_cost: 0.6520 data_cost: 0.0021 ips: 6.1349 images/s [04/11 03:31:31] ppdet.engine INFO: Epoch: [24] [2600/7329] learning_rate: 0.000100 loss_class: 0.610382 loss_bbox: 0.150544 loss_giou: 0.465751 loss_class_aux: 4.014193 loss_bbox_aux: 0.956972 loss_giou_aux: 2.905587 loss_class_dn: 0.387935 loss_bbox_dn: 0.162785 loss_giou_dn: 0.463223 loss_class_aux_dn: 2.082781 loss_bbox_aux_dn: 0.942407 loss_giou_aux_dn: 2.527456 loss: 17.206835 eta: 5 days, 6:49:27 batch_cost: 0.6534 data_cost: 0.0020 ips: 6.1216 images/s [04/11 03:32:43] ppdet.engine INFO: Epoch: [24] [2700/7329] learning_rate: 0.000100 loss_class: 0.596854 loss_bbox: 0.141760 loss_giou: 0.376797 loss_class_aux: 3.849148 loss_bbox_aux: 0.925665 loss_giou_aux: 2.458626 loss_class_dn: 0.351165 loss_bbox_dn: 0.162033 loss_giou_dn: 0.393348 loss_class_aux_dn: 1.887805 loss_bbox_aux_dn: 0.964338 loss_giou_aux_dn: 2.110727 loss: 15.770756 eta: 5 days, 6:48:26 batch_cost: 0.6622 data_cost: 0.0022 ips: 6.0409 images/s [04/11 03:33:54] ppdet.engine INFO: Epoch: [24] [2800/7329] learning_rate: 0.000100 loss_class: 0.546528 loss_bbox: 0.132508 loss_giou: 0.388464 loss_class_aux: 3.597166 loss_bbox_aux: 0.878574 loss_giou_aux: 2.422240 loss_class_dn: 0.304489 loss_bbox_dn: 0.142109 loss_giou_dn: 0.392786 loss_class_aux_dn: 1.652216 loss_bbox_aux_dn: 0.850041 loss_giou_aux_dn: 2.124695 loss: 13.999613 eta: 5 days, 6:47:23 batch_cost: 0.6556 data_cost: 0.0024 ips: 6.1016 images/s [04/11 03:35:04] ppdet.engine INFO: Epoch: [24] [2900/7329] learning_rate: 0.000100 loss_class: 0.556187 loss_bbox: 0.144675 loss_giou: 0.386233 loss_class_aux: 3.602695 loss_bbox_aux: 0.913451 loss_giou_aux: 2.479523 loss_class_dn: 0.305856 loss_bbox_dn: 0.158562 loss_giou_dn: 0.375431 loss_class_aux_dn: 1.674602 loss_bbox_aux_dn: 0.917909 loss_giou_aux_dn: 2.135499 loss: 13.961971 eta: 5 days, 6:46:13 batch_cost: 0.6390 data_cost: 0.0022 ips: 6.2597 images/s [04/11 03:36:14] ppdet.engine INFO: Epoch: [24] [3000/7329] learning_rate: 0.000100 loss_class: 0.647374 loss_bbox: 0.156291 loss_giou: 0.457626 loss_class_aux: 4.152981 loss_bbox_aux: 1.054093 loss_giou_aux: 2.784279 loss_class_dn: 0.382583 loss_bbox_dn: 0.174798 loss_giou_dn: 0.437719 loss_class_aux_dn: 2.028865 loss_bbox_aux_dn: 1.054290 loss_giou_aux_dn: 2.402558 loss: 16.668619 eta: 5 days, 6:45:06 batch_cost: 0.6484 data_cost: 0.0023 ips: 6.1686 images/s [04/11 03:37:24] ppdet.engine INFO: Epoch: [24] [3100/7329] learning_rate: 0.000100 loss_class: 0.589284 loss_bbox: 0.127403 loss_giou: 0.433612 loss_class_aux: 3.718847 loss_bbox_aux: 0.837061 loss_giou_aux: 2.585830 loss_class_dn: 0.319025 loss_bbox_dn: 0.154575 loss_giou_dn: 0.424766 loss_class_aux_dn: 1.709465 loss_bbox_aux_dn: 0.892368 loss_giou_aux_dn: 2.299060 loss: 14.777483 eta: 5 days, 6:43:58 batch_cost: 0.6425 data_cost: 0.0022 ips: 6.2253 images/s [04/11 03:38:35] ppdet.engine INFO: Epoch: [24] [3200/7329] learning_rate: 0.000100 loss_class: 0.604412 loss_bbox: 0.127450 loss_giou: 0.345927 loss_class_aux: 3.845957 loss_bbox_aux: 0.844540 loss_giou_aux: 2.166035 loss_class_dn: 0.306330 loss_bbox_dn: 0.164153 loss_giou_dn: 0.360904 loss_class_aux_dn: 1.635029 loss_bbox_aux_dn: 0.965530 loss_giou_aux_dn: 1.980917 loss: 13.405865 eta: 5 days, 6:42:51 batch_cost: 0.6481 data_cost: 0.0020 ips: 6.1715 images/s [04/11 03:39:46] ppdet.engine INFO: Epoch: [24] [3300/7329] learning_rate: 0.000100 loss_class: 0.627807 loss_bbox: 0.157987 loss_giou: 0.416615 loss_class_aux: 4.078130 loss_bbox_aux: 1.010526 loss_giou_aux: 2.662036 loss_class_dn: 0.354905 loss_bbox_dn: 0.179794 loss_giou_dn: 0.408199 loss_class_aux_dn: 1.908313 loss_bbox_aux_dn: 1.064351 loss_giou_aux_dn: 2.239548 loss: 15.713735 eta: 5 days, 6:41:47 batch_cost: 0.6535 data_cost: 0.0022 ips: 6.1212 images/s [04/11 03:40:57] ppdet.engine INFO: Epoch: [24] [3400/7329] learning_rate: 0.000100 loss_class: 0.549213 loss_bbox: 0.129637 loss_giou: 0.280591 loss_class_aux: 3.493291 loss_bbox_aux: 0.881861 loss_giou_aux: 1.873913 loss_class_dn: 0.288869 loss_bbox_dn: 0.164781 loss_giou_dn: 0.326663 loss_class_aux_dn: 1.560360 loss_bbox_aux_dn: 0.967826 loss_giou_aux_dn: 1.781475 loss: 12.394403 eta: 5 days, 6:40:43 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1244 images/s [04/11 03:42:08] ppdet.engine INFO: Epoch: [24] [3500/7329] learning_rate: 0.000100 loss_class: 0.608755 loss_bbox: 0.143375 loss_giou: 0.353469 loss_class_aux: 4.023741 loss_bbox_aux: 0.939731 loss_giou_aux: 2.217891 loss_class_dn: 0.317933 loss_bbox_dn: 0.171592 loss_giou_dn: 0.364444 loss_class_aux_dn: 1.700732 loss_bbox_aux_dn: 0.994449 loss_giou_aux_dn: 2.001076 loss: 14.860128 eta: 5 days, 6:39:38 batch_cost: 0.6517 data_cost: 0.0023 ips: 6.1379 images/s [04/11 03:43:20] ppdet.engine INFO: Epoch: [24] [3600/7329] learning_rate: 0.000100 loss_class: 0.600995 loss_bbox: 0.140699 loss_giou: 0.397251 loss_class_aux: 3.843917 loss_bbox_aux: 0.879688 loss_giou_aux: 2.493524 loss_class_dn: 0.329744 loss_bbox_dn: 0.158869 loss_giou_dn: 0.415339 loss_class_aux_dn: 1.791809 loss_bbox_aux_dn: 0.873393 loss_giou_aux_dn: 2.257704 loss: 15.191683 eta: 5 days, 6:38:36 batch_cost: 0.6606 data_cost: 0.0024 ips: 6.0547 images/s [04/11 03:44:31] ppdet.engine INFO: Epoch: [24] [3700/7329] learning_rate: 0.000100 loss_class: 0.532859 loss_bbox: 0.146514 loss_giou: 0.374660 loss_class_aux: 3.698156 loss_bbox_aux: 0.905819 loss_giou_aux: 2.418457 loss_class_dn: 0.318245 loss_bbox_dn: 0.153835 loss_giou_dn: 0.367385 loss_class_aux_dn: 1.739309 loss_bbox_aux_dn: 0.904950 loss_giou_aux_dn: 2.044795 loss: 12.965292 eta: 5 days, 6:37:31 batch_cost: 0.6520 data_cost: 0.0023 ips: 6.1345 images/s [04/11 03:45:42] ppdet.engine INFO: Epoch: [24] [3800/7329] learning_rate: 0.000100 loss_class: 0.565421 loss_bbox: 0.128447 loss_giou: 0.336261 loss_class_aux: 3.682862 loss_bbox_aux: 0.824564 loss_giou_aux: 2.119821 loss_class_dn: 0.320372 loss_bbox_dn: 0.151747 loss_giou_dn: 0.353616 loss_class_aux_dn: 1.742539 loss_bbox_aux_dn: 0.844611 loss_giou_aux_dn: 1.992268 loss: 13.795044 eta: 5 days, 6:36:26 batch_cost: 0.6518 data_cost: 0.0021 ips: 6.1367 images/s [04/11 03:46:52] ppdet.engine INFO: Epoch: [24] [3900/7329] learning_rate: 0.000100 loss_class: 0.607794 loss_bbox: 0.140534 loss_giou: 0.373880 loss_class_aux: 3.858369 loss_bbox_aux: 0.932739 loss_giou_aux: 2.410772 loss_class_dn: 0.337580 loss_bbox_dn: 0.166656 loss_giou_dn: 0.385592 loss_class_aux_dn: 1.790005 loss_bbox_aux_dn: 0.976287 loss_giou_aux_dn: 2.050557 loss: 14.270950 eta: 5 days, 6:35:21 batch_cost: 0.6501 data_cost: 0.0021 ips: 6.1530 images/s [04/11 03:48:04] ppdet.engine INFO: Epoch: [24] [4000/7329] learning_rate: 0.000100 loss_class: 0.538796 loss_bbox: 0.122353 loss_giou: 0.376562 loss_class_aux: 3.639227 loss_bbox_aux: 0.825024 loss_giou_aux: 2.379593 loss_class_dn: 0.306320 loss_bbox_dn: 0.161827 loss_giou_dn: 0.384605 loss_class_aux_dn: 1.636370 loss_bbox_aux_dn: 0.944526 loss_giou_aux_dn: 2.120104 loss: 14.031326 eta: 5 days, 6:34:17 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1196 images/s [04/11 03:49:15] ppdet.engine INFO: Epoch: [24] [4100/7329] learning_rate: 0.000100 loss_class: 0.607597 loss_bbox: 0.147705 loss_giou: 0.355238 loss_class_aux: 3.969675 loss_bbox_aux: 0.913260 loss_giou_aux: 2.242016 loss_class_dn: 0.321384 loss_bbox_dn: 0.166557 loss_giou_dn: 0.368812 loss_class_aux_dn: 1.719850 loss_bbox_aux_dn: 0.950906 loss_giou_aux_dn: 1.996371 loss: 14.751715 eta: 5 days, 6:33:12 batch_cost: 0.6533 data_cost: 0.0021 ips: 6.1227 images/s [04/11 03:50:25] ppdet.engine INFO: Epoch: [24] [4200/7329] learning_rate: 0.000100 loss_class: 0.663732 loss_bbox: 0.147963 loss_giou: 0.404248 loss_class_aux: 4.220289 loss_bbox_aux: 0.975983 loss_giou_aux: 2.544495 loss_class_dn: 0.335393 loss_bbox_dn: 0.157222 loss_giou_dn: 0.421277 loss_class_aux_dn: 1.863062 loss_bbox_aux_dn: 0.930288 loss_giou_aux_dn: 2.304996 loss: 15.584347 eta: 5 days, 6:32:06 batch_cost: 0.6482 data_cost: 0.0021 ips: 6.1709 images/s [04/11 03:51:35] ppdet.engine INFO: Epoch: [24] [4300/7329] learning_rate: 0.000100 loss_class: 0.567288 loss_bbox: 0.155101 loss_giou: 0.417279 loss_class_aux: 3.641881 loss_bbox_aux: 0.967506 loss_giou_aux: 2.694224 loss_class_dn: 0.333566 loss_bbox_dn: 0.178105 loss_giou_dn: 0.403817 loss_class_aux_dn: 1.797997 loss_bbox_aux_dn: 0.990776 loss_giou_aux_dn: 2.193089 loss: 15.069612 eta: 5 days, 6:30:57 batch_cost: 0.6413 data_cost: 0.0020 ips: 6.2370 images/s [04/11 03:52:47] ppdet.engine INFO: Epoch: [24] [4400/7329] learning_rate: 0.000100 loss_class: 0.674953 loss_bbox: 0.169321 loss_giou: 0.409021 loss_class_aux: 4.265571 loss_bbox_aux: 1.059379 loss_giou_aux: 2.525051 loss_class_dn: 0.353944 loss_bbox_dn: 0.174199 loss_giou_dn: 0.430262 loss_class_aux_dn: 1.897871 loss_bbox_aux_dn: 1.009728 loss_giou_aux_dn: 2.365689 loss: 15.532093 eta: 5 days, 6:29:56 batch_cost: 0.6633 data_cost: 0.0021 ips: 6.0303 images/s [04/11 03:53:58] ppdet.engine INFO: Epoch: [24] [4500/7329] learning_rate: 0.000100 loss_class: 0.535348 loss_bbox: 0.137297 loss_giou: 0.339028 loss_class_aux: 3.552558 loss_bbox_aux: 0.897195 loss_giou_aux: 2.034943 loss_class_dn: 0.294347 loss_bbox_dn: 0.151948 loss_giou_dn: 0.346446 loss_class_aux_dn: 1.566228 loss_bbox_aux_dn: 0.875716 loss_giou_aux_dn: 1.871458 loss: 13.647423 eta: 5 days, 6:28:53 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0990 images/s [04/11 03:55:10] ppdet.engine INFO: Epoch: [24] [4600/7329] learning_rate: 0.000100 loss_class: 0.569027 loss_bbox: 0.145045 loss_giou: 0.420904 loss_class_aux: 3.619628 loss_bbox_aux: 0.924802 loss_giou_aux: 2.658976 loss_class_dn: 0.336164 loss_bbox_dn: 0.151489 loss_giou_dn: 0.407017 loss_class_aux_dn: 1.848327 loss_bbox_aux_dn: 0.870646 loss_giou_aux_dn: 2.289654 loss: 15.584997 eta: 5 days, 6:27:50 batch_cost: 0.6579 data_cost: 0.0022 ips: 6.0803 images/s [04/11 03:56:20] ppdet.engine INFO: Epoch: [24] [4700/7329] learning_rate: 0.000100 loss_class: 0.553383 loss_bbox: 0.130843 loss_giou: 0.362655 loss_class_aux: 3.734578 loss_bbox_aux: 0.835702 loss_giou_aux: 2.261883 loss_class_dn: 0.307632 loss_bbox_dn: 0.151432 loss_giou_dn: 0.373387 loss_class_aux_dn: 1.642297 loss_bbox_aux_dn: 0.894256 loss_giou_aux_dn: 2.042414 loss: 13.375288 eta: 5 days, 6:26:42 batch_cost: 0.6430 data_cost: 0.0020 ips: 6.2205 images/s [04/11 03:57:30] ppdet.engine INFO: Epoch: [24] [4800/7329] learning_rate: 0.000100 loss_class: 0.666232 loss_bbox: 0.149687 loss_giou: 0.453971 loss_class_aux: 4.383244 loss_bbox_aux: 1.007191 loss_giou_aux: 2.828025 loss_class_dn: 0.378949 loss_bbox_dn: 0.175557 loss_giou_dn: 0.449707 loss_class_aux_dn: 2.028291 loss_bbox_aux_dn: 1.008410 loss_giou_aux_dn: 2.455740 loss: 16.479502 eta: 5 days, 6:25:36 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1753 images/s [04/11 03:58:40] ppdet.engine INFO: Epoch: [24] [4900/7329] learning_rate: 0.000100 loss_class: 0.565598 loss_bbox: 0.152869 loss_giou: 0.344059 loss_class_aux: 3.548439 loss_bbox_aux: 1.059693 loss_giou_aux: 2.173493 loss_class_dn: 0.328620 loss_bbox_dn: 0.187046 loss_giou_dn: 0.349577 loss_class_aux_dn: 1.783980 loss_bbox_aux_dn: 1.073223 loss_giou_aux_dn: 1.960764 loss: 14.081504 eta: 5 days, 6:24:26 batch_cost: 0.6388 data_cost: 0.0020 ips: 6.2621 images/s [04/11 03:59:49] ppdet.engine INFO: Epoch: [24] [5000/7329] learning_rate: 0.000100 loss_class: 0.678821 loss_bbox: 0.146697 loss_giou: 0.468761 loss_class_aux: 4.209561 loss_bbox_aux: 0.969929 loss_giou_aux: 2.994693 loss_class_dn: 0.386619 loss_bbox_dn: 0.171638 loss_giou_dn: 0.487957 loss_class_aux_dn: 2.059784 loss_bbox_aux_dn: 0.971756 loss_giou_aux_dn: 2.690328 loss: 16.330811 eta: 5 days, 6:23:17 batch_cost: 0.6417 data_cost: 0.0019 ips: 6.2335 images/s [04/11 04:01:02] ppdet.engine INFO: Epoch: [24] [5100/7329] learning_rate: 0.000100 loss_class: 0.607027 loss_bbox: 0.131317 loss_giou: 0.418433 loss_class_aux: 3.849266 loss_bbox_aux: 0.845839 loss_giou_aux: 2.657681 loss_class_dn: 0.327756 loss_bbox_dn: 0.160935 loss_giou_dn: 0.409569 loss_class_aux_dn: 1.787170 loss_bbox_aux_dn: 0.988397 loss_giou_aux_dn: 2.277063 loss: 14.063053 eta: 5 days, 6:22:18 batch_cost: 0.6683 data_cost: 0.0023 ips: 5.9855 images/s [04/11 04:02:13] ppdet.engine INFO: Epoch: [24] [5200/7329] learning_rate: 0.000100 loss_class: 0.595083 loss_bbox: 0.144406 loss_giou: 0.331698 loss_class_aux: 3.772800 loss_bbox_aux: 0.918514 loss_giou_aux: 2.140668 loss_class_dn: 0.319981 loss_bbox_dn: 0.149394 loss_giou_dn: 0.362051 loss_class_aux_dn: 1.725597 loss_bbox_aux_dn: 0.912115 loss_giou_aux_dn: 2.011272 loss: 14.406555 eta: 5 days, 6:21:13 batch_cost: 0.6521 data_cost: 0.0021 ips: 6.1342 images/s [04/11 04:03:24] ppdet.engine INFO: Epoch: [24] [5300/7329] learning_rate: 0.000100 loss_class: 0.617820 loss_bbox: 0.135440 loss_giou: 0.391058 loss_class_aux: 4.139501 loss_bbox_aux: 0.922696 loss_giou_aux: 2.492096 loss_class_dn: 0.359506 loss_bbox_dn: 0.153300 loss_giou_dn: 0.400747 loss_class_aux_dn: 2.008053 loss_bbox_aux_dn: 0.926962 loss_giou_aux_dn: 2.159777 loss: 15.381132 eta: 5 days, 6:20:06 batch_cost: 0.6459 data_cost: 0.0020 ips: 6.1925 images/s [04/11 04:04:34] ppdet.engine INFO: Epoch: [24] [5400/7329] learning_rate: 0.000100 loss_class: 0.608830 loss_bbox: 0.135092 loss_giou: 0.377323 loss_class_aux: 3.898486 loss_bbox_aux: 0.869525 loss_giou_aux: 2.427011 loss_class_dn: 0.346533 loss_bbox_dn: 0.168405 loss_giou_dn: 0.399345 loss_class_aux_dn: 1.865386 loss_bbox_aux_dn: 0.959464 loss_giou_aux_dn: 2.286378 loss: 14.833169 eta: 5 days, 6:19:00 batch_cost: 0.6500 data_cost: 0.0022 ips: 6.1539 images/s [04/11 04:05:44] ppdet.engine INFO: Epoch: [24] [5500/7329] learning_rate: 0.000100 loss_class: 0.608965 loss_bbox: 0.149283 loss_giou: 0.430532 loss_class_aux: 3.911737 loss_bbox_aux: 0.989475 loss_giou_aux: 2.695915 loss_class_dn: 0.350872 loss_bbox_dn: 0.157315 loss_giou_dn: 0.407667 loss_class_aux_dn: 1.869645 loss_bbox_aux_dn: 0.931525 loss_giou_aux_dn: 2.268649 loss: 15.483816 eta: 5 days, 6:17:53 batch_cost: 0.6443 data_cost: 0.0021 ips: 6.2083 images/s [04/11 04:06:56] ppdet.engine INFO: Epoch: [24] [5600/7329] learning_rate: 0.000100 loss_class: 0.520059 loss_bbox: 0.142606 loss_giou: 0.342915 loss_class_aux: 3.360842 loss_bbox_aux: 0.918344 loss_giou_aux: 2.197609 loss_class_dn: 0.281527 loss_bbox_dn: 0.171189 loss_giou_dn: 0.363460 loss_class_aux_dn: 1.542306 loss_bbox_aux_dn: 0.985794 loss_giou_aux_dn: 1.923132 loss: 13.098660 eta: 5 days, 6:16:51 batch_cost: 0.6616 data_cost: 0.0022 ips: 6.0462 images/s [04/11 04:08:08] ppdet.engine INFO: Epoch: [24] [5700/7329] learning_rate: 0.000100 loss_class: 0.638335 loss_bbox: 0.144263 loss_giou: 0.403867 loss_class_aux: 4.026217 loss_bbox_aux: 0.925622 loss_giou_aux: 2.580861 loss_class_dn: 0.364039 loss_bbox_dn: 0.167313 loss_giou_dn: 0.423570 loss_class_aux_dn: 2.011821 loss_bbox_aux_dn: 0.944721 loss_giou_aux_dn: 2.346646 loss: 15.711246 eta: 5 days, 6:15:48 batch_cost: 0.6555 data_cost: 0.0021 ips: 6.1025 images/s [04/11 04:09:19] ppdet.engine INFO: Epoch: [24] [5800/7329] learning_rate: 0.000100 loss_class: 0.624661 loss_bbox: 0.147789 loss_giou: 0.381379 loss_class_aux: 4.206290 loss_bbox_aux: 0.943201 loss_giou_aux: 2.418598 loss_class_dn: 0.353220 loss_bbox_dn: 0.173871 loss_giou_dn: 0.395480 loss_class_aux_dn: 1.861330 loss_bbox_aux_dn: 0.968003 loss_giou_aux_dn: 2.196427 loss: 15.182335 eta: 5 days, 6:14:45 batch_cost: 0.6582 data_cost: 0.0022 ips: 6.0768 images/s [04/11 04:10:30] ppdet.engine INFO: Epoch: [24] [5900/7329] learning_rate: 0.000100 loss_class: 0.596191 loss_bbox: 0.135643 loss_giou: 0.380701 loss_class_aux: 3.778922 loss_bbox_aux: 0.918155 loss_giou_aux: 2.423484 loss_class_dn: 0.326189 loss_bbox_dn: 0.158748 loss_giou_dn: 0.383956 loss_class_aux_dn: 1.750200 loss_bbox_aux_dn: 0.915320 loss_giou_aux_dn: 2.102884 loss: 14.316338 eta: 5 days, 6:13:41 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1319 images/s [04/11 04:11:40] ppdet.engine INFO: Epoch: [24] [6000/7329] learning_rate: 0.000100 loss_class: 0.637555 loss_bbox: 0.131969 loss_giou: 0.387204 loss_class_aux: 4.216759 loss_bbox_aux: 0.856623 loss_giou_aux: 2.452912 loss_class_dn: 0.373788 loss_bbox_dn: 0.162442 loss_giou_dn: 0.425054 loss_class_aux_dn: 2.004131 loss_bbox_aux_dn: 0.954043 loss_giou_aux_dn: 2.327117 loss: 16.093630 eta: 5 days, 6:12:32 batch_cost: 0.6430 data_cost: 0.0021 ips: 6.2212 images/s [04/11 04:12:50] ppdet.engine INFO: Epoch: [24] [6100/7329] learning_rate: 0.000100 loss_class: 0.593158 loss_bbox: 0.143855 loss_giou: 0.392410 loss_class_aux: 3.880688 loss_bbox_aux: 0.938722 loss_giou_aux: 2.520463 loss_class_dn: 0.335990 loss_bbox_dn: 0.173748 loss_giou_dn: 0.414597 loss_class_aux_dn: 1.787140 loss_bbox_aux_dn: 1.029028 loss_giou_aux_dn: 2.252522 loss: 14.515263 eta: 5 days, 6:11:23 batch_cost: 0.6411 data_cost: 0.0022 ips: 6.2388 images/s [04/11 04:14:02] ppdet.engine INFO: Epoch: [24] [6200/7329] learning_rate: 0.000100 loss_class: 0.599167 loss_bbox: 0.163962 loss_giou: 0.355817 loss_class_aux: 3.870206 loss_bbox_aux: 1.023726 loss_giou_aux: 2.330584 loss_class_dn: 0.332985 loss_bbox_dn: 0.178013 loss_giou_dn: 0.374433 loss_class_aux_dn: 1.809459 loss_bbox_aux_dn: 1.052990 loss_giou_aux_dn: 2.062739 loss: 14.334517 eta: 5 days, 6:10:21 batch_cost: 0.6589 data_cost: 0.0023 ips: 6.0706 images/s [04/11 04:15:12] ppdet.engine INFO: Epoch: [24] [6300/7329] learning_rate: 0.000100 loss_class: 0.645950 loss_bbox: 0.132430 loss_giou: 0.496872 loss_class_aux: 4.068942 loss_bbox_aux: 0.914388 loss_giou_aux: 3.040158 loss_class_dn: 0.365558 loss_bbox_dn: 0.158996 loss_giou_dn: 0.446567 loss_class_aux_dn: 1.933252 loss_bbox_aux_dn: 0.920554 loss_giou_aux_dn: 2.411831 loss: 15.773187 eta: 5 days, 6:09:16 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1520 images/s [04/11 04:16:22] ppdet.engine INFO: Epoch: [24] [6400/7329] learning_rate: 0.000100 loss_class: 0.552518 loss_bbox: 0.136895 loss_giou: 0.350317 loss_class_aux: 3.618918 loss_bbox_aux: 0.895163 loss_giou_aux: 2.241144 loss_class_dn: 0.306016 loss_bbox_dn: 0.168450 loss_giou_dn: 0.336792 loss_class_aux_dn: 1.651371 loss_bbox_aux_dn: 0.986546 loss_giou_aux_dn: 1.903476 loss: 13.054882 eta: 5 days, 6:08:07 batch_cost: 0.6437 data_cost: 0.0020 ips: 6.2144 images/s [04/11 04:17:33] ppdet.engine INFO: Epoch: [24] [6500/7329] learning_rate: 0.000100 loss_class: 0.684132 loss_bbox: 0.143653 loss_giou: 0.413212 loss_class_aux: 4.091915 loss_bbox_aux: 0.913971 loss_giou_aux: 2.596170 loss_class_dn: 0.355949 loss_bbox_dn: 0.170381 loss_giou_dn: 0.422999 loss_class_aux_dn: 1.931912 loss_bbox_aux_dn: 0.970253 loss_giou_aux_dn: 2.318929 loss: 15.508352 eta: 5 days, 6:07:03 batch_cost: 0.6520 data_cost: 0.0022 ips: 6.1349 images/s [04/11 04:18:44] ppdet.engine INFO: Epoch: [24] [6600/7329] learning_rate: 0.000100 loss_class: 0.627921 loss_bbox: 0.151233 loss_giou: 0.417580 loss_class_aux: 4.018259 loss_bbox_aux: 0.994670 loss_giou_aux: 2.624969 loss_class_dn: 0.348625 loss_bbox_dn: 0.157062 loss_giou_dn: 0.398423 loss_class_aux_dn: 1.867973 loss_bbox_aux_dn: 0.949114 loss_giou_aux_dn: 2.195702 loss: 15.529259 eta: 5 days, 6:05:59 batch_cost: 0.6549 data_cost: 0.0020 ips: 6.1076 images/s [04/11 04:19:57] ppdet.engine INFO: Epoch: [24] [6700/7329] learning_rate: 0.000100 loss_class: 0.659899 loss_bbox: 0.155785 loss_giou: 0.394398 loss_class_aux: 4.217611 loss_bbox_aux: 1.019547 loss_giou_aux: 2.607041 loss_class_dn: 0.357925 loss_bbox_dn: 0.163518 loss_giou_dn: 0.427560 loss_class_aux_dn: 1.948975 loss_bbox_aux_dn: 0.953097 loss_giou_aux_dn: 2.335280 loss: 15.792556 eta: 5 days, 6:05:00 batch_cost: 0.6685 data_cost: 0.0023 ips: 5.9835 images/s [04/11 04:21:07] ppdet.engine INFO: Epoch: [24] [6800/7329] learning_rate: 0.000100 loss_class: 0.535224 loss_bbox: 0.128840 loss_giou: 0.360138 loss_class_aux: 3.332768 loss_bbox_aux: 0.873322 loss_giou_aux: 2.347711 loss_class_dn: 0.301645 loss_bbox_dn: 0.141603 loss_giou_dn: 0.359890 loss_class_aux_dn: 1.590912 loss_bbox_aux_dn: 0.840069 loss_giou_aux_dn: 1.981997 loss: 12.342484 eta: 5 days, 6:03:53 batch_cost: 0.6462 data_cost: 0.0020 ips: 6.1898 images/s [04/11 04:22:19] ppdet.engine INFO: Epoch: [24] [6900/7329] learning_rate: 0.000100 loss_class: 0.664110 loss_bbox: 0.152627 loss_giou: 0.432603 loss_class_aux: 4.238368 loss_bbox_aux: 0.998634 loss_giou_aux: 2.742861 loss_class_dn: 0.377102 loss_bbox_dn: 0.171162 loss_giou_dn: 0.444375 loss_class_aux_dn: 2.004966 loss_bbox_aux_dn: 0.976514 loss_giou_aux_dn: 2.435762 loss: 15.805763 eta: 5 days, 6:02:50 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0837 images/s [04/11 04:23:29] ppdet.engine INFO: Epoch: [24] [7000/7329] learning_rate: 0.000100 loss_class: 0.631881 loss_bbox: 0.144695 loss_giou: 0.407109 loss_class_aux: 4.040954 loss_bbox_aux: 0.930860 loss_giou_aux: 2.620919 loss_class_dn: 0.352382 loss_bbox_dn: 0.169404 loss_giou_dn: 0.417493 loss_class_aux_dn: 1.856902 loss_bbox_aux_dn: 0.978913 loss_giou_aux_dn: 2.270025 loss: 15.383702 eta: 5 days, 6:01:43 batch_cost: 0.6451 data_cost: 0.0019 ips: 6.2005 images/s [04/11 04:24:41] ppdet.engine INFO: Epoch: [24] [7100/7329] learning_rate: 0.000100 loss_class: 0.625056 loss_bbox: 0.129845 loss_giou: 0.487627 loss_class_aux: 3.958168 loss_bbox_aux: 0.914776 loss_giou_aux: 3.078909 loss_class_dn: 0.360550 loss_bbox_dn: 0.158005 loss_giou_dn: 0.438886 loss_class_aux_dn: 1.932970 loss_bbox_aux_dn: 0.908144 loss_giou_aux_dn: 2.362794 loss: 15.465490 eta: 5 days, 6:00:41 batch_cost: 0.6593 data_cost: 0.0019 ips: 6.0667 images/s [04/11 04:25:53] ppdet.engine INFO: Epoch: [24] [7200/7329] learning_rate: 0.000100 loss_class: 0.528260 loss_bbox: 0.123302 loss_giou: 0.344323 loss_class_aux: 3.358474 loss_bbox_aux: 0.815437 loss_giou_aux: 2.176276 loss_class_dn: 0.304276 loss_bbox_dn: 0.156537 loss_giou_dn: 0.370823 loss_class_aux_dn: 1.586168 loss_bbox_aux_dn: 0.956440 loss_giou_aux_dn: 2.001842 loss: 13.401899 eta: 5 days, 5:59:40 batch_cost: 0.6619 data_cost: 0.0019 ips: 6.0429 images/s [04/11 04:27:04] ppdet.engine INFO: Epoch: [24] [7300/7329] learning_rate: 0.000100 loss_class: 0.663552 loss_bbox: 0.158570 loss_giou: 0.424703 loss_class_aux: 4.064164 loss_bbox_aux: 1.057703 loss_giou_aux: 2.762036 loss_class_dn: 0.358011 loss_bbox_dn: 0.178116 loss_giou_dn: 0.411483 loss_class_aux_dn: 1.916712 loss_bbox_aux_dn: 1.057174 loss_giou_aux_dn: 2.250025 loss: 15.251398 eta: 5 days, 5:58:33 batch_cost: 0.6477 data_cost: 0.0023 ips: 6.1760 images/s [04/11 04:27:27] ppdet.engine INFO: Eval iter: 0 [04/11 04:27:55] ppdet.engine INFO: Eval iter: 100 [04/11 04:28:22] ppdet.engine INFO: Eval iter: 200 [04/11 04:28:50] ppdet.engine INFO: Eval iter: 300 [04/11 04:29:18] ppdet.engine INFO: Eval iter: 400 [04/11 04:29:46] ppdet.engine INFO: Eval iter: 500 [04/11 04:30:13] ppdet.engine INFO: Eval iter: 600 [04/11 04:30:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 04:30:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.70s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.68s). Accumulating evaluation results... DONE (t=28.74s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.337 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/11 04:33:46] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.862095025274783 [04/11 04:33:46] ppdet.engine INFO: Best test bbox ap is 0.527. [04/11 04:33:50] ppdet.engine INFO: Epoch: [25] [ 0/7329] learning_rate: 0.000100 loss_class: 0.616885 loss_bbox: 0.154088 loss_giou: 0.415379 loss_class_aux: 3.932260 loss_bbox_aux: 1.015666 loss_giou_aux: 2.525836 loss_class_dn: 0.330076 loss_bbox_dn: 0.174465 loss_giou_dn: 0.395854 loss_class_aux_dn: 1.786754 loss_bbox_aux_dn: 1.016390 loss_giou_aux_dn: 2.143093 loss: 15.251398 eta: 5 days, 5:58:13 batch_cost: 0.6461 data_cost: 0.0021 ips: 6.1912 images/s [04/11 04:35:00] ppdet.engine INFO: Epoch: [25] [ 100/7329] learning_rate: 0.000100 loss_class: 0.711493 loss_bbox: 0.150210 loss_giou: 0.458129 loss_class_aux: 4.422665 loss_bbox_aux: 0.989121 loss_giou_aux: 2.869863 loss_class_dn: 0.381237 loss_bbox_dn: 0.170842 loss_giou_dn: 0.456030 loss_class_aux_dn: 2.047022 loss_bbox_aux_dn: 1.037230 loss_giou_aux_dn: 2.491493 loss: 16.497604 eta: 5 days, 5:57:04 batch_cost: 0.6414 data_cost: 0.0018 ips: 6.2361 images/s [04/11 04:36:11] ppdet.engine INFO: Epoch: [25] [ 200/7329] learning_rate: 0.000100 loss_class: 0.557151 loss_bbox: 0.135855 loss_giou: 0.355188 loss_class_aux: 3.636065 loss_bbox_aux: 0.856246 loss_giou_aux: 2.270038 loss_class_dn: 0.317415 loss_bbox_dn: 0.136932 loss_giou_dn: 0.365235 loss_class_aux_dn: 1.737850 loss_bbox_aux_dn: 0.852014 loss_giou_aux_dn: 2.061791 loss: 14.089497 eta: 5 days, 5:56:02 batch_cost: 0.6595 data_cost: 0.0018 ips: 6.0655 images/s [04/11 04:37:21] ppdet.engine INFO: Epoch: [25] [ 300/7329] learning_rate: 0.000100 loss_class: 0.634535 loss_bbox: 0.142065 loss_giou: 0.438010 loss_class_aux: 4.023500 loss_bbox_aux: 0.956388 loss_giou_aux: 2.674314 loss_class_dn: 0.373509 loss_bbox_dn: 0.153293 loss_giou_dn: 0.423166 loss_class_aux_dn: 2.009082 loss_bbox_aux_dn: 0.887423 loss_giou_aux_dn: 2.385327 loss: 15.536766 eta: 5 days, 5:54:54 batch_cost: 0.6429 data_cost: 0.0021 ips: 6.2222 images/s [04/11 04:38:30] ppdet.engine INFO: Epoch: [25] [ 400/7329] learning_rate: 0.000100 loss_class: 0.638538 loss_bbox: 0.143476 loss_giou: 0.399582 loss_class_aux: 4.128043 loss_bbox_aux: 0.905082 loss_giou_aux: 2.562935 loss_class_dn: 0.361237 loss_bbox_dn: 0.147172 loss_giou_dn: 0.417919 loss_class_aux_dn: 1.952980 loss_bbox_aux_dn: 0.893638 loss_giou_aux_dn: 2.279414 loss: 16.253832 eta: 5 days, 5:53:43 batch_cost: 0.6351 data_cost: 0.0017 ips: 6.2986 images/s [04/11 04:39:40] ppdet.engine INFO: Epoch: [25] [ 500/7329] learning_rate: 0.000100 loss_class: 0.610328 loss_bbox: 0.151992 loss_giou: 0.410093 loss_class_aux: 4.108537 loss_bbox_aux: 1.026253 loss_giou_aux: 2.602590 loss_class_dn: 0.353863 loss_bbox_dn: 0.174962 loss_giou_dn: 0.414172 loss_class_aux_dn: 1.882474 loss_bbox_aux_dn: 1.013499 loss_giou_aux_dn: 2.349404 loss: 15.362542 eta: 5 days, 5:52:34 batch_cost: 0.6412 data_cost: 0.0018 ips: 6.2382 images/s [04/11 04:40:51] ppdet.engine INFO: Epoch: [25] [ 600/7329] learning_rate: 0.000100 loss_class: 0.557445 loss_bbox: 0.130687 loss_giou: 0.369728 loss_class_aux: 3.485939 loss_bbox_aux: 0.890375 loss_giou_aux: 2.332029 loss_class_dn: 0.312797 loss_bbox_dn: 0.150887 loss_giou_dn: 0.364508 loss_class_aux_dn: 1.678701 loss_bbox_aux_dn: 0.886054 loss_giou_aux_dn: 2.051498 loss: 13.970867 eta: 5 days, 5:51:28 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1461 images/s [04/11 04:42:03] ppdet.engine INFO: Epoch: [25] [ 700/7329] learning_rate: 0.000100 loss_class: 0.560308 loss_bbox: 0.158140 loss_giou: 0.414940 loss_class_aux: 3.696911 loss_bbox_aux: 0.994214 loss_giou_aux: 2.538455 loss_class_dn: 0.324719 loss_bbox_dn: 0.175679 loss_giou_dn: 0.432681 loss_class_aux_dn: 1.718722 loss_bbox_aux_dn: 1.017024 loss_giou_aux_dn: 2.354862 loss: 14.580307 eta: 5 days, 5:50:27 batch_cost: 0.6623 data_cost: 0.0019 ips: 6.0400 images/s [04/11 04:43:12] ppdet.engine INFO: Epoch: [25] [ 800/7329] learning_rate: 0.000100 loss_class: 0.623618 loss_bbox: 0.140750 loss_giou: 0.438312 loss_class_aux: 3.977427 loss_bbox_aux: 0.932708 loss_giou_aux: 2.802354 loss_class_dn: 0.363640 loss_bbox_dn: 0.163130 loss_giou_dn: 0.454959 loss_class_aux_dn: 1.945860 loss_bbox_aux_dn: 0.949884 loss_giou_aux_dn: 2.476441 loss: 15.735173 eta: 5 days, 5:49:19 batch_cost: 0.6423 data_cost: 0.0018 ips: 6.2279 images/s [04/11 04:44:23] ppdet.engine INFO: Epoch: [25] [ 900/7329] learning_rate: 0.000100 loss_class: 0.619830 loss_bbox: 0.139196 loss_giou: 0.371279 loss_class_aux: 3.937016 loss_bbox_aux: 0.912177 loss_giou_aux: 2.512265 loss_class_dn: 0.332691 loss_bbox_dn: 0.163787 loss_giou_dn: 0.402023 loss_class_aux_dn: 1.738657 loss_bbox_aux_dn: 0.938825 loss_giou_aux_dn: 2.204032 loss: 14.343538 eta: 5 days, 5:48:13 batch_cost: 0.6485 data_cost: 0.0018 ips: 6.1679 images/s [04/11 04:45:33] ppdet.engine INFO: Epoch: [25] [1000/7329] learning_rate: 0.000100 loss_class: 0.572535 loss_bbox: 0.126644 loss_giou: 0.373984 loss_class_aux: 3.797427 loss_bbox_aux: 0.834769 loss_giou_aux: 2.348778 loss_class_dn: 0.327754 loss_bbox_dn: 0.147506 loss_giou_dn: 0.372156 loss_class_aux_dn: 1.818793 loss_bbox_aux_dn: 0.854305 loss_giou_aux_dn: 2.021995 loss: 14.042619 eta: 5 days, 5:47:06 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1907 images/s [04/11 04:46:42] ppdet.engine INFO: Epoch: [25] [1100/7329] learning_rate: 0.000100 loss_class: 0.595695 loss_bbox: 0.137076 loss_giou: 0.417993 loss_class_aux: 3.706913 loss_bbox_aux: 0.911043 loss_giou_aux: 2.579897 loss_class_dn: 0.338834 loss_bbox_dn: 0.154526 loss_giou_dn: 0.433359 loss_class_aux_dn: 1.824380 loss_bbox_aux_dn: 0.925655 loss_giou_aux_dn: 2.384883 loss: 15.687330 eta: 5 days, 5:45:56 batch_cost: 0.6396 data_cost: 0.0020 ips: 6.2537 images/s [04/11 04:47:53] ppdet.engine INFO: Epoch: [25] [1200/7329] learning_rate: 0.000100 loss_class: 0.610835 loss_bbox: 0.145419 loss_giou: 0.358994 loss_class_aux: 3.809976 loss_bbox_aux: 0.998507 loss_giou_aux: 2.316669 loss_class_dn: 0.325674 loss_bbox_dn: 0.170426 loss_giou_dn: 0.366236 loss_class_aux_dn: 1.725464 loss_bbox_aux_dn: 0.965004 loss_giou_aux_dn: 2.022402 loss: 13.870474 eta: 5 days, 5:44:51 batch_cost: 0.6525 data_cost: 0.0018 ips: 6.1303 images/s [04/11 04:49:05] ppdet.engine INFO: Epoch: [25] [1300/7329] learning_rate: 0.000100 loss_class: 0.604851 loss_bbox: 0.139311 loss_giou: 0.354728 loss_class_aux: 3.763768 loss_bbox_aux: 0.884857 loss_giou_aux: 2.354948 loss_class_dn: 0.335708 loss_bbox_dn: 0.156580 loss_giou_dn: 0.385016 loss_class_aux_dn: 1.816617 loss_bbox_aux_dn: 0.966142 loss_giou_aux_dn: 2.107105 loss: 15.397743 eta: 5 days, 5:43:50 batch_cost: 0.6625 data_cost: 0.0018 ips: 6.0377 images/s [04/11 04:50:15] ppdet.engine INFO: Epoch: [25] [1400/7329] learning_rate: 0.000100 loss_class: 0.580445 loss_bbox: 0.133477 loss_giou: 0.420237 loss_class_aux: 3.744110 loss_bbox_aux: 0.875801 loss_giou_aux: 2.645661 loss_class_dn: 0.351779 loss_bbox_dn: 0.148912 loss_giou_dn: 0.423655 loss_class_aux_dn: 1.907383 loss_bbox_aux_dn: 0.888056 loss_giou_aux_dn: 2.243559 loss: 15.596133 eta: 5 days, 5:42:41 batch_cost: 0.6408 data_cost: 0.0017 ips: 6.2424 images/s [04/11 04:51:25] ppdet.engine INFO: Epoch: [25] [1500/7329] learning_rate: 0.000100 loss_class: 0.602285 loss_bbox: 0.142436 loss_giou: 0.345227 loss_class_aux: 3.811242 loss_bbox_aux: 0.922377 loss_giou_aux: 2.229366 loss_class_dn: 0.339282 loss_bbox_dn: 0.160784 loss_giou_dn: 0.357035 loss_class_aux_dn: 1.853075 loss_bbox_aux_dn: 0.922660 loss_giou_aux_dn: 1.967723 loss: 13.764366 eta: 5 days, 5:41:33 batch_cost: 0.6421 data_cost: 0.0020 ips: 6.2298 images/s [04/11 04:52:35] ppdet.engine INFO: Epoch: [25] [1600/7329] learning_rate: 0.000100 loss_class: 0.568641 loss_bbox: 0.128771 loss_giou: 0.360376 loss_class_aux: 3.692755 loss_bbox_aux: 0.838678 loss_giou_aux: 2.323318 loss_class_dn: 0.335679 loss_bbox_dn: 0.163064 loss_giou_dn: 0.378378 loss_class_aux_dn: 1.784011 loss_bbox_aux_dn: 0.940982 loss_giou_aux_dn: 2.187419 loss: 14.083710 eta: 5 days, 5:40:26 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1843 images/s [04/11 04:53:45] ppdet.engine INFO: Epoch: [25] [1700/7329] learning_rate: 0.000100 loss_class: 0.567322 loss_bbox: 0.123204 loss_giou: 0.326370 loss_class_aux: 3.495033 loss_bbox_aux: 0.819538 loss_giou_aux: 2.085889 loss_class_dn: 0.292927 loss_bbox_dn: 0.141735 loss_giou_dn: 0.338963 loss_class_aux_dn: 1.551039 loss_bbox_aux_dn: 0.817502 loss_giou_aux_dn: 1.810937 loss: 13.465727 eta: 5 days, 5:39:18 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2077 images/s [04/11 04:54:55] ppdet.engine INFO: Epoch: [25] [1800/7329] learning_rate: 0.000100 loss_class: 0.580711 loss_bbox: 0.133318 loss_giou: 0.395321 loss_class_aux: 3.668732 loss_bbox_aux: 0.925805 loss_giou_aux: 2.494462 loss_class_dn: 0.328006 loss_bbox_dn: 0.161969 loss_giou_dn: 0.415906 loss_class_aux_dn: 1.765447 loss_bbox_aux_dn: 0.950156 loss_giou_aux_dn: 2.264209 loss: 14.552235 eta: 5 days, 5:38:11 batch_cost: 0.6458 data_cost: 0.0021 ips: 6.1941 images/s [04/11 04:56:07] ppdet.engine INFO: Epoch: [25] [1900/7329] learning_rate: 0.000100 loss_class: 0.668863 loss_bbox: 0.151173 loss_giou: 0.448617 loss_class_aux: 4.161997 loss_bbox_aux: 1.009606 loss_giou_aux: 3.024569 loss_class_dn: 0.380786 loss_bbox_dn: 0.178093 loss_giou_dn: 0.460924 loss_class_aux_dn: 1.987013 loss_bbox_aux_dn: 1.053658 loss_giou_aux_dn: 2.533058 loss: 16.756577 eta: 5 days, 5:37:09 batch_cost: 0.6596 data_cost: 0.0018 ips: 6.0639 images/s [04/11 04:57:17] ppdet.engine INFO: Epoch: [25] [2000/7329] learning_rate: 0.000100 loss_class: 0.590494 loss_bbox: 0.134180 loss_giou: 0.384246 loss_class_aux: 3.872469 loss_bbox_aux: 0.921938 loss_giou_aux: 2.403632 loss_class_dn: 0.317373 loss_bbox_dn: 0.156896 loss_giou_dn: 0.363447 loss_class_aux_dn: 1.721266 loss_bbox_aux_dn: 0.900462 loss_giou_aux_dn: 1.973981 loss: 13.306229 eta: 5 days, 5:36:02 batch_cost: 0.6453 data_cost: 0.0019 ips: 6.1986 images/s [04/11 04:58:29] ppdet.engine INFO: Epoch: [25] [2100/7329] learning_rate: 0.000100 loss_class: 0.670676 loss_bbox: 0.151802 loss_giou: 0.469135 loss_class_aux: 4.372216 loss_bbox_aux: 1.019817 loss_giou_aux: 2.982400 loss_class_dn: 0.374691 loss_bbox_dn: 0.166480 loss_giou_dn: 0.456285 loss_class_aux_dn: 2.022056 loss_bbox_aux_dn: 0.962534 loss_giou_aux_dn: 2.522257 loss: 17.022512 eta: 5 days, 5:35:00 batch_cost: 0.6611 data_cost: 0.0017 ips: 6.0505 images/s [04/11 04:59:40] ppdet.engine INFO: Epoch: [25] [2200/7329] learning_rate: 0.000100 loss_class: 0.565153 loss_bbox: 0.142078 loss_giou: 0.321398 loss_class_aux: 3.636614 loss_bbox_aux: 0.916737 loss_giou_aux: 2.030329 loss_class_dn: 0.325388 loss_bbox_dn: 0.167687 loss_giou_dn: 0.347980 loss_class_aux_dn: 1.795891 loss_bbox_aux_dn: 0.973206 loss_giou_aux_dn: 1.932784 loss: 13.278278 eta: 5 days, 5:33:55 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1484 images/s [04/11 05:00:51] ppdet.engine INFO: Epoch: [25] [2300/7329] learning_rate: 0.000100 loss_class: 0.603283 loss_bbox: 0.154692 loss_giou: 0.459471 loss_class_aux: 3.933925 loss_bbox_aux: 1.017711 loss_giou_aux: 2.879154 loss_class_dn: 0.365794 loss_bbox_dn: 0.165766 loss_giou_dn: 0.475138 loss_class_aux_dn: 1.929395 loss_bbox_aux_dn: 0.962405 loss_giou_aux_dn: 2.597339 loss: 16.189465 eta: 5 days, 5:32:53 batch_cost: 0.6590 data_cost: 0.0020 ips: 6.0698 images/s [04/11 05:02:01] ppdet.engine INFO: Epoch: [25] [2400/7329] learning_rate: 0.000100 loss_class: 0.679638 loss_bbox: 0.143323 loss_giou: 0.504481 loss_class_aux: 4.366827 loss_bbox_aux: 0.972534 loss_giou_aux: 3.225507 loss_class_dn: 0.399105 loss_bbox_dn: 0.163832 loss_giou_dn: 0.487017 loss_class_aux_dn: 2.094249 loss_bbox_aux_dn: 0.918850 loss_giou_aux_dn: 2.672273 loss: 17.692688 eta: 5 days, 5:31:44 batch_cost: 0.6421 data_cost: 0.0018 ips: 6.2293 images/s [04/11 05:03:12] ppdet.engine INFO: Epoch: [25] [2500/7329] learning_rate: 0.000100 loss_class: 0.662019 loss_bbox: 0.146467 loss_giou: 0.406345 loss_class_aux: 4.202729 loss_bbox_aux: 0.982437 loss_giou_aux: 2.618408 loss_class_dn: 0.356606 loss_bbox_dn: 0.163423 loss_giou_dn: 0.415852 loss_class_aux_dn: 1.935155 loss_bbox_aux_dn: 0.946604 loss_giou_aux_dn: 2.296748 loss: 15.907416 eta: 5 days, 5:30:40 batch_cost: 0.6532 data_cost: 0.0020 ips: 6.1236 images/s [04/11 05:04:22] ppdet.engine INFO: Epoch: [25] [2600/7329] learning_rate: 0.000100 loss_class: 0.606751 loss_bbox: 0.150745 loss_giou: 0.377567 loss_class_aux: 3.825478 loss_bbox_aux: 1.005294 loss_giou_aux: 2.483563 loss_class_dn: 0.339596 loss_bbox_dn: 0.162830 loss_giou_dn: 0.386155 loss_class_aux_dn: 1.841027 loss_bbox_aux_dn: 0.964824 loss_giou_aux_dn: 2.122358 loss: 14.624727 eta: 5 days, 5:29:33 batch_cost: 0.6484 data_cost: 0.0019 ips: 6.1687 images/s [04/11 05:05:32] ppdet.engine INFO: Epoch: [25] [2700/7329] learning_rate: 0.000100 loss_class: 0.556359 loss_bbox: 0.140886 loss_giou: 0.367737 loss_class_aux: 3.598770 loss_bbox_aux: 0.887788 loss_giou_aux: 2.375208 loss_class_dn: 0.318520 loss_bbox_dn: 0.156425 loss_giou_dn: 0.361768 loss_class_aux_dn: 1.721505 loss_bbox_aux_dn: 0.884663 loss_giou_aux_dn: 2.040611 loss: 13.656255 eta: 5 days, 5:28:26 batch_cost: 0.6458 data_cost: 0.0018 ips: 6.1939 images/s [04/11 05:06:43] ppdet.engine INFO: Epoch: [25] [2800/7329] learning_rate: 0.000100 loss_class: 0.630331 loss_bbox: 0.145198 loss_giou: 0.393746 loss_class_aux: 3.984259 loss_bbox_aux: 0.966028 loss_giou_aux: 2.503307 loss_class_dn: 0.361446 loss_bbox_dn: 0.161113 loss_giou_dn: 0.412845 loss_class_aux_dn: 1.907109 loss_bbox_aux_dn: 0.945380 loss_giou_aux_dn: 2.201163 loss: 15.069364 eta: 5 days, 5:27:20 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1600 images/s [04/11 05:07:54] ppdet.engine INFO: Epoch: [25] [2900/7329] learning_rate: 0.000100 loss_class: 0.562701 loss_bbox: 0.122265 loss_giou: 0.366751 loss_class_aux: 3.718710 loss_bbox_aux: 0.838835 loss_giou_aux: 2.305309 loss_class_dn: 0.312076 loss_bbox_dn: 0.136792 loss_giou_dn: 0.363184 loss_class_aux_dn: 1.644188 loss_bbox_aux_dn: 0.824020 loss_giou_aux_dn: 2.013754 loss: 13.585510 eta: 5 days, 5:26:15 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1365 images/s [04/11 05:09:04] ppdet.engine INFO: Epoch: [25] [3000/7329] learning_rate: 0.000100 loss_class: 0.642141 loss_bbox: 0.154713 loss_giou: 0.457568 loss_class_aux: 4.157740 loss_bbox_aux: 1.009478 loss_giou_aux: 2.843943 loss_class_dn: 0.379625 loss_bbox_dn: 0.183182 loss_giou_dn: 0.417644 loss_class_aux_dn: 2.050976 loss_bbox_aux_dn: 1.009785 loss_giou_aux_dn: 2.351471 loss: 16.154938 eta: 5 days, 5:25:11 batch_cost: 0.6531 data_cost: 0.0017 ips: 6.1243 images/s [04/11 05:10:15] ppdet.engine INFO: Epoch: [25] [3100/7329] learning_rate: 0.000100 loss_class: 0.581898 loss_bbox: 0.127130 loss_giou: 0.358028 loss_class_aux: 3.780416 loss_bbox_aux: 0.822664 loss_giou_aux: 2.378514 loss_class_dn: 0.323659 loss_bbox_dn: 0.159764 loss_giou_dn: 0.359528 loss_class_aux_dn: 1.764574 loss_bbox_aux_dn: 0.946724 loss_giou_aux_dn: 1.977719 loss: 13.472580 eta: 5 days, 5:24:07 batch_cost: 0.6536 data_cost: 0.0018 ips: 6.1204 images/s [04/11 05:11:27] ppdet.engine INFO: Epoch: [25] [3200/7329] learning_rate: 0.000100 loss_class: 0.570330 loss_bbox: 0.133478 loss_giou: 0.359542 loss_class_aux: 3.762940 loss_bbox_aux: 0.900994 loss_giou_aux: 2.354624 loss_class_dn: 0.340321 loss_bbox_dn: 0.146065 loss_giou_dn: 0.382753 loss_class_aux_dn: 1.793072 loss_bbox_aux_dn: 0.856617 loss_giou_aux_dn: 2.157087 loss: 14.672848 eta: 5 days, 5:23:03 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1165 images/s [04/11 05:12:37] ppdet.engine INFO: Epoch: [25] [3300/7329] learning_rate: 0.000100 loss_class: 0.556205 loss_bbox: 0.131169 loss_giou: 0.332552 loss_class_aux: 3.527912 loss_bbox_aux: 0.934035 loss_giou_aux: 2.051078 loss_class_dn: 0.297170 loss_bbox_dn: 0.153688 loss_giou_dn: 0.322684 loss_class_aux_dn: 1.625490 loss_bbox_aux_dn: 0.903836 loss_giou_aux_dn: 1.848446 loss: 12.922361 eta: 5 days, 5:21:57 batch_cost: 0.6502 data_cost: 0.0019 ips: 6.1520 images/s [04/11 05:13:49] ppdet.engine INFO: Epoch: [25] [3400/7329] learning_rate: 0.000100 loss_class: 0.630177 loss_bbox: 0.165581 loss_giou: 0.387069 loss_class_aux: 4.067200 loss_bbox_aux: 1.058744 loss_giou_aux: 2.449068 loss_class_dn: 0.353833 loss_bbox_dn: 0.187877 loss_giou_dn: 0.405837 loss_class_aux_dn: 1.866841 loss_bbox_aux_dn: 1.071182 loss_giou_aux_dn: 2.250895 loss: 15.371840 eta: 5 days, 5:20:54 batch_cost: 0.6580 data_cost: 0.0020 ips: 6.0787 images/s [04/11 05:14:59] ppdet.engine INFO: Epoch: [25] [3500/7329] learning_rate: 0.000100 loss_class: 0.664900 loss_bbox: 0.163146 loss_giou: 0.486031 loss_class_aux: 4.141552 loss_bbox_aux: 1.044698 loss_giou_aux: 3.016659 loss_class_dn: 0.374419 loss_bbox_dn: 0.171532 loss_giou_dn: 0.505992 loss_class_aux_dn: 2.023704 loss_bbox_aux_dn: 0.975705 loss_giou_aux_dn: 2.737055 loss: 17.258110 eta: 5 days, 5:19:47 batch_cost: 0.6453 data_cost: 0.0018 ips: 6.1988 images/s [04/11 05:16:09] ppdet.engine INFO: Epoch: [25] [3600/7329] learning_rate: 0.000100 loss_class: 0.584934 loss_bbox: 0.147172 loss_giou: 0.413634 loss_class_aux: 3.676757 loss_bbox_aux: 0.936014 loss_giou_aux: 2.478843 loss_class_dn: 0.338751 loss_bbox_dn: 0.158415 loss_giou_dn: 0.399790 loss_class_aux_dn: 1.814729 loss_bbox_aux_dn: 0.900378 loss_giou_aux_dn: 2.192494 loss: 15.364548 eta: 5 days, 5:18:40 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1807 images/s [04/11 05:17:21] ppdet.engine INFO: Epoch: [25] [3700/7329] learning_rate: 0.000100 loss_class: 0.567860 loss_bbox: 0.124803 loss_giou: 0.351860 loss_class_aux: 3.513011 loss_bbox_aux: 0.773692 loss_giou_aux: 2.255505 loss_class_dn: 0.307170 loss_bbox_dn: 0.143359 loss_giou_dn: 0.359709 loss_class_aux_dn: 1.672584 loss_bbox_aux_dn: 0.861565 loss_giou_aux_dn: 1.989281 loss: 14.011555 eta: 5 days, 5:17:38 batch_cost: 0.6591 data_cost: 0.0018 ips: 6.0693 images/s [04/11 05:18:31] ppdet.engine INFO: Epoch: [25] [3800/7329] learning_rate: 0.000100 loss_class: 0.590616 loss_bbox: 0.147835 loss_giou: 0.426674 loss_class_aux: 3.862266 loss_bbox_aux: 0.990050 loss_giou_aux: 2.751038 loss_class_dn: 0.364621 loss_bbox_dn: 0.171929 loss_giou_dn: 0.434668 loss_class_aux_dn: 1.914590 loss_bbox_aux_dn: 1.022032 loss_giou_aux_dn: 2.344101 loss: 15.968012 eta: 5 days, 5:16:31 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1817 images/s [04/11 05:19:44] ppdet.engine INFO: Epoch: [25] [3900/7329] learning_rate: 0.000100 loss_class: 0.615096 loss_bbox: 0.144620 loss_giou: 0.364980 loss_class_aux: 3.847553 loss_bbox_aux: 0.929902 loss_giou_aux: 2.316067 loss_class_dn: 0.343974 loss_bbox_dn: 0.166632 loss_giou_dn: 0.371715 loss_class_aux_dn: 1.841907 loss_bbox_aux_dn: 0.960654 loss_giou_aux_dn: 2.108459 loss: 14.502344 eta: 5 days, 5:15:30 batch_cost: 0.6623 data_cost: 0.0018 ips: 6.0397 images/s [04/11 05:20:55] ppdet.engine INFO: Epoch: [25] [4000/7329] learning_rate: 0.000100 loss_class: 0.644378 loss_bbox: 0.143275 loss_giou: 0.455432 loss_class_aux: 4.149042 loss_bbox_aux: 0.935637 loss_giou_aux: 2.824832 loss_class_dn: 0.361824 loss_bbox_dn: 0.164447 loss_giou_dn: 0.429930 loss_class_aux_dn: 1.978739 loss_bbox_aux_dn: 0.956416 loss_giou_aux_dn: 2.343767 loss: 16.129957 eta: 5 days, 5:14:25 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1386 images/s [04/11 05:22:04] ppdet.engine INFO: Epoch: [25] [4100/7329] learning_rate: 0.000100 loss_class: 0.550142 loss_bbox: 0.134120 loss_giou: 0.333196 loss_class_aux: 3.561347 loss_bbox_aux: 0.923198 loss_giou_aux: 2.039870 loss_class_dn: 0.294413 loss_bbox_dn: 0.162240 loss_giou_dn: 0.332099 loss_class_aux_dn: 1.599368 loss_bbox_aux_dn: 0.923753 loss_giou_aux_dn: 1.832280 loss: 12.767950 eta: 5 days, 5:13:17 batch_cost: 0.6417 data_cost: 0.0019 ips: 6.2331 images/s [04/11 05:23:16] ppdet.engine INFO: Epoch: [25] [4200/7329] learning_rate: 0.000100 loss_class: 0.643195 loss_bbox: 0.146640 loss_giou: 0.417860 loss_class_aux: 4.127189 loss_bbox_aux: 0.946190 loss_giou_aux: 2.579474 loss_class_dn: 0.348220 loss_bbox_dn: 0.166198 loss_giou_dn: 0.458414 loss_class_aux_dn: 1.834862 loss_bbox_aux_dn: 0.976320 loss_giou_aux_dn: 2.550409 loss: 15.780434 eta: 5 days, 5:12:13 batch_cost: 0.6553 data_cost: 0.0018 ips: 6.1044 images/s [04/11 05:24:26] ppdet.engine INFO: Epoch: [25] [4300/7329] learning_rate: 0.000100 loss_class: 0.594241 loss_bbox: 0.149028 loss_giou: 0.409803 loss_class_aux: 3.801790 loss_bbox_aux: 0.979972 loss_giou_aux: 2.551628 loss_class_dn: 0.322427 loss_bbox_dn: 0.169957 loss_giou_dn: 0.423178 loss_class_aux_dn: 1.766362 loss_bbox_aux_dn: 0.988443 loss_giou_aux_dn: 2.277734 loss: 14.773741 eta: 5 days, 5:11:07 batch_cost: 0.6476 data_cost: 0.0018 ips: 6.1762 images/s [04/11 05:25:37] ppdet.engine INFO: Epoch: [25] [4400/7329] learning_rate: 0.000100 loss_class: 0.671649 loss_bbox: 0.142401 loss_giou: 0.384172 loss_class_aux: 4.373436 loss_bbox_aux: 0.973392 loss_giou_aux: 2.493412 loss_class_dn: 0.347564 loss_bbox_dn: 0.192959 loss_giou_dn: 0.392178 loss_class_aux_dn: 1.866970 loss_bbox_aux_dn: 1.081372 loss_giou_aux_dn: 2.186648 loss: 15.255318 eta: 5 days, 5:10:02 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1146 images/s [04/11 05:26:47] ppdet.engine INFO: Epoch: [25] [4500/7329] learning_rate: 0.000100 loss_class: 0.631060 loss_bbox: 0.135715 loss_giou: 0.386683 loss_class_aux: 4.080849 loss_bbox_aux: 0.887180 loss_giou_aux: 2.402235 loss_class_dn: 0.335049 loss_bbox_dn: 0.159910 loss_giou_dn: 0.370064 loss_class_aux_dn: 1.784021 loss_bbox_aux_dn: 0.952687 loss_giou_aux_dn: 2.096273 loss: 14.471789 eta: 5 days, 5:08:53 batch_cost: 0.6405 data_cost: 0.0019 ips: 6.2456 images/s [04/11 05:27:57] ppdet.engine INFO: Epoch: [25] [4600/7329] learning_rate: 0.000100 loss_class: 0.599487 loss_bbox: 0.148286 loss_giou: 0.374958 loss_class_aux: 3.876836 loss_bbox_aux: 0.938139 loss_giou_aux: 2.373678 loss_class_dn: 0.344976 loss_bbox_dn: 0.164925 loss_giou_dn: 0.383017 loss_class_aux_dn: 1.812301 loss_bbox_aux_dn: 0.926378 loss_giou_aux_dn: 2.202562 loss: 15.173211 eta: 5 days, 5:07:47 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1850 images/s [04/11 05:29:07] ppdet.engine INFO: Epoch: [25] [4700/7329] learning_rate: 0.000100 loss_class: 0.574383 loss_bbox: 0.150060 loss_giou: 0.345124 loss_class_aux: 3.892807 loss_bbox_aux: 0.938153 loss_giou_aux: 2.105436 loss_class_dn: 0.319599 loss_bbox_dn: 0.180903 loss_giou_dn: 0.339339 loss_class_aux_dn: 1.694953 loss_bbox_aux_dn: 1.044584 loss_giou_aux_dn: 1.933506 loss: 13.851315 eta: 5 days, 5:06:41 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1514 images/s [04/11 05:30:19] ppdet.engine INFO: Epoch: [25] [4800/7329] learning_rate: 0.000100 loss_class: 0.644495 loss_bbox: 0.155666 loss_giou: 0.481306 loss_class_aux: 4.077125 loss_bbox_aux: 0.961628 loss_giou_aux: 2.997674 loss_class_dn: 0.352869 loss_bbox_dn: 0.159679 loss_giou_dn: 0.453451 loss_class_aux_dn: 1.905470 loss_bbox_aux_dn: 0.895634 loss_giou_aux_dn: 2.465484 loss: 16.028870 eta: 5 days, 5:05:37 batch_cost: 0.6549 data_cost: 0.0019 ips: 6.1076 images/s [04/11 05:31:29] ppdet.engine INFO: Epoch: [25] [4900/7329] learning_rate: 0.000100 loss_class: 0.650430 loss_bbox: 0.162249 loss_giou: 0.408326 loss_class_aux: 4.060934 loss_bbox_aux: 1.065991 loss_giou_aux: 2.598815 loss_class_dn: 0.342054 loss_bbox_dn: 0.181675 loss_giou_dn: 0.420316 loss_class_aux_dn: 1.847736 loss_bbox_aux_dn: 1.040003 loss_giou_aux_dn: 2.254526 loss: 14.864378 eta: 5 days, 5:04:31 batch_cost: 0.6471 data_cost: 0.0019 ips: 6.1814 images/s [04/11 05:32:41] ppdet.engine INFO: Epoch: [25] [5000/7329] learning_rate: 0.000100 loss_class: 0.583517 loss_bbox: 0.150267 loss_giou: 0.375826 loss_class_aux: 3.750476 loss_bbox_aux: 0.949300 loss_giou_aux: 2.358831 loss_class_dn: 0.334771 loss_bbox_dn: 0.173419 loss_giou_dn: 0.388061 loss_class_aux_dn: 1.796992 loss_bbox_aux_dn: 0.987016 loss_giou_aux_dn: 2.160581 loss: 14.751353 eta: 5 days, 5:03:31 batch_cost: 0.6660 data_cost: 0.0020 ips: 6.0064 images/s [04/11 05:33:52] ppdet.engine INFO: Epoch: [25] [5100/7329] learning_rate: 0.000100 loss_class: 0.623636 loss_bbox: 0.140448 loss_giou: 0.380516 loss_class_aux: 3.953438 loss_bbox_aux: 0.939952 loss_giou_aux: 2.399977 loss_class_dn: 0.354278 loss_bbox_dn: 0.161805 loss_giou_dn: 0.414810 loss_class_aux_dn: 1.916539 loss_bbox_aux_dn: 0.959507 loss_giou_aux_dn: 2.249435 loss: 15.725354 eta: 5 days, 5:02:26 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1287 images/s [04/11 05:35:03] ppdet.engine INFO: Epoch: [25] [5200/7329] learning_rate: 0.000100 loss_class: 0.656090 loss_bbox: 0.148721 loss_giou: 0.398916 loss_class_aux: 4.112525 loss_bbox_aux: 0.974024 loss_giou_aux: 2.543125 loss_class_dn: 0.353680 loss_bbox_dn: 0.184063 loss_giou_dn: 0.418507 loss_class_aux_dn: 1.970445 loss_bbox_aux_dn: 1.122519 loss_giou_aux_dn: 2.310035 loss: 16.239546 eta: 5 days, 5:01:23 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1055 images/s [04/11 05:36:12] ppdet.engine INFO: Epoch: [25] [5300/7329] learning_rate: 0.000100 loss_class: 0.624297 loss_bbox: 0.133868 loss_giou: 0.448931 loss_class_aux: 4.061697 loss_bbox_aux: 0.847007 loss_giou_aux: 2.849768 loss_class_dn: 0.355122 loss_bbox_dn: 0.152917 loss_giou_dn: 0.441412 loss_class_aux_dn: 1.952763 loss_bbox_aux_dn: 0.861147 loss_giou_aux_dn: 2.435127 loss: 15.572439 eta: 5 days, 5:00:15 batch_cost: 0.6435 data_cost: 0.0018 ips: 6.2161 images/s [04/11 05:37:24] ppdet.engine INFO: Epoch: [25] [5400/7329] learning_rate: 0.000100 loss_class: 0.562479 loss_bbox: 0.149112 loss_giou: 0.381543 loss_class_aux: 3.688801 loss_bbox_aux: 0.966112 loss_giou_aux: 2.411924 loss_class_dn: 0.342420 loss_bbox_dn: 0.176986 loss_giou_dn: 0.424879 loss_class_aux_dn: 1.808292 loss_bbox_aux_dn: 1.036500 loss_giou_aux_dn: 2.250232 loss: 14.718685 eta: 5 days, 4:59:10 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1172 images/s [04/11 05:38:34] ppdet.engine INFO: Epoch: [25] [5500/7329] learning_rate: 0.000100 loss_class: 0.608609 loss_bbox: 0.145432 loss_giou: 0.411407 loss_class_aux: 4.041132 loss_bbox_aux: 0.932229 loss_giou_aux: 2.584750 loss_class_dn: 0.341494 loss_bbox_dn: 0.156791 loss_giou_dn: 0.407334 loss_class_aux_dn: 1.863611 loss_bbox_aux_dn: 0.908167 loss_giou_aux_dn: 2.264849 loss: 14.961534 eta: 5 days, 4:58:06 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1206 images/s [04/11 05:39:45] ppdet.engine INFO: Epoch: [25] [5600/7329] learning_rate: 0.000100 loss_class: 0.642802 loss_bbox: 0.138705 loss_giou: 0.394907 loss_class_aux: 4.024101 loss_bbox_aux: 0.906417 loss_giou_aux: 2.527729 loss_class_dn: 0.345807 loss_bbox_dn: 0.170331 loss_giou_dn: 0.394351 loss_class_aux_dn: 1.866821 loss_bbox_aux_dn: 0.983201 loss_giou_aux_dn: 2.176173 loss: 14.781414 eta: 5 days, 4:57:00 batch_cost: 0.6480 data_cost: 0.0019 ips: 6.1731 images/s [04/11 05:40:57] ppdet.engine INFO: Epoch: [25] [5700/7329] learning_rate: 0.000100 loss_class: 0.586621 loss_bbox: 0.135961 loss_giou: 0.338369 loss_class_aux: 3.751190 loss_bbox_aux: 0.878552 loss_giou_aux: 2.175099 loss_class_dn: 0.321990 loss_bbox_dn: 0.145234 loss_giou_dn: 0.352508 loss_class_aux_dn: 1.703807 loss_bbox_aux_dn: 0.909120 loss_giou_aux_dn: 1.935048 loss: 13.720898 eta: 5 days, 4:55:58 batch_cost: 0.6617 data_cost: 0.0017 ips: 6.0447 images/s [04/11 05:42:06] ppdet.engine INFO: Epoch: [25] [5800/7329] learning_rate: 0.000100 loss_class: 0.624101 loss_bbox: 0.151530 loss_giou: 0.354699 loss_class_aux: 4.016093 loss_bbox_aux: 0.964588 loss_giou_aux: 2.300683 loss_class_dn: 0.331140 loss_bbox_dn: 0.181147 loss_giou_dn: 0.369170 loss_class_aux_dn: 1.771761 loss_bbox_aux_dn: 1.109187 loss_giou_aux_dn: 2.054615 loss: 13.933786 eta: 5 days, 4:54:49 batch_cost: 0.6391 data_cost: 0.0018 ips: 6.2584 images/s [04/11 05:43:18] ppdet.engine INFO: Epoch: [25] [5900/7329] learning_rate: 0.000100 loss_class: 0.612686 loss_bbox: 0.138686 loss_giou: 0.405193 loss_class_aux: 3.870068 loss_bbox_aux: 0.921141 loss_giou_aux: 2.568180 loss_class_dn: 0.333652 loss_bbox_dn: 0.173093 loss_giou_dn: 0.435457 loss_class_aux_dn: 1.776169 loss_bbox_aux_dn: 0.995386 loss_giou_aux_dn: 2.368915 loss: 14.538048 eta: 5 days, 4:53:46 batch_cost: 0.6569 data_cost: 0.0018 ips: 6.0896 images/s [04/11 05:44:28] ppdet.engine INFO: Epoch: [25] [6000/7329] learning_rate: 0.000100 loss_class: 0.607989 loss_bbox: 0.147312 loss_giou: 0.386383 loss_class_aux: 3.934959 loss_bbox_aux: 0.979814 loss_giou_aux: 2.462911 loss_class_dn: 0.333515 loss_bbox_dn: 0.183422 loss_giou_dn: 0.387765 loss_class_aux_dn: 1.778730 loss_bbox_aux_dn: 1.023523 loss_giou_aux_dn: 2.099272 loss: 14.714720 eta: 5 days, 4:52:41 batch_cost: 0.6531 data_cost: 0.0022 ips: 6.1243 images/s [04/11 05:45:38] ppdet.engine INFO: Epoch: [25] [6100/7329] learning_rate: 0.000100 loss_class: 0.540093 loss_bbox: 0.135087 loss_giou: 0.388083 loss_class_aux: 3.358761 loss_bbox_aux: 0.893495 loss_giou_aux: 2.492224 loss_class_dn: 0.326074 loss_bbox_dn: 0.150572 loss_giou_dn: 0.386753 loss_class_aux_dn: 1.748451 loss_bbox_aux_dn: 0.855047 loss_giou_aux_dn: 2.165094 loss: 14.009752 eta: 5 days, 4:51:33 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2338 images/s [04/11 05:46:49] ppdet.engine INFO: Epoch: [25] [6200/7329] learning_rate: 0.000100 loss_class: 0.602259 loss_bbox: 0.140370 loss_giou: 0.393647 loss_class_aux: 3.846010 loss_bbox_aux: 0.868150 loss_giou_aux: 2.445361 loss_class_dn: 0.345146 loss_bbox_dn: 0.156028 loss_giou_dn: 0.395877 loss_class_aux_dn: 1.812120 loss_bbox_aux_dn: 0.937410 loss_giou_aux_dn: 2.140772 loss: 14.807416 eta: 5 days, 4:50:29 batch_cost: 0.6551 data_cost: 0.0020 ips: 6.1056 images/s [04/11 05:48:00] ppdet.engine INFO: Epoch: [25] [6300/7329] learning_rate: 0.000100 loss_class: 0.485049 loss_bbox: 0.133495 loss_giou: 0.355564 loss_class_aux: 3.212519 loss_bbox_aux: 0.835956 loss_giou_aux: 2.103280 loss_class_dn: 0.286826 loss_bbox_dn: 0.154836 loss_giou_dn: 0.322637 loss_class_aux_dn: 1.570775 loss_bbox_aux_dn: 0.928256 loss_giou_aux_dn: 1.832951 loss: 12.629434 eta: 5 days, 4:49:23 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1585 images/s [04/11 05:49:13] ppdet.engine INFO: Epoch: [25] [6400/7329] learning_rate: 0.000100 loss_class: 0.667927 loss_bbox: 0.149772 loss_giou: 0.367834 loss_class_aux: 4.067161 loss_bbox_aux: 0.976535 loss_giou_aux: 2.413346 loss_class_dn: 0.361003 loss_bbox_dn: 0.183327 loss_giou_dn: 0.405523 loss_class_aux_dn: 1.922105 loss_bbox_aux_dn: 1.092160 loss_giou_aux_dn: 2.232746 loss: 15.332575 eta: 5 days, 4:48:22 batch_cost: 0.6638 data_cost: 0.0018 ips: 6.0261 images/s [04/11 05:50:23] ppdet.engine INFO: Epoch: [25] [6500/7329] learning_rate: 0.000100 loss_class: 0.569213 loss_bbox: 0.153096 loss_giou: 0.392608 loss_class_aux: 3.785336 loss_bbox_aux: 0.979744 loss_giou_aux: 2.559460 loss_class_dn: 0.345665 loss_bbox_dn: 0.163720 loss_giou_dn: 0.376115 loss_class_aux_dn: 1.862156 loss_bbox_aux_dn: 0.978095 loss_giou_aux_dn: 2.083947 loss: 15.230312 eta: 5 days, 4:47:16 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1710 images/s [04/11 05:51:34] ppdet.engine INFO: Epoch: [25] [6600/7329] learning_rate: 0.000100 loss_class: 0.623699 loss_bbox: 0.148494 loss_giou: 0.385850 loss_class_aux: 3.989265 loss_bbox_aux: 0.964519 loss_giou_aux: 2.451386 loss_class_dn: 0.334626 loss_bbox_dn: 0.170001 loss_giou_dn: 0.395338 loss_class_aux_dn: 1.780562 loss_bbox_aux_dn: 0.997517 loss_giou_aux_dn: 2.141751 loss: 15.067890 eta: 5 days, 4:46:11 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1468 images/s [04/11 05:52:43] ppdet.engine INFO: Epoch: [25] [6700/7329] learning_rate: 0.000100 loss_class: 0.594443 loss_bbox: 0.133524 loss_giou: 0.432231 loss_class_aux: 3.815575 loss_bbox_aux: 0.859791 loss_giou_aux: 2.699792 loss_class_dn: 0.336838 loss_bbox_dn: 0.167040 loss_giou_dn: 0.440459 loss_class_aux_dn: 1.773558 loss_bbox_aux_dn: 0.977359 loss_giou_aux_dn: 2.375671 loss: 14.609482 eta: 5 days, 4:45:02 batch_cost: 0.6418 data_cost: 0.0017 ips: 6.2326 images/s [04/11 05:53:54] ppdet.engine INFO: Epoch: [25] [6800/7329] learning_rate: 0.000100 loss_class: 0.586951 loss_bbox: 0.140607 loss_giou: 0.408610 loss_class_aux: 3.707853 loss_bbox_aux: 0.923784 loss_giou_aux: 2.590323 loss_class_dn: 0.319414 loss_bbox_dn: 0.150367 loss_giou_dn: 0.388493 loss_class_aux_dn: 1.743714 loss_bbox_aux_dn: 0.877724 loss_giou_aux_dn: 2.144636 loss: 14.128016 eta: 5 days, 4:43:56 batch_cost: 0.6471 data_cost: 0.0019 ips: 6.1812 images/s [04/11 05:55:04] ppdet.engine INFO: Epoch: [25] [6900/7329] learning_rate: 0.000100 loss_class: 0.649570 loss_bbox: 0.143176 loss_giou: 0.391650 loss_class_aux: 4.060340 loss_bbox_aux: 0.956024 loss_giou_aux: 2.492108 loss_class_dn: 0.360309 loss_bbox_dn: 0.157339 loss_giou_dn: 0.393307 loss_class_aux_dn: 1.940593 loss_bbox_aux_dn: 0.935874 loss_giou_aux_dn: 2.191940 loss: 15.181971 eta: 5 days, 4:42:49 batch_cost: 0.6460 data_cost: 0.0019 ips: 6.1920 images/s [04/11 05:56:15] ppdet.engine INFO: Epoch: [25] [7000/7329] learning_rate: 0.000100 loss_class: 0.579833 loss_bbox: 0.142697 loss_giou: 0.367958 loss_class_aux: 3.742422 loss_bbox_aux: 0.924693 loss_giou_aux: 2.396488 loss_class_dn: 0.329143 loss_bbox_dn: 0.166028 loss_giou_dn: 0.360801 loss_class_aux_dn: 1.743738 loss_bbox_aux_dn: 0.973311 loss_giou_aux_dn: 2.033940 loss: 14.509138 eta: 5 days, 4:41:47 batch_cost: 0.6602 data_cost: 0.0019 ips: 6.0583 images/s [04/11 05:57:27] ppdet.engine INFO: Epoch: [25] [7100/7329] learning_rate: 0.000100 loss_class: 0.638525 loss_bbox: 0.143133 loss_giou: 0.490755 loss_class_aux: 4.065465 loss_bbox_aux: 0.934603 loss_giou_aux: 3.171096 loss_class_dn: 0.384999 loss_bbox_dn: 0.159531 loss_giou_dn: 0.507716 loss_class_aux_dn: 2.064749 loss_bbox_aux_dn: 0.922889 loss_giou_aux_dn: 2.743955 loss: 16.550726 eta: 5 days, 4:40:43 batch_cost: 0.6546 data_cost: 0.0018 ips: 6.1102 images/s [04/11 05:58:38] ppdet.engine INFO: Epoch: [25] [7200/7329] learning_rate: 0.000100 loss_class: 0.557040 loss_bbox: 0.151913 loss_giou: 0.317992 loss_class_aux: 3.419131 loss_bbox_aux: 0.949807 loss_giou_aux: 1.953537 loss_class_dn: 0.304634 loss_bbox_dn: 0.164803 loss_giou_dn: 0.353639 loss_class_aux_dn: 1.648946 loss_bbox_aux_dn: 0.952364 loss_giou_aux_dn: 1.889498 loss: 13.384571 eta: 5 days, 4:39:39 batch_cost: 0.6541 data_cost: 0.0019 ips: 6.1150 images/s [04/11 05:59:47] ppdet.engine INFO: Epoch: [25] [7300/7329] learning_rate: 0.000100 loss_class: 0.628496 loss_bbox: 0.151525 loss_giou: 0.477116 loss_class_aux: 3.986904 loss_bbox_aux: 0.981741 loss_giou_aux: 2.968089 loss_class_dn: 0.368987 loss_bbox_dn: 0.162303 loss_giou_dn: 0.460401 loss_class_aux_dn: 1.975974 loss_bbox_aux_dn: 0.960257 loss_giou_aux_dn: 2.538482 loss: 16.209801 eta: 5 days, 4:38:30 batch_cost: 0.6410 data_cost: 0.0020 ips: 6.2405 images/s [04/11 06:00:11] ppdet.engine INFO: Eval iter: 0 [04/11 06:00:39] ppdet.engine INFO: Eval iter: 100 [04/11 06:01:06] ppdet.engine INFO: Eval iter: 200 [04/11 06:01:33] ppdet.engine INFO: Eval iter: 300 [04/11 06:02:00] ppdet.engine INFO: Eval iter: 400 [04/11 06:02:28] ppdet.engine INFO: Eval iter: 500 [04/11 06:02:56] ppdet.engine INFO: Eval iter: 600 [04/11 06:03:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 06:03:37] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.44s). Accumulating evaluation results... DONE (t=28.66s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/11 06:06:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.090851748240613 [04/11 06:06:28] ppdet.engine INFO: Best test bbox ap is 0.528. [04/11 06:06:32] ppdet.engine INFO: Epoch: [26] [ 0/7329] learning_rate: 0.000100 loss_class: 0.615437 loss_bbox: 0.145528 loss_giou: 0.483533 loss_class_aux: 3.951373 loss_bbox_aux: 0.957951 loss_giou_aux: 2.994901 loss_class_dn: 0.388279 loss_bbox_dn: 0.166080 loss_giou_dn: 0.460706 loss_class_aux_dn: 2.037553 loss_bbox_aux_dn: 0.972538 loss_giou_aux_dn: 2.538482 loss: 15.967991 eta: 5 days, 4:38:11 batch_cost: 0.6455 data_cost: 0.0021 ips: 6.1971 images/s [04/11 06:07:44] ppdet.engine INFO: Epoch: [26] [ 100/7329] learning_rate: 0.000100 loss_class: 0.565209 loss_bbox: 0.140345 loss_giou: 0.383403 loss_class_aux: 3.670386 loss_bbox_aux: 0.880138 loss_giou_aux: 2.385528 loss_class_dn: 0.341696 loss_bbox_dn: 0.146784 loss_giou_dn: 0.359445 loss_class_aux_dn: 1.810656 loss_bbox_aux_dn: 0.850260 loss_giou_aux_dn: 2.050744 loss: 14.172113 eta: 5 days, 4:37:07 batch_cost: 0.6536 data_cost: 0.0017 ips: 6.1203 images/s [04/11 06:08:53] ppdet.engine INFO: Epoch: [26] [ 200/7329] learning_rate: 0.000100 loss_class: 0.541249 loss_bbox: 0.120415 loss_giou: 0.398498 loss_class_aux: 3.410066 loss_bbox_aux: 0.790766 loss_giou_aux: 2.513539 loss_class_dn: 0.311570 loss_bbox_dn: 0.142166 loss_giou_dn: 0.366250 loss_class_aux_dn: 1.668881 loss_bbox_aux_dn: 0.839779 loss_giou_aux_dn: 2.011731 loss: 13.071777 eta: 5 days, 4:35:58 batch_cost: 0.6408 data_cost: 0.0020 ips: 6.2422 images/s [04/11 06:10:03] ppdet.engine INFO: Epoch: [26] [ 300/7329] learning_rate: 0.000100 loss_class: 0.608202 loss_bbox: 0.139277 loss_giou: 0.465747 loss_class_aux: 3.768189 loss_bbox_aux: 0.902068 loss_giou_aux: 3.016358 loss_class_dn: 0.351650 loss_bbox_dn: 0.162864 loss_giou_dn: 0.475100 loss_class_aux_dn: 1.818484 loss_bbox_aux_dn: 0.910196 loss_giou_aux_dn: 2.545100 loss: 15.111832 eta: 5 days, 4:34:48 batch_cost: 0.6389 data_cost: 0.0020 ips: 6.2605 images/s [04/11 06:11:14] ppdet.engine INFO: Epoch: [26] [ 400/7329] learning_rate: 0.000100 loss_class: 0.629387 loss_bbox: 0.155456 loss_giou: 0.419698 loss_class_aux: 4.044746 loss_bbox_aux: 1.001766 loss_giou_aux: 2.794166 loss_class_dn: 0.359010 loss_bbox_dn: 0.175619 loss_giou_dn: 0.456654 loss_class_aux_dn: 1.909946 loss_bbox_aux_dn: 1.001626 loss_giou_aux_dn: 2.403133 loss: 15.676194 eta: 5 days, 4:33:45 batch_cost: 0.6572 data_cost: 0.0023 ips: 6.0865 images/s [04/11 06:12:25] ppdet.engine INFO: Epoch: [26] [ 500/7329] learning_rate: 0.000100 loss_class: 0.610847 loss_bbox: 0.144519 loss_giou: 0.378952 loss_class_aux: 3.987540 loss_bbox_aux: 0.924934 loss_giou_aux: 2.410370 loss_class_dn: 0.338139 loss_bbox_dn: 0.185269 loss_giou_dn: 0.375432 loss_class_aux_dn: 1.857467 loss_bbox_aux_dn: 1.062371 loss_giou_aux_dn: 2.090472 loss: 14.777107 eta: 5 days, 4:32:40 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1442 images/s [04/11 06:13:35] ppdet.engine INFO: Epoch: [26] [ 600/7329] learning_rate: 0.000100 loss_class: 0.651934 loss_bbox: 0.156260 loss_giou: 0.353817 loss_class_aux: 4.215358 loss_bbox_aux: 1.004136 loss_giou_aux: 2.243963 loss_class_dn: 0.348230 loss_bbox_dn: 0.192084 loss_giou_dn: 0.361970 loss_class_aux_dn: 1.851716 loss_bbox_aux_dn: 1.108030 loss_giou_aux_dn: 2.075613 loss: 15.702056 eta: 5 days, 4:31:34 batch_cost: 0.6481 data_cost: 0.0022 ips: 6.1718 images/s [04/11 06:14:48] ppdet.engine INFO: Epoch: [26] [ 700/7329] learning_rate: 0.000100 loss_class: 0.547166 loss_bbox: 0.141841 loss_giou: 0.335633 loss_class_aux: 3.678105 loss_bbox_aux: 0.930551 loss_giou_aux: 2.085309 loss_class_dn: 0.301165 loss_bbox_dn: 0.163869 loss_giou_dn: 0.338837 loss_class_aux_dn: 1.701727 loss_bbox_aux_dn: 0.925380 loss_giou_aux_dn: 1.962384 loss: 13.948305 eta: 5 days, 4:30:35 batch_cost: 0.6693 data_cost: 0.0020 ips: 5.9764 images/s [04/11 06:15:59] ppdet.engine INFO: Epoch: [26] [ 800/7329] learning_rate: 0.000100 loss_class: 0.538778 loss_bbox: 0.143510 loss_giou: 0.309119 loss_class_aux: 3.506128 loss_bbox_aux: 0.932066 loss_giou_aux: 1.949267 loss_class_dn: 0.290782 loss_bbox_dn: 0.164108 loss_giou_dn: 0.324173 loss_class_aux_dn: 1.589555 loss_bbox_aux_dn: 0.966443 loss_giou_aux_dn: 1.800109 loss: 13.155007 eta: 5 days, 4:29:29 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1567 images/s [04/11 06:17:09] ppdet.engine INFO: Epoch: [26] [ 900/7329] learning_rate: 0.000100 loss_class: 0.625108 loss_bbox: 0.140147 loss_giou: 0.423835 loss_class_aux: 3.942719 loss_bbox_aux: 0.950072 loss_giou_aux: 2.651694 loss_class_dn: 0.334534 loss_bbox_dn: 0.169159 loss_giou_dn: 0.420577 loss_class_aux_dn: 1.785869 loss_bbox_aux_dn: 0.933066 loss_giou_aux_dn: 2.321501 loss: 15.031583 eta: 5 days, 4:28:21 batch_cost: 0.6423 data_cost: 0.0020 ips: 6.2280 images/s [04/11 06:18:19] ppdet.engine INFO: Epoch: [26] [1000/7329] learning_rate: 0.000100 loss_class: 0.579577 loss_bbox: 0.144895 loss_giou: 0.321769 loss_class_aux: 3.694760 loss_bbox_aux: 0.950790 loss_giou_aux: 2.036333 loss_class_dn: 0.299881 loss_bbox_dn: 0.170552 loss_giou_dn: 0.343591 loss_class_aux_dn: 1.568569 loss_bbox_aux_dn: 0.998321 loss_giou_aux_dn: 1.888137 loss: 13.314125 eta: 5 days, 4:27:13 batch_cost: 0.6434 data_cost: 0.0018 ips: 6.2167 images/s [04/11 06:19:31] ppdet.engine INFO: Epoch: [26] [1100/7329] learning_rate: 0.000100 loss_class: 0.641885 loss_bbox: 0.132385 loss_giou: 0.380045 loss_class_aux: 3.974608 loss_bbox_aux: 0.893617 loss_giou_aux: 2.387433 loss_class_dn: 0.317446 loss_bbox_dn: 0.148645 loss_giou_dn: 0.372724 loss_class_aux_dn: 1.698373 loss_bbox_aux_dn: 0.894591 loss_giou_aux_dn: 2.050496 loss: 14.027180 eta: 5 days, 4:26:12 batch_cost: 0.6627 data_cost: 0.0020 ips: 6.0359 images/s [04/11 06:20:43] ppdet.engine INFO: Epoch: [26] [1200/7329] learning_rate: 0.000100 loss_class: 0.624701 loss_bbox: 0.144339 loss_giou: 0.427072 loss_class_aux: 4.047820 loss_bbox_aux: 0.945115 loss_giou_aux: 2.683910 loss_class_dn: 0.359522 loss_bbox_dn: 0.176877 loss_giou_dn: 0.428446 loss_class_aux_dn: 1.931512 loss_bbox_aux_dn: 1.029966 loss_giou_aux_dn: 2.321501 loss: 15.425186 eta: 5 days, 4:25:11 batch_cost: 0.6625 data_cost: 0.0020 ips: 6.0378 images/s [04/11 06:21:53] ppdet.engine INFO: Epoch: [26] [1300/7329] learning_rate: 0.000100 loss_class: 0.627037 loss_bbox: 0.147941 loss_giou: 0.418796 loss_class_aux: 4.060778 loss_bbox_aux: 0.940922 loss_giou_aux: 2.563209 loss_class_dn: 0.329068 loss_bbox_dn: 0.179463 loss_giou_dn: 0.382052 loss_class_aux_dn: 1.731471 loss_bbox_aux_dn: 1.003674 loss_giou_aux_dn: 2.081533 loss: 14.063772 eta: 5 days, 4:24:03 batch_cost: 0.6442 data_cost: 0.0018 ips: 6.2093 images/s [04/11 06:23:06] ppdet.engine INFO: Epoch: [26] [1400/7329] learning_rate: 0.000100 loss_class: 0.528836 loss_bbox: 0.113978 loss_giou: 0.379936 loss_class_aux: 3.547509 loss_bbox_aux: 0.757483 loss_giou_aux: 2.467352 loss_class_dn: 0.311279 loss_bbox_dn: 0.141356 loss_giou_dn: 0.379437 loss_class_aux_dn: 1.693645 loss_bbox_aux_dn: 0.814124 loss_giou_aux_dn: 2.051634 loss: 13.348076 eta: 5 days, 4:23:06 batch_cost: 0.6735 data_cost: 0.0020 ips: 5.9388 images/s [04/11 06:24:18] ppdet.engine INFO: Epoch: [26] [1500/7329] learning_rate: 0.000100 loss_class: 0.635618 loss_bbox: 0.162851 loss_giou: 0.389319 loss_class_aux: 3.891668 loss_bbox_aux: 1.017324 loss_giou_aux: 2.507276 loss_class_dn: 0.362256 loss_bbox_dn: 0.195306 loss_giou_dn: 0.428044 loss_class_aux_dn: 1.919780 loss_bbox_aux_dn: 1.123258 loss_giou_aux_dn: 2.385044 loss: 15.817560 eta: 5 days, 4:22:03 batch_cost: 0.6573 data_cost: 0.0019 ips: 6.0857 images/s [04/11 06:25:30] ppdet.engine INFO: Epoch: [26] [1600/7329] learning_rate: 0.000100 loss_class: 0.634642 loss_bbox: 0.145321 loss_giou: 0.423074 loss_class_aux: 4.073505 loss_bbox_aux: 0.948810 loss_giou_aux: 2.727277 loss_class_dn: 0.365428 loss_bbox_dn: 0.163582 loss_giou_dn: 0.413805 loss_class_aux_dn: 2.014058 loss_bbox_aux_dn: 0.957155 loss_giou_aux_dn: 2.321810 loss: 15.698433 eta: 5 days, 4:21:01 batch_cost: 0.6601 data_cost: 0.0020 ips: 6.0596 images/s [04/11 06:26:41] ppdet.engine INFO: Epoch: [26] [1700/7329] learning_rate: 0.000100 loss_class: 0.593523 loss_bbox: 0.150348 loss_giou: 0.373110 loss_class_aux: 3.774677 loss_bbox_aux: 0.953063 loss_giou_aux: 2.383188 loss_class_dn: 0.330770 loss_bbox_dn: 0.164690 loss_giou_dn: 0.352870 loss_class_aux_dn: 1.774407 loss_bbox_aux_dn: 0.945406 loss_giou_aux_dn: 1.936453 loss: 13.776184 eta: 5 days, 4:19:56 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1390 images/s [04/11 06:27:51] ppdet.engine INFO: Epoch: [26] [1800/7329] learning_rate: 0.000100 loss_class: 0.524567 loss_bbox: 0.135058 loss_giou: 0.362136 loss_class_aux: 3.399759 loss_bbox_aux: 0.882587 loss_giou_aux: 2.298318 loss_class_dn: 0.300150 loss_bbox_dn: 0.161910 loss_giou_dn: 0.370636 loss_class_aux_dn: 1.596042 loss_bbox_aux_dn: 0.902445 loss_giou_aux_dn: 2.024625 loss: 13.961259 eta: 5 days, 4:18:49 batch_cost: 0.6470 data_cost: 0.0020 ips: 6.1820 images/s [04/11 06:29:01] ppdet.engine INFO: Epoch: [26] [1900/7329] learning_rate: 0.000100 loss_class: 0.520476 loss_bbox: 0.125817 loss_giou: 0.314277 loss_class_aux: 3.328659 loss_bbox_aux: 0.830847 loss_giou_aux: 2.046370 loss_class_dn: 0.293038 loss_bbox_dn: 0.155962 loss_giou_dn: 0.324011 loss_class_aux_dn: 1.574037 loss_bbox_aux_dn: 0.924195 loss_giou_aux_dn: 1.820261 loss: 12.900234 eta: 5 days, 4:17:41 batch_cost: 0.6427 data_cost: 0.0020 ips: 6.2234 images/s [04/11 06:30:11] ppdet.engine INFO: Epoch: [26] [2000/7329] learning_rate: 0.000100 loss_class: 0.569066 loss_bbox: 0.136061 loss_giou: 0.422403 loss_class_aux: 3.720165 loss_bbox_aux: 0.882056 loss_giou_aux: 2.804383 loss_class_dn: 0.325162 loss_bbox_dn: 0.149841 loss_giou_dn: 0.375791 loss_class_aux_dn: 1.757328 loss_bbox_aux_dn: 0.918108 loss_giou_aux_dn: 2.108105 loss: 14.283075 eta: 5 days, 4:16:35 batch_cost: 0.6474 data_cost: 0.0020 ips: 6.1783 images/s [04/11 06:31:21] ppdet.engine INFO: Epoch: [26] [2100/7329] learning_rate: 0.000100 loss_class: 0.629604 loss_bbox: 0.117617 loss_giou: 0.414325 loss_class_aux: 4.041880 loss_bbox_aux: 0.779402 loss_giou_aux: 2.638604 loss_class_dn: 0.341339 loss_bbox_dn: 0.144795 loss_giou_dn: 0.427446 loss_class_aux_dn: 1.789833 loss_bbox_aux_dn: 0.875890 loss_giou_aux_dn: 2.341366 loss: 15.033528 eta: 5 days, 4:15:28 batch_cost: 0.6481 data_cost: 0.0019 ips: 6.1721 images/s [04/11 06:32:32] ppdet.engine INFO: Epoch: [26] [2200/7329] learning_rate: 0.000100 loss_class: 0.525397 loss_bbox: 0.135961 loss_giou: 0.434241 loss_class_aux: 3.514981 loss_bbox_aux: 0.875542 loss_giou_aux: 2.691818 loss_class_dn: 0.330038 loss_bbox_dn: 0.151898 loss_giou_dn: 0.405940 loss_class_aux_dn: 1.741273 loss_bbox_aux_dn: 0.883249 loss_giou_aux_dn: 2.210154 loss: 14.257427 eta: 5 days, 4:14:24 batch_cost: 0.6530 data_cost: 0.0020 ips: 6.1260 images/s [04/11 06:33:42] ppdet.engine INFO: Epoch: [26] [2300/7329] learning_rate: 0.000100 loss_class: 0.599173 loss_bbox: 0.148781 loss_giou: 0.370074 loss_class_aux: 3.965531 loss_bbox_aux: 0.963753 loss_giou_aux: 2.367758 loss_class_dn: 0.323468 loss_bbox_dn: 0.172515 loss_giou_dn: 0.375062 loss_class_aux_dn: 1.753400 loss_bbox_aux_dn: 0.979485 loss_giou_aux_dn: 2.024119 loss: 14.027775 eta: 5 days, 4:13:16 batch_cost: 0.6446 data_cost: 0.0021 ips: 6.2051 images/s [04/11 06:34:53] ppdet.engine INFO: Epoch: [26] [2400/7329] learning_rate: 0.000100 loss_class: 0.630984 loss_bbox: 0.140969 loss_giou: 0.405191 loss_class_aux: 3.756379 loss_bbox_aux: 0.910541 loss_giou_aux: 2.529515 loss_class_dn: 0.345622 loss_bbox_dn: 0.156846 loss_giou_dn: 0.410798 loss_class_aux_dn: 1.787259 loss_bbox_aux_dn: 0.985627 loss_giou_aux_dn: 2.231947 loss: 15.803560 eta: 5 days, 4:12:11 batch_cost: 0.6505 data_cost: 0.0021 ips: 6.1492 images/s [04/11 06:36:04] ppdet.engine INFO: Epoch: [26] [2500/7329] learning_rate: 0.000100 loss_class: 0.639085 loss_bbox: 0.138095 loss_giou: 0.394262 loss_class_aux: 4.057146 loss_bbox_aux: 0.874078 loss_giou_aux: 2.517373 loss_class_dn: 0.348187 loss_bbox_dn: 0.161252 loss_giou_dn: 0.401322 loss_class_aux_dn: 1.834297 loss_bbox_aux_dn: 0.985105 loss_giou_aux_dn: 2.222252 loss: 14.321407 eta: 5 days, 4:11:08 batch_cost: 0.6562 data_cost: 0.0019 ips: 6.0959 images/s [04/11 06:37:17] ppdet.engine INFO: Epoch: [26] [2600/7329] learning_rate: 0.000100 loss_class: 0.673867 loss_bbox: 0.142048 loss_giou: 0.481221 loss_class_aux: 4.171002 loss_bbox_aux: 0.989049 loss_giou_aux: 3.094830 loss_class_dn: 0.378574 loss_bbox_dn: 0.169200 loss_giou_dn: 0.459070 loss_class_aux_dn: 2.009404 loss_bbox_aux_dn: 1.041097 loss_giou_aux_dn: 2.530279 loss: 17.390903 eta: 5 days, 4:10:07 batch_cost: 0.6637 data_cost: 0.0020 ips: 6.0270 images/s [04/11 06:38:28] ppdet.engine INFO: Epoch: [26] [2700/7329] learning_rate: 0.000100 loss_class: 0.642250 loss_bbox: 0.153936 loss_giou: 0.399825 loss_class_aux: 4.235398 loss_bbox_aux: 0.993740 loss_giou_aux: 2.588592 loss_class_dn: 0.376227 loss_bbox_dn: 0.176534 loss_giou_dn: 0.429002 loss_class_aux_dn: 2.010787 loss_bbox_aux_dn: 1.104243 loss_giou_aux_dn: 2.373891 loss: 16.145540 eta: 5 days, 4:09:01 batch_cost: 0.6484 data_cost: 0.0018 ips: 6.1695 images/s [04/11 06:39:39] ppdet.engine INFO: Epoch: [26] [2800/7329] learning_rate: 0.000100 loss_class: 0.553847 loss_bbox: 0.144145 loss_giou: 0.320236 loss_class_aux: 3.521983 loss_bbox_aux: 0.884015 loss_giou_aux: 2.060274 loss_class_dn: 0.301372 loss_bbox_dn: 0.163623 loss_giou_dn: 0.341721 loss_class_aux_dn: 1.613966 loss_bbox_aux_dn: 0.964198 loss_giou_aux_dn: 1.870785 loss: 13.253621 eta: 5 days, 4:07:56 batch_cost: 0.6534 data_cost: 0.0020 ips: 6.1216 images/s [04/11 06:40:50] ppdet.engine INFO: Epoch: [26] [2900/7329] learning_rate: 0.000100 loss_class: 0.638682 loss_bbox: 0.151364 loss_giou: 0.424904 loss_class_aux: 4.136341 loss_bbox_aux: 1.045083 loss_giou_aux: 2.613385 loss_class_dn: 0.360819 loss_bbox_dn: 0.191874 loss_giou_dn: 0.433857 loss_class_aux_dn: 1.923887 loss_bbox_aux_dn: 1.056128 loss_giou_aux_dn: 2.334259 loss: 15.957895 eta: 5 days, 4:06:50 batch_cost: 0.6493 data_cost: 0.0022 ips: 6.1609 images/s [04/11 06:42:01] ppdet.engine INFO: Epoch: [26] [3000/7329] learning_rate: 0.000100 loss_class: 0.582418 loss_bbox: 0.147442 loss_giou: 0.422268 loss_class_aux: 3.732064 loss_bbox_aux: 0.929939 loss_giou_aux: 2.655553 loss_class_dn: 0.331108 loss_bbox_dn: 0.165053 loss_giou_dn: 0.426323 loss_class_aux_dn: 1.765575 loss_bbox_aux_dn: 0.977829 loss_giou_aux_dn: 2.305208 loss: 14.538952 eta: 5 days, 4:05:48 batch_cost: 0.6588 data_cost: 0.0019 ips: 6.0713 images/s [04/11 06:43:13] ppdet.engine INFO: Epoch: [26] [3100/7329] learning_rate: 0.000100 loss_class: 0.679244 loss_bbox: 0.143121 loss_giou: 0.418511 loss_class_aux: 4.253389 loss_bbox_aux: 0.928884 loss_giou_aux: 2.704402 loss_class_dn: 0.383304 loss_bbox_dn: 0.175050 loss_giou_dn: 0.425590 loss_class_aux_dn: 2.073512 loss_bbox_aux_dn: 1.037503 loss_giou_aux_dn: 2.341858 loss: 16.387365 eta: 5 days, 4:04:45 batch_cost: 0.6575 data_cost: 0.0020 ips: 6.0836 images/s [04/11 06:44:22] ppdet.engine INFO: Epoch: [26] [3200/7329] learning_rate: 0.000100 loss_class: 0.572119 loss_bbox: 0.156656 loss_giou: 0.365965 loss_class_aux: 3.672693 loss_bbox_aux: 1.067124 loss_giou_aux: 2.386542 loss_class_dn: 0.322498 loss_bbox_dn: 0.174720 loss_giou_dn: 0.370083 loss_class_aux_dn: 1.747625 loss_bbox_aux_dn: 0.981715 loss_giou_aux_dn: 2.121126 loss: 14.195644 eta: 5 days, 4:03:36 batch_cost: 0.6411 data_cost: 0.0019 ips: 6.2395 images/s [04/11 06:45:32] ppdet.engine INFO: Epoch: [26] [3300/7329] learning_rate: 0.000100 loss_class: 0.550742 loss_bbox: 0.138782 loss_giou: 0.411714 loss_class_aux: 3.559703 loss_bbox_aux: 0.933074 loss_giou_aux: 2.580654 loss_class_dn: 0.325765 loss_bbox_dn: 0.175699 loss_giou_dn: 0.371418 loss_class_aux_dn: 1.735558 loss_bbox_aux_dn: 1.008509 loss_giou_aux_dn: 2.119896 loss: 14.737543 eta: 5 days, 4:02:28 batch_cost: 0.6425 data_cost: 0.0020 ips: 6.2258 images/s [04/11 06:46:44] ppdet.engine INFO: Epoch: [26] [3400/7329] learning_rate: 0.000100 loss_class: 0.652510 loss_bbox: 0.161749 loss_giou: 0.494949 loss_class_aux: 4.169300 loss_bbox_aux: 1.001491 loss_giou_aux: 3.139683 loss_class_dn: 0.388910 loss_bbox_dn: 0.179491 loss_giou_dn: 0.484276 loss_class_aux_dn: 2.082402 loss_bbox_aux_dn: 1.007057 loss_giou_aux_dn: 2.604350 loss: 16.464355 eta: 5 days, 4:01:26 batch_cost: 0.6589 data_cost: 0.0018 ips: 6.0709 images/s [04/11 06:47:55] ppdet.engine INFO: Epoch: [26] [3500/7329] learning_rate: 0.000100 loss_class: 0.562871 loss_bbox: 0.132063 loss_giou: 0.296800 loss_class_aux: 3.670891 loss_bbox_aux: 0.834614 loss_giou_aux: 1.810827 loss_class_dn: 0.305537 loss_bbox_dn: 0.169465 loss_giou_dn: 0.310588 loss_class_aux_dn: 1.607352 loss_bbox_aux_dn: 0.949157 loss_giou_aux_dn: 1.752929 loss: 13.322840 eta: 5 days, 4:00:21 batch_cost: 0.6533 data_cost: 0.0019 ips: 6.1226 images/s [04/11 06:49:05] ppdet.engine INFO: Epoch: [26] [3600/7329] learning_rate: 0.000100 loss_class: 0.577998 loss_bbox: 0.131346 loss_giou: 0.366865 loss_class_aux: 3.699286 loss_bbox_aux: 0.850867 loss_giou_aux: 2.301215 loss_class_dn: 0.326937 loss_bbox_dn: 0.144874 loss_giou_dn: 0.353051 loss_class_aux_dn: 1.782322 loss_bbox_aux_dn: 0.865450 loss_giou_aux_dn: 1.954484 loss: 13.408123 eta: 5 days, 3:59:13 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2143 images/s [04/11 06:50:17] ppdet.engine INFO: Epoch: [26] [3700/7329] learning_rate: 0.000100 loss_class: 0.666008 loss_bbox: 0.168774 loss_giou: 0.483033 loss_class_aux: 4.357912 loss_bbox_aux: 1.130042 loss_giou_aux: 3.005404 loss_class_dn: 0.388543 loss_bbox_dn: 0.193967 loss_giou_dn: 0.479962 loss_class_aux_dn: 2.041400 loss_bbox_aux_dn: 1.123761 loss_giou_aux_dn: 2.574185 loss: 17.572800 eta: 5 days, 3:58:12 batch_cost: 0.6610 data_cost: 0.0020 ips: 6.0517 images/s [04/11 06:51:28] ppdet.engine INFO: Epoch: [26] [3800/7329] learning_rate: 0.000100 loss_class: 0.607381 loss_bbox: 0.146543 loss_giou: 0.429641 loss_class_aux: 3.902366 loss_bbox_aux: 0.906720 loss_giou_aux: 2.698449 loss_class_dn: 0.340789 loss_bbox_dn: 0.149983 loss_giou_dn: 0.453160 loss_class_aux_dn: 1.834127 loss_bbox_aux_dn: 0.883759 loss_giou_aux_dn: 2.480691 loss: 15.498783 eta: 5 days, 3:57:09 batch_cost: 0.6570 data_cost: 0.0020 ips: 6.0880 images/s [04/11 06:52:40] ppdet.engine INFO: Epoch: [26] [3900/7329] learning_rate: 0.000100 loss_class: 0.659963 loss_bbox: 0.159052 loss_giou: 0.416417 loss_class_aux: 4.045141 loss_bbox_aux: 1.033941 loss_giou_aux: 2.650372 loss_class_dn: 0.370059 loss_bbox_dn: 0.168180 loss_giou_dn: 0.432358 loss_class_aux_dn: 1.966362 loss_bbox_aux_dn: 0.954477 loss_giou_aux_dn: 2.395658 loss: 16.621626 eta: 5 days, 3:56:05 batch_cost: 0.6555 data_cost: 0.0018 ips: 6.1017 images/s [04/11 06:53:50] ppdet.engine INFO: Epoch: [26] [4000/7329] learning_rate: 0.000100 loss_class: 0.612566 loss_bbox: 0.154868 loss_giou: 0.388023 loss_class_aux: 3.933666 loss_bbox_aux: 0.973368 loss_giou_aux: 2.520122 loss_class_dn: 0.359692 loss_bbox_dn: 0.158129 loss_giou_dn: 0.376405 loss_class_aux_dn: 1.918477 loss_bbox_aux_dn: 0.939405 loss_giou_aux_dn: 2.122632 loss: 15.451441 eta: 5 days, 3:54:58 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1966 images/s [04/11 06:55:01] ppdet.engine INFO: Epoch: [26] [4100/7329] learning_rate: 0.000100 loss_class: 0.533732 loss_bbox: 0.142028 loss_giou: 0.379383 loss_class_aux: 3.469329 loss_bbox_aux: 0.891332 loss_giou_aux: 2.349252 loss_class_dn: 0.323504 loss_bbox_dn: 0.168251 loss_giou_dn: 0.381793 loss_class_aux_dn: 1.678454 loss_bbox_aux_dn: 0.934085 loss_giou_aux_dn: 2.095127 loss: 14.602427 eta: 5 days, 3:53:51 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1799 images/s [04/11 06:56:12] ppdet.engine INFO: Epoch: [26] [4200/7329] learning_rate: 0.000100 loss_class: 0.600571 loss_bbox: 0.141096 loss_giou: 0.394439 loss_class_aux: 3.848423 loss_bbox_aux: 0.927894 loss_giou_aux: 2.521885 loss_class_dn: 0.350842 loss_bbox_dn: 0.165116 loss_giou_dn: 0.393776 loss_class_aux_dn: 1.849077 loss_bbox_aux_dn: 0.944919 loss_giou_aux_dn: 2.144760 loss: 15.046526 eta: 5 days, 3:52:46 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1325 images/s [04/11 06:57:24] ppdet.engine INFO: Epoch: [26] [4300/7329] learning_rate: 0.000100 loss_class: 0.578149 loss_bbox: 0.145774 loss_giou: 0.356483 loss_class_aux: 3.789632 loss_bbox_aux: 0.948958 loss_giou_aux: 2.322410 loss_class_dn: 0.323017 loss_bbox_dn: 0.173715 loss_giou_dn: 0.379724 loss_class_aux_dn: 1.742249 loss_bbox_aux_dn: 0.973219 loss_giou_aux_dn: 2.087296 loss: 13.892644 eta: 5 days, 3:51:45 batch_cost: 0.6618 data_cost: 0.0020 ips: 6.0438 images/s [04/11 06:58:37] ppdet.engine INFO: Epoch: [26] [4400/7329] learning_rate: 0.000100 loss_class: 0.557893 loss_bbox: 0.140947 loss_giou: 0.334416 loss_class_aux: 3.611318 loss_bbox_aux: 0.930346 loss_giou_aux: 2.110002 loss_class_dn: 0.309385 loss_bbox_dn: 0.179854 loss_giou_dn: 0.331505 loss_class_aux_dn: 1.670684 loss_bbox_aux_dn: 1.075061 loss_giou_aux_dn: 1.836302 loss: 13.861541 eta: 5 days, 3:50:45 batch_cost: 0.6667 data_cost: 0.0018 ips: 5.9994 images/s [04/11 06:59:47] ppdet.engine INFO: Epoch: [26] [4500/7329] learning_rate: 0.000100 loss_class: 0.625810 loss_bbox: 0.133364 loss_giou: 0.392345 loss_class_aux: 4.003727 loss_bbox_aux: 0.870466 loss_giou_aux: 2.439204 loss_class_dn: 0.338095 loss_bbox_dn: 0.145751 loss_giou_dn: 0.374153 loss_class_aux_dn: 1.778835 loss_bbox_aux_dn: 0.910441 loss_giou_aux_dn: 2.031508 loss: 14.469864 eta: 5 days, 3:49:39 batch_cost: 0.6478 data_cost: 0.0021 ips: 6.1747 images/s [04/11 07:01:00] ppdet.engine INFO: Epoch: [26] [4600/7329] learning_rate: 0.000100 loss_class: 0.615850 loss_bbox: 0.147942 loss_giou: 0.343830 loss_class_aux: 3.958291 loss_bbox_aux: 0.989435 loss_giou_aux: 2.173868 loss_class_dn: 0.337674 loss_bbox_dn: 0.169896 loss_giou_dn: 0.392729 loss_class_aux_dn: 1.817712 loss_bbox_aux_dn: 1.039881 loss_giou_aux_dn: 2.183972 loss: 14.814489 eta: 5 days, 3:48:38 batch_cost: 0.6634 data_cost: 0.0020 ips: 6.0298 images/s [04/11 07:02:11] ppdet.engine INFO: Epoch: [26] [4700/7329] learning_rate: 0.000100 loss_class: 0.601440 loss_bbox: 0.140147 loss_giou: 0.382094 loss_class_aux: 3.867012 loss_bbox_aux: 0.958304 loss_giou_aux: 2.406739 loss_class_dn: 0.351234 loss_bbox_dn: 0.152657 loss_giou_dn: 0.388939 loss_class_aux_dn: 1.907936 loss_bbox_aux_dn: 0.880236 loss_giou_aux_dn: 2.171304 loss: 15.577534 eta: 5 days, 3:47:33 batch_cost: 0.6522 data_cost: 0.0022 ips: 6.1330 images/s [04/11 07:03:21] ppdet.engine INFO: Epoch: [26] [4800/7329] learning_rate: 0.000100 loss_class: 0.599755 loss_bbox: 0.131556 loss_giou: 0.422923 loss_class_aux: 3.783502 loss_bbox_aux: 0.834984 loss_giou_aux: 2.585163 loss_class_dn: 0.339207 loss_bbox_dn: 0.145162 loss_giou_dn: 0.413196 loss_class_aux_dn: 1.816483 loss_bbox_aux_dn: 0.840353 loss_giou_aux_dn: 2.244266 loss: 14.835486 eta: 5 days, 3:46:26 batch_cost: 0.6457 data_cost: 0.0020 ips: 6.1944 images/s [04/11 07:04:31] ppdet.engine INFO: Epoch: [26] [4900/7329] learning_rate: 0.000100 loss_class: 0.563420 loss_bbox: 0.139204 loss_giou: 0.362865 loss_class_aux: 3.591921 loss_bbox_aux: 0.902374 loss_giou_aux: 2.297533 loss_class_dn: 0.326717 loss_bbox_dn: 0.157133 loss_giou_dn: 0.355370 loss_class_aux_dn: 1.756924 loss_bbox_aux_dn: 0.934187 loss_giou_aux_dn: 1.936808 loss: 13.959065 eta: 5 days, 3:45:21 batch_cost: 0.6507 data_cost: 0.0021 ips: 6.1469 images/s [04/11 07:05:42] ppdet.engine INFO: Epoch: [26] [5000/7329] learning_rate: 0.000100 loss_class: 0.557686 loss_bbox: 0.142330 loss_giou: 0.358119 loss_class_aux: 3.594626 loss_bbox_aux: 0.958103 loss_giou_aux: 2.344333 loss_class_dn: 0.295781 loss_bbox_dn: 0.164093 loss_giou_dn: 0.354370 loss_class_aux_dn: 1.594387 loss_bbox_aux_dn: 0.962405 loss_giou_aux_dn: 1.969925 loss: 12.962518 eta: 5 days, 3:44:15 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1459 images/s [04/11 07:06:53] ppdet.engine INFO: Epoch: [26] [5100/7329] learning_rate: 0.000100 loss_class: 0.529796 loss_bbox: 0.124743 loss_giou: 0.267287 loss_class_aux: 3.449697 loss_bbox_aux: 0.875627 loss_giou_aux: 1.650440 loss_class_dn: 0.277481 loss_bbox_dn: 0.157762 loss_giou_dn: 0.280511 loss_class_aux_dn: 1.498220 loss_bbox_aux_dn: 0.912755 loss_giou_aux_dn: 1.542037 loss: 13.047668 eta: 5 days, 3:43:12 batch_cost: 0.6568 data_cost: 0.0020 ips: 6.0905 images/s [04/11 07:08:04] ppdet.engine INFO: Epoch: [26] [5200/7329] learning_rate: 0.000100 loss_class: 0.584178 loss_bbox: 0.137034 loss_giou: 0.375626 loss_class_aux: 3.851313 loss_bbox_aux: 0.929159 loss_giou_aux: 2.305537 loss_class_dn: 0.323999 loss_bbox_dn: 0.148078 loss_giou_dn: 0.392346 loss_class_aux_dn: 1.771600 loss_bbox_aux_dn: 0.872421 loss_giou_aux_dn: 2.126478 loss: 14.129463 eta: 5 days, 3:42:06 batch_cost: 0.6494 data_cost: 0.0020 ips: 6.1595 images/s [04/11 07:09:15] ppdet.engine INFO: Epoch: [26] [5300/7329] learning_rate: 0.000100 loss_class: 0.597689 loss_bbox: 0.139618 loss_giou: 0.385283 loss_class_aux: 3.888584 loss_bbox_aux: 0.955162 loss_giou_aux: 2.470031 loss_class_dn: 0.337597 loss_bbox_dn: 0.170271 loss_giou_dn: 0.391512 loss_class_aux_dn: 1.834678 loss_bbox_aux_dn: 0.982215 loss_giou_aux_dn: 2.140014 loss: 14.788115 eta: 5 days, 3:41:03 batch_cost: 0.6569 data_cost: 0.0018 ips: 6.0894 images/s [04/11 07:10:27] ppdet.engine INFO: Epoch: [26] [5400/7329] learning_rate: 0.000100 loss_class: 0.626532 loss_bbox: 0.136801 loss_giou: 0.426125 loss_class_aux: 3.976686 loss_bbox_aux: 0.874725 loss_giou_aux: 2.759975 loss_class_dn: 0.352103 loss_bbox_dn: 0.158007 loss_giou_dn: 0.419548 loss_class_aux_dn: 1.798560 loss_bbox_aux_dn: 0.942758 loss_giou_aux_dn: 2.303749 loss: 15.602541 eta: 5 days, 3:40:01 batch_cost: 0.6591 data_cost: 0.0019 ips: 6.0692 images/s [04/11 07:11:38] ppdet.engine INFO: Epoch: [26] [5500/7329] learning_rate: 0.000100 loss_class: 0.627332 loss_bbox: 0.134748 loss_giou: 0.435588 loss_class_aux: 4.041426 loss_bbox_aux: 0.925535 loss_giou_aux: 2.758443 loss_class_dn: 0.356080 loss_bbox_dn: 0.148402 loss_giou_dn: 0.432369 loss_class_aux_dn: 1.931028 loss_bbox_aux_dn: 0.867852 loss_giou_aux_dn: 2.324418 loss: 15.557121 eta: 5 days, 3:38:55 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1606 images/s [04/11 07:12:50] ppdet.engine INFO: Epoch: [26] [5600/7329] learning_rate: 0.000100 loss_class: 0.491522 loss_bbox: 0.106088 loss_giou: 0.328180 loss_class_aux: 3.185956 loss_bbox_aux: 0.779252 loss_giou_aux: 2.081182 loss_class_dn: 0.288083 loss_bbox_dn: 0.139704 loss_giou_dn: 0.300526 loss_class_aux_dn: 1.522804 loss_bbox_aux_dn: 0.810151 loss_giou_aux_dn: 1.634381 loss: 11.811032 eta: 5 days, 3:37:52 batch_cost: 0.6583 data_cost: 0.0021 ips: 6.0758 images/s [04/11 07:14:00] ppdet.engine INFO: Epoch: [26] [5700/7329] learning_rate: 0.000100 loss_class: 0.643759 loss_bbox: 0.139143 loss_giou: 0.380432 loss_class_aux: 3.971484 loss_bbox_aux: 0.966867 loss_giou_aux: 2.514466 loss_class_dn: 0.343297 loss_bbox_dn: 0.172179 loss_giou_dn: 0.418536 loss_class_aux_dn: 1.857561 loss_bbox_aux_dn: 1.019283 loss_giou_aux_dn: 2.323223 loss: 15.304377 eta: 5 days, 3:36:45 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1934 images/s [04/11 07:15:12] ppdet.engine INFO: Epoch: [26] [5800/7329] learning_rate: 0.000100 loss_class: 0.632294 loss_bbox: 0.139421 loss_giou: 0.374220 loss_class_aux: 3.964538 loss_bbox_aux: 0.914920 loss_giou_aux: 2.453435 loss_class_dn: 0.321430 loss_bbox_dn: 0.150801 loss_giou_dn: 0.373927 loss_class_aux_dn: 1.688930 loss_bbox_aux_dn: 0.919641 loss_giou_aux_dn: 2.081285 loss: 14.204418 eta: 5 days, 3:35:43 batch_cost: 0.6592 data_cost: 0.0019 ips: 6.0680 images/s [04/11 07:16:23] ppdet.engine INFO: Epoch: [26] [5900/7329] learning_rate: 0.000100 loss_class: 0.567132 loss_bbox: 0.132159 loss_giou: 0.407464 loss_class_aux: 3.662025 loss_bbox_aux: 0.896148 loss_giou_aux: 2.592973 loss_class_dn: 0.360744 loss_bbox_dn: 0.162189 loss_giou_dn: 0.414163 loss_class_aux_dn: 1.913701 loss_bbox_aux_dn: 0.966263 loss_giou_aux_dn: 2.245607 loss: 15.299658 eta: 5 days, 3:34:37 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1579 images/s [04/11 07:17:34] ppdet.engine INFO: Epoch: [26] [6000/7329] learning_rate: 0.000100 loss_class: 0.588670 loss_bbox: 0.154400 loss_giou: 0.417104 loss_class_aux: 3.833034 loss_bbox_aux: 0.953498 loss_giou_aux: 2.579700 loss_class_dn: 0.360968 loss_bbox_dn: 0.166459 loss_giou_dn: 0.411057 loss_class_aux_dn: 1.948876 loss_bbox_aux_dn: 0.979646 loss_giou_aux_dn: 2.274620 loss: 15.319059 eta: 5 days, 3:33:30 batch_cost: 0.6465 data_cost: 0.0020 ips: 6.1873 images/s [04/11 07:18:44] ppdet.engine INFO: Epoch: [26] [6100/7329] learning_rate: 0.000100 loss_class: 0.613791 loss_bbox: 0.139742 loss_giou: 0.321842 loss_class_aux: 3.794174 loss_bbox_aux: 0.924073 loss_giou_aux: 2.108735 loss_class_dn: 0.335224 loss_bbox_dn: 0.165291 loss_giou_dn: 0.356537 loss_class_aux_dn: 1.794787 loss_bbox_aux_dn: 0.924934 loss_giou_aux_dn: 2.017349 loss: 14.421373 eta: 5 days, 3:32:25 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1563 images/s [04/11 07:19:56] ppdet.engine INFO: Epoch: [26] [6200/7329] learning_rate: 0.000100 loss_class: 0.557841 loss_bbox: 0.127892 loss_giou: 0.363249 loss_class_aux: 3.798853 loss_bbox_aux: 0.823999 loss_giou_aux: 2.292508 loss_class_dn: 0.319710 loss_bbox_dn: 0.146582 loss_giou_dn: 0.349138 loss_class_aux_dn: 1.726652 loss_bbox_aux_dn: 0.863548 loss_giou_aux_dn: 1.945747 loss: 13.744606 eta: 5 days, 3:31:22 batch_cost: 0.6590 data_cost: 0.0019 ips: 6.0701 images/s [04/11 07:21:06] ppdet.engine INFO: Epoch: [26] [6300/7329] learning_rate: 0.000100 loss_class: 0.675615 loss_bbox: 0.151462 loss_giou: 0.465711 loss_class_aux: 4.298482 loss_bbox_aux: 1.003743 loss_giou_aux: 2.878099 loss_class_dn: 0.365976 loss_bbox_dn: 0.162374 loss_giou_dn: 0.435040 loss_class_aux_dn: 1.945507 loss_bbox_aux_dn: 0.933104 loss_giou_aux_dn: 2.339284 loss: 16.851433 eta: 5 days, 3:30:16 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1762 images/s [04/11 07:22:16] ppdet.engine INFO: Epoch: [26] [6400/7329] learning_rate: 0.000100 loss_class: 0.578602 loss_bbox: 0.132600 loss_giou: 0.394815 loss_class_aux: 3.605689 loss_bbox_aux: 0.889095 loss_giou_aux: 2.504335 loss_class_dn: 0.310008 loss_bbox_dn: 0.138352 loss_giou_dn: 0.383662 loss_class_aux_dn: 1.663173 loss_bbox_aux_dn: 0.846017 loss_giou_aux_dn: 2.089313 loss: 13.399385 eta: 5 days, 3:29:07 batch_cost: 0.6419 data_cost: 0.0020 ips: 6.2320 images/s [04/11 07:23:26] ppdet.engine INFO: Epoch: [26] [6500/7329] learning_rate: 0.000100 loss_class: 0.626197 loss_bbox: 0.136976 loss_giou: 0.463212 loss_class_aux: 4.073950 loss_bbox_aux: 0.915178 loss_giou_aux: 2.862926 loss_class_dn: 0.364107 loss_bbox_dn: 0.167736 loss_giou_dn: 0.461353 loss_class_aux_dn: 1.922556 loss_bbox_aux_dn: 0.958961 loss_giou_aux_dn: 2.478802 loss: 15.608057 eta: 5 days, 3:27:59 batch_cost: 0.6431 data_cost: 0.0019 ips: 6.2196 images/s [04/11 07:24:36] ppdet.engine INFO: Epoch: [26] [6600/7329] learning_rate: 0.000100 loss_class: 0.602966 loss_bbox: 0.140020 loss_giou: 0.420332 loss_class_aux: 3.854929 loss_bbox_aux: 0.964864 loss_giou_aux: 2.629637 loss_class_dn: 0.348112 loss_bbox_dn: 0.165934 loss_giou_dn: 0.433829 loss_class_aux_dn: 1.839672 loss_bbox_aux_dn: 0.937438 loss_giou_aux_dn: 2.394476 loss: 14.966890 eta: 5 days, 3:26:54 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1392 images/s [04/11 07:25:47] ppdet.engine INFO: Epoch: [26] [6700/7329] learning_rate: 0.000100 loss_class: 0.601158 loss_bbox: 0.142402 loss_giou: 0.412928 loss_class_aux: 3.787633 loss_bbox_aux: 0.921406 loss_giou_aux: 2.621216 loss_class_dn: 0.352359 loss_bbox_dn: 0.167050 loss_giou_dn: 0.416988 loss_class_aux_dn: 1.883144 loss_bbox_aux_dn: 0.966833 loss_giou_aux_dn: 2.250691 loss: 14.997046 eta: 5 days, 3:25:49 batch_cost: 0.6513 data_cost: 0.0019 ips: 6.1415 images/s [04/11 07:26:59] ppdet.engine INFO: Epoch: [26] [6800/7329] learning_rate: 0.000100 loss_class: 0.602046 loss_bbox: 0.146945 loss_giou: 0.378128 loss_class_aux: 3.889064 loss_bbox_aux: 0.949371 loss_giou_aux: 2.428241 loss_class_dn: 0.333688 loss_bbox_dn: 0.171891 loss_giou_dn: 0.382987 loss_class_aux_dn: 1.783167 loss_bbox_aux_dn: 0.983259 loss_giou_aux_dn: 2.070053 loss: 14.809114 eta: 5 days, 3:24:46 batch_cost: 0.6571 data_cost: 0.0019 ips: 6.0873 images/s [04/11 07:28:10] ppdet.engine INFO: Epoch: [26] [6900/7329] learning_rate: 0.000100 loss_class: 0.599976 loss_bbox: 0.137556 loss_giou: 0.367022 loss_class_aux: 3.970122 loss_bbox_aux: 0.903525 loss_giou_aux: 2.364289 loss_class_dn: 0.346222 loss_bbox_dn: 0.155394 loss_giou_dn: 0.395064 loss_class_aux_dn: 1.878180 loss_bbox_aux_dn: 0.900292 loss_giou_aux_dn: 2.155718 loss: 15.054482 eta: 5 days, 3:23:43 batch_cost: 0.6570 data_cost: 0.0023 ips: 6.0881 images/s [04/11 07:29:21] ppdet.engine INFO: Epoch: [26] [7000/7329] learning_rate: 0.000100 loss_class: 0.549179 loss_bbox: 0.120504 loss_giou: 0.367377 loss_class_aux: 3.383982 loss_bbox_aux: 0.768427 loss_giou_aux: 2.355073 loss_class_dn: 0.308886 loss_bbox_dn: 0.139180 loss_giou_dn: 0.373591 loss_class_aux_dn: 1.645880 loss_bbox_aux_dn: 0.794224 loss_giou_aux_dn: 2.070725 loss: 14.871458 eta: 5 days, 3:22:37 batch_cost: 0.6490 data_cost: 0.0019 ips: 6.1636 images/s [04/11 07:30:32] ppdet.engine INFO: Epoch: [26] [7100/7329] learning_rate: 0.000100 loss_class: 0.624165 loss_bbox: 0.148900 loss_giou: 0.421843 loss_class_aux: 4.038059 loss_bbox_aux: 0.936472 loss_giou_aux: 2.599485 loss_class_dn: 0.364396 loss_bbox_dn: 0.181797 loss_giou_dn: 0.449480 loss_class_aux_dn: 1.924806 loss_bbox_aux_dn: 1.033005 loss_giou_aux_dn: 2.358736 loss: 15.677410 eta: 5 days, 3:21:32 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1204 images/s [04/11 07:31:43] ppdet.engine INFO: Epoch: [26] [7200/7329] learning_rate: 0.000100 loss_class: 0.558641 loss_bbox: 0.138854 loss_giou: 0.374985 loss_class_aux: 3.636988 loss_bbox_aux: 0.916167 loss_giou_aux: 2.415304 loss_class_dn: 0.325740 loss_bbox_dn: 0.174994 loss_giou_dn: 0.373466 loss_class_aux_dn: 1.770041 loss_bbox_aux_dn: 1.000010 loss_giou_aux_dn: 2.057695 loss: 14.512035 eta: 5 days, 3:20:28 batch_cost: 0.6531 data_cost: 0.0022 ips: 6.1247 images/s [04/11 07:32:54] ppdet.engine INFO: Epoch: [26] [7300/7329] learning_rate: 0.000100 loss_class: 0.627896 loss_bbox: 0.144877 loss_giou: 0.407761 loss_class_aux: 3.973608 loss_bbox_aux: 0.913224 loss_giou_aux: 2.535025 loss_class_dn: 0.365191 loss_bbox_dn: 0.148200 loss_giou_dn: 0.423040 loss_class_aux_dn: 1.897179 loss_bbox_aux_dn: 0.896164 loss_giou_aux_dn: 2.341450 loss: 16.052467 eta: 5 days, 3:19:24 batch_cost: 0.6547 data_cost: 0.0024 ips: 6.1094 images/s [04/11 07:33:18] ppdet.engine INFO: Eval iter: 0 [04/11 07:33:45] ppdet.engine INFO: Eval iter: 100 [04/11 07:34:13] ppdet.engine INFO: Eval iter: 200 [04/11 07:34:39] ppdet.engine INFO: Eval iter: 300 [04/11 07:35:07] ppdet.engine INFO: Eval iter: 400 [04/11 07:35:35] ppdet.engine INFO: Eval iter: 500 [04/11 07:36:03] ppdet.engine INFO: Eval iter: 600 [04/11 07:36:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/11 07:36:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.34s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.89s). Accumulating evaluation results... DONE (t=29.03s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.543 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.765 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/11 07:39:36] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.09696980256738 [04/11 07:39:36] ppdet.engine INFO: Best test bbox ap is 0.528. [04/11 07:39:40] ppdet.engine INFO: Epoch: [27] [ 0/7329] learning_rate: 0.000100 loss_class: 0.654787 loss_bbox: 0.143848 loss_giou: 0.435143 loss_class_aux: 4.244823 loss_bbox_aux: 0.908600 loss_giou_aux: 2.733130 loss_class_dn: 0.387081 loss_bbox_dn: 0.155818 loss_giou_dn: 0.440126 loss_class_aux_dn: 2.055127 loss_bbox_aux_dn: 0.915330 loss_giou_aux_dn: 2.411456 loss: 16.294373 eta: 5 days, 3:19:05 batch_cost: 0.6536 data_cost: 0.0022 ips: 6.1202 images/s [04/11 07:40:50] ppdet.engine INFO: Epoch: [27] [ 100/7329] learning_rate: 0.000100 loss_class: 0.622926 loss_bbox: 0.160335 loss_giou: 0.459527 loss_class_aux: 3.975904 loss_bbox_aux: 0.993309 loss_giou_aux: 2.839106 loss_class_dn: 0.361982 loss_bbox_dn: 0.177945 loss_giou_dn: 0.429924 loss_class_aux_dn: 1.902536 loss_bbox_aux_dn: 1.000775 loss_giou_aux_dn: 2.320215 loss: 16.642841 eta: 5 days, 3:17:59 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1492 images/s [04/11 07:42:02] ppdet.engine INFO: Epoch: [27] [ 200/7329] learning_rate: 0.000100 loss_class: 0.599179 loss_bbox: 0.133074 loss_giou: 0.420206 loss_class_aux: 3.774503 loss_bbox_aux: 0.858684 loss_giou_aux: 2.692385 loss_class_dn: 0.334482 loss_bbox_dn: 0.163813 loss_giou_dn: 0.419084 loss_class_aux_dn: 1.825023 loss_bbox_aux_dn: 0.939607 loss_giou_aux_dn: 2.260024 loss: 14.723848 eta: 5 days, 3:16:56 batch_cost: 0.6567 data_cost: 0.0021 ips: 6.0913 images/s [04/11 07:43:11] ppdet.engine INFO: Epoch: [27] [ 300/7329] learning_rate: 0.000100 loss_class: 0.579370 loss_bbox: 0.138093 loss_giou: 0.356724 loss_class_aux: 3.722398 loss_bbox_aux: 0.889149 loss_giou_aux: 2.192540 loss_class_dn: 0.331530 loss_bbox_dn: 0.171669 loss_giou_dn: 0.367924 loss_class_aux_dn: 1.758585 loss_bbox_aux_dn: 0.994880 loss_giou_aux_dn: 1.991356 loss: 14.323935 eta: 5 days, 3:15:48 batch_cost: 0.6434 data_cost: 0.0019 ips: 6.2171 images/s [04/11 07:44:21] ppdet.engine INFO: Epoch: [27] [ 400/7329] learning_rate: 0.000100 loss_class: 0.614099 loss_bbox: 0.150011 loss_giou: 0.382753 loss_class_aux: 3.961583 loss_bbox_aux: 0.923748 loss_giou_aux: 2.414588 loss_class_dn: 0.332381 loss_bbox_dn: 0.165303 loss_giou_dn: 0.366362 loss_class_aux_dn: 1.767148 loss_bbox_aux_dn: 0.962824 loss_giou_aux_dn: 2.107638 loss: 14.298815 eta: 5 days, 3:14:39 batch_cost: 0.6396 data_cost: 0.0019 ips: 6.2535 images/s [04/11 07:45:32] ppdet.engine INFO: Epoch: [27] [ 500/7329] learning_rate: 0.000100 loss_class: 0.597085 loss_bbox: 0.132737 loss_giou: 0.361643 loss_class_aux: 3.863414 loss_bbox_aux: 0.899124 loss_giou_aux: 2.276883 loss_class_dn: 0.319138 loss_bbox_dn: 0.157960 loss_giou_dn: 0.365560 loss_class_aux_dn: 1.721958 loss_bbox_aux_dn: 0.953505 loss_giou_aux_dn: 2.015107 loss: 13.779820 eta: 5 days, 3:13:35 batch_cost: 0.6545 data_cost: 0.0021 ips: 6.1112 images/s [04/11 07:46:42] ppdet.engine INFO: Epoch: [27] [ 600/7329] learning_rate: 0.000100 loss_class: 0.617131 loss_bbox: 0.143026 loss_giou: 0.424385 loss_class_aux: 3.935504 loss_bbox_aux: 0.914082 loss_giou_aux: 2.785430 loss_class_dn: 0.342198 loss_bbox_dn: 0.168354 loss_giou_dn: 0.437287 loss_class_aux_dn: 1.870352 loss_bbox_aux_dn: 0.969065 loss_giou_aux_dn: 2.403743 loss: 15.694633 eta: 5 days, 3:12:27 batch_cost: 0.6424 data_cost: 0.0019 ips: 6.2262 images/s [04/11 07:47:52] ppdet.engine INFO: Epoch: [27] [ 700/7329] learning_rate: 0.000100 loss_class: 0.635628 loss_bbox: 0.149577 loss_giou: 0.405017 loss_class_aux: 4.103002 loss_bbox_aux: 0.949907 loss_giou_aux: 2.572724 loss_class_dn: 0.333478 loss_bbox_dn: 0.180219 loss_giou_dn: 0.397220 loss_class_aux_dn: 1.801695 loss_bbox_aux_dn: 1.093380 loss_giou_aux_dn: 2.192458 loss: 15.154503 eta: 5 days, 3:11:20 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1852 images/s [04/11 07:49:03] ppdet.engine INFO: Epoch: [27] [ 800/7329] learning_rate: 0.000100 loss_class: 0.683563 loss_bbox: 0.142271 loss_giou: 0.449002 loss_class_aux: 4.216163 loss_bbox_aux: 0.915554 loss_giou_aux: 2.804779 loss_class_dn: 0.364038 loss_bbox_dn: 0.155092 loss_giou_dn: 0.426835 loss_class_aux_dn: 1.933810 loss_bbox_aux_dn: 0.968639 loss_giou_aux_dn: 2.356468 loss: 15.677379 eta: 5 days, 3:10:13 batch_cost: 0.6455 data_cost: 0.0020 ips: 6.1970 images/s [04/11 07:50:13] ppdet.engine INFO: Epoch: [27] [ 900/7329] learning_rate: 0.000100 loss_class: 0.545440 loss_bbox: 0.138307 loss_giou: 0.397755 loss_class_aux: 3.511800 loss_bbox_aux: 0.900612 loss_giou_aux: 2.514163 loss_class_dn: 0.324366 loss_bbox_dn: 0.154643 loss_giou_dn: 0.396445 loss_class_aux_dn: 1.694983 loss_bbox_aux_dn: 0.887979 loss_giou_aux_dn: 2.135583 loss: 13.691036 eta: 5 days, 3:09:06 batch_cost: 0.6453 data_cost: 0.0020 ips: 6.1991 images/s [04/11 07:51:23] ppdet.engine INFO: Epoch: [27] [1000/7329] learning_rate: 0.000100 loss_class: 0.624130 loss_bbox: 0.151369 loss_giou: 0.456608 loss_class_aux: 3.947790 loss_bbox_aux: 0.940889 loss_giou_aux: 2.820663 loss_class_dn: 0.364451 loss_bbox_dn: 0.169698 loss_giou_dn: 0.432861 loss_class_aux_dn: 1.902002 loss_bbox_aux_dn: 0.991428 loss_giou_aux_dn: 2.310655 loss: 15.414412 eta: 5 days, 3:08:00 batch_cost: 0.6485 data_cost: 0.0018 ips: 6.1677 images/s [04/11 07:52:34] ppdet.engine INFO: Epoch: [27] [1100/7329] learning_rate: 0.000100 loss_class: 0.551642 loss_bbox: 0.134186 loss_giou: 0.318751 loss_class_aux: 3.515715 loss_bbox_aux: 0.860628 loss_giou_aux: 1.982656 loss_class_dn: 0.299965 loss_bbox_dn: 0.145652 loss_giou_dn: 0.309644 loss_class_aux_dn: 1.586364 loss_bbox_aux_dn: 0.856401 loss_giou_aux_dn: 1.687917 loss: 13.043158 eta: 5 days, 3:06:57 batch_cost: 0.6573 data_cost: 0.0024 ips: 6.0858 images/s [04/11 07:53:46] ppdet.engine INFO: Epoch: [27] [1200/7329] learning_rate: 0.000100 loss_class: 0.611543 loss_bbox: 0.135759 loss_giou: 0.372445 loss_class_aux: 3.897827 loss_bbox_aux: 0.856612 loss_giou_aux: 2.397899 loss_class_dn: 0.338945 loss_bbox_dn: 0.143656 loss_giou_dn: 0.379682 loss_class_aux_dn: 1.784253 loss_bbox_aux_dn: 0.841863 loss_giou_aux_dn: 2.148399 loss: 14.617432 eta: 5 days, 3:05:53 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0957 images/s [04/11 07:54:56] ppdet.engine INFO: Epoch: [27] [1300/7329] learning_rate: 0.000100 loss_class: 0.572345 loss_bbox: 0.141124 loss_giou: 0.349464 loss_class_aux: 3.718305 loss_bbox_aux: 0.918682 loss_giou_aux: 2.246943 loss_class_dn: 0.325043 loss_bbox_dn: 0.172056 loss_giou_dn: 0.347119 loss_class_aux_dn: 1.760696 loss_bbox_aux_dn: 0.995039 loss_giou_aux_dn: 1.930100 loss: 13.839550 eta: 5 days, 3:04:47 batch_cost: 0.6497 data_cost: 0.0023 ips: 6.1564 images/s [04/11 07:56:06] ppdet.engine INFO: Epoch: [27] [1400/7329] learning_rate: 0.000100 loss_class: 0.601280 loss_bbox: 0.143118 loss_giou: 0.400741 loss_class_aux: 3.854036 loss_bbox_aux: 0.971154 loss_giou_aux: 2.551377 loss_class_dn: 0.352537 loss_bbox_dn: 0.159993 loss_giou_dn: 0.414773 loss_class_aux_dn: 1.895388 loss_bbox_aux_dn: 0.948482 loss_giou_aux_dn: 2.312193 loss: 15.106800 eta: 5 days, 3:03:40 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2136 images/s [04/11 07:57:17] ppdet.engine INFO: Epoch: [27] [1500/7329] learning_rate: 0.000100 loss_class: 0.579444 loss_bbox: 0.131177 loss_giou: 0.397717 loss_class_aux: 3.727673 loss_bbox_aux: 0.839795 loss_giou_aux: 2.489096 loss_class_dn: 0.312682 loss_bbox_dn: 0.150984 loss_giou_dn: 0.400202 loss_class_aux_dn: 1.697236 loss_bbox_aux_dn: 0.898512 loss_giou_aux_dn: 2.228667 loss: 13.779789 eta: 5 days, 3:02:36 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1174 images/s [04/11 07:58:29] ppdet.engine INFO: Epoch: [27] [1600/7329] learning_rate: 0.000100 loss_class: 0.636407 loss_bbox: 0.136191 loss_giou: 0.469744 loss_class_aux: 4.015089 loss_bbox_aux: 0.895673 loss_giou_aux: 2.943781 loss_class_dn: 0.349472 loss_bbox_dn: 0.158597 loss_giou_dn: 0.450712 loss_class_aux_dn: 1.884122 loss_bbox_aux_dn: 0.921490 loss_giou_aux_dn: 2.454808 loss: 15.380820 eta: 5 days, 3:01:32 batch_cost: 0.6571 data_cost: 0.0019 ips: 6.0876 images/s [04/11 07:59:40] ppdet.engine INFO: Epoch: [27] [1700/7329] learning_rate: 0.000100 loss_class: 0.535870 loss_bbox: 0.130324 loss_giou: 0.299710 loss_class_aux: 3.534210 loss_bbox_aux: 0.830303 loss_giou_aux: 1.940178 loss_class_dn: 0.297734 loss_bbox_dn: 0.150803 loss_giou_dn: 0.311868 loss_class_aux_dn: 1.591195 loss_bbox_aux_dn: 0.911823 loss_giou_aux_dn: 1.768174 loss: 12.590212 eta: 5 days, 3:00:28 batch_cost: 0.6525 data_cost: 0.0019 ips: 6.1304 images/s [04/11 08:00:53] ppdet.engine INFO: Epoch: [27] [1800/7329] learning_rate: 0.000100 loss_class: 0.581400 loss_bbox: 0.159330 loss_giou: 0.456212 loss_class_aux: 3.827319 loss_bbox_aux: 0.989103 loss_giou_aux: 2.935146 loss_class_dn: 0.354677 loss_bbox_dn: 0.164502 loss_giou_dn: 0.450883 loss_class_aux_dn: 1.905911 loss_bbox_aux_dn: 0.930930 loss_giou_aux_dn: 2.514527 loss: 16.459763 eta: 5 days, 2:59:27 batch_cost: 0.6648 data_cost: 0.0019 ips: 6.0172 images/s [04/11 08:02:05] ppdet.engine INFO: Epoch: [27] [1900/7329] learning_rate: 0.000100 loss_class: 0.593841 loss_bbox: 0.151625 loss_giou: 0.427898 loss_class_aux: 3.910176 loss_bbox_aux: 0.970030 loss_giou_aux: 2.701119 loss_class_dn: 0.332839 loss_bbox_dn: 0.156960 loss_giou_dn: 0.420874 loss_class_aux_dn: 1.804291 loss_bbox_aux_dn: 0.965707 loss_giou_aux_dn: 2.263469 loss: 14.792561 eta: 5 days, 2:58:26 batch_cost: 0.6638 data_cost: 0.0021 ips: 6.0259 images/s [04/11 08:03:15] ppdet.engine INFO: Epoch: [27] [2000/7329] learning_rate: 0.000100 loss_class: 0.630207 loss_bbox: 0.161376 loss_giou: 0.385542 loss_class_aux: 4.036674 loss_bbox_aux: 1.075179 loss_giou_aux: 2.333829 loss_class_dn: 0.350427 loss_bbox_dn: 0.186914 loss_giou_dn: 0.402030 loss_class_aux_dn: 1.850798 loss_bbox_aux_dn: 1.049685 loss_giou_aux_dn: 2.195100 loss: 15.641434 eta: 5 days, 2:57:21 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1464 images/s [04/11 08:04:27] ppdet.engine INFO: Epoch: [27] [2100/7329] learning_rate: 0.000100 loss_class: 0.620629 loss_bbox: 0.139768 loss_giou: 0.414631 loss_class_aux: 3.953911 loss_bbox_aux: 0.879317 loss_giou_aux: 2.677821 loss_class_dn: 0.359489 loss_bbox_dn: 0.154355 loss_giou_dn: 0.410613 loss_class_aux_dn: 1.950978 loss_bbox_aux_dn: 0.902043 loss_giou_aux_dn: 2.256128 loss: 14.969028 eta: 5 days, 2:56:17 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1035 images/s [04/11 08:05:37] ppdet.engine INFO: Epoch: [27] [2200/7329] learning_rate: 0.000100 loss_class: 0.609920 loss_bbox: 0.143404 loss_giou: 0.349761 loss_class_aux: 3.896277 loss_bbox_aux: 0.910986 loss_giou_aux: 2.241412 loss_class_dn: 0.313012 loss_bbox_dn: 0.153135 loss_giou_dn: 0.337898 loss_class_aux_dn: 1.699097 loss_bbox_aux_dn: 0.906644 loss_giou_aux_dn: 1.837473 loss: 13.710128 eta: 5 days, 2:55:09 batch_cost: 0.6440 data_cost: 0.0021 ips: 6.2115 images/s [04/11 08:06:48] ppdet.engine INFO: Epoch: [27] [2300/7329] learning_rate: 0.000100 loss_class: 0.598829 loss_bbox: 0.146805 loss_giou: 0.400911 loss_class_aux: 3.879664 loss_bbox_aux: 0.942345 loss_giou_aux: 2.485676 loss_class_dn: 0.345358 loss_bbox_dn: 0.177867 loss_giou_dn: 0.412875 loss_class_aux_dn: 1.861444 loss_bbox_aux_dn: 1.016221 loss_giou_aux_dn: 2.237342 loss: 14.831300 eta: 5 days, 2:54:08 batch_cost: 0.6608 data_cost: 0.0022 ips: 6.0536 images/s [04/11 08:07:59] ppdet.engine INFO: Epoch: [27] [2400/7329] learning_rate: 0.000100 loss_class: 0.616445 loss_bbox: 0.145865 loss_giou: 0.354948 loss_class_aux: 3.798371 loss_bbox_aux: 0.940600 loss_giou_aux: 2.200329 loss_class_dn: 0.306962 loss_bbox_dn: 0.164154 loss_giou_dn: 0.360321 loss_class_aux_dn: 1.687671 loss_bbox_aux_dn: 0.999475 loss_giou_aux_dn: 1.994856 loss: 13.977036 eta: 5 days, 2:53:02 batch_cost: 0.6497 data_cost: 0.0020 ips: 6.1564 images/s [04/11 08:09:09] ppdet.engine INFO: Epoch: [27] [2500/7329] learning_rate: 0.000100 loss_class: 0.575585 loss_bbox: 0.154256 loss_giou: 0.454052 loss_class_aux: 3.908021 loss_bbox_aux: 1.011501 loss_giou_aux: 2.852223 loss_class_dn: 0.346651 loss_bbox_dn: 0.171729 loss_giou_dn: 0.408676 loss_class_aux_dn: 1.845906 loss_bbox_aux_dn: 0.949896 loss_giou_aux_dn: 2.186847 loss: 14.076330 eta: 5 days, 2:51:55 batch_cost: 0.6456 data_cost: 0.0021 ips: 6.1958 images/s [04/11 08:10:19] ppdet.engine INFO: Epoch: [27] [2600/7329] learning_rate: 0.000100 loss_class: 0.616347 loss_bbox: 0.139630 loss_giou: 0.440298 loss_class_aux: 3.787402 loss_bbox_aux: 0.871227 loss_giou_aux: 2.813934 loss_class_dn: 0.342624 loss_bbox_dn: 0.166760 loss_giou_dn: 0.455174 loss_class_aux_dn: 1.819657 loss_bbox_aux_dn: 0.962836 loss_giou_aux_dn: 2.464149 loss: 15.835842 eta: 5 days, 2:50:47 batch_cost: 0.6450 data_cost: 0.0019 ips: 6.2020 images/s [04/11 08:11:30] ppdet.engine INFO: Epoch: [27] [2700/7329] learning_rate: 0.000100 loss_class: 0.568181 loss_bbox: 0.140279 loss_giou: 0.363700 loss_class_aux: 3.490811 loss_bbox_aux: 0.876400 loss_giou_aux: 2.296729 loss_class_dn: 0.334525 loss_bbox_dn: 0.155158 loss_giou_dn: 0.356876 loss_class_aux_dn: 1.753820 loss_bbox_aux_dn: 0.897153 loss_giou_aux_dn: 1.945303 loss: 14.904975 eta: 5 days, 2:49:43 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1206 images/s [04/11 08:12:42] ppdet.engine INFO: Epoch: [27] [2800/7329] learning_rate: 0.000100 loss_class: 0.542957 loss_bbox: 0.130049 loss_giou: 0.326879 loss_class_aux: 3.611093 loss_bbox_aux: 0.871652 loss_giou_aux: 2.046072 loss_class_dn: 0.296714 loss_bbox_dn: 0.155305 loss_giou_dn: 0.340941 loss_class_aux_dn: 1.629662 loss_bbox_aux_dn: 0.990067 loss_giou_aux_dn: 1.834089 loss: 12.301911 eta: 5 days, 2:48:39 batch_cost: 0.6557 data_cost: 0.0021 ips: 6.1001 images/s [04/11 08:13:53] ppdet.engine INFO: Epoch: [27] [2900/7329] learning_rate: 0.000100 loss_class: 0.613839 loss_bbox: 0.157231 loss_giou: 0.442280 loss_class_aux: 3.863913 loss_bbox_aux: 1.020958 loss_giou_aux: 2.677515 loss_class_dn: 0.361860 loss_bbox_dn: 0.169983 loss_giou_dn: 0.435811 loss_class_aux_dn: 1.924062 loss_bbox_aux_dn: 1.006583 loss_giou_aux_dn: 2.396532 loss: 15.737308 eta: 5 days, 2:47:35 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1347 images/s [04/11 08:15:05] ppdet.engine INFO: Epoch: [27] [3000/7329] learning_rate: 0.000100 loss_class: 0.620659 loss_bbox: 0.131948 loss_giou: 0.385856 loss_class_aux: 4.003698 loss_bbox_aux: 0.846571 loss_giou_aux: 2.408992 loss_class_dn: 0.334176 loss_bbox_dn: 0.156854 loss_giou_dn: 0.393816 loss_class_aux_dn: 1.787502 loss_bbox_aux_dn: 0.929624 loss_giou_aux_dn: 2.147632 loss: 15.413946 eta: 5 days, 2:46:31 batch_cost: 0.6564 data_cost: 0.0018 ips: 6.0941 images/s [04/11 08:16:17] ppdet.engine INFO: Epoch: [27] [3100/7329] learning_rate: 0.000100 loss_class: 0.647170 loss_bbox: 0.151384 loss_giou: 0.444662 loss_class_aux: 4.294287 loss_bbox_aux: 1.021319 loss_giou_aux: 2.848233 loss_class_dn: 0.369043 loss_bbox_dn: 0.166521 loss_giou_dn: 0.446728 loss_class_aux_dn: 2.005814 loss_bbox_aux_dn: 1.012598 loss_giou_aux_dn: 2.461969 loss: 16.846516 eta: 5 days, 2:45:29 batch_cost: 0.6600 data_cost: 0.0020 ips: 6.0606 images/s [04/11 08:17:27] ppdet.engine INFO: Epoch: [27] [3200/7329] learning_rate: 0.000100 loss_class: 0.596424 loss_bbox: 0.130177 loss_giou: 0.377720 loss_class_aux: 3.813583 loss_bbox_aux: 0.866300 loss_giou_aux: 2.400400 loss_class_dn: 0.326653 loss_bbox_dn: 0.136705 loss_giou_dn: 0.394390 loss_class_aux_dn: 1.734387 loss_bbox_aux_dn: 0.796189 loss_giou_aux_dn: 2.155344 loss: 14.631202 eta: 5 days, 2:44:22 batch_cost: 0.6459 data_cost: 0.0020 ips: 6.1929 images/s [04/11 08:18:38] ppdet.engine INFO: Epoch: [27] [3300/7329] learning_rate: 0.000100 loss_class: 0.619940 loss_bbox: 0.135338 loss_giou: 0.400280 loss_class_aux: 3.864052 loss_bbox_aux: 0.914653 loss_giou_aux: 2.564800 loss_class_dn: 0.319998 loss_bbox_dn: 0.151917 loss_giou_dn: 0.385751 loss_class_aux_dn: 1.738334 loss_bbox_aux_dn: 0.891553 loss_giou_aux_dn: 2.086349 loss: 14.116738 eta: 5 days, 2:43:18 batch_cost: 0.6539 data_cost: 0.0022 ips: 6.1169 images/s [04/11 08:19:48] ppdet.engine INFO: Epoch: [27] [3400/7329] learning_rate: 0.000100 loss_class: 0.578463 loss_bbox: 0.131687 loss_giou: 0.381712 loss_class_aux: 3.820899 loss_bbox_aux: 0.916938 loss_giou_aux: 2.440780 loss_class_dn: 0.346032 loss_bbox_dn: 0.159010 loss_giou_dn: 0.413831 loss_class_aux_dn: 1.835778 loss_bbox_aux_dn: 0.921282 loss_giou_aux_dn: 2.266938 loss: 14.209946 eta: 5 days, 2:42:10 batch_cost: 0.6441 data_cost: 0.0021 ips: 6.2099 images/s [04/11 08:20:57] ppdet.engine INFO: Epoch: [27] [3500/7329] learning_rate: 0.000100 loss_class: 0.628446 loss_bbox: 0.153507 loss_giou: 0.448088 loss_class_aux: 4.081863 loss_bbox_aux: 1.009414 loss_giou_aux: 2.675732 loss_class_dn: 0.371484 loss_bbox_dn: 0.190187 loss_giou_dn: 0.458942 loss_class_aux_dn: 2.020468 loss_bbox_aux_dn: 1.081683 loss_giou_aux_dn: 2.570959 loss: 16.447540 eta: 5 days, 2:41:03 batch_cost: 0.6445 data_cost: 0.0019 ips: 6.2062 images/s [04/11 08:22:09] ppdet.engine INFO: Epoch: [27] [3600/7329] learning_rate: 0.000100 loss_class: 0.561998 loss_bbox: 0.132042 loss_giou: 0.351796 loss_class_aux: 3.548500 loss_bbox_aux: 0.904475 loss_giou_aux: 2.121655 loss_class_dn: 0.318343 loss_bbox_dn: 0.166828 loss_giou_dn: 0.335862 loss_class_aux_dn: 1.742215 loss_bbox_aux_dn: 0.970532 loss_giou_aux_dn: 1.877820 loss: 13.619480 eta: 5 days, 2:39:59 batch_cost: 0.6559 data_cost: 0.0021 ips: 6.0981 images/s [04/11 08:23:18] ppdet.engine INFO: Epoch: [27] [3700/7329] learning_rate: 0.000100 loss_class: 0.631417 loss_bbox: 0.142262 loss_giou: 0.375036 loss_class_aux: 4.000391 loss_bbox_aux: 0.898981 loss_giou_aux: 2.399285 loss_class_dn: 0.344822 loss_bbox_dn: 0.150574 loss_giou_dn: 0.394218 loss_class_aux_dn: 1.829462 loss_bbox_aux_dn: 0.896659 loss_giou_aux_dn: 2.162674 loss: 15.445251 eta: 5 days, 2:38:49 batch_cost: 0.6365 data_cost: 0.0020 ips: 6.2843 images/s [04/11 08:24:28] ppdet.engine INFO: Epoch: [27] [3800/7329] learning_rate: 0.000100 loss_class: 0.553097 loss_bbox: 0.117750 loss_giou: 0.401719 loss_class_aux: 3.623162 loss_bbox_aux: 0.767925 loss_giou_aux: 2.542323 loss_class_dn: 0.345277 loss_bbox_dn: 0.146454 loss_giou_dn: 0.390890 loss_class_aux_dn: 1.823930 loss_bbox_aux_dn: 0.854575 loss_giou_aux_dn: 2.121521 loss: 13.698733 eta: 5 days, 2:37:43 batch_cost: 0.6495 data_cost: 0.0020 ips: 6.1581 images/s [04/11 08:25:39] ppdet.engine INFO: Epoch: [27] [3900/7329] learning_rate: 0.000100 loss_class: 0.638589 loss_bbox: 0.137400 loss_giou: 0.428348 loss_class_aux: 4.085523 loss_bbox_aux: 0.921990 loss_giou_aux: 2.683858 loss_class_dn: 0.366622 loss_bbox_dn: 0.149022 loss_giou_dn: 0.426672 loss_class_aux_dn: 1.951545 loss_bbox_aux_dn: 0.875187 loss_giou_aux_dn: 2.326385 loss: 15.667846 eta: 5 days, 2:36:38 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1498 images/s [04/11 08:26:50] ppdet.engine INFO: Epoch: [27] [4000/7329] learning_rate: 0.000100 loss_class: 0.601283 loss_bbox: 0.145391 loss_giou: 0.454883 loss_class_aux: 3.696406 loss_bbox_aux: 0.997952 loss_giou_aux: 2.913760 loss_class_dn: 0.343813 loss_bbox_dn: 0.170728 loss_giou_dn: 0.445599 loss_class_aux_dn: 1.872375 loss_bbox_aux_dn: 0.972509 loss_giou_aux_dn: 2.363866 loss: 16.296297 eta: 5 days, 2:35:33 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1297 images/s [04/11 08:28:00] ppdet.engine INFO: Epoch: [27] [4100/7329] learning_rate: 0.000100 loss_class: 0.599254 loss_bbox: 0.147606 loss_giou: 0.353367 loss_class_aux: 3.530644 loss_bbox_aux: 0.964159 loss_giou_aux: 2.237993 loss_class_dn: 0.326134 loss_bbox_dn: 0.171072 loss_giou_dn: 0.359968 loss_class_aux_dn: 1.787306 loss_bbox_aux_dn: 0.954573 loss_giou_aux_dn: 1.989104 loss: 14.805403 eta: 5 days, 2:34:27 batch_cost: 0.6480 data_cost: 0.0020 ips: 6.1732 images/s [04/11 08:29:11] ppdet.engine INFO: Epoch: [27] [4200/7329] learning_rate: 0.000100 loss_class: 0.648154 loss_bbox: 0.140165 loss_giou: 0.374337 loss_class_aux: 3.999696 loss_bbox_aux: 0.930612 loss_giou_aux: 2.400007 loss_class_dn: 0.334440 loss_bbox_dn: 0.163236 loss_giou_dn: 0.386762 loss_class_aux_dn: 1.809962 loss_bbox_aux_dn: 0.974795 loss_giou_aux_dn: 2.107238 loss: 14.201305 eta: 5 days, 2:33:21 batch_cost: 0.6496 data_cost: 0.0021 ips: 6.1579 images/s [04/11 08:30:22] ppdet.engine INFO: Epoch: [27] [4300/7329] learning_rate: 0.000100 loss_class: 0.554083 loss_bbox: 0.133066 loss_giou: 0.331950 loss_class_aux: 3.527286 loss_bbox_aux: 0.865308 loss_giou_aux: 2.056992 loss_class_dn: 0.309077 loss_bbox_dn: 0.153179 loss_giou_dn: 0.350932 loss_class_aux_dn: 1.631387 loss_bbox_aux_dn: 0.861040 loss_giou_aux_dn: 1.978353 loss: 13.713057 eta: 5 days, 2:32:16 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1451 images/s [04/11 08:31:31] ppdet.engine INFO: Epoch: [27] [4400/7329] learning_rate: 0.000100 loss_class: 0.625883 loss_bbox: 0.151289 loss_giou: 0.388777 loss_class_aux: 3.976786 loss_bbox_aux: 0.970293 loss_giou_aux: 2.409944 loss_class_dn: 0.348850 loss_bbox_dn: 0.163356 loss_giou_dn: 0.371046 loss_class_aux_dn: 1.891151 loss_bbox_aux_dn: 0.988106 loss_giou_aux_dn: 2.052458 loss: 15.404041 eta: 5 days, 2:31:06 batch_cost: 0.6384 data_cost: 0.0020 ips: 6.2652 images/s [04/11 08:32:42] ppdet.engine INFO: Epoch: [27] [4500/7329] learning_rate: 0.000100 loss_class: 0.610227 loss_bbox: 0.142091 loss_giou: 0.337392 loss_class_aux: 3.841331 loss_bbox_aux: 0.894272 loss_giou_aux: 2.172402 loss_class_dn: 0.319531 loss_bbox_dn: 0.184495 loss_giou_dn: 0.358840 loss_class_aux_dn: 1.733909 loss_bbox_aux_dn: 1.060491 loss_giou_aux_dn: 2.009101 loss: 14.474421 eta: 5 days, 2:30:03 batch_cost: 0.6570 data_cost: 0.0018 ips: 6.0887 images/s [04/11 08:33:53] ppdet.engine INFO: Epoch: [27] [4600/7329] learning_rate: 0.000100 loss_class: 0.608970 loss_bbox: 0.143179 loss_giou: 0.380406 loss_class_aux: 3.897367 loss_bbox_aux: 0.958400 loss_giou_aux: 2.415208 loss_class_dn: 0.322671 loss_bbox_dn: 0.157651 loss_giou_dn: 0.369820 loss_class_aux_dn: 1.721119 loss_bbox_aux_dn: 0.969955 loss_giou_aux_dn: 2.075420 loss: 14.031416 eta: 5 days, 2:28:56 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2031 images/s [04/11 08:35:03] ppdet.engine INFO: Epoch: [27] [4700/7329] learning_rate: 0.000100 loss_class: 0.617738 loss_bbox: 0.137613 loss_giou: 0.374503 loss_class_aux: 3.958928 loss_bbox_aux: 0.880194 loss_giou_aux: 2.377623 loss_class_dn: 0.340154 loss_bbox_dn: 0.159326 loss_giou_dn: 0.392742 loss_class_aux_dn: 1.838106 loss_bbox_aux_dn: 0.922356 loss_giou_aux_dn: 2.176975 loss: 14.508142 eta: 5 days, 2:27:50 batch_cost: 0.6492 data_cost: 0.0022 ips: 6.1617 images/s [04/11 08:36:13] ppdet.engine INFO: Epoch: [27] [4800/7329] learning_rate: 0.000100 loss_class: 0.609515 loss_bbox: 0.155083 loss_giou: 0.507748 loss_class_aux: 4.009109 loss_bbox_aux: 1.026040 loss_giou_aux: 3.205281 loss_class_dn: 0.371183 loss_bbox_dn: 0.168178 loss_giou_dn: 0.489245 loss_class_aux_dn: 2.019486 loss_bbox_aux_dn: 0.963055 loss_giou_aux_dn: 2.682771 loss: 15.566763 eta: 5 days, 2:26:44 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1740 images/s [04/11 08:37:24] ppdet.engine INFO: Epoch: [27] [4900/7329] learning_rate: 0.000100 loss_class: 0.513411 loss_bbox: 0.138797 loss_giou: 0.379011 loss_class_aux: 3.432899 loss_bbox_aux: 0.879746 loss_giou_aux: 2.243502 loss_class_dn: 0.313376 loss_bbox_dn: 0.148379 loss_giou_dn: 0.349440 loss_class_aux_dn: 1.671606 loss_bbox_aux_dn: 0.848293 loss_giou_aux_dn: 1.912233 loss: 13.503177 eta: 5 days, 2:25:37 batch_cost: 0.6461 data_cost: 0.0020 ips: 6.1913 images/s [04/11 08:38:34] ppdet.engine INFO: Epoch: [27] [5000/7329] learning_rate: 0.000100 loss_class: 0.621972 loss_bbox: 0.156578 loss_giou: 0.438142 loss_class_aux: 4.059025 loss_bbox_aux: 1.021806 loss_giou_aux: 2.778139 loss_class_dn: 0.352019 loss_bbox_dn: 0.197092 loss_giou_dn: 0.429988 loss_class_aux_dn: 1.874070 loss_bbox_aux_dn: 1.130188 loss_giou_aux_dn: 2.320422 loss: 15.837111 eta: 5 days, 2:24:32 batch_cost: 0.6531 data_cost: 0.0022 ips: 6.1248 images/s [04/11 08:39:45] ppdet.engine INFO: Epoch: [27] [5100/7329] learning_rate: 0.000100 loss_class: 0.586787 loss_bbox: 0.135025 loss_giou: 0.376311 loss_class_aux: 3.683916 loss_bbox_aux: 0.899620 loss_giou_aux: 2.408147 loss_class_dn: 0.343077 loss_bbox_dn: 0.169675 loss_giou_dn: 0.392166 loss_class_aux_dn: 1.817522 loss_bbox_aux_dn: 0.990121 loss_giou_aux_dn: 2.160502 loss: 14.737366 eta: 5 days, 2:23:26 batch_cost: 0.6490 data_cost: 0.0023 ips: 6.1629 images/s [04/11 08:40:55] ppdet.engine INFO: Epoch: [27] [5200/7329] learning_rate: 0.000100 loss_class: 0.586038 loss_bbox: 0.142379 loss_giou: 0.422641 loss_class_aux: 3.893856 loss_bbox_aux: 0.949381 loss_giou_aux: 2.763096 loss_class_dn: 0.361072 loss_bbox_dn: 0.149290 loss_giou_dn: 0.450193 loss_class_aux_dn: 1.928541 loss_bbox_aux_dn: 0.864536 loss_giou_aux_dn: 2.501106 loss: 15.536007 eta: 5 days, 2:22:19 batch_cost: 0.6431 data_cost: 0.0020 ips: 6.2197 images/s [04/11 08:42:06] ppdet.engine INFO: Epoch: [27] [5300/7329] learning_rate: 0.000100 loss_class: 0.582788 loss_bbox: 0.158310 loss_giou: 0.411061 loss_class_aux: 3.669267 loss_bbox_aux: 1.045002 loss_giou_aux: 2.680379 loss_class_dn: 0.354759 loss_bbox_dn: 0.166590 loss_giou_dn: 0.414557 loss_class_aux_dn: 1.875685 loss_bbox_aux_dn: 0.969569 loss_giou_aux_dn: 2.232595 loss: 15.119265 eta: 5 days, 2:21:16 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0715 images/s [04/11 08:43:16] ppdet.engine INFO: Epoch: [27] [5400/7329] learning_rate: 0.000100 loss_class: 0.529332 loss_bbox: 0.133100 loss_giou: 0.328070 loss_class_aux: 3.437825 loss_bbox_aux: 0.843346 loss_giou_aux: 2.127806 loss_class_dn: 0.308081 loss_bbox_dn: 0.142702 loss_giou_dn: 0.339108 loss_class_aux_dn: 1.634305 loss_bbox_aux_dn: 0.811893 loss_giou_aux_dn: 1.901544 loss: 13.180220 eta: 5 days, 2:20:08 batch_cost: 0.6422 data_cost: 0.0019 ips: 6.2288 images/s [04/11 08:44:27] ppdet.engine INFO: Epoch: [27] [5500/7329] learning_rate: 0.000100 loss_class: 0.578255 loss_bbox: 0.125885 loss_giou: 0.305115 loss_class_aux: 3.659532 loss_bbox_aux: 0.857637 loss_giou_aux: 1.962332 loss_class_dn: 0.300344 loss_bbox_dn: 0.166729 loss_giou_dn: 0.324318 loss_class_aux_dn: 1.664774 loss_bbox_aux_dn: 0.959633 loss_giou_aux_dn: 1.772979 loss: 13.114076 eta: 5 days, 2:19:04 batch_cost: 0.6549 data_cost: 0.0021 ips: 6.1077 images/s [04/11 08:45:37] ppdet.engine INFO: Epoch: [27] [5600/7329] learning_rate: 0.000100 loss_class: 0.578791 loss_bbox: 0.134335 loss_giou: 0.377429 loss_class_aux: 3.701213 loss_bbox_aux: 0.833184 loss_giou_aux: 2.427270 loss_class_dn: 0.329331 loss_bbox_dn: 0.150002 loss_giou_dn: 0.370948 loss_class_aux_dn: 1.760703 loss_bbox_aux_dn: 0.875916 loss_giou_aux_dn: 2.026053 loss: 14.125636 eta: 5 days, 2:17:56 batch_cost: 0.6423 data_cost: 0.0021 ips: 6.2272 images/s [04/11 08:46:47] ppdet.engine INFO: Epoch: [27] [5700/7329] learning_rate: 0.000100 loss_class: 0.533952 loss_bbox: 0.136471 loss_giou: 0.375008 loss_class_aux: 3.450918 loss_bbox_aux: 0.833644 loss_giou_aux: 2.350232 loss_class_dn: 0.297387 loss_bbox_dn: 0.148274 loss_giou_dn: 0.348316 loss_class_aux_dn: 1.612243 loss_bbox_aux_dn: 0.846040 loss_giou_aux_dn: 1.946644 loss: 13.536528 eta: 5 days, 2:16:49 batch_cost: 0.6449 data_cost: 0.0019 ips: 6.2023 images/s [04/11 08:47:59] ppdet.engine INFO: Epoch: [27] [5800/7329] learning_rate: 0.000100 loss_class: 0.643920 loss_bbox: 0.162256 loss_giou: 0.365279 loss_class_aux: 4.093672 loss_bbox_aux: 1.054983 loss_giou_aux: 2.441669 loss_class_dn: 0.361908 loss_bbox_dn: 0.176458 loss_giou_dn: 0.407622 loss_class_aux_dn: 1.931458 loss_bbox_aux_dn: 1.025692 loss_giou_aux_dn: 2.219826 loss: 15.189060 eta: 5 days, 2:15:45 batch_cost: 0.6576 data_cost: 0.0021 ips: 6.0830 images/s [04/11 08:49:10] ppdet.engine INFO: Epoch: [27] [5900/7329] learning_rate: 0.000100 loss_class: 0.606047 loss_bbox: 0.133789 loss_giou: 0.470723 loss_class_aux: 4.009669 loss_bbox_aux: 0.886643 loss_giou_aux: 3.018910 loss_class_dn: 0.379598 loss_bbox_dn: 0.165562 loss_giou_dn: 0.491662 loss_class_aux_dn: 2.011049 loss_bbox_aux_dn: 0.945279 loss_giou_aux_dn: 2.642910 loss: 15.986364 eta: 5 days, 2:14:41 batch_cost: 0.6535 data_cost: 0.0022 ips: 6.1212 images/s [04/11 08:50:20] ppdet.engine INFO: Epoch: [27] [6000/7329] learning_rate: 0.000100 loss_class: 0.616563 loss_bbox: 0.148263 loss_giou: 0.393539 loss_class_aux: 3.955980 loss_bbox_aux: 0.961277 loss_giou_aux: 2.532882 loss_class_dn: 0.325993 loss_bbox_dn: 0.157217 loss_giou_dn: 0.363164 loss_class_aux_dn: 1.800056 loss_bbox_aux_dn: 0.916196 loss_giou_aux_dn: 2.034943 loss: 13.839699 eta: 5 days, 2:13:35 batch_cost: 0.6469 data_cost: 0.0020 ips: 6.1833 images/s [04/11 08:51:30] ppdet.engine INFO: Epoch: [27] [6100/7329] learning_rate: 0.000100 loss_class: 0.599572 loss_bbox: 0.148154 loss_giou: 0.335800 loss_class_aux: 3.744144 loss_bbox_aux: 0.958074 loss_giou_aux: 2.155958 loss_class_dn: 0.318038 loss_bbox_dn: 0.175213 loss_giou_dn: 0.368663 loss_class_aux_dn: 1.735204 loss_bbox_aux_dn: 1.012316 loss_giou_aux_dn: 2.074646 loss: 14.144716 eta: 5 days, 2:12:28 batch_cost: 0.6462 data_cost: 0.0021 ips: 6.1901 images/s [04/11 08:52:41] ppdet.engine INFO: Epoch: [27] [6200/7329] learning_rate: 0.000100 loss_class: 0.558082 loss_bbox: 0.136320 loss_giou: 0.451400 loss_class_aux: 3.648358 loss_bbox_aux: 0.880028 loss_giou_aux: 2.956754 loss_class_dn: 0.337201 loss_bbox_dn: 0.141307 loss_giou_dn: 0.401787 loss_class_aux_dn: 1.773341 loss_bbox_aux_dn: 0.824898 loss_giou_aux_dn: 2.131316 loss: 14.297146 eta: 5 days, 2:11:23 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1188 images/s [04/11 08:53:52] ppdet.engine INFO: Epoch: [27] [6300/7329] learning_rate: 0.000100 loss_class: 0.620672 loss_bbox: 0.141270 loss_giou: 0.433312 loss_class_aux: 3.978069 loss_bbox_aux: 0.935732 loss_giou_aux: 2.701346 loss_class_dn: 0.367530 loss_bbox_dn: 0.155965 loss_giou_dn: 0.409698 loss_class_aux_dn: 1.949378 loss_bbox_aux_dn: 0.925242 loss_giou_aux_dn: 2.317909 loss: 15.747015 eta: 5 days, 2:10:19 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1200 images/s [04/11 08:55:03] ppdet.engine INFO: Epoch: [27] [6400/7329] learning_rate: 0.000100 loss_class: 0.565044 loss_bbox: 0.140919 loss_giou: 0.389663 loss_class_aux: 3.670774 loss_bbox_aux: 0.963893 loss_giou_aux: 2.372038 loss_class_dn: 0.326724 loss_bbox_dn: 0.158610 loss_giou_dn: 0.364949 loss_class_aux_dn: 1.740258 loss_bbox_aux_dn: 0.970365 loss_giou_aux_dn: 1.976120 loss: 13.511503 eta: 5 days, 2:09:14 batch_cost: 0.6528 data_cost: 0.0021 ips: 6.1270 images/s [04/11 08:56:14] ppdet.engine INFO: Epoch: [27] [6500/7329] learning_rate: 0.000100 loss_class: 0.588890 loss_bbox: 0.132361 loss_giou: 0.363573 loss_class_aux: 3.714952 loss_bbox_aux: 0.874304 loss_giou_aux: 2.310551 loss_class_dn: 0.335322 loss_bbox_dn: 0.166180 loss_giou_dn: 0.369388 loss_class_aux_dn: 1.797308 loss_bbox_aux_dn: 1.000828 loss_giou_aux_dn: 2.092957 loss: 14.008461 eta: 5 days, 2:08:09 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1625 images/s [04/11 08:57:24] ppdet.engine INFO: Epoch: [27] [6600/7329] learning_rate: 0.000100 loss_class: 0.577663 loss_bbox: 0.129942 loss_giou: 0.417567 loss_class_aux: 3.661789 loss_bbox_aux: 0.859248 loss_giou_aux: 2.598479 loss_class_dn: 0.336960 loss_bbox_dn: 0.145893 loss_giou_dn: 0.412788 loss_class_aux_dn: 1.823724 loss_bbox_aux_dn: 0.869546 loss_giou_aux_dn: 2.251686 loss: 14.035757 eta: 5 days, 2:07:00 batch_cost: 0.6416 data_cost: 0.0019 ips: 6.2341 images/s [04/11 08:58:35] ppdet.engine INFO: Epoch: [27] [6700/7329] learning_rate: 0.000100 loss_class: 0.648461 loss_bbox: 0.149356 loss_giou: 0.437332 loss_class_aux: 4.162081 loss_bbox_aux: 0.971391 loss_giou_aux: 2.758107 loss_class_dn: 0.374509 loss_bbox_dn: 0.174097 loss_giou_dn: 0.440860 loss_class_aux_dn: 2.047491 loss_bbox_aux_dn: 1.016113 loss_giou_aux_dn: 2.435350 loss: 16.151516 eta: 5 days, 2:05:57 batch_cost: 0.6559 data_cost: 0.0022 ips: 6.0985 images/s [04/11 08:59:47] ppdet.engine INFO: Epoch: [27] [6800/7329] learning_rate: 0.000100 loss_class: 0.522674 loss_bbox: 0.139574 loss_giou: 0.365743 loss_class_aux: 3.417493 loss_bbox_aux: 0.883720 loss_giou_aux: 2.346810 loss_class_dn: 0.301663 loss_bbox_dn: 0.154408 loss_giou_dn: 0.380270 loss_class_aux_dn: 1.687225 loss_bbox_aux_dn: 0.899694 loss_giou_aux_dn: 2.044385 loss: 13.202421 eta: 5 days, 2:04:54 batch_cost: 0.6602 data_cost: 0.0019 ips: 6.0590 images/s [04/11 09:00:57] ppdet.engine INFO: Epoch: [27] [6900/7329] learning_rate: 0.000100 loss_class: 0.643156 loss_bbox: 0.139533 loss_giou: 0.388928 loss_class_aux: 4.024107 loss_bbox_aux: 0.894891 loss_giou_aux: 2.496835 loss_class_dn: 0.335320 loss_bbox_dn: 0.159028 loss_giou_dn: 0.382603 loss_class_aux_dn: 1.792393 loss_bbox_aux_dn: 0.910302 loss_giou_aux_dn: 2.113101 loss: 14.787703 eta: 5 days, 2:03:50 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1298 images/s [04/11 09:02:08] ppdet.engine INFO: Epoch: [27] [7000/7329] learning_rate: 0.000100 loss_class: 0.583175 loss_bbox: 0.139554 loss_giou: 0.399899 loss_class_aux: 3.707928 loss_bbox_aux: 0.927006 loss_giou_aux: 2.522529 loss_class_dn: 0.316482 loss_bbox_dn: 0.154131 loss_giou_dn: 0.403281 loss_class_aux_dn: 1.686488 loss_bbox_aux_dn: 0.903642 loss_giou_aux_dn: 2.158803 loss: 14.457416 eta: 5 days, 2:02:45 batch_cost: 0.6532 data_cost: 0.0019 ips: 6.1233 images/s [04/11 09:03:19] ppdet.engine INFO: Epoch: [27] [7100/7329] learning_rate: 0.000100 loss_class: 0.583751 loss_bbox: 0.141991 loss_giou: 0.367357 loss_class_aux: 3.831203 loss_bbox_aux: 0.917540 loss_giou_aux: 2.336546 loss_class_dn: 0.317021 loss_bbox_dn: 0.156946 loss_giou_dn: 0.362066 loss_class_aux_dn: 1.714596 loss_bbox_aux_dn: 0.908073 loss_giou_aux_dn: 1.979238 loss: 13.904308 eta: 5 days, 2:01:39 batch_cost: 0.6474 data_cost: 0.0020 ips: 6.1783 images/s [04/11 09:04:31] ppdet.engine INFO: Epoch: [27] [7200/7329] learning_rate: 0.000100 loss_class: 0.592431 loss_bbox: 0.145141 loss_giou: 0.389986 loss_class_aux: 3.744056 loss_bbox_aux: 0.948547 loss_giou_aux: 2.490582 loss_class_dn: 0.343293 loss_bbox_dn: 0.162173 loss_giou_dn: 0.394754 loss_class_aux_dn: 1.816478 loss_bbox_aux_dn: 0.957512 loss_giou_aux_dn: 2.197701 loss: 15.553261 eta: 5 days, 2:00:36 batch_cost: 0.6584 data_cost: 0.0021 ips: 6.0752 images/s [04/11 09:05:41] ppdet.engine INFO: Epoch: [27] [7300/7329] learning_rate: 0.000100 loss_class: 0.623560 loss_bbox: 0.138022 loss_giou: 0.389323 loss_class_aux: 3.929779 loss_bbox_aux: 0.927541 loss_giou_aux: 2.435622 loss_class_dn: 0.356517 loss_bbox_dn: 0.165976 loss_giou_dn: 0.365523 loss_class_aux_dn: 1.878158 loss_bbox_aux_dn: 0.964490 loss_giou_aux_dn: 2.083443 loss: 15.266416 eta: 5 days, 1:59:32 batch_cost: 0.6534 data_cost: 0.0020 ips: 6.1216 images/s [04/11 09:06:05] ppdet.engine INFO: Eval iter: 0 [04/11 09:06:33] ppdet.engine INFO: Eval iter: 100 [04/11 09:07:00] ppdet.engine INFO: Eval iter: 200 [04/11 09:07:27] ppdet.engine INFO: Eval iter: 300 [04/11 09:07:56] ppdet.engine INFO: Eval iter: 400 [04/11 09:08:23] ppdet.engine INFO: Eval iter: 500 [04/11 09:08:51] ppdet.engine INFO: Eval iter: 600 [04/11 09:09:31] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.18s) creating index... index created! [04/11 09:09:32] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.24s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.20s). Accumulating evaluation results... DONE (t=28.92s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.340 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.543 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/11 09:12:24] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.052610251766232 [04/11 09:12:24] ppdet.engine INFO: Best test bbox ap is 0.529. [04/11 09:12:28] ppdet.engine INFO: Epoch: [28] [ 0/7329] learning_rate: 0.000100 loss_class: 0.646739 loss_bbox: 0.139302 loss_giou: 0.384371 loss_class_aux: 4.148231 loss_bbox_aux: 0.927986 loss_giou_aux: 2.423630 loss_class_dn: 0.341892 loss_bbox_dn: 0.159459 loss_giou_dn: 0.351554 loss_class_aux_dn: 1.804044 loss_bbox_aux_dn: 0.954309 loss_giou_aux_dn: 1.963090 loss: 14.643835 eta: 5 days, 1:59:12 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1346 images/s [04/11 09:13:37] ppdet.engine INFO: Epoch: [28] [ 100/7329] learning_rate: 0.000100 loss_class: 0.560262 loss_bbox: 0.152077 loss_giou: 0.354316 loss_class_aux: 3.631536 loss_bbox_aux: 0.934293 loss_giou_aux: 2.271928 loss_class_dn: 0.297971 loss_bbox_dn: 0.161764 loss_giou_dn: 0.361493 loss_class_aux_dn: 1.602130 loss_bbox_aux_dn: 0.968778 loss_giou_aux_dn: 1.972351 loss: 13.474926 eta: 5 days, 1:58:03 batch_cost: 0.6396 data_cost: 0.0018 ips: 6.2543 images/s [04/11 09:14:49] ppdet.engine INFO: Epoch: [28] [ 200/7329] learning_rate: 0.000100 loss_class: 0.633734 loss_bbox: 0.143319 loss_giou: 0.407378 loss_class_aux: 4.235711 loss_bbox_aux: 0.883115 loss_giou_aux: 2.607306 loss_class_dn: 0.356676 loss_bbox_dn: 0.142338 loss_giou_dn: 0.412727 loss_class_aux_dn: 1.922295 loss_bbox_aux_dn: 0.838279 loss_giou_aux_dn: 2.329784 loss: 15.682305 eta: 5 days, 1:57:00 batch_cost: 0.6558 data_cost: 0.0019 ips: 6.0998 images/s [04/11 09:15:58] ppdet.engine INFO: Epoch: [28] [ 300/7329] learning_rate: 0.000100 loss_class: 0.536575 loss_bbox: 0.139715 loss_giou: 0.379152 loss_class_aux: 3.492199 loss_bbox_aux: 0.900402 loss_giou_aux: 2.363169 loss_class_dn: 0.328856 loss_bbox_dn: 0.155300 loss_giou_dn: 0.393873 loss_class_aux_dn: 1.801076 loss_bbox_aux_dn: 0.880665 loss_giou_aux_dn: 2.107948 loss: 15.417522 eta: 5 days, 1:55:52 batch_cost: 0.6434 data_cost: 0.0019 ips: 6.2174 images/s [04/11 09:17:08] ppdet.engine INFO: Epoch: [28] [ 400/7329] learning_rate: 0.000100 loss_class: 0.566963 loss_bbox: 0.139023 loss_giou: 0.390404 loss_class_aux: 3.597214 loss_bbox_aux: 0.913783 loss_giou_aux: 2.500674 loss_class_dn: 0.318184 loss_bbox_dn: 0.150885 loss_giou_dn: 0.394512 loss_class_aux_dn: 1.751302 loss_bbox_aux_dn: 0.900671 loss_giou_aux_dn: 2.090245 loss: 14.006727 eta: 5 days, 1:54:44 batch_cost: 0.6435 data_cost: 0.0021 ips: 6.2157 images/s [04/11 09:18:18] ppdet.engine INFO: Epoch: [28] [ 500/7329] learning_rate: 0.000100 loss_class: 0.617926 loss_bbox: 0.144017 loss_giou: 0.356664 loss_class_aux: 3.964741 loss_bbox_aux: 0.954369 loss_giou_aux: 2.251789 loss_class_dn: 0.321632 loss_bbox_dn: 0.168447 loss_giou_dn: 0.363122 loss_class_aux_dn: 1.751732 loss_bbox_aux_dn: 1.011281 loss_giou_aux_dn: 2.033771 loss: 13.677738 eta: 5 days, 1:53:37 batch_cost: 0.6434 data_cost: 0.0019 ips: 6.2173 images/s [04/11 09:19:28] ppdet.engine INFO: Epoch: [28] [ 600/7329] learning_rate: 0.000100 loss_class: 0.640440 loss_bbox: 0.136282 loss_giou: 0.390101 loss_class_aux: 3.905699 loss_bbox_aux: 0.893158 loss_giou_aux: 2.463019 loss_class_dn: 0.314532 loss_bbox_dn: 0.168114 loss_giou_dn: 0.386245 loss_class_aux_dn: 1.677546 loss_bbox_aux_dn: 0.995908 loss_giou_aux_dn: 2.126499 loss: 14.233492 eta: 5 days, 1:52:29 batch_cost: 0.6428 data_cost: 0.0021 ips: 6.2231 images/s [04/11 09:20:38] ppdet.engine INFO: Epoch: [28] [ 700/7329] learning_rate: 0.000100 loss_class: 0.576842 loss_bbox: 0.124875 loss_giou: 0.381231 loss_class_aux: 3.652378 loss_bbox_aux: 0.824169 loss_giou_aux: 2.380668 loss_class_dn: 0.320533 loss_bbox_dn: 0.146332 loss_giou_dn: 0.375781 loss_class_aux_dn: 1.727912 loss_bbox_aux_dn: 0.838032 loss_giou_aux_dn: 2.093844 loss: 13.417994 eta: 5 days, 1:51:23 batch_cost: 0.6501 data_cost: 0.0020 ips: 6.1529 images/s [04/11 09:21:50] ppdet.engine INFO: Epoch: [28] [ 800/7329] learning_rate: 0.000100 loss_class: 0.577887 loss_bbox: 0.136531 loss_giou: 0.365717 loss_class_aux: 3.643255 loss_bbox_aux: 0.876131 loss_giou_aux: 2.366824 loss_class_dn: 0.311196 loss_bbox_dn: 0.153948 loss_giou_dn: 0.371720 loss_class_aux_dn: 1.648863 loss_bbox_aux_dn: 0.855867 loss_giou_aux_dn: 2.072857 loss: 14.020046 eta: 5 days, 1:50:22 batch_cost: 0.6618 data_cost: 0.0020 ips: 6.0441 images/s [04/11 09:23:02] ppdet.engine INFO: Epoch: [28] [ 900/7329] learning_rate: 0.000100 loss_class: 0.594326 loss_bbox: 0.137657 loss_giou: 0.380211 loss_class_aux: 3.904417 loss_bbox_aux: 0.923351 loss_giou_aux: 2.488879 loss_class_dn: 0.329089 loss_bbox_dn: 0.167919 loss_giou_dn: 0.360120 loss_class_aux_dn: 1.819860 loss_bbox_aux_dn: 0.983996 loss_giou_aux_dn: 2.124554 loss: 14.656408 eta: 5 days, 1:49:19 batch_cost: 0.6590 data_cost: 0.0020 ips: 6.0696 images/s [04/11 09:24:14] ppdet.engine INFO: Epoch: [28] [1000/7329] learning_rate: 0.000100 loss_class: 0.628501 loss_bbox: 0.139584 loss_giou: 0.429608 loss_class_aux: 3.987804 loss_bbox_aux: 0.878129 loss_giou_aux: 2.607814 loss_class_dn: 0.350144 loss_bbox_dn: 0.144170 loss_giou_dn: 0.419768 loss_class_aux_dn: 1.879112 loss_bbox_aux_dn: 0.834553 loss_giou_aux_dn: 2.228883 loss: 14.781763 eta: 5 days, 1:48:17 batch_cost: 0.6625 data_cost: 0.0019 ips: 6.0377 images/s [04/11 09:25:23] ppdet.engine INFO: Epoch: [28] [1100/7329] learning_rate: 0.000100 loss_class: 0.561056 loss_bbox: 0.125495 loss_giou: 0.397629 loss_class_aux: 3.649105 loss_bbox_aux: 0.841713 loss_giou_aux: 2.593513 loss_class_dn: 0.320706 loss_bbox_dn: 0.138804 loss_giou_dn: 0.396828 loss_class_aux_dn: 1.730158 loss_bbox_aux_dn: 0.822003 loss_giou_aux_dn: 2.165570 loss: 13.885284 eta: 5 days, 1:47:09 batch_cost: 0.6413 data_cost: 0.0021 ips: 6.2375 images/s [04/11 09:26:34] ppdet.engine INFO: Epoch: [28] [1200/7329] learning_rate: 0.000100 loss_class: 0.646824 loss_bbox: 0.169904 loss_giou: 0.481931 loss_class_aux: 4.154979 loss_bbox_aux: 1.066836 loss_giou_aux: 3.102771 loss_class_dn: 0.366940 loss_bbox_dn: 0.172265 loss_giou_dn: 0.479257 loss_class_aux_dn: 1.973885 loss_bbox_aux_dn: 0.975688 loss_giou_aux_dn: 2.620161 loss: 16.440220 eta: 5 days, 1:46:05 batch_cost: 0.6545 data_cost: 0.0022 ips: 6.1120 images/s [04/11 09:27:44] ppdet.engine INFO: Epoch: [28] [1300/7329] learning_rate: 0.000100 loss_class: 0.582851 loss_bbox: 0.127959 loss_giou: 0.455933 loss_class_aux: 3.699684 loss_bbox_aux: 0.868195 loss_giou_aux: 2.809239 loss_class_dn: 0.363291 loss_bbox_dn: 0.140546 loss_giou_dn: 0.436097 loss_class_aux_dn: 1.937140 loss_bbox_aux_dn: 0.801448 loss_giou_aux_dn: 2.382690 loss: 15.572123 eta: 5 days, 1:44:57 batch_cost: 0.6438 data_cost: 0.0020 ips: 6.2129 images/s [04/11 09:28:56] ppdet.engine INFO: Epoch: [28] [1400/7329] learning_rate: 0.000100 loss_class: 0.555121 loss_bbox: 0.143566 loss_giou: 0.373373 loss_class_aux: 3.726189 loss_bbox_aux: 0.894042 loss_giou_aux: 2.395380 loss_class_dn: 0.326954 loss_bbox_dn: 0.157498 loss_giou_dn: 0.357338 loss_class_aux_dn: 1.768368 loss_bbox_aux_dn: 0.935098 loss_giou_aux_dn: 1.975644 loss: 13.414000 eta: 5 days, 1:43:55 batch_cost: 0.6590 data_cost: 0.0019 ips: 6.0698 images/s [04/11 09:30:05] ppdet.engine INFO: Epoch: [28] [1500/7329] learning_rate: 0.000100 loss_class: 0.634792 loss_bbox: 0.133086 loss_giou: 0.443521 loss_class_aux: 4.030590 loss_bbox_aux: 0.868266 loss_giou_aux: 2.846047 loss_class_dn: 0.356325 loss_bbox_dn: 0.149853 loss_giou_dn: 0.435213 loss_class_aux_dn: 1.921056 loss_bbox_aux_dn: 0.909002 loss_giou_aux_dn: 2.442905 loss: 15.758689 eta: 5 days, 1:42:45 batch_cost: 0.6357 data_cost: 0.0020 ips: 6.2919 images/s [04/11 09:31:15] ppdet.engine INFO: Epoch: [28] [1600/7329] learning_rate: 0.000100 loss_class: 0.602261 loss_bbox: 0.136140 loss_giou: 0.447001 loss_class_aux: 3.865717 loss_bbox_aux: 0.905454 loss_giou_aux: 2.795384 loss_class_dn: 0.355860 loss_bbox_dn: 0.155672 loss_giou_dn: 0.428198 loss_class_aux_dn: 1.895891 loss_bbox_aux_dn: 0.903625 loss_giou_aux_dn: 2.347268 loss: 15.412524 eta: 5 days, 1:41:38 batch_cost: 0.6469 data_cost: 0.0019 ips: 6.1831 images/s [04/11 09:32:26] ppdet.engine INFO: Epoch: [28] [1700/7329] learning_rate: 0.000100 loss_class: 0.625127 loss_bbox: 0.141848 loss_giou: 0.419215 loss_class_aux: 3.890441 loss_bbox_aux: 0.882149 loss_giou_aux: 2.635795 loss_class_dn: 0.350462 loss_bbox_dn: 0.167575 loss_giou_dn: 0.432170 loss_class_aux_dn: 1.879956 loss_bbox_aux_dn: 0.954375 loss_giou_aux_dn: 2.309190 loss: 15.172446 eta: 5 days, 1:40:32 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1741 images/s [04/11 09:33:36] ppdet.engine INFO: Epoch: [28] [1800/7329] learning_rate: 0.000100 loss_class: 0.637497 loss_bbox: 0.146435 loss_giou: 0.404080 loss_class_aux: 4.150553 loss_bbox_aux: 1.012356 loss_giou_aux: 2.544586 loss_class_dn: 0.360651 loss_bbox_dn: 0.188345 loss_giou_dn: 0.414082 loss_class_aux_dn: 1.948170 loss_bbox_aux_dn: 1.098819 loss_giou_aux_dn: 2.236721 loss: 15.410934 eta: 5 days, 1:39:27 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1388 images/s [04/11 09:34:46] ppdet.engine INFO: Epoch: [28] [1900/7329] learning_rate: 0.000100 loss_class: 0.596773 loss_bbox: 0.143530 loss_giou: 0.404948 loss_class_aux: 3.909051 loss_bbox_aux: 0.931484 loss_giou_aux: 2.551977 loss_class_dn: 0.331755 loss_bbox_dn: 0.155185 loss_giou_dn: 0.376749 loss_class_aux_dn: 1.783062 loss_bbox_aux_dn: 0.915820 loss_giou_aux_dn: 2.062080 loss: 14.100517 eta: 5 days, 1:38:18 batch_cost: 0.6416 data_cost: 0.0020 ips: 6.2340 images/s [04/11 09:35:57] ppdet.engine INFO: Epoch: [28] [2000/7329] learning_rate: 0.000100 loss_class: 0.566812 loss_bbox: 0.133662 loss_giou: 0.359277 loss_class_aux: 3.675925 loss_bbox_aux: 0.900139 loss_giou_aux: 2.399356 loss_class_dn: 0.339199 loss_bbox_dn: 0.155653 loss_giou_dn: 0.364334 loss_class_aux_dn: 1.815796 loss_bbox_aux_dn: 0.904062 loss_giou_aux_dn: 2.016025 loss: 13.900374 eta: 5 days, 1:37:12 batch_cost: 0.6484 data_cost: 0.0018 ips: 6.1687 images/s [04/11 09:37:08] ppdet.engine INFO: Epoch: [28] [2100/7329] learning_rate: 0.000100 loss_class: 0.555856 loss_bbox: 0.138294 loss_giou: 0.372585 loss_class_aux: 3.510269 loss_bbox_aux: 0.828500 loss_giou_aux: 2.286240 loss_class_dn: 0.290111 loss_bbox_dn: 0.154533 loss_giou_dn: 0.381174 loss_class_aux_dn: 1.600937 loss_bbox_aux_dn: 0.891709 loss_giou_aux_dn: 2.086907 loss: 13.244169 eta: 5 days, 1:36:09 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0961 images/s [04/11 09:38:19] ppdet.engine INFO: Epoch: [28] [2200/7329] learning_rate: 0.000100 loss_class: 0.547828 loss_bbox: 0.129822 loss_giou: 0.363273 loss_class_aux: 3.490333 loss_bbox_aux: 0.856839 loss_giou_aux: 2.423291 loss_class_dn: 0.300735 loss_bbox_dn: 0.145739 loss_giou_dn: 0.369821 loss_class_aux_dn: 1.641015 loss_bbox_aux_dn: 0.866002 loss_giou_aux_dn: 2.063391 loss: 13.675353 eta: 5 days, 1:35:05 batch_cost: 0.6537 data_cost: 0.0019 ips: 6.1188 images/s [04/11 09:39:30] ppdet.engine INFO: Epoch: [28] [2300/7329] learning_rate: 0.000100 loss_class: 0.623380 loss_bbox: 0.149729 loss_giou: 0.390300 loss_class_aux: 3.990610 loss_bbox_aux: 1.013418 loss_giou_aux: 2.555288 loss_class_dn: 0.367018 loss_bbox_dn: 0.173304 loss_giou_dn: 0.398513 loss_class_aux_dn: 1.960698 loss_bbox_aux_dn: 1.010309 loss_giou_aux_dn: 2.149401 loss: 15.741190 eta: 5 days, 1:34:00 batch_cost: 0.6530 data_cost: 0.0018 ips: 6.1259 images/s [04/11 09:40:41] ppdet.engine INFO: Epoch: [28] [2400/7329] learning_rate: 0.000100 loss_class: 0.650061 loss_bbox: 0.152060 loss_giou: 0.433803 loss_class_aux: 4.186445 loss_bbox_aux: 0.954366 loss_giou_aux: 2.881113 loss_class_dn: 0.361653 loss_bbox_dn: 0.171811 loss_giou_dn: 0.477195 loss_class_aux_dn: 1.883206 loss_bbox_aux_dn: 0.943843 loss_giou_aux_dn: 2.589211 loss: 16.664486 eta: 5 days, 1:32:55 batch_cost: 0.6512 data_cost: 0.0019 ips: 6.1427 images/s [04/11 09:41:51] ppdet.engine INFO: Epoch: [28] [2500/7329] learning_rate: 0.000100 loss_class: 0.593716 loss_bbox: 0.133571 loss_giou: 0.354374 loss_class_aux: 4.000673 loss_bbox_aux: 0.895886 loss_giou_aux: 2.222128 loss_class_dn: 0.339953 loss_bbox_dn: 0.145437 loss_giou_dn: 0.354920 loss_class_aux_dn: 1.841043 loss_bbox_aux_dn: 0.845546 loss_giou_aux_dn: 1.949160 loss: 14.584499 eta: 5 days, 1:31:47 batch_cost: 0.6443 data_cost: 0.0018 ips: 6.2083 images/s [04/11 09:43:02] ppdet.engine INFO: Epoch: [28] [2600/7329] learning_rate: 0.000100 loss_class: 0.610562 loss_bbox: 0.150669 loss_giou: 0.359372 loss_class_aux: 3.919299 loss_bbox_aux: 0.978958 loss_giou_aux: 2.321395 loss_class_dn: 0.329904 loss_bbox_dn: 0.190831 loss_giou_dn: 0.359436 loss_class_aux_dn: 1.759103 loss_bbox_aux_dn: 1.081136 loss_giou_aux_dn: 2.028491 loss: 14.319656 eta: 5 days, 1:30:44 batch_cost: 0.6576 data_cost: 0.0021 ips: 6.0831 images/s [04/11 09:44:13] ppdet.engine INFO: Epoch: [28] [2700/7329] learning_rate: 0.000100 loss_class: 0.565459 loss_bbox: 0.133587 loss_giou: 0.410455 loss_class_aux: 3.552835 loss_bbox_aux: 0.885255 loss_giou_aux: 2.559503 loss_class_dn: 0.346875 loss_bbox_dn: 0.137921 loss_giou_dn: 0.418341 loss_class_aux_dn: 1.840937 loss_bbox_aux_dn: 0.835638 loss_giou_aux_dn: 2.320876 loss: 14.893452 eta: 5 days, 1:29:40 batch_cost: 0.6534 data_cost: 0.0019 ips: 6.1217 images/s [04/11 09:45:24] ppdet.engine INFO: Epoch: [28] [2800/7329] learning_rate: 0.000100 loss_class: 0.629169 loss_bbox: 0.138814 loss_giou: 0.382267 loss_class_aux: 4.159533 loss_bbox_aux: 0.923276 loss_giou_aux: 2.316862 loss_class_dn: 0.338202 loss_bbox_dn: 0.157285 loss_giou_dn: 0.375942 loss_class_aux_dn: 1.804650 loss_bbox_aux_dn: 0.906656 loss_giou_aux_dn: 2.056385 loss: 14.169410 eta: 5 days, 1:28:34 batch_cost: 0.6494 data_cost: 0.0018 ips: 6.1596 images/s [04/11 09:46:35] ppdet.engine INFO: Epoch: [28] [2900/7329] learning_rate: 0.000100 loss_class: 0.605601 loss_bbox: 0.141742 loss_giou: 0.383914 loss_class_aux: 4.058704 loss_bbox_aux: 0.914397 loss_giou_aux: 2.359217 loss_class_dn: 0.339632 loss_bbox_dn: 0.158443 loss_giou_dn: 0.392172 loss_class_aux_dn: 1.794930 loss_bbox_aux_dn: 0.956824 loss_giou_aux_dn: 2.138857 loss: 15.649330 eta: 5 days, 1:27:31 batch_cost: 0.6562 data_cost: 0.0018 ips: 6.0961 images/s [04/11 09:47:46] ppdet.engine INFO: Epoch: [28] [3000/7329] learning_rate: 0.000100 loss_class: 0.656482 loss_bbox: 0.141169 loss_giou: 0.419787 loss_class_aux: 4.172028 loss_bbox_aux: 0.914245 loss_giou_aux: 2.659925 loss_class_dn: 0.360084 loss_bbox_dn: 0.152436 loss_giou_dn: 0.437830 loss_class_aux_dn: 1.959946 loss_bbox_aux_dn: 0.905703 loss_giou_aux_dn: 2.391064 loss: 15.746910 eta: 5 days, 1:26:26 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1386 images/s [04/11 09:48:56] ppdet.engine INFO: Epoch: [28] [3100/7329] learning_rate: 0.000100 loss_class: 0.563629 loss_bbox: 0.128965 loss_giou: 0.366444 loss_class_aux: 3.684017 loss_bbox_aux: 0.843697 loss_giou_aux: 2.358364 loss_class_dn: 0.308717 loss_bbox_dn: 0.131743 loss_giou_dn: 0.357686 loss_class_aux_dn: 1.671484 loss_bbox_aux_dn: 0.817830 loss_giou_aux_dn: 1.964271 loss: 14.516588 eta: 5 days, 1:25:18 batch_cost: 0.6446 data_cost: 0.0019 ips: 6.2054 images/s [04/11 09:50:07] ppdet.engine INFO: Epoch: [28] [3200/7329] learning_rate: 0.000100 loss_class: 0.640766 loss_bbox: 0.138468 loss_giou: 0.490685 loss_class_aux: 4.068310 loss_bbox_aux: 0.937356 loss_giou_aux: 3.051288 loss_class_dn: 0.370485 loss_bbox_dn: 0.160381 loss_giou_dn: 0.463399 loss_class_aux_dn: 1.949789 loss_bbox_aux_dn: 0.941611 loss_giou_aux_dn: 2.558327 loss: 15.826958 eta: 5 days, 1:24:14 batch_cost: 0.6531 data_cost: 0.0019 ips: 6.1247 images/s [04/11 09:51:16] ppdet.engine INFO: Epoch: [28] [3300/7329] learning_rate: 0.000100 loss_class: 0.601732 loss_bbox: 0.142214 loss_giou: 0.398793 loss_class_aux: 3.757783 loss_bbox_aux: 0.919155 loss_giou_aux: 2.390925 loss_class_dn: 0.331524 loss_bbox_dn: 0.160334 loss_giou_dn: 0.401872 loss_class_aux_dn: 1.799758 loss_bbox_aux_dn: 0.931051 loss_giou_aux_dn: 2.238186 loss: 14.623848 eta: 5 days, 1:23:04 batch_cost: 0.6365 data_cost: 0.0019 ips: 6.2841 images/s [04/11 09:52:26] ppdet.engine INFO: Epoch: [28] [3400/7329] learning_rate: 0.000100 loss_class: 0.561479 loss_bbox: 0.153645 loss_giou: 0.394960 loss_class_aux: 3.728016 loss_bbox_aux: 0.919368 loss_giou_aux: 2.491121 loss_class_dn: 0.328231 loss_bbox_dn: 0.155238 loss_giou_dn: 0.384833 loss_class_aux_dn: 1.784077 loss_bbox_aux_dn: 0.892928 loss_giou_aux_dn: 2.092434 loss: 14.881273 eta: 5 days, 1:21:57 batch_cost: 0.6471 data_cost: 0.0019 ips: 6.1814 images/s [04/11 09:53:36] ppdet.engine INFO: Epoch: [28] [3500/7329] learning_rate: 0.000100 loss_class: 0.554073 loss_bbox: 0.142217 loss_giou: 0.323904 loss_class_aux: 3.524570 loss_bbox_aux: 0.901651 loss_giou_aux: 2.095501 loss_class_dn: 0.294575 loss_bbox_dn: 0.159134 loss_giou_dn: 0.345140 loss_class_aux_dn: 1.634436 loss_bbox_aux_dn: 0.935650 loss_giou_aux_dn: 1.911144 loss: 13.033140 eta: 5 days, 1:20:50 batch_cost: 0.6436 data_cost: 0.0019 ips: 6.2149 images/s [04/11 09:54:47] ppdet.engine INFO: Epoch: [28] [3600/7329] learning_rate: 0.000100 loss_class: 0.633112 loss_bbox: 0.131796 loss_giou: 0.398585 loss_class_aux: 3.994861 loss_bbox_aux: 0.864635 loss_giou_aux: 2.517853 loss_class_dn: 0.343002 loss_bbox_dn: 0.157121 loss_giou_dn: 0.403065 loss_class_aux_dn: 1.909949 loss_bbox_aux_dn: 0.983670 loss_giou_aux_dn: 2.223566 loss: 14.506062 eta: 5 days, 1:19:45 batch_cost: 0.6510 data_cost: 0.0018 ips: 6.1448 images/s [04/11 09:55:59] ppdet.engine INFO: Epoch: [28] [3700/7329] learning_rate: 0.000100 loss_class: 0.564146 loss_bbox: 0.140452 loss_giou: 0.409682 loss_class_aux: 3.791488 loss_bbox_aux: 0.905109 loss_giou_aux: 2.555886 loss_class_dn: 0.342287 loss_bbox_dn: 0.137271 loss_giou_dn: 0.389427 loss_class_aux_dn: 1.848521 loss_bbox_aux_dn: 0.855991 loss_giou_aux_dn: 2.178024 loss: 14.965917 eta: 5 days, 1:18:43 batch_cost: 0.6617 data_cost: 0.0020 ips: 6.0452 images/s [04/11 09:57:10] ppdet.engine INFO: Epoch: [28] [3800/7329] learning_rate: 0.000100 loss_class: 0.546082 loss_bbox: 0.130747 loss_giou: 0.351111 loss_class_aux: 3.416336 loss_bbox_aux: 0.839732 loss_giou_aux: 2.252868 loss_class_dn: 0.276555 loss_bbox_dn: 0.145706 loss_giou_dn: 0.368128 loss_class_aux_dn: 1.530546 loss_bbox_aux_dn: 0.867137 loss_giou_aux_dn: 2.030730 loss: 13.018921 eta: 5 days, 1:17:37 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1737 images/s [04/11 09:58:21] ppdet.engine INFO: Epoch: [28] [3900/7329] learning_rate: 0.000100 loss_class: 0.602003 loss_bbox: 0.137546 loss_giou: 0.406994 loss_class_aux: 4.036019 loss_bbox_aux: 0.897630 loss_giou_aux: 2.689466 loss_class_dn: 0.348055 loss_bbox_dn: 0.154217 loss_giou_dn: 0.400736 loss_class_aux_dn: 1.879891 loss_bbox_aux_dn: 0.936812 loss_giou_aux_dn: 2.162328 loss: 14.695467 eta: 5 days, 1:16:33 batch_cost: 0.6551 data_cost: 0.0022 ips: 6.1063 images/s [04/11 09:59:32] ppdet.engine INFO: Epoch: [28] [4000/7329] learning_rate: 0.000100 loss_class: 0.543246 loss_bbox: 0.121569 loss_giou: 0.356582 loss_class_aux: 3.449148 loss_bbox_aux: 0.770470 loss_giou_aux: 2.182528 loss_class_dn: 0.302512 loss_bbox_dn: 0.146653 loss_giou_dn: 0.357806 loss_class_aux_dn: 1.582728 loss_bbox_aux_dn: 0.902682 loss_giou_aux_dn: 1.958443 loss: 13.228381 eta: 5 days, 1:15:29 batch_cost: 0.6557 data_cost: 0.0022 ips: 6.1007 images/s [04/11 10:00:43] ppdet.engine INFO: Epoch: [28] [4100/7329] learning_rate: 0.000100 loss_class: 0.599865 loss_bbox: 0.145002 loss_giou: 0.372853 loss_class_aux: 3.876280 loss_bbox_aux: 0.923810 loss_giou_aux: 2.296203 loss_class_dn: 0.344188 loss_bbox_dn: 0.163065 loss_giou_dn: 0.359170 loss_class_aux_dn: 1.789329 loss_bbox_aux_dn: 0.972550 loss_giou_aux_dn: 1.994878 loss: 13.996477 eta: 5 days, 1:14:23 batch_cost: 0.6482 data_cost: 0.0020 ips: 6.1707 images/s [04/11 10:01:53] ppdet.engine INFO: Epoch: [28] [4200/7329] learning_rate: 0.000100 loss_class: 0.612172 loss_bbox: 0.146638 loss_giou: 0.366603 loss_class_aux: 3.859500 loss_bbox_aux: 0.955762 loss_giou_aux: 2.279799 loss_class_dn: 0.347238 loss_bbox_dn: 0.167324 loss_giou_dn: 0.368991 loss_class_aux_dn: 1.802077 loss_bbox_aux_dn: 0.977695 loss_giou_aux_dn: 2.102917 loss: 14.789261 eta: 5 days, 1:13:16 batch_cost: 0.6466 data_cost: 0.0019 ips: 6.1859 images/s [04/11 10:03:03] ppdet.engine INFO: Epoch: [28] [4300/7329] learning_rate: 0.000100 loss_class: 0.641832 loss_bbox: 0.151843 loss_giou: 0.447020 loss_class_aux: 3.927175 loss_bbox_aux: 1.026628 loss_giou_aux: 2.771047 loss_class_dn: 0.369095 loss_bbox_dn: 0.193480 loss_giou_dn: 0.428568 loss_class_aux_dn: 1.968534 loss_bbox_aux_dn: 1.099661 loss_giou_aux_dn: 2.334520 loss: 15.655015 eta: 5 days, 1:12:10 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1652 images/s [04/11 10:04:14] ppdet.engine INFO: Epoch: [28] [4400/7329] learning_rate: 0.000100 loss_class: 0.548614 loss_bbox: 0.127407 loss_giou: 0.296941 loss_class_aux: 3.565133 loss_bbox_aux: 0.837984 loss_giou_aux: 1.909359 loss_class_dn: 0.300474 loss_bbox_dn: 0.148251 loss_giou_dn: 0.319057 loss_class_aux_dn: 1.639174 loss_bbox_aux_dn: 0.868924 loss_giou_aux_dn: 1.785636 loss: 12.715366 eta: 5 days, 1:11:04 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1851 images/s [04/11 10:05:24] ppdet.engine INFO: Epoch: [28] [4500/7329] learning_rate: 0.000100 loss_class: 0.610681 loss_bbox: 0.136733 loss_giou: 0.393002 loss_class_aux: 3.989400 loss_bbox_aux: 0.873688 loss_giou_aux: 2.492866 loss_class_dn: 0.340583 loss_bbox_dn: 0.142881 loss_giou_dn: 0.370136 loss_class_aux_dn: 1.832736 loss_bbox_aux_dn: 0.845121 loss_giou_aux_dn: 2.036378 loss: 14.473288 eta: 5 days, 1:09:58 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1672 images/s [04/11 10:06:35] ppdet.engine INFO: Epoch: [28] [4600/7329] learning_rate: 0.000100 loss_class: 0.581717 loss_bbox: 0.120169 loss_giou: 0.464146 loss_class_aux: 3.769610 loss_bbox_aux: 0.816865 loss_giou_aux: 2.908777 loss_class_dn: 0.347503 loss_bbox_dn: 0.138215 loss_giou_dn: 0.431926 loss_class_aux_dn: 1.907611 loss_bbox_aux_dn: 0.809157 loss_giou_aux_dn: 2.344207 loss: 15.170028 eta: 5 days, 1:08:52 batch_cost: 0.6504 data_cost: 0.0022 ips: 6.1497 images/s [04/11 10:07:45] ppdet.engine INFO: Epoch: [28] [4700/7329] learning_rate: 0.000100 loss_class: 0.613389 loss_bbox: 0.136952 loss_giou: 0.439062 loss_class_aux: 3.975874 loss_bbox_aux: 0.992679 loss_giou_aux: 2.879682 loss_class_dn: 0.346693 loss_bbox_dn: 0.163081 loss_giou_dn: 0.438429 loss_class_aux_dn: 1.810747 loss_bbox_aux_dn: 0.964683 loss_giou_aux_dn: 2.432250 loss: 16.088646 eta: 5 days, 1:07:47 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1559 images/s [04/11 10:08:57] ppdet.engine INFO: Epoch: [28] [4800/7329] learning_rate: 0.000100 loss_class: 0.586600 loss_bbox: 0.155374 loss_giou: 0.368040 loss_class_aux: 3.819244 loss_bbox_aux: 0.971565 loss_giou_aux: 2.357422 loss_class_dn: 0.325441 loss_bbox_dn: 0.159490 loss_giou_dn: 0.407585 loss_class_aux_dn: 1.737139 loss_bbox_aux_dn: 0.908128 loss_giou_aux_dn: 2.189733 loss: 13.920261 eta: 5 days, 1:06:43 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0997 images/s [04/11 10:10:09] ppdet.engine INFO: Epoch: [28] [4900/7329] learning_rate: 0.000100 loss_class: 0.533780 loss_bbox: 0.124869 loss_giou: 0.374225 loss_class_aux: 3.473893 loss_bbox_aux: 0.840331 loss_giou_aux: 2.371567 loss_class_dn: 0.317832 loss_bbox_dn: 0.137083 loss_giou_dn: 0.412634 loss_class_aux_dn: 1.719746 loss_bbox_aux_dn: 0.807308 loss_giou_aux_dn: 2.287002 loss: 14.420877 eta: 5 days, 1:05:41 batch_cost: 0.6604 data_cost: 0.0017 ips: 6.0570 images/s [04/11 10:11:20] ppdet.engine INFO: Epoch: [28] [5000/7329] learning_rate: 0.000100 loss_class: 0.493526 loss_bbox: 0.121910 loss_giou: 0.288859 loss_class_aux: 3.186257 loss_bbox_aux: 0.763933 loss_giou_aux: 1.903609 loss_class_dn: 0.282454 loss_bbox_dn: 0.146813 loss_giou_dn: 0.300963 loss_class_aux_dn: 1.531735 loss_bbox_aux_dn: 0.865594 loss_giou_aux_dn: 1.639984 loss: 11.826681 eta: 5 days, 1:04:37 batch_cost: 0.6555 data_cost: 0.0018 ips: 6.1023 images/s [04/11 10:12:31] ppdet.engine INFO: Epoch: [28] [5100/7329] learning_rate: 0.000100 loss_class: 0.589357 loss_bbox: 0.152709 loss_giou: 0.421544 loss_class_aux: 3.780092 loss_bbox_aux: 1.007870 loss_giou_aux: 2.732429 loss_class_dn: 0.336602 loss_bbox_dn: 0.177592 loss_giou_dn: 0.420161 loss_class_aux_dn: 1.833752 loss_bbox_aux_dn: 1.004944 loss_giou_aux_dn: 2.345712 loss: 15.701075 eta: 5 days, 1:03:31 batch_cost: 0.6486 data_cost: 0.0020 ips: 6.1674 images/s [04/11 10:13:41] ppdet.engine INFO: Epoch: [28] [5200/7329] learning_rate: 0.000100 loss_class: 0.551857 loss_bbox: 0.139448 loss_giou: 0.382191 loss_class_aux: 3.550813 loss_bbox_aux: 0.927131 loss_giou_aux: 2.378303 loss_class_dn: 0.303665 loss_bbox_dn: 0.156297 loss_giou_dn: 0.386363 loss_class_aux_dn: 1.599036 loss_bbox_aux_dn: 0.893116 loss_giou_aux_dn: 2.079750 loss: 13.080702 eta: 5 days, 1:02:23 batch_cost: 0.6426 data_cost: 0.0020 ips: 6.2250 images/s [04/11 10:14:51] ppdet.engine INFO: Epoch: [28] [5300/7329] learning_rate: 0.000100 loss_class: 0.580400 loss_bbox: 0.139047 loss_giou: 0.391641 loss_class_aux: 3.773069 loss_bbox_aux: 0.881239 loss_giou_aux: 2.498893 loss_class_dn: 0.325534 loss_bbox_dn: 0.146652 loss_giou_dn: 0.376886 loss_class_aux_dn: 1.740128 loss_bbox_aux_dn: 0.881308 loss_giou_aux_dn: 2.083155 loss: 14.525061 eta: 5 days, 1:01:18 batch_cost: 0.6517 data_cost: 0.0021 ips: 6.1376 images/s [04/11 10:16:01] ppdet.engine INFO: Epoch: [28] [5400/7329] learning_rate: 0.000100 loss_class: 0.602416 loss_bbox: 0.140711 loss_giou: 0.376133 loss_class_aux: 3.798872 loss_bbox_aux: 0.936932 loss_giou_aux: 2.390841 loss_class_dn: 0.324213 loss_bbox_dn: 0.172951 loss_giou_dn: 0.379940 loss_class_aux_dn: 1.745452 loss_bbox_aux_dn: 1.007998 loss_giou_aux_dn: 2.113606 loss: 14.056036 eta: 5 days, 1:00:11 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2035 images/s [04/11 10:17:10] ppdet.engine INFO: Epoch: [28] [5500/7329] learning_rate: 0.000100 loss_class: 0.620170 loss_bbox: 0.137462 loss_giou: 0.411881 loss_class_aux: 3.860162 loss_bbox_aux: 0.895846 loss_giou_aux: 2.583506 loss_class_dn: 0.326631 loss_bbox_dn: 0.170706 loss_giou_dn: 0.419006 loss_class_aux_dn: 1.779637 loss_bbox_aux_dn: 0.962669 loss_giou_aux_dn: 2.374111 loss: 15.307926 eta: 5 days, 0:59:01 batch_cost: 0.6346 data_cost: 0.0019 ips: 6.3033 images/s [04/11 10:18:22] ppdet.engine INFO: Epoch: [28] [5600/7329] learning_rate: 0.000100 loss_class: 0.665211 loss_bbox: 0.133687 loss_giou: 0.438742 loss_class_aux: 4.192921 loss_bbox_aux: 0.911179 loss_giou_aux: 2.782370 loss_class_dn: 0.368072 loss_bbox_dn: 0.166741 loss_giou_dn: 0.454735 loss_class_aux_dn: 1.935096 loss_bbox_aux_dn: 0.979463 loss_giou_aux_dn: 2.506376 loss: 16.607775 eta: 5 days, 0:57:58 batch_cost: 0.6582 data_cost: 0.0019 ips: 6.0774 images/s [04/11 10:19:34] ppdet.engine INFO: Epoch: [28] [5700/7329] learning_rate: 0.000100 loss_class: 0.511940 loss_bbox: 0.131746 loss_giou: 0.333728 loss_class_aux: 3.240683 loss_bbox_aux: 0.879169 loss_giou_aux: 2.084164 loss_class_dn: 0.287974 loss_bbox_dn: 0.153975 loss_giou_dn: 0.331683 loss_class_aux_dn: 1.583555 loss_bbox_aux_dn: 0.852185 loss_giou_aux_dn: 1.793172 loss: 13.009247 eta: 5 days, 0:56:55 batch_cost: 0.6591 data_cost: 0.0019 ips: 6.0687 images/s [04/11 10:20:44] ppdet.engine INFO: Epoch: [28] [5800/7329] learning_rate: 0.000100 loss_class: 0.550030 loss_bbox: 0.128446 loss_giou: 0.358573 loss_class_aux: 3.658206 loss_bbox_aux: 0.888239 loss_giou_aux: 2.361184 loss_class_dn: 0.301672 loss_bbox_dn: 0.159419 loss_giou_dn: 0.369277 loss_class_aux_dn: 1.658867 loss_bbox_aux_dn: 0.945998 loss_giou_aux_dn: 2.061453 loss: 14.387247 eta: 5 days, 0:55:48 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2002 images/s [04/11 10:21:54] ppdet.engine INFO: Epoch: [28] [5900/7329] learning_rate: 0.000100 loss_class: 0.641617 loss_bbox: 0.133391 loss_giou: 0.390392 loss_class_aux: 3.944837 loss_bbox_aux: 0.901167 loss_giou_aux: 2.428946 loss_class_dn: 0.324641 loss_bbox_dn: 0.135853 loss_giou_dn: 0.379232 loss_class_aux_dn: 1.785008 loss_bbox_aux_dn: 0.849410 loss_giou_aux_dn: 2.075432 loss: 13.958609 eta: 5 days, 0:54:42 batch_cost: 0.6476 data_cost: 0.0021 ips: 6.1767 images/s [04/11 10:23:04] ppdet.engine INFO: Epoch: [28] [6000/7329] learning_rate: 0.000100 loss_class: 0.554425 loss_bbox: 0.140201 loss_giou: 0.367091 loss_class_aux: 3.683779 loss_bbox_aux: 0.921399 loss_giou_aux: 2.214706 loss_class_dn: 0.317793 loss_bbox_dn: 0.153098 loss_giou_dn: 0.358370 loss_class_aux_dn: 1.734853 loss_bbox_aux_dn: 0.928658 loss_giou_aux_dn: 2.051315 loss: 13.623354 eta: 5 days, 0:53:35 batch_cost: 0.6453 data_cost: 0.0017 ips: 6.1985 images/s [04/11 10:24:15] ppdet.engine INFO: Epoch: [28] [6100/7329] learning_rate: 0.000100 loss_class: 0.635685 loss_bbox: 0.141250 loss_giou: 0.427379 loss_class_aux: 4.152701 loss_bbox_aux: 0.926076 loss_giou_aux: 2.803121 loss_class_dn: 0.366472 loss_bbox_dn: 0.157019 loss_giou_dn: 0.426337 loss_class_aux_dn: 1.957742 loss_bbox_aux_dn: 0.923037 loss_giou_aux_dn: 2.359129 loss: 15.951936 eta: 5 days, 0:52:29 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1457 images/s [04/11 10:25:26] ppdet.engine INFO: Epoch: [28] [6200/7329] learning_rate: 0.000100 loss_class: 0.623859 loss_bbox: 0.131300 loss_giou: 0.369703 loss_class_aux: 3.999442 loss_bbox_aux: 0.892941 loss_giou_aux: 2.395582 loss_class_dn: 0.354084 loss_bbox_dn: 0.148017 loss_giou_dn: 0.391626 loss_class_aux_dn: 1.856722 loss_bbox_aux_dn: 0.888388 loss_giou_aux_dn: 2.142424 loss: 14.650297 eta: 5 days, 0:51:26 batch_cost: 0.6571 data_cost: 0.0020 ips: 6.0875 images/s [04/11 10:26:37] ppdet.engine INFO: Epoch: [28] [6300/7329] learning_rate: 0.000100 loss_class: 0.579123 loss_bbox: 0.142002 loss_giou: 0.441327 loss_class_aux: 3.702422 loss_bbox_aux: 0.913655 loss_giou_aux: 2.793554 loss_class_dn: 0.320825 loss_bbox_dn: 0.150608 loss_giou_dn: 0.402497 loss_class_aux_dn: 1.714622 loss_bbox_aux_dn: 0.881182 loss_giou_aux_dn: 2.207506 loss: 14.361791 eta: 5 days, 0:50:21 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1508 images/s [04/11 10:27:50] ppdet.engine INFO: Epoch: [28] [6400/7329] learning_rate: 0.000100 loss_class: 0.537543 loss_bbox: 0.136532 loss_giou: 0.351700 loss_class_aux: 3.531157 loss_bbox_aux: 0.883390 loss_giou_aux: 2.208472 loss_class_dn: 0.307201 loss_bbox_dn: 0.159845 loss_giou_dn: 0.332456 loss_class_aux_dn: 1.626072 loss_bbox_aux_dn: 0.940809 loss_giou_aux_dn: 1.881283 loss: 13.169022 eta: 5 days, 0:49:21 batch_cost: 0.6692 data_cost: 0.0018 ips: 5.9769 images/s [04/11 10:29:00] ppdet.engine INFO: Epoch: [28] [6500/7329] learning_rate: 0.000100 loss_class: 0.550025 loss_bbox: 0.141434 loss_giou: 0.331413 loss_class_aux: 3.492523 loss_bbox_aux: 0.931943 loss_giou_aux: 2.078984 loss_class_dn: 0.281798 loss_bbox_dn: 0.147218 loss_giou_dn: 0.333249 loss_class_aux_dn: 1.539217 loss_bbox_aux_dn: 0.819072 loss_giou_aux_dn: 1.884313 loss: 13.780396 eta: 5 days, 0:48:16 batch_cost: 0.6507 data_cost: 0.0019 ips: 6.1475 images/s [04/11 10:30:12] ppdet.engine INFO: Epoch: [28] [6600/7329] learning_rate: 0.000100 loss_class: 0.616043 loss_bbox: 0.143380 loss_giou: 0.394138 loss_class_aux: 3.993951 loss_bbox_aux: 0.948647 loss_giou_aux: 2.515654 loss_class_dn: 0.352174 loss_bbox_dn: 0.157879 loss_giou_dn: 0.364155 loss_class_aux_dn: 1.902292 loss_bbox_aux_dn: 0.955029 loss_giou_aux_dn: 2.047156 loss: 15.277918 eta: 5 days, 0:47:11 batch_cost: 0.6524 data_cost: 0.0020 ips: 6.1311 images/s [04/11 10:31:22] ppdet.engine INFO: Epoch: [28] [6700/7329] learning_rate: 0.000100 loss_class: 0.681437 loss_bbox: 0.143221 loss_giou: 0.459725 loss_class_aux: 4.256542 loss_bbox_aux: 0.911717 loss_giou_aux: 2.843134 loss_class_dn: 0.379997 loss_bbox_dn: 0.165471 loss_giou_dn: 0.445712 loss_class_aux_dn: 2.033575 loss_bbox_aux_dn: 0.949329 loss_giou_aux_dn: 2.435967 loss: 16.847433 eta: 5 days, 0:46:05 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1663 images/s [04/11 10:32:33] ppdet.engine INFO: Epoch: [28] [6800/7329] learning_rate: 0.000100 loss_class: 0.613866 loss_bbox: 0.148597 loss_giou: 0.376071 loss_class_aux: 3.691208 loss_bbox_aux: 0.909642 loss_giou_aux: 2.408020 loss_class_dn: 0.329918 loss_bbox_dn: 0.156068 loss_giou_dn: 0.395190 loss_class_aux_dn: 1.747576 loss_bbox_aux_dn: 0.892757 loss_giou_aux_dn: 2.224784 loss: 14.349203 eta: 5 days, 0:45:01 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1215 images/s [04/11 10:33:43] ppdet.engine INFO: Epoch: [28] [6900/7329] learning_rate: 0.000100 loss_class: 0.609109 loss_bbox: 0.147033 loss_giou: 0.398022 loss_class_aux: 3.779958 loss_bbox_aux: 0.969140 loss_giou_aux: 2.589159 loss_class_dn: 0.330292 loss_bbox_dn: 0.156395 loss_giou_dn: 0.410537 loss_class_aux_dn: 1.840527 loss_bbox_aux_dn: 0.923102 loss_giou_aux_dn: 2.232712 loss: 14.393582 eta: 5 days, 0:43:52 batch_cost: 0.6399 data_cost: 0.0018 ips: 6.2506 images/s [04/11 10:34:54] ppdet.engine INFO: Epoch: [28] [7000/7329] learning_rate: 0.000100 loss_class: 0.721537 loss_bbox: 0.154109 loss_giou: 0.452966 loss_class_aux: 4.505351 loss_bbox_aux: 1.006835 loss_giou_aux: 2.885400 loss_class_dn: 0.399174 loss_bbox_dn: 0.171307 loss_giou_dn: 0.436844 loss_class_aux_dn: 2.104517 loss_bbox_aux_dn: 0.982855 loss_giou_aux_dn: 2.423728 loss: 16.630360 eta: 5 days, 0:42:48 batch_cost: 0.6553 data_cost: 0.0017 ips: 6.1037 images/s [04/11 10:36:05] ppdet.engine INFO: Epoch: [28] [7100/7329] learning_rate: 0.000100 loss_class: 0.551942 loss_bbox: 0.133187 loss_giou: 0.403599 loss_class_aux: 3.538580 loss_bbox_aux: 0.875919 loss_giou_aux: 2.558841 loss_class_dn: 0.326164 loss_bbox_dn: 0.137261 loss_giou_dn: 0.371347 loss_class_aux_dn: 1.763835 loss_bbox_aux_dn: 0.799900 loss_giou_aux_dn: 2.018104 loss: 13.784355 eta: 5 days, 0:41:42 batch_cost: 0.6487 data_cost: 0.0018 ips: 6.1658 images/s [04/11 10:37:15] ppdet.engine INFO: Epoch: [28] [7200/7329] learning_rate: 0.000100 loss_class: 0.603302 loss_bbox: 0.141402 loss_giou: 0.367831 loss_class_aux: 3.904509 loss_bbox_aux: 0.957005 loss_giou_aux: 2.440671 loss_class_dn: 0.348187 loss_bbox_dn: 0.148639 loss_giou_dn: 0.366983 loss_class_aux_dn: 1.851809 loss_bbox_aux_dn: 0.850955 loss_giou_aux_dn: 2.088781 loss: 14.321930 eta: 5 days, 0:40:35 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.1995 images/s [04/11 10:38:25] ppdet.engine INFO: Epoch: [28] [7300/7329] learning_rate: 0.000100 loss_class: 0.565371 loss_bbox: 0.133672 loss_giou: 0.307495 loss_class_aux: 3.536340 loss_bbox_aux: 0.892257 loss_giou_aux: 1.912194 loss_class_dn: 0.292870 loss_bbox_dn: 0.170278 loss_giou_dn: 0.325058 loss_class_aux_dn: 1.610943 loss_bbox_aux_dn: 1.005090 loss_giou_aux_dn: 1.834722 loss: 13.270880 eta: 5 days, 0:39:28 batch_cost: 0.6455 data_cost: 0.0021 ips: 6.1967 images/s [04/11 10:38:49] ppdet.engine INFO: Eval iter: 0 [04/11 10:39:17] ppdet.engine INFO: Eval iter: 100 [04/11 10:39:44] ppdet.engine INFO: Eval iter: 200 [04/11 10:40:11] ppdet.engine INFO: Eval iter: 300 [04/11 10:40:38] ppdet.engine INFO: Eval iter: 400 [04/11 10:41:05] ppdet.engine INFO: Eval iter: 500 [04/11 10:41:33] ppdet.engine INFO: Eval iter: 600 [04/11 10:42:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.16s) creating index... index created! [04/11 10:42:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.71s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.35s). Accumulating evaluation results... DONE (t=28.60s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.653 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/11 10:45:06] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.343832184497128 [04/11 10:45:06] ppdet.engine INFO: Best test bbox ap is 0.531. [04/11 10:45:11] ppdet.engine INFO: Epoch: [29] [ 0/7329] learning_rate: 0.000100 loss_class: 0.634727 loss_bbox: 0.146043 loss_giou: 0.324662 loss_class_aux: 3.882474 loss_bbox_aux: 0.935445 loss_giou_aux: 2.135578 loss_class_dn: 0.335967 loss_bbox_dn: 0.182352 loss_giou_dn: 0.359133 loss_class_aux_dn: 1.849161 loss_bbox_aux_dn: 1.046426 loss_giou_aux_dn: 1.942544 loss: 14.392715 eta: 5 days, 0:39:10 batch_cost: 0.6450 data_cost: 0.0019 ips: 6.2013 images/s [04/11 10:46:20] ppdet.engine INFO: Epoch: [29] [ 100/7329] learning_rate: 0.000100 loss_class: 0.601428 loss_bbox: 0.122969 loss_giou: 0.352556 loss_class_aux: 3.812635 loss_bbox_aux: 0.806695 loss_giou_aux: 2.184476 loss_class_dn: 0.323220 loss_bbox_dn: 0.142715 loss_giou_dn: 0.391262 loss_class_aux_dn: 1.762126 loss_bbox_aux_dn: 0.833864 loss_giou_aux_dn: 2.161105 loss: 14.354656 eta: 5 days, 0:38:02 batch_cost: 0.6413 data_cost: 0.0017 ips: 6.2372 images/s [04/11 10:47:30] ppdet.engine INFO: Epoch: [29] [ 200/7329] learning_rate: 0.000100 loss_class: 0.550409 loss_bbox: 0.138548 loss_giou: 0.373982 loss_class_aux: 3.572379 loss_bbox_aux: 0.926761 loss_giou_aux: 2.362482 loss_class_dn: 0.325451 loss_bbox_dn: 0.148083 loss_giou_dn: 0.370744 loss_class_aux_dn: 1.747943 loss_bbox_aux_dn: 0.886729 loss_giou_aux_dn: 1.984619 loss: 14.086403 eta: 5 days, 0:36:55 batch_cost: 0.6464 data_cost: 0.0018 ips: 6.1881 images/s [04/11 10:48:42] ppdet.engine INFO: Epoch: [29] [ 300/7329] learning_rate: 0.000100 loss_class: 0.569188 loss_bbox: 0.131192 loss_giou: 0.337765 loss_class_aux: 3.616920 loss_bbox_aux: 0.865458 loss_giou_aux: 2.274020 loss_class_dn: 0.317682 loss_bbox_dn: 0.154337 loss_giou_dn: 0.366910 loss_class_aux_dn: 1.743339 loss_bbox_aux_dn: 0.941469 loss_giou_aux_dn: 2.013828 loss: 13.273026 eta: 5 days, 0:35:52 batch_cost: 0.6566 data_cost: 0.0019 ips: 6.0919 images/s [04/11 10:49:52] ppdet.engine INFO: Epoch: [29] [ 400/7329] learning_rate: 0.000100 loss_class: 0.665165 loss_bbox: 0.132732 loss_giou: 0.377043 loss_class_aux: 4.183910 loss_bbox_aux: 0.896040 loss_giou_aux: 2.485289 loss_class_dn: 0.359743 loss_bbox_dn: 0.147058 loss_giou_dn: 0.420479 loss_class_aux_dn: 1.946258 loss_bbox_aux_dn: 0.927282 loss_giou_aux_dn: 2.262977 loss: 15.231981 eta: 5 days, 0:34:44 batch_cost: 0.6423 data_cost: 0.0018 ips: 6.2274 images/s [04/11 10:51:02] ppdet.engine INFO: Epoch: [29] [ 500/7329] learning_rate: 0.000100 loss_class: 0.553292 loss_bbox: 0.135435 loss_giou: 0.333230 loss_class_aux: 3.517705 loss_bbox_aux: 0.862567 loss_giou_aux: 2.148360 loss_class_dn: 0.288606 loss_bbox_dn: 0.149604 loss_giou_dn: 0.327852 loss_class_aux_dn: 1.576792 loss_bbox_aux_dn: 0.897540 loss_giou_aux_dn: 1.834643 loss: 13.103545 eta: 5 days, 0:33:38 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1643 images/s [04/11 10:52:11] ppdet.engine INFO: Epoch: [29] [ 600/7329] learning_rate: 0.000100 loss_class: 0.677443 loss_bbox: 0.140826 loss_giou: 0.390338 loss_class_aux: 4.130232 loss_bbox_aux: 0.944982 loss_giou_aux: 2.494657 loss_class_dn: 0.349146 loss_bbox_dn: 0.182856 loss_giou_dn: 0.424271 loss_class_aux_dn: 1.904896 loss_bbox_aux_dn: 1.019426 loss_giou_aux_dn: 2.236662 loss: 14.850585 eta: 5 days, 0:32:29 batch_cost: 0.6371 data_cost: 0.0017 ips: 6.2782 images/s [04/11 10:53:22] ppdet.engine INFO: Epoch: [29] [ 700/7329] learning_rate: 0.000100 loss_class: 0.615997 loss_bbox: 0.156349 loss_giou: 0.423467 loss_class_aux: 4.002365 loss_bbox_aux: 1.048388 loss_giou_aux: 2.697465 loss_class_dn: 0.365619 loss_bbox_dn: 0.166883 loss_giou_dn: 0.427742 loss_class_aux_dn: 1.972128 loss_bbox_aux_dn: 1.026236 loss_giou_aux_dn: 2.385098 loss: 16.144815 eta: 5 days, 0:31:23 batch_cost: 0.6492 data_cost: 0.0019 ips: 6.1618 images/s [04/11 10:54:31] ppdet.engine INFO: Epoch: [29] [ 800/7329] learning_rate: 0.000100 loss_class: 0.635792 loss_bbox: 0.165591 loss_giou: 0.427640 loss_class_aux: 4.040771 loss_bbox_aux: 1.040972 loss_giou_aux: 2.678060 loss_class_dn: 0.353543 loss_bbox_dn: 0.177395 loss_giou_dn: 0.422883 loss_class_aux_dn: 1.939496 loss_bbox_aux_dn: 1.012636 loss_giou_aux_dn: 2.322753 loss: 16.216915 eta: 5 days, 0:30:14 batch_cost: 0.6398 data_cost: 0.0018 ips: 6.2522 images/s [04/11 10:55:40] ppdet.engine INFO: Epoch: [29] [ 900/7329] learning_rate: 0.000100 loss_class: 0.581448 loss_bbox: 0.128381 loss_giou: 0.365657 loss_class_aux: 3.792737 loss_bbox_aux: 0.881933 loss_giou_aux: 2.421326 loss_class_dn: 0.310002 loss_bbox_dn: 0.150266 loss_giou_dn: 0.375265 loss_class_aux_dn: 1.625039 loss_bbox_aux_dn: 0.904778 loss_giou_aux_dn: 2.058073 loss: 13.843035 eta: 5 days, 0:29:05 batch_cost: 0.6379 data_cost: 0.0017 ips: 6.2701 images/s [04/11 10:56:52] ppdet.engine INFO: Epoch: [29] [1000/7329] learning_rate: 0.000100 loss_class: 0.660704 loss_bbox: 0.142730 loss_giou: 0.349188 loss_class_aux: 4.147367 loss_bbox_aux: 0.996369 loss_giou_aux: 2.348071 loss_class_dn: 0.344660 loss_bbox_dn: 0.177037 loss_giou_dn: 0.371477 loss_class_aux_dn: 1.863036 loss_bbox_aux_dn: 1.024731 loss_giou_aux_dn: 2.039999 loss: 15.356052 eta: 5 days, 0:28:03 batch_cost: 0.6605 data_cost: 0.0018 ips: 6.0563 images/s [04/11 10:58:05] ppdet.engine INFO: Epoch: [29] [1100/7329] learning_rate: 0.000100 loss_class: 0.578921 loss_bbox: 0.127827 loss_giou: 0.408593 loss_class_aux: 3.581723 loss_bbox_aux: 0.857947 loss_giou_aux: 2.550056 loss_class_dn: 0.325323 loss_bbox_dn: 0.151045 loss_giou_dn: 0.395053 loss_class_aux_dn: 1.714641 loss_bbox_aux_dn: 0.899813 loss_giou_aux_dn: 2.279258 loss: 14.193271 eta: 5 days, 0:27:01 batch_cost: 0.6638 data_cost: 0.0018 ips: 6.0263 images/s [04/11 10:59:15] ppdet.engine INFO: Epoch: [29] [1200/7329] learning_rate: 0.000100 loss_class: 0.642449 loss_bbox: 0.154066 loss_giou: 0.439142 loss_class_aux: 4.123320 loss_bbox_aux: 1.034029 loss_giou_aux: 2.707834 loss_class_dn: 0.372303 loss_bbox_dn: 0.178602 loss_giou_dn: 0.455165 loss_class_aux_dn: 1.959589 loss_bbox_aux_dn: 1.066508 loss_giou_aux_dn: 2.497600 loss: 16.360874 eta: 5 days, 0:25:54 batch_cost: 0.6427 data_cost: 0.0018 ips: 6.2241 images/s [04/11 11:00:25] ppdet.engine INFO: Epoch: [29] [1300/7329] learning_rate: 0.000100 loss_class: 0.563182 loss_bbox: 0.130129 loss_giou: 0.361659 loss_class_aux: 3.527585 loss_bbox_aux: 0.855922 loss_giou_aux: 2.322548 loss_class_dn: 0.327667 loss_bbox_dn: 0.136171 loss_giou_dn: 0.355068 loss_class_aux_dn: 1.754847 loss_bbox_aux_dn: 0.835628 loss_giou_aux_dn: 1.947776 loss: 13.133322 eta: 5 days, 0:24:47 batch_cost: 0.6481 data_cost: 0.0019 ips: 6.1716 images/s [04/11 11:01:35] ppdet.engine INFO: Epoch: [29] [1400/7329] learning_rate: 0.000100 loss_class: 0.614410 loss_bbox: 0.137841 loss_giou: 0.467999 loss_class_aux: 3.952201 loss_bbox_aux: 0.909995 loss_giou_aux: 3.010694 loss_class_dn: 0.366832 loss_bbox_dn: 0.163911 loss_giou_dn: 0.479828 loss_class_aux_dn: 1.894459 loss_bbox_aux_dn: 0.959915 loss_giou_aux_dn: 2.573798 loss: 16.289772 eta: 5 days, 0:23:42 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1608 images/s [04/11 11:02:47] ppdet.engine INFO: Epoch: [29] [1500/7329] learning_rate: 0.000100 loss_class: 0.559597 loss_bbox: 0.141433 loss_giou: 0.370614 loss_class_aux: 3.580047 loss_bbox_aux: 0.925653 loss_giou_aux: 2.416630 loss_class_dn: 0.327574 loss_bbox_dn: 0.148335 loss_giou_dn: 0.358841 loss_class_aux_dn: 1.737341 loss_bbox_aux_dn: 0.832813 loss_giou_aux_dn: 2.033368 loss: 14.505013 eta: 5 days, 0:22:38 batch_cost: 0.6559 data_cost: 0.0017 ips: 6.0983 images/s [04/11 11:03:56] ppdet.engine INFO: Epoch: [29] [1600/7329] learning_rate: 0.000100 loss_class: 0.577721 loss_bbox: 0.127224 loss_giou: 0.330681 loss_class_aux: 3.690821 loss_bbox_aux: 0.837866 loss_giou_aux: 2.136425 loss_class_dn: 0.311371 loss_bbox_dn: 0.142945 loss_giou_dn: 0.334874 loss_class_aux_dn: 1.695926 loss_bbox_aux_dn: 0.838408 loss_giou_aux_dn: 1.833507 loss: 13.385161 eta: 5 days, 0:21:29 batch_cost: 0.6388 data_cost: 0.0017 ips: 6.2614 images/s [04/11 11:05:07] ppdet.engine INFO: Epoch: [29] [1700/7329] learning_rate: 0.000100 loss_class: 0.538497 loss_bbox: 0.126840 loss_giou: 0.373839 loss_class_aux: 3.397781 loss_bbox_aux: 0.813110 loss_giou_aux: 2.418173 loss_class_dn: 0.318955 loss_bbox_dn: 0.137792 loss_giou_dn: 0.382298 loss_class_aux_dn: 1.702403 loss_bbox_aux_dn: 0.807290 loss_giou_aux_dn: 2.086635 loss: 13.848806 eta: 5 days, 0:20:24 batch_cost: 0.6522 data_cost: 0.0019 ips: 6.1328 images/s [04/11 11:06:17] ppdet.engine INFO: Epoch: [29] [1800/7329] learning_rate: 0.000100 loss_class: 0.709078 loss_bbox: 0.150364 loss_giou: 0.444434 loss_class_aux: 4.602250 loss_bbox_aux: 1.007546 loss_giou_aux: 2.853838 loss_class_dn: 0.372599 loss_bbox_dn: 0.179410 loss_giou_dn: 0.422885 loss_class_aux_dn: 1.993346 loss_bbox_aux_dn: 1.060558 loss_giou_aux_dn: 2.345635 loss: 16.778271 eta: 5 days, 0:19:17 batch_cost: 0.6447 data_cost: 0.0018 ips: 6.2041 images/s [04/11 11:07:30] ppdet.engine INFO: Epoch: [29] [1900/7329] learning_rate: 0.000100 loss_class: 0.597417 loss_bbox: 0.138185 loss_giou: 0.360744 loss_class_aux: 3.757143 loss_bbox_aux: 0.900618 loss_giou_aux: 2.299489 loss_class_dn: 0.325904 loss_bbox_dn: 0.153900 loss_giou_dn: 0.374373 loss_class_aux_dn: 1.826692 loss_bbox_aux_dn: 0.879966 loss_giou_aux_dn: 2.082739 loss: 15.087250 eta: 5 days, 0:18:18 batch_cost: 0.6720 data_cost: 0.0017 ips: 5.9520 images/s [04/11 11:08:44] ppdet.engine INFO: Epoch: [29] [2000/7329] learning_rate: 0.000100 loss_class: 0.573978 loss_bbox: 0.136917 loss_giou: 0.402918 loss_class_aux: 3.669317 loss_bbox_aux: 0.893716 loss_giou_aux: 2.616489 loss_class_dn: 0.338211 loss_bbox_dn: 0.149513 loss_giou_dn: 0.390738 loss_class_aux_dn: 1.819909 loss_bbox_aux_dn: 0.864098 loss_giou_aux_dn: 2.201706 loss: 14.491848 eta: 5 days, 0:17:19 batch_cost: 0.6696 data_cost: 0.0019 ips: 5.9734 images/s [04/11 11:09:54] ppdet.engine INFO: Epoch: [29] [2100/7329] learning_rate: 0.000100 loss_class: 0.576670 loss_bbox: 0.134593 loss_giou: 0.336241 loss_class_aux: 3.720308 loss_bbox_aux: 0.854669 loss_giou_aux: 2.115136 loss_class_dn: 0.327641 loss_bbox_dn: 0.150407 loss_giou_dn: 0.356190 loss_class_aux_dn: 1.774922 loss_bbox_aux_dn: 0.888950 loss_giou_aux_dn: 2.014628 loss: 13.834961 eta: 5 days, 0:16:14 batch_cost: 0.6525 data_cost: 0.0017 ips: 6.1305 images/s [04/11 11:11:05] ppdet.engine INFO: Epoch: [29] [2200/7329] learning_rate: 0.000100 loss_class: 0.563660 loss_bbox: 0.123079 loss_giou: 0.346644 loss_class_aux: 3.487964 loss_bbox_aux: 0.794380 loss_giou_aux: 2.240124 loss_class_dn: 0.317950 loss_bbox_dn: 0.138853 loss_giou_dn: 0.368879 loss_class_aux_dn: 1.726324 loss_bbox_aux_dn: 0.839362 loss_giou_aux_dn: 2.021383 loss: 13.290503 eta: 5 days, 0:15:10 batch_cost: 0.6543 data_cost: 0.0019 ips: 6.1139 images/s [04/11 11:12:15] ppdet.engine INFO: Epoch: [29] [2300/7329] learning_rate: 0.000100 loss_class: 0.614251 loss_bbox: 0.131402 loss_giou: 0.343511 loss_class_aux: 3.888866 loss_bbox_aux: 0.904595 loss_giou_aux: 2.198387 loss_class_dn: 0.341978 loss_bbox_dn: 0.147816 loss_giou_dn: 0.390138 loss_class_aux_dn: 1.832957 loss_bbox_aux_dn: 0.859030 loss_giou_aux_dn: 2.145042 loss: 14.593930 eta: 5 days, 0:14:03 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2061 images/s [04/11 11:13:24] ppdet.engine INFO: Epoch: [29] [2400/7329] learning_rate: 0.000100 loss_class: 0.557166 loss_bbox: 0.144860 loss_giou: 0.400948 loss_class_aux: 3.576179 loss_bbox_aux: 0.948484 loss_giou_aux: 2.587898 loss_class_dn: 0.323718 loss_bbox_dn: 0.148672 loss_giou_dn: 0.425910 loss_class_aux_dn: 1.732396 loss_bbox_aux_dn: 0.906075 loss_giou_aux_dn: 2.334962 loss: 14.996059 eta: 5 days, 0:12:54 batch_cost: 0.6395 data_cost: 0.0018 ips: 6.2551 images/s [04/11 11:14:38] ppdet.engine INFO: Epoch: [29] [2500/7329] learning_rate: 0.000100 loss_class: 0.566685 loss_bbox: 0.135194 loss_giou: 0.352310 loss_class_aux: 3.805459 loss_bbox_aux: 0.887875 loss_giou_aux: 2.320434 loss_class_dn: 0.329540 loss_bbox_dn: 0.151566 loss_giou_dn: 0.360975 loss_class_aux_dn: 1.756476 loss_bbox_aux_dn: 0.869585 loss_giou_aux_dn: 1.984573 loss: 13.931669 eta: 5 days, 0:11:55 batch_cost: 0.6717 data_cost: 0.0018 ips: 5.9553 images/s [04/11 11:15:48] ppdet.engine INFO: Epoch: [29] [2600/7329] learning_rate: 0.000100 loss_class: 0.548748 loss_bbox: 0.120202 loss_giou: 0.298105 loss_class_aux: 3.453788 loss_bbox_aux: 0.787945 loss_giou_aux: 1.888490 loss_class_dn: 0.298203 loss_bbox_dn: 0.152359 loss_giou_dn: 0.313980 loss_class_aux_dn: 1.631383 loss_bbox_aux_dn: 0.897663 loss_giou_aux_dn: 1.757205 loss: 12.458538 eta: 5 days, 0:10:47 batch_cost: 0.6418 data_cost: 0.0020 ips: 6.2327 images/s [04/11 11:17:00] ppdet.engine INFO: Epoch: [29] [2700/7329] learning_rate: 0.000100 loss_class: 0.536138 loss_bbox: 0.125799 loss_giou: 0.328614 loss_class_aux: 3.534099 loss_bbox_aux: 0.881858 loss_giou_aux: 1.997424 loss_class_dn: 0.295797 loss_bbox_dn: 0.149642 loss_giou_dn: 0.328121 loss_class_aux_dn: 1.576625 loss_bbox_aux_dn: 0.937615 loss_giou_aux_dn: 1.874616 loss: 12.517067 eta: 5 days, 0:09:45 batch_cost: 0.6604 data_cost: 0.0017 ips: 6.0568 images/s [04/11 11:18:10] ppdet.engine INFO: Epoch: [29] [2800/7329] learning_rate: 0.000100 loss_class: 0.577121 loss_bbox: 0.139194 loss_giou: 0.397987 loss_class_aux: 3.542632 loss_bbox_aux: 0.904741 loss_giou_aux: 2.512809 loss_class_dn: 0.326807 loss_bbox_dn: 0.145891 loss_giou_dn: 0.366353 loss_class_aux_dn: 1.744841 loss_bbox_aux_dn: 0.828708 loss_giou_aux_dn: 2.020095 loss: 14.071146 eta: 5 days, 0:08:40 batch_cost: 0.6525 data_cost: 0.0017 ips: 6.1306 images/s [04/11 11:19:20] ppdet.engine INFO: Epoch: [29] [2900/7329] learning_rate: 0.000100 loss_class: 0.602230 loss_bbox: 0.135637 loss_giou: 0.373032 loss_class_aux: 3.895540 loss_bbox_aux: 0.946745 loss_giou_aux: 2.494806 loss_class_dn: 0.341724 loss_bbox_dn: 0.166827 loss_giou_dn: 0.389575 loss_class_aux_dn: 1.832444 loss_bbox_aux_dn: 0.993714 loss_giou_aux_dn: 2.137870 loss: 14.633789 eta: 5 days, 0:07:32 batch_cost: 0.6425 data_cost: 0.0016 ips: 6.2253 images/s [04/11 11:20:30] ppdet.engine INFO: Epoch: [29] [3000/7329] learning_rate: 0.000100 loss_class: 0.600335 loss_bbox: 0.146726 loss_giou: 0.371814 loss_class_aux: 3.597435 loss_bbox_aux: 0.920977 loss_giou_aux: 2.269934 loss_class_dn: 0.310890 loss_bbox_dn: 0.144082 loss_giou_dn: 0.385586 loss_class_aux_dn: 1.675836 loss_bbox_aux_dn: 0.830334 loss_giou_aux_dn: 2.077026 loss: 14.294710 eta: 5 days, 0:06:26 batch_cost: 0.6468 data_cost: 0.0017 ips: 6.1840 images/s [04/11 11:21:41] ppdet.engine INFO: Epoch: [29] [3100/7329] learning_rate: 0.000100 loss_class: 0.592326 loss_bbox: 0.142290 loss_giou: 0.387298 loss_class_aux: 3.614249 loss_bbox_aux: 0.941389 loss_giou_aux: 2.380167 loss_class_dn: 0.338735 loss_bbox_dn: 0.153550 loss_giou_dn: 0.379452 loss_class_aux_dn: 1.811424 loss_bbox_aux_dn: 0.918921 loss_giou_aux_dn: 2.079188 loss: 14.317921 eta: 5 days, 0:05:20 batch_cost: 0.6480 data_cost: 0.0018 ips: 6.1724 images/s [04/11 11:22:49] ppdet.engine INFO: Epoch: [29] [3200/7329] learning_rate: 0.000100 loss_class: 0.630215 loss_bbox: 0.143292 loss_giou: 0.354838 loss_class_aux: 4.092256 loss_bbox_aux: 0.908689 loss_giou_aux: 2.238550 loss_class_dn: 0.359714 loss_bbox_dn: 0.165076 loss_giou_dn: 0.346670 loss_class_aux_dn: 1.896959 loss_bbox_aux_dn: 0.944716 loss_giou_aux_dn: 1.965942 loss: 14.728161 eta: 5 days, 0:04:09 batch_cost: 0.6334 data_cost: 0.0018 ips: 6.3153 images/s [04/11 11:24:00] ppdet.engine INFO: Epoch: [29] [3300/7329] learning_rate: 0.000100 loss_class: 0.616760 loss_bbox: 0.137998 loss_giou: 0.373029 loss_class_aux: 3.899355 loss_bbox_aux: 0.874976 loss_giou_aux: 2.382268 loss_class_dn: 0.345494 loss_bbox_dn: 0.155953 loss_giou_dn: 0.362581 loss_class_aux_dn: 1.861897 loss_bbox_aux_dn: 0.899628 loss_giou_aux_dn: 2.048989 loss: 14.522537 eta: 5 days, 0:03:04 batch_cost: 0.6509 data_cost: 0.0017 ips: 6.1450 images/s [04/11 11:25:11] ppdet.engine INFO: Epoch: [29] [3400/7329] learning_rate: 0.000100 loss_class: 0.648073 loss_bbox: 0.147267 loss_giou: 0.440043 loss_class_aux: 4.139897 loss_bbox_aux: 0.993735 loss_giou_aux: 2.776527 loss_class_dn: 0.359641 loss_bbox_dn: 0.168819 loss_giou_dn: 0.420379 loss_class_aux_dn: 1.932664 loss_bbox_aux_dn: 0.986973 loss_giou_aux_dn: 2.332994 loss: 16.077934 eta: 5 days, 0:02:00 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1163 images/s [04/11 11:26:21] ppdet.engine INFO: Epoch: [29] [3500/7329] learning_rate: 0.000100 loss_class: 0.589397 loss_bbox: 0.135489 loss_giou: 0.327850 loss_class_aux: 3.748152 loss_bbox_aux: 0.940190 loss_giou_aux: 2.158838 loss_class_dn: 0.304122 loss_bbox_dn: 0.151950 loss_giou_dn: 0.346919 loss_class_aux_dn: 1.667762 loss_bbox_aux_dn: 0.883481 loss_giou_aux_dn: 1.905736 loss: 13.290310 eta: 5 days, 0:00:53 batch_cost: 0.6458 data_cost: 0.0017 ips: 6.1938 images/s [04/11 11:27:33] ppdet.engine INFO: Epoch: [29] [3600/7329] learning_rate: 0.000100 loss_class: 0.592835 loss_bbox: 0.132338 loss_giou: 0.387304 loss_class_aux: 3.942984 loss_bbox_aux: 0.945720 loss_giou_aux: 2.486914 loss_class_dn: 0.381724 loss_bbox_dn: 0.159927 loss_giou_dn: 0.419515 loss_class_aux_dn: 2.063106 loss_bbox_aux_dn: 0.940314 loss_giou_aux_dn: 2.356444 loss: 16.387867 eta: 4 days, 23:59:50 batch_cost: 0.6599 data_cost: 0.0019 ips: 6.0616 images/s [04/11 11:28:45] ppdet.engine INFO: Epoch: [29] [3700/7329] learning_rate: 0.000100 loss_class: 0.573591 loss_bbox: 0.127761 loss_giou: 0.372277 loss_class_aux: 3.704322 loss_bbox_aux: 0.808077 loss_giou_aux: 2.315884 loss_class_dn: 0.326628 loss_bbox_dn: 0.152052 loss_giou_dn: 0.378617 loss_class_aux_dn: 1.757271 loss_bbox_aux_dn: 0.919552 loss_giou_aux_dn: 2.069111 loss: 14.486895 eta: 4 days, 23:58:46 batch_cost: 0.6532 data_cost: 0.0017 ips: 6.1239 images/s [04/11 11:29:54] ppdet.engine INFO: Epoch: [29] [3800/7329] learning_rate: 0.000100 loss_class: 0.624614 loss_bbox: 0.150675 loss_giou: 0.391015 loss_class_aux: 3.974270 loss_bbox_aux: 1.007345 loss_giou_aux: 2.437704 loss_class_dn: 0.353270 loss_bbox_dn: 0.158257 loss_giou_dn: 0.405639 loss_class_aux_dn: 1.884024 loss_bbox_aux_dn: 0.927397 loss_giou_aux_dn: 2.206550 loss: 15.154547 eta: 4 days, 23:57:37 batch_cost: 0.6395 data_cost: 0.0017 ips: 6.2545 images/s [04/11 11:31:04] ppdet.engine INFO: Epoch: [29] [3900/7329] learning_rate: 0.000100 loss_class: 0.634527 loss_bbox: 0.148722 loss_giou: 0.417029 loss_class_aux: 4.058771 loss_bbox_aux: 0.965866 loss_giou_aux: 2.701114 loss_class_dn: 0.342735 loss_bbox_dn: 0.159627 loss_giou_dn: 0.395374 loss_class_aux_dn: 1.775604 loss_bbox_aux_dn: 0.941679 loss_giou_aux_dn: 2.167227 loss: 15.213629 eta: 4 days, 23:56:31 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1829 images/s [04/11 11:32:16] ppdet.engine INFO: Epoch: [29] [4000/7329] learning_rate: 0.000100 loss_class: 0.635668 loss_bbox: 0.126561 loss_giou: 0.389097 loss_class_aux: 4.080830 loss_bbox_aux: 0.865139 loss_giou_aux: 2.369538 loss_class_dn: 0.353584 loss_bbox_dn: 0.158690 loss_giou_dn: 0.394125 loss_class_aux_dn: 1.921096 loss_bbox_aux_dn: 0.884176 loss_giou_aux_dn: 2.209761 loss: 15.802487 eta: 4 days, 23:55:27 batch_cost: 0.6565 data_cost: 0.0017 ips: 6.0930 images/s [04/11 11:33:27] ppdet.engine INFO: Epoch: [29] [4100/7329] learning_rate: 0.000100 loss_class: 0.571250 loss_bbox: 0.125449 loss_giou: 0.348845 loss_class_aux: 3.578566 loss_bbox_aux: 0.793673 loss_giou_aux: 2.194664 loss_class_dn: 0.307869 loss_bbox_dn: 0.135790 loss_giou_dn: 0.332013 loss_class_aux_dn: 1.632873 loss_bbox_aux_dn: 0.813582 loss_giou_aux_dn: 1.853159 loss: 13.219274 eta: 4 days, 23:54:22 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1417 images/s [04/11 11:34:38] ppdet.engine INFO: Epoch: [29] [4200/7329] learning_rate: 0.000100 loss_class: 0.623764 loss_bbox: 0.150340 loss_giou: 0.458350 loss_class_aux: 4.014110 loss_bbox_aux: 0.998709 loss_giou_aux: 2.881611 loss_class_dn: 0.360566 loss_bbox_dn: 0.168802 loss_giou_dn: 0.456276 loss_class_aux_dn: 1.983685 loss_bbox_aux_dn: 0.999246 loss_giou_aux_dn: 2.496054 loss: 16.052872 eta: 4 days, 23:53:19 batch_cost: 0.6588 data_cost: 0.0019 ips: 6.0720 images/s [04/11 11:35:49] ppdet.engine INFO: Epoch: [29] [4300/7329] learning_rate: 0.000100 loss_class: 0.663655 loss_bbox: 0.150043 loss_giou: 0.480602 loss_class_aux: 4.250669 loss_bbox_aux: 0.945782 loss_giou_aux: 3.119953 loss_class_dn: 0.365911 loss_bbox_dn: 0.152884 loss_giou_dn: 0.460172 loss_class_aux_dn: 1.959451 loss_bbox_aux_dn: 0.877679 loss_giou_aux_dn: 2.526678 loss: 16.142267 eta: 4 days, 23:52:13 batch_cost: 0.6481 data_cost: 0.0017 ips: 6.1718 images/s [04/11 11:36:59] ppdet.engine INFO: Epoch: [29] [4400/7329] learning_rate: 0.000100 loss_class: 0.539194 loss_bbox: 0.135062 loss_giou: 0.354358 loss_class_aux: 3.529189 loss_bbox_aux: 0.886076 loss_giou_aux: 2.215876 loss_class_dn: 0.310954 loss_bbox_dn: 0.151188 loss_giou_dn: 0.360918 loss_class_aux_dn: 1.627412 loss_bbox_aux_dn: 0.861192 loss_giou_aux_dn: 2.021863 loss: 13.246824 eta: 4 days, 23:51:09 batch_cost: 0.6544 data_cost: 0.0019 ips: 6.1126 images/s [04/11 11:38:12] ppdet.engine INFO: Epoch: [29] [4500/7329] learning_rate: 0.000100 loss_class: 0.592119 loss_bbox: 0.140013 loss_giou: 0.393542 loss_class_aux: 3.832224 loss_bbox_aux: 0.953087 loss_giou_aux: 2.446412 loss_class_dn: 0.335386 loss_bbox_dn: 0.167355 loss_giou_dn: 0.384127 loss_class_aux_dn: 1.817059 loss_bbox_aux_dn: 0.980502 loss_giou_aux_dn: 2.124286 loss: 14.976315 eta: 4 days, 23:50:07 batch_cost: 0.6610 data_cost: 0.0017 ips: 6.0515 images/s [04/11 11:39:22] ppdet.engine INFO: Epoch: [29] [4600/7329] learning_rate: 0.000100 loss_class: 0.582396 loss_bbox: 0.129340 loss_giou: 0.350791 loss_class_aux: 3.668745 loss_bbox_aux: 0.890748 loss_giou_aux: 2.236818 loss_class_dn: 0.322561 loss_bbox_dn: 0.149687 loss_giou_dn: 0.360946 loss_class_aux_dn: 1.695721 loss_bbox_aux_dn: 0.901118 loss_giou_aux_dn: 2.031647 loss: 14.081755 eta: 4 days, 23:49:00 batch_cost: 0.6454 data_cost: 0.0019 ips: 6.1974 images/s [04/11 11:40:30] ppdet.engine INFO: Epoch: [29] [4700/7329] learning_rate: 0.000100 loss_class: 0.570822 loss_bbox: 0.137055 loss_giou: 0.381962 loss_class_aux: 3.736623 loss_bbox_aux: 0.928068 loss_giou_aux: 2.438144 loss_class_dn: 0.327622 loss_bbox_dn: 0.156012 loss_giou_dn: 0.398781 loss_class_aux_dn: 1.776580 loss_bbox_aux_dn: 0.872204 loss_giou_aux_dn: 2.164658 loss: 14.546604 eta: 4 days, 23:47:49 batch_cost: 0.6324 data_cost: 0.0018 ips: 6.3250 images/s [04/11 11:41:41] ppdet.engine INFO: Epoch: [29] [4800/7329] learning_rate: 0.000100 loss_class: 0.567468 loss_bbox: 0.122978 loss_giou: 0.405498 loss_class_aux: 3.649078 loss_bbox_aux: 0.781197 loss_giou_aux: 2.550796 loss_class_dn: 0.312062 loss_bbox_dn: 0.146662 loss_giou_dn: 0.387040 loss_class_aux_dn: 1.683281 loss_bbox_aux_dn: 0.871478 loss_giou_aux_dn: 2.086828 loss: 13.807758 eta: 4 days, 23:46:43 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1736 images/s [04/11 11:42:52] ppdet.engine INFO: Epoch: [29] [4900/7329] learning_rate: 0.000100 loss_class: 0.568594 loss_bbox: 0.127176 loss_giou: 0.422533 loss_class_aux: 3.667419 loss_bbox_aux: 0.863024 loss_giou_aux: 2.613256 loss_class_dn: 0.333159 loss_bbox_dn: 0.142135 loss_giou_dn: 0.385473 loss_class_aux_dn: 1.791452 loss_bbox_aux_dn: 0.839268 loss_giou_aux_dn: 2.087659 loss: 14.229671 eta: 4 days, 23:45:39 batch_cost: 0.6533 data_cost: 0.0019 ips: 6.1227 images/s [04/11 11:44:03] ppdet.engine INFO: Epoch: [29] [5000/7329] learning_rate: 0.000100 loss_class: 0.665585 loss_bbox: 0.147275 loss_giou: 0.467674 loss_class_aux: 4.235403 loss_bbox_aux: 0.907378 loss_giou_aux: 3.010364 loss_class_dn: 0.370956 loss_bbox_dn: 0.153819 loss_giou_dn: 0.444123 loss_class_aux_dn: 2.004658 loss_bbox_aux_dn: 0.871687 loss_giou_aux_dn: 2.522280 loss: 16.111063 eta: 4 days, 23:44:35 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1009 images/s [04/11 11:45:15] ppdet.engine INFO: Epoch: [29] [5100/7329] learning_rate: 0.000100 loss_class: 0.619885 loss_bbox: 0.149836 loss_giou: 0.397070 loss_class_aux: 3.943239 loss_bbox_aux: 0.961958 loss_giou_aux: 2.457362 loss_class_dn: 0.333025 loss_bbox_dn: 0.166944 loss_giou_dn: 0.392374 loss_class_aux_dn: 1.864097 loss_bbox_aux_dn: 0.954200 loss_giou_aux_dn: 2.103018 loss: 14.285000 eta: 4 days, 23:43:32 batch_cost: 0.6594 data_cost: 0.0019 ips: 6.0659 images/s [04/11 11:46:25] ppdet.engine INFO: Epoch: [29] [5200/7329] learning_rate: 0.000100 loss_class: 0.575437 loss_bbox: 0.127500 loss_giou: 0.384866 loss_class_aux: 3.843083 loss_bbox_aux: 0.889971 loss_giou_aux: 2.445409 loss_class_dn: 0.329421 loss_bbox_dn: 0.163750 loss_giou_dn: 0.409478 loss_class_aux_dn: 1.793745 loss_bbox_aux_dn: 0.971444 loss_giou_aux_dn: 2.230829 loss: 14.586873 eta: 4 days, 23:42:25 batch_cost: 0.6449 data_cost: 0.0018 ips: 6.2027 images/s [04/11 11:47:36] ppdet.engine INFO: Epoch: [29] [5300/7329] learning_rate: 0.000100 loss_class: 0.630990 loss_bbox: 0.146842 loss_giou: 0.414411 loss_class_aux: 3.996004 loss_bbox_aux: 0.978042 loss_giou_aux: 2.675584 loss_class_dn: 0.346132 loss_bbox_dn: 0.166169 loss_giou_dn: 0.418813 loss_class_aux_dn: 1.860151 loss_bbox_aux_dn: 0.967448 loss_giou_aux_dn: 2.362498 loss: 15.556246 eta: 4 days, 23:41:22 batch_cost: 0.6585 data_cost: 0.0018 ips: 6.0747 images/s [04/11 11:48:48] ppdet.engine INFO: Epoch: [29] [5400/7329] learning_rate: 0.000100 loss_class: 0.616341 loss_bbox: 0.136497 loss_giou: 0.347672 loss_class_aux: 3.892186 loss_bbox_aux: 0.953231 loss_giou_aux: 2.211802 loss_class_dn: 0.322914 loss_bbox_dn: 0.152010 loss_giou_dn: 0.342331 loss_class_aux_dn: 1.743214 loss_bbox_aux_dn: 0.929090 loss_giou_aux_dn: 1.910718 loss: 13.698347 eta: 4 days, 23:40:18 batch_cost: 0.6543 data_cost: 0.0020 ips: 6.1137 images/s [04/11 11:49:57] ppdet.engine INFO: Epoch: [29] [5500/7329] learning_rate: 0.000100 loss_class: 0.648499 loss_bbox: 0.141153 loss_giou: 0.385814 loss_class_aux: 4.108293 loss_bbox_aux: 0.898575 loss_giou_aux: 2.379561 loss_class_dn: 0.365167 loss_bbox_dn: 0.165594 loss_giou_dn: 0.425843 loss_class_aux_dn: 1.970222 loss_bbox_aux_dn: 0.965053 loss_giou_aux_dn: 2.332251 loss: 15.455664 eta: 4 days, 23:39:09 batch_cost: 0.6395 data_cost: 0.0018 ips: 6.2550 images/s [04/11 11:51:09] ppdet.engine INFO: Epoch: [29] [5600/7329] learning_rate: 0.000100 loss_class: 0.666026 loss_bbox: 0.144875 loss_giou: 0.393613 loss_class_aux: 4.266753 loss_bbox_aux: 1.027098 loss_giou_aux: 2.515147 loss_class_dn: 0.362250 loss_bbox_dn: 0.185519 loss_giou_dn: 0.413103 loss_class_aux_dn: 1.947353 loss_bbox_aux_dn: 1.096581 loss_giou_aux_dn: 2.287464 loss: 15.798390 eta: 4 days, 23:38:05 batch_cost: 0.6526 data_cost: 0.0018 ips: 6.1289 images/s [04/11 11:52:19] ppdet.engine INFO: Epoch: [29] [5700/7329] learning_rate: 0.000100 loss_class: 0.613097 loss_bbox: 0.150989 loss_giou: 0.437288 loss_class_aux: 4.012465 loss_bbox_aux: 1.003609 loss_giou_aux: 2.638570 loss_class_dn: 0.373592 loss_bbox_dn: 0.169795 loss_giou_dn: 0.441544 loss_class_aux_dn: 1.971053 loss_bbox_aux_dn: 0.980109 loss_giou_aux_dn: 2.382846 loss: 16.148548 eta: 4 days, 23:36:58 batch_cost: 0.6468 data_cost: 0.0018 ips: 6.1838 images/s [04/11 11:53:29] ppdet.engine INFO: Epoch: [29] [5800/7329] learning_rate: 0.000100 loss_class: 0.581602 loss_bbox: 0.143345 loss_giou: 0.322028 loss_class_aux: 3.646207 loss_bbox_aux: 0.884164 loss_giou_aux: 2.026691 loss_class_dn: 0.307776 loss_bbox_dn: 0.141046 loss_giou_dn: 0.310167 loss_class_aux_dn: 1.664451 loss_bbox_aux_dn: 0.845769 loss_giou_aux_dn: 1.793057 loss: 13.735809 eta: 4 days, 23:35:51 batch_cost: 0.6433 data_cost: 0.0017 ips: 6.2182 images/s [04/11 11:54:39] ppdet.engine INFO: Epoch: [29] [5900/7329] learning_rate: 0.000100 loss_class: 0.594871 loss_bbox: 0.132738 loss_giou: 0.392535 loss_class_aux: 3.752922 loss_bbox_aux: 0.911419 loss_giou_aux: 2.479280 loss_class_dn: 0.324310 loss_bbox_dn: 0.156399 loss_giou_dn: 0.409437 loss_class_aux_dn: 1.705663 loss_bbox_aux_dn: 0.911352 loss_giou_aux_dn: 2.192768 loss: 14.122801 eta: 4 days, 23:34:42 batch_cost: 0.6412 data_cost: 0.0019 ips: 6.2381 images/s [04/11 11:55:49] ppdet.engine INFO: Epoch: [29] [6000/7329] learning_rate: 0.000100 loss_class: 0.541375 loss_bbox: 0.145044 loss_giou: 0.331508 loss_class_aux: 3.526716 loss_bbox_aux: 0.904575 loss_giou_aux: 2.040129 loss_class_dn: 0.307329 loss_bbox_dn: 0.147175 loss_giou_dn: 0.356950 loss_class_aux_dn: 1.669089 loss_bbox_aux_dn: 0.897601 loss_giou_aux_dn: 1.945460 loss: 13.458925 eta: 4 days, 23:33:38 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1325 images/s [04/11 11:57:03] ppdet.engine INFO: Epoch: [29] [6100/7329] learning_rate: 0.000100 loss_class: 0.597487 loss_bbox: 0.157780 loss_giou: 0.392447 loss_class_aux: 3.689525 loss_bbox_aux: 1.000955 loss_giou_aux: 2.394204 loss_class_dn: 0.341536 loss_bbox_dn: 0.165574 loss_giou_dn: 0.372571 loss_class_aux_dn: 1.856199 loss_bbox_aux_dn: 0.938164 loss_giou_aux_dn: 2.057491 loss: 14.356138 eta: 4 days, 23:32:38 batch_cost: 0.6693 data_cost: 0.0017 ips: 5.9763 images/s [04/11 11:58:13] ppdet.engine INFO: Epoch: [29] [6200/7329] learning_rate: 0.000100 loss_class: 0.576136 loss_bbox: 0.124809 loss_giou: 0.338534 loss_class_aux: 3.542141 loss_bbox_aux: 0.840489 loss_giou_aux: 2.105767 loss_class_dn: 0.336694 loss_bbox_dn: 0.157015 loss_giou_dn: 0.375365 loss_class_aux_dn: 1.822664 loss_bbox_aux_dn: 0.940388 loss_giou_aux_dn: 2.087593 loss: 13.894585 eta: 4 days, 23:31:31 batch_cost: 0.6465 data_cost: 0.0017 ips: 6.1868 images/s [04/11 11:59:24] ppdet.engine INFO: Epoch: [29] [6300/7329] learning_rate: 0.000100 loss_class: 0.534451 loss_bbox: 0.135015 loss_giou: 0.332955 loss_class_aux: 3.502341 loss_bbox_aux: 0.859819 loss_giou_aux: 2.088534 loss_class_dn: 0.308007 loss_bbox_dn: 0.141046 loss_giou_dn: 0.327092 loss_class_aux_dn: 1.654024 loss_bbox_aux_dn: 0.864075 loss_giou_aux_dn: 1.816060 loss: 13.250453 eta: 4 days, 23:30:26 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1538 images/s [04/11 12:00:33] ppdet.engine INFO: Epoch: [29] [6400/7329] learning_rate: 0.000100 loss_class: 0.606799 loss_bbox: 0.143341 loss_giou: 0.362902 loss_class_aux: 3.903853 loss_bbox_aux: 0.916566 loss_giou_aux: 2.391453 loss_class_dn: 0.353914 loss_bbox_dn: 0.165423 loss_giou_dn: 0.374165 loss_class_aux_dn: 1.946404 loss_bbox_aux_dn: 0.953474 loss_giou_aux_dn: 2.030232 loss: 15.562017 eta: 4 days, 23:29:17 batch_cost: 0.6390 data_cost: 0.0018 ips: 6.2601 images/s [04/11 12:01:44] ppdet.engine INFO: Epoch: [29] [6500/7329] learning_rate: 0.000100 loss_class: 0.631282 loss_bbox: 0.139554 loss_giou: 0.392497 loss_class_aux: 4.081977 loss_bbox_aux: 0.900243 loss_giou_aux: 2.488207 loss_class_dn: 0.343219 loss_bbox_dn: 0.162182 loss_giou_dn: 0.378732 loss_class_aux_dn: 1.819065 loss_bbox_aux_dn: 0.922404 loss_giou_aux_dn: 2.151159 loss: 14.887188 eta: 4 days, 23:28:12 batch_cost: 0.6499 data_cost: 0.0018 ips: 6.1551 images/s [04/11 12:02:53] ppdet.engine INFO: Epoch: [29] [6600/7329] learning_rate: 0.000100 loss_class: 0.627769 loss_bbox: 0.139012 loss_giou: 0.380557 loss_class_aux: 3.888168 loss_bbox_aux: 0.931618 loss_giou_aux: 2.563423 loss_class_dn: 0.308810 loss_bbox_dn: 0.161040 loss_giou_dn: 0.362432 loss_class_aux_dn: 1.732769 loss_bbox_aux_dn: 0.908874 loss_giou_aux_dn: 2.024240 loss: 14.609693 eta: 4 days, 23:27:04 batch_cost: 0.6435 data_cost: 0.0018 ips: 6.2163 images/s [04/11 12:04:04] ppdet.engine INFO: Epoch: [29] [6700/7329] learning_rate: 0.000100 loss_class: 0.686458 loss_bbox: 0.154949 loss_giou: 0.426404 loss_class_aux: 4.532467 loss_bbox_aux: 1.011753 loss_giou_aux: 2.831109 loss_class_dn: 0.388906 loss_bbox_dn: 0.168136 loss_giou_dn: 0.474914 loss_class_aux_dn: 2.116330 loss_bbox_aux_dn: 0.984348 loss_giou_aux_dn: 2.630656 loss: 16.590437 eta: 4 days, 23:25:59 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1383 images/s [04/11 12:05:14] ppdet.engine INFO: Epoch: [29] [6800/7329] learning_rate: 0.000100 loss_class: 0.558442 loss_bbox: 0.131934 loss_giou: 0.349212 loss_class_aux: 3.688808 loss_bbox_aux: 0.889247 loss_giou_aux: 2.239894 loss_class_dn: 0.315098 loss_bbox_dn: 0.159311 loss_giou_dn: 0.353010 loss_class_aux_dn: 1.682746 loss_bbox_aux_dn: 0.920276 loss_giou_aux_dn: 1.939811 loss: 13.603878 eta: 4 days, 23:24:54 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1462 images/s [04/11 12:06:24] ppdet.engine INFO: Epoch: [29] [6900/7329] learning_rate: 0.000100 loss_class: 0.581233 loss_bbox: 0.133733 loss_giou: 0.420990 loss_class_aux: 3.725777 loss_bbox_aux: 0.894260 loss_giou_aux: 2.691027 loss_class_dn: 0.342590 loss_bbox_dn: 0.161187 loss_giou_dn: 0.411646 loss_class_aux_dn: 1.825067 loss_bbox_aux_dn: 0.996597 loss_giou_aux_dn: 2.270934 loss: 15.246595 eta: 4 days, 23:23:45 batch_cost: 0.6382 data_cost: 0.0017 ips: 6.2675 images/s [04/11 12:07:33] ppdet.engine INFO: Epoch: [29] [7000/7329] learning_rate: 0.000100 loss_class: 0.570515 loss_bbox: 0.138406 loss_giou: 0.446010 loss_class_aux: 3.758119 loss_bbox_aux: 0.896440 loss_giou_aux: 2.807664 loss_class_dn: 0.348118 loss_bbox_dn: 0.148434 loss_giou_dn: 0.412789 loss_class_aux_dn: 1.889970 loss_bbox_aux_dn: 0.882925 loss_giou_aux_dn: 2.212521 loss: 15.109528 eta: 4 days, 23:22:36 batch_cost: 0.6387 data_cost: 0.0017 ips: 6.2631 images/s [04/11 12:08:43] ppdet.engine INFO: Epoch: [29] [7100/7329] learning_rate: 0.000100 loss_class: 0.601996 loss_bbox: 0.127399 loss_giou: 0.438764 loss_class_aux: 3.853789 loss_bbox_aux: 0.878463 loss_giou_aux: 2.809135 loss_class_dn: 0.331299 loss_bbox_dn: 0.141977 loss_giou_dn: 0.407286 loss_class_aux_dn: 1.813859 loss_bbox_aux_dn: 0.835925 loss_giou_aux_dn: 2.286363 loss: 14.799290 eta: 4 days, 23:21:28 batch_cost: 0.6419 data_cost: 0.0019 ips: 6.2313 images/s [04/11 12:09:53] ppdet.engine INFO: Epoch: [29] [7200/7329] learning_rate: 0.000100 loss_class: 0.615944 loss_bbox: 0.143409 loss_giou: 0.396901 loss_class_aux: 3.972270 loss_bbox_aux: 0.977579 loss_giou_aux: 2.527003 loss_class_dn: 0.340845 loss_bbox_dn: 0.170543 loss_giou_dn: 0.407011 loss_class_aux_dn: 1.810060 loss_bbox_aux_dn: 0.991894 loss_giou_aux_dn: 2.268713 loss: 15.419863 eta: 4 days, 23:20:23 batch_cost: 0.6510 data_cost: 0.0019 ips: 6.1449 images/s [04/11 12:11:03] ppdet.engine INFO: Epoch: [29] [7300/7329] learning_rate: 0.000100 loss_class: 0.587096 loss_bbox: 0.134620 loss_giou: 0.414585 loss_class_aux: 3.706860 loss_bbox_aux: 0.907281 loss_giou_aux: 2.666088 loss_class_dn: 0.350102 loss_bbox_dn: 0.162703 loss_giou_dn: 0.421048 loss_class_aux_dn: 1.879844 loss_bbox_aux_dn: 0.954337 loss_giou_aux_dn: 2.344354 loss: 16.106781 eta: 4 days, 23:19:16 batch_cost: 0.6443 data_cost: 0.0018 ips: 6.2086 images/s [04/11 12:11:27] ppdet.engine INFO: Eval iter: 0 [04/11 12:11:54] ppdet.engine INFO: Eval iter: 100 [04/11 12:12:21] ppdet.engine INFO: Eval iter: 200 [04/11 12:12:49] ppdet.engine INFO: Eval iter: 300 [04/11 12:13:16] ppdet.engine INFO: Eval iter: 400 [04/11 12:13:43] ppdet.engine INFO: Eval iter: 500 [04/11 12:14:11] ppdet.engine INFO: Eval iter: 600 [04/11 12:14:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 12:14:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.82s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=131.10s). Accumulating evaluation results... DONE (t=29.12s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.542 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/11 12:17:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.180042411154172 [04/11 12:17:50] ppdet.engine INFO: Best test bbox ap is 0.531. [04/11 12:17:53] ppdet.engine INFO: Epoch: [30] [ 0/7329] learning_rate: 0.000100 loss_class: 0.587096 loss_bbox: 0.133050 loss_giou: 0.390571 loss_class_aux: 3.727864 loss_bbox_aux: 0.892665 loss_giou_aux: 2.535766 loss_class_dn: 0.349403 loss_bbox_dn: 0.163156 loss_giou_dn: 0.404729 loss_class_aux_dn: 1.879844 loss_bbox_aux_dn: 0.955670 loss_giou_aux_dn: 2.207738 loss: 15.031631 eta: 4 days, 23:18:56 batch_cost: 0.6528 data_cost: 0.0019 ips: 6.1279 images/s [04/11 12:19:02] ppdet.engine INFO: Epoch: [30] [ 100/7329] learning_rate: 0.000100 loss_class: 0.548920 loss_bbox: 0.134527 loss_giou: 0.359835 loss_class_aux: 3.469364 loss_bbox_aux: 0.871929 loss_giou_aux: 2.206065 loss_class_dn: 0.312308 loss_bbox_dn: 0.153445 loss_giou_dn: 0.355628 loss_class_aux_dn: 1.684927 loss_bbox_aux_dn: 0.892497 loss_giou_aux_dn: 1.954163 loss: 14.012800 eta: 4 days, 23:17:46 batch_cost: 0.6345 data_cost: 0.0016 ips: 6.3043 images/s [04/11 12:20:12] ppdet.engine INFO: Epoch: [30] [ 200/7329] learning_rate: 0.000100 loss_class: 0.564924 loss_bbox: 0.135328 loss_giou: 0.390072 loss_class_aux: 3.671115 loss_bbox_aux: 0.883045 loss_giou_aux: 2.477757 loss_class_dn: 0.321925 loss_bbox_dn: 0.157505 loss_giou_dn: 0.371855 loss_class_aux_dn: 1.766133 loss_bbox_aux_dn: 0.901656 loss_giou_aux_dn: 2.070318 loss: 14.003529 eta: 4 days, 23:16:38 batch_cost: 0.6396 data_cost: 0.0017 ips: 6.2543 images/s [04/11 12:21:22] ppdet.engine INFO: Epoch: [30] [ 300/7329] learning_rate: 0.000100 loss_class: 0.622184 loss_bbox: 0.144215 loss_giou: 0.362379 loss_class_aux: 3.942142 loss_bbox_aux: 0.940592 loss_giou_aux: 2.308778 loss_class_dn: 0.343038 loss_bbox_dn: 0.165711 loss_giou_dn: 0.376214 loss_class_aux_dn: 1.851562 loss_bbox_aux_dn: 0.979229 loss_giou_aux_dn: 2.112904 loss: 15.114338 eta: 4 days, 23:15:33 batch_cost: 0.6524 data_cost: 0.0017 ips: 6.1314 images/s [04/11 12:22:33] ppdet.engine INFO: Epoch: [30] [ 400/7329] learning_rate: 0.000100 loss_class: 0.584000 loss_bbox: 0.136593 loss_giou: 0.428020 loss_class_aux: 3.774579 loss_bbox_aux: 0.918564 loss_giou_aux: 2.748201 loss_class_dn: 0.338395 loss_bbox_dn: 0.140155 loss_giou_dn: 0.442314 loss_class_aux_dn: 1.825760 loss_bbox_aux_dn: 0.829756 loss_giou_aux_dn: 2.482336 loss: 15.477192 eta: 4 days, 23:14:27 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1524 images/s [04/11 12:23:43] ppdet.engine INFO: Epoch: [30] [ 500/7329] learning_rate: 0.000100 loss_class: 0.617531 loss_bbox: 0.145193 loss_giou: 0.398614 loss_class_aux: 4.019887 loss_bbox_aux: 0.924078 loss_giou_aux: 2.534688 loss_class_dn: 0.343102 loss_bbox_dn: 0.180216 loss_giou_dn: 0.373672 loss_class_aux_dn: 1.846700 loss_bbox_aux_dn: 1.048403 loss_giou_aux_dn: 2.098803 loss: 15.579075 eta: 4 days, 23:13:21 batch_cost: 0.6474 data_cost: 0.0017 ips: 6.1790 images/s [04/11 12:24:54] ppdet.engine INFO: Epoch: [30] [ 600/7329] learning_rate: 0.000100 loss_class: 0.658257 loss_bbox: 0.145419 loss_giou: 0.418825 loss_class_aux: 4.165203 loss_bbox_aux: 0.973276 loss_giou_aux: 2.580013 loss_class_dn: 0.342806 loss_bbox_dn: 0.181820 loss_giou_dn: 0.384064 loss_class_aux_dn: 1.863099 loss_bbox_aux_dn: 1.047641 loss_giou_aux_dn: 2.125268 loss: 15.505007 eta: 4 days, 23:12:16 batch_cost: 0.6517 data_cost: 0.0017 ips: 6.1382 images/s [04/11 12:26:04] ppdet.engine INFO: Epoch: [30] [ 700/7329] learning_rate: 0.000100 loss_class: 0.553845 loss_bbox: 0.130604 loss_giou: 0.333930 loss_class_aux: 3.453186 loss_bbox_aux: 0.846347 loss_giou_aux: 2.120428 loss_class_dn: 0.304560 loss_bbox_dn: 0.136121 loss_giou_dn: 0.349830 loss_class_aux_dn: 1.621931 loss_bbox_aux_dn: 0.820174 loss_giou_aux_dn: 1.882313 loss: 13.145418 eta: 4 days, 23:11:09 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2078 images/s [04/11 12:27:14] ppdet.engine INFO: Epoch: [30] [ 800/7329] learning_rate: 0.000100 loss_class: 0.546534 loss_bbox: 0.124679 loss_giou: 0.330879 loss_class_aux: 3.472938 loss_bbox_aux: 0.793459 loss_giou_aux: 2.101653 loss_class_dn: 0.304352 loss_bbox_dn: 0.148668 loss_giou_dn: 0.349247 loss_class_aux_dn: 1.619369 loss_bbox_aux_dn: 0.896191 loss_giou_aux_dn: 1.920595 loss: 13.121748 eta: 4 days, 23:10:01 batch_cost: 0.6418 data_cost: 0.0019 ips: 6.2321 images/s [04/11 12:28:24] ppdet.engine INFO: Epoch: [30] [ 900/7329] learning_rate: 0.000100 loss_class: 0.606394 loss_bbox: 0.139660 loss_giou: 0.387970 loss_class_aux: 3.948629 loss_bbox_aux: 0.884404 loss_giou_aux: 2.349597 loss_class_dn: 0.334447 loss_bbox_dn: 0.132505 loss_giou_dn: 0.436807 loss_class_aux_dn: 1.779475 loss_bbox_aux_dn: 0.798254 loss_giou_aux_dn: 2.343248 loss: 14.628261 eta: 4 days, 23:08:55 batch_cost: 0.6472 data_cost: 0.0018 ips: 6.1802 images/s [04/11 12:29:37] ppdet.engine INFO: Epoch: [30] [1000/7329] learning_rate: 0.000100 loss_class: 0.574340 loss_bbox: 0.134049 loss_giou: 0.347285 loss_class_aux: 3.648615 loss_bbox_aux: 0.893725 loss_giou_aux: 2.189616 loss_class_dn: 0.309895 loss_bbox_dn: 0.155176 loss_giou_dn: 0.352918 loss_class_aux_dn: 1.692945 loss_bbox_aux_dn: 0.923194 loss_giou_aux_dn: 1.933885 loss: 13.869046 eta: 4 days, 23:07:54 batch_cost: 0.6655 data_cost: 0.0018 ips: 6.0108 images/s [04/11 12:30:48] ppdet.engine INFO: Epoch: [30] [1100/7329] learning_rate: 0.000100 loss_class: 0.550183 loss_bbox: 0.131763 loss_giou: 0.304238 loss_class_aux: 3.577533 loss_bbox_aux: 0.838454 loss_giou_aux: 1.867442 loss_class_dn: 0.281068 loss_bbox_dn: 0.149359 loss_giou_dn: 0.304745 loss_class_aux_dn: 1.518396 loss_bbox_aux_dn: 0.857618 loss_giou_aux_dn: 1.668689 loss: 12.621590 eta: 4 days, 23:06:49 batch_cost: 0.6519 data_cost: 0.0018 ips: 6.1363 images/s [04/11 12:31:58] ppdet.engine INFO: Epoch: [30] [1200/7329] learning_rate: 0.000100 loss_class: 0.568344 loss_bbox: 0.140778 loss_giou: 0.335545 loss_class_aux: 3.636658 loss_bbox_aux: 0.884701 loss_giou_aux: 2.166761 loss_class_dn: 0.305062 loss_bbox_dn: 0.159436 loss_giou_dn: 0.325335 loss_class_aux_dn: 1.653299 loss_bbox_aux_dn: 0.950454 loss_giou_aux_dn: 1.795778 loss: 12.541550 eta: 4 days, 23:05:43 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1611 images/s [04/11 12:33:08] ppdet.engine INFO: Epoch: [30] [1300/7329] learning_rate: 0.000100 loss_class: 0.525940 loss_bbox: 0.134402 loss_giou: 0.350389 loss_class_aux: 3.306837 loss_bbox_aux: 0.876103 loss_giou_aux: 2.206854 loss_class_dn: 0.293999 loss_bbox_dn: 0.158269 loss_giou_dn: 0.336456 loss_class_aux_dn: 1.573780 loss_bbox_aux_dn: 0.911067 loss_giou_aux_dn: 1.822798 loss: 12.790866 eta: 4 days, 23:04:34 batch_cost: 0.6383 data_cost: 0.0017 ips: 6.2664 images/s [04/11 12:34:17] ppdet.engine INFO: Epoch: [30] [1400/7329] learning_rate: 0.000100 loss_class: 0.563808 loss_bbox: 0.143531 loss_giou: 0.380846 loss_class_aux: 3.669491 loss_bbox_aux: 0.906882 loss_giou_aux: 2.374934 loss_class_dn: 0.333608 loss_bbox_dn: 0.160354 loss_giou_dn: 0.399334 loss_class_aux_dn: 1.818240 loss_bbox_aux_dn: 0.925730 loss_giou_aux_dn: 2.135894 loss: 14.130015 eta: 4 days, 23:03:25 batch_cost: 0.6375 data_cost: 0.0018 ips: 6.2746 images/s [04/11 12:35:27] ppdet.engine INFO: Epoch: [30] [1500/7329] learning_rate: 0.000100 loss_class: 0.613246 loss_bbox: 0.152833 loss_giou: 0.415352 loss_class_aux: 3.984486 loss_bbox_aux: 0.987394 loss_giou_aux: 2.601854 loss_class_dn: 0.344899 loss_bbox_dn: 0.171902 loss_giou_dn: 0.397715 loss_class_aux_dn: 1.851319 loss_bbox_aux_dn: 0.996652 loss_giou_aux_dn: 2.154737 loss: 15.099374 eta: 4 days, 23:02:19 batch_cost: 0.6477 data_cost: 0.0018 ips: 6.1753 images/s [04/11 12:36:38] ppdet.engine INFO: Epoch: [30] [1600/7329] learning_rate: 0.000100 loss_class: 0.533635 loss_bbox: 0.115561 loss_giou: 0.297423 loss_class_aux: 3.409302 loss_bbox_aux: 0.752726 loss_giou_aux: 1.851855 loss_class_dn: 0.284517 loss_bbox_dn: 0.132813 loss_giou_dn: 0.302601 loss_class_aux_dn: 1.593494 loss_bbox_aux_dn: 0.804165 loss_giou_aux_dn: 1.724740 loss: 12.505466 eta: 4 days, 23:01:15 batch_cost: 0.6565 data_cost: 0.0019 ips: 6.0932 images/s [04/11 12:37:48] ppdet.engine INFO: Epoch: [30] [1700/7329] learning_rate: 0.000100 loss_class: 0.584872 loss_bbox: 0.144374 loss_giou: 0.426360 loss_class_aux: 3.790690 loss_bbox_aux: 0.950700 loss_giou_aux: 2.665515 loss_class_dn: 0.340570 loss_bbox_dn: 0.160880 loss_giou_dn: 0.398130 loss_class_aux_dn: 1.828135 loss_bbox_aux_dn: 0.931244 loss_giou_aux_dn: 2.220191 loss: 15.009715 eta: 4 days, 23:00:07 batch_cost: 0.6407 data_cost: 0.0019 ips: 6.2430 images/s [04/11 12:38:57] ppdet.engine INFO: Epoch: [30] [1800/7329] learning_rate: 0.000100 loss_class: 0.612461 loss_bbox: 0.150951 loss_giou: 0.385790 loss_class_aux: 4.040467 loss_bbox_aux: 0.958647 loss_giou_aux: 2.479259 loss_class_dn: 0.349620 loss_bbox_dn: 0.164749 loss_giou_dn: 0.405826 loss_class_aux_dn: 1.901043 loss_bbox_aux_dn: 0.962832 loss_giou_aux_dn: 2.310615 loss: 15.129408 eta: 4 days, 22:58:58 batch_cost: 0.6378 data_cost: 0.0018 ips: 6.2711 images/s [04/11 12:40:08] ppdet.engine INFO: Epoch: [30] [1900/7329] learning_rate: 0.000100 loss_class: 0.585923 loss_bbox: 0.140952 loss_giou: 0.312931 loss_class_aux: 3.700266 loss_bbox_aux: 0.869156 loss_giou_aux: 1.939438 loss_class_dn: 0.282867 loss_bbox_dn: 0.166899 loss_giou_dn: 0.317493 loss_class_aux_dn: 1.569990 loss_bbox_aux_dn: 0.937723 loss_giou_aux_dn: 1.716829 loss: 12.862270 eta: 4 days, 22:57:53 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1569 images/s [04/11 12:41:19] ppdet.engine INFO: Epoch: [30] [2000/7329] learning_rate: 0.000100 loss_class: 0.659030 loss_bbox: 0.132864 loss_giou: 0.420804 loss_class_aux: 4.132087 loss_bbox_aux: 0.872451 loss_giou_aux: 2.612598 loss_class_dn: 0.357375 loss_bbox_dn: 0.147755 loss_giou_dn: 0.425385 loss_class_aux_dn: 1.930881 loss_bbox_aux_dn: 0.933062 loss_giou_aux_dn: 2.315837 loss: 15.878968 eta: 4 days, 22:56:48 batch_cost: 0.6544 data_cost: 0.0019 ips: 6.1125 images/s [04/11 12:42:29] ppdet.engine INFO: Epoch: [30] [2100/7329] learning_rate: 0.000100 loss_class: 0.551680 loss_bbox: 0.130421 loss_giou: 0.396650 loss_class_aux: 3.542671 loss_bbox_aux: 0.844895 loss_giou_aux: 2.475758 loss_class_dn: 0.314222 loss_bbox_dn: 0.138535 loss_giou_dn: 0.360280 loss_class_aux_dn: 1.689690 loss_bbox_aux_dn: 0.877139 loss_giou_aux_dn: 1.958592 loss: 13.688987 eta: 4 days, 22:55:42 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1784 images/s [04/11 12:43:39] ppdet.engine INFO: Epoch: [30] [2200/7329] learning_rate: 0.000100 loss_class: 0.544150 loss_bbox: 0.127425 loss_giou: 0.355909 loss_class_aux: 3.522510 loss_bbox_aux: 0.846455 loss_giou_aux: 2.362500 loss_class_dn: 0.330098 loss_bbox_dn: 0.145824 loss_giou_dn: 0.382539 loss_class_aux_dn: 1.830595 loss_bbox_aux_dn: 0.848400 loss_giou_aux_dn: 2.095994 loss: 14.514925 eta: 4 days, 22:54:35 batch_cost: 0.6449 data_cost: 0.0019 ips: 6.2022 images/s [04/11 12:44:49] ppdet.engine INFO: Epoch: [30] [2300/7329] learning_rate: 0.000100 loss_class: 0.615426 loss_bbox: 0.144437 loss_giou: 0.395848 loss_class_aux: 3.962950 loss_bbox_aux: 0.975196 loss_giou_aux: 2.449220 loss_class_dn: 0.353595 loss_bbox_dn: 0.164928 loss_giou_dn: 0.395024 loss_class_aux_dn: 1.926971 loss_bbox_aux_dn: 0.985768 loss_giou_aux_dn: 2.196185 loss: 15.353392 eta: 4 days, 22:53:29 batch_cost: 0.6484 data_cost: 0.0018 ips: 6.1687 images/s [04/11 12:45:59] ppdet.engine INFO: Epoch: [30] [2400/7329] learning_rate: 0.000100 loss_class: 0.576117 loss_bbox: 0.123041 loss_giou: 0.354556 loss_class_aux: 3.660238 loss_bbox_aux: 0.790277 loss_giou_aux: 2.226333 loss_class_dn: 0.323891 loss_bbox_dn: 0.132602 loss_giou_dn: 0.335955 loss_class_aux_dn: 1.722347 loss_bbox_aux_dn: 0.763162 loss_giou_aux_dn: 1.912638 loss: 13.494901 eta: 4 days, 22:52:21 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2406 images/s [04/11 12:47:08] ppdet.engine INFO: Epoch: [30] [2500/7329] learning_rate: 0.000100 loss_class: 0.644399 loss_bbox: 0.137774 loss_giou: 0.415681 loss_class_aux: 4.167727 loss_bbox_aux: 0.897845 loss_giou_aux: 2.704930 loss_class_dn: 0.361566 loss_bbox_dn: 0.164522 loss_giou_dn: 0.452303 loss_class_aux_dn: 1.933211 loss_bbox_aux_dn: 0.975360 loss_giou_aux_dn: 2.473659 loss: 15.708202 eta: 4 days, 22:51:13 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2347 images/s [04/11 12:48:19] ppdet.engine INFO: Epoch: [30] [2600/7329] learning_rate: 0.000100 loss_class: 0.558941 loss_bbox: 0.127747 loss_giou: 0.355543 loss_class_aux: 3.785015 loss_bbox_aux: 0.862065 loss_giou_aux: 2.374427 loss_class_dn: 0.340947 loss_bbox_dn: 0.149392 loss_giou_dn: 0.375405 loss_class_aux_dn: 1.821573 loss_bbox_aux_dn: 0.853033 loss_giou_aux_dn: 2.071959 loss: 14.159472 eta: 4 days, 22:50:09 batch_cost: 0.6529 data_cost: 0.0019 ips: 6.1262 images/s [04/11 12:49:32] ppdet.engine INFO: Epoch: [30] [2700/7329] learning_rate: 0.000100 loss_class: 0.529345 loss_bbox: 0.125977 loss_giou: 0.365971 loss_class_aux: 3.390985 loss_bbox_aux: 0.856155 loss_giou_aux: 2.345638 loss_class_dn: 0.314564 loss_bbox_dn: 0.163797 loss_giou_dn: 0.348997 loss_class_aux_dn: 1.713989 loss_bbox_aux_dn: 0.950752 loss_giou_aux_dn: 1.950138 loss: 13.357265 eta: 4 days, 22:49:09 batch_cost: 0.6689 data_cost: 0.0019 ips: 5.9804 images/s [04/11 12:50:43] ppdet.engine INFO: Epoch: [30] [2800/7329] learning_rate: 0.000100 loss_class: 0.620615 loss_bbox: 0.122137 loss_giou: 0.439057 loss_class_aux: 4.011963 loss_bbox_aux: 0.848142 loss_giou_aux: 2.724535 loss_class_dn: 0.330823 loss_bbox_dn: 0.148873 loss_giou_dn: 0.412675 loss_class_aux_dn: 1.817164 loss_bbox_aux_dn: 0.919971 loss_giou_aux_dn: 2.248789 loss: 14.184347 eta: 4 days, 22:48:03 batch_cost: 0.6473 data_cost: 0.0019 ips: 6.1798 images/s [04/11 12:51:56] ppdet.engine INFO: Epoch: [30] [2900/7329] learning_rate: 0.000100 loss_class: 0.593147 loss_bbox: 0.125140 loss_giou: 0.330558 loss_class_aux: 3.847751 loss_bbox_aux: 0.843143 loss_giou_aux: 2.109649 loss_class_dn: 0.308559 loss_bbox_dn: 0.146501 loss_giou_dn: 0.328900 loss_class_aux_dn: 1.678848 loss_bbox_aux_dn: 0.809080 loss_giou_aux_dn: 1.779816 loss: 13.323711 eta: 4 days, 22:47:02 batch_cost: 0.6671 data_cost: 0.0018 ips: 5.9959 images/s [04/11 12:53:06] ppdet.engine INFO: Epoch: [30] [3000/7329] learning_rate: 0.000100 loss_class: 0.555292 loss_bbox: 0.127841 loss_giou: 0.394637 loss_class_aux: 3.569234 loss_bbox_aux: 0.845634 loss_giou_aux: 2.375078 loss_class_dn: 0.323058 loss_bbox_dn: 0.136412 loss_giou_dn: 0.357630 loss_class_aux_dn: 1.723433 loss_bbox_aux_dn: 0.822898 loss_giou_aux_dn: 1.963342 loss: 13.818133 eta: 4 days, 22:45:57 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1563 images/s [04/11 12:54:16] ppdet.engine INFO: Epoch: [30] [3100/7329] learning_rate: 0.000100 loss_class: 0.679486 loss_bbox: 0.159407 loss_giou: 0.429282 loss_class_aux: 4.363704 loss_bbox_aux: 1.066613 loss_giou_aux: 2.732576 loss_class_dn: 0.386320 loss_bbox_dn: 0.176322 loss_giou_dn: 0.436046 loss_class_aux_dn: 2.080349 loss_bbox_aux_dn: 1.049120 loss_giou_aux_dn: 2.437513 loss: 16.745995 eta: 4 days, 22:44:50 batch_cost: 0.6473 data_cost: 0.0018 ips: 6.1799 images/s [04/11 12:55:26] ppdet.engine INFO: Epoch: [30] [3200/7329] learning_rate: 0.000100 loss_class: 0.558805 loss_bbox: 0.124968 loss_giou: 0.389875 loss_class_aux: 3.606800 loss_bbox_aux: 0.814264 loss_giou_aux: 2.510029 loss_class_dn: 0.315922 loss_bbox_dn: 0.136375 loss_giou_dn: 0.369600 loss_class_aux_dn: 1.688768 loss_bbox_aux_dn: 0.818288 loss_giou_aux_dn: 2.041872 loss: 13.362514 eta: 4 days, 22:43:42 batch_cost: 0.6393 data_cost: 0.0018 ips: 6.2564 images/s [04/11 12:56:36] ppdet.engine INFO: Epoch: [30] [3300/7329] learning_rate: 0.000100 loss_class: 0.594738 loss_bbox: 0.143793 loss_giou: 0.431470 loss_class_aux: 3.705170 loss_bbox_aux: 0.995650 loss_giou_aux: 2.702896 loss_class_dn: 0.340690 loss_bbox_dn: 0.153023 loss_giou_dn: 0.426133 loss_class_aux_dn: 1.784457 loss_bbox_aux_dn: 0.870119 loss_giou_aux_dn: 2.311586 loss: 16.013176 eta: 4 days, 22:42:35 batch_cost: 0.6457 data_cost: 0.0017 ips: 6.1951 images/s [04/11 12:57:46] ppdet.engine INFO: Epoch: [30] [3400/7329] learning_rate: 0.000100 loss_class: 0.607016 loss_bbox: 0.143973 loss_giou: 0.369853 loss_class_aux: 4.052931 loss_bbox_aux: 0.899575 loss_giou_aux: 2.316677 loss_class_dn: 0.351278 loss_bbox_dn: 0.165007 loss_giou_dn: 0.356913 loss_class_aux_dn: 1.897256 loss_bbox_aux_dn: 0.978800 loss_giou_aux_dn: 2.018456 loss: 14.362267 eta: 4 days, 22:41:29 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1785 images/s [04/11 12:58:57] ppdet.engine INFO: Epoch: [30] [3500/7329] learning_rate: 0.000100 loss_class: 0.581618 loss_bbox: 0.137217 loss_giou: 0.396499 loss_class_aux: 3.915353 loss_bbox_aux: 0.854615 loss_giou_aux: 2.504297 loss_class_dn: 0.317943 loss_bbox_dn: 0.166116 loss_giou_dn: 0.399731 loss_class_aux_dn: 1.724846 loss_bbox_aux_dn: 0.969945 loss_giou_aux_dn: 2.188969 loss: 14.684969 eta: 4 days, 22:40:24 batch_cost: 0.6510 data_cost: 0.0018 ips: 6.1441 images/s [04/11 13:00:08] ppdet.engine INFO: Epoch: [30] [3600/7329] learning_rate: 0.000100 loss_class: 0.596084 loss_bbox: 0.143869 loss_giou: 0.355841 loss_class_aux: 3.789407 loss_bbox_aux: 0.910666 loss_giou_aux: 2.256290 loss_class_dn: 0.326984 loss_bbox_dn: 0.145923 loss_giou_dn: 0.365012 loss_class_aux_dn: 1.759822 loss_bbox_aux_dn: 0.913356 loss_giou_aux_dn: 2.116803 loss: 14.504406 eta: 4 days, 22:39:20 batch_cost: 0.6570 data_cost: 0.0017 ips: 6.0880 images/s [04/11 13:01:26] ppdet.engine INFO: Epoch: [30] [3700/7329] learning_rate: 0.000100 loss_class: 0.625208 loss_bbox: 0.139386 loss_giou: 0.443527 loss_class_aux: 3.932438 loss_bbox_aux: 0.891933 loss_giou_aux: 2.830599 loss_class_dn: 0.346691 loss_bbox_dn: 0.150187 loss_giou_dn: 0.412938 loss_class_aux_dn: 1.812607 loss_bbox_aux_dn: 0.915125 loss_giou_aux_dn: 2.286985 loss: 15.273264 eta: 4 days, 22:38:30 batch_cost: 0.7013 data_cost: 0.0018 ips: 5.7037 images/s [04/11 13:02:35] ppdet.engine INFO: Epoch: [30] [3800/7329] learning_rate: 0.000100 loss_class: 0.562357 loss_bbox: 0.122115 loss_giou: 0.296790 loss_class_aux: 3.568522 loss_bbox_aux: 0.815486 loss_giou_aux: 2.006694 loss_class_dn: 0.301456 loss_bbox_dn: 0.143987 loss_giou_dn: 0.316512 loss_class_aux_dn: 1.635275 loss_bbox_aux_dn: 0.876420 loss_giou_aux_dn: 1.768171 loss: 12.986868 eta: 4 days, 22:37:22 batch_cost: 0.6432 data_cost: 0.0019 ips: 6.2188 images/s [04/11 13:03:45] ppdet.engine INFO: Epoch: [30] [3900/7329] learning_rate: 0.000100 loss_class: 0.579390 loss_bbox: 0.139323 loss_giou: 0.405759 loss_class_aux: 3.473402 loss_bbox_aux: 0.874441 loss_giou_aux: 2.515371 loss_class_dn: 0.314306 loss_bbox_dn: 0.157290 loss_giou_dn: 0.413202 loss_class_aux_dn: 1.656711 loss_bbox_aux_dn: 0.973723 loss_giou_aux_dn: 2.270340 loss: 15.263126 eta: 4 days, 22:36:15 batch_cost: 0.6447 data_cost: 0.0018 ips: 6.2042 images/s [04/11 13:04:55] ppdet.engine INFO: Epoch: [30] [4000/7329] learning_rate: 0.000100 loss_class: 0.645510 loss_bbox: 0.144195 loss_giou: 0.408598 loss_class_aux: 4.180574 loss_bbox_aux: 0.912369 loss_giou_aux: 2.583524 loss_class_dn: 0.342772 loss_bbox_dn: 0.162345 loss_giou_dn: 0.403681 loss_class_aux_dn: 1.851434 loss_bbox_aux_dn: 0.931281 loss_giou_aux_dn: 2.207599 loss: 15.286524 eta: 4 days, 22:35:07 batch_cost: 0.6400 data_cost: 0.0018 ips: 6.2501 images/s [04/11 13:06:07] ppdet.engine INFO: Epoch: [30] [4100/7329] learning_rate: 0.000100 loss_class: 0.545623 loss_bbox: 0.120997 loss_giou: 0.337682 loss_class_aux: 3.511793 loss_bbox_aux: 0.778736 loss_giou_aux: 2.229559 loss_class_dn: 0.309031 loss_bbox_dn: 0.129239 loss_giou_dn: 0.370767 loss_class_aux_dn: 1.664690 loss_bbox_aux_dn: 0.808159 loss_giou_aux_dn: 2.073443 loss: 12.674824 eta: 4 days, 22:34:06 batch_cost: 0.6645 data_cost: 0.0018 ips: 6.0192 images/s [04/11 13:07:22] ppdet.engine INFO: Epoch: [30] [4200/7329] learning_rate: 0.000100 loss_class: 0.643823 loss_bbox: 0.158665 loss_giou: 0.392447 loss_class_aux: 4.252995 loss_bbox_aux: 0.999431 loss_giou_aux: 2.488039 loss_class_dn: 0.364880 loss_bbox_dn: 0.165800 loss_giou_dn: 0.402072 loss_class_aux_dn: 1.958213 loss_bbox_aux_dn: 0.984091 loss_giou_aux_dn: 2.204736 loss: 15.777729 eta: 4 days, 22:33:08 batch_cost: 0.6768 data_cost: 0.0019 ips: 5.9100 images/s [04/11 13:08:31] ppdet.engine INFO: Epoch: [30] [4300/7329] learning_rate: 0.000100 loss_class: 0.619412 loss_bbox: 0.124850 loss_giou: 0.343593 loss_class_aux: 3.904593 loss_bbox_aux: 0.813939 loss_giou_aux: 2.253903 loss_class_dn: 0.340482 loss_bbox_dn: 0.155282 loss_giou_dn: 0.376679 loss_class_aux_dn: 1.834412 loss_bbox_aux_dn: 0.897548 loss_giou_aux_dn: 2.098113 loss: 14.214821 eta: 4 days, 22:32:01 batch_cost: 0.6424 data_cost: 0.0018 ips: 6.2264 images/s [04/11 13:09:41] ppdet.engine INFO: Epoch: [30] [4400/7329] learning_rate: 0.000100 loss_class: 0.555743 loss_bbox: 0.145028 loss_giou: 0.386532 loss_class_aux: 3.552782 loss_bbox_aux: 0.921443 loss_giou_aux: 2.425893 loss_class_dn: 0.310129 loss_bbox_dn: 0.151338 loss_giou_dn: 0.364095 loss_class_aux_dn: 1.670169 loss_bbox_aux_dn: 0.878941 loss_giou_aux_dn: 1.984411 loss: 13.428013 eta: 4 days, 22:30:53 batch_cost: 0.6423 data_cost: 0.0016 ips: 6.2277 images/s [04/11 13:10:51] ppdet.engine INFO: Epoch: [30] [4500/7329] learning_rate: 0.000100 loss_class: 0.589591 loss_bbox: 0.139524 loss_giou: 0.360294 loss_class_aux: 3.764578 loss_bbox_aux: 0.961279 loss_giou_aux: 2.262734 loss_class_dn: 0.327406 loss_bbox_dn: 0.156798 loss_giou_dn: 0.361849 loss_class_aux_dn: 1.724878 loss_bbox_aux_dn: 0.957406 loss_giou_aux_dn: 2.016158 loss: 14.269669 eta: 4 days, 22:29:45 batch_cost: 0.6420 data_cost: 0.0018 ips: 6.2310 images/s [04/11 13:12:02] ppdet.engine INFO: Epoch: [30] [4600/7329] learning_rate: 0.000100 loss_class: 0.518740 loss_bbox: 0.128143 loss_giou: 0.324938 loss_class_aux: 3.534839 loss_bbox_aux: 0.833906 loss_giou_aux: 2.095520 loss_class_dn: 0.299561 loss_bbox_dn: 0.137824 loss_giou_dn: 0.327572 loss_class_aux_dn: 1.657818 loss_bbox_aux_dn: 0.824443 loss_giou_aux_dn: 1.833723 loss: 12.400157 eta: 4 days, 22:28:41 batch_cost: 0.6544 data_cost: 0.0018 ips: 6.1124 images/s [04/11 13:13:13] ppdet.engine INFO: Epoch: [30] [4700/7329] learning_rate: 0.000100 loss_class: 0.645344 loss_bbox: 0.149016 loss_giou: 0.395523 loss_class_aux: 4.103300 loss_bbox_aux: 0.952652 loss_giou_aux: 2.539828 loss_class_dn: 0.350892 loss_bbox_dn: 0.171175 loss_giou_dn: 0.413652 loss_class_aux_dn: 1.878109 loss_bbox_aux_dn: 0.990328 loss_giou_aux_dn: 2.270133 loss: 15.805120 eta: 4 days, 22:27:37 batch_cost: 0.6543 data_cost: 0.0018 ips: 6.1136 images/s [04/11 13:14:25] ppdet.engine INFO: Epoch: [30] [4800/7329] learning_rate: 0.000100 loss_class: 0.564942 loss_bbox: 0.133578 loss_giou: 0.337111 loss_class_aux: 3.514573 loss_bbox_aux: 0.863307 loss_giou_aux: 2.172444 loss_class_dn: 0.302780 loss_bbox_dn: 0.148388 loss_giou_dn: 0.343196 loss_class_aux_dn: 1.621005 loss_bbox_aux_dn: 0.915426 loss_giou_aux_dn: 1.936503 loss: 13.498785 eta: 4 days, 22:26:35 batch_cost: 0.6638 data_cost: 0.0019 ips: 6.0255 images/s [04/11 13:15:34] ppdet.engine INFO: Epoch: [30] [4900/7329] learning_rate: 0.000100 loss_class: 0.625624 loss_bbox: 0.143313 loss_giou: 0.434503 loss_class_aux: 3.902030 loss_bbox_aux: 0.961699 loss_giou_aux: 2.739818 loss_class_dn: 0.358047 loss_bbox_dn: 0.168881 loss_giou_dn: 0.410201 loss_class_aux_dn: 1.939163 loss_bbox_aux_dn: 0.976892 loss_giou_aux_dn: 2.297517 loss: 15.711333 eta: 4 days, 22:25:26 batch_cost: 0.6361 data_cost: 0.0017 ips: 6.2882 images/s [04/11 13:16:44] ppdet.engine INFO: Epoch: [30] [5000/7329] learning_rate: 0.000100 loss_class: 0.609848 loss_bbox: 0.130851 loss_giou: 0.444596 loss_class_aux: 3.986560 loss_bbox_aux: 0.876120 loss_giou_aux: 2.784511 loss_class_dn: 0.360555 loss_bbox_dn: 0.130347 loss_giou_dn: 0.400712 loss_class_aux_dn: 1.957419 loss_bbox_aux_dn: 0.752886 loss_giou_aux_dn: 2.191360 loss: 15.003157 eta: 4 days, 22:24:19 batch_cost: 0.6456 data_cost: 0.0017 ips: 6.1960 images/s [04/11 13:17:53] ppdet.engine INFO: Epoch: [30] [5100/7329] learning_rate: 0.000100 loss_class: 0.621291 loss_bbox: 0.144112 loss_giou: 0.435652 loss_class_aux: 3.969075 loss_bbox_aux: 0.906955 loss_giou_aux: 2.737612 loss_class_dn: 0.368972 loss_bbox_dn: 0.159132 loss_giou_dn: 0.433817 loss_class_aux_dn: 1.970469 loss_bbox_aux_dn: 0.923621 loss_giou_aux_dn: 2.389294 loss: 15.362220 eta: 4 days, 22:23:10 batch_cost: 0.6369 data_cost: 0.0017 ips: 6.2808 images/s [04/11 13:19:03] ppdet.engine INFO: Epoch: [30] [5200/7329] learning_rate: 0.000100 loss_class: 0.603326 loss_bbox: 0.155655 loss_giou: 0.395534 loss_class_aux: 4.058666 loss_bbox_aux: 0.974677 loss_giou_aux: 2.417990 loss_class_dn: 0.326174 loss_bbox_dn: 0.169379 loss_giou_dn: 0.380839 loss_class_aux_dn: 1.747518 loss_bbox_aux_dn: 0.981682 loss_giou_aux_dn: 2.084724 loss: 14.626093 eta: 4 days, 22:22:03 batch_cost: 0.6454 data_cost: 0.0016 ips: 6.1973 images/s [04/11 13:20:13] ppdet.engine INFO: Epoch: [30] [5300/7329] learning_rate: 0.000100 loss_class: 0.568881 loss_bbox: 0.144109 loss_giou: 0.468755 loss_class_aux: 3.527608 loss_bbox_aux: 0.915246 loss_giou_aux: 2.891726 loss_class_dn: 0.356925 loss_bbox_dn: 0.152371 loss_giou_dn: 0.418768 loss_class_aux_dn: 1.854159 loss_bbox_aux_dn: 0.875375 loss_giou_aux_dn: 2.278419 loss: 15.215982 eta: 4 days, 22:20:56 batch_cost: 0.6451 data_cost: 0.0016 ips: 6.2004 images/s [04/11 13:21:26] ppdet.engine INFO: Epoch: [30] [5400/7329] learning_rate: 0.000100 loss_class: 0.550611 loss_bbox: 0.141290 loss_giou: 0.334959 loss_class_aux: 3.537984 loss_bbox_aux: 0.922472 loss_giou_aux: 2.177321 loss_class_dn: 0.303094 loss_bbox_dn: 0.154520 loss_giou_dn: 0.342431 loss_class_aux_dn: 1.653791 loss_bbox_aux_dn: 0.914197 loss_giou_aux_dn: 1.896771 loss: 13.322523 eta: 4 days, 22:19:55 batch_cost: 0.6666 data_cost: 0.0019 ips: 6.0005 images/s [04/11 13:22:37] ppdet.engine INFO: Epoch: [30] [5500/7329] learning_rate: 0.000100 loss_class: 0.602337 loss_bbox: 0.149350 loss_giou: 0.358786 loss_class_aux: 3.917229 loss_bbox_aux: 1.023144 loss_giou_aux: 2.252954 loss_class_dn: 0.340164 loss_bbox_dn: 0.183099 loss_giou_dn: 0.367800 loss_class_aux_dn: 1.834104 loss_bbox_aux_dn: 1.063213 loss_giou_aux_dn: 2.048306 loss: 15.298772 eta: 4 days, 22:18:51 batch_cost: 0.6543 data_cost: 0.0019 ips: 6.1132 images/s [04/11 13:23:48] ppdet.engine INFO: Epoch: [30] [5600/7329] learning_rate: 0.000100 loss_class: 0.607343 loss_bbox: 0.127447 loss_giou: 0.433025 loss_class_aux: 3.926364 loss_bbox_aux: 0.872098 loss_giou_aux: 2.603408 loss_class_dn: 0.355143 loss_bbox_dn: 0.140165 loss_giou_dn: 0.406888 loss_class_aux_dn: 1.858542 loss_bbox_aux_dn: 0.872043 loss_giou_aux_dn: 2.219706 loss: 14.780666 eta: 4 days, 22:17:46 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1520 images/s [04/11 13:24:58] ppdet.engine INFO: Epoch: [30] [5700/7329] learning_rate: 0.000100 loss_class: 0.530648 loss_bbox: 0.130495 loss_giou: 0.342481 loss_class_aux: 3.608108 loss_bbox_aux: 0.905920 loss_giou_aux: 2.304309 loss_class_dn: 0.302607 loss_bbox_dn: 0.144694 loss_giou_dn: 0.336099 loss_class_aux_dn: 1.626651 loss_bbox_aux_dn: 0.878958 loss_giou_aux_dn: 1.897928 loss: 13.181185 eta: 4 days, 22:16:39 batch_cost: 0.6449 data_cost: 0.0017 ips: 6.2022 images/s [04/11 13:26:07] ppdet.engine INFO: Epoch: [30] [5800/7329] learning_rate: 0.000100 loss_class: 0.573342 loss_bbox: 0.111478 loss_giou: 0.291705 loss_class_aux: 3.559582 loss_bbox_aux: 0.740535 loss_giou_aux: 1.880714 loss_class_dn: 0.284049 loss_bbox_dn: 0.135964 loss_giou_dn: 0.301967 loss_class_aux_dn: 1.556319 loss_bbox_aux_dn: 0.814534 loss_giou_aux_dn: 1.699332 loss: 12.586292 eta: 4 days, 22:15:30 batch_cost: 0.6381 data_cost: 0.0018 ips: 6.2689 images/s [04/11 13:27:19] ppdet.engine INFO: Epoch: [30] [5900/7329] learning_rate: 0.000100 loss_class: 0.565986 loss_bbox: 0.119029 loss_giou: 0.354193 loss_class_aux: 3.695283 loss_bbox_aux: 0.798524 loss_giou_aux: 2.154524 loss_class_dn: 0.296302 loss_bbox_dn: 0.140478 loss_giou_dn: 0.338104 loss_class_aux_dn: 1.635531 loss_bbox_aux_dn: 0.831242 loss_giou_aux_dn: 1.873101 loss: 13.170218 eta: 4 days, 22:14:28 batch_cost: 0.6607 data_cost: 0.0019 ips: 6.0542 images/s [04/11 13:28:29] ppdet.engine INFO: Epoch: [30] [6000/7329] learning_rate: 0.000100 loss_class: 0.615365 loss_bbox: 0.140846 loss_giou: 0.344862 loss_class_aux: 4.119412 loss_bbox_aux: 0.926587 loss_giou_aux: 2.260851 loss_class_dn: 0.328932 loss_bbox_dn: 0.166183 loss_giou_dn: 0.355347 loss_class_aux_dn: 1.803895 loss_bbox_aux_dn: 0.991952 loss_giou_aux_dn: 2.099284 loss: 14.773727 eta: 4 days, 22:13:23 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1423 images/s [04/11 13:29:43] ppdet.engine INFO: Epoch: [30] [6100/7329] learning_rate: 0.000100 loss_class: 0.596103 loss_bbox: 0.140447 loss_giou: 0.377406 loss_class_aux: 3.766141 loss_bbox_aux: 0.917721 loss_giou_aux: 2.388214 loss_class_dn: 0.308369 loss_bbox_dn: 0.155587 loss_giou_dn: 0.383707 loss_class_aux_dn: 1.700358 loss_bbox_aux_dn: 0.957300 loss_giou_aux_dn: 2.109360 loss: 15.454602 eta: 4 days, 22:12:23 batch_cost: 0.6710 data_cost: 0.0017 ips: 5.9614 images/s [04/11 13:30:53] ppdet.engine INFO: Epoch: [30] [6200/7329] learning_rate: 0.000100 loss_class: 0.552509 loss_bbox: 0.119215 loss_giou: 0.389762 loss_class_aux: 3.474642 loss_bbox_aux: 0.843249 loss_giou_aux: 2.422425 loss_class_dn: 0.305119 loss_bbox_dn: 0.144978 loss_giou_dn: 0.336888 loss_class_aux_dn: 1.635853 loss_bbox_aux_dn: 0.842500 loss_giou_aux_dn: 1.875395 loss: 13.161224 eta: 4 days, 22:11:17 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1660 images/s [04/11 13:32:04] ppdet.engine INFO: Epoch: [30] [6300/7329] learning_rate: 0.000100 loss_class: 0.632301 loss_bbox: 0.143638 loss_giou: 0.402072 loss_class_aux: 3.917865 loss_bbox_aux: 0.975684 loss_giou_aux: 2.511531 loss_class_dn: 0.343164 loss_bbox_dn: 0.170808 loss_giou_dn: 0.397738 loss_class_aux_dn: 1.833949 loss_bbox_aux_dn: 0.982412 loss_giou_aux_dn: 2.222757 loss: 15.363199 eta: 4 days, 22:10:12 batch_cost: 0.6510 data_cost: 0.0018 ips: 6.1443 images/s [04/11 13:33:14] ppdet.engine INFO: Epoch: [30] [6400/7329] learning_rate: 0.000100 loss_class: 0.661728 loss_bbox: 0.132200 loss_giou: 0.440085 loss_class_aux: 4.271195 loss_bbox_aux: 0.880421 loss_giou_aux: 2.742462 loss_class_dn: 0.368322 loss_bbox_dn: 0.152544 loss_giou_dn: 0.436926 loss_class_aux_dn: 1.972083 loss_bbox_aux_dn: 0.885352 loss_giou_aux_dn: 2.380714 loss: 16.154476 eta: 4 days, 22:09:08 batch_cost: 0.6529 data_cost: 0.0018 ips: 6.1268 images/s [04/11 13:34:26] ppdet.engine INFO: Epoch: [30] [6500/7329] learning_rate: 0.000100 loss_class: 0.530068 loss_bbox: 0.138190 loss_giou: 0.360830 loss_class_aux: 3.388888 loss_bbox_aux: 0.888659 loss_giou_aux: 2.271108 loss_class_dn: 0.292657 loss_bbox_dn: 0.149850 loss_giou_dn: 0.324958 loss_class_aux_dn: 1.631213 loss_bbox_aux_dn: 0.908303 loss_giou_aux_dn: 1.760265 loss: 12.640287 eta: 4 days, 22:08:04 batch_cost: 0.6566 data_cost: 0.0018 ips: 6.0917 images/s [04/11 13:35:36] ppdet.engine INFO: Epoch: [30] [6600/7329] learning_rate: 0.000100 loss_class: 0.584105 loss_bbox: 0.132738 loss_giou: 0.416187 loss_class_aux: 3.793406 loss_bbox_aux: 0.862566 loss_giou_aux: 2.603532 loss_class_dn: 0.341214 loss_bbox_dn: 0.150743 loss_giou_dn: 0.393774 loss_class_aux_dn: 1.817988 loss_bbox_aux_dn: 0.882304 loss_giou_aux_dn: 2.228495 loss: 14.817990 eta: 4 days, 22:06:58 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1781 images/s [04/11 13:36:45] ppdet.engine INFO: Epoch: [30] [6700/7329] learning_rate: 0.000100 loss_class: 0.561526 loss_bbox: 0.136656 loss_giou: 0.382154 loss_class_aux: 3.661824 loss_bbox_aux: 0.817036 loss_giou_aux: 2.424476 loss_class_dn: 0.308929 loss_bbox_dn: 0.169954 loss_giou_dn: 0.369785 loss_class_aux_dn: 1.643851 loss_bbox_aux_dn: 0.955843 loss_giou_aux_dn: 2.068954 loss: 14.118732 eta: 4 days, 22:05:49 batch_cost: 0.6366 data_cost: 0.0017 ips: 6.2829 images/s [04/11 13:37:55] ppdet.engine INFO: Epoch: [30] [6800/7329] learning_rate: 0.000100 loss_class: 0.567853 loss_bbox: 0.145035 loss_giou: 0.399084 loss_class_aux: 3.595289 loss_bbox_aux: 0.923203 loss_giou_aux: 2.449392 loss_class_dn: 0.339044 loss_bbox_dn: 0.157704 loss_giou_dn: 0.377689 loss_class_aux_dn: 1.807942 loss_bbox_aux_dn: 0.906081 loss_giou_aux_dn: 2.047086 loss: 15.062365 eta: 4 days, 22:04:42 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1818 images/s [04/11 13:39:04] ppdet.engine INFO: Epoch: [30] [6900/7329] learning_rate: 0.000100 loss_class: 0.581491 loss_bbox: 0.123221 loss_giou: 0.379343 loss_class_aux: 3.704462 loss_bbox_aux: 0.799215 loss_giou_aux: 2.378217 loss_class_dn: 0.326635 loss_bbox_dn: 0.131891 loss_giou_dn: 0.375659 loss_class_aux_dn: 1.746831 loss_bbox_aux_dn: 0.789667 loss_giou_aux_dn: 2.100530 loss: 13.636816 eta: 4 days, 22:03:33 batch_cost: 0.6379 data_cost: 0.0020 ips: 6.2701 images/s [04/11 13:40:16] ppdet.engine INFO: Epoch: [30] [7000/7329] learning_rate: 0.000100 loss_class: 0.666199 loss_bbox: 0.167665 loss_giou: 0.416475 loss_class_aux: 4.226206 loss_bbox_aux: 1.075711 loss_giou_aux: 2.649317 loss_class_dn: 0.361541 loss_bbox_dn: 0.184259 loss_giou_dn: 0.402166 loss_class_aux_dn: 1.993023 loss_bbox_aux_dn: 1.094381 loss_giou_aux_dn: 2.260268 loss: 15.608534 eta: 4 days, 22:02:31 batch_cost: 0.6624 data_cost: 0.0017 ips: 6.0388 images/s [04/11 13:41:26] ppdet.engine INFO: Epoch: [30] [7100/7329] learning_rate: 0.000100 loss_class: 0.585572 loss_bbox: 0.154255 loss_giou: 0.387231 loss_class_aux: 3.745337 loss_bbox_aux: 0.987980 loss_giou_aux: 2.462195 loss_class_dn: 0.327432 loss_bbox_dn: 0.160398 loss_giou_dn: 0.367037 loss_class_aux_dn: 1.760140 loss_bbox_aux_dn: 0.921424 loss_giou_aux_dn: 2.051762 loss: 14.281830 eta: 4 days, 22:01:22 batch_cost: 0.6369 data_cost: 0.0017 ips: 6.2804 images/s [04/11 13:42:36] ppdet.engine INFO: Epoch: [30] [7200/7329] learning_rate: 0.000100 loss_class: 0.616426 loss_bbox: 0.143025 loss_giou: 0.425180 loss_class_aux: 3.933439 loss_bbox_aux: 0.984994 loss_giou_aux: 2.757287 loss_class_dn: 0.371355 loss_bbox_dn: 0.168954 loss_giou_dn: 0.410360 loss_class_aux_dn: 1.939718 loss_bbox_aux_dn: 0.967959 loss_giou_aux_dn: 2.245512 loss: 15.456348 eta: 4 days, 22:00:15 batch_cost: 0.6454 data_cost: 0.0018 ips: 6.1980 images/s [04/11 13:43:46] ppdet.engine INFO: Epoch: [30] [7300/7329] learning_rate: 0.000100 loss_class: 0.580117 loss_bbox: 0.137993 loss_giou: 0.347222 loss_class_aux: 3.704165 loss_bbox_aux: 0.947631 loss_giou_aux: 2.191146 loss_class_dn: 0.301972 loss_bbox_dn: 0.152227 loss_giou_dn: 0.357711 loss_class_aux_dn: 1.675995 loss_bbox_aux_dn: 0.882957 loss_giou_aux_dn: 1.955201 loss: 13.303812 eta: 4 days, 21:59:10 batch_cost: 0.6513 data_cost: 0.0020 ips: 6.1417 images/s [04/11 13:44:11] ppdet.engine INFO: Eval iter: 0 [04/11 13:44:38] ppdet.engine INFO: Eval iter: 100 [04/11 13:45:06] ppdet.engine INFO: Eval iter: 200 [04/11 13:45:33] ppdet.engine INFO: Eval iter: 300 [04/11 13:46:01] ppdet.engine INFO: Eval iter: 400 [04/11 13:46:29] ppdet.engine INFO: Eval iter: 500 [04/11 13:46:57] ppdet.engine INFO: Eval iter: 600 [04/11 13:47:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 13:47:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.68s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.80s). Accumulating evaluation results... DONE (t=29.03s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.339 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.540 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/11 13:50:31] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.97647977862988 [04/11 13:50:31] ppdet.engine INFO: Best test bbox ap is 0.531. [04/11 13:50:35] ppdet.engine INFO: Epoch: [31] [ 0/7329] learning_rate: 0.000100 loss_class: 0.570059 loss_bbox: 0.128687 loss_giou: 0.355675 loss_class_aux: 3.669681 loss_bbox_aux: 0.840501 loss_giou_aux: 2.243372 loss_class_dn: 0.298122 loss_bbox_dn: 0.153166 loss_giou_dn: 0.343026 loss_class_aux_dn: 1.617802 loss_bbox_aux_dn: 0.882957 loss_giou_aux_dn: 1.934873 loss: 12.760765 eta: 4 days, 21:58:53 batch_cost: 0.6574 data_cost: 0.0018 ips: 6.0847 images/s [04/11 13:51:46] ppdet.engine INFO: Epoch: [31] [ 100/7329] learning_rate: 0.000100 loss_class: 0.577896 loss_bbox: 0.138483 loss_giou: 0.417233 loss_class_aux: 3.818212 loss_bbox_aux: 0.941101 loss_giou_aux: 2.580004 loss_class_dn: 0.346562 loss_bbox_dn: 0.152769 loss_giou_dn: 0.412361 loss_class_aux_dn: 1.847303 loss_bbox_aux_dn: 0.899280 loss_giou_aux_dn: 2.302510 loss: 14.217510 eta: 4 days, 21:57:50 batch_cost: 0.6557 data_cost: 0.0019 ips: 6.1000 images/s [04/11 13:52:55] ppdet.engine INFO: Epoch: [31] [ 200/7329] learning_rate: 0.000100 loss_class: 0.610393 loss_bbox: 0.141923 loss_giou: 0.428654 loss_class_aux: 3.931796 loss_bbox_aux: 0.915730 loss_giou_aux: 2.646985 loss_class_dn: 0.347575 loss_bbox_dn: 0.160929 loss_giou_dn: 0.417169 loss_class_aux_dn: 1.902720 loss_bbox_aux_dn: 0.940409 loss_giou_aux_dn: 2.337524 loss: 15.313065 eta: 4 days, 21:56:40 batch_cost: 0.6367 data_cost: 0.0019 ips: 6.2821 images/s [04/11 13:54:06] ppdet.engine INFO: Epoch: [31] [ 300/7329] learning_rate: 0.000100 loss_class: 0.594829 loss_bbox: 0.132140 loss_giou: 0.415052 loss_class_aux: 3.771636 loss_bbox_aux: 0.835413 loss_giou_aux: 2.531853 loss_class_dn: 0.331621 loss_bbox_dn: 0.145113 loss_giou_dn: 0.395756 loss_class_aux_dn: 1.744278 loss_bbox_aux_dn: 0.875487 loss_giou_aux_dn: 2.144934 loss: 13.851054 eta: 4 days, 21:55:35 batch_cost: 0.6487 data_cost: 0.0020 ips: 6.1661 images/s [04/11 13:55:16] ppdet.engine INFO: Epoch: [31] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609174 loss_bbox: 0.130897 loss_giou: 0.406492 loss_class_aux: 4.008874 loss_bbox_aux: 0.834800 loss_giou_aux: 2.617095 loss_class_dn: 0.351303 loss_bbox_dn: 0.150674 loss_giou_dn: 0.419102 loss_class_aux_dn: 1.863352 loss_bbox_aux_dn: 0.862372 loss_giou_aux_dn: 2.262829 loss: 14.833288 eta: 4 days, 21:54:28 batch_cost: 0.6459 data_cost: 0.0018 ips: 6.1929 images/s [04/11 13:56:27] ppdet.engine INFO: Epoch: [31] [ 500/7329] learning_rate: 0.000100 loss_class: 0.590213 loss_bbox: 0.139303 loss_giou: 0.406200 loss_class_aux: 3.754591 loss_bbox_aux: 0.893157 loss_giou_aux: 2.602270 loss_class_dn: 0.339010 loss_bbox_dn: 0.152959 loss_giou_dn: 0.414823 loss_class_aux_dn: 1.797374 loss_bbox_aux_dn: 0.917689 loss_giou_aux_dn: 2.243865 loss: 14.513519 eta: 4 days, 21:53:24 batch_cost: 0.6548 data_cost: 0.0020 ips: 6.1085 images/s [04/11 13:57:37] ppdet.engine INFO: Epoch: [31] [ 600/7329] learning_rate: 0.000100 loss_class: 0.703576 loss_bbox: 0.154281 loss_giou: 0.363154 loss_class_aux: 4.490363 loss_bbox_aux: 0.991724 loss_giou_aux: 2.337319 loss_class_dn: 0.378479 loss_bbox_dn: 0.185022 loss_giou_dn: 0.419863 loss_class_aux_dn: 2.028365 loss_bbox_aux_dn: 1.119689 loss_giou_aux_dn: 2.284920 loss: 16.641235 eta: 4 days, 21:52:19 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1322 images/s [04/11 13:58:47] ppdet.engine INFO: Epoch: [31] [ 700/7329] learning_rate: 0.000100 loss_class: 0.627828 loss_bbox: 0.142874 loss_giou: 0.376102 loss_class_aux: 3.957099 loss_bbox_aux: 0.933196 loss_giou_aux: 2.486529 loss_class_dn: 0.349871 loss_bbox_dn: 0.143895 loss_giou_dn: 0.396655 loss_class_aux_dn: 1.899141 loss_bbox_aux_dn: 0.853820 loss_giou_aux_dn: 2.186125 loss: 15.469095 eta: 4 days, 21:51:12 batch_cost: 0.6442 data_cost: 0.0019 ips: 6.2091 images/s [04/11 13:59:58] ppdet.engine INFO: Epoch: [31] [ 800/7329] learning_rate: 0.000100 loss_class: 0.636570 loss_bbox: 0.149158 loss_giou: 0.357653 loss_class_aux: 4.139701 loss_bbox_aux: 0.977978 loss_giou_aux: 2.271910 loss_class_dn: 0.351492 loss_bbox_dn: 0.157612 loss_giou_dn: 0.383325 loss_class_aux_dn: 1.893567 loss_bbox_aux_dn: 0.936910 loss_giou_aux_dn: 2.147739 loss: 15.414495 eta: 4 days, 21:50:08 batch_cost: 0.6537 data_cost: 0.0019 ips: 6.1191 images/s [04/11 14:01:09] ppdet.engine INFO: Epoch: [31] [ 900/7329] learning_rate: 0.000100 loss_class: 0.545877 loss_bbox: 0.139073 loss_giou: 0.355652 loss_class_aux: 3.535324 loss_bbox_aux: 0.910492 loss_giou_aux: 2.237681 loss_class_dn: 0.309507 loss_bbox_dn: 0.156861 loss_giou_dn: 0.360789 loss_class_aux_dn: 1.644942 loss_bbox_aux_dn: 0.938700 loss_giou_aux_dn: 1.953824 loss: 13.915621 eta: 4 days, 21:49:03 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1365 images/s [04/11 14:02:19] ppdet.engine INFO: Epoch: [31] [1000/7329] learning_rate: 0.000100 loss_class: 0.600043 loss_bbox: 0.152779 loss_giou: 0.440220 loss_class_aux: 3.979516 loss_bbox_aux: 0.984763 loss_giou_aux: 2.798970 loss_class_dn: 0.326218 loss_bbox_dn: 0.167186 loss_giou_dn: 0.413906 loss_class_aux_dn: 1.768349 loss_bbox_aux_dn: 0.963837 loss_giou_aux_dn: 2.260376 loss: 15.000519 eta: 4 days, 21:47:56 batch_cost: 0.6449 data_cost: 0.0019 ips: 6.2029 images/s [04/11 14:03:29] ppdet.engine INFO: Epoch: [31] [1100/7329] learning_rate: 0.000100 loss_class: 0.572252 loss_bbox: 0.145944 loss_giou: 0.410427 loss_class_aux: 3.777869 loss_bbox_aux: 0.969495 loss_giou_aux: 2.573691 loss_class_dn: 0.329994 loss_bbox_dn: 0.149418 loss_giou_dn: 0.387744 loss_class_aux_dn: 1.796440 loss_bbox_aux_dn: 0.895058 loss_giou_aux_dn: 2.155547 loss: 14.152990 eta: 4 days, 21:46:49 batch_cost: 0.6449 data_cost: 0.0020 ips: 6.2021 images/s [04/11 14:04:39] ppdet.engine INFO: Epoch: [31] [1200/7329] learning_rate: 0.000100 loss_class: 0.565182 loss_bbox: 0.132464 loss_giou: 0.406320 loss_class_aux: 3.568800 loss_bbox_aux: 0.843584 loss_giou_aux: 2.514792 loss_class_dn: 0.322657 loss_bbox_dn: 0.143567 loss_giou_dn: 0.378523 loss_class_aux_dn: 1.715127 loss_bbox_aux_dn: 0.890883 loss_giou_aux_dn: 2.129986 loss: 13.583775 eta: 4 days, 21:45:43 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1639 images/s [04/11 14:05:51] ppdet.engine INFO: Epoch: [31] [1300/7329] learning_rate: 0.000100 loss_class: 0.548156 loss_bbox: 0.141332 loss_giou: 0.396617 loss_class_aux: 3.615287 loss_bbox_aux: 0.934637 loss_giou_aux: 2.497710 loss_class_dn: 0.328433 loss_bbox_dn: 0.166322 loss_giou_dn: 0.379056 loss_class_aux_dn: 1.755169 loss_bbox_aux_dn: 0.986786 loss_giou_aux_dn: 2.171974 loss: 14.846539 eta: 4 days, 21:44:41 batch_cost: 0.6608 data_cost: 0.0020 ips: 6.0530 images/s [04/11 14:07:02] ppdet.engine INFO: Epoch: [31] [1400/7329] learning_rate: 0.000100 loss_class: 0.638341 loss_bbox: 0.148627 loss_giou: 0.449869 loss_class_aux: 3.953031 loss_bbox_aux: 0.945009 loss_giou_aux: 2.853857 loss_class_dn: 0.350132 loss_bbox_dn: 0.171096 loss_giou_dn: 0.429397 loss_class_aux_dn: 1.933129 loss_bbox_aux_dn: 1.046952 loss_giou_aux_dn: 2.388775 loss: 15.241084 eta: 4 days, 21:43:37 batch_cost: 0.6551 data_cost: 0.0022 ips: 6.1058 images/s [04/11 14:08:13] ppdet.engine INFO: Epoch: [31] [1500/7329] learning_rate: 0.000100 loss_class: 0.608207 loss_bbox: 0.140784 loss_giou: 0.412155 loss_class_aux: 3.796321 loss_bbox_aux: 0.914550 loss_giou_aux: 2.614044 loss_class_dn: 0.350566 loss_bbox_dn: 0.157210 loss_giou_dn: 0.409491 loss_class_aux_dn: 1.875604 loss_bbox_aux_dn: 0.928385 loss_giou_aux_dn: 2.263985 loss: 14.583761 eta: 4 days, 21:42:31 batch_cost: 0.6481 data_cost: 0.0021 ips: 6.1720 images/s [04/11 14:09:23] ppdet.engine INFO: Epoch: [31] [1600/7329] learning_rate: 0.000100 loss_class: 0.572739 loss_bbox: 0.130477 loss_giou: 0.338005 loss_class_aux: 3.470426 loss_bbox_aux: 0.830732 loss_giou_aux: 2.244818 loss_class_dn: 0.305337 loss_bbox_dn: 0.141808 loss_giou_dn: 0.348931 loss_class_aux_dn: 1.647296 loss_bbox_aux_dn: 0.854712 loss_giou_aux_dn: 1.968442 loss: 13.559138 eta: 4 days, 21:41:25 batch_cost: 0.6483 data_cost: 0.0018 ips: 6.1697 images/s [04/11 14:10:33] ppdet.engine INFO: Epoch: [31] [1700/7329] learning_rate: 0.000100 loss_class: 0.590878 loss_bbox: 0.144884 loss_giou: 0.367009 loss_class_aux: 3.731498 loss_bbox_aux: 0.982279 loss_giou_aux: 2.212515 loss_class_dn: 0.328169 loss_bbox_dn: 0.171400 loss_giou_dn: 0.358039 loss_class_aux_dn: 1.830615 loss_bbox_aux_dn: 0.998222 loss_giou_aux_dn: 1.995320 loss: 13.903064 eta: 4 days, 21:40:17 batch_cost: 0.6414 data_cost: 0.0019 ips: 6.2367 images/s [04/11 14:11:44] ppdet.engine INFO: Epoch: [31] [1800/7329] learning_rate: 0.000100 loss_class: 0.588317 loss_bbox: 0.132766 loss_giou: 0.411311 loss_class_aux: 3.796849 loss_bbox_aux: 0.915080 loss_giou_aux: 2.540759 loss_class_dn: 0.312108 loss_bbox_dn: 0.169117 loss_giou_dn: 0.397186 loss_class_aux_dn: 1.682277 loss_bbox_aux_dn: 1.024149 loss_giou_aux_dn: 2.183869 loss: 14.476074 eta: 4 days, 21:39:12 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1332 images/s [04/11 14:12:54] ppdet.engine INFO: Epoch: [31] [1900/7329] learning_rate: 0.000100 loss_class: 0.625073 loss_bbox: 0.154571 loss_giou: 0.427792 loss_class_aux: 4.017632 loss_bbox_aux: 0.966504 loss_giou_aux: 2.719918 loss_class_dn: 0.352366 loss_bbox_dn: 0.173901 loss_giou_dn: 0.412314 loss_class_aux_dn: 1.921170 loss_bbox_aux_dn: 1.001914 loss_giou_aux_dn: 2.296486 loss: 14.960462 eta: 4 days, 21:38:06 batch_cost: 0.6457 data_cost: 0.0018 ips: 6.1946 images/s [04/11 14:14:05] ppdet.engine INFO: Epoch: [31] [2000/7329] learning_rate: 0.000100 loss_class: 0.611858 loss_bbox: 0.139941 loss_giou: 0.362513 loss_class_aux: 3.797533 loss_bbox_aux: 0.960725 loss_giou_aux: 2.215934 loss_class_dn: 0.334089 loss_bbox_dn: 0.166253 loss_giou_dn: 0.370371 loss_class_aux_dn: 1.829333 loss_bbox_aux_dn: 0.956584 loss_giou_aux_dn: 2.060896 loss: 14.637403 eta: 4 days, 21:37:03 batch_cost: 0.6585 data_cost: 0.0022 ips: 6.0745 images/s [04/11 14:15:16] ppdet.engine INFO: Epoch: [31] [2100/7329] learning_rate: 0.000100 loss_class: 0.568323 loss_bbox: 0.150906 loss_giou: 0.359481 loss_class_aux: 3.505629 loss_bbox_aux: 0.955551 loss_giou_aux: 2.360981 loss_class_dn: 0.308137 loss_bbox_dn: 0.154790 loss_giou_dn: 0.349810 loss_class_aux_dn: 1.695166 loss_bbox_aux_dn: 0.915860 loss_giou_aux_dn: 1.967447 loss: 13.659952 eta: 4 days, 21:35:58 batch_cost: 0.6529 data_cost: 0.0020 ips: 6.1261 images/s [04/11 14:16:26] ppdet.engine INFO: Epoch: [31] [2200/7329] learning_rate: 0.000100 loss_class: 0.592352 loss_bbox: 0.126335 loss_giou: 0.395341 loss_class_aux: 3.789147 loss_bbox_aux: 0.890522 loss_giou_aux: 2.520002 loss_class_dn: 0.345357 loss_bbox_dn: 0.141637 loss_giou_dn: 0.425908 loss_class_aux_dn: 1.852830 loss_bbox_aux_dn: 0.842790 loss_giou_aux_dn: 2.370333 loss: 15.639421 eta: 4 days, 21:34:51 batch_cost: 0.6443 data_cost: 0.0018 ips: 6.2079 images/s [04/11 14:17:36] ppdet.engine INFO: Epoch: [31] [2300/7329] learning_rate: 0.000100 loss_class: 0.560045 loss_bbox: 0.127648 loss_giou: 0.346042 loss_class_aux: 3.540795 loss_bbox_aux: 0.856584 loss_giou_aux: 2.113247 loss_class_dn: 0.329262 loss_bbox_dn: 0.144849 loss_giou_dn: 0.320265 loss_class_aux_dn: 1.784945 loss_bbox_aux_dn: 0.819941 loss_giou_aux_dn: 1.812433 loss: 13.286046 eta: 4 days, 21:33:44 batch_cost: 0.6452 data_cost: 0.0022 ips: 6.1997 images/s [04/11 14:18:46] ppdet.engine INFO: Epoch: [31] [2400/7329] learning_rate: 0.000100 loss_class: 0.650183 loss_bbox: 0.148780 loss_giou: 0.480206 loss_class_aux: 4.190630 loss_bbox_aux: 0.978991 loss_giou_aux: 3.006763 loss_class_dn: 0.356079 loss_bbox_dn: 0.178367 loss_giou_dn: 0.459028 loss_class_aux_dn: 1.904199 loss_bbox_aux_dn: 1.067570 loss_giou_aux_dn: 2.509057 loss: 15.562534 eta: 4 days, 21:32:37 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.1997 images/s [04/11 14:19:57] ppdet.engine INFO: Epoch: [31] [2500/7329] learning_rate: 0.000100 loss_class: 0.617924 loss_bbox: 0.144321 loss_giou: 0.396195 loss_class_aux: 3.972317 loss_bbox_aux: 0.975855 loss_giou_aux: 2.589725 loss_class_dn: 0.332952 loss_bbox_dn: 0.162083 loss_giou_dn: 0.392451 loss_class_aux_dn: 1.813071 loss_bbox_aux_dn: 0.908776 loss_giou_aux_dn: 2.144269 loss: 15.603323 eta: 4 days, 21:31:32 batch_cost: 0.6512 data_cost: 0.0019 ips: 6.1421 images/s [04/11 14:21:08] ppdet.engine INFO: Epoch: [31] [2600/7329] learning_rate: 0.000100 loss_class: 0.580644 loss_bbox: 0.138967 loss_giou: 0.330676 loss_class_aux: 3.691541 loss_bbox_aux: 0.957039 loss_giou_aux: 2.185284 loss_class_dn: 0.327471 loss_bbox_dn: 0.167899 loss_giou_dn: 0.335042 loss_class_aux_dn: 1.725053 loss_bbox_aux_dn: 1.024342 loss_giou_aux_dn: 1.933383 loss: 14.075219 eta: 4 days, 21:30:28 batch_cost: 0.6541 data_cost: 0.0019 ips: 6.1155 images/s [04/11 14:22:18] ppdet.engine INFO: Epoch: [31] [2700/7329] learning_rate: 0.000100 loss_class: 0.612334 loss_bbox: 0.135580 loss_giou: 0.367400 loss_class_aux: 3.916074 loss_bbox_aux: 0.910427 loss_giou_aux: 2.368367 loss_class_dn: 0.346577 loss_bbox_dn: 0.169743 loss_giou_dn: 0.387730 loss_class_aux_dn: 1.844001 loss_bbox_aux_dn: 1.025361 loss_giou_aux_dn: 2.183858 loss: 14.944633 eta: 4 days, 21:29:20 batch_cost: 0.6410 data_cost: 0.0020 ips: 6.2401 images/s [04/11 14:23:29] ppdet.engine INFO: Epoch: [31] [2800/7329] learning_rate: 0.000100 loss_class: 0.565807 loss_bbox: 0.148957 loss_giou: 0.363134 loss_class_aux: 3.453273 loss_bbox_aux: 0.965269 loss_giou_aux: 2.254817 loss_class_dn: 0.316453 loss_bbox_dn: 0.164101 loss_giou_dn: 0.380393 loss_class_aux_dn: 1.675934 loss_bbox_aux_dn: 0.945485 loss_giou_aux_dn: 2.117676 loss: 13.897329 eta: 4 days, 21:28:15 batch_cost: 0.6515 data_cost: 0.0019 ips: 6.1395 images/s [04/11 14:24:38] ppdet.engine INFO: Epoch: [31] [2900/7329] learning_rate: 0.000100 loss_class: 0.519114 loss_bbox: 0.133708 loss_giou: 0.344055 loss_class_aux: 3.351938 loss_bbox_aux: 0.913397 loss_giou_aux: 2.167608 loss_class_dn: 0.286195 loss_bbox_dn: 0.151681 loss_giou_dn: 0.322722 loss_class_aux_dn: 1.530299 loss_bbox_aux_dn: 0.879813 loss_giou_aux_dn: 1.763144 loss: 12.696867 eta: 4 days, 21:27:07 batch_cost: 0.6419 data_cost: 0.0019 ips: 6.2313 images/s [04/11 14:25:50] ppdet.engine INFO: Epoch: [31] [3000/7329] learning_rate: 0.000100 loss_class: 0.607860 loss_bbox: 0.139794 loss_giou: 0.408334 loss_class_aux: 3.795764 loss_bbox_aux: 0.927296 loss_giou_aux: 2.571182 loss_class_dn: 0.340988 loss_bbox_dn: 0.164953 loss_giou_dn: 0.401435 loss_class_aux_dn: 1.809583 loss_bbox_aux_dn: 0.975596 loss_giou_aux_dn: 2.179952 loss: 14.788298 eta: 4 days, 21:26:05 batch_cost: 0.6628 data_cost: 0.0020 ips: 6.0347 images/s [04/11 14:27:01] ppdet.engine INFO: Epoch: [31] [3100/7329] learning_rate: 0.000100 loss_class: 0.635070 loss_bbox: 0.141263 loss_giou: 0.384193 loss_class_aux: 4.014890 loss_bbox_aux: 0.945032 loss_giou_aux: 2.443156 loss_class_dn: 0.343574 loss_bbox_dn: 0.155181 loss_giou_dn: 0.398881 loss_class_aux_dn: 1.852228 loss_bbox_aux_dn: 0.933486 loss_giou_aux_dn: 2.206335 loss: 15.032095 eta: 4 days, 21:25:00 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1614 images/s [04/11 14:28:11] ppdet.engine INFO: Epoch: [31] [3200/7329] learning_rate: 0.000100 loss_class: 0.563923 loss_bbox: 0.136520 loss_giou: 0.369997 loss_class_aux: 3.541117 loss_bbox_aux: 0.916380 loss_giou_aux: 2.304028 loss_class_dn: 0.296054 loss_bbox_dn: 0.146204 loss_giou_dn: 0.359346 loss_class_aux_dn: 1.598849 loss_bbox_aux_dn: 0.871570 loss_giou_aux_dn: 1.959067 loss: 12.983200 eta: 4 days, 21:23:55 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1387 images/s [04/11 14:29:21] ppdet.engine INFO: Epoch: [31] [3300/7329] learning_rate: 0.000100 loss_class: 0.537628 loss_bbox: 0.145818 loss_giou: 0.429047 loss_class_aux: 3.545412 loss_bbox_aux: 0.938770 loss_giou_aux: 2.697407 loss_class_dn: 0.326992 loss_bbox_dn: 0.160277 loss_giou_dn: 0.388591 loss_class_aux_dn: 1.776937 loss_bbox_aux_dn: 0.961616 loss_giou_aux_dn: 2.085470 loss: 14.351563 eta: 4 days, 21:22:46 batch_cost: 0.6369 data_cost: 0.0019 ips: 6.2800 images/s [04/11 14:30:32] ppdet.engine INFO: Epoch: [31] [3400/7329] learning_rate: 0.000100 loss_class: 0.566627 loss_bbox: 0.134824 loss_giou: 0.355343 loss_class_aux: 3.663368 loss_bbox_aux: 0.881055 loss_giou_aux: 2.306625 loss_class_dn: 0.319370 loss_bbox_dn: 0.161035 loss_giou_dn: 0.361438 loss_class_aux_dn: 1.705838 loss_bbox_aux_dn: 0.907975 loss_giou_aux_dn: 1.970813 loss: 13.829558 eta: 4 days, 21:21:42 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0995 images/s [04/11 14:31:42] ppdet.engine INFO: Epoch: [31] [3500/7329] learning_rate: 0.000100 loss_class: 0.647713 loss_bbox: 0.140248 loss_giou: 0.408447 loss_class_aux: 3.997922 loss_bbox_aux: 0.926366 loss_giou_aux: 2.491709 loss_class_dn: 0.357637 loss_bbox_dn: 0.165814 loss_giou_dn: 0.400827 loss_class_aux_dn: 1.907198 loss_bbox_aux_dn: 0.922661 loss_giou_aux_dn: 2.246502 loss: 15.139178 eta: 4 days, 21:20:34 batch_cost: 0.6417 data_cost: 0.0021 ips: 6.2332 images/s [04/11 14:32:53] ppdet.engine INFO: Epoch: [31] [3600/7329] learning_rate: 0.000100 loss_class: 0.562696 loss_bbox: 0.144583 loss_giou: 0.339026 loss_class_aux: 3.805648 loss_bbox_aux: 0.928567 loss_giou_aux: 2.153037 loss_class_dn: 0.322372 loss_bbox_dn: 0.160201 loss_giou_dn: 0.373561 loss_class_aux_dn: 1.752112 loss_bbox_aux_dn: 0.949817 loss_giou_aux_dn: 2.091723 loss: 14.390590 eta: 4 days, 21:19:31 batch_cost: 0.6568 data_cost: 0.0019 ips: 6.0901 images/s [04/11 14:34:05] ppdet.engine INFO: Epoch: [31] [3700/7329] learning_rate: 0.000100 loss_class: 0.610462 loss_bbox: 0.151023 loss_giou: 0.337282 loss_class_aux: 3.997422 loss_bbox_aux: 0.974876 loss_giou_aux: 2.062174 loss_class_dn: 0.324251 loss_bbox_dn: 0.142458 loss_giou_dn: 0.357056 loss_class_aux_dn: 1.798296 loss_bbox_aux_dn: 0.824151 loss_giou_aux_dn: 1.986860 loss: 14.196125 eta: 4 days, 21:18:27 batch_cost: 0.6575 data_cost: 0.0023 ips: 6.0837 images/s [04/11 14:35:15] ppdet.engine INFO: Epoch: [31] [3800/7329] learning_rate: 0.000100 loss_class: 0.580775 loss_bbox: 0.158480 loss_giou: 0.413416 loss_class_aux: 3.746273 loss_bbox_aux: 0.996157 loss_giou_aux: 2.575838 loss_class_dn: 0.344372 loss_bbox_dn: 0.167472 loss_giou_dn: 0.395246 loss_class_aux_dn: 1.868090 loss_bbox_aux_dn: 1.018218 loss_giou_aux_dn: 2.169143 loss: 15.191893 eta: 4 days, 21:17:20 batch_cost: 0.6450 data_cost: 0.0021 ips: 6.2016 images/s [04/11 14:36:26] ppdet.engine INFO: Epoch: [31] [3900/7329] learning_rate: 0.000100 loss_class: 0.597844 loss_bbox: 0.133266 loss_giou: 0.409846 loss_class_aux: 3.667377 loss_bbox_aux: 0.906626 loss_giou_aux: 2.606315 loss_class_dn: 0.333941 loss_bbox_dn: 0.151186 loss_giou_dn: 0.362879 loss_class_aux_dn: 1.834860 loss_bbox_aux_dn: 0.891030 loss_giou_aux_dn: 2.041525 loss: 14.285514 eta: 4 days, 21:16:17 batch_cost: 0.6573 data_cost: 0.0019 ips: 6.0859 images/s [04/11 14:37:38] ppdet.engine INFO: Epoch: [31] [4000/7329] learning_rate: 0.000100 loss_class: 0.564205 loss_bbox: 0.145762 loss_giou: 0.333712 loss_class_aux: 3.723036 loss_bbox_aux: 0.966514 loss_giou_aux: 2.132461 loss_class_dn: 0.326474 loss_bbox_dn: 0.159646 loss_giou_dn: 0.342442 loss_class_aux_dn: 1.775727 loss_bbox_aux_dn: 0.997813 loss_giou_aux_dn: 1.913199 loss: 13.711117 eta: 4 days, 21:15:14 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0633 images/s [04/11 14:38:49] ppdet.engine INFO: Epoch: [31] [4100/7329] learning_rate: 0.000100 loss_class: 0.576117 loss_bbox: 0.149539 loss_giou: 0.415888 loss_class_aux: 3.723682 loss_bbox_aux: 1.005953 loss_giou_aux: 2.612808 loss_class_dn: 0.342865 loss_bbox_dn: 0.178471 loss_giou_dn: 0.388164 loss_class_aux_dn: 1.823056 loss_bbox_aux_dn: 1.003222 loss_giou_aux_dn: 2.143558 loss: 14.208810 eta: 4 days, 21:14:10 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1188 images/s [04/11 14:39:59] ppdet.engine INFO: Epoch: [31] [4200/7329] learning_rate: 0.000100 loss_class: 0.621651 loss_bbox: 0.137742 loss_giou: 0.376866 loss_class_aux: 3.948897 loss_bbox_aux: 0.909496 loss_giou_aux: 2.410087 loss_class_dn: 0.342439 loss_bbox_dn: 0.150486 loss_giou_dn: 0.395107 loss_class_aux_dn: 1.852341 loss_bbox_aux_dn: 0.860931 loss_giou_aux_dn: 2.157184 loss: 14.584221 eta: 4 days, 21:13:02 batch_cost: 0.6426 data_cost: 0.0019 ips: 6.2247 images/s [04/11 14:41:09] ppdet.engine INFO: Epoch: [31] [4300/7329] learning_rate: 0.000100 loss_class: 0.659285 loss_bbox: 0.149885 loss_giou: 0.467786 loss_class_aux: 4.254019 loss_bbox_aux: 1.026184 loss_giou_aux: 2.885064 loss_class_dn: 0.358057 loss_bbox_dn: 0.163976 loss_giou_dn: 0.436438 loss_class_aux_dn: 1.960932 loss_bbox_aux_dn: 0.947738 loss_giou_aux_dn: 2.381474 loss: 16.060783 eta: 4 days, 21:11:56 batch_cost: 0.6480 data_cost: 0.0019 ips: 6.1732 images/s [04/11 14:42:19] ppdet.engine INFO: Epoch: [31] [4400/7329] learning_rate: 0.000100 loss_class: 0.579378 loss_bbox: 0.147966 loss_giou: 0.404735 loss_class_aux: 3.664706 loss_bbox_aux: 0.965475 loss_giou_aux: 2.500160 loss_class_dn: 0.332967 loss_bbox_dn: 0.148918 loss_giou_dn: 0.399977 loss_class_aux_dn: 1.772513 loss_bbox_aux_dn: 0.879737 loss_giou_aux_dn: 2.224305 loss: 14.112404 eta: 4 days, 21:10:49 batch_cost: 0.6423 data_cost: 0.0020 ips: 6.2275 images/s [04/11 14:43:29] ppdet.engine INFO: Epoch: [31] [4500/7329] learning_rate: 0.000100 loss_class: 0.574536 loss_bbox: 0.141269 loss_giou: 0.399173 loss_class_aux: 3.758246 loss_bbox_aux: 0.912603 loss_giou_aux: 2.491264 loss_class_dn: 0.339344 loss_bbox_dn: 0.170178 loss_giou_dn: 0.385496 loss_class_aux_dn: 1.792975 loss_bbox_aux_dn: 0.956886 loss_giou_aux_dn: 2.140283 loss: 14.046639 eta: 4 days, 21:09:42 batch_cost: 0.6454 data_cost: 0.0019 ips: 6.1978 images/s [04/11 14:44:40] ppdet.engine INFO: Epoch: [31] [4600/7329] learning_rate: 0.000100 loss_class: 0.583792 loss_bbox: 0.130559 loss_giou: 0.409293 loss_class_aux: 3.748955 loss_bbox_aux: 0.852563 loss_giou_aux: 2.617997 loss_class_dn: 0.331153 loss_bbox_dn: 0.139149 loss_giou_dn: 0.391117 loss_class_aux_dn: 1.737900 loss_bbox_aux_dn: 0.870277 loss_giou_aux_dn: 2.181919 loss: 13.830353 eta: 4 days, 21:08:37 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1448 images/s [04/11 14:45:51] ppdet.engine INFO: Epoch: [31] [4700/7329] learning_rate: 0.000100 loss_class: 0.647610 loss_bbox: 0.147747 loss_giou: 0.355053 loss_class_aux: 4.024633 loss_bbox_aux: 0.969575 loss_giou_aux: 2.315065 loss_class_dn: 0.342633 loss_bbox_dn: 0.164123 loss_giou_dn: 0.382548 loss_class_aux_dn: 1.846921 loss_bbox_aux_dn: 1.020261 loss_giou_aux_dn: 2.016490 loss: 14.889879 eta: 4 days, 21:07:32 batch_cost: 0.6501 data_cost: 0.0020 ips: 6.1529 images/s [04/11 14:47:01] ppdet.engine INFO: Epoch: [31] [4800/7329] learning_rate: 0.000100 loss_class: 0.564681 loss_bbox: 0.133615 loss_giou: 0.397324 loss_class_aux: 3.569629 loss_bbox_aux: 0.887412 loss_giou_aux: 2.542563 loss_class_dn: 0.298399 loss_bbox_dn: 0.155201 loss_giou_dn: 0.379373 loss_class_aux_dn: 1.583957 loss_bbox_aux_dn: 0.866982 loss_giou_aux_dn: 2.095096 loss: 13.531450 eta: 4 days, 21:06:26 batch_cost: 0.6487 data_cost: 0.0021 ips: 6.1665 images/s [04/11 14:48:11] ppdet.engine INFO: Epoch: [31] [4900/7329] learning_rate: 0.000100 loss_class: 0.524330 loss_bbox: 0.124524 loss_giou: 0.348957 loss_class_aux: 3.374884 loss_bbox_aux: 0.849114 loss_giou_aux: 2.222089 loss_class_dn: 0.283873 loss_bbox_dn: 0.164030 loss_giou_dn: 0.325593 loss_class_aux_dn: 1.536277 loss_bbox_aux_dn: 1.008636 loss_giou_aux_dn: 1.775717 loss: 12.863912 eta: 4 days, 21:05:20 batch_cost: 0.6485 data_cost: 0.0022 ips: 6.1679 images/s [04/11 14:49:22] ppdet.engine INFO: Epoch: [31] [5000/7329] learning_rate: 0.000100 loss_class: 0.591152 loss_bbox: 0.153750 loss_giou: 0.386024 loss_class_aux: 3.827888 loss_bbox_aux: 0.971680 loss_giou_aux: 2.479525 loss_class_dn: 0.346559 loss_bbox_dn: 0.164200 loss_giou_dn: 0.391406 loss_class_aux_dn: 1.853064 loss_bbox_aux_dn: 0.980008 loss_giou_aux_dn: 2.122255 loss: 14.746946 eta: 4 days, 21:04:14 batch_cost: 0.6483 data_cost: 0.0020 ips: 6.1701 images/s [04/11 14:50:33] ppdet.engine INFO: Epoch: [31] [5100/7329] learning_rate: 0.000100 loss_class: 0.563021 loss_bbox: 0.143242 loss_giou: 0.374946 loss_class_aux: 3.579714 loss_bbox_aux: 0.896675 loss_giou_aux: 2.348274 loss_class_dn: 0.317051 loss_bbox_dn: 0.158617 loss_giou_dn: 0.355341 loss_class_aux_dn: 1.732158 loss_bbox_aux_dn: 0.903052 loss_giou_aux_dn: 2.012557 loss: 13.975965 eta: 4 days, 21:03:09 batch_cost: 0.6519 data_cost: 0.0019 ips: 6.1355 images/s [04/11 14:51:43] ppdet.engine INFO: Epoch: [31] [5200/7329] learning_rate: 0.000100 loss_class: 0.558656 loss_bbox: 0.128163 loss_giou: 0.396136 loss_class_aux: 3.537161 loss_bbox_aux: 0.831558 loss_giou_aux: 2.496009 loss_class_dn: 0.319163 loss_bbox_dn: 0.144922 loss_giou_dn: 0.381977 loss_class_aux_dn: 1.730081 loss_bbox_aux_dn: 0.856713 loss_giou_aux_dn: 2.091196 loss: 14.145453 eta: 4 days, 21:02:03 batch_cost: 0.6474 data_cost: 0.0020 ips: 6.1781 images/s [04/11 14:52:55] ppdet.engine INFO: Epoch: [31] [5300/7329] learning_rate: 0.000100 loss_class: 0.559174 loss_bbox: 0.143552 loss_giou: 0.323607 loss_class_aux: 3.491178 loss_bbox_aux: 0.948437 loss_giou_aux: 2.100088 loss_class_dn: 0.302830 loss_bbox_dn: 0.160869 loss_giou_dn: 0.326426 loss_class_aux_dn: 1.609359 loss_bbox_aux_dn: 0.892448 loss_giou_aux_dn: 1.795391 loss: 12.716802 eta: 4 days, 21:01:00 batch_cost: 0.6588 data_cost: 0.0019 ips: 6.0712 images/s [04/11 14:54:07] ppdet.engine INFO: Epoch: [31] [5400/7329] learning_rate: 0.000100 loss_class: 0.652587 loss_bbox: 0.141399 loss_giou: 0.407461 loss_class_aux: 4.217539 loss_bbox_aux: 0.985326 loss_giou_aux: 2.510854 loss_class_dn: 0.364169 loss_bbox_dn: 0.165106 loss_giou_dn: 0.409168 loss_class_aux_dn: 1.954353 loss_bbox_aux_dn: 1.012589 loss_giou_aux_dn: 2.252720 loss: 15.652435 eta: 4 days, 20:59:58 batch_cost: 0.6635 data_cost: 0.0019 ips: 6.0289 images/s [04/11 14:55:17] ppdet.engine INFO: Epoch: [31] [5500/7329] learning_rate: 0.000100 loss_class: 0.653321 loss_bbox: 0.141591 loss_giou: 0.373570 loss_class_aux: 4.167976 loss_bbox_aux: 0.956458 loss_giou_aux: 2.513425 loss_class_dn: 0.353637 loss_bbox_dn: 0.151543 loss_giou_dn: 0.402100 loss_class_aux_dn: 1.928496 loss_bbox_aux_dn: 0.896202 loss_giou_aux_dn: 2.214114 loss: 15.299787 eta: 4 days, 20:58:51 batch_cost: 0.6430 data_cost: 0.0021 ips: 6.2207 images/s [04/11 14:56:27] ppdet.engine INFO: Epoch: [31] [5600/7329] learning_rate: 0.000100 loss_class: 0.619237 loss_bbox: 0.137935 loss_giou: 0.429361 loss_class_aux: 3.921239 loss_bbox_aux: 0.900211 loss_giou_aux: 2.711683 loss_class_dn: 0.371610 loss_bbox_dn: 0.140752 loss_giou_dn: 0.443881 loss_class_aux_dn: 1.960852 loss_bbox_aux_dn: 0.827197 loss_giou_aux_dn: 2.491167 loss: 16.353251 eta: 4 days, 20:57:45 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1765 images/s [04/11 14:57:38] ppdet.engine INFO: Epoch: [31] [5700/7329] learning_rate: 0.000100 loss_class: 0.579297 loss_bbox: 0.133809 loss_giou: 0.347866 loss_class_aux: 3.673339 loss_bbox_aux: 0.905759 loss_giou_aux: 2.188200 loss_class_dn: 0.339966 loss_bbox_dn: 0.154013 loss_giou_dn: 0.373929 loss_class_aux_dn: 1.805142 loss_bbox_aux_dn: 0.885563 loss_giou_aux_dn: 2.102501 loss: 14.799692 eta: 4 days, 20:56:41 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1095 images/s [04/11 14:58:48] ppdet.engine INFO: Epoch: [31] [5800/7329] learning_rate: 0.000100 loss_class: 0.554356 loss_bbox: 0.131003 loss_giou: 0.298939 loss_class_aux: 3.602969 loss_bbox_aux: 0.840209 loss_giou_aux: 1.940631 loss_class_dn: 0.301916 loss_bbox_dn: 0.164472 loss_giou_dn: 0.316246 loss_class_aux_dn: 1.659935 loss_bbox_aux_dn: 0.963878 loss_giou_aux_dn: 1.783870 loss: 13.216532 eta: 4 days, 20:55:35 batch_cost: 0.6477 data_cost: 0.0018 ips: 6.1753 images/s [04/11 14:59:59] ppdet.engine INFO: Epoch: [31] [5900/7329] learning_rate: 0.000100 loss_class: 0.582341 loss_bbox: 0.127007 loss_giou: 0.378138 loss_class_aux: 3.636686 loss_bbox_aux: 0.866166 loss_giou_aux: 2.352664 loss_class_dn: 0.324977 loss_bbox_dn: 0.161777 loss_giou_dn: 0.371019 loss_class_aux_dn: 1.753788 loss_bbox_aux_dn: 0.960410 loss_giou_aux_dn: 2.092156 loss: 14.585180 eta: 4 days, 20:54:31 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0999 images/s [04/11 15:01:09] ppdet.engine INFO: Epoch: [31] [6000/7329] learning_rate: 0.000100 loss_class: 0.646042 loss_bbox: 0.129615 loss_giou: 0.364267 loss_class_aux: 3.943229 loss_bbox_aux: 0.843951 loss_giou_aux: 2.399965 loss_class_dn: 0.340490 loss_bbox_dn: 0.141744 loss_giou_dn: 0.379357 loss_class_aux_dn: 1.847107 loss_bbox_aux_dn: 0.837798 loss_giou_aux_dn: 2.093555 loss: 14.052487 eta: 4 days, 20:53:22 batch_cost: 0.6387 data_cost: 0.0018 ips: 6.2623 images/s [04/11 15:02:19] ppdet.engine INFO: Epoch: [31] [6100/7329] learning_rate: 0.000100 loss_class: 0.563871 loss_bbox: 0.143054 loss_giou: 0.369702 loss_class_aux: 3.676283 loss_bbox_aux: 0.913313 loss_giou_aux: 2.307724 loss_class_dn: 0.303080 loss_bbox_dn: 0.158819 loss_giou_dn: 0.345850 loss_class_aux_dn: 1.605602 loss_bbox_aux_dn: 0.925490 loss_giou_aux_dn: 1.894043 loss: 13.783253 eta: 4 days, 20:52:17 batch_cost: 0.6492 data_cost: 0.0020 ips: 6.1618 images/s [04/11 15:03:29] ppdet.engine INFO: Epoch: [31] [6200/7329] learning_rate: 0.000100 loss_class: 0.636970 loss_bbox: 0.143304 loss_giou: 0.355677 loss_class_aux: 4.169493 loss_bbox_aux: 0.947571 loss_giou_aux: 2.286611 loss_class_dn: 0.342723 loss_bbox_dn: 0.181966 loss_giou_dn: 0.374603 loss_class_aux_dn: 1.789333 loss_bbox_aux_dn: 1.054601 loss_giou_aux_dn: 2.073721 loss: 14.107545 eta: 4 days, 20:51:10 batch_cost: 0.6434 data_cost: 0.0020 ips: 6.2170 images/s [04/11 15:04:39] ppdet.engine INFO: Epoch: [31] [6300/7329] learning_rate: 0.000100 loss_class: 0.590158 loss_bbox: 0.150993 loss_giou: 0.352197 loss_class_aux: 3.815588 loss_bbox_aux: 0.955816 loss_giou_aux: 2.295363 loss_class_dn: 0.329262 loss_bbox_dn: 0.170435 loss_giou_dn: 0.369843 loss_class_aux_dn: 1.776550 loss_bbox_aux_dn: 0.944076 loss_giou_aux_dn: 2.019566 loss: 14.067598 eta: 4 days, 20:50:03 batch_cost: 0.6444 data_cost: 0.0019 ips: 6.2078 images/s [04/11 15:05:50] ppdet.engine INFO: Epoch: [31] [6400/7329] learning_rate: 0.000100 loss_class: 0.590507 loss_bbox: 0.145404 loss_giou: 0.369362 loss_class_aux: 3.714532 loss_bbox_aux: 0.919800 loss_giou_aux: 2.311826 loss_class_dn: 0.322262 loss_bbox_dn: 0.178980 loss_giou_dn: 0.376627 loss_class_aux_dn: 1.740352 loss_bbox_aux_dn: 1.042267 loss_giou_aux_dn: 2.064756 loss: 14.880898 eta: 4 days, 20:48:58 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1097 images/s [04/11 15:07:00] ppdet.engine INFO: Epoch: [31] [6500/7329] learning_rate: 0.000100 loss_class: 0.609067 loss_bbox: 0.142696 loss_giou: 0.324132 loss_class_aux: 3.869585 loss_bbox_aux: 0.939575 loss_giou_aux: 2.106027 loss_class_dn: 0.302038 loss_bbox_dn: 0.170793 loss_giou_dn: 0.341099 loss_class_aux_dn: 1.628747 loss_bbox_aux_dn: 0.982241 loss_giou_aux_dn: 1.856104 loss: 14.279035 eta: 4 days, 20:47:51 batch_cost: 0.6414 data_cost: 0.0020 ips: 6.2359 images/s [04/11 15:08:11] ppdet.engine INFO: Epoch: [31] [6600/7329] learning_rate: 0.000100 loss_class: 0.602814 loss_bbox: 0.128875 loss_giou: 0.367401 loss_class_aux: 3.757582 loss_bbox_aux: 0.830687 loss_giou_aux: 2.313039 loss_class_dn: 0.287963 loss_bbox_dn: 0.140764 loss_giou_dn: 0.362946 loss_class_aux_dn: 1.518217 loss_bbox_aux_dn: 0.817277 loss_giou_aux_dn: 1.936602 loss: 12.459397 eta: 4 days, 20:46:47 batch_cost: 0.6559 data_cost: 0.0021 ips: 6.0985 images/s [04/11 15:09:21] ppdet.engine INFO: Epoch: [31] [6700/7329] learning_rate: 0.000100 loss_class: 0.624025 loss_bbox: 0.144327 loss_giou: 0.419132 loss_class_aux: 3.942140 loss_bbox_aux: 0.950374 loss_giou_aux: 2.579522 loss_class_dn: 0.360117 loss_bbox_dn: 0.142577 loss_giou_dn: 0.404880 loss_class_aux_dn: 1.914463 loss_bbox_aux_dn: 0.821960 loss_giou_aux_dn: 2.209465 loss: 14.981389 eta: 4 days, 20:45:40 batch_cost: 0.6450 data_cost: 0.0018 ips: 6.2019 images/s [04/11 15:10:30] ppdet.engine INFO: Epoch: [31] [6800/7329] learning_rate: 0.000100 loss_class: 0.577952 loss_bbox: 0.136166 loss_giou: 0.353566 loss_class_aux: 3.645870 loss_bbox_aux: 0.877303 loss_giou_aux: 2.277761 loss_class_dn: 0.330839 loss_bbox_dn: 0.149455 loss_giou_dn: 0.360415 loss_class_aux_dn: 1.782236 loss_bbox_aux_dn: 0.893623 loss_giou_aux_dn: 2.030280 loss: 13.932693 eta: 4 days, 20:44:30 batch_cost: 0.6336 data_cost: 0.0019 ips: 6.3129 images/s [04/11 15:11:41] ppdet.engine INFO: Epoch: [31] [6900/7329] learning_rate: 0.000100 loss_class: 0.599489 loss_bbox: 0.143025 loss_giou: 0.401139 loss_class_aux: 3.823554 loss_bbox_aux: 0.898379 loss_giou_aux: 2.608456 loss_class_dn: 0.362901 loss_bbox_dn: 0.159135 loss_giou_dn: 0.389167 loss_class_aux_dn: 1.917956 loss_bbox_aux_dn: 0.887111 loss_giou_aux_dn: 2.130654 loss: 15.021395 eta: 4 days, 20:43:25 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1508 images/s [04/11 15:12:51] ppdet.engine INFO: Epoch: [31] [7000/7329] learning_rate: 0.000100 loss_class: 0.616575 loss_bbox: 0.146689 loss_giou: 0.468000 loss_class_aux: 3.862678 loss_bbox_aux: 0.916853 loss_giou_aux: 2.962846 loss_class_dn: 0.340739 loss_bbox_dn: 0.168762 loss_giou_dn: 0.441574 loss_class_aux_dn: 1.824544 loss_bbox_aux_dn: 0.963774 loss_giou_aux_dn: 2.461532 loss: 15.417925 eta: 4 days, 20:42:18 batch_cost: 0.6458 data_cost: 0.0020 ips: 6.1940 images/s [04/11 15:14:02] ppdet.engine INFO: Epoch: [31] [7100/7329] learning_rate: 0.000100 loss_class: 0.611325 loss_bbox: 0.146235 loss_giou: 0.373013 loss_class_aux: 3.888958 loss_bbox_aux: 0.974457 loss_giou_aux: 2.473470 loss_class_dn: 0.334684 loss_bbox_dn: 0.169926 loss_giou_dn: 0.353573 loss_class_aux_dn: 1.831797 loss_bbox_aux_dn: 0.944203 loss_giou_aux_dn: 1.992207 loss: 13.952694 eta: 4 days, 20:41:13 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1653 images/s [04/11 15:15:12] ppdet.engine INFO: Epoch: [31] [7200/7329] learning_rate: 0.000100 loss_class: 0.665301 loss_bbox: 0.144539 loss_giou: 0.457747 loss_class_aux: 4.145100 loss_bbox_aux: 0.924086 loss_giou_aux: 2.940139 loss_class_dn: 0.386833 loss_bbox_dn: 0.153917 loss_giou_dn: 0.455313 loss_class_aux_dn: 2.047417 loss_bbox_aux_dn: 0.908490 loss_giou_aux_dn: 2.517324 loss: 16.880821 eta: 4 days, 20:40:07 batch_cost: 0.6488 data_cost: 0.0019 ips: 6.1649 images/s [04/11 15:16:24] ppdet.engine INFO: Epoch: [31] [7300/7329] learning_rate: 0.000100 loss_class: 0.618534 loss_bbox: 0.138349 loss_giou: 0.429763 loss_class_aux: 3.936132 loss_bbox_aux: 0.932408 loss_giou_aux: 2.688434 loss_class_dn: 0.350983 loss_bbox_dn: 0.160307 loss_giou_dn: 0.442384 loss_class_aux_dn: 1.840502 loss_bbox_aux_dn: 0.963148 loss_giou_aux_dn: 2.356508 loss: 16.211979 eta: 4 days, 20:39:04 batch_cost: 0.6598 data_cost: 0.0018 ips: 6.0624 images/s [04/11 15:16:48] ppdet.engine INFO: Eval iter: 0 [04/11 15:17:15] ppdet.engine INFO: Eval iter: 100 [04/11 15:17:43] ppdet.engine INFO: Eval iter: 200 [04/11 15:18:10] ppdet.engine INFO: Eval iter: 300 [04/11 15:18:38] ppdet.engine INFO: Eval iter: 400 [04/11 15:19:05] ppdet.engine INFO: Eval iter: 500 [04/11 15:19:33] ppdet.engine INFO: Eval iter: 600 [04/11 15:20:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 15:20:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.60s). Accumulating evaluation results... DONE (t=28.73s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/11 15:23:08] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.977911491788756 [04/11 15:23:08] ppdet.engine INFO: Best test bbox ap is 0.532. [04/11 15:23:12] ppdet.engine INFO: Epoch: [32] [ 0/7329] learning_rate: 0.000100 loss_class: 0.634466 loss_bbox: 0.151661 loss_giou: 0.422280 loss_class_aux: 4.037831 loss_bbox_aux: 0.960248 loss_giou_aux: 2.672454 loss_class_dn: 0.350818 loss_bbox_dn: 0.182350 loss_giou_dn: 0.430312 loss_class_aux_dn: 1.845025 loss_bbox_aux_dn: 1.068729 loss_giou_aux_dn: 2.280934 loss: 15.669095 eta: 4 days, 20:38:45 batch_cost: 0.6548 data_cost: 0.0018 ips: 6.1090 images/s [04/11 15:24:22] ppdet.engine INFO: Epoch: [32] [ 100/7329] learning_rate: 0.000100 loss_class: 0.613415 loss_bbox: 0.128910 loss_giou: 0.390596 loss_class_aux: 3.926275 loss_bbox_aux: 0.883986 loss_giou_aux: 2.510138 loss_class_dn: 0.317678 loss_bbox_dn: 0.144831 loss_giou_dn: 0.392166 loss_class_aux_dn: 1.707415 loss_bbox_aux_dn: 0.864266 loss_giou_aux_dn: 2.149277 loss: 15.017531 eta: 4 days, 20:37:38 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2008 images/s [04/11 15:25:32] ppdet.engine INFO: Epoch: [32] [ 200/7329] learning_rate: 0.000100 loss_class: 0.587235 loss_bbox: 0.133741 loss_giou: 0.412257 loss_class_aux: 3.670999 loss_bbox_aux: 0.917131 loss_giou_aux: 2.600140 loss_class_dn: 0.347241 loss_bbox_dn: 0.145765 loss_giou_dn: 0.384125 loss_class_aux_dn: 1.851045 loss_bbox_aux_dn: 0.875279 loss_giou_aux_dn: 2.114511 loss: 13.591232 eta: 4 days, 20:36:32 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1707 images/s [04/11 15:26:43] ppdet.engine INFO: Epoch: [32] [ 300/7329] learning_rate: 0.000100 loss_class: 0.548733 loss_bbox: 0.132217 loss_giou: 0.378852 loss_class_aux: 3.630370 loss_bbox_aux: 0.847193 loss_giou_aux: 2.442126 loss_class_dn: 0.319586 loss_bbox_dn: 0.147644 loss_giou_dn: 0.392064 loss_class_aux_dn: 1.696316 loss_bbox_aux_dn: 0.868376 loss_giou_aux_dn: 2.162897 loss: 13.777328 eta: 4 days, 20:35:26 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1652 images/s [04/11 15:27:54] ppdet.engine INFO: Epoch: [32] [ 400/7329] learning_rate: 0.000100 loss_class: 0.533434 loss_bbox: 0.135616 loss_giou: 0.349909 loss_class_aux: 3.537835 loss_bbox_aux: 0.863826 loss_giou_aux: 2.166598 loss_class_dn: 0.311704 loss_bbox_dn: 0.153271 loss_giou_dn: 0.353279 loss_class_aux_dn: 1.652779 loss_bbox_aux_dn: 0.921314 loss_giou_aux_dn: 1.959083 loss: 13.044757 eta: 4 days, 20:34:22 batch_cost: 0.6549 data_cost: 0.0022 ips: 6.1075 images/s [04/11 15:29:04] ppdet.engine INFO: Epoch: [32] [ 500/7329] learning_rate: 0.000100 loss_class: 0.618597 loss_bbox: 0.145244 loss_giou: 0.447174 loss_class_aux: 3.920840 loss_bbox_aux: 0.932579 loss_giou_aux: 2.759783 loss_class_dn: 0.330376 loss_bbox_dn: 0.178925 loss_giou_dn: 0.430253 loss_class_aux_dn: 1.823287 loss_bbox_aux_dn: 1.039974 loss_giou_aux_dn: 2.404237 loss: 14.941589 eta: 4 days, 20:33:14 batch_cost: 0.6416 data_cost: 0.0020 ips: 6.2342 images/s [04/11 15:30:14] ppdet.engine INFO: Epoch: [32] [ 600/7329] learning_rate: 0.000100 loss_class: 0.595292 loss_bbox: 0.129733 loss_giou: 0.439326 loss_class_aux: 3.762899 loss_bbox_aux: 0.830544 loss_giou_aux: 2.823940 loss_class_dn: 0.360393 loss_bbox_dn: 0.130588 loss_giou_dn: 0.458939 loss_class_aux_dn: 1.923150 loss_bbox_aux_dn: 0.794267 loss_giou_aux_dn: 2.530658 loss: 15.528475 eta: 4 days, 20:32:09 batch_cost: 0.6505 data_cost: 0.0022 ips: 6.1496 images/s [04/11 15:31:25] ppdet.engine INFO: Epoch: [32] [ 700/7329] learning_rate: 0.000100 loss_class: 0.515424 loss_bbox: 0.136524 loss_giou: 0.330530 loss_class_aux: 3.576507 loss_bbox_aux: 0.897708 loss_giou_aux: 2.111371 loss_class_dn: 0.305103 loss_bbox_dn: 0.154712 loss_giou_dn: 0.330967 loss_class_aux_dn: 1.615131 loss_bbox_aux_dn: 0.928444 loss_giou_aux_dn: 1.858228 loss: 13.376434 eta: 4 days, 20:31:05 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1252 images/s [04/11 15:32:36] ppdet.engine INFO: Epoch: [32] [ 800/7329] learning_rate: 0.000100 loss_class: 0.598200 loss_bbox: 0.132672 loss_giou: 0.379670 loss_class_aux: 3.844378 loss_bbox_aux: 0.838572 loss_giou_aux: 2.456500 loss_class_dn: 0.313274 loss_bbox_dn: 0.149866 loss_giou_dn: 0.376754 loss_class_aux_dn: 1.704468 loss_bbox_aux_dn: 0.882771 loss_giou_aux_dn: 2.078396 loss: 14.368763 eta: 4 days, 20:30:00 batch_cost: 0.6522 data_cost: 0.0018 ips: 6.1329 images/s [04/11 15:33:47] ppdet.engine INFO: Epoch: [32] [ 900/7329] learning_rate: 0.000100 loss_class: 0.565854 loss_bbox: 0.143342 loss_giou: 0.375416 loss_class_aux: 3.616308 loss_bbox_aux: 0.914589 loss_giou_aux: 2.356419 loss_class_dn: 0.325017 loss_bbox_dn: 0.151026 loss_giou_dn: 0.383457 loss_class_aux_dn: 1.754432 loss_bbox_aux_dn: 0.888368 loss_giou_aux_dn: 2.117532 loss: 14.536180 eta: 4 days, 20:28:56 batch_cost: 0.6545 data_cost: 0.0019 ips: 6.1117 images/s [04/11 15:34:58] ppdet.engine INFO: Epoch: [32] [1000/7329] learning_rate: 0.000100 loss_class: 0.625992 loss_bbox: 0.140952 loss_giou: 0.421532 loss_class_aux: 4.033584 loss_bbox_aux: 0.893344 loss_giou_aux: 2.682603 loss_class_dn: 0.324490 loss_bbox_dn: 0.158679 loss_giou_dn: 0.398964 loss_class_aux_dn: 1.702465 loss_bbox_aux_dn: 0.901961 loss_giou_aux_dn: 2.220370 loss: 14.389702 eta: 4 days, 20:27:52 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0955 images/s [04/11 15:36:10] ppdet.engine INFO: Epoch: [32] [1100/7329] learning_rate: 0.000100 loss_class: 0.559453 loss_bbox: 0.146378 loss_giou: 0.407084 loss_class_aux: 3.482563 loss_bbox_aux: 0.921809 loss_giou_aux: 2.564317 loss_class_dn: 0.299475 loss_bbox_dn: 0.166777 loss_giou_dn: 0.408060 loss_class_aux_dn: 1.626108 loss_bbox_aux_dn: 0.960052 loss_giou_aux_dn: 2.186534 loss: 14.212117 eta: 4 days, 20:26:48 batch_cost: 0.6559 data_cost: 0.0020 ips: 6.0987 images/s [04/11 15:37:20] ppdet.engine INFO: Epoch: [32] [1200/7329] learning_rate: 0.000100 loss_class: 0.594156 loss_bbox: 0.141283 loss_giou: 0.446555 loss_class_aux: 3.816411 loss_bbox_aux: 0.948740 loss_giou_aux: 2.738347 loss_class_dn: 0.342163 loss_bbox_dn: 0.166959 loss_giou_dn: 0.421295 loss_class_aux_dn: 1.801379 loss_bbox_aux_dn: 0.974358 loss_giou_aux_dn: 2.295690 loss: 15.374846 eta: 4 days, 20:25:42 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1851 images/s [04/11 15:38:31] ppdet.engine INFO: Epoch: [32] [1300/7329] learning_rate: 0.000100 loss_class: 0.618912 loss_bbox: 0.146090 loss_giou: 0.350322 loss_class_aux: 3.831193 loss_bbox_aux: 0.942525 loss_giou_aux: 2.230403 loss_class_dn: 0.351080 loss_bbox_dn: 0.157308 loss_giou_dn: 0.375619 loss_class_aux_dn: 1.867638 loss_bbox_aux_dn: 0.936201 loss_giou_aux_dn: 2.062224 loss: 14.693072 eta: 4 days, 20:24:37 batch_cost: 0.6506 data_cost: 0.0021 ips: 6.1484 images/s [04/11 15:39:42] ppdet.engine INFO: Epoch: [32] [1400/7329] learning_rate: 0.000100 loss_class: 0.581451 loss_bbox: 0.123468 loss_giou: 0.416216 loss_class_aux: 3.743922 loss_bbox_aux: 0.851413 loss_giou_aux: 2.634755 loss_class_dn: 0.343460 loss_bbox_dn: 0.154359 loss_giou_dn: 0.410909 loss_class_aux_dn: 1.827410 loss_bbox_aux_dn: 0.908218 loss_giou_aux_dn: 2.195187 loss: 15.209477 eta: 4 days, 20:23:32 batch_cost: 0.6536 data_cost: 0.0019 ips: 6.1199 images/s [04/11 15:40:54] ppdet.engine INFO: Epoch: [32] [1500/7329] learning_rate: 0.000100 loss_class: 0.704247 loss_bbox: 0.152316 loss_giou: 0.423874 loss_class_aux: 4.352033 loss_bbox_aux: 0.978812 loss_giou_aux: 2.726264 loss_class_dn: 0.360488 loss_bbox_dn: 0.160804 loss_giou_dn: 0.405634 loss_class_aux_dn: 1.928566 loss_bbox_aux_dn: 0.960174 loss_giou_aux_dn: 2.242605 loss: 15.864383 eta: 4 days, 20:22:29 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0713 images/s [04/11 15:42:06] ppdet.engine INFO: Epoch: [32] [1600/7329] learning_rate: 0.000100 loss_class: 0.591673 loss_bbox: 0.131278 loss_giou: 0.440010 loss_class_aux: 3.685437 loss_bbox_aux: 0.872434 loss_giou_aux: 2.657706 loss_class_dn: 0.335008 loss_bbox_dn: 0.126182 loss_giou_dn: 0.394761 loss_class_aux_dn: 1.762363 loss_bbox_aux_dn: 0.787548 loss_giou_aux_dn: 2.202191 loss: 14.263821 eta: 4 days, 20:21:28 batch_cost: 0.6641 data_cost: 0.0021 ips: 6.0230 images/s [04/11 15:43:18] ppdet.engine INFO: Epoch: [32] [1700/7329] learning_rate: 0.000100 loss_class: 0.621296 loss_bbox: 0.135426 loss_giou: 0.397054 loss_class_aux: 3.993201 loss_bbox_aux: 0.894991 loss_giou_aux: 2.491116 loss_class_dn: 0.362825 loss_bbox_dn: 0.172139 loss_giou_dn: 0.394212 loss_class_aux_dn: 1.886315 loss_bbox_aux_dn: 0.970148 loss_giou_aux_dn: 2.115029 loss: 15.272164 eta: 4 days, 20:20:23 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1094 images/s [04/11 15:44:28] ppdet.engine INFO: Epoch: [32] [1800/7329] learning_rate: 0.000100 loss_class: 0.613190 loss_bbox: 0.135065 loss_giou: 0.384358 loss_class_aux: 3.853058 loss_bbox_aux: 0.908290 loss_giou_aux: 2.383926 loss_class_dn: 0.322137 loss_bbox_dn: 0.158134 loss_giou_dn: 0.382995 loss_class_aux_dn: 1.751218 loss_bbox_aux_dn: 0.943879 loss_giou_aux_dn: 2.123049 loss: 14.486492 eta: 4 days, 20:19:17 batch_cost: 0.6469 data_cost: 0.0020 ips: 6.1830 images/s [04/11 15:45:39] ppdet.engine INFO: Epoch: [32] [1900/7329] learning_rate: 0.000100 loss_class: 0.588317 loss_bbox: 0.122630 loss_giou: 0.343629 loss_class_aux: 3.758693 loss_bbox_aux: 0.826805 loss_giou_aux: 2.162625 loss_class_dn: 0.324281 loss_bbox_dn: 0.144407 loss_giou_dn: 0.374486 loss_class_aux_dn: 1.723071 loss_bbox_aux_dn: 0.885709 loss_giou_aux_dn: 2.090318 loss: 13.677071 eta: 4 days, 20:18:12 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1307 images/s [04/11 15:46:49] ppdet.engine INFO: Epoch: [32] [2000/7329] learning_rate: 0.000100 loss_class: 0.563471 loss_bbox: 0.141952 loss_giou: 0.413897 loss_class_aux: 3.615046 loss_bbox_aux: 0.937951 loss_giou_aux: 2.693190 loss_class_dn: 0.347644 loss_bbox_dn: 0.163112 loss_giou_dn: 0.430603 loss_class_aux_dn: 1.837555 loss_bbox_aux_dn: 0.941671 loss_giou_aux_dn: 2.341285 loss: 15.078379 eta: 4 days, 20:17:07 batch_cost: 0.6486 data_cost: 0.0020 ips: 6.1670 images/s [04/11 15:48:00] ppdet.engine INFO: Epoch: [32] [2100/7329] learning_rate: 0.000100 loss_class: 0.559907 loss_bbox: 0.139377 loss_giou: 0.325883 loss_class_aux: 3.711058 loss_bbox_aux: 0.882933 loss_giou_aux: 2.089602 loss_class_dn: 0.320657 loss_bbox_dn: 0.148171 loss_giou_dn: 0.343425 loss_class_aux_dn: 1.724999 loss_bbox_aux_dn: 0.871982 loss_giou_aux_dn: 1.930804 loss: 13.229265 eta: 4 days, 20:16:01 batch_cost: 0.6487 data_cost: 0.0022 ips: 6.1661 images/s [04/11 15:49:11] ppdet.engine INFO: Epoch: [32] [2200/7329] learning_rate: 0.000100 loss_class: 0.601946 loss_bbox: 0.147260 loss_giou: 0.350731 loss_class_aux: 3.924842 loss_bbox_aux: 0.918757 loss_giou_aux: 2.249434 loss_class_dn: 0.312927 loss_bbox_dn: 0.174327 loss_giou_dn: 0.350780 loss_class_aux_dn: 1.719083 loss_bbox_aux_dn: 1.004936 loss_giou_aux_dn: 1.945714 loss: 14.273728 eta: 4 days, 20:14:56 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1495 images/s [04/11 15:50:23] ppdet.engine INFO: Epoch: [32] [2300/7329] learning_rate: 0.000100 loss_class: 0.534440 loss_bbox: 0.130556 loss_giou: 0.286122 loss_class_aux: 3.542538 loss_bbox_aux: 0.862151 loss_giou_aux: 1.783102 loss_class_dn: 0.284247 loss_bbox_dn: 0.154837 loss_giou_dn: 0.275247 loss_class_aux_dn: 1.564349 loss_bbox_aux_dn: 0.934766 loss_giou_aux_dn: 1.523613 loss: 12.053288 eta: 4 days, 20:13:54 batch_cost: 0.6628 data_cost: 0.0019 ips: 6.0349 images/s [04/11 15:51:34] ppdet.engine INFO: Epoch: [32] [2400/7329] learning_rate: 0.000100 loss_class: 0.546025 loss_bbox: 0.131565 loss_giou: 0.343341 loss_class_aux: 3.538302 loss_bbox_aux: 0.842976 loss_giou_aux: 2.126712 loss_class_dn: 0.303864 loss_bbox_dn: 0.154945 loss_giou_dn: 0.345779 loss_class_aux_dn: 1.626029 loss_bbox_aux_dn: 0.892188 loss_giou_aux_dn: 1.904161 loss: 13.269957 eta: 4 days, 20:12:48 batch_cost: 0.6507 data_cost: 0.0019 ips: 6.1470 images/s [04/11 15:52:46] ppdet.engine INFO: Epoch: [32] [2500/7329] learning_rate: 0.000100 loss_class: 0.601641 loss_bbox: 0.138193 loss_giou: 0.449842 loss_class_aux: 3.857299 loss_bbox_aux: 0.900032 loss_giou_aux: 2.835955 loss_class_dn: 0.334671 loss_bbox_dn: 0.152497 loss_giou_dn: 0.411728 loss_class_aux_dn: 1.800069 loss_bbox_aux_dn: 0.898253 loss_giou_aux_dn: 2.296965 loss: 14.608398 eta: 4 days, 20:11:48 batch_cost: 0.6668 data_cost: 0.0020 ips: 5.9989 images/s [04/11 15:53:57] ppdet.engine INFO: Epoch: [32] [2600/7329] learning_rate: 0.000100 loss_class: 0.606153 loss_bbox: 0.145293 loss_giou: 0.451303 loss_class_aux: 3.912551 loss_bbox_aux: 0.965549 loss_giou_aux: 2.922423 loss_class_dn: 0.386412 loss_bbox_dn: 0.153588 loss_giou_dn: 0.436456 loss_class_aux_dn: 2.038991 loss_bbox_aux_dn: 0.928655 loss_giou_aux_dn: 2.516924 loss: 15.929591 eta: 4 days, 20:10:42 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1639 images/s [04/11 15:55:08] ppdet.engine INFO: Epoch: [32] [2700/7329] learning_rate: 0.000100 loss_class: 0.575010 loss_bbox: 0.133260 loss_giou: 0.330693 loss_class_aux: 3.713146 loss_bbox_aux: 0.867742 loss_giou_aux: 2.099729 loss_class_dn: 0.335806 loss_bbox_dn: 0.143229 loss_giou_dn: 0.340839 loss_class_aux_dn: 1.782096 loss_bbox_aux_dn: 0.847704 loss_giou_aux_dn: 1.919144 loss: 13.717169 eta: 4 days, 20:09:37 batch_cost: 0.6526 data_cost: 0.0022 ips: 6.1290 images/s [04/11 15:56:19] ppdet.engine INFO: Epoch: [32] [2800/7329] learning_rate: 0.000100 loss_class: 0.635958 loss_bbox: 0.156232 loss_giou: 0.491310 loss_class_aux: 4.003122 loss_bbox_aux: 0.954250 loss_giou_aux: 3.076890 loss_class_dn: 0.385165 loss_bbox_dn: 0.162855 loss_giou_dn: 0.494279 loss_class_aux_dn: 2.032045 loss_bbox_aux_dn: 0.936252 loss_giou_aux_dn: 2.731381 loss: 16.574062 eta: 4 days, 20:08:34 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0923 images/s [04/11 15:57:31] ppdet.engine INFO: Epoch: [32] [2900/7329] learning_rate: 0.000100 loss_class: 0.619835 loss_bbox: 0.151794 loss_giou: 0.457083 loss_class_aux: 3.792227 loss_bbox_aux: 1.032222 loss_giou_aux: 2.924381 loss_class_dn: 0.370516 loss_bbox_dn: 0.180791 loss_giou_dn: 0.442923 loss_class_aux_dn: 1.942763 loss_bbox_aux_dn: 1.044188 loss_giou_aux_dn: 2.461409 loss: 16.104612 eta: 4 days, 20:07:30 batch_cost: 0.6565 data_cost: 0.0019 ips: 6.0933 images/s [04/11 15:58:41] ppdet.engine INFO: Epoch: [32] [3000/7329] learning_rate: 0.000100 loss_class: 0.611136 loss_bbox: 0.142739 loss_giou: 0.390348 loss_class_aux: 3.945464 loss_bbox_aux: 0.921231 loss_giou_aux: 2.538543 loss_class_dn: 0.341883 loss_bbox_dn: 0.152022 loss_giou_dn: 0.385883 loss_class_aux_dn: 1.840609 loss_bbox_aux_dn: 0.902660 loss_giou_aux_dn: 2.159990 loss: 14.906286 eta: 4 days, 20:06:24 batch_cost: 0.6478 data_cost: 0.0020 ips: 6.1750 images/s [04/11 15:59:53] ppdet.engine INFO: Epoch: [32] [3100/7329] learning_rate: 0.000100 loss_class: 0.654588 loss_bbox: 0.138721 loss_giou: 0.395695 loss_class_aux: 4.164863 loss_bbox_aux: 0.892946 loss_giou_aux: 2.503925 loss_class_dn: 0.378032 loss_bbox_dn: 0.160976 loss_giou_dn: 0.419399 loss_class_aux_dn: 2.046287 loss_bbox_aux_dn: 0.923705 loss_giou_aux_dn: 2.284317 loss: 15.813604 eta: 4 days, 20:05:21 batch_cost: 0.6593 data_cost: 0.0020 ips: 6.0671 images/s [04/11 16:01:03] ppdet.engine INFO: Epoch: [32] [3200/7329] learning_rate: 0.000100 loss_class: 0.593163 loss_bbox: 0.133003 loss_giou: 0.393703 loss_class_aux: 3.899937 loss_bbox_aux: 0.922492 loss_giou_aux: 2.535161 loss_class_dn: 0.333820 loss_bbox_dn: 0.145971 loss_giou_dn: 0.367042 loss_class_aux_dn: 1.862017 loss_bbox_aux_dn: 0.860207 loss_giou_aux_dn: 2.072648 loss: 14.857285 eta: 4 days, 20:04:15 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1565 images/s [04/11 16:02:15] ppdet.engine INFO: Epoch: [32] [3300/7329] learning_rate: 0.000100 loss_class: 0.664862 loss_bbox: 0.163109 loss_giou: 0.422040 loss_class_aux: 4.311071 loss_bbox_aux: 1.116783 loss_giou_aux: 2.714377 loss_class_dn: 0.368629 loss_bbox_dn: 0.198608 loss_giou_dn: 0.432923 loss_class_aux_dn: 2.021098 loss_bbox_aux_dn: 1.180369 loss_giou_aux_dn: 2.390065 loss: 16.262917 eta: 4 days, 20:03:12 batch_cost: 0.6590 data_cost: 0.0019 ips: 6.0699 images/s [04/11 16:03:26] ppdet.engine INFO: Epoch: [32] [3400/7329] learning_rate: 0.000100 loss_class: 0.602068 loss_bbox: 0.143408 loss_giou: 0.359307 loss_class_aux: 3.800833 loss_bbox_aux: 0.935694 loss_giou_aux: 2.348602 loss_class_dn: 0.328181 loss_bbox_dn: 0.175710 loss_giou_dn: 0.361426 loss_class_aux_dn: 1.762559 loss_bbox_aux_dn: 1.037971 loss_giou_aux_dn: 2.012120 loss: 14.566029 eta: 4 days, 20:02:07 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1686 images/s [04/11 16:04:37] ppdet.engine INFO: Epoch: [32] [3500/7329] learning_rate: 0.000100 loss_class: 0.575697 loss_bbox: 0.148571 loss_giou: 0.392612 loss_class_aux: 3.799500 loss_bbox_aux: 0.946744 loss_giou_aux: 2.393589 loss_class_dn: 0.308707 loss_bbox_dn: 0.178430 loss_giou_dn: 0.365567 loss_class_aux_dn: 1.689801 loss_bbox_aux_dn: 1.036516 loss_giou_aux_dn: 2.026789 loss: 13.760940 eta: 4 days, 20:01:02 batch_cost: 0.6538 data_cost: 0.0019 ips: 6.1183 images/s [04/11 16:05:47] ppdet.engine INFO: Epoch: [32] [3600/7329] learning_rate: 0.000100 loss_class: 0.514110 loss_bbox: 0.140132 loss_giou: 0.362654 loss_class_aux: 3.528448 loss_bbox_aux: 0.858655 loss_giou_aux: 2.306019 loss_class_dn: 0.291185 loss_bbox_dn: 0.147704 loss_giou_dn: 0.327918 loss_class_aux_dn: 1.553642 loss_bbox_aux_dn: 0.864221 loss_giou_aux_dn: 1.839635 loss: 13.257247 eta: 4 days, 19:59:55 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2065 images/s [04/11 16:06:57] ppdet.engine INFO: Epoch: [32] [3700/7329] learning_rate: 0.000100 loss_class: 0.584975 loss_bbox: 0.137536 loss_giou: 0.361262 loss_class_aux: 3.583716 loss_bbox_aux: 0.888526 loss_giou_aux: 2.329535 loss_class_dn: 0.331469 loss_bbox_dn: 0.174248 loss_giou_dn: 0.349840 loss_class_aux_dn: 1.786876 loss_bbox_aux_dn: 0.976423 loss_giou_aux_dn: 1.961403 loss: 13.939234 eta: 4 days, 19:58:49 batch_cost: 0.6478 data_cost: 0.0019 ips: 6.1748 images/s [04/11 16:08:08] ppdet.engine INFO: Epoch: [32] [3800/7329] learning_rate: 0.000100 loss_class: 0.589324 loss_bbox: 0.147329 loss_giou: 0.429134 loss_class_aux: 3.850858 loss_bbox_aux: 0.940143 loss_giou_aux: 2.769740 loss_class_dn: 0.345248 loss_bbox_dn: 0.146301 loss_giou_dn: 0.418806 loss_class_aux_dn: 1.856805 loss_bbox_aux_dn: 0.848521 loss_giou_aux_dn: 2.277549 loss: 15.047335 eta: 4 days, 19:57:44 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1455 images/s [04/11 16:09:19] ppdet.engine INFO: Epoch: [32] [3900/7329] learning_rate: 0.000100 loss_class: 0.633199 loss_bbox: 0.145274 loss_giou: 0.432949 loss_class_aux: 4.194276 loss_bbox_aux: 0.934246 loss_giou_aux: 2.695933 loss_class_dn: 0.367693 loss_bbox_dn: 0.169039 loss_giou_dn: 0.415077 loss_class_aux_dn: 1.975271 loss_bbox_aux_dn: 0.959439 loss_giou_aux_dn: 2.313262 loss: 15.511880 eta: 4 days, 19:56:39 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1509 images/s [04/11 16:10:29] ppdet.engine INFO: Epoch: [32] [4000/7329] learning_rate: 0.000100 loss_class: 0.562877 loss_bbox: 0.144339 loss_giou: 0.366187 loss_class_aux: 3.462400 loss_bbox_aux: 0.918647 loss_giou_aux: 2.264432 loss_class_dn: 0.293197 loss_bbox_dn: 0.149715 loss_giou_dn: 0.344503 loss_class_aux_dn: 1.604679 loss_bbox_aux_dn: 0.871345 loss_giou_aux_dn: 1.854812 loss: 13.110815 eta: 4 days, 19:55:33 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1627 images/s [04/11 16:11:39] ppdet.engine INFO: Epoch: [32] [4100/7329] learning_rate: 0.000100 loss_class: 0.545923 loss_bbox: 0.139157 loss_giou: 0.363337 loss_class_aux: 3.494036 loss_bbox_aux: 0.847264 loss_giou_aux: 2.258499 loss_class_dn: 0.320586 loss_bbox_dn: 0.157135 loss_giou_dn: 0.363340 loss_class_aux_dn: 1.703045 loss_bbox_aux_dn: 0.900993 loss_giou_aux_dn: 1.993667 loss: 13.555836 eta: 4 days, 19:54:27 batch_cost: 0.6486 data_cost: 0.0021 ips: 6.1673 images/s [04/11 16:12:49] ppdet.engine INFO: Epoch: [32] [4200/7329] learning_rate: 0.000100 loss_class: 0.631575 loss_bbox: 0.155711 loss_giou: 0.411521 loss_class_aux: 4.019148 loss_bbox_aux: 0.929745 loss_giou_aux: 2.632708 loss_class_dn: 0.390657 loss_bbox_dn: 0.155117 loss_giou_dn: 0.431772 loss_class_aux_dn: 2.096375 loss_bbox_aux_dn: 0.944954 loss_giou_aux_dn: 2.378904 loss: 16.737057 eta: 4 days, 19:53:20 batch_cost: 0.6418 data_cost: 0.0019 ips: 6.2320 images/s [04/11 16:14:00] ppdet.engine INFO: Epoch: [32] [4300/7329] learning_rate: 0.000100 loss_class: 0.536073 loss_bbox: 0.142104 loss_giou: 0.393869 loss_class_aux: 3.474225 loss_bbox_aux: 0.930050 loss_giou_aux: 2.392339 loss_class_dn: 0.325798 loss_bbox_dn: 0.152514 loss_giou_dn: 0.393208 loss_class_aux_dn: 1.743502 loss_bbox_aux_dn: 0.862665 loss_giou_aux_dn: 2.170704 loss: 14.429472 eta: 4 days, 19:52:14 batch_cost: 0.6488 data_cost: 0.0019 ips: 6.1650 images/s [04/11 16:15:10] ppdet.engine INFO: Epoch: [32] [4400/7329] learning_rate: 0.000100 loss_class: 0.518561 loss_bbox: 0.118395 loss_giou: 0.327539 loss_class_aux: 3.431361 loss_bbox_aux: 0.795854 loss_giou_aux: 2.000504 loss_class_dn: 0.289514 loss_bbox_dn: 0.158061 loss_giou_dn: 0.305242 loss_class_aux_dn: 1.545152 loss_bbox_aux_dn: 0.923784 loss_giou_aux_dn: 1.732810 loss: 12.489176 eta: 4 days, 19:51:08 batch_cost: 0.6481 data_cost: 0.0018 ips: 6.1722 images/s [04/11 16:16:22] ppdet.engine INFO: Epoch: [32] [4500/7329] learning_rate: 0.000100 loss_class: 0.586987 loss_bbox: 0.124934 loss_giou: 0.350294 loss_class_aux: 3.666739 loss_bbox_aux: 0.840377 loss_giou_aux: 2.233400 loss_class_dn: 0.318398 loss_bbox_dn: 0.153846 loss_giou_dn: 0.340809 loss_class_aux_dn: 1.778975 loss_bbox_aux_dn: 0.934781 loss_giou_aux_dn: 1.936655 loss: 13.459487 eta: 4 days, 19:50:05 batch_cost: 0.6590 data_cost: 0.0021 ips: 6.0694 images/s [04/11 16:17:33] ppdet.engine INFO: Epoch: [32] [4600/7329] learning_rate: 0.000100 loss_class: 0.537215 loss_bbox: 0.127828 loss_giou: 0.333601 loss_class_aux: 3.513970 loss_bbox_aux: 0.861277 loss_giou_aux: 2.091586 loss_class_dn: 0.296783 loss_bbox_dn: 0.146625 loss_giou_dn: 0.339058 loss_class_aux_dn: 1.605454 loss_bbox_aux_dn: 0.889955 loss_giou_aux_dn: 1.912995 loss: 13.089802 eta: 4 days, 19:49:01 batch_cost: 0.6549 data_cost: 0.0022 ips: 6.1079 images/s [04/11 16:18:44] ppdet.engine INFO: Epoch: [32] [4700/7329] learning_rate: 0.000100 loss_class: 0.608398 loss_bbox: 0.146327 loss_giou: 0.376768 loss_class_aux: 3.631047 loss_bbox_aux: 0.984108 loss_giou_aux: 2.413706 loss_class_dn: 0.332314 loss_bbox_dn: 0.154723 loss_giou_dn: 0.387546 loss_class_aux_dn: 1.811375 loss_bbox_aux_dn: 0.952309 loss_giou_aux_dn: 2.132192 loss: 15.174419 eta: 4 days, 19:47:56 batch_cost: 0.6514 data_cost: 0.0022 ips: 6.1409 images/s [04/11 16:19:56] ppdet.engine INFO: Epoch: [32] [4800/7329] learning_rate: 0.000100 loss_class: 0.542564 loss_bbox: 0.127949 loss_giou: 0.333371 loss_class_aux: 3.519921 loss_bbox_aux: 0.831299 loss_giou_aux: 2.173543 loss_class_dn: 0.307057 loss_bbox_dn: 0.144134 loss_giou_dn: 0.354326 loss_class_aux_dn: 1.641691 loss_bbox_aux_dn: 0.837312 loss_giou_aux_dn: 1.976888 loss: 13.430340 eta: 4 days, 19:46:53 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0635 images/s [04/11 16:21:10] ppdet.engine INFO: Epoch: [32] [4900/7329] learning_rate: 0.000100 loss_class: 0.547355 loss_bbox: 0.122230 loss_giou: 0.344843 loss_class_aux: 3.481009 loss_bbox_aux: 0.794997 loss_giou_aux: 2.196377 loss_class_dn: 0.288212 loss_bbox_dn: 0.147456 loss_giou_dn: 0.340132 loss_class_aux_dn: 1.560056 loss_bbox_aux_dn: 0.892551 loss_giou_aux_dn: 1.829641 loss: 12.751726 eta: 4 days, 19:45:54 batch_cost: 0.6731 data_cost: 0.0020 ips: 5.9430 images/s [04/11 16:22:20] ppdet.engine INFO: Epoch: [32] [5000/7329] learning_rate: 0.000100 loss_class: 0.559954 loss_bbox: 0.123360 loss_giou: 0.374819 loss_class_aux: 3.506297 loss_bbox_aux: 0.806399 loss_giou_aux: 2.432478 loss_class_dn: 0.314374 loss_bbox_dn: 0.133754 loss_giou_dn: 0.374308 loss_class_aux_dn: 1.713423 loss_bbox_aux_dn: 0.817765 loss_giou_aux_dn: 2.046179 loss: 13.445560 eta: 4 days, 19:44:48 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1784 images/s [04/11 16:23:31] ppdet.engine INFO: Epoch: [32] [5100/7329] learning_rate: 0.000100 loss_class: 0.513229 loss_bbox: 0.123460 loss_giou: 0.344632 loss_class_aux: 3.296869 loss_bbox_aux: 0.825250 loss_giou_aux: 2.110075 loss_class_dn: 0.294511 loss_bbox_dn: 0.125950 loss_giou_dn: 0.335110 loss_class_aux_dn: 1.634328 loss_bbox_aux_dn: 0.773558 loss_giou_aux_dn: 1.865571 loss: 12.281981 eta: 4 days, 19:43:44 batch_cost: 0.6554 data_cost: 0.0020 ips: 6.1028 images/s [04/11 16:24:43] ppdet.engine INFO: Epoch: [32] [5200/7329] learning_rate: 0.000100 loss_class: 0.567170 loss_bbox: 0.139427 loss_giou: 0.337286 loss_class_aux: 3.691546 loss_bbox_aux: 0.895779 loss_giou_aux: 2.108106 loss_class_dn: 0.316032 loss_bbox_dn: 0.165551 loss_giou_dn: 0.358057 loss_class_aux_dn: 1.778177 loss_bbox_aux_dn: 0.977721 loss_giou_aux_dn: 2.003228 loss: 13.906584 eta: 4 days, 19:42:40 batch_cost: 0.6575 data_cost: 0.0020 ips: 6.0838 images/s [04/11 16:25:54] ppdet.engine INFO: Epoch: [32] [5300/7329] learning_rate: 0.000100 loss_class: 0.591423 loss_bbox: 0.145564 loss_giou: 0.454432 loss_class_aux: 3.724170 loss_bbox_aux: 0.915789 loss_giou_aux: 2.812970 loss_class_dn: 0.347805 loss_bbox_dn: 0.153326 loss_giou_dn: 0.438858 loss_class_aux_dn: 1.834688 loss_bbox_aux_dn: 0.881228 loss_giou_aux_dn: 2.424968 loss: 15.294494 eta: 4 days, 19:41:35 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1452 images/s [04/11 16:27:03] ppdet.engine INFO: Epoch: [32] [5400/7329] learning_rate: 0.000100 loss_class: 0.556016 loss_bbox: 0.115425 loss_giou: 0.355193 loss_class_aux: 3.513019 loss_bbox_aux: 0.769220 loss_giou_aux: 2.325032 loss_class_dn: 0.312384 loss_bbox_dn: 0.140431 loss_giou_dn: 0.352154 loss_class_aux_dn: 1.682763 loss_bbox_aux_dn: 0.821494 loss_giou_aux_dn: 1.924757 loss: 13.157003 eta: 4 days, 19:40:28 batch_cost: 0.6434 data_cost: 0.0021 ips: 6.2171 images/s [04/11 16:28:13] ppdet.engine INFO: Epoch: [32] [5500/7329] learning_rate: 0.000100 loss_class: 0.556526 loss_bbox: 0.131348 loss_giou: 0.351770 loss_class_aux: 3.464479 loss_bbox_aux: 0.845491 loss_giou_aux: 2.230772 loss_class_dn: 0.321666 loss_bbox_dn: 0.146242 loss_giou_dn: 0.335096 loss_class_aux_dn: 1.737322 loss_bbox_aux_dn: 0.868874 loss_giou_aux_dn: 1.894802 loss: 13.834772 eta: 4 days, 19:39:21 batch_cost: 0.6421 data_cost: 0.0020 ips: 6.2300 images/s [04/11 16:29:24] ppdet.engine INFO: Epoch: [32] [5600/7329] learning_rate: 0.000100 loss_class: 0.673861 loss_bbox: 0.156981 loss_giou: 0.484270 loss_class_aux: 4.360851 loss_bbox_aux: 0.970455 loss_giou_aux: 3.059573 loss_class_dn: 0.401345 loss_bbox_dn: 0.167612 loss_giou_dn: 0.468343 loss_class_aux_dn: 2.065354 loss_bbox_aux_dn: 0.961411 loss_giou_aux_dn: 2.583731 loss: 17.445908 eta: 4 days, 19:38:15 batch_cost: 0.6489 data_cost: 0.0017 ips: 6.1645 images/s [04/11 16:30:34] ppdet.engine INFO: Epoch: [32] [5700/7329] learning_rate: 0.000100 loss_class: 0.585540 loss_bbox: 0.148266 loss_giou: 0.370440 loss_class_aux: 3.691558 loss_bbox_aux: 0.936066 loss_giou_aux: 2.373851 loss_class_dn: 0.333146 loss_bbox_dn: 0.165229 loss_giou_dn: 0.396186 loss_class_aux_dn: 1.778983 loss_bbox_aux_dn: 1.002532 loss_giou_aux_dn: 2.138194 loss: 14.270906 eta: 4 days, 19:37:09 batch_cost: 0.6480 data_cost: 0.0020 ips: 6.1730 images/s [04/11 16:31:44] ppdet.engine INFO: Epoch: [32] [5800/7329] learning_rate: 0.000100 loss_class: 0.615340 loss_bbox: 0.143057 loss_giou: 0.386782 loss_class_aux: 3.944608 loss_bbox_aux: 1.000931 loss_giou_aux: 2.452851 loss_class_dn: 0.342626 loss_bbox_dn: 0.161781 loss_giou_dn: 0.402040 loss_class_aux_dn: 1.845911 loss_bbox_aux_dn: 1.004123 loss_giou_aux_dn: 2.246966 loss: 14.632896 eta: 4 days, 19:36:02 batch_cost: 0.6440 data_cost: 0.0020 ips: 6.2114 images/s [04/11 16:32:56] ppdet.engine INFO: Epoch: [32] [5900/7329] learning_rate: 0.000100 loss_class: 0.596440 loss_bbox: 0.137220 loss_giou: 0.387056 loss_class_aux: 3.802929 loss_bbox_aux: 0.894467 loss_giou_aux: 2.534405 loss_class_dn: 0.345804 loss_bbox_dn: 0.152494 loss_giou_dn: 0.408833 loss_class_aux_dn: 1.830110 loss_bbox_aux_dn: 0.902358 loss_giou_aux_dn: 2.242323 loss: 14.943183 eta: 4 days, 19:34:59 batch_cost: 0.6587 data_cost: 0.0020 ips: 6.0729 images/s [04/11 16:34:06] ppdet.engine INFO: Epoch: [32] [6000/7329] learning_rate: 0.000100 loss_class: 0.563065 loss_bbox: 0.135894 loss_giou: 0.333855 loss_class_aux: 3.612803 loss_bbox_aux: 0.895825 loss_giou_aux: 2.046895 loss_class_dn: 0.312216 loss_bbox_dn: 0.155861 loss_giou_dn: 0.342769 loss_class_aux_dn: 1.773582 loss_bbox_aux_dn: 0.929963 loss_giou_aux_dn: 1.918020 loss: 13.387181 eta: 4 days, 19:33:54 batch_cost: 0.6504 data_cost: 0.0021 ips: 6.1505 images/s [04/11 16:35:17] ppdet.engine INFO: Epoch: [32] [6100/7329] learning_rate: 0.000100 loss_class: 0.622865 loss_bbox: 0.143407 loss_giou: 0.444412 loss_class_aux: 4.178079 loss_bbox_aux: 0.964072 loss_giou_aux: 2.748511 loss_class_dn: 0.355368 loss_bbox_dn: 0.156623 loss_giou_dn: 0.451385 loss_class_aux_dn: 1.899528 loss_bbox_aux_dn: 0.930565 loss_giou_aux_dn: 2.451380 loss: 15.577118 eta: 4 days, 19:32:48 batch_cost: 0.6511 data_cost: 0.0022 ips: 6.1430 images/s [04/11 16:36:28] ppdet.engine INFO: Epoch: [32] [6200/7329] learning_rate: 0.000100 loss_class: 0.608591 loss_bbox: 0.135006 loss_giou: 0.396905 loss_class_aux: 3.881025 loss_bbox_aux: 0.907671 loss_giou_aux: 2.517346 loss_class_dn: 0.352078 loss_bbox_dn: 0.153275 loss_giou_dn: 0.416577 loss_class_aux_dn: 1.907516 loss_bbox_aux_dn: 0.881791 loss_giou_aux_dn: 2.268727 loss: 14.765696 eta: 4 days, 19:31:43 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1464 images/s [04/11 16:37:40] ppdet.engine INFO: Epoch: [32] [6300/7329] learning_rate: 0.000100 loss_class: 0.580261 loss_bbox: 0.128453 loss_giou: 0.367574 loss_class_aux: 3.672763 loss_bbox_aux: 0.886975 loss_giou_aux: 2.355542 loss_class_dn: 0.332862 loss_bbox_dn: 0.146905 loss_giou_dn: 0.349028 loss_class_aux_dn: 1.753301 loss_bbox_aux_dn: 0.887883 loss_giou_aux_dn: 1.924205 loss: 13.422612 eta: 4 days, 19:30:40 batch_cost: 0.6584 data_cost: 0.0021 ips: 6.0752 images/s [04/11 16:38:51] ppdet.engine INFO: Epoch: [32] [6400/7329] learning_rate: 0.000100 loss_class: 0.530832 loss_bbox: 0.121609 loss_giou: 0.386866 loss_class_aux: 3.461967 loss_bbox_aux: 0.814778 loss_giou_aux: 2.508515 loss_class_dn: 0.305375 loss_bbox_dn: 0.140197 loss_giou_dn: 0.359780 loss_class_aux_dn: 1.649100 loss_bbox_aux_dn: 0.828908 loss_giou_aux_dn: 1.999115 loss: 13.505791 eta: 4 days, 19:29:37 batch_cost: 0.6583 data_cost: 0.0019 ips: 6.0762 images/s [04/11 16:40:02] ppdet.engine INFO: Epoch: [32] [6500/7329] learning_rate: 0.000100 loss_class: 0.576262 loss_bbox: 0.119259 loss_giou: 0.390533 loss_class_aux: 3.722153 loss_bbox_aux: 0.808470 loss_giou_aux: 2.412843 loss_class_dn: 0.326745 loss_bbox_dn: 0.136012 loss_giou_dn: 0.377644 loss_class_aux_dn: 1.756397 loss_bbox_aux_dn: 0.807009 loss_giou_aux_dn: 2.063061 loss: 14.416989 eta: 4 days, 19:28:30 batch_cost: 0.6461 data_cost: 0.0020 ips: 6.1910 images/s [04/11 16:41:13] ppdet.engine INFO: Epoch: [32] [6600/7329] learning_rate: 0.000100 loss_class: 0.517852 loss_bbox: 0.113246 loss_giou: 0.321079 loss_class_aux: 3.308437 loss_bbox_aux: 0.801395 loss_giou_aux: 2.065564 loss_class_dn: 0.279755 loss_bbox_dn: 0.144261 loss_giou_dn: 0.339864 loss_class_aux_dn: 1.493949 loss_bbox_aux_dn: 0.848967 loss_giou_aux_dn: 1.873808 loss: 12.356253 eta: 4 days, 19:27:25 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1391 images/s [04/11 16:42:24] ppdet.engine INFO: Epoch: [32] [6700/7329] learning_rate: 0.000100 loss_class: 0.679924 loss_bbox: 0.151828 loss_giou: 0.456364 loss_class_aux: 4.402911 loss_bbox_aux: 0.976738 loss_giou_aux: 2.824558 loss_class_dn: 0.356682 loss_bbox_dn: 0.157977 loss_giou_dn: 0.413884 loss_class_aux_dn: 1.917347 loss_bbox_aux_dn: 0.935872 loss_giou_aux_dn: 2.266681 loss: 15.508064 eta: 4 days, 19:26:22 batch_cost: 0.6587 data_cost: 0.0020 ips: 6.0726 images/s [04/11 16:43:34] ppdet.engine INFO: Epoch: [32] [6800/7329] learning_rate: 0.000100 loss_class: 0.658597 loss_bbox: 0.143493 loss_giou: 0.402541 loss_class_aux: 4.195040 loss_bbox_aux: 0.993552 loss_giou_aux: 2.607802 loss_class_dn: 0.364182 loss_bbox_dn: 0.167847 loss_giou_dn: 0.399079 loss_class_aux_dn: 1.936669 loss_bbox_aux_dn: 1.001592 loss_giou_aux_dn: 2.195210 loss: 15.413098 eta: 4 days, 19:25:15 batch_cost: 0.6438 data_cost: 0.0021 ips: 6.2135 images/s [04/11 16:44:43] ppdet.engine INFO: Epoch: [32] [6900/7329] learning_rate: 0.000100 loss_class: 0.526660 loss_bbox: 0.147477 loss_giou: 0.392268 loss_class_aux: 3.400165 loss_bbox_aux: 0.946821 loss_giou_aux: 2.434288 loss_class_dn: 0.323083 loss_bbox_dn: 0.158065 loss_giou_dn: 0.404066 loss_class_aux_dn: 1.683720 loss_bbox_aux_dn: 0.927154 loss_giou_aux_dn: 2.160354 loss: 13.673439 eta: 4 days, 19:24:06 batch_cost: 0.6358 data_cost: 0.0018 ips: 6.2918 images/s [04/11 16:45:53] ppdet.engine INFO: Epoch: [32] [7000/7329] learning_rate: 0.000100 loss_class: 0.575178 loss_bbox: 0.122423 loss_giou: 0.392896 loss_class_aux: 3.633167 loss_bbox_aux: 0.799695 loss_giou_aux: 2.541957 loss_class_dn: 0.349335 loss_bbox_dn: 0.131421 loss_giou_dn: 0.405727 loss_class_aux_dn: 1.885964 loss_bbox_aux_dn: 0.821805 loss_giou_aux_dn: 2.271902 loss: 14.817480 eta: 4 days, 19:23:00 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1778 images/s [04/11 16:47:04] ppdet.engine INFO: Epoch: [32] [7100/7329] learning_rate: 0.000100 loss_class: 0.623842 loss_bbox: 0.138517 loss_giou: 0.397907 loss_class_aux: 4.020329 loss_bbox_aux: 0.909454 loss_giou_aux: 2.449738 loss_class_dn: 0.352991 loss_bbox_dn: 0.155872 loss_giou_dn: 0.393885 loss_class_aux_dn: 1.904661 loss_bbox_aux_dn: 0.894322 loss_giou_aux_dn: 2.148987 loss: 15.308950 eta: 4 days, 19:21:54 batch_cost: 0.6484 data_cost: 0.0019 ips: 6.1686 images/s [04/11 16:48:15] ppdet.engine INFO: Epoch: [32] [7200/7329] learning_rate: 0.000100 loss_class: 0.512663 loss_bbox: 0.116986 loss_giou: 0.364196 loss_class_aux: 3.320330 loss_bbox_aux: 0.765311 loss_giou_aux: 2.285353 loss_class_dn: 0.306660 loss_bbox_dn: 0.125178 loss_giou_dn: 0.327044 loss_class_aux_dn: 1.637306 loss_bbox_aux_dn: 0.692121 loss_giou_aux_dn: 1.843742 loss: 12.455237 eta: 4 days, 19:20:49 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1315 images/s [04/11 16:49:27] ppdet.engine INFO: Epoch: [32] [7300/7329] learning_rate: 0.000100 loss_class: 0.599849 loss_bbox: 0.139609 loss_giou: 0.387518 loss_class_aux: 3.851762 loss_bbox_aux: 0.964462 loss_giou_aux: 2.497629 loss_class_dn: 0.356036 loss_bbox_dn: 0.157913 loss_giou_dn: 0.417644 loss_class_aux_dn: 1.894418 loss_bbox_aux_dn: 0.926462 loss_giou_aux_dn: 2.352746 loss: 15.624166 eta: 4 days, 19:19:47 batch_cost: 0.6613 data_cost: 0.0020 ips: 6.0486 images/s [04/11 16:49:51] ppdet.engine INFO: Eval iter: 0 [04/11 16:50:19] ppdet.engine INFO: Eval iter: 100 [04/11 16:50:46] ppdet.engine INFO: Eval iter: 200 [04/11 16:51:13] ppdet.engine INFO: Eval iter: 300 [04/11 16:51:40] ppdet.engine INFO: Eval iter: 400 [04/11 16:52:08] ppdet.engine INFO: Eval iter: 500 [04/11 16:52:35] ppdet.engine INFO: Eval iter: 600 [04/11 16:53:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 16:53:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.50s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.20s). Accumulating evaluation results... DONE (t=29.13s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/11 16:56:08] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.212319023281506 [04/11 16:56:08] ppdet.engine INFO: Best test bbox ap is 0.533. [04/11 16:56:12] ppdet.engine INFO: Epoch: [33] [ 0/7329] learning_rate: 0.000100 loss_class: 0.603044 loss_bbox: 0.131104 loss_giou: 0.349024 loss_class_aux: 3.767262 loss_bbox_aux: 0.852740 loss_giou_aux: 2.232457 loss_class_dn: 0.335806 loss_bbox_dn: 0.147566 loss_giou_dn: 0.395120 loss_class_aux_dn: 1.811391 loss_bbox_aux_dn: 0.866388 loss_giou_aux_dn: 2.144906 loss: 15.169502 eta: 4 days, 19:19:29 batch_cost: 0.6605 data_cost: 0.0019 ips: 6.0560 images/s [04/11 16:57:23] ppdet.engine INFO: Epoch: [33] [ 100/7329] learning_rate: 0.000100 loss_class: 0.608699 loss_bbox: 0.144301 loss_giou: 0.382056 loss_class_aux: 3.698977 loss_bbox_aux: 0.932028 loss_giou_aux: 2.463223 loss_class_dn: 0.336132 loss_bbox_dn: 0.153180 loss_giou_dn: 0.367971 loss_class_aux_dn: 1.795531 loss_bbox_aux_dn: 0.891046 loss_giou_aux_dn: 2.010028 loss: 14.452047 eta: 4 days, 19:18:24 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1369 images/s [04/11 16:58:34] ppdet.engine INFO: Epoch: [33] [ 200/7329] learning_rate: 0.000100 loss_class: 0.541611 loss_bbox: 0.134653 loss_giou: 0.397158 loss_class_aux: 3.586843 loss_bbox_aux: 0.872476 loss_giou_aux: 2.531286 loss_class_dn: 0.319752 loss_bbox_dn: 0.135182 loss_giou_dn: 0.375245 loss_class_aux_dn: 1.736781 loss_bbox_aux_dn: 0.812227 loss_giou_aux_dn: 2.092764 loss: 13.157661 eta: 4 days, 19:17:20 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0854 images/s [04/11 16:59:44] ppdet.engine INFO: Epoch: [33] [ 300/7329] learning_rate: 0.000100 loss_class: 0.572815 loss_bbox: 0.116830 loss_giou: 0.355676 loss_class_aux: 3.541651 loss_bbox_aux: 0.789268 loss_giou_aux: 2.215724 loss_class_dn: 0.304284 loss_bbox_dn: 0.127583 loss_giou_dn: 0.352421 loss_class_aux_dn: 1.659065 loss_bbox_aux_dn: 0.785294 loss_giou_aux_dn: 1.932058 loss: 13.105042 eta: 4 days, 19:16:14 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1905 images/s [04/11 17:00:55] ppdet.engine INFO: Epoch: [33] [ 400/7329] learning_rate: 0.000100 loss_class: 0.503251 loss_bbox: 0.117597 loss_giou: 0.318448 loss_class_aux: 3.406852 loss_bbox_aux: 0.780745 loss_giou_aux: 1.994776 loss_class_dn: 0.290080 loss_bbox_dn: 0.128494 loss_giou_dn: 0.316049 loss_class_aux_dn: 1.594212 loss_bbox_aux_dn: 0.790526 loss_giou_aux_dn: 1.750570 loss: 12.238972 eta: 4 days, 19:15:07 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1893 images/s [04/11 17:02:04] ppdet.engine INFO: Epoch: [33] [ 500/7329] learning_rate: 0.000100 loss_class: 0.564902 loss_bbox: 0.154810 loss_giou: 0.330449 loss_class_aux: 3.721357 loss_bbox_aux: 0.981778 loss_giou_aux: 2.034513 loss_class_dn: 0.321123 loss_bbox_dn: 0.166881 loss_giou_dn: 0.337705 loss_class_aux_dn: 1.750621 loss_bbox_aux_dn: 0.967072 loss_giou_aux_dn: 1.921915 loss: 14.305360 eta: 4 days, 19:14:00 batch_cost: 0.6422 data_cost: 0.0019 ips: 6.2290 images/s [04/11 17:03:14] ppdet.engine INFO: Epoch: [33] [ 600/7329] learning_rate: 0.000100 loss_class: 0.639075 loss_bbox: 0.143164 loss_giou: 0.391795 loss_class_aux: 4.116586 loss_bbox_aux: 0.942621 loss_giou_aux: 2.450366 loss_class_dn: 0.354926 loss_bbox_dn: 0.168373 loss_giou_dn: 0.385522 loss_class_aux_dn: 1.950299 loss_bbox_aux_dn: 0.957329 loss_giou_aux_dn: 2.129093 loss: 14.514264 eta: 4 days, 19:12:54 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1918 images/s [04/11 17:04:24] ppdet.engine INFO: Epoch: [33] [ 700/7329] learning_rate: 0.000100 loss_class: 0.568118 loss_bbox: 0.131890 loss_giou: 0.376196 loss_class_aux: 3.606336 loss_bbox_aux: 0.854896 loss_giou_aux: 2.311491 loss_class_dn: 0.316922 loss_bbox_dn: 0.154954 loss_giou_dn: 0.363292 loss_class_aux_dn: 1.674696 loss_bbox_aux_dn: 0.871633 loss_giou_aux_dn: 2.024055 loss: 13.765866 eta: 4 days, 19:11:47 batch_cost: 0.6473 data_cost: 0.0017 ips: 6.1798 images/s [04/11 17:05:35] ppdet.engine INFO: Epoch: [33] [ 800/7329] learning_rate: 0.000100 loss_class: 0.564352 loss_bbox: 0.138528 loss_giou: 0.322567 loss_class_aux: 3.718959 loss_bbox_aux: 0.931258 loss_giou_aux: 2.047873 loss_class_dn: 0.294535 loss_bbox_dn: 0.158277 loss_giou_dn: 0.344694 loss_class_aux_dn: 1.614385 loss_bbox_aux_dn: 0.952844 loss_giou_aux_dn: 1.871950 loss: 13.540482 eta: 4 days, 19:10:42 batch_cost: 0.6480 data_cost: 0.0020 ips: 6.1724 images/s [04/11 17:06:45] ppdet.engine INFO: Epoch: [33] [ 900/7329] learning_rate: 0.000100 loss_class: 0.651891 loss_bbox: 0.145596 loss_giou: 0.412696 loss_class_aux: 4.258519 loss_bbox_aux: 0.939171 loss_giou_aux: 2.613348 loss_class_dn: 0.376847 loss_bbox_dn: 0.165857 loss_giou_dn: 0.409129 loss_class_aux_dn: 1.972281 loss_bbox_aux_dn: 0.975219 loss_giou_aux_dn: 2.365731 loss: 16.666679 eta: 4 days, 19:09:34 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2237 images/s [04/11 17:07:53] ppdet.engine INFO: Epoch: [33] [1000/7329] learning_rate: 0.000100 loss_class: 0.598808 loss_bbox: 0.150891 loss_giou: 0.418269 loss_class_aux: 3.878265 loss_bbox_aux: 0.982935 loss_giou_aux: 2.651627 loss_class_dn: 0.344854 loss_bbox_dn: 0.157730 loss_giou_dn: 0.415419 loss_class_aux_dn: 1.829683 loss_bbox_aux_dn: 0.953216 loss_giou_aux_dn: 2.308594 loss: 15.518664 eta: 4 days, 19:08:25 batch_cost: 0.6342 data_cost: 0.0017 ips: 6.3073 images/s [04/11 17:09:03] ppdet.engine INFO: Epoch: [33] [1100/7329] learning_rate: 0.000100 loss_class: 0.650195 loss_bbox: 0.139109 loss_giou: 0.440092 loss_class_aux: 4.044397 loss_bbox_aux: 0.939359 loss_giou_aux: 2.788881 loss_class_dn: 0.381824 loss_bbox_dn: 0.151681 loss_giou_dn: 0.419512 loss_class_aux_dn: 2.039160 loss_bbox_aux_dn: 0.919193 loss_giou_aux_dn: 2.287100 loss: 15.841896 eta: 4 days, 19:07:17 batch_cost: 0.6420 data_cost: 0.0020 ips: 6.2303 images/s [04/11 17:10:14] ppdet.engine INFO: Epoch: [33] [1200/7329] learning_rate: 0.000100 loss_class: 0.600823 loss_bbox: 0.132650 loss_giou: 0.410113 loss_class_aux: 3.923795 loss_bbox_aux: 0.882110 loss_giou_aux: 2.582017 loss_class_dn: 0.347002 loss_bbox_dn: 0.149100 loss_giou_dn: 0.402236 loss_class_aux_dn: 1.847186 loss_bbox_aux_dn: 0.919254 loss_giou_aux_dn: 2.207848 loss: 14.728899 eta: 4 days, 19:06:11 batch_cost: 0.6463 data_cost: 0.0021 ips: 6.1891 images/s [04/11 17:11:23] ppdet.engine INFO: Epoch: [33] [1300/7329] learning_rate: 0.000100 loss_class: 0.607008 loss_bbox: 0.125766 loss_giou: 0.421177 loss_class_aux: 3.754489 loss_bbox_aux: 0.809907 loss_giou_aux: 2.599809 loss_class_dn: 0.332809 loss_bbox_dn: 0.146558 loss_giou_dn: 0.386555 loss_class_aux_dn: 1.798441 loss_bbox_aux_dn: 0.816148 loss_giou_aux_dn: 2.183239 loss: 14.266172 eta: 4 days, 19:05:03 batch_cost: 0.6390 data_cost: 0.0018 ips: 6.2599 images/s [04/11 17:12:34] ppdet.engine INFO: Epoch: [33] [1400/7329] learning_rate: 0.000100 loss_class: 0.560848 loss_bbox: 0.131834 loss_giou: 0.362845 loss_class_aux: 3.598460 loss_bbox_aux: 0.848250 loss_giou_aux: 2.365893 loss_class_dn: 0.331061 loss_bbox_dn: 0.141019 loss_giou_dn: 0.359894 loss_class_aux_dn: 1.788190 loss_bbox_aux_dn: 0.808784 loss_giou_aux_dn: 2.013927 loss: 13.921517 eta: 4 days, 19:03:58 batch_cost: 0.6524 data_cost: 0.0020 ips: 6.1309 images/s [04/11 17:13:44] ppdet.engine INFO: Epoch: [33] [1500/7329] learning_rate: 0.000100 loss_class: 0.637227 loss_bbox: 0.160426 loss_giou: 0.409033 loss_class_aux: 4.139564 loss_bbox_aux: 1.066425 loss_giou_aux: 2.641139 loss_class_dn: 0.350323 loss_bbox_dn: 0.177707 loss_giou_dn: 0.432003 loss_class_aux_dn: 1.856768 loss_bbox_aux_dn: 1.043016 loss_giou_aux_dn: 2.328449 loss: 16.109575 eta: 4 days, 19:02:52 batch_cost: 0.6504 data_cost: 0.0023 ips: 6.1504 images/s [04/11 17:14:55] ppdet.engine INFO: Epoch: [33] [1600/7329] learning_rate: 0.000100 loss_class: 0.550944 loss_bbox: 0.124455 loss_giou: 0.345655 loss_class_aux: 3.443218 loss_bbox_aux: 0.854935 loss_giou_aux: 2.256127 loss_class_dn: 0.308795 loss_bbox_dn: 0.136523 loss_giou_dn: 0.322632 loss_class_aux_dn: 1.632970 loss_bbox_aux_dn: 0.857429 loss_giou_aux_dn: 1.808648 loss: 12.798883 eta: 4 days, 19:01:48 batch_cost: 0.6541 data_cost: 0.0021 ips: 6.1155 images/s [04/11 17:16:06] ppdet.engine INFO: Epoch: [33] [1700/7329] learning_rate: 0.000100 loss_class: 0.614389 loss_bbox: 0.123946 loss_giou: 0.422443 loss_class_aux: 3.951635 loss_bbox_aux: 0.832447 loss_giou_aux: 2.579813 loss_class_dn: 0.348837 loss_bbox_dn: 0.127481 loss_giou_dn: 0.401912 loss_class_aux_dn: 1.898667 loss_bbox_aux_dn: 0.771602 loss_giou_aux_dn: 2.228284 loss: 14.255054 eta: 4 days, 19:00:43 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1344 images/s [04/11 17:17:16] ppdet.engine INFO: Epoch: [33] [1800/7329] learning_rate: 0.000100 loss_class: 0.593801 loss_bbox: 0.141268 loss_giou: 0.372927 loss_class_aux: 3.791518 loss_bbox_aux: 0.924601 loss_giou_aux: 2.339554 loss_class_dn: 0.314471 loss_bbox_dn: 0.148564 loss_giou_dn: 0.354543 loss_class_aux_dn: 1.692130 loss_bbox_aux_dn: 0.850396 loss_giou_aux_dn: 1.985548 loss: 13.613134 eta: 4 days, 18:59:37 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1769 images/s [04/11 17:18:26] ppdet.engine INFO: Epoch: [33] [1900/7329] learning_rate: 0.000100 loss_class: 0.589320 loss_bbox: 0.140747 loss_giou: 0.367078 loss_class_aux: 3.846887 loss_bbox_aux: 0.886649 loss_giou_aux: 2.360657 loss_class_dn: 0.340208 loss_bbox_dn: 0.151720 loss_giou_dn: 0.382376 loss_class_aux_dn: 1.842460 loss_bbox_aux_dn: 0.895657 loss_giou_aux_dn: 2.116326 loss: 14.467169 eta: 4 days, 18:58:31 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2001 images/s [04/11 17:19:37] ppdet.engine INFO: Epoch: [33] [2000/7329] learning_rate: 0.000100 loss_class: 0.534726 loss_bbox: 0.141551 loss_giou: 0.381492 loss_class_aux: 3.357501 loss_bbox_aux: 0.911780 loss_giou_aux: 2.244716 loss_class_dn: 0.290964 loss_bbox_dn: 0.151510 loss_giou_dn: 0.343503 loss_class_aux_dn: 1.569292 loss_bbox_aux_dn: 0.903852 loss_giou_aux_dn: 1.815393 loss: 12.864126 eta: 4 days, 18:57:24 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1824 images/s [04/11 17:20:47] ppdet.engine INFO: Epoch: [33] [2100/7329] learning_rate: 0.000100 loss_class: 0.626412 loss_bbox: 0.135675 loss_giou: 0.382481 loss_class_aux: 3.869507 loss_bbox_aux: 0.892147 loss_giou_aux: 2.392585 loss_class_dn: 0.346030 loss_bbox_dn: 0.146616 loss_giou_dn: 0.354376 loss_class_aux_dn: 1.835168 loss_bbox_aux_dn: 0.875875 loss_giou_aux_dn: 1.950707 loss: 14.664396 eta: 4 days, 18:56:18 batch_cost: 0.6456 data_cost: 0.0020 ips: 6.1955 images/s [04/11 17:21:56] ppdet.engine INFO: Epoch: [33] [2200/7329] learning_rate: 0.000100 loss_class: 0.591354 loss_bbox: 0.134488 loss_giou: 0.349370 loss_class_aux: 3.683860 loss_bbox_aux: 0.907772 loss_giou_aux: 2.219776 loss_class_dn: 0.315109 loss_bbox_dn: 0.154452 loss_giou_dn: 0.346661 loss_class_aux_dn: 1.724761 loss_bbox_aux_dn: 0.917384 loss_giou_aux_dn: 1.955990 loss: 13.867595 eta: 4 days, 18:55:10 batch_cost: 0.6413 data_cost: 0.0020 ips: 6.2369 images/s [04/11 17:23:08] ppdet.engine INFO: Epoch: [33] [2300/7329] learning_rate: 0.000100 loss_class: 0.625312 loss_bbox: 0.143597 loss_giou: 0.520390 loss_class_aux: 4.015836 loss_bbox_aux: 0.930419 loss_giou_aux: 3.285820 loss_class_dn: 0.361512 loss_bbox_dn: 0.164509 loss_giou_dn: 0.462202 loss_class_aux_dn: 1.950359 loss_bbox_aux_dn: 0.957465 loss_giou_aux_dn: 2.497409 loss: 15.821113 eta: 4 days, 18:54:07 batch_cost: 0.6569 data_cost: 0.0019 ips: 6.0888 images/s [04/11 17:24:18] ppdet.engine INFO: Epoch: [33] [2400/7329] learning_rate: 0.000100 loss_class: 0.613100 loss_bbox: 0.147107 loss_giou: 0.428985 loss_class_aux: 3.830506 loss_bbox_aux: 0.989893 loss_giou_aux: 2.590034 loss_class_dn: 0.358715 loss_bbox_dn: 0.163379 loss_giou_dn: 0.435005 loss_class_aux_dn: 1.943944 loss_bbox_aux_dn: 0.963227 loss_giou_aux_dn: 2.349147 loss: 15.393987 eta: 4 days, 18:53:02 batch_cost: 0.6522 data_cost: 0.0019 ips: 6.1332 images/s [04/11 17:25:29] ppdet.engine INFO: Epoch: [33] [2500/7329] learning_rate: 0.000100 loss_class: 0.686071 loss_bbox: 0.150493 loss_giou: 0.419461 loss_class_aux: 4.245562 loss_bbox_aux: 0.981143 loss_giou_aux: 2.700518 loss_class_dn: 0.378099 loss_bbox_dn: 0.161691 loss_giou_dn: 0.425999 loss_class_aux_dn: 1.983317 loss_bbox_aux_dn: 0.946633 loss_giou_aux_dn: 2.334689 loss: 16.024754 eta: 4 days, 18:51:56 batch_cost: 0.6478 data_cost: 0.0020 ips: 6.1751 images/s [04/11 17:26:40] ppdet.engine INFO: Epoch: [33] [2600/7329] learning_rate: 0.000100 loss_class: 0.624614 loss_bbox: 0.137054 loss_giou: 0.382694 loss_class_aux: 4.028978 loss_bbox_aux: 0.906382 loss_giou_aux: 2.329929 loss_class_dn: 0.334298 loss_bbox_dn: 0.152534 loss_giou_dn: 0.365436 loss_class_aux_dn: 1.773946 loss_bbox_aux_dn: 0.912475 loss_giou_aux_dn: 1.996046 loss: 14.635970 eta: 4 days, 18:50:52 batch_cost: 0.6544 data_cost: 0.0019 ips: 6.1125 images/s [04/11 17:27:51] ppdet.engine INFO: Epoch: [33] [2700/7329] learning_rate: 0.000100 loss_class: 0.566584 loss_bbox: 0.136097 loss_giou: 0.341980 loss_class_aux: 3.715367 loss_bbox_aux: 0.929048 loss_giou_aux: 2.098252 loss_class_dn: 0.344296 loss_bbox_dn: 0.160005 loss_giou_dn: 0.374665 loss_class_aux_dn: 1.817991 loss_bbox_aux_dn: 0.932177 loss_giou_aux_dn: 2.125917 loss: 14.368188 eta: 4 days, 18:49:48 batch_cost: 0.6558 data_cost: 0.0021 ips: 6.0996 images/s [04/11 17:29:01] ppdet.engine INFO: Epoch: [33] [2800/7329] learning_rate: 0.000100 loss_class: 0.577915 loss_bbox: 0.136689 loss_giou: 0.359302 loss_class_aux: 3.781474 loss_bbox_aux: 0.901999 loss_giou_aux: 2.289205 loss_class_dn: 0.338778 loss_bbox_dn: 0.153053 loss_giou_dn: 0.355644 loss_class_aux_dn: 1.804250 loss_bbox_aux_dn: 0.911530 loss_giou_aux_dn: 1.967387 loss: 13.344749 eta: 4 days, 18:48:41 batch_cost: 0.6434 data_cost: 0.0019 ips: 6.2166 images/s [04/11 17:30:13] ppdet.engine INFO: Epoch: [33] [2900/7329] learning_rate: 0.000100 loss_class: 0.657843 loss_bbox: 0.144943 loss_giou: 0.371868 loss_class_aux: 4.042057 loss_bbox_aux: 0.909885 loss_giou_aux: 2.333766 loss_class_dn: 0.355081 loss_bbox_dn: 0.160406 loss_giou_dn: 0.369175 loss_class_aux_dn: 1.869320 loss_bbox_aux_dn: 0.916183 loss_giou_aux_dn: 2.077495 loss: 15.091747 eta: 4 days, 18:47:37 batch_cost: 0.6584 data_cost: 0.0022 ips: 6.0756 images/s [04/11 17:31:24] ppdet.engine INFO: Epoch: [33] [3000/7329] learning_rate: 0.000100 loss_class: 0.550245 loss_bbox: 0.138605 loss_giou: 0.365473 loss_class_aux: 3.648105 loss_bbox_aux: 0.937917 loss_giou_aux: 2.272923 loss_class_dn: 0.306561 loss_bbox_dn: 0.158184 loss_giou_dn: 0.365306 loss_class_aux_dn: 1.622293 loss_bbox_aux_dn: 0.923158 loss_giou_aux_dn: 2.015691 loss: 13.417859 eta: 4 days, 18:46:34 batch_cost: 0.6570 data_cost: 0.0021 ips: 6.0881 images/s [04/11 17:32:35] ppdet.engine INFO: Epoch: [33] [3100/7329] learning_rate: 0.000100 loss_class: 0.534653 loss_bbox: 0.133727 loss_giou: 0.344375 loss_class_aux: 3.323349 loss_bbox_aux: 0.846213 loss_giou_aux: 2.214803 loss_class_dn: 0.315232 loss_bbox_dn: 0.135401 loss_giou_dn: 0.349334 loss_class_aux_dn: 1.698799 loss_bbox_aux_dn: 0.826423 loss_giou_aux_dn: 1.888882 loss: 13.872000 eta: 4 days, 18:45:30 batch_cost: 0.6542 data_cost: 0.0021 ips: 6.1145 images/s [04/11 17:33:46] ppdet.engine INFO: Epoch: [33] [3200/7329] learning_rate: 0.000100 loss_class: 0.651140 loss_bbox: 0.157249 loss_giou: 0.428815 loss_class_aux: 4.240067 loss_bbox_aux: 0.995290 loss_giou_aux: 2.662338 loss_class_dn: 0.368393 loss_bbox_dn: 0.168898 loss_giou_dn: 0.441984 loss_class_aux_dn: 1.944158 loss_bbox_aux_dn: 0.967068 loss_giou_aux_dn: 2.427439 loss: 16.488380 eta: 4 days, 18:44:25 batch_cost: 0.6533 data_cost: 0.0020 ips: 6.1232 images/s [04/11 17:34:57] ppdet.engine INFO: Epoch: [33] [3300/7329] learning_rate: 0.000100 loss_class: 0.592728 loss_bbox: 0.122318 loss_giou: 0.332610 loss_class_aux: 3.864258 loss_bbox_aux: 0.838136 loss_giou_aux: 2.181249 loss_class_dn: 0.312851 loss_bbox_dn: 0.140732 loss_giou_dn: 0.324299 loss_class_aux_dn: 1.737540 loss_bbox_aux_dn: 0.879599 loss_giou_aux_dn: 1.868988 loss: 13.862381 eta: 4 days, 18:43:20 batch_cost: 0.6528 data_cost: 0.0020 ips: 6.1274 images/s [04/11 17:36:08] ppdet.engine INFO: Epoch: [33] [3400/7329] learning_rate: 0.000100 loss_class: 0.573275 loss_bbox: 0.121285 loss_giou: 0.328377 loss_class_aux: 3.652660 loss_bbox_aux: 0.795330 loss_giou_aux: 2.069674 loss_class_dn: 0.320408 loss_bbox_dn: 0.145273 loss_giou_dn: 0.342126 loss_class_aux_dn: 1.716966 loss_bbox_aux_dn: 0.861550 loss_giou_aux_dn: 1.931721 loss: 13.773367 eta: 4 days, 18:42:15 batch_cost: 0.6517 data_cost: 0.0021 ips: 6.1374 images/s [04/11 17:37:18] ppdet.engine INFO: Epoch: [33] [3500/7329] learning_rate: 0.000100 loss_class: 0.602974 loss_bbox: 0.144382 loss_giou: 0.403617 loss_class_aux: 3.852261 loss_bbox_aux: 0.929578 loss_giou_aux: 2.598743 loss_class_dn: 0.361955 loss_bbox_dn: 0.153726 loss_giou_dn: 0.408347 loss_class_aux_dn: 1.923065 loss_bbox_aux_dn: 0.902998 loss_giou_aux_dn: 2.326799 loss: 15.901712 eta: 4 days, 18:41:09 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1736 images/s [04/11 17:38:29] ppdet.engine INFO: Epoch: [33] [3600/7329] learning_rate: 0.000100 loss_class: 0.627693 loss_bbox: 0.130232 loss_giou: 0.378635 loss_class_aux: 3.994558 loss_bbox_aux: 0.828231 loss_giou_aux: 2.445283 loss_class_dn: 0.322836 loss_bbox_dn: 0.140145 loss_giou_dn: 0.383165 loss_class_aux_dn: 1.788578 loss_bbox_aux_dn: 0.873835 loss_giou_aux_dn: 2.073691 loss: 14.502077 eta: 4 days, 18:40:04 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1411 images/s [04/11 17:39:40] ppdet.engine INFO: Epoch: [33] [3700/7329] learning_rate: 0.000100 loss_class: 0.659731 loss_bbox: 0.149106 loss_giou: 0.443175 loss_class_aux: 4.113393 loss_bbox_aux: 0.966346 loss_giou_aux: 2.741736 loss_class_dn: 0.387146 loss_bbox_dn: 0.157240 loss_giou_dn: 0.437066 loss_class_aux_dn: 2.056597 loss_bbox_aux_dn: 0.942558 loss_giou_aux_dn: 2.395124 loss: 16.327328 eta: 4 days, 18:38:59 batch_cost: 0.6515 data_cost: 0.0022 ips: 6.1396 images/s [04/11 17:40:49] ppdet.engine INFO: Epoch: [33] [3800/7329] learning_rate: 0.000100 loss_class: 0.597048 loss_bbox: 0.135362 loss_giou: 0.355702 loss_class_aux: 3.674134 loss_bbox_aux: 0.866881 loss_giou_aux: 2.271544 loss_class_dn: 0.325658 loss_bbox_dn: 0.153774 loss_giou_dn: 0.337400 loss_class_aux_dn: 1.737241 loss_bbox_aux_dn: 0.919172 loss_giou_aux_dn: 1.897404 loss: 13.565418 eta: 4 days, 18:37:51 batch_cost: 0.6401 data_cost: 0.0020 ips: 6.2491 images/s [04/11 17:42:01] ppdet.engine INFO: Epoch: [33] [3900/7329] learning_rate: 0.000100 loss_class: 0.656148 loss_bbox: 0.126774 loss_giou: 0.411518 loss_class_aux: 4.116990 loss_bbox_aux: 0.840412 loss_giou_aux: 2.622513 loss_class_dn: 0.348661 loss_bbox_dn: 0.144419 loss_giou_dn: 0.390400 loss_class_aux_dn: 1.899359 loss_bbox_aux_dn: 0.866466 loss_giou_aux_dn: 2.193170 loss: 14.754773 eta: 4 days, 18:36:49 batch_cost: 0.6596 data_cost: 0.0020 ips: 6.0644 images/s [04/11 17:43:11] ppdet.engine INFO: Epoch: [33] [4000/7329] learning_rate: 0.000100 loss_class: 0.602913 loss_bbox: 0.138835 loss_giou: 0.427840 loss_class_aux: 3.841485 loss_bbox_aux: 0.901581 loss_giou_aux: 2.702043 loss_class_dn: 0.348055 loss_bbox_dn: 0.137378 loss_giou_dn: 0.428262 loss_class_aux_dn: 1.847133 loss_bbox_aux_dn: 0.797092 loss_giou_aux_dn: 2.297592 loss: 14.730666 eta: 4 days, 18:35:42 batch_cost: 0.6454 data_cost: 0.0019 ips: 6.1973 images/s [04/11 17:44:22] ppdet.engine INFO: Epoch: [33] [4100/7329] learning_rate: 0.000100 loss_class: 0.579040 loss_bbox: 0.140040 loss_giou: 0.320260 loss_class_aux: 3.749415 loss_bbox_aux: 0.882064 loss_giou_aux: 2.039675 loss_class_dn: 0.313462 loss_bbox_dn: 0.156140 loss_giou_dn: 0.326083 loss_class_aux_dn: 1.690053 loss_bbox_aux_dn: 0.944352 loss_giou_aux_dn: 1.838401 loss: 13.377701 eta: 4 days, 18:34:37 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1521 images/s [04/11 17:45:34] ppdet.engine INFO: Epoch: [33] [4200/7329] learning_rate: 0.000100 loss_class: 0.571580 loss_bbox: 0.132743 loss_giou: 0.382268 loss_class_aux: 3.590513 loss_bbox_aux: 0.872665 loss_giou_aux: 2.436965 loss_class_dn: 0.320822 loss_bbox_dn: 0.141899 loss_giou_dn: 0.376034 loss_class_aux_dn: 1.728120 loss_bbox_aux_dn: 0.845698 loss_giou_aux_dn: 2.043385 loss: 13.379086 eta: 4 days, 18:33:34 batch_cost: 0.6617 data_cost: 0.0019 ips: 6.0450 images/s [04/11 17:46:43] ppdet.engine INFO: Epoch: [33] [4300/7329] learning_rate: 0.000100 loss_class: 0.581037 loss_bbox: 0.142034 loss_giou: 0.466301 loss_class_aux: 3.734589 loss_bbox_aux: 0.892228 loss_giou_aux: 2.931815 loss_class_dn: 0.352115 loss_bbox_dn: 0.140459 loss_giou_dn: 0.441942 loss_class_aux_dn: 1.881599 loss_bbox_aux_dn: 0.819284 loss_giou_aux_dn: 2.430572 loss: 15.090209 eta: 4 days, 18:32:27 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2241 images/s [04/11 17:47:54] ppdet.engine INFO: Epoch: [33] [4400/7329] learning_rate: 0.000100 loss_class: 0.558571 loss_bbox: 0.146246 loss_giou: 0.380839 loss_class_aux: 3.599922 loss_bbox_aux: 0.976574 loss_giou_aux: 2.369197 loss_class_dn: 0.329404 loss_bbox_dn: 0.142781 loss_giou_dn: 0.377001 loss_class_aux_dn: 1.751204 loss_bbox_aux_dn: 0.862869 loss_giou_aux_dn: 2.170706 loss: 14.654367 eta: 4 days, 18:31:22 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1255 images/s [04/11 17:49:06] ppdet.engine INFO: Epoch: [33] [4500/7329] learning_rate: 0.000100 loss_class: 0.595725 loss_bbox: 0.136711 loss_giou: 0.318212 loss_class_aux: 3.690913 loss_bbox_aux: 0.889826 loss_giou_aux: 2.056088 loss_class_dn: 0.319851 loss_bbox_dn: 0.152890 loss_giou_dn: 0.332777 loss_class_aux_dn: 1.726755 loss_bbox_aux_dn: 0.921432 loss_giou_aux_dn: 1.893666 loss: 14.678505 eta: 4 days, 18:30:19 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0938 images/s [04/11 17:50:16] ppdet.engine INFO: Epoch: [33] [4600/7329] learning_rate: 0.000100 loss_class: 0.504883 loss_bbox: 0.133152 loss_giou: 0.347050 loss_class_aux: 3.392373 loss_bbox_aux: 0.858962 loss_giou_aux: 2.313824 loss_class_dn: 0.291046 loss_bbox_dn: 0.145697 loss_giou_dn: 0.351006 loss_class_aux_dn: 1.584935 loss_bbox_aux_dn: 0.866303 loss_giou_aux_dn: 1.949831 loss: 12.526472 eta: 4 days, 18:29:12 batch_cost: 0.6432 data_cost: 0.0019 ips: 6.2191 images/s [04/11 17:51:26] ppdet.engine INFO: Epoch: [33] [4700/7329] learning_rate: 0.000100 loss_class: 0.606037 loss_bbox: 0.142449 loss_giou: 0.364622 loss_class_aux: 3.900818 loss_bbox_aux: 0.949899 loss_giou_aux: 2.364071 loss_class_dn: 0.330806 loss_bbox_dn: 0.165500 loss_giou_dn: 0.410944 loss_class_aux_dn: 1.783597 loss_bbox_aux_dn: 0.989433 loss_giou_aux_dn: 2.250447 loss: 14.008647 eta: 4 days, 18:28:06 batch_cost: 0.6509 data_cost: 0.0017 ips: 6.1455 images/s [04/11 17:52:37] ppdet.engine INFO: Epoch: [33] [4800/7329] learning_rate: 0.000100 loss_class: 0.599043 loss_bbox: 0.135552 loss_giou: 0.399340 loss_class_aux: 3.834983 loss_bbox_aux: 0.893098 loss_giou_aux: 2.418878 loss_class_dn: 0.317458 loss_bbox_dn: 0.154782 loss_giou_dn: 0.375088 loss_class_aux_dn: 1.762715 loss_bbox_aux_dn: 0.949178 loss_giou_aux_dn: 2.053274 loss: 13.835078 eta: 4 days, 18:27:00 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1751 images/s [04/11 17:53:47] ppdet.engine INFO: Epoch: [33] [4900/7329] learning_rate: 0.000100 loss_class: 0.606445 loss_bbox: 0.142450 loss_giou: 0.388409 loss_class_aux: 3.944296 loss_bbox_aux: 0.962147 loss_giou_aux: 2.423039 loss_class_dn: 0.354404 loss_bbox_dn: 0.160728 loss_giou_dn: 0.385186 loss_class_aux_dn: 1.902391 loss_bbox_aux_dn: 0.979851 loss_giou_aux_dn: 2.147403 loss: 14.567142 eta: 4 days, 18:25:52 batch_cost: 0.6401 data_cost: 0.0020 ips: 6.2494 images/s [04/11 17:54:56] ppdet.engine INFO: Epoch: [33] [5000/7329] learning_rate: 0.000100 loss_class: 0.633923 loss_bbox: 0.147330 loss_giou: 0.363974 loss_class_aux: 3.869489 loss_bbox_aux: 0.958323 loss_giou_aux: 2.402107 loss_class_dn: 0.342470 loss_bbox_dn: 0.148798 loss_giou_dn: 0.380935 loss_class_aux_dn: 1.838055 loss_bbox_aux_dn: 0.897406 loss_giou_aux_dn: 2.147395 loss: 14.807074 eta: 4 days, 18:24:45 batch_cost: 0.6426 data_cost: 0.0018 ips: 6.2247 images/s [04/11 17:56:07] ppdet.engine INFO: Epoch: [33] [5100/7329] learning_rate: 0.000100 loss_class: 0.600985 loss_bbox: 0.126221 loss_giou: 0.409152 loss_class_aux: 3.884775 loss_bbox_aux: 0.844808 loss_giou_aux: 2.606666 loss_class_dn: 0.339498 loss_bbox_dn: 0.130127 loss_giou_dn: 0.392521 loss_class_aux_dn: 1.793847 loss_bbox_aux_dn: 0.793080 loss_giou_aux_dn: 2.208302 loss: 15.285076 eta: 4 days, 18:23:40 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1586 images/s [04/11 17:57:18] ppdet.engine INFO: Epoch: [33] [5200/7329] learning_rate: 0.000100 loss_class: 0.525501 loss_bbox: 0.133191 loss_giou: 0.387610 loss_class_aux: 3.477321 loss_bbox_aux: 0.864605 loss_giou_aux: 2.532613 loss_class_dn: 0.327143 loss_bbox_dn: 0.142575 loss_giou_dn: 0.381732 loss_class_aux_dn: 1.720872 loss_bbox_aux_dn: 0.821878 loss_giou_aux_dn: 2.090646 loss: 13.910640 eta: 4 days, 18:22:35 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1317 images/s [04/11 17:58:28] ppdet.engine INFO: Epoch: [33] [5300/7329] learning_rate: 0.000100 loss_class: 0.607385 loss_bbox: 0.131499 loss_giou: 0.330478 loss_class_aux: 3.873003 loss_bbox_aux: 0.874464 loss_giou_aux: 2.061028 loss_class_dn: 0.341518 loss_bbox_dn: 0.148684 loss_giou_dn: 0.342953 loss_class_aux_dn: 1.808868 loss_bbox_aux_dn: 0.903490 loss_giou_aux_dn: 1.890618 loss: 14.446589 eta: 4 days, 18:21:29 batch_cost: 0.6486 data_cost: 0.0020 ips: 6.1674 images/s [04/11 17:59:38] ppdet.engine INFO: Epoch: [33] [5400/7329] learning_rate: 0.000100 loss_class: 0.628478 loss_bbox: 0.133146 loss_giou: 0.405385 loss_class_aux: 3.919623 loss_bbox_aux: 0.854049 loss_giou_aux: 2.611319 loss_class_dn: 0.355032 loss_bbox_dn: 0.134648 loss_giou_dn: 0.387176 loss_class_aux_dn: 1.918445 loss_bbox_aux_dn: 0.797816 loss_giou_aux_dn: 2.109351 loss: 14.765070 eta: 4 days, 18:20:22 batch_cost: 0.6444 data_cost: 0.0019 ips: 6.2073 images/s [04/11 18:00:48] ppdet.engine INFO: Epoch: [33] [5500/7329] learning_rate: 0.000100 loss_class: 0.605904 loss_bbox: 0.130728 loss_giou: 0.392816 loss_class_aux: 3.832429 loss_bbox_aux: 0.882562 loss_giou_aux: 2.524205 loss_class_dn: 0.349268 loss_bbox_dn: 0.158740 loss_giou_dn: 0.376404 loss_class_aux_dn: 1.843795 loss_bbox_aux_dn: 0.941122 loss_giou_aux_dn: 2.100316 loss: 14.412245 eta: 4 days, 18:19:15 batch_cost: 0.6433 data_cost: 0.0018 ips: 6.2182 images/s [04/11 18:01:58] ppdet.engine INFO: Epoch: [33] [5600/7329] learning_rate: 0.000100 loss_class: 0.619246 loss_bbox: 0.125211 loss_giou: 0.401910 loss_class_aux: 3.844419 loss_bbox_aux: 0.825864 loss_giou_aux: 2.504124 loss_class_dn: 0.329710 loss_bbox_dn: 0.147954 loss_giou_dn: 0.381982 loss_class_aux_dn: 1.771806 loss_bbox_aux_dn: 0.849958 loss_giou_aux_dn: 2.084629 loss: 14.289026 eta: 4 days, 18:18:08 batch_cost: 0.6443 data_cost: 0.0018 ips: 6.2080 images/s [04/11 18:03:09] ppdet.engine INFO: Epoch: [33] [5700/7329] learning_rate: 0.000100 loss_class: 0.576615 loss_bbox: 0.126177 loss_giou: 0.352479 loss_class_aux: 3.606789 loss_bbox_aux: 0.826397 loss_giou_aux: 2.262922 loss_class_dn: 0.297635 loss_bbox_dn: 0.143308 loss_giou_dn: 0.339650 loss_class_aux_dn: 1.626961 loss_bbox_aux_dn: 0.811810 loss_giou_aux_dn: 1.911901 loss: 13.164160 eta: 4 days, 18:17:04 batch_cost: 0.6556 data_cost: 0.0019 ips: 6.1014 images/s [04/11 18:04:19] ppdet.engine INFO: Epoch: [33] [5800/7329] learning_rate: 0.000100 loss_class: 0.592420 loss_bbox: 0.134018 loss_giou: 0.388865 loss_class_aux: 3.792874 loss_bbox_aux: 0.891547 loss_giou_aux: 2.395637 loss_class_dn: 0.317032 loss_bbox_dn: 0.171481 loss_giou_dn: 0.356505 loss_class_aux_dn: 1.707138 loss_bbox_aux_dn: 0.981255 loss_giou_aux_dn: 1.941471 loss: 14.286376 eta: 4 days, 18:15:57 batch_cost: 0.6405 data_cost: 0.0020 ips: 6.2449 images/s [04/11 18:05:30] ppdet.engine INFO: Epoch: [33] [5900/7329] learning_rate: 0.000100 loss_class: 0.600550 loss_bbox: 0.143173 loss_giou: 0.391288 loss_class_aux: 3.924997 loss_bbox_aux: 0.949995 loss_giou_aux: 2.402359 loss_class_dn: 0.333933 loss_bbox_dn: 0.153465 loss_giou_dn: 0.374442 loss_class_aux_dn: 1.801201 loss_bbox_aux_dn: 0.922581 loss_giou_aux_dn: 2.201461 loss: 14.758625 eta: 4 days, 18:14:52 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1165 images/s [04/11 18:06:40] ppdet.engine INFO: Epoch: [33] [6000/7329] learning_rate: 0.000100 loss_class: 0.587645 loss_bbox: 0.140395 loss_giou: 0.415656 loss_class_aux: 3.808131 loss_bbox_aux: 0.972745 loss_giou_aux: 2.664583 loss_class_dn: 0.350210 loss_bbox_dn: 0.171542 loss_giou_dn: 0.431861 loss_class_aux_dn: 1.856880 loss_bbox_aux_dn: 1.013454 loss_giou_aux_dn: 2.369847 loss: 15.459883 eta: 4 days, 18:13:46 batch_cost: 0.6473 data_cost: 0.0019 ips: 6.1797 images/s [04/11 18:07:50] ppdet.engine INFO: Epoch: [33] [6100/7329] learning_rate: 0.000100 loss_class: 0.545504 loss_bbox: 0.126582 loss_giou: 0.378859 loss_class_aux: 3.494565 loss_bbox_aux: 0.832136 loss_giou_aux: 2.384273 loss_class_dn: 0.307739 loss_bbox_dn: 0.140872 loss_giou_dn: 0.362532 loss_class_aux_dn: 1.653244 loss_bbox_aux_dn: 0.821547 loss_giou_aux_dn: 1.987503 loss: 13.506895 eta: 4 days, 18:12:39 batch_cost: 0.6429 data_cost: 0.0019 ips: 6.2221 images/s [04/11 18:09:00] ppdet.engine INFO: Epoch: [33] [6200/7329] learning_rate: 0.000100 loss_class: 0.626035 loss_bbox: 0.149923 loss_giou: 0.403482 loss_class_aux: 3.992083 loss_bbox_aux: 0.982656 loss_giou_aux: 2.596953 loss_class_dn: 0.369181 loss_bbox_dn: 0.162958 loss_giou_dn: 0.405409 loss_class_aux_dn: 1.993443 loss_bbox_aux_dn: 0.901739 loss_giou_aux_dn: 2.237786 loss: 15.326742 eta: 4 days, 18:11:32 batch_cost: 0.6450 data_cost: 0.0018 ips: 6.2013 images/s [04/11 18:10:10] ppdet.engine INFO: Epoch: [33] [6300/7329] learning_rate: 0.000100 loss_class: 0.548970 loss_bbox: 0.133215 loss_giou: 0.363547 loss_class_aux: 3.583924 loss_bbox_aux: 0.919120 loss_giou_aux: 2.361944 loss_class_dn: 0.316078 loss_bbox_dn: 0.139562 loss_giou_dn: 0.343684 loss_class_aux_dn: 1.742282 loss_bbox_aux_dn: 0.843285 loss_giou_aux_dn: 1.972387 loss: 14.354362 eta: 4 days, 18:10:26 batch_cost: 0.6473 data_cost: 0.0021 ips: 6.1791 images/s [04/11 18:11:21] ppdet.engine INFO: Epoch: [33] [6400/7329] learning_rate: 0.000100 loss_class: 0.606800 loss_bbox: 0.146413 loss_giou: 0.403859 loss_class_aux: 3.962456 loss_bbox_aux: 0.963112 loss_giou_aux: 2.588006 loss_class_dn: 0.356850 loss_bbox_dn: 0.143897 loss_giou_dn: 0.386419 loss_class_aux_dn: 1.885284 loss_bbox_aux_dn: 0.854882 loss_giou_aux_dn: 2.179955 loss: 14.856584 eta: 4 days, 18:09:22 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1320 images/s [04/11 18:12:32] ppdet.engine INFO: Epoch: [33] [6500/7329] learning_rate: 0.000100 loss_class: 0.586017 loss_bbox: 0.134913 loss_giou: 0.410471 loss_class_aux: 3.808059 loss_bbox_aux: 0.854268 loss_giou_aux: 2.519390 loss_class_dn: 0.321107 loss_bbox_dn: 0.147117 loss_giou_dn: 0.381638 loss_class_aux_dn: 1.752304 loss_bbox_aux_dn: 0.857847 loss_giou_aux_dn: 2.104856 loss: 14.395672 eta: 4 days, 18:08:16 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1439 images/s [04/11 18:13:42] ppdet.engine INFO: Epoch: [33] [6600/7329] learning_rate: 0.000100 loss_class: 0.562581 loss_bbox: 0.131164 loss_giou: 0.403309 loss_class_aux: 3.752023 loss_bbox_aux: 0.866192 loss_giou_aux: 2.567012 loss_class_dn: 0.324086 loss_bbox_dn: 0.146930 loss_giou_dn: 0.403723 loss_class_aux_dn: 1.746836 loss_bbox_aux_dn: 0.889355 loss_giou_aux_dn: 2.306566 loss: 14.174897 eta: 4 days, 18:07:11 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1505 images/s [04/11 18:14:55] ppdet.engine INFO: Epoch: [33] [6700/7329] learning_rate: 0.000100 loss_class: 0.592630 loss_bbox: 0.140663 loss_giou: 0.406651 loss_class_aux: 3.861661 loss_bbox_aux: 0.933876 loss_giou_aux: 2.623615 loss_class_dn: 0.333465 loss_bbox_dn: 0.146744 loss_giou_dn: 0.394399 loss_class_aux_dn: 1.812150 loss_bbox_aux_dn: 0.858318 loss_giou_aux_dn: 2.185839 loss: 14.544635 eta: 4 days, 18:06:09 batch_cost: 0.6638 data_cost: 0.0019 ips: 6.0261 images/s [04/11 18:16:06] ppdet.engine INFO: Epoch: [33] [6800/7329] learning_rate: 0.000100 loss_class: 0.608260 loss_bbox: 0.139165 loss_giou: 0.407118 loss_class_aux: 3.880090 loss_bbox_aux: 0.898300 loss_giou_aux: 2.625821 loss_class_dn: 0.356791 loss_bbox_dn: 0.154158 loss_giou_dn: 0.392440 loss_class_aux_dn: 1.869396 loss_bbox_aux_dn: 0.936712 loss_giou_aux_dn: 2.119955 loss: 14.577025 eta: 4 days, 18:05:04 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1346 images/s [04/11 18:17:16] ppdet.engine INFO: Epoch: [33] [6900/7329] learning_rate: 0.000100 loss_class: 0.540961 loss_bbox: 0.130075 loss_giou: 0.308676 loss_class_aux: 3.458555 loss_bbox_aux: 0.837124 loss_giou_aux: 1.851918 loss_class_dn: 0.284450 loss_bbox_dn: 0.150102 loss_giou_dn: 0.309503 loss_class_aux_dn: 1.532725 loss_bbox_aux_dn: 0.881424 loss_giou_aux_dn: 1.711451 loss: 12.123363 eta: 4 days, 18:03:59 batch_cost: 0.6491 data_cost: 0.0021 ips: 6.1620 images/s [04/11 18:18:27] ppdet.engine INFO: Epoch: [33] [7000/7329] learning_rate: 0.000100 loss_class: 0.579835 loss_bbox: 0.136241 loss_giou: 0.422964 loss_class_aux: 3.634290 loss_bbox_aux: 0.945478 loss_giou_aux: 2.706927 loss_class_dn: 0.335417 loss_bbox_dn: 0.154358 loss_giou_dn: 0.414508 loss_class_aux_dn: 1.804577 loss_bbox_aux_dn: 0.946263 loss_giou_aux_dn: 2.255486 loss: 14.754940 eta: 4 days, 18:02:54 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1496 images/s [04/11 18:19:38] ppdet.engine INFO: Epoch: [33] [7100/7329] learning_rate: 0.000100 loss_class: 0.547951 loss_bbox: 0.123549 loss_giou: 0.395582 loss_class_aux: 3.638853 loss_bbox_aux: 0.806629 loss_giou_aux: 2.481153 loss_class_dn: 0.333893 loss_bbox_dn: 0.123195 loss_giou_dn: 0.358545 loss_class_aux_dn: 1.747522 loss_bbox_aux_dn: 0.732699 loss_giou_aux_dn: 2.011441 loss: 14.314835 eta: 4 days, 18:01:49 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1162 images/s [04/11 18:20:48] ppdet.engine INFO: Epoch: [33] [7200/7329] learning_rate: 0.000100 loss_class: 0.597562 loss_bbox: 0.156196 loss_giou: 0.391822 loss_class_aux: 3.993617 loss_bbox_aux: 1.021975 loss_giou_aux: 2.636221 loss_class_dn: 0.344128 loss_bbox_dn: 0.174250 loss_giou_dn: 0.387350 loss_class_aux_dn: 1.870895 loss_bbox_aux_dn: 1.049074 loss_giou_aux_dn: 2.130405 loss: 14.675751 eta: 4 days, 18:00:42 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2404 images/s [04/11 18:21:59] ppdet.engine INFO: Epoch: [33] [7300/7329] learning_rate: 0.000100 loss_class: 0.621823 loss_bbox: 0.146068 loss_giou: 0.360729 loss_class_aux: 4.025660 loss_bbox_aux: 0.971980 loss_giou_aux: 2.339333 loss_class_dn: 0.349843 loss_bbox_dn: 0.157529 loss_giou_dn: 0.398488 loss_class_aux_dn: 1.853097 loss_bbox_aux_dn: 0.953245 loss_giou_aux_dn: 2.226962 loss: 14.905746 eta: 4 days, 17:59:38 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0798 images/s [04/11 18:22:23] ppdet.engine INFO: Eval iter: 0 [04/11 18:22:51] ppdet.engine INFO: Eval iter: 100 [04/11 18:23:18] ppdet.engine INFO: Eval iter: 200 [04/11 18:23:46] ppdet.engine INFO: Eval iter: 300 [04/11 18:24:13] ppdet.engine INFO: Eval iter: 400 [04/11 18:24:41] ppdet.engine INFO: Eval iter: 500 [04/11 18:25:08] ppdet.engine INFO: Eval iter: 600 [04/11 18:25:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 18:25:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.76s). Accumulating evaluation results... DONE (t=28.90s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.533 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.342 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.541 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/11 18:28:41] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.952309052093593 [04/11 18:28:41] ppdet.engine INFO: Best test bbox ap is 0.533. [04/11 18:28:45] ppdet.engine INFO: Epoch: [34] [ 0/7329] learning_rate: 0.000100 loss_class: 0.656026 loss_bbox: 0.150663 loss_giou: 0.428768 loss_class_aux: 4.090583 loss_bbox_aux: 1.003291 loss_giou_aux: 2.815855 loss_class_dn: 0.374879 loss_bbox_dn: 0.169099 loss_giou_dn: 0.437248 loss_class_aux_dn: 2.024795 loss_bbox_aux_dn: 0.994667 loss_giou_aux_dn: 2.436384 loss: 15.835894 eta: 4 days, 17:59:20 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0962 images/s [04/11 18:29:55] ppdet.engine INFO: Epoch: [34] [ 100/7329] learning_rate: 0.000100 loss_class: 0.636467 loss_bbox: 0.140817 loss_giou: 0.392357 loss_class_aux: 3.988254 loss_bbox_aux: 0.932304 loss_giou_aux: 2.511520 loss_class_dn: 0.359677 loss_bbox_dn: 0.152329 loss_giou_dn: 0.378031 loss_class_aux_dn: 1.937030 loss_bbox_aux_dn: 0.871100 loss_giou_aux_dn: 2.114384 loss: 14.533260 eta: 4 days, 17:58:11 batch_cost: 0.6375 data_cost: 0.0020 ips: 6.2745 images/s [04/11 18:31:05] ppdet.engine INFO: Epoch: [34] [ 200/7329] learning_rate: 0.000100 loss_class: 0.572566 loss_bbox: 0.120462 loss_giou: 0.385664 loss_class_aux: 3.710903 loss_bbox_aux: 0.826682 loss_giou_aux: 2.495343 loss_class_dn: 0.337941 loss_bbox_dn: 0.143771 loss_giou_dn: 0.377883 loss_class_aux_dn: 1.824367 loss_bbox_aux_dn: 0.885272 loss_giou_aux_dn: 2.131664 loss: 14.102325 eta: 4 days, 17:57:05 batch_cost: 0.6459 data_cost: 0.0020 ips: 6.1929 images/s [04/11 18:32:16] ppdet.engine INFO: Epoch: [34] [ 300/7329] learning_rate: 0.000100 loss_class: 0.603566 loss_bbox: 0.142185 loss_giou: 0.381056 loss_class_aux: 3.956056 loss_bbox_aux: 0.941823 loss_giou_aux: 2.416824 loss_class_dn: 0.346370 loss_bbox_dn: 0.160194 loss_giou_dn: 0.378444 loss_class_aux_dn: 1.838874 loss_bbox_aux_dn: 0.944447 loss_giou_aux_dn: 2.066792 loss: 14.968855 eta: 4 days, 17:56:00 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1096 images/s [04/11 18:33:24] ppdet.engine INFO: Epoch: [34] [ 400/7329] learning_rate: 0.000100 loss_class: 0.629323 loss_bbox: 0.129863 loss_giou: 0.414692 loss_class_aux: 4.064173 loss_bbox_aux: 0.882923 loss_giou_aux: 2.696391 loss_class_dn: 0.340793 loss_bbox_dn: 0.162086 loss_giou_dn: 0.408532 loss_class_aux_dn: 1.818810 loss_bbox_aux_dn: 0.975698 loss_giou_aux_dn: 2.220777 loss: 14.822212 eta: 4 days, 17:54:51 batch_cost: 0.6345 data_cost: 0.0021 ips: 6.3039 images/s [04/11 18:34:36] ppdet.engine INFO: Epoch: [34] [ 500/7329] learning_rate: 0.000100 loss_class: 0.568176 loss_bbox: 0.128997 loss_giou: 0.331791 loss_class_aux: 3.588024 loss_bbox_aux: 0.855222 loss_giou_aux: 2.130435 loss_class_dn: 0.320527 loss_bbox_dn: 0.157264 loss_giou_dn: 0.362040 loss_class_aux_dn: 1.732399 loss_bbox_aux_dn: 0.941626 loss_giou_aux_dn: 1.986832 loss: 13.492493 eta: 4 days, 17:53:49 batch_cost: 0.6624 data_cost: 0.0021 ips: 6.0386 images/s [04/11 18:35:47] ppdet.engine INFO: Epoch: [34] [ 600/7329] learning_rate: 0.000100 loss_class: 0.529686 loss_bbox: 0.126186 loss_giou: 0.356101 loss_class_aux: 3.387847 loss_bbox_aux: 0.797824 loss_giou_aux: 2.139916 loss_class_dn: 0.309095 loss_bbox_dn: 0.128366 loss_giou_dn: 0.319114 loss_class_aux_dn: 1.633816 loss_bbox_aux_dn: 0.752440 loss_giou_aux_dn: 1.808128 loss: 12.903627 eta: 4 days, 17:52:43 batch_cost: 0.6490 data_cost: 0.0018 ips: 6.1633 images/s [04/11 18:36:56] ppdet.engine INFO: Epoch: [34] [ 700/7329] learning_rate: 0.000100 loss_class: 0.626718 loss_bbox: 0.161978 loss_giou: 0.419376 loss_class_aux: 4.032170 loss_bbox_aux: 1.022845 loss_giou_aux: 2.753920 loss_class_dn: 0.357865 loss_bbox_dn: 0.163518 loss_giou_dn: 0.401808 loss_class_aux_dn: 1.931215 loss_bbox_aux_dn: 0.969669 loss_giou_aux_dn: 2.180479 loss: 15.301232 eta: 4 days, 17:51:36 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2145 images/s [04/11 18:38:08] ppdet.engine INFO: Epoch: [34] [ 800/7329] learning_rate: 0.000100 loss_class: 0.574463 loss_bbox: 0.129026 loss_giou: 0.362682 loss_class_aux: 3.704283 loss_bbox_aux: 0.817264 loss_giou_aux: 2.277307 loss_class_dn: 0.300314 loss_bbox_dn: 0.134108 loss_giou_dn: 0.354595 loss_class_aux_dn: 1.649597 loss_bbox_aux_dn: 0.768254 loss_giou_aux_dn: 1.898814 loss: 13.218745 eta: 4 days, 17:50:33 batch_cost: 0.6565 data_cost: 0.0020 ips: 6.0930 images/s [04/11 18:39:18] ppdet.engine INFO: Epoch: [34] [ 900/7329] learning_rate: 0.000100 loss_class: 0.627404 loss_bbox: 0.163470 loss_giou: 0.399605 loss_class_aux: 3.972363 loss_bbox_aux: 1.061083 loss_giou_aux: 2.607451 loss_class_dn: 0.328064 loss_bbox_dn: 0.171730 loss_giou_dn: 0.406951 loss_class_aux_dn: 1.816723 loss_bbox_aux_dn: 1.016145 loss_giou_aux_dn: 2.282234 loss: 15.033749 eta: 4 days, 17:49:26 batch_cost: 0.6471 data_cost: 0.0021 ips: 6.1817 images/s [04/11 18:40:29] ppdet.engine INFO: Epoch: [34] [1000/7329] learning_rate: 0.000100 loss_class: 0.651788 loss_bbox: 0.144866 loss_giou: 0.413821 loss_class_aux: 4.230043 loss_bbox_aux: 0.959466 loss_giou_aux: 2.575670 loss_class_dn: 0.359833 loss_bbox_dn: 0.169179 loss_giou_dn: 0.394037 loss_class_aux_dn: 1.945849 loss_bbox_aux_dn: 0.977154 loss_giou_aux_dn: 2.154691 loss: 15.850452 eta: 4 days, 17:48:23 batch_cost: 0.6571 data_cost: 0.0020 ips: 6.0870 images/s [04/11 18:41:40] ppdet.engine INFO: Epoch: [34] [1100/7329] learning_rate: 0.000100 loss_class: 0.540816 loss_bbox: 0.147140 loss_giou: 0.347416 loss_class_aux: 3.471570 loss_bbox_aux: 0.911125 loss_giou_aux: 2.215745 loss_class_dn: 0.301375 loss_bbox_dn: 0.159276 loss_giou_dn: 0.362253 loss_class_aux_dn: 1.635766 loss_bbox_aux_dn: 0.902003 loss_giou_aux_dn: 1.970031 loss: 13.298387 eta: 4 days, 17:47:17 batch_cost: 0.6488 data_cost: 0.0023 ips: 6.1656 images/s [04/11 18:42:50] ppdet.engine INFO: Epoch: [34] [1200/7329] learning_rate: 0.000100 loss_class: 0.535411 loss_bbox: 0.127847 loss_giou: 0.350151 loss_class_aux: 3.480203 loss_bbox_aux: 0.776252 loss_giou_aux: 2.181654 loss_class_dn: 0.303223 loss_bbox_dn: 0.136631 loss_giou_dn: 0.343340 loss_class_aux_dn: 1.608862 loss_bbox_aux_dn: 0.799101 loss_giou_aux_dn: 1.904704 loss: 13.291960 eta: 4 days, 17:46:11 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1934 images/s [04/11 18:44:00] ppdet.engine INFO: Epoch: [34] [1300/7329] learning_rate: 0.000100 loss_class: 0.538043 loss_bbox: 0.135302 loss_giou: 0.366220 loss_class_aux: 3.419500 loss_bbox_aux: 0.931499 loss_giou_aux: 2.241401 loss_class_dn: 0.297034 loss_bbox_dn: 0.156732 loss_giou_dn: 0.345729 loss_class_aux_dn: 1.596390 loss_bbox_aux_dn: 0.938878 loss_giou_aux_dn: 1.899811 loss: 12.506410 eta: 4 days, 17:45:05 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1661 images/s [04/11 18:45:11] ppdet.engine INFO: Epoch: [34] [1400/7329] learning_rate: 0.000100 loss_class: 0.580702 loss_bbox: 0.145299 loss_giou: 0.385841 loss_class_aux: 3.645022 loss_bbox_aux: 0.951450 loss_giou_aux: 2.473486 loss_class_dn: 0.337723 loss_bbox_dn: 0.172359 loss_giou_dn: 0.377355 loss_class_aux_dn: 1.832792 loss_bbox_aux_dn: 0.986979 loss_giou_aux_dn: 2.064116 loss: 14.167740 eta: 4 days, 17:44:00 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1341 images/s [04/11 18:46:21] ppdet.engine INFO: Epoch: [34] [1500/7329] learning_rate: 0.000100 loss_class: 0.586707 loss_bbox: 0.133097 loss_giou: 0.363554 loss_class_aux: 3.741913 loss_bbox_aux: 0.851862 loss_giou_aux: 2.237304 loss_class_dn: 0.327800 loss_bbox_dn: 0.157002 loss_giou_dn: 0.327684 loss_class_aux_dn: 1.748166 loss_bbox_aux_dn: 0.934495 loss_giou_aux_dn: 1.817158 loss: 13.779552 eta: 4 days, 17:42:52 batch_cost: 0.6390 data_cost: 0.0022 ips: 6.2599 images/s [04/11 18:47:31] ppdet.engine INFO: Epoch: [34] [1600/7329] learning_rate: 0.000100 loss_class: 0.628651 loss_bbox: 0.141901 loss_giou: 0.417868 loss_class_aux: 3.991382 loss_bbox_aux: 0.928110 loss_giou_aux: 2.671033 loss_class_dn: 0.342046 loss_bbox_dn: 0.158212 loss_giou_dn: 0.402634 loss_class_aux_dn: 1.819775 loss_bbox_aux_dn: 0.949866 loss_giou_aux_dn: 2.242864 loss: 14.711771 eta: 4 days, 17:41:46 batch_cost: 0.6483 data_cost: 0.0020 ips: 6.1698 images/s [04/11 18:48:42] ppdet.engine INFO: Epoch: [34] [1700/7329] learning_rate: 0.000100 loss_class: 0.545583 loss_bbox: 0.132970 loss_giou: 0.409891 loss_class_aux: 3.611831 loss_bbox_aux: 0.882424 loss_giou_aux: 2.630389 loss_class_dn: 0.334403 loss_bbox_dn: 0.138012 loss_giou_dn: 0.416493 loss_class_aux_dn: 1.817327 loss_bbox_aux_dn: 0.849408 loss_giou_aux_dn: 2.286633 loss: 15.073633 eta: 4 days, 17:40:42 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1341 images/s [04/11 18:49:52] ppdet.engine INFO: Epoch: [34] [1800/7329] learning_rate: 0.000100 loss_class: 0.562331 loss_bbox: 0.139139 loss_giou: 0.375659 loss_class_aux: 3.681287 loss_bbox_aux: 0.917029 loss_giou_aux: 2.444705 loss_class_dn: 0.321835 loss_bbox_dn: 0.145026 loss_giou_dn: 0.350601 loss_class_aux_dn: 1.684392 loss_bbox_aux_dn: 0.873563 loss_giou_aux_dn: 1.948810 loss: 14.502523 eta: 4 days, 17:39:36 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1454 images/s [04/11 18:51:04] ppdet.engine INFO: Epoch: [34] [1900/7329] learning_rate: 0.000100 loss_class: 0.584119 loss_bbox: 0.140868 loss_giou: 0.383215 loss_class_aux: 3.745978 loss_bbox_aux: 0.922545 loss_giou_aux: 2.437485 loss_class_dn: 0.328979 loss_bbox_dn: 0.169090 loss_giou_dn: 0.364409 loss_class_aux_dn: 1.750431 loss_bbox_aux_dn: 0.976937 loss_giou_aux_dn: 2.046266 loss: 13.711708 eta: 4 days, 17:38:33 batch_cost: 0.6598 data_cost: 0.0020 ips: 6.0628 images/s [04/11 18:52:14] ppdet.engine INFO: Epoch: [34] [2000/7329] learning_rate: 0.000100 loss_class: 0.633484 loss_bbox: 0.139283 loss_giou: 0.396292 loss_class_aux: 4.104190 loss_bbox_aux: 0.867588 loss_giou_aux: 2.521056 loss_class_dn: 0.350989 loss_bbox_dn: 0.169982 loss_giou_dn: 0.408533 loss_class_aux_dn: 1.934784 loss_bbox_aux_dn: 0.958568 loss_giou_aux_dn: 2.266258 loss: 15.135807 eta: 4 days, 17:37:27 batch_cost: 0.6474 data_cost: 0.0022 ips: 6.1788 images/s [04/11 18:53:24] ppdet.engine INFO: Epoch: [34] [2100/7329] learning_rate: 0.000100 loss_class: 0.593666 loss_bbox: 0.138627 loss_giou: 0.373307 loss_class_aux: 3.887663 loss_bbox_aux: 0.862336 loss_giou_aux: 2.315063 loss_class_dn: 0.329826 loss_bbox_dn: 0.159207 loss_giou_dn: 0.386347 loss_class_aux_dn: 1.764268 loss_bbox_aux_dn: 0.932666 loss_giou_aux_dn: 2.127869 loss: 14.545269 eta: 4 days, 17:36:20 batch_cost: 0.6401 data_cost: 0.0020 ips: 6.2488 images/s [04/11 18:54:34] ppdet.engine INFO: Epoch: [34] [2200/7329] learning_rate: 0.000100 loss_class: 0.626141 loss_bbox: 0.148953 loss_giou: 0.419108 loss_class_aux: 3.995836 loss_bbox_aux: 0.969329 loss_giou_aux: 2.640927 loss_class_dn: 0.361023 loss_bbox_dn: 0.161143 loss_giou_dn: 0.404556 loss_class_aux_dn: 1.895665 loss_bbox_aux_dn: 0.935440 loss_giou_aux_dn: 2.217389 loss: 15.223794 eta: 4 days, 17:35:14 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1734 images/s [04/11 18:55:44] ppdet.engine INFO: Epoch: [34] [2300/7329] learning_rate: 0.000100 loss_class: 0.588658 loss_bbox: 0.140016 loss_giou: 0.387783 loss_class_aux: 3.708474 loss_bbox_aux: 0.885645 loss_giou_aux: 2.408412 loss_class_dn: 0.345111 loss_bbox_dn: 0.150996 loss_giou_dn: 0.384549 loss_class_aux_dn: 1.845294 loss_bbox_aux_dn: 0.896558 loss_giou_aux_dn: 2.128860 loss: 14.899719 eta: 4 days, 17:34:07 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2064 images/s [04/11 18:56:55] ppdet.engine INFO: Epoch: [34] [2400/7329] learning_rate: 0.000100 loss_class: 0.546835 loss_bbox: 0.145660 loss_giou: 0.368597 loss_class_aux: 3.629701 loss_bbox_aux: 0.953912 loss_giou_aux: 2.302670 loss_class_dn: 0.335593 loss_bbox_dn: 0.155608 loss_giou_dn: 0.357522 loss_class_aux_dn: 1.756685 loss_bbox_aux_dn: 0.942074 loss_giou_aux_dn: 1.985671 loss: 13.970303 eta: 4 days, 17:33:03 batch_cost: 0.6538 data_cost: 0.0021 ips: 6.1180 images/s [04/11 18:58:06] ppdet.engine INFO: Epoch: [34] [2500/7329] learning_rate: 0.000100 loss_class: 0.606734 loss_bbox: 0.143453 loss_giou: 0.385901 loss_class_aux: 3.880578 loss_bbox_aux: 0.903544 loss_giou_aux: 2.468431 loss_class_dn: 0.341138 loss_bbox_dn: 0.132672 loss_giou_dn: 0.390996 loss_class_aux_dn: 1.888605 loss_bbox_aux_dn: 0.760153 loss_giou_aux_dn: 2.137550 loss: 14.249190 eta: 4 days, 17:31:57 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1538 images/s [04/11 18:59:18] ppdet.engine INFO: Epoch: [34] [2600/7329] learning_rate: 0.000100 loss_class: 0.584643 loss_bbox: 0.131168 loss_giou: 0.343618 loss_class_aux: 3.705438 loss_bbox_aux: 0.849255 loss_giou_aux: 2.145141 loss_class_dn: 0.331281 loss_bbox_dn: 0.148537 loss_giou_dn: 0.334751 loss_class_aux_dn: 1.781091 loss_bbox_aux_dn: 0.868594 loss_giou_aux_dn: 1.875112 loss: 13.707205 eta: 4 days, 17:30:56 batch_cost: 0.6653 data_cost: 0.0020 ips: 6.0120 images/s [04/11 19:00:29] ppdet.engine INFO: Epoch: [34] [2700/7329] learning_rate: 0.000100 loss_class: 0.603478 loss_bbox: 0.142130 loss_giou: 0.377560 loss_class_aux: 3.805278 loss_bbox_aux: 0.948471 loss_giou_aux: 2.398132 loss_class_dn: 0.331822 loss_bbox_dn: 0.162599 loss_giou_dn: 0.393519 loss_class_aux_dn: 1.765208 loss_bbox_aux_dn: 0.964173 loss_giou_aux_dn: 2.141700 loss: 15.530576 eta: 4 days, 17:29:51 batch_cost: 0.6533 data_cost: 0.0020 ips: 6.1226 images/s [04/11 19:01:40] ppdet.engine INFO: Epoch: [34] [2800/7329] learning_rate: 0.000100 loss_class: 0.541677 loss_bbox: 0.119001 loss_giou: 0.280430 loss_class_aux: 3.353145 loss_bbox_aux: 0.827162 loss_giou_aux: 1.784907 loss_class_dn: 0.266414 loss_bbox_dn: 0.153714 loss_giou_dn: 0.289763 loss_class_aux_dn: 1.442944 loss_bbox_aux_dn: 0.840742 loss_giou_aux_dn: 1.575460 loss: 11.058689 eta: 4 days, 17:28:46 batch_cost: 0.6528 data_cost: 0.0022 ips: 6.1274 images/s [04/11 19:02:51] ppdet.engine INFO: Epoch: [34] [2900/7329] learning_rate: 0.000100 loss_class: 0.543029 loss_bbox: 0.137407 loss_giou: 0.316354 loss_class_aux: 3.494650 loss_bbox_aux: 0.910327 loss_giou_aux: 1.971148 loss_class_dn: 0.306136 loss_bbox_dn: 0.150494 loss_giou_dn: 0.326684 loss_class_aux_dn: 1.676016 loss_bbox_aux_dn: 0.876979 loss_giou_aux_dn: 1.813113 loss: 13.153366 eta: 4 days, 17:27:41 batch_cost: 0.6510 data_cost: 0.0020 ips: 6.1440 images/s [04/11 19:04:02] ppdet.engine INFO: Epoch: [34] [3000/7329] learning_rate: 0.000100 loss_class: 0.573195 loss_bbox: 0.141395 loss_giou: 0.349867 loss_class_aux: 3.702962 loss_bbox_aux: 0.942552 loss_giou_aux: 2.160048 loss_class_dn: 0.310035 loss_bbox_dn: 0.159842 loss_giou_dn: 0.353685 loss_class_aux_dn: 1.705495 loss_bbox_aux_dn: 0.957739 loss_giou_aux_dn: 1.914170 loss: 14.021904 eta: 4 days, 17:26:37 batch_cost: 0.6534 data_cost: 0.0021 ips: 6.1218 images/s [04/11 19:05:12] ppdet.engine INFO: Epoch: [34] [3100/7329] learning_rate: 0.000100 loss_class: 0.564789 loss_bbox: 0.129842 loss_giou: 0.380974 loss_class_aux: 3.596011 loss_bbox_aux: 0.863501 loss_giou_aux: 2.322696 loss_class_dn: 0.339383 loss_bbox_dn: 0.152570 loss_giou_dn: 0.364989 loss_class_aux_dn: 1.787643 loss_bbox_aux_dn: 0.893997 loss_giou_aux_dn: 1.975385 loss: 14.054058 eta: 4 days, 17:25:30 batch_cost: 0.6459 data_cost: 0.0020 ips: 6.1926 images/s [04/11 19:06:23] ppdet.engine INFO: Epoch: [34] [3200/7329] learning_rate: 0.000100 loss_class: 0.611825 loss_bbox: 0.137303 loss_giou: 0.441016 loss_class_aux: 3.915138 loss_bbox_aux: 0.899599 loss_giou_aux: 2.720325 loss_class_dn: 0.375669 loss_bbox_dn: 0.155574 loss_giou_dn: 0.433325 loss_class_aux_dn: 1.998162 loss_bbox_aux_dn: 0.906596 loss_giou_aux_dn: 2.464045 loss: 15.656808 eta: 4 days, 17:24:26 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1192 images/s [04/11 19:07:34] ppdet.engine INFO: Epoch: [34] [3300/7329] learning_rate: 0.000100 loss_class: 0.633249 loss_bbox: 0.160972 loss_giou: 0.446261 loss_class_aux: 4.095733 loss_bbox_aux: 1.073668 loss_giou_aux: 2.829762 loss_class_dn: 0.369160 loss_bbox_dn: 0.165040 loss_giou_dn: 0.444733 loss_class_aux_dn: 2.030992 loss_bbox_aux_dn: 0.966384 loss_giou_aux_dn: 2.476951 loss: 16.317181 eta: 4 days, 17:23:20 batch_cost: 0.6488 data_cost: 0.0024 ips: 6.1656 images/s [04/11 19:08:45] ppdet.engine INFO: Epoch: [34] [3400/7329] learning_rate: 0.000100 loss_class: 0.648485 loss_bbox: 0.162297 loss_giou: 0.421044 loss_class_aux: 4.118613 loss_bbox_aux: 1.063745 loss_giou_aux: 2.624395 loss_class_dn: 0.378914 loss_bbox_dn: 0.174961 loss_giou_dn: 0.405506 loss_class_aux_dn: 1.995930 loss_bbox_aux_dn: 1.063091 loss_giou_aux_dn: 2.286361 loss: 15.672118 eta: 4 days, 17:22:16 batch_cost: 0.6547 data_cost: 0.0023 ips: 6.1096 images/s [04/11 19:09:55] ppdet.engine INFO: Epoch: [34] [3500/7329] learning_rate: 0.000100 loss_class: 0.580672 loss_bbox: 0.112367 loss_giou: 0.329774 loss_class_aux: 3.716141 loss_bbox_aux: 0.761227 loss_giou_aux: 2.120638 loss_class_dn: 0.290722 loss_bbox_dn: 0.130474 loss_giou_dn: 0.350904 loss_class_aux_dn: 1.544528 loss_bbox_aux_dn: 0.748578 loss_giou_aux_dn: 1.889825 loss: 12.438236 eta: 4 days, 17:21:09 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2031 images/s [04/11 19:11:06] ppdet.engine INFO: Epoch: [34] [3600/7329] learning_rate: 0.000100 loss_class: 0.577286 loss_bbox: 0.114817 loss_giou: 0.416904 loss_class_aux: 3.506414 loss_bbox_aux: 0.750807 loss_giou_aux: 2.596229 loss_class_dn: 0.326015 loss_bbox_dn: 0.123375 loss_giou_dn: 0.394343 loss_class_aux_dn: 1.719344 loss_bbox_aux_dn: 0.793568 loss_giou_aux_dn: 2.082971 loss: 13.698215 eta: 4 days, 17:20:06 batch_cost: 0.6582 data_cost: 0.0019 ips: 6.0774 images/s [04/11 19:12:16] ppdet.engine INFO: Epoch: [34] [3700/7329] learning_rate: 0.000100 loss_class: 0.582729 loss_bbox: 0.142252 loss_giou: 0.388228 loss_class_aux: 3.724507 loss_bbox_aux: 0.932363 loss_giou_aux: 2.458288 loss_class_dn: 0.344004 loss_bbox_dn: 0.154916 loss_giou_dn: 0.380983 loss_class_aux_dn: 1.858723 loss_bbox_aux_dn: 0.907197 loss_giou_aux_dn: 2.142876 loss: 14.184458 eta: 4 days, 17:18:58 batch_cost: 0.6391 data_cost: 0.0019 ips: 6.2590 images/s [04/11 19:13:26] ppdet.engine INFO: Epoch: [34] [3800/7329] learning_rate: 0.000100 loss_class: 0.583862 loss_bbox: 0.142200 loss_giou: 0.359455 loss_class_aux: 3.737905 loss_bbox_aux: 0.957982 loss_giou_aux: 2.332899 loss_class_dn: 0.330680 loss_bbox_dn: 0.148624 loss_giou_dn: 0.354892 loss_class_aux_dn: 1.798457 loss_bbox_aux_dn: 0.841828 loss_giou_aux_dn: 1.995819 loss: 14.436981 eta: 4 days, 17:17:51 batch_cost: 0.6431 data_cost: 0.0021 ips: 6.2197 images/s [04/11 19:14:36] ppdet.engine INFO: Epoch: [34] [3900/7329] learning_rate: 0.000100 loss_class: 0.593507 loss_bbox: 0.139897 loss_giou: 0.401296 loss_class_aux: 3.892014 loss_bbox_aux: 0.937652 loss_giou_aux: 2.563029 loss_class_dn: 0.345397 loss_bbox_dn: 0.150974 loss_giou_dn: 0.414898 loss_class_aux_dn: 1.839466 loss_bbox_aux_dn: 0.858606 loss_giou_aux_dn: 2.253144 loss: 14.450342 eta: 4 days, 17:16:45 batch_cost: 0.6484 data_cost: 0.0022 ips: 6.1689 images/s [04/11 19:15:46] ppdet.engine INFO: Epoch: [34] [4000/7329] learning_rate: 0.000100 loss_class: 0.573449 loss_bbox: 0.136072 loss_giou: 0.368289 loss_class_aux: 3.664223 loss_bbox_aux: 0.860577 loss_giou_aux: 2.376785 loss_class_dn: 0.316191 loss_bbox_dn: 0.145221 loss_giou_dn: 0.364539 loss_class_aux_dn: 1.693357 loss_bbox_aux_dn: 0.855777 loss_giou_aux_dn: 2.023966 loss: 13.791762 eta: 4 days, 17:15:40 batch_cost: 0.6501 data_cost: 0.0019 ips: 6.1532 images/s [04/11 19:16:58] ppdet.engine INFO: Epoch: [34] [4100/7329] learning_rate: 0.000100 loss_class: 0.551382 loss_bbox: 0.124912 loss_giou: 0.303493 loss_class_aux: 3.594368 loss_bbox_aux: 0.828570 loss_giou_aux: 1.914546 loss_class_dn: 0.302648 loss_bbox_dn: 0.142697 loss_giou_dn: 0.294223 loss_class_aux_dn: 1.640827 loss_bbox_aux_dn: 0.821671 loss_giou_aux_dn: 1.681909 loss: 12.297120 eta: 4 days, 17:14:36 batch_cost: 0.6573 data_cost: 0.0019 ips: 6.0857 images/s [04/11 19:18:08] ppdet.engine INFO: Epoch: [34] [4200/7329] learning_rate: 0.000100 loss_class: 0.612155 loss_bbox: 0.144683 loss_giou: 0.394602 loss_class_aux: 3.908293 loss_bbox_aux: 0.904893 loss_giou_aux: 2.436030 loss_class_dn: 0.330986 loss_bbox_dn: 0.158988 loss_giou_dn: 0.390340 loss_class_aux_dn: 1.756006 loss_bbox_aux_dn: 0.930919 loss_giou_aux_dn: 2.130574 loss: 13.801037 eta: 4 days, 17:13:31 batch_cost: 0.6491 data_cost: 0.0019 ips: 6.1620 images/s [04/11 19:19:19] ppdet.engine INFO: Epoch: [34] [4300/7329] learning_rate: 0.000100 loss_class: 0.564834 loss_bbox: 0.141536 loss_giou: 0.406305 loss_class_aux: 3.630531 loss_bbox_aux: 0.929887 loss_giou_aux: 2.492218 loss_class_dn: 0.345890 loss_bbox_dn: 0.143830 loss_giou_dn: 0.414827 loss_class_aux_dn: 1.880449 loss_bbox_aux_dn: 0.828148 loss_giou_aux_dn: 2.258811 loss: 15.149137 eta: 4 days, 17:12:27 batch_cost: 0.6550 data_cost: 0.0019 ips: 6.1073 images/s [04/11 19:20:30] ppdet.engine INFO: Epoch: [34] [4400/7329] learning_rate: 0.000100 loss_class: 0.616142 loss_bbox: 0.135608 loss_giou: 0.378917 loss_class_aux: 3.960439 loss_bbox_aux: 1.000948 loss_giou_aux: 2.449402 loss_class_dn: 0.351173 loss_bbox_dn: 0.187512 loss_giou_dn: 0.380379 loss_class_aux_dn: 1.859797 loss_bbox_aux_dn: 1.057515 loss_giou_aux_dn: 2.104978 loss: 14.544142 eta: 4 days, 17:11:21 batch_cost: 0.6474 data_cost: 0.0021 ips: 6.1789 images/s [04/11 19:21:40] ppdet.engine INFO: Epoch: [34] [4500/7329] learning_rate: 0.000100 loss_class: 0.597085 loss_bbox: 0.136454 loss_giou: 0.384854 loss_class_aux: 3.659790 loss_bbox_aux: 0.899742 loss_giou_aux: 2.404844 loss_class_dn: 0.346211 loss_bbox_dn: 0.163642 loss_giou_dn: 0.365940 loss_class_aux_dn: 1.829441 loss_bbox_aux_dn: 0.943899 loss_giou_aux_dn: 2.017353 loss: 14.487741 eta: 4 days, 17:10:15 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1572 images/s [04/11 19:22:50] ppdet.engine INFO: Epoch: [34] [4600/7329] learning_rate: 0.000100 loss_class: 0.598997 loss_bbox: 0.145290 loss_giou: 0.418182 loss_class_aux: 3.871330 loss_bbox_aux: 0.939616 loss_giou_aux: 2.564325 loss_class_dn: 0.371421 loss_bbox_dn: 0.161054 loss_giou_dn: 0.415483 loss_class_aux_dn: 1.946465 loss_bbox_aux_dn: 0.943937 loss_giou_aux_dn: 2.266855 loss: 14.880037 eta: 4 days, 17:09:09 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.2000 images/s [04/11 19:24:00] ppdet.engine INFO: Epoch: [34] [4700/7329] learning_rate: 0.000100 loss_class: 0.610644 loss_bbox: 0.132495 loss_giou: 0.325687 loss_class_aux: 3.963153 loss_bbox_aux: 0.882177 loss_giou_aux: 2.095193 loss_class_dn: 0.343259 loss_bbox_dn: 0.161970 loss_giou_dn: 0.372902 loss_class_aux_dn: 1.838210 loss_bbox_aux_dn: 0.941162 loss_giou_aux_dn: 2.040688 loss: 14.987932 eta: 4 days, 17:08:02 batch_cost: 0.6455 data_cost: 0.0022 ips: 6.1968 images/s [04/11 19:25:10] ppdet.engine INFO: Epoch: [34] [4800/7329] learning_rate: 0.000100 loss_class: 0.588742 loss_bbox: 0.139541 loss_giou: 0.353051 loss_class_aux: 3.742916 loss_bbox_aux: 0.934745 loss_giou_aux: 2.296714 loss_class_dn: 0.325268 loss_bbox_dn: 0.164525 loss_giou_dn: 0.365192 loss_class_aux_dn: 1.733484 loss_bbox_aux_dn: 0.980601 loss_giou_aux_dn: 1.941452 loss: 13.997717 eta: 4 days, 17:06:55 batch_cost: 0.6443 data_cost: 0.0019 ips: 6.2083 images/s [04/11 19:26:20] ppdet.engine INFO: Epoch: [34] [4900/7329] learning_rate: 0.000100 loss_class: 0.556159 loss_bbox: 0.148687 loss_giou: 0.397415 loss_class_aux: 3.509377 loss_bbox_aux: 0.948739 loss_giou_aux: 2.448514 loss_class_dn: 0.328461 loss_bbox_dn: 0.170493 loss_giou_dn: 0.396495 loss_class_aux_dn: 1.777193 loss_bbox_aux_dn: 0.938082 loss_giou_aux_dn: 2.184637 loss: 13.791644 eta: 4 days, 17:05:48 batch_cost: 0.6435 data_cost: 0.0021 ips: 6.2160 images/s [04/11 19:27:30] ppdet.engine INFO: Epoch: [34] [5000/7329] learning_rate: 0.000100 loss_class: 0.618528 loss_bbox: 0.154427 loss_giou: 0.420980 loss_class_aux: 3.952235 loss_bbox_aux: 0.937822 loss_giou_aux: 2.717446 loss_class_dn: 0.345767 loss_bbox_dn: 0.169508 loss_giou_dn: 0.398105 loss_class_aux_dn: 1.872676 loss_bbox_aux_dn: 0.963033 loss_giou_aux_dn: 2.192406 loss: 15.042231 eta: 4 days, 17:04:42 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1967 images/s [04/11 19:28:41] ppdet.engine INFO: Epoch: [34] [5100/7329] learning_rate: 0.000100 loss_class: 0.608871 loss_bbox: 0.133788 loss_giou: 0.410236 loss_class_aux: 3.846015 loss_bbox_aux: 0.908750 loss_giou_aux: 2.551148 loss_class_dn: 0.329039 loss_bbox_dn: 0.142591 loss_giou_dn: 0.404891 loss_class_aux_dn: 1.792394 loss_bbox_aux_dn: 0.851159 loss_giou_aux_dn: 2.212744 loss: 14.303892 eta: 4 days, 17:03:37 batch_cost: 0.6496 data_cost: 0.0022 ips: 6.1577 images/s [04/11 19:29:51] ppdet.engine INFO: Epoch: [34] [5200/7329] learning_rate: 0.000100 loss_class: 0.590632 loss_bbox: 0.155971 loss_giou: 0.370172 loss_class_aux: 3.888092 loss_bbox_aux: 0.985792 loss_giou_aux: 2.392227 loss_class_dn: 0.342757 loss_bbox_dn: 0.157153 loss_giou_dn: 0.385783 loss_class_aux_dn: 1.852617 loss_bbox_aux_dn: 0.935795 loss_giou_aux_dn: 2.152398 loss: 15.438071 eta: 4 days, 17:02:31 batch_cost: 0.6481 data_cost: 0.0021 ips: 6.1720 images/s [04/11 19:31:01] ppdet.engine INFO: Epoch: [34] [5300/7329] learning_rate: 0.000100 loss_class: 0.557945 loss_bbox: 0.121704 loss_giou: 0.377257 loss_class_aux: 3.640417 loss_bbox_aux: 0.790555 loss_giou_aux: 2.490729 loss_class_dn: 0.340550 loss_bbox_dn: 0.141996 loss_giou_dn: 0.392399 loss_class_aux_dn: 1.839309 loss_bbox_aux_dn: 0.842639 loss_giou_aux_dn: 2.131322 loss: 14.225641 eta: 4 days, 17:01:24 batch_cost: 0.6457 data_cost: 0.0022 ips: 6.1953 images/s [04/11 19:32:12] ppdet.engine INFO: Epoch: [34] [5400/7329] learning_rate: 0.000100 loss_class: 0.554176 loss_bbox: 0.136331 loss_giou: 0.351422 loss_class_aux: 3.598411 loss_bbox_aux: 0.913834 loss_giou_aux: 2.274613 loss_class_dn: 0.317379 loss_bbox_dn: 0.149975 loss_giou_dn: 0.359002 loss_class_aux_dn: 1.718335 loss_bbox_aux_dn: 0.881545 loss_giou_aux_dn: 1.986052 loss: 14.181574 eta: 4 days, 17:00:19 batch_cost: 0.6501 data_cost: 0.0022 ips: 6.1533 images/s [04/11 19:33:23] ppdet.engine INFO: Epoch: [34] [5500/7329] learning_rate: 0.000100 loss_class: 0.645318 loss_bbox: 0.133555 loss_giou: 0.385948 loss_class_aux: 4.059205 loss_bbox_aux: 0.852062 loss_giou_aux: 2.485380 loss_class_dn: 0.348390 loss_bbox_dn: 0.141390 loss_giou_dn: 0.374249 loss_class_aux_dn: 1.938596 loss_bbox_aux_dn: 0.841303 loss_giou_aux_dn: 2.080173 loss: 14.674347 eta: 4 days, 16:59:15 batch_cost: 0.6541 data_cost: 0.0020 ips: 6.1157 images/s [04/11 19:34:33] ppdet.engine INFO: Epoch: [34] [5600/7329] learning_rate: 0.000100 loss_class: 0.571226 loss_bbox: 0.138274 loss_giou: 0.368026 loss_class_aux: 3.753349 loss_bbox_aux: 0.898138 loss_giou_aux: 2.347095 loss_class_dn: 0.325846 loss_bbox_dn: 0.149813 loss_giou_dn: 0.361742 loss_class_aux_dn: 1.741791 loss_bbox_aux_dn: 0.939702 loss_giou_aux_dn: 2.005211 loss: 15.250421 eta: 4 days, 16:58:09 batch_cost: 0.6484 data_cost: 0.0019 ips: 6.1688 images/s [04/11 19:35:44] ppdet.engine INFO: Epoch: [34] [5700/7329] learning_rate: 0.000100 loss_class: 0.525003 loss_bbox: 0.130563 loss_giou: 0.342200 loss_class_aux: 3.330376 loss_bbox_aux: 0.863455 loss_giou_aux: 2.101480 loss_class_dn: 0.322375 loss_bbox_dn: 0.135191 loss_giou_dn: 0.345113 loss_class_aux_dn: 1.679703 loss_bbox_aux_dn: 0.828463 loss_giou_aux_dn: 1.930190 loss: 13.741199 eta: 4 days, 16:57:04 batch_cost: 0.6515 data_cost: 0.0022 ips: 6.1393 images/s [04/11 19:36:54] ppdet.engine INFO: Epoch: [34] [5800/7329] learning_rate: 0.000100 loss_class: 0.550603 loss_bbox: 0.125534 loss_giou: 0.297445 loss_class_aux: 3.447129 loss_bbox_aux: 0.813949 loss_giou_aux: 1.850634 loss_class_dn: 0.312355 loss_bbox_dn: 0.153097 loss_giou_dn: 0.285415 loss_class_aux_dn: 1.678084 loss_bbox_aux_dn: 0.886832 loss_giou_aux_dn: 1.624582 loss: 12.060106 eta: 4 days, 16:55:56 batch_cost: 0.6407 data_cost: 0.0020 ips: 6.2435 images/s [04/11 19:38:04] ppdet.engine INFO: Epoch: [34] [5900/7329] learning_rate: 0.000100 loss_class: 0.500489 loss_bbox: 0.120966 loss_giou: 0.285872 loss_class_aux: 3.306737 loss_bbox_aux: 0.789501 loss_giou_aux: 1.785562 loss_class_dn: 0.300235 loss_bbox_dn: 0.144055 loss_giou_dn: 0.295824 loss_class_aux_dn: 1.597648 loss_bbox_aux_dn: 0.862663 loss_giou_aux_dn: 1.620355 loss: 11.819344 eta: 4 days, 16:54:51 batch_cost: 0.6503 data_cost: 0.0022 ips: 6.1510 images/s [04/11 19:39:15] ppdet.engine INFO: Epoch: [34] [6000/7329] learning_rate: 0.000100 loss_class: 0.542892 loss_bbox: 0.130381 loss_giou: 0.315216 loss_class_aux: 3.540146 loss_bbox_aux: 0.863643 loss_giou_aux: 2.021931 loss_class_dn: 0.311127 loss_bbox_dn: 0.145211 loss_giou_dn: 0.330807 loss_class_aux_dn: 1.665163 loss_bbox_aux_dn: 0.896470 loss_giou_aux_dn: 1.783923 loss: 12.989085 eta: 4 days, 16:53:46 batch_cost: 0.6512 data_cost: 0.0021 ips: 6.1423 images/s [04/11 19:40:25] ppdet.engine INFO: Epoch: [34] [6100/7329] learning_rate: 0.000100 loss_class: 0.536745 loss_bbox: 0.123519 loss_giou: 0.392892 loss_class_aux: 3.399074 loss_bbox_aux: 0.842660 loss_giou_aux: 2.560666 loss_class_dn: 0.322176 loss_bbox_dn: 0.140920 loss_giou_dn: 0.375960 loss_class_aux_dn: 1.718091 loss_bbox_aux_dn: 0.879696 loss_giou_aux_dn: 2.061733 loss: 14.390343 eta: 4 days, 16:52:40 batch_cost: 0.6491 data_cost: 0.0021 ips: 6.1620 images/s [04/11 19:41:35] ppdet.engine INFO: Epoch: [34] [6200/7329] learning_rate: 0.000100 loss_class: 0.623870 loss_bbox: 0.132368 loss_giou: 0.382029 loss_class_aux: 3.927107 loss_bbox_aux: 0.892286 loss_giou_aux: 2.410777 loss_class_dn: 0.362127 loss_bbox_dn: 0.147535 loss_giou_dn: 0.386569 loss_class_aux_dn: 1.947465 loss_bbox_aux_dn: 0.904286 loss_giou_aux_dn: 2.207587 loss: 14.941669 eta: 4 days, 16:51:33 batch_cost: 0.6407 data_cost: 0.0021 ips: 6.2435 images/s [04/11 19:42:46] ppdet.engine INFO: Epoch: [34] [6300/7329] learning_rate: 0.000100 loss_class: 0.603602 loss_bbox: 0.132877 loss_giou: 0.448962 loss_class_aux: 3.931884 loss_bbox_aux: 0.880047 loss_giou_aux: 2.696628 loss_class_dn: 0.356121 loss_bbox_dn: 0.157619 loss_giou_dn: 0.428400 loss_class_aux_dn: 1.836834 loss_bbox_aux_dn: 0.911939 loss_giou_aux_dn: 2.383814 loss: 15.762300 eta: 4 days, 16:50:29 batch_cost: 0.6546 data_cost: 0.0023 ips: 6.1107 images/s [04/11 19:43:57] ppdet.engine INFO: Epoch: [34] [6400/7329] learning_rate: 0.000100 loss_class: 0.591670 loss_bbox: 0.143333 loss_giou: 0.358546 loss_class_aux: 3.687505 loss_bbox_aux: 0.897937 loss_giou_aux: 2.309318 loss_class_dn: 0.307101 loss_bbox_dn: 0.153251 loss_giou_dn: 0.351877 loss_class_aux_dn: 1.681406 loss_bbox_aux_dn: 0.905032 loss_giou_aux_dn: 1.961440 loss: 13.914125 eta: 4 days, 16:49:23 batch_cost: 0.6497 data_cost: 0.0021 ips: 6.1570 images/s [04/11 19:45:08] ppdet.engine INFO: Epoch: [34] [6500/7329] learning_rate: 0.000100 loss_class: 0.563433 loss_bbox: 0.118728 loss_giou: 0.363268 loss_class_aux: 3.485501 loss_bbox_aux: 0.815325 loss_giou_aux: 2.389077 loss_class_dn: 0.316910 loss_bbox_dn: 0.135457 loss_giou_dn: 0.353016 loss_class_aux_dn: 1.685476 loss_bbox_aux_dn: 0.856282 loss_giou_aux_dn: 1.996396 loss: 13.821785 eta: 4 days, 16:48:19 batch_cost: 0.6551 data_cost: 0.0021 ips: 6.1062 images/s [04/11 19:46:18] ppdet.engine INFO: Epoch: [34] [6600/7329] learning_rate: 0.000100 loss_class: 0.598672 loss_bbox: 0.127838 loss_giou: 0.438927 loss_class_aux: 3.834163 loss_bbox_aux: 0.824845 loss_giou_aux: 2.741512 loss_class_dn: 0.358910 loss_bbox_dn: 0.147248 loss_giou_dn: 0.422027 loss_class_aux_dn: 1.907025 loss_bbox_aux_dn: 0.875264 loss_giou_aux_dn: 2.341772 loss: 15.450975 eta: 4 days, 16:47:12 batch_cost: 0.6441 data_cost: 0.0019 ips: 6.2100 images/s [04/11 19:47:28] ppdet.engine INFO: Epoch: [34] [6700/7329] learning_rate: 0.000100 loss_class: 0.679060 loss_bbox: 0.155805 loss_giou: 0.400717 loss_class_aux: 4.373500 loss_bbox_aux: 0.981688 loss_giou_aux: 2.488722 loss_class_dn: 0.358280 loss_bbox_dn: 0.171480 loss_giou_dn: 0.392561 loss_class_aux_dn: 1.928229 loss_bbox_aux_dn: 0.978873 loss_giou_aux_dn: 2.188321 loss: 16.075748 eta: 4 days, 16:46:06 batch_cost: 0.6468 data_cost: 0.0021 ips: 6.1846 images/s [04/11 19:48:38] ppdet.engine INFO: Epoch: [34] [6800/7329] learning_rate: 0.000100 loss_class: 0.623398 loss_bbox: 0.153322 loss_giou: 0.466156 loss_class_aux: 4.026865 loss_bbox_aux: 1.001283 loss_giou_aux: 2.795057 loss_class_dn: 0.383133 loss_bbox_dn: 0.145604 loss_giou_dn: 0.439402 loss_class_aux_dn: 2.045246 loss_bbox_aux_dn: 0.856960 loss_giou_aux_dn: 2.397158 loss: 16.209263 eta: 4 days, 16:44:59 batch_cost: 0.6414 data_cost: 0.0019 ips: 6.2368 images/s [04/11 19:49:50] ppdet.engine INFO: Epoch: [34] [6900/7329] learning_rate: 0.000100 loss_class: 0.587136 loss_bbox: 0.127993 loss_giou: 0.307179 loss_class_aux: 3.716890 loss_bbox_aux: 0.832904 loss_giou_aux: 1.968451 loss_class_dn: 0.282524 loss_bbox_dn: 0.139426 loss_giou_dn: 0.305878 loss_class_aux_dn: 1.567067 loss_bbox_aux_dn: 0.829846 loss_giou_aux_dn: 1.685700 loss: 13.870140 eta: 4 days, 16:43:55 batch_cost: 0.6571 data_cost: 0.0020 ips: 6.0869 images/s [04/11 19:51:00] ppdet.engine INFO: Epoch: [34] [7000/7329] learning_rate: 0.000100 loss_class: 0.582867 loss_bbox: 0.147794 loss_giou: 0.312577 loss_class_aux: 3.768121 loss_bbox_aux: 0.919104 loss_giou_aux: 1.996747 loss_class_dn: 0.312375 loss_bbox_dn: 0.190032 loss_giou_dn: 0.323884 loss_class_aux_dn: 1.686272 loss_bbox_aux_dn: 1.051888 loss_giou_aux_dn: 1.791583 loss: 13.674643 eta: 4 days, 16:42:50 batch_cost: 0.6508 data_cost: 0.0021 ips: 6.1465 images/s [04/11 19:52:10] ppdet.engine INFO: Epoch: [34] [7100/7329] learning_rate: 0.000100 loss_class: 0.520234 loss_bbox: 0.126077 loss_giou: 0.372895 loss_class_aux: 3.303867 loss_bbox_aux: 0.805214 loss_giou_aux: 2.339397 loss_class_dn: 0.305164 loss_bbox_dn: 0.137253 loss_giou_dn: 0.364280 loss_class_aux_dn: 1.632640 loss_bbox_aux_dn: 0.824320 loss_giou_aux_dn: 2.042032 loss: 13.001415 eta: 4 days, 16:41:43 batch_cost: 0.6455 data_cost: 0.0021 ips: 6.1963 images/s [04/11 19:53:21] ppdet.engine INFO: Epoch: [34] [7200/7329] learning_rate: 0.000100 loss_class: 0.571851 loss_bbox: 0.143145 loss_giou: 0.381345 loss_class_aux: 3.694886 loss_bbox_aux: 0.961074 loss_giou_aux: 2.458794 loss_class_dn: 0.331169 loss_bbox_dn: 0.151019 loss_giou_dn: 0.399166 loss_class_aux_dn: 1.757145 loss_bbox_aux_dn: 0.870735 loss_giou_aux_dn: 2.192970 loss: 15.039411 eta: 4 days, 16:40:38 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1605 images/s [04/11 19:54:30] ppdet.engine INFO: Epoch: [34] [7300/7329] learning_rate: 0.000100 loss_class: 0.570381 loss_bbox: 0.135320 loss_giou: 0.369116 loss_class_aux: 3.649643 loss_bbox_aux: 0.873783 loss_giou_aux: 2.382882 loss_class_dn: 0.300536 loss_bbox_dn: 0.136381 loss_giou_dn: 0.365361 loss_class_aux_dn: 1.646228 loss_bbox_aux_dn: 0.818353 loss_giou_aux_dn: 1.996062 loss: 13.322322 eta: 4 days, 16:39:29 batch_cost: 0.6358 data_cost: 0.0019 ips: 6.2911 images/s [04/11 19:54:54] ppdet.engine INFO: Eval iter: 0 [04/11 19:55:22] ppdet.engine INFO: Eval iter: 100 [04/11 19:55:49] ppdet.engine INFO: Eval iter: 200 [04/11 19:56:16] ppdet.engine INFO: Eval iter: 300 [04/11 19:56:43] ppdet.engine INFO: Eval iter: 400 [04/11 19:57:11] ppdet.engine INFO: Eval iter: 500 [04/11 19:57:38] ppdet.engine INFO: Eval iter: 600 [04/11 19:58:19] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/11 19:58:20] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.35s). Accumulating evaluation results... DONE (t=29.08s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.717 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.577 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/11 20:01:12] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.09973755382246 [04/11 20:01:12] ppdet.engine INFO: Best test bbox ap is 0.534. [04/11 20:01:16] ppdet.engine INFO: Epoch: [35] [ 0/7329] learning_rate: 0.000100 loss_class: 0.599183 loss_bbox: 0.138015 loss_giou: 0.397522 loss_class_aux: 3.782632 loss_bbox_aux: 0.918315 loss_giou_aux: 2.476605 loss_class_dn: 0.333376 loss_bbox_dn: 0.143260 loss_giou_dn: 0.389508 loss_class_aux_dn: 1.773736 loss_bbox_aux_dn: 0.830095 loss_giou_aux_dn: 2.144598 loss: 14.125597 eta: 4 days, 16:39:10 batch_cost: 0.6361 data_cost: 0.0019 ips: 6.2879 images/s [04/11 20:02:26] ppdet.engine INFO: Epoch: [35] [ 100/7329] learning_rate: 0.000100 loss_class: 0.550462 loss_bbox: 0.138881 loss_giou: 0.380061 loss_class_aux: 3.573428 loss_bbox_aux: 0.912369 loss_giou_aux: 2.372595 loss_class_dn: 0.337102 loss_bbox_dn: 0.138769 loss_giou_dn: 0.346068 loss_class_aux_dn: 1.779018 loss_bbox_aux_dn: 0.829869 loss_giou_aux_dn: 1.913210 loss: 13.566103 eta: 4 days, 16:38:04 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1787 images/s [04/11 20:03:35] ppdet.engine INFO: Epoch: [35] [ 200/7329] learning_rate: 0.000100 loss_class: 0.605848 loss_bbox: 0.139137 loss_giou: 0.452110 loss_class_aux: 3.895043 loss_bbox_aux: 0.888337 loss_giou_aux: 2.863766 loss_class_dn: 0.366109 loss_bbox_dn: 0.144833 loss_giou_dn: 0.434389 loss_class_aux_dn: 1.935603 loss_bbox_aux_dn: 0.861018 loss_giou_aux_dn: 2.390981 loss: 16.144566 eta: 4 days, 16:36:55 batch_cost: 0.6379 data_cost: 0.0018 ips: 6.2703 images/s [04/11 20:04:45] ppdet.engine INFO: Epoch: [35] [ 300/7329] learning_rate: 0.000100 loss_class: 0.587110 loss_bbox: 0.119878 loss_giou: 0.352590 loss_class_aux: 3.626040 loss_bbox_aux: 0.729411 loss_giou_aux: 2.349728 loss_class_dn: 0.322961 loss_bbox_dn: 0.121565 loss_giou_dn: 0.341109 loss_class_aux_dn: 1.771025 loss_bbox_aux_dn: 0.747554 loss_giou_aux_dn: 1.971418 loss: 13.775162 eta: 4 days, 16:35:49 batch_cost: 0.6438 data_cost: 0.0018 ips: 6.2134 images/s [04/11 20:05:55] ppdet.engine INFO: Epoch: [35] [ 400/7329] learning_rate: 0.000100 loss_class: 0.534348 loss_bbox: 0.139126 loss_giou: 0.333259 loss_class_aux: 3.492548 loss_bbox_aux: 0.886955 loss_giou_aux: 2.079452 loss_class_dn: 0.309356 loss_bbox_dn: 0.136296 loss_giou_dn: 0.310006 loss_class_aux_dn: 1.687302 loss_bbox_aux_dn: 0.811238 loss_giou_aux_dn: 1.744249 loss: 13.218540 eta: 4 days, 16:34:42 batch_cost: 0.6447 data_cost: 0.0021 ips: 6.2042 images/s [04/11 20:07:05] ppdet.engine INFO: Epoch: [35] [ 500/7329] learning_rate: 0.000100 loss_class: 0.575902 loss_bbox: 0.139066 loss_giou: 0.392646 loss_class_aux: 3.768813 loss_bbox_aux: 0.944823 loss_giou_aux: 2.533239 loss_class_dn: 0.346379 loss_bbox_dn: 0.153085 loss_giou_dn: 0.398536 loss_class_aux_dn: 1.851315 loss_bbox_aux_dn: 0.885467 loss_giou_aux_dn: 2.226992 loss: 14.772516 eta: 4 days, 16:33:36 batch_cost: 0.6476 data_cost: 0.0019 ips: 6.1771 images/s [04/11 20:08:14] ppdet.engine INFO: Epoch: [35] [ 600/7329] learning_rate: 0.000100 loss_class: 0.694313 loss_bbox: 0.161506 loss_giou: 0.375543 loss_class_aux: 4.269478 loss_bbox_aux: 1.029193 loss_giou_aux: 2.404718 loss_class_dn: 0.372189 loss_bbox_dn: 0.166383 loss_giou_dn: 0.423704 loss_class_aux_dn: 2.011310 loss_bbox_aux_dn: 0.968407 loss_giou_aux_dn: 2.361454 loss: 15.918253 eta: 4 days, 16:32:27 batch_cost: 0.6342 data_cost: 0.0018 ips: 6.3073 images/s [04/11 20:09:24] ppdet.engine INFO: Epoch: [35] [ 700/7329] learning_rate: 0.000100 loss_class: 0.557267 loss_bbox: 0.136663 loss_giou: 0.391320 loss_class_aux: 3.706147 loss_bbox_aux: 0.881332 loss_giou_aux: 2.531021 loss_class_dn: 0.342987 loss_bbox_dn: 0.158907 loss_giou_dn: 0.380052 loss_class_aux_dn: 1.835174 loss_bbox_aux_dn: 0.928832 loss_giou_aux_dn: 2.117724 loss: 14.403751 eta: 4 days, 16:31:19 batch_cost: 0.6406 data_cost: 0.0019 ips: 6.2437 images/s [04/11 20:10:36] ppdet.engine INFO: Epoch: [35] [ 800/7329] learning_rate: 0.000100 loss_class: 0.591200 loss_bbox: 0.144355 loss_giou: 0.402076 loss_class_aux: 3.810617 loss_bbox_aux: 0.958951 loss_giou_aux: 2.592068 loss_class_dn: 0.340517 loss_bbox_dn: 0.140473 loss_giou_dn: 0.398390 loss_class_aux_dn: 1.810512 loss_bbox_aux_dn: 0.829692 loss_giou_aux_dn: 2.175379 loss: 14.550600 eta: 4 days, 16:30:17 batch_cost: 0.6644 data_cost: 0.0020 ips: 6.0207 images/s [04/11 20:11:47] ppdet.engine INFO: Epoch: [35] [ 900/7329] learning_rate: 0.000100 loss_class: 0.566648 loss_bbox: 0.138466 loss_giou: 0.378434 loss_class_aux: 3.575172 loss_bbox_aux: 0.897954 loss_giou_aux: 2.435600 loss_class_dn: 0.326700 loss_bbox_dn: 0.146156 loss_giou_dn: 0.370935 loss_class_aux_dn: 1.732667 loss_bbox_aux_dn: 0.864919 loss_giou_aux_dn: 2.056646 loss: 13.427741 eta: 4 days, 16:29:13 batch_cost: 0.6524 data_cost: 0.0019 ips: 6.1316 images/s [04/11 20:12:59] ppdet.engine INFO: Epoch: [35] [1000/7329] learning_rate: 0.000100 loss_class: 0.586494 loss_bbox: 0.134577 loss_giou: 0.425755 loss_class_aux: 3.662337 loss_bbox_aux: 0.861879 loss_giou_aux: 2.683341 loss_class_dn: 0.328938 loss_bbox_dn: 0.136890 loss_giou_dn: 0.395013 loss_class_aux_dn: 1.734372 loss_bbox_aux_dn: 0.817661 loss_giou_aux_dn: 2.157758 loss: 14.655832 eta: 4 days, 16:28:10 batch_cost: 0.6607 data_cost: 0.0019 ips: 6.0544 images/s [04/11 20:14:10] ppdet.engine INFO: Epoch: [35] [1100/7329] learning_rate: 0.000100 loss_class: 0.555063 loss_bbox: 0.120464 loss_giou: 0.401398 loss_class_aux: 3.545397 loss_bbox_aux: 0.798891 loss_giou_aux: 2.583052 loss_class_dn: 0.336750 loss_bbox_dn: 0.120622 loss_giou_dn: 0.363398 loss_class_aux_dn: 1.801306 loss_bbox_aux_dn: 0.753495 loss_giou_aux_dn: 2.013239 loss: 14.013378 eta: 4 days, 16:27:05 batch_cost: 0.6533 data_cost: 0.0021 ips: 6.1229 images/s [04/11 20:15:20] ppdet.engine INFO: Epoch: [35] [1200/7329] learning_rate: 0.000100 loss_class: 0.518536 loss_bbox: 0.128679 loss_giou: 0.307838 loss_class_aux: 3.265887 loss_bbox_aux: 0.868802 loss_giou_aux: 1.942739 loss_class_dn: 0.290828 loss_bbox_dn: 0.158153 loss_giou_dn: 0.326981 loss_class_aux_dn: 1.563994 loss_bbox_aux_dn: 0.902709 loss_giou_aux_dn: 1.823025 loss: 12.720507 eta: 4 days, 16:25:59 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1887 images/s [04/11 20:16:30] ppdet.engine INFO: Epoch: [35] [1300/7329] learning_rate: 0.000100 loss_class: 0.546875 loss_bbox: 0.130148 loss_giou: 0.338459 loss_class_aux: 3.491073 loss_bbox_aux: 0.846533 loss_giou_aux: 2.164572 loss_class_dn: 0.306856 loss_bbox_dn: 0.145081 loss_giou_dn: 0.341448 loss_class_aux_dn: 1.671055 loss_bbox_aux_dn: 0.855458 loss_giou_aux_dn: 1.906702 loss: 13.463745 eta: 4 days, 16:24:52 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2347 images/s [04/11 20:17:41] ppdet.engine INFO: Epoch: [35] [1400/7329] learning_rate: 0.000100 loss_class: 0.564189 loss_bbox: 0.123506 loss_giou: 0.313271 loss_class_aux: 3.414974 loss_bbox_aux: 0.808875 loss_giou_aux: 2.012278 loss_class_dn: 0.302309 loss_bbox_dn: 0.133207 loss_giou_dn: 0.319744 loss_class_aux_dn: 1.658413 loss_bbox_aux_dn: 0.806180 loss_giou_aux_dn: 1.751208 loss: 13.210264 eta: 4 days, 16:23:47 batch_cost: 0.6535 data_cost: 0.0019 ips: 6.1205 images/s [04/11 20:18:52] ppdet.engine INFO: Epoch: [35] [1500/7329] learning_rate: 0.000100 loss_class: 0.522495 loss_bbox: 0.132027 loss_giou: 0.381233 loss_class_aux: 3.256886 loss_bbox_aux: 0.851966 loss_giou_aux: 2.410945 loss_class_dn: 0.310856 loss_bbox_dn: 0.150964 loss_giou_dn: 0.378498 loss_class_aux_dn: 1.650186 loss_bbox_aux_dn: 0.881830 loss_giou_aux_dn: 2.055799 loss: 13.090425 eta: 4 days, 16:22:42 batch_cost: 0.6499 data_cost: 0.0019 ips: 6.1546 images/s [04/11 20:20:02] ppdet.engine INFO: Epoch: [35] [1600/7329] learning_rate: 0.000100 loss_class: 0.637089 loss_bbox: 0.143544 loss_giou: 0.395967 loss_class_aux: 4.030323 loss_bbox_aux: 0.971722 loss_giou_aux: 2.528910 loss_class_dn: 0.363701 loss_bbox_dn: 0.155220 loss_giou_dn: 0.386538 loss_class_aux_dn: 1.928391 loss_bbox_aux_dn: 0.924232 loss_giou_aux_dn: 2.193956 loss: 15.903294 eta: 4 days, 16:21:35 batch_cost: 0.6422 data_cost: 0.0019 ips: 6.2283 images/s [04/11 20:21:12] ppdet.engine INFO: Epoch: [35] [1700/7329] learning_rate: 0.000100 loss_class: 0.582218 loss_bbox: 0.129709 loss_giou: 0.347298 loss_class_aux: 3.911412 loss_bbox_aux: 0.863429 loss_giou_aux: 2.282132 loss_class_dn: 0.341726 loss_bbox_dn: 0.162308 loss_giou_dn: 0.347064 loss_class_aux_dn: 1.840657 loss_bbox_aux_dn: 0.951009 loss_giou_aux_dn: 1.991953 loss: 14.313559 eta: 4 days, 16:20:29 batch_cost: 0.6466 data_cost: 0.0019 ips: 6.1860 images/s [04/11 20:22:22] ppdet.engine INFO: Epoch: [35] [1800/7329] learning_rate: 0.000100 loss_class: 0.614149 loss_bbox: 0.133906 loss_giou: 0.439007 loss_class_aux: 3.897380 loss_bbox_aux: 0.918623 loss_giou_aux: 2.821432 loss_class_dn: 0.348842 loss_bbox_dn: 0.149333 loss_giou_dn: 0.398941 loss_class_aux_dn: 1.880368 loss_bbox_aux_dn: 0.846548 loss_giou_aux_dn: 2.197233 loss: 14.522068 eta: 4 days, 16:19:22 batch_cost: 0.6432 data_cost: 0.0023 ips: 6.2191 images/s [04/11 20:23:33] ppdet.engine INFO: Epoch: [35] [1900/7329] learning_rate: 0.000100 loss_class: 0.603456 loss_bbox: 0.134750 loss_giou: 0.401291 loss_class_aux: 3.859743 loss_bbox_aux: 0.899072 loss_giou_aux: 2.554546 loss_class_dn: 0.353094 loss_bbox_dn: 0.137239 loss_giou_dn: 0.409300 loss_class_aux_dn: 1.898703 loss_bbox_aux_dn: 0.830187 loss_giou_aux_dn: 2.239466 loss: 14.508793 eta: 4 days, 16:18:17 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1207 images/s [04/11 20:24:44] ppdet.engine INFO: Epoch: [35] [2000/7329] learning_rate: 0.000100 loss_class: 0.618189 loss_bbox: 0.152628 loss_giou: 0.442777 loss_class_aux: 4.007278 loss_bbox_aux: 0.980434 loss_giou_aux: 2.819798 loss_class_dn: 0.388383 loss_bbox_dn: 0.155559 loss_giou_dn: 0.430350 loss_class_aux_dn: 2.051189 loss_bbox_aux_dn: 0.941412 loss_giou_aux_dn: 2.367376 loss: 16.295612 eta: 4 days, 16:17:12 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1457 images/s [04/11 20:25:54] ppdet.engine INFO: Epoch: [35] [2100/7329] learning_rate: 0.000100 loss_class: 0.568825 loss_bbox: 0.129411 loss_giou: 0.404586 loss_class_aux: 3.692956 loss_bbox_aux: 0.827801 loss_giou_aux: 2.611649 loss_class_dn: 0.345470 loss_bbox_dn: 0.139126 loss_giou_dn: 0.398486 loss_class_aux_dn: 1.882354 loss_bbox_aux_dn: 0.816307 loss_giou_aux_dn: 2.185340 loss: 14.232718 eta: 4 days, 16:16:07 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1490 images/s [04/11 20:27:06] ppdet.engine INFO: Epoch: [35] [2200/7329] learning_rate: 0.000100 loss_class: 0.650247 loss_bbox: 0.127726 loss_giou: 0.448372 loss_class_aux: 4.087964 loss_bbox_aux: 0.866071 loss_giou_aux: 2.817161 loss_class_dn: 0.372451 loss_bbox_dn: 0.161303 loss_giou_dn: 0.411707 loss_class_aux_dn: 1.940798 loss_bbox_aux_dn: 0.948947 loss_giou_aux_dn: 2.324134 loss: 15.503731 eta: 4 days, 16:15:04 batch_cost: 0.6611 data_cost: 0.0019 ips: 6.0509 images/s [04/11 20:28:17] ppdet.engine INFO: Epoch: [35] [2300/7329] learning_rate: 0.000100 loss_class: 0.565464 loss_bbox: 0.152006 loss_giou: 0.336314 loss_class_aux: 3.585196 loss_bbox_aux: 0.970692 loss_giou_aux: 2.075778 loss_class_dn: 0.323460 loss_bbox_dn: 0.154479 loss_giou_dn: 0.337919 loss_class_aux_dn: 1.753530 loss_bbox_aux_dn: 0.937330 loss_giou_aux_dn: 1.953409 loss: 14.259284 eta: 4 days, 16:13:59 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1304 images/s [04/11 20:29:28] ppdet.engine INFO: Epoch: [35] [2400/7329] learning_rate: 0.000100 loss_class: 0.570353 loss_bbox: 0.132929 loss_giou: 0.370356 loss_class_aux: 3.591732 loss_bbox_aux: 0.903625 loss_giou_aux: 2.352419 loss_class_dn: 0.332755 loss_bbox_dn: 0.149224 loss_giou_dn: 0.384691 loss_class_aux_dn: 1.784249 loss_bbox_aux_dn: 0.887730 loss_giou_aux_dn: 2.144963 loss: 13.899378 eta: 4 days, 16:12:55 batch_cost: 0.6544 data_cost: 0.0021 ips: 6.1128 images/s [04/11 20:30:39] ppdet.engine INFO: Epoch: [35] [2500/7329] learning_rate: 0.000100 loss_class: 0.585929 loss_bbox: 0.131139 loss_giou: 0.355920 loss_class_aux: 3.870364 loss_bbox_aux: 0.893953 loss_giou_aux: 2.254102 loss_class_dn: 0.325025 loss_bbox_dn: 0.152728 loss_giou_dn: 0.342612 loss_class_aux_dn: 1.759356 loss_bbox_aux_dn: 0.904405 loss_giou_aux_dn: 1.888280 loss: 13.500462 eta: 4 days, 16:11:51 batch_cost: 0.6533 data_cost: 0.0019 ips: 6.1231 images/s [04/11 20:31:50] ppdet.engine INFO: Epoch: [35] [2600/7329] learning_rate: 0.000100 loss_class: 0.620558 loss_bbox: 0.148917 loss_giou: 0.444481 loss_class_aux: 3.879881 loss_bbox_aux: 1.000063 loss_giou_aux: 2.896252 loss_class_dn: 0.369154 loss_bbox_dn: 0.160863 loss_giou_dn: 0.436117 loss_class_aux_dn: 1.958352 loss_bbox_aux_dn: 0.915180 loss_giou_aux_dn: 2.372556 loss: 15.702671 eta: 4 days, 16:10:47 batch_cost: 0.6559 data_cost: 0.0020 ips: 6.0988 images/s [04/11 20:33:02] ppdet.engine INFO: Epoch: [35] [2700/7329] learning_rate: 0.000100 loss_class: 0.577874 loss_bbox: 0.134944 loss_giou: 0.379724 loss_class_aux: 3.670082 loss_bbox_aux: 0.870716 loss_giou_aux: 2.448883 loss_class_dn: 0.330313 loss_bbox_dn: 0.141911 loss_giou_dn: 0.368806 loss_class_aux_dn: 1.778087 loss_bbox_aux_dn: 0.858004 loss_giou_aux_dn: 2.022485 loss: 14.132712 eta: 4 days, 16:09:43 batch_cost: 0.6586 data_cost: 0.0019 ips: 6.0735 images/s [04/11 20:34:12] ppdet.engine INFO: Epoch: [35] [2800/7329] learning_rate: 0.000100 loss_class: 0.531577 loss_bbox: 0.124346 loss_giou: 0.338606 loss_class_aux: 3.348392 loss_bbox_aux: 0.818667 loss_giou_aux: 2.065153 loss_class_dn: 0.296331 loss_bbox_dn: 0.132615 loss_giou_dn: 0.343786 loss_class_aux_dn: 1.594931 loss_bbox_aux_dn: 0.769386 loss_giou_aux_dn: 1.894027 loss: 12.460503 eta: 4 days, 16:08:38 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1438 images/s [04/11 20:35:23] ppdet.engine INFO: Epoch: [35] [2900/7329] learning_rate: 0.000100 loss_class: 0.525721 loss_bbox: 0.130643 loss_giou: 0.360815 loss_class_aux: 3.495880 loss_bbox_aux: 0.893020 loss_giou_aux: 2.285675 loss_class_dn: 0.325958 loss_bbox_dn: 0.141801 loss_giou_dn: 0.362302 loss_class_aux_dn: 1.741272 loss_bbox_aux_dn: 0.874910 loss_giou_aux_dn: 1.979793 loss: 14.101772 eta: 4 days, 16:07:33 batch_cost: 0.6486 data_cost: 0.0021 ips: 6.1676 images/s [04/11 20:36:33] ppdet.engine INFO: Epoch: [35] [3000/7329] learning_rate: 0.000100 loss_class: 0.530841 loss_bbox: 0.127784 loss_giou: 0.316343 loss_class_aux: 3.338512 loss_bbox_aux: 0.792678 loss_giou_aux: 1.998005 loss_class_dn: 0.295499 loss_bbox_dn: 0.132127 loss_giou_dn: 0.324659 loss_class_aux_dn: 1.633384 loss_bbox_aux_dn: 0.783632 loss_giou_aux_dn: 1.805665 loss: 12.658325 eta: 4 days, 16:06:27 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1791 images/s [04/11 20:37:43] ppdet.engine INFO: Epoch: [35] [3100/7329] learning_rate: 0.000100 loss_class: 0.612561 loss_bbox: 0.156545 loss_giou: 0.415185 loss_class_aux: 4.119018 loss_bbox_aux: 1.006768 loss_giou_aux: 2.633084 loss_class_dn: 0.356427 loss_bbox_dn: 0.154713 loss_giou_dn: 0.414563 loss_class_aux_dn: 1.920614 loss_bbox_aux_dn: 0.897959 loss_giou_aux_dn: 2.252797 loss: 14.968775 eta: 4 days, 16:05:20 batch_cost: 0.6449 data_cost: 0.0020 ips: 6.2024 images/s [04/11 20:38:54] ppdet.engine INFO: Epoch: [35] [3200/7329] learning_rate: 0.000100 loss_class: 0.572995 loss_bbox: 0.139320 loss_giou: 0.338879 loss_class_aux: 3.578074 loss_bbox_aux: 0.894026 loss_giou_aux: 2.196953 loss_class_dn: 0.295723 loss_bbox_dn: 0.153894 loss_giou_dn: 0.336574 loss_class_aux_dn: 1.594730 loss_bbox_aux_dn: 0.904466 loss_giou_aux_dn: 1.895058 loss: 13.310926 eta: 4 days, 16:04:15 batch_cost: 0.6531 data_cost: 0.0020 ips: 6.1250 images/s [04/11 20:40:04] ppdet.engine INFO: Epoch: [35] [3300/7329] learning_rate: 0.000100 loss_class: 0.574353 loss_bbox: 0.144670 loss_giou: 0.424595 loss_class_aux: 3.877502 loss_bbox_aux: 0.931968 loss_giou_aux: 2.583885 loss_class_dn: 0.349419 loss_bbox_dn: 0.144938 loss_giou_dn: 0.412820 loss_class_aux_dn: 1.889397 loss_bbox_aux_dn: 0.902460 loss_giou_aux_dn: 2.280973 loss: 15.766705 eta: 4 days, 16:03:09 batch_cost: 0.6440 data_cost: 0.0021 ips: 6.2111 images/s [04/11 20:41:14] ppdet.engine INFO: Epoch: [35] [3400/7329] learning_rate: 0.000100 loss_class: 0.603143 loss_bbox: 0.156671 loss_giou: 0.408523 loss_class_aux: 3.909268 loss_bbox_aux: 1.032722 loss_giou_aux: 2.578511 loss_class_dn: 0.348591 loss_bbox_dn: 0.169602 loss_giou_dn: 0.413108 loss_class_aux_dn: 1.865764 loss_bbox_aux_dn: 0.983009 loss_giou_aux_dn: 2.250213 loss: 14.841285 eta: 4 days, 16:02:02 batch_cost: 0.6465 data_cost: 0.0020 ips: 6.1876 images/s [04/11 20:42:27] ppdet.engine INFO: Epoch: [35] [3500/7329] learning_rate: 0.000100 loss_class: 0.590886 loss_bbox: 0.126081 loss_giou: 0.373299 loss_class_aux: 3.653960 loss_bbox_aux: 0.828792 loss_giou_aux: 2.286831 loss_class_dn: 0.326553 loss_bbox_dn: 0.153479 loss_giou_dn: 0.359789 loss_class_aux_dn: 1.758761 loss_bbox_aux_dn: 0.927558 loss_giou_aux_dn: 2.033069 loss: 13.741398 eta: 4 days, 16:01:01 batch_cost: 0.6666 data_cost: 0.0019 ips: 6.0010 images/s [04/11 20:43:38] ppdet.engine INFO: Epoch: [35] [3600/7329] learning_rate: 0.000100 loss_class: 0.648295 loss_bbox: 0.130547 loss_giou: 0.371324 loss_class_aux: 4.161563 loss_bbox_aux: 0.865182 loss_giou_aux: 2.343983 loss_class_dn: 0.318891 loss_bbox_dn: 0.157339 loss_giou_dn: 0.389910 loss_class_aux_dn: 1.724311 loss_bbox_aux_dn: 0.886567 loss_giou_aux_dn: 2.116136 loss: 15.155780 eta: 4 days, 15:59:56 batch_cost: 0.6508 data_cost: 0.0021 ips: 6.1462 images/s [04/11 20:44:48] ppdet.engine INFO: Epoch: [35] [3700/7329] learning_rate: 0.000100 loss_class: 0.589346 loss_bbox: 0.128961 loss_giou: 0.405506 loss_class_aux: 3.606001 loss_bbox_aux: 0.894965 loss_giou_aux: 2.516416 loss_class_dn: 0.324114 loss_bbox_dn: 0.142077 loss_giou_dn: 0.383090 loss_class_aux_dn: 1.733901 loss_bbox_aux_dn: 0.852260 loss_giou_aux_dn: 2.113800 loss: 14.267467 eta: 4 days, 15:58:49 batch_cost: 0.6418 data_cost: 0.0019 ips: 6.2325 images/s [04/11 20:45:58] ppdet.engine INFO: Epoch: [35] [3800/7329] learning_rate: 0.000100 loss_class: 0.592671 loss_bbox: 0.140124 loss_giou: 0.355523 loss_class_aux: 3.800462 loss_bbox_aux: 0.920514 loss_giou_aux: 2.333599 loss_class_dn: 0.356366 loss_bbox_dn: 0.151213 loss_giou_dn: 0.374370 loss_class_aux_dn: 1.902420 loss_bbox_aux_dn: 0.899828 loss_giou_aux_dn: 2.110768 loss: 15.173525 eta: 4 days, 15:57:43 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1762 images/s [04/11 20:47:09] ppdet.engine INFO: Epoch: [35] [3900/7329] learning_rate: 0.000100 loss_class: 0.567470 loss_bbox: 0.126679 loss_giou: 0.342163 loss_class_aux: 3.504036 loss_bbox_aux: 0.829626 loss_giou_aux: 2.244040 loss_class_dn: 0.323838 loss_bbox_dn: 0.139182 loss_giou_dn: 0.343267 loss_class_aux_dn: 1.726683 loss_bbox_aux_dn: 0.818832 loss_giou_aux_dn: 1.870905 loss: 14.119444 eta: 4 days, 15:56:37 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1605 images/s [04/11 20:48:20] ppdet.engine INFO: Epoch: [35] [4000/7329] learning_rate: 0.000100 loss_class: 0.525612 loss_bbox: 0.125344 loss_giou: 0.316892 loss_class_aux: 3.349192 loss_bbox_aux: 0.841168 loss_giou_aux: 2.068429 loss_class_dn: 0.323153 loss_bbox_dn: 0.151942 loss_giou_dn: 0.365704 loss_class_aux_dn: 1.698279 loss_bbox_aux_dn: 0.907530 loss_giou_aux_dn: 2.010833 loss: 12.908436 eta: 4 days, 15:55:32 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1434 images/s [04/11 20:49:31] ppdet.engine INFO: Epoch: [35] [4100/7329] learning_rate: 0.000100 loss_class: 0.585467 loss_bbox: 0.152570 loss_giou: 0.426642 loss_class_aux: 3.700655 loss_bbox_aux: 0.943518 loss_giou_aux: 2.712320 loss_class_dn: 0.377169 loss_bbox_dn: 0.168019 loss_giou_dn: 0.433055 loss_class_aux_dn: 2.014422 loss_bbox_aux_dn: 0.971343 loss_giou_aux_dn: 2.318571 loss: 15.544458 eta: 4 days, 15:54:28 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1209 images/s [04/11 20:50:41] ppdet.engine INFO: Epoch: [35] [4200/7329] learning_rate: 0.000100 loss_class: 0.606243 loss_bbox: 0.147269 loss_giou: 0.392973 loss_class_aux: 3.820877 loss_bbox_aux: 0.969562 loss_giou_aux: 2.477303 loss_class_dn: 0.321585 loss_bbox_dn: 0.142893 loss_giou_dn: 0.387557 loss_class_aux_dn: 1.730668 loss_bbox_aux_dn: 0.864056 loss_giou_aux_dn: 2.128190 loss: 14.263334 eta: 4 days, 15:53:22 batch_cost: 0.6487 data_cost: 0.0020 ips: 6.1657 images/s [04/11 20:51:51] ppdet.engine INFO: Epoch: [35] [4300/7329] learning_rate: 0.000100 loss_class: 0.556776 loss_bbox: 0.120182 loss_giou: 0.321521 loss_class_aux: 3.506408 loss_bbox_aux: 0.808900 loss_giou_aux: 2.059057 loss_class_dn: 0.288875 loss_bbox_dn: 0.136740 loss_giou_dn: 0.335433 loss_class_aux_dn: 1.550462 loss_bbox_aux_dn: 0.821898 loss_giou_aux_dn: 1.874181 loss: 12.602547 eta: 4 days, 15:52:16 batch_cost: 0.6447 data_cost: 0.0019 ips: 6.2044 images/s [04/11 20:53:01] ppdet.engine INFO: Epoch: [35] [4400/7329] learning_rate: 0.000100 loss_class: 0.602233 loss_bbox: 0.133157 loss_giou: 0.377317 loss_class_aux: 3.814356 loss_bbox_aux: 0.879726 loss_giou_aux: 2.419464 loss_class_dn: 0.329557 loss_bbox_dn: 0.149628 loss_giou_dn: 0.388229 loss_class_aux_dn: 1.807331 loss_bbox_aux_dn: 0.908816 loss_giou_aux_dn: 2.121387 loss: 15.427401 eta: 4 days, 15:51:09 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1827 images/s [04/11 20:54:11] ppdet.engine INFO: Epoch: [35] [4500/7329] learning_rate: 0.000100 loss_class: 0.571468 loss_bbox: 0.128829 loss_giou: 0.365617 loss_class_aux: 3.453814 loss_bbox_aux: 0.844617 loss_giou_aux: 2.235616 loss_class_dn: 0.329199 loss_bbox_dn: 0.141271 loss_giou_dn: 0.359217 loss_class_aux_dn: 1.794302 loss_bbox_aux_dn: 0.859415 loss_giou_aux_dn: 1.984211 loss: 13.741163 eta: 4 days, 15:50:02 batch_cost: 0.6408 data_cost: 0.0020 ips: 6.2419 images/s [04/11 20:55:22] ppdet.engine INFO: Epoch: [35] [4600/7329] learning_rate: 0.000100 loss_class: 0.524682 loss_bbox: 0.121967 loss_giou: 0.265724 loss_class_aux: 3.158461 loss_bbox_aux: 0.800286 loss_giou_aux: 1.712936 loss_class_dn: 0.266902 loss_bbox_dn: 0.117779 loss_giou_dn: 0.276154 loss_class_aux_dn: 1.465119 loss_bbox_aux_dn: 0.724666 loss_giou_aux_dn: 1.586200 loss: 11.964611 eta: 4 days, 15:48:57 batch_cost: 0.6526 data_cost: 0.0020 ips: 6.1290 images/s [04/11 20:56:34] ppdet.engine INFO: Epoch: [35] [4700/7329] learning_rate: 0.000100 loss_class: 0.653414 loss_bbox: 0.132072 loss_giou: 0.424972 loss_class_aux: 4.087807 loss_bbox_aux: 0.846877 loss_giou_aux: 2.618536 loss_class_dn: 0.357701 loss_bbox_dn: 0.144033 loss_giou_dn: 0.395635 loss_class_aux_dn: 1.954645 loss_bbox_aux_dn: 0.868081 loss_giou_aux_dn: 2.232103 loss: 15.539418 eta: 4 days, 15:47:54 batch_cost: 0.6599 data_cost: 0.0018 ips: 6.0616 images/s [04/11 20:57:45] ppdet.engine INFO: Epoch: [35] [4800/7329] learning_rate: 0.000100 loss_class: 0.591654 loss_bbox: 0.129665 loss_giou: 0.417109 loss_class_aux: 3.811744 loss_bbox_aux: 0.845315 loss_giou_aux: 2.568700 loss_class_dn: 0.347061 loss_bbox_dn: 0.155648 loss_giou_dn: 0.400264 loss_class_aux_dn: 1.849843 loss_bbox_aux_dn: 0.921601 loss_giou_aux_dn: 2.193801 loss: 14.727676 eta: 4 days, 15:46:51 batch_cost: 0.6597 data_cost: 0.0019 ips: 6.0637 images/s [04/11 20:58:57] ppdet.engine INFO: Epoch: [35] [4900/7329] learning_rate: 0.000100 loss_class: 0.568898 loss_bbox: 0.129840 loss_giou: 0.383200 loss_class_aux: 3.529209 loss_bbox_aux: 0.851311 loss_giou_aux: 2.438665 loss_class_dn: 0.322219 loss_bbox_dn: 0.137774 loss_giou_dn: 0.363706 loss_class_aux_dn: 1.692671 loss_bbox_aux_dn: 0.801566 loss_giou_aux_dn: 2.012236 loss: 14.968158 eta: 4 days, 15:45:48 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0855 images/s [04/11 21:00:08] ppdet.engine INFO: Epoch: [35] [5000/7329] learning_rate: 0.000100 loss_class: 0.626048 loss_bbox: 0.154197 loss_giou: 0.329555 loss_class_aux: 3.974569 loss_bbox_aux: 0.972348 loss_giou_aux: 2.136137 loss_class_dn: 0.343790 loss_bbox_dn: 0.152589 loss_giou_dn: 0.349274 loss_class_aux_dn: 1.871993 loss_bbox_aux_dn: 0.899114 loss_giou_aux_dn: 1.985957 loss: 15.312851 eta: 4 days, 15:44:42 batch_cost: 0.6498 data_cost: 0.0017 ips: 6.1559 images/s [04/11 21:01:20] ppdet.engine INFO: Epoch: [35] [5100/7329] learning_rate: 0.000100 loss_class: 0.562000 loss_bbox: 0.139193 loss_giou: 0.388368 loss_class_aux: 3.417439 loss_bbox_aux: 0.932592 loss_giou_aux: 2.532783 loss_class_dn: 0.324303 loss_bbox_dn: 0.147907 loss_giou_dn: 0.363274 loss_class_aux_dn: 1.704969 loss_bbox_aux_dn: 0.879530 loss_giou_aux_dn: 1.971204 loss: 13.806540 eta: 4 days, 15:43:39 batch_cost: 0.6606 data_cost: 0.0019 ips: 6.0550 images/s [04/11 21:02:31] ppdet.engine INFO: Epoch: [35] [5200/7329] learning_rate: 0.000100 loss_class: 0.596052 loss_bbox: 0.142512 loss_giou: 0.365425 loss_class_aux: 3.769861 loss_bbox_aux: 0.929122 loss_giou_aux: 2.280903 loss_class_dn: 0.306174 loss_bbox_dn: 0.156394 loss_giou_dn: 0.363842 loss_class_aux_dn: 1.654267 loss_bbox_aux_dn: 0.924467 loss_giou_aux_dn: 2.059256 loss: 13.975078 eta: 4 days, 15:42:34 batch_cost: 0.6478 data_cost: 0.0019 ips: 6.1752 images/s [04/11 21:03:40] ppdet.engine INFO: Epoch: [35] [5300/7329] learning_rate: 0.000100 loss_class: 0.618989 loss_bbox: 0.140408 loss_giou: 0.418105 loss_class_aux: 4.106568 loss_bbox_aux: 0.945492 loss_giou_aux: 2.580460 loss_class_dn: 0.348711 loss_bbox_dn: 0.157548 loss_giou_dn: 0.392280 loss_class_aux_dn: 1.908155 loss_bbox_aux_dn: 0.920572 loss_giou_aux_dn: 2.208085 loss: 15.373232 eta: 4 days, 15:41:27 batch_cost: 0.6430 data_cost: 0.0019 ips: 6.2208 images/s [04/11 21:04:51] ppdet.engine INFO: Epoch: [35] [5400/7329] learning_rate: 0.000100 loss_class: 0.607232 loss_bbox: 0.154904 loss_giou: 0.386981 loss_class_aux: 3.896636 loss_bbox_aux: 1.015148 loss_giou_aux: 2.393543 loss_class_dn: 0.320666 loss_bbox_dn: 0.162611 loss_giou_dn: 0.373835 loss_class_aux_dn: 1.785083 loss_bbox_aux_dn: 0.927044 loss_giou_aux_dn: 2.052787 loss: 14.559376 eta: 4 days, 15:40:22 batch_cost: 0.6530 data_cost: 0.0021 ips: 6.1254 images/s [04/11 21:06:02] ppdet.engine INFO: Epoch: [35] [5500/7329] learning_rate: 0.000100 loss_class: 0.634601 loss_bbox: 0.157905 loss_giou: 0.428018 loss_class_aux: 4.132097 loss_bbox_aux: 1.027010 loss_giou_aux: 2.738064 loss_class_dn: 0.365272 loss_bbox_dn: 0.178627 loss_giou_dn: 0.417695 loss_class_aux_dn: 1.957939 loss_bbox_aux_dn: 1.039582 loss_giou_aux_dn: 2.290785 loss: 15.905602 eta: 4 days, 15:39:17 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1388 images/s [04/11 21:07:14] ppdet.engine INFO: Epoch: [35] [5600/7329] learning_rate: 0.000100 loss_class: 0.592005 loss_bbox: 0.133366 loss_giou: 0.401453 loss_class_aux: 3.694102 loss_bbox_aux: 0.884090 loss_giou_aux: 2.561970 loss_class_dn: 0.345054 loss_bbox_dn: 0.155598 loss_giou_dn: 0.414650 loss_class_aux_dn: 1.844124 loss_bbox_aux_dn: 0.885434 loss_giou_aux_dn: 2.236889 loss: 14.704380 eta: 4 days, 15:38:14 batch_cost: 0.6608 data_cost: 0.0019 ips: 6.0534 images/s [04/11 21:08:24] ppdet.engine INFO: Epoch: [35] [5700/7329] learning_rate: 0.000100 loss_class: 0.549022 loss_bbox: 0.123436 loss_giou: 0.343913 loss_class_aux: 3.420919 loss_bbox_aux: 0.836265 loss_giou_aux: 2.188922 loss_class_dn: 0.299711 loss_bbox_dn: 0.130180 loss_giou_dn: 0.357017 loss_class_aux_dn: 1.635841 loss_bbox_aux_dn: 0.788202 loss_giou_aux_dn: 1.952564 loss: 13.359694 eta: 4 days, 15:37:07 batch_cost: 0.6409 data_cost: 0.0021 ips: 6.2412 images/s [04/11 21:09:34] ppdet.engine INFO: Epoch: [35] [5800/7329] learning_rate: 0.000100 loss_class: 0.649577 loss_bbox: 0.128819 loss_giou: 0.421762 loss_class_aux: 4.266117 loss_bbox_aux: 0.821358 loss_giou_aux: 2.560567 loss_class_dn: 0.370540 loss_bbox_dn: 0.144423 loss_giou_dn: 0.396019 loss_class_aux_dn: 1.987039 loss_bbox_aux_dn: 0.862159 loss_giou_aux_dn: 2.192831 loss: 15.125282 eta: 4 days, 15:36:01 batch_cost: 0.6465 data_cost: 0.0021 ips: 6.1870 images/s [04/11 21:10:45] ppdet.engine INFO: Epoch: [35] [5900/7329] learning_rate: 0.000100 loss_class: 0.602731 loss_bbox: 0.141776 loss_giou: 0.353442 loss_class_aux: 3.881945 loss_bbox_aux: 0.885813 loss_giou_aux: 2.159620 loss_class_dn: 0.322557 loss_bbox_dn: 0.159807 loss_giou_dn: 0.368757 loss_class_aux_dn: 1.744765 loss_bbox_aux_dn: 0.974974 loss_giou_aux_dn: 2.028836 loss: 14.042345 eta: 4 days, 15:34:56 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1403 images/s [04/11 21:11:55] ppdet.engine INFO: Epoch: [35] [6000/7329] learning_rate: 0.000100 loss_class: 0.585314 loss_bbox: 0.136352 loss_giou: 0.417086 loss_class_aux: 3.704731 loss_bbox_aux: 0.908231 loss_giou_aux: 2.726012 loss_class_dn: 0.334664 loss_bbox_dn: 0.137413 loss_giou_dn: 0.385408 loss_class_aux_dn: 1.796848 loss_bbox_aux_dn: 0.783098 loss_giou_aux_dn: 2.144566 loss: 14.569924 eta: 4 days, 15:33:49 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1854 images/s [04/11 21:13:06] ppdet.engine INFO: Epoch: [35] [6100/7329] learning_rate: 0.000100 loss_class: 0.542035 loss_bbox: 0.145526 loss_giou: 0.371396 loss_class_aux: 3.599919 loss_bbox_aux: 0.886815 loss_giou_aux: 2.347592 loss_class_dn: 0.306769 loss_bbox_dn: 0.156231 loss_giou_dn: 0.365409 loss_class_aux_dn: 1.682707 loss_bbox_aux_dn: 0.976080 loss_giou_aux_dn: 1.977935 loss: 13.177837 eta: 4 days, 15:32:44 batch_cost: 0.6483 data_cost: 0.0021 ips: 6.1704 images/s [04/11 21:14:18] ppdet.engine INFO: Epoch: [35] [6200/7329] learning_rate: 0.000100 loss_class: 0.630262 loss_bbox: 0.144344 loss_giou: 0.402025 loss_class_aux: 4.049276 loss_bbox_aux: 0.897513 loss_giou_aux: 2.536952 loss_class_dn: 0.324809 loss_bbox_dn: 0.156035 loss_giou_dn: 0.379028 loss_class_aux_dn: 1.773699 loss_bbox_aux_dn: 0.951604 loss_giou_aux_dn: 2.093209 loss: 13.967638 eta: 4 days, 15:31:42 batch_cost: 0.6671 data_cost: 0.0021 ips: 5.9961 images/s [04/11 21:15:30] ppdet.engine INFO: Epoch: [35] [6300/7329] learning_rate: 0.000100 loss_class: 0.538288 loss_bbox: 0.124630 loss_giou: 0.290990 loss_class_aux: 3.513365 loss_bbox_aux: 0.776064 loss_giou_aux: 1.795436 loss_class_dn: 0.294960 loss_bbox_dn: 0.136968 loss_giou_dn: 0.298660 loss_class_aux_dn: 1.595512 loss_bbox_aux_dn: 0.844585 loss_giou_aux_dn: 1.664336 loss: 12.897808 eta: 4 days, 15:30:39 batch_cost: 0.6595 data_cost: 0.0021 ips: 6.0649 images/s [04/11 21:16:42] ppdet.engine INFO: Epoch: [35] [6400/7329] learning_rate: 0.000100 loss_class: 0.542166 loss_bbox: 0.128077 loss_giou: 0.345994 loss_class_aux: 3.455067 loss_bbox_aux: 0.835843 loss_giou_aux: 2.186634 loss_class_dn: 0.308010 loss_bbox_dn: 0.129042 loss_giou_dn: 0.347155 loss_class_aux_dn: 1.650257 loss_bbox_aux_dn: 0.750097 loss_giou_aux_dn: 1.951165 loss: 12.938423 eta: 4 days, 15:29:36 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0839 images/s [04/11 21:17:53] ppdet.engine INFO: Epoch: [35] [6500/7329] learning_rate: 0.000100 loss_class: 0.604284 loss_bbox: 0.136635 loss_giou: 0.428852 loss_class_aux: 3.911240 loss_bbox_aux: 0.937902 loss_giou_aux: 2.654014 loss_class_dn: 0.348492 loss_bbox_dn: 0.156739 loss_giou_dn: 0.387730 loss_class_aux_dn: 1.859679 loss_bbox_aux_dn: 0.873652 loss_giou_aux_dn: 2.185300 loss: 14.780357 eta: 4 days, 15:28:32 batch_cost: 0.6572 data_cost: 0.0020 ips: 6.0864 images/s [04/11 21:19:05] ppdet.engine INFO: Epoch: [35] [6600/7329] learning_rate: 0.000100 loss_class: 0.533998 loss_bbox: 0.130172 loss_giou: 0.383046 loss_class_aux: 3.494254 loss_bbox_aux: 0.845791 loss_giou_aux: 2.439233 loss_class_dn: 0.315932 loss_bbox_dn: 0.148307 loss_giou_dn: 0.388609 loss_class_aux_dn: 1.701822 loss_bbox_aux_dn: 0.892654 loss_giou_aux_dn: 2.070978 loss: 13.843432 eta: 4 days, 15:27:30 batch_cost: 0.6639 data_cost: 0.0021 ips: 6.0251 images/s [04/11 21:20:17] ppdet.engine INFO: Epoch: [35] [6700/7329] learning_rate: 0.000100 loss_class: 0.615480 loss_bbox: 0.145315 loss_giou: 0.413025 loss_class_aux: 3.794717 loss_bbox_aux: 0.966244 loss_giou_aux: 2.626812 loss_class_dn: 0.350048 loss_bbox_dn: 0.176008 loss_giou_dn: 0.407685 loss_class_aux_dn: 1.909115 loss_bbox_aux_dn: 1.075076 loss_giou_aux_dn: 2.249563 loss: 15.280024 eta: 4 days, 15:26:27 batch_cost: 0.6604 data_cost: 0.0020 ips: 6.0572 images/s [04/11 21:21:28] ppdet.engine INFO: Epoch: [35] [6800/7329] learning_rate: 0.000100 loss_class: 0.604619 loss_bbox: 0.164698 loss_giou: 0.402223 loss_class_aux: 3.844640 loss_bbox_aux: 1.075807 loss_giou_aux: 2.581884 loss_class_dn: 0.351457 loss_bbox_dn: 0.189665 loss_giou_dn: 0.397549 loss_class_aux_dn: 1.885535 loss_bbox_aux_dn: 1.125409 loss_giou_aux_dn: 2.222140 loss: 15.735756 eta: 4 days, 15:25:23 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1209 images/s [04/11 21:22:38] ppdet.engine INFO: Epoch: [35] [6900/7329] learning_rate: 0.000100 loss_class: 0.553481 loss_bbox: 0.147113 loss_giou: 0.442843 loss_class_aux: 3.535018 loss_bbox_aux: 0.975053 loss_giou_aux: 2.815790 loss_class_dn: 0.334337 loss_bbox_dn: 0.167553 loss_giou_dn: 0.403337 loss_class_aux_dn: 1.792212 loss_bbox_aux_dn: 0.960935 loss_giou_aux_dn: 2.182854 loss: 14.592264 eta: 4 days, 15:24:16 batch_cost: 0.6458 data_cost: 0.0021 ips: 6.1941 images/s [04/11 21:23:51] ppdet.engine INFO: Epoch: [35] [7000/7329] learning_rate: 0.000100 loss_class: 0.569853 loss_bbox: 0.145964 loss_giou: 0.391703 loss_class_aux: 3.799001 loss_bbox_aux: 0.922752 loss_giou_aux: 2.420933 loss_class_dn: 0.334193 loss_bbox_dn: 0.158994 loss_giou_dn: 0.384182 loss_class_aux_dn: 1.826849 loss_bbox_aux_dn: 0.902456 loss_giou_aux_dn: 2.120164 loss: 15.014899 eta: 4 days, 15:23:15 batch_cost: 0.6670 data_cost: 0.0024 ips: 5.9974 images/s [04/11 21:25:02] ppdet.engine INFO: Epoch: [35] [7100/7329] learning_rate: 0.000100 loss_class: 0.631023 loss_bbox: 0.131523 loss_giou: 0.411859 loss_class_aux: 4.005092 loss_bbox_aux: 0.875019 loss_giou_aux: 2.643654 loss_class_dn: 0.365295 loss_bbox_dn: 0.155030 loss_giou_dn: 0.402571 loss_class_aux_dn: 1.945538 loss_bbox_aux_dn: 0.884718 loss_giou_aux_dn: 2.263235 loss: 15.582825 eta: 4 days, 15:22:11 batch_cost: 0.6547 data_cost: 0.0022 ips: 6.1101 images/s [04/11 21:26:11] ppdet.engine INFO: Epoch: [35] [7200/7329] learning_rate: 0.000100 loss_class: 0.558491 loss_bbox: 0.139351 loss_giou: 0.346883 loss_class_aux: 3.646368 loss_bbox_aux: 0.916481 loss_giou_aux: 2.187400 loss_class_dn: 0.328409 loss_bbox_dn: 0.143588 loss_giou_dn: 0.362836 loss_class_aux_dn: 1.797783 loss_bbox_aux_dn: 0.918602 loss_giou_aux_dn: 2.069076 loss: 14.125317 eta: 4 days, 15:21:03 batch_cost: 0.6408 data_cost: 0.0020 ips: 6.2420 images/s [04/11 21:27:23] ppdet.engine INFO: Epoch: [35] [7300/7329] learning_rate: 0.000100 loss_class: 0.633264 loss_bbox: 0.164643 loss_giou: 0.415966 loss_class_aux: 4.019981 loss_bbox_aux: 1.035875 loss_giou_aux: 2.545770 loss_class_dn: 0.350235 loss_bbox_dn: 0.185868 loss_giou_dn: 0.402438 loss_class_aux_dn: 1.874542 loss_bbox_aux_dn: 1.079467 loss_giou_aux_dn: 2.226413 loss: 15.328571 eta: 4 days, 15:20:00 batch_cost: 0.6576 data_cost: 0.0021 ips: 6.0830 images/s [04/11 21:27:47] ppdet.engine INFO: Eval iter: 0 [04/11 21:28:14] ppdet.engine INFO: Eval iter: 100 [04/11 21:28:40] ppdet.engine INFO: Eval iter: 200 [04/11 21:29:07] ppdet.engine INFO: Eval iter: 300 [04/11 21:29:34] ppdet.engine INFO: Eval iter: 400 [04/11 21:30:01] ppdet.engine INFO: Eval iter: 500 [04/11 21:30:29] ppdet.engine INFO: Eval iter: 600 [04/11 21:31:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.21s) creating index... index created! [04/11 21:31:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.44s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.78s). Accumulating evaluation results... DONE (t=29.12s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.718 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.543 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/11 21:34:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.669950674275743 [04/11 21:34:03] ppdet.engine INFO: Best test bbox ap is 0.535. [04/11 21:34:07] ppdet.engine INFO: Epoch: [36] [ 0/7329] learning_rate: 0.000100 loss_class: 0.618534 loss_bbox: 0.159084 loss_giou: 0.419117 loss_class_aux: 3.980693 loss_bbox_aux: 1.015367 loss_giou_aux: 2.605080 loss_class_dn: 0.342608 loss_bbox_dn: 0.177142 loss_giou_dn: 0.396111 loss_class_aux_dn: 1.890064 loss_bbox_aux_dn: 1.059386 loss_giou_aux_dn: 2.212446 loss: 15.087057 eta: 4 days, 15:19:41 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1030 images/s [04/11 21:35:18] ppdet.engine INFO: Epoch: [36] [ 100/7329] learning_rate: 0.000100 loss_class: 0.537784 loss_bbox: 0.126115 loss_giou: 0.355604 loss_class_aux: 3.471790 loss_bbox_aux: 0.849375 loss_giou_aux: 2.225811 loss_class_dn: 0.307472 loss_bbox_dn: 0.134802 loss_giou_dn: 0.331548 loss_class_aux_dn: 1.660338 loss_bbox_aux_dn: 0.782139 loss_giou_aux_dn: 1.764197 loss: 12.668221 eta: 4 days, 15:18:36 batch_cost: 0.6522 data_cost: 0.0021 ips: 6.1331 images/s [04/11 21:36:28] ppdet.engine INFO: Epoch: [36] [ 200/7329] learning_rate: 0.000100 loss_class: 0.608246 loss_bbox: 0.141784 loss_giou: 0.381657 loss_class_aux: 3.811523 loss_bbox_aux: 0.953349 loss_giou_aux: 2.353787 loss_class_dn: 0.331524 loss_bbox_dn: 0.158820 loss_giou_dn: 0.346804 loss_class_aux_dn: 1.775255 loss_bbox_aux_dn: 0.965746 loss_giou_aux_dn: 1.915767 loss: 14.329871 eta: 4 days, 15:17:30 batch_cost: 0.6446 data_cost: 0.0022 ips: 6.2050 images/s [04/11 21:37:39] ppdet.engine INFO: Epoch: [36] [ 300/7329] learning_rate: 0.000100 loss_class: 0.560508 loss_bbox: 0.128801 loss_giou: 0.334185 loss_class_aux: 3.603241 loss_bbox_aux: 0.852056 loss_giou_aux: 2.165948 loss_class_dn: 0.306740 loss_bbox_dn: 0.155689 loss_giou_dn: 0.353293 loss_class_aux_dn: 1.658983 loss_bbox_aux_dn: 0.953715 loss_giou_aux_dn: 1.995107 loss: 13.799784 eta: 4 days, 15:16:26 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1066 images/s [04/11 21:38:50] ppdet.engine INFO: Epoch: [36] [ 400/7329] learning_rate: 0.000100 loss_class: 0.542016 loss_bbox: 0.131963 loss_giou: 0.310419 loss_class_aux: 3.421976 loss_bbox_aux: 0.846488 loss_giou_aux: 2.037788 loss_class_dn: 0.293438 loss_bbox_dn: 0.140042 loss_giou_dn: 0.322978 loss_class_aux_dn: 1.632190 loss_bbox_aux_dn: 0.863451 loss_giou_aux_dn: 1.810136 loss: 12.446753 eta: 4 days, 15:15:20 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1753 images/s [04/11 21:40:00] ppdet.engine INFO: Epoch: [36] [ 500/7329] learning_rate: 0.000100 loss_class: 0.685105 loss_bbox: 0.152989 loss_giou: 0.408518 loss_class_aux: 4.233606 loss_bbox_aux: 0.994482 loss_giou_aux: 2.706998 loss_class_dn: 0.354856 loss_bbox_dn: 0.151788 loss_giou_dn: 0.431143 loss_class_aux_dn: 1.932878 loss_bbox_aux_dn: 0.937196 loss_giou_aux_dn: 2.337755 loss: 15.274563 eta: 4 days, 15:14:13 batch_cost: 0.6429 data_cost: 0.0020 ips: 6.2216 images/s [04/11 21:41:11] ppdet.engine INFO: Epoch: [36] [ 600/7329] learning_rate: 0.000100 loss_class: 0.630906 loss_bbox: 0.143080 loss_giou: 0.387934 loss_class_aux: 4.043837 loss_bbox_aux: 0.928144 loss_giou_aux: 2.455573 loss_class_dn: 0.342707 loss_bbox_dn: 0.161610 loss_giou_dn: 0.362261 loss_class_aux_dn: 1.834812 loss_bbox_aux_dn: 0.933478 loss_giou_aux_dn: 2.028559 loss: 14.906635 eta: 4 days, 15:13:10 batch_cost: 0.6591 data_cost: 0.0020 ips: 6.0688 images/s [04/11 21:42:23] ppdet.engine INFO: Epoch: [36] [ 700/7329] learning_rate: 0.000100 loss_class: 0.574643 loss_bbox: 0.131475 loss_giou: 0.389501 loss_class_aux: 3.620907 loss_bbox_aux: 0.917209 loss_giou_aux: 2.378568 loss_class_dn: 0.340119 loss_bbox_dn: 0.165252 loss_giou_dn: 0.384459 loss_class_aux_dn: 1.861470 loss_bbox_aux_dn: 0.941629 loss_giou_aux_dn: 2.130779 loss: 15.277365 eta: 4 days, 15:12:06 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0990 images/s [04/11 21:43:33] ppdet.engine INFO: Epoch: [36] [ 800/7329] learning_rate: 0.000100 loss_class: 0.663202 loss_bbox: 0.137240 loss_giou: 0.403769 loss_class_aux: 4.138236 loss_bbox_aux: 0.916966 loss_giou_aux: 2.600827 loss_class_dn: 0.350037 loss_bbox_dn: 0.154577 loss_giou_dn: 0.368877 loss_class_aux_dn: 1.858769 loss_bbox_aux_dn: 0.912896 loss_giou_aux_dn: 2.078343 loss: 14.728913 eta: 4 days, 15:10:59 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2037 images/s [04/11 21:44:45] ppdet.engine INFO: Epoch: [36] [ 900/7329] learning_rate: 0.000100 loss_class: 0.594487 loss_bbox: 0.144539 loss_giou: 0.387042 loss_class_aux: 3.744256 loss_bbox_aux: 0.923202 loss_giou_aux: 2.458940 loss_class_dn: 0.325048 loss_bbox_dn: 0.156920 loss_giou_dn: 0.376499 loss_class_aux_dn: 1.752682 loss_bbox_aux_dn: 0.940771 loss_giou_aux_dn: 2.045527 loss: 13.420422 eta: 4 days, 15:09:57 batch_cost: 0.6627 data_cost: 0.0019 ips: 6.0360 images/s [04/11 21:45:55] ppdet.engine INFO: Epoch: [36] [1000/7329] learning_rate: 0.000100 loss_class: 0.589331 loss_bbox: 0.143034 loss_giou: 0.358177 loss_class_aux: 3.824440 loss_bbox_aux: 0.907308 loss_giou_aux: 2.301436 loss_class_dn: 0.332710 loss_bbox_dn: 0.149154 loss_giou_dn: 0.380082 loss_class_aux_dn: 1.782228 loss_bbox_aux_dn: 0.890444 loss_giou_aux_dn: 2.056900 loss: 14.227856 eta: 4 days, 15:08:50 batch_cost: 0.6459 data_cost: 0.0019 ips: 6.1928 images/s [04/11 21:47:05] ppdet.engine INFO: Epoch: [36] [1100/7329] learning_rate: 0.000100 loss_class: 0.568089 loss_bbox: 0.134052 loss_giou: 0.414879 loss_class_aux: 3.657674 loss_bbox_aux: 0.846019 loss_giou_aux: 2.671864 loss_class_dn: 0.337305 loss_bbox_dn: 0.157060 loss_giou_dn: 0.407890 loss_class_aux_dn: 1.777676 loss_bbox_aux_dn: 0.930697 loss_giou_aux_dn: 2.199744 loss: 13.875723 eta: 4 days, 15:07:44 batch_cost: 0.6451 data_cost: 0.0019 ips: 6.2004 images/s [04/11 21:48:16] ppdet.engine INFO: Epoch: [36] [1200/7329] learning_rate: 0.000100 loss_class: 0.504292 loss_bbox: 0.118102 loss_giou: 0.297894 loss_class_aux: 3.173967 loss_bbox_aux: 0.745045 loss_giou_aux: 1.917218 loss_class_dn: 0.290551 loss_bbox_dn: 0.142431 loss_giou_dn: 0.314834 loss_class_aux_dn: 1.585494 loss_bbox_aux_dn: 0.898578 loss_giou_aux_dn: 1.722962 loss: 12.181394 eta: 4 days, 15:06:39 batch_cost: 0.6525 data_cost: 0.0022 ips: 6.1303 images/s [04/11 21:49:27] ppdet.engine INFO: Epoch: [36] [1300/7329] learning_rate: 0.000100 loss_class: 0.555372 loss_bbox: 0.143762 loss_giou: 0.375009 loss_class_aux: 3.501350 loss_bbox_aux: 0.869573 loss_giou_aux: 2.429599 loss_class_dn: 0.316181 loss_bbox_dn: 0.143105 loss_giou_dn: 0.371621 loss_class_aux_dn: 1.695634 loss_bbox_aux_dn: 0.871944 loss_giou_aux_dn: 2.032979 loss: 13.330389 eta: 4 days, 15:05:34 batch_cost: 0.6529 data_cost: 0.0020 ips: 6.1263 images/s [04/11 21:50:38] ppdet.engine INFO: Epoch: [36] [1400/7329] learning_rate: 0.000100 loss_class: 0.522067 loss_bbox: 0.123494 loss_giou: 0.327745 loss_class_aux: 3.257770 loss_bbox_aux: 0.770475 loss_giou_aux: 2.058753 loss_class_dn: 0.307491 loss_bbox_dn: 0.131783 loss_giou_dn: 0.334846 loss_class_aux_dn: 1.691964 loss_bbox_aux_dn: 0.755900 loss_giou_aux_dn: 1.887927 loss: 13.128233 eta: 4 days, 15:04:30 batch_cost: 0.6542 data_cost: 0.0021 ips: 6.1143 images/s [04/11 21:51:49] ppdet.engine INFO: Epoch: [36] [1500/7329] learning_rate: 0.000100 loss_class: 0.596678 loss_bbox: 0.131997 loss_giou: 0.410174 loss_class_aux: 3.914997 loss_bbox_aux: 0.845993 loss_giou_aux: 2.506418 loss_class_dn: 0.358604 loss_bbox_dn: 0.122930 loss_giou_dn: 0.389159 loss_class_aux_dn: 1.949648 loss_bbox_aux_dn: 0.775141 loss_giou_aux_dn: 2.163825 loss: 14.847368 eta: 4 days, 15:03:26 batch_cost: 0.6542 data_cost: 0.0020 ips: 6.1148 images/s [04/11 21:52:59] ppdet.engine INFO: Epoch: [36] [1600/7329] learning_rate: 0.000100 loss_class: 0.621439 loss_bbox: 0.154743 loss_giou: 0.426540 loss_class_aux: 3.937961 loss_bbox_aux: 1.046469 loss_giou_aux: 2.578193 loss_class_dn: 0.337464 loss_bbox_dn: 0.155536 loss_giou_dn: 0.366556 loss_class_aux_dn: 1.805852 loss_bbox_aux_dn: 0.915761 loss_giou_aux_dn: 2.074704 loss: 14.512941 eta: 4 days, 15:02:19 batch_cost: 0.6445 data_cost: 0.0020 ips: 6.2063 images/s [04/11 21:54:11] ppdet.engine INFO: Epoch: [36] [1700/7329] learning_rate: 0.000100 loss_class: 0.604741 loss_bbox: 0.130764 loss_giou: 0.443370 loss_class_aux: 3.912987 loss_bbox_aux: 0.858001 loss_giou_aux: 2.806990 loss_class_dn: 0.360415 loss_bbox_dn: 0.134512 loss_giou_dn: 0.416795 loss_class_aux_dn: 1.911546 loss_bbox_aux_dn: 0.812848 loss_giou_aux_dn: 2.310305 loss: 15.188791 eta: 4 days, 15:01:16 batch_cost: 0.6584 data_cost: 0.0021 ips: 6.0751 images/s [04/11 21:55:20] ppdet.engine INFO: Epoch: [36] [1800/7329] learning_rate: 0.000100 loss_class: 0.531076 loss_bbox: 0.139260 loss_giou: 0.339489 loss_class_aux: 3.430372 loss_bbox_aux: 0.899734 loss_giou_aux: 2.068623 loss_class_dn: 0.318536 loss_bbox_dn: 0.160688 loss_giou_dn: 0.332893 loss_class_aux_dn: 1.745450 loss_bbox_aux_dn: 0.936267 loss_giou_aux_dn: 1.913533 loss: 13.943737 eta: 4 days, 15:00:08 batch_cost: 0.6414 data_cost: 0.0022 ips: 6.2368 images/s [04/11 21:56:32] ppdet.engine INFO: Epoch: [36] [1900/7329] learning_rate: 0.000100 loss_class: 0.576009 loss_bbox: 0.124890 loss_giou: 0.371284 loss_class_aux: 3.693537 loss_bbox_aux: 0.811237 loss_giou_aux: 2.391801 loss_class_dn: 0.323001 loss_bbox_dn: 0.146447 loss_giou_dn: 0.351431 loss_class_aux_dn: 1.744165 loss_bbox_aux_dn: 0.881029 loss_giou_aux_dn: 1.950378 loss: 13.574210 eta: 4 days, 14:59:04 batch_cost: 0.6561 data_cost: 0.0019 ips: 6.0968 images/s [04/11 21:57:42] ppdet.engine INFO: Epoch: [36] [2000/7329] learning_rate: 0.000100 loss_class: 0.600441 loss_bbox: 0.145699 loss_giou: 0.381196 loss_class_aux: 3.958721 loss_bbox_aux: 0.971162 loss_giou_aux: 2.423547 loss_class_dn: 0.352580 loss_bbox_dn: 0.145309 loss_giou_dn: 0.389614 loss_class_aux_dn: 1.888003 loss_bbox_aux_dn: 0.839059 loss_giou_aux_dn: 2.088917 loss: 15.471560 eta: 4 days, 14:57:59 batch_cost: 0.6495 data_cost: 0.0021 ips: 6.1588 images/s [04/11 21:58:52] ppdet.engine INFO: Epoch: [36] [2100/7329] learning_rate: 0.000100 loss_class: 0.606340 loss_bbox: 0.137778 loss_giou: 0.389550 loss_class_aux: 3.845371 loss_bbox_aux: 0.892324 loss_giou_aux: 2.546163 loss_class_dn: 0.338914 loss_bbox_dn: 0.145169 loss_giou_dn: 0.380549 loss_class_aux_dn: 1.883623 loss_bbox_aux_dn: 0.848326 loss_giou_aux_dn: 2.110184 loss: 14.574640 eta: 4 days, 14:56:53 batch_cost: 0.6469 data_cost: 0.0020 ips: 6.1830 images/s [04/11 22:00:03] ppdet.engine INFO: Epoch: [36] [2200/7329] learning_rate: 0.000100 loss_class: 0.595763 loss_bbox: 0.127466 loss_giou: 0.401879 loss_class_aux: 3.767511 loss_bbox_aux: 0.855858 loss_giou_aux: 2.632473 loss_class_dn: 0.345224 loss_bbox_dn: 0.148601 loss_giou_dn: 0.387610 loss_class_aux_dn: 1.825711 loss_bbox_aux_dn: 0.855607 loss_giou_aux_dn: 2.170135 loss: 14.065519 eta: 4 days, 14:55:47 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1783 images/s [04/11 22:01:13] ppdet.engine INFO: Epoch: [36] [2300/7329] learning_rate: 0.000100 loss_class: 0.657376 loss_bbox: 0.128901 loss_giou: 0.375487 loss_class_aux: 4.228139 loss_bbox_aux: 0.862310 loss_giou_aux: 2.380165 loss_class_dn: 0.335026 loss_bbox_dn: 0.163661 loss_giou_dn: 0.366795 loss_class_aux_dn: 1.801985 loss_bbox_aux_dn: 0.966498 loss_giou_aux_dn: 2.012380 loss: 13.549658 eta: 4 days, 14:54:40 batch_cost: 0.6438 data_cost: 0.0020 ips: 6.2130 images/s [04/11 22:02:23] ppdet.engine INFO: Epoch: [36] [2400/7329] learning_rate: 0.000100 loss_class: 0.558810 loss_bbox: 0.134082 loss_giou: 0.404935 loss_class_aux: 3.637568 loss_bbox_aux: 0.864560 loss_giou_aux: 2.595420 loss_class_dn: 0.333140 loss_bbox_dn: 0.138989 loss_giou_dn: 0.414090 loss_class_aux_dn: 1.764215 loss_bbox_aux_dn: 0.809906 loss_giou_aux_dn: 2.295511 loss: 14.257656 eta: 4 days, 14:53:33 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2239 images/s [04/11 22:03:33] ppdet.engine INFO: Epoch: [36] [2500/7329] learning_rate: 0.000100 loss_class: 0.570755 loss_bbox: 0.133317 loss_giou: 0.341786 loss_class_aux: 3.671569 loss_bbox_aux: 0.888069 loss_giou_aux: 2.152587 loss_class_dn: 0.295722 loss_bbox_dn: 0.151116 loss_giou_dn: 0.335008 loss_class_aux_dn: 1.603621 loss_bbox_aux_dn: 0.928718 loss_giou_aux_dn: 1.897301 loss: 12.906617 eta: 4 days, 14:52:28 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1335 images/s [04/11 22:04:44] ppdet.engine INFO: Epoch: [36] [2600/7329] learning_rate: 0.000100 loss_class: 0.568029 loss_bbox: 0.131209 loss_giou: 0.361927 loss_class_aux: 3.672557 loss_bbox_aux: 0.884785 loss_giou_aux: 2.254637 loss_class_dn: 0.298515 loss_bbox_dn: 0.173668 loss_giou_dn: 0.362981 loss_class_aux_dn: 1.642002 loss_bbox_aux_dn: 1.005923 loss_giou_aux_dn: 1.995766 loss: 13.508509 eta: 4 days, 14:51:22 batch_cost: 0.6449 data_cost: 0.0020 ips: 6.2025 images/s [04/11 22:05:54] ppdet.engine INFO: Epoch: [36] [2700/7329] learning_rate: 0.000100 loss_class: 0.543494 loss_bbox: 0.148141 loss_giou: 0.349531 loss_class_aux: 3.648033 loss_bbox_aux: 0.950370 loss_giou_aux: 2.162010 loss_class_dn: 0.309343 loss_bbox_dn: 0.171808 loss_giou_dn: 0.328275 loss_class_aux_dn: 1.671664 loss_bbox_aux_dn: 1.014186 loss_giou_aux_dn: 1.844109 loss: 13.270014 eta: 4 days, 14:50:17 batch_cost: 0.6503 data_cost: 0.0020 ips: 6.1508 images/s [04/11 22:07:04] ppdet.engine INFO: Epoch: [36] [2800/7329] learning_rate: 0.000100 loss_class: 0.568514 loss_bbox: 0.137996 loss_giou: 0.377887 loss_class_aux: 3.598158 loss_bbox_aux: 0.888337 loss_giou_aux: 2.365723 loss_class_dn: 0.325711 loss_bbox_dn: 0.144408 loss_giou_dn: 0.382115 loss_class_aux_dn: 1.766235 loss_bbox_aux_dn: 0.839161 loss_giou_aux_dn: 2.185411 loss: 14.267603 eta: 4 days, 14:49:10 batch_cost: 0.6421 data_cost: 0.0022 ips: 6.2296 images/s [04/11 22:08:14] ppdet.engine INFO: Epoch: [36] [2900/7329] learning_rate: 0.000100 loss_class: 0.511028 loss_bbox: 0.114715 loss_giou: 0.327265 loss_class_aux: 3.474751 loss_bbox_aux: 0.795621 loss_giou_aux: 2.104577 loss_class_dn: 0.287514 loss_bbox_dn: 0.123044 loss_giou_dn: 0.311219 loss_class_aux_dn: 1.535644 loss_bbox_aux_dn: 0.756053 loss_giou_aux_dn: 1.792885 loss: 12.345164 eta: 4 days, 14:48:03 batch_cost: 0.6464 data_cost: 0.0021 ips: 6.1882 images/s [04/11 22:09:24] ppdet.engine INFO: Epoch: [36] [3000/7329] learning_rate: 0.000100 loss_class: 0.588443 loss_bbox: 0.140986 loss_giou: 0.420824 loss_class_aux: 3.802094 loss_bbox_aux: 0.923399 loss_giou_aux: 2.685362 loss_class_dn: 0.363052 loss_bbox_dn: 0.168510 loss_giou_dn: 0.420616 loss_class_aux_dn: 1.952096 loss_bbox_aux_dn: 1.011384 loss_giou_aux_dn: 2.303208 loss: 16.054867 eta: 4 days, 14:46:56 batch_cost: 0.6399 data_cost: 0.0020 ips: 6.2509 images/s [04/11 22:10:35] ppdet.engine INFO: Epoch: [36] [3100/7329] learning_rate: 0.000100 loss_class: 0.556860 loss_bbox: 0.144050 loss_giou: 0.346168 loss_class_aux: 3.483249 loss_bbox_aux: 0.905063 loss_giou_aux: 2.252634 loss_class_dn: 0.317893 loss_bbox_dn: 0.167885 loss_giou_dn: 0.334910 loss_class_aux_dn: 1.689582 loss_bbox_aux_dn: 1.007546 loss_giou_aux_dn: 1.856780 loss: 13.006008 eta: 4 days, 14:45:51 batch_cost: 0.6540 data_cost: 0.0021 ips: 6.1161 images/s [04/11 22:11:46] ppdet.engine INFO: Epoch: [36] [3200/7329] learning_rate: 0.000100 loss_class: 0.640116 loss_bbox: 0.144229 loss_giou: 0.429013 loss_class_aux: 4.036211 loss_bbox_aux: 0.977433 loss_giou_aux: 2.714348 loss_class_dn: 0.368293 loss_bbox_dn: 0.155270 loss_giou_dn: 0.400722 loss_class_aux_dn: 1.973185 loss_bbox_aux_dn: 0.920980 loss_giou_aux_dn: 2.245304 loss: 15.949139 eta: 4 days, 14:44:45 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1767 images/s [04/11 22:12:57] ppdet.engine INFO: Epoch: [36] [3300/7329] learning_rate: 0.000100 loss_class: 0.667354 loss_bbox: 0.151367 loss_giou: 0.487377 loss_class_aux: 4.352554 loss_bbox_aux: 1.003344 loss_giou_aux: 2.953148 loss_class_dn: 0.386357 loss_bbox_dn: 0.163700 loss_giou_dn: 0.448712 loss_class_aux_dn: 2.047056 loss_bbox_aux_dn: 1.002644 loss_giou_aux_dn: 2.507091 loss: 16.725811 eta: 4 days, 14:43:42 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0955 images/s [04/11 22:14:09] ppdet.engine INFO: Epoch: [36] [3400/7329] learning_rate: 0.000100 loss_class: 0.505642 loss_bbox: 0.129482 loss_giou: 0.287427 loss_class_aux: 3.265838 loss_bbox_aux: 0.829720 loss_giou_aux: 1.906494 loss_class_dn: 0.280163 loss_bbox_dn: 0.150021 loss_giou_dn: 0.284418 loss_class_aux_dn: 1.477376 loss_bbox_aux_dn: 0.833902 loss_giou_aux_dn: 1.618490 loss: 12.047205 eta: 4 days, 14:42:37 batch_cost: 0.6545 data_cost: 0.0021 ips: 6.1120 images/s [04/11 22:15:20] ppdet.engine INFO: Epoch: [36] [3500/7329] learning_rate: 0.000100 loss_class: 0.532497 loss_bbox: 0.134235 loss_giou: 0.345267 loss_class_aux: 3.343454 loss_bbox_aux: 0.926366 loss_giou_aux: 2.096420 loss_class_dn: 0.289334 loss_bbox_dn: 0.157998 loss_giou_dn: 0.302005 loss_class_aux_dn: 1.602226 loss_bbox_aux_dn: 0.941358 loss_giou_aux_dn: 1.695908 loss: 12.726599 eta: 4 days, 14:41:32 batch_cost: 0.6506 data_cost: 0.0020 ips: 6.1481 images/s [04/11 22:16:30] ppdet.engine INFO: Epoch: [36] [3600/7329] learning_rate: 0.000100 loss_class: 0.550691 loss_bbox: 0.138163 loss_giou: 0.343321 loss_class_aux: 3.438304 loss_bbox_aux: 0.888968 loss_giou_aux: 2.139161 loss_class_dn: 0.315135 loss_bbox_dn: 0.154031 loss_giou_dn: 0.324045 loss_class_aux_dn: 1.685286 loss_bbox_aux_dn: 0.908288 loss_giou_aux_dn: 1.757120 loss: 13.181005 eta: 4 days, 14:40:27 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1383 images/s [04/11 22:17:42] ppdet.engine INFO: Epoch: [36] [3700/7329] learning_rate: 0.000100 loss_class: 0.640719 loss_bbox: 0.141661 loss_giou: 0.456475 loss_class_aux: 4.163520 loss_bbox_aux: 0.853754 loss_giou_aux: 2.825428 loss_class_dn: 0.392954 loss_bbox_dn: 0.149442 loss_giou_dn: 0.398732 loss_class_aux_dn: 2.080616 loss_bbox_aux_dn: 0.904320 loss_giou_aux_dn: 2.245820 loss: 15.248528 eta: 4 days, 14:39:24 batch_cost: 0.6587 data_cost: 0.0022 ips: 6.0728 images/s [04/11 22:18:53] ppdet.engine INFO: Epoch: [36] [3800/7329] learning_rate: 0.000100 loss_class: 0.563912 loss_bbox: 0.124825 loss_giou: 0.412801 loss_class_aux: 3.580731 loss_bbox_aux: 0.816227 loss_giou_aux: 2.605736 loss_class_dn: 0.337364 loss_bbox_dn: 0.132589 loss_giou_dn: 0.388289 loss_class_aux_dn: 1.779164 loss_bbox_aux_dn: 0.780119 loss_giou_aux_dn: 2.203792 loss: 14.496030 eta: 4 days, 14:38:19 batch_cost: 0.6542 data_cost: 0.0020 ips: 6.1148 images/s [04/11 22:20:07] ppdet.engine INFO: Epoch: [36] [3900/7329] learning_rate: 0.000100 loss_class: 0.642358 loss_bbox: 0.148714 loss_giou: 0.391648 loss_class_aux: 4.100930 loss_bbox_aux: 0.891472 loss_giou_aux: 2.403623 loss_class_dn: 0.349319 loss_bbox_dn: 0.161191 loss_giou_dn: 0.387648 loss_class_aux_dn: 1.888045 loss_bbox_aux_dn: 0.927798 loss_giou_aux_dn: 2.088743 loss: 14.573240 eta: 4 days, 14:37:21 batch_cost: 0.6784 data_cost: 0.0021 ips: 5.8960 images/s [04/11 22:21:17] ppdet.engine INFO: Epoch: [36] [4000/7329] learning_rate: 0.000100 loss_class: 0.587643 loss_bbox: 0.123746 loss_giou: 0.410708 loss_class_aux: 3.713831 loss_bbox_aux: 0.823455 loss_giou_aux: 2.554325 loss_class_dn: 0.315659 loss_bbox_dn: 0.144702 loss_giou_dn: 0.352331 loss_class_aux_dn: 1.728628 loss_bbox_aux_dn: 0.896347 loss_giou_aux_dn: 1.983401 loss: 13.768799 eta: 4 days, 14:36:13 batch_cost: 0.6409 data_cost: 0.0020 ips: 6.2417 images/s [04/11 22:22:28] ppdet.engine INFO: Epoch: [36] [4100/7329] learning_rate: 0.000100 loss_class: 0.638349 loss_bbox: 0.140898 loss_giou: 0.487697 loss_class_aux: 4.247830 loss_bbox_aux: 0.949831 loss_giou_aux: 3.154194 loss_class_dn: 0.383576 loss_bbox_dn: 0.148107 loss_giou_dn: 0.445722 loss_class_aux_dn: 2.037704 loss_bbox_aux_dn: 0.899764 loss_giou_aux_dn: 2.498787 loss: 16.910545 eta: 4 days, 14:35:09 batch_cost: 0.6537 data_cost: 0.0021 ips: 6.1188 images/s [04/11 22:23:39] ppdet.engine INFO: Epoch: [36] [4200/7329] learning_rate: 0.000100 loss_class: 0.550577 loss_bbox: 0.139328 loss_giou: 0.313196 loss_class_aux: 3.577858 loss_bbox_aux: 0.879267 loss_giou_aux: 1.931719 loss_class_dn: 0.307716 loss_bbox_dn: 0.158178 loss_giou_dn: 0.326534 loss_class_aux_dn: 1.643768 loss_bbox_aux_dn: 0.891453 loss_giou_aux_dn: 1.837676 loss: 12.953691 eta: 4 days, 14:34:04 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1212 images/s [04/11 22:24:49] ppdet.engine INFO: Epoch: [36] [4300/7329] learning_rate: 0.000100 loss_class: 0.476539 loss_bbox: 0.103160 loss_giou: 0.283723 loss_class_aux: 3.164344 loss_bbox_aux: 0.734971 loss_giou_aux: 1.803051 loss_class_dn: 0.263638 loss_bbox_dn: 0.113976 loss_giou_dn: 0.274132 loss_class_aux_dn: 1.441070 loss_bbox_aux_dn: 0.687952 loss_giou_aux_dn: 1.535891 loss: 11.044844 eta: 4 days, 14:32:58 batch_cost: 0.6446 data_cost: 0.0019 ips: 6.2052 images/s [04/11 22:26:00] ppdet.engine INFO: Epoch: [36] [4400/7329] learning_rate: 0.000100 loss_class: 0.611183 loss_bbox: 0.132352 loss_giou: 0.379186 loss_class_aux: 3.825066 loss_bbox_aux: 0.877856 loss_giou_aux: 2.326340 loss_class_dn: 0.312804 loss_bbox_dn: 0.158112 loss_giou_dn: 0.355792 loss_class_aux_dn: 1.748566 loss_bbox_aux_dn: 0.927688 loss_giou_aux_dn: 1.997903 loss: 14.075396 eta: 4 days, 14:31:53 batch_cost: 0.6545 data_cost: 0.0021 ips: 6.1113 images/s [04/11 22:27:12] ppdet.engine INFO: Epoch: [36] [4500/7329] learning_rate: 0.000100 loss_class: 0.548687 loss_bbox: 0.133271 loss_giou: 0.347913 loss_class_aux: 3.513462 loss_bbox_aux: 0.850248 loss_giou_aux: 2.218011 loss_class_dn: 0.303548 loss_bbox_dn: 0.141991 loss_giou_dn: 0.341689 loss_class_aux_dn: 1.609514 loss_bbox_aux_dn: 0.845538 loss_giou_aux_dn: 1.908162 loss: 13.352977 eta: 4 days, 14:30:50 batch_cost: 0.6610 data_cost: 0.0020 ips: 6.0510 images/s [04/11 22:28:22] ppdet.engine INFO: Epoch: [36] [4600/7329] learning_rate: 0.000100 loss_class: 0.583438 loss_bbox: 0.135324 loss_giou: 0.377017 loss_class_aux: 3.632700 loss_bbox_aux: 0.913282 loss_giou_aux: 2.381004 loss_class_dn: 0.332527 loss_bbox_dn: 0.145555 loss_giou_dn: 0.376945 loss_class_aux_dn: 1.771888 loss_bbox_aux_dn: 0.891640 loss_giou_aux_dn: 2.054409 loss: 14.276482 eta: 4 days, 14:29:44 batch_cost: 0.6471 data_cost: 0.0020 ips: 6.1819 images/s [04/11 22:29:34] ppdet.engine INFO: Epoch: [36] [4700/7329] learning_rate: 0.000100 loss_class: 0.609134 loss_bbox: 0.125637 loss_giou: 0.346914 loss_class_aux: 3.868745 loss_bbox_aux: 0.828721 loss_giou_aux: 2.162773 loss_class_dn: 0.315939 loss_bbox_dn: 0.146856 loss_giou_dn: 0.346874 loss_class_aux_dn: 1.727993 loss_bbox_aux_dn: 0.836227 loss_giou_aux_dn: 1.942978 loss: 14.391374 eta: 4 days, 14:28:41 batch_cost: 0.6567 data_cost: 0.0021 ips: 6.0906 images/s [04/11 22:30:43] ppdet.engine INFO: Epoch: [36] [4800/7329] learning_rate: 0.000100 loss_class: 0.555829 loss_bbox: 0.133230 loss_giou: 0.354315 loss_class_aux: 3.439772 loss_bbox_aux: 0.889414 loss_giou_aux: 2.348539 loss_class_dn: 0.301517 loss_bbox_dn: 0.167848 loss_giou_dn: 0.354035 loss_class_aux_dn: 1.618540 loss_bbox_aux_dn: 0.952462 loss_giou_aux_dn: 1.951314 loss: 13.527591 eta: 4 days, 14:27:32 batch_cost: 0.6353 data_cost: 0.0018 ips: 6.2963 images/s [04/11 22:31:53] ppdet.engine INFO: Epoch: [36] [4900/7329] learning_rate: 0.000100 loss_class: 0.562599 loss_bbox: 0.135774 loss_giou: 0.352532 loss_class_aux: 3.534098 loss_bbox_aux: 0.900897 loss_giou_aux: 2.205073 loss_class_dn: 0.317990 loss_bbox_dn: 0.148569 loss_giou_dn: 0.348172 loss_class_aux_dn: 1.710904 loss_bbox_aux_dn: 0.919034 loss_giou_aux_dn: 1.906532 loss: 13.071102 eta: 4 days, 14:26:26 batch_cost: 0.6461 data_cost: 0.0019 ips: 6.1911 images/s [04/11 22:33:04] ppdet.engine INFO: Epoch: [36] [5000/7329] learning_rate: 0.000100 loss_class: 0.591241 loss_bbox: 0.140024 loss_giou: 0.323541 loss_class_aux: 3.720340 loss_bbox_aux: 0.923358 loss_giou_aux: 2.114137 loss_class_dn: 0.300907 loss_bbox_dn: 0.164768 loss_giou_dn: 0.342499 loss_class_aux_dn: 1.609750 loss_bbox_aux_dn: 0.943641 loss_giou_aux_dn: 1.894714 loss: 13.263754 eta: 4 days, 14:25:22 batch_cost: 0.6557 data_cost: 0.0019 ips: 6.1004 images/s [04/11 22:34:16] ppdet.engine INFO: Epoch: [36] [5100/7329] learning_rate: 0.000100 loss_class: 0.588121 loss_bbox: 0.142770 loss_giou: 0.403293 loss_class_aux: 3.737081 loss_bbox_aux: 0.994415 loss_giou_aux: 2.617553 loss_class_dn: 0.326925 loss_bbox_dn: 0.191602 loss_giou_dn: 0.357098 loss_class_aux_dn: 1.772195 loss_bbox_aux_dn: 1.083611 loss_giou_aux_dn: 1.953337 loss: 14.804417 eta: 4 days, 14:24:19 batch_cost: 0.6607 data_cost: 0.0020 ips: 6.0546 images/s [04/11 22:35:27] ppdet.engine INFO: Epoch: [36] [5200/7329] learning_rate: 0.000100 loss_class: 0.586469 loss_bbox: 0.134164 loss_giou: 0.433696 loss_class_aux: 3.757185 loss_bbox_aux: 0.876252 loss_giou_aux: 2.649629 loss_class_dn: 0.349092 loss_bbox_dn: 0.147181 loss_giou_dn: 0.392563 loss_class_aux_dn: 1.852169 loss_bbox_aux_dn: 0.853642 loss_giou_aux_dn: 2.163473 loss: 14.766554 eta: 4 days, 14:23:13 batch_cost: 0.6472 data_cost: 0.0023 ips: 6.1805 images/s [04/11 22:36:37] ppdet.engine INFO: Epoch: [36] [5300/7329] learning_rate: 0.000100 loss_class: 0.620634 loss_bbox: 0.132676 loss_giou: 0.319335 loss_class_aux: 3.901514 loss_bbox_aux: 0.886379 loss_giou_aux: 2.032075 loss_class_dn: 0.331756 loss_bbox_dn: 0.164001 loss_giou_dn: 0.364524 loss_class_aux_dn: 1.766777 loss_bbox_aux_dn: 0.933230 loss_giou_aux_dn: 2.057623 loss: 14.135553 eta: 4 days, 14:22:08 batch_cost: 0.6513 data_cost: 0.0020 ips: 6.1413 images/s [04/11 22:37:48] ppdet.engine INFO: Epoch: [36] [5400/7329] learning_rate: 0.000100 loss_class: 0.602623 loss_bbox: 0.139958 loss_giou: 0.351683 loss_class_aux: 3.651781 loss_bbox_aux: 0.908972 loss_giou_aux: 2.244703 loss_class_dn: 0.328744 loss_bbox_dn: 0.155908 loss_giou_dn: 0.357070 loss_class_aux_dn: 1.727042 loss_bbox_aux_dn: 0.934807 loss_giou_aux_dn: 1.918993 loss: 13.921667 eta: 4 days, 14:21:03 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1542 images/s [04/11 22:38:58] ppdet.engine INFO: Epoch: [36] [5500/7329] learning_rate: 0.000100 loss_class: 0.640970 loss_bbox: 0.153948 loss_giou: 0.474631 loss_class_aux: 4.101881 loss_bbox_aux: 1.016137 loss_giou_aux: 2.971550 loss_class_dn: 0.378399 loss_bbox_dn: 0.167606 loss_giou_dn: 0.436986 loss_class_aux_dn: 1.990819 loss_bbox_aux_dn: 1.005854 loss_giou_aux_dn: 2.425319 loss: 16.097729 eta: 4 days, 14:19:57 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1762 images/s [04/11 22:40:09] ppdet.engine INFO: Epoch: [36] [5600/7329] learning_rate: 0.000100 loss_class: 0.598318 loss_bbox: 0.142708 loss_giou: 0.340572 loss_class_aux: 3.722998 loss_bbox_aux: 0.890852 loss_giou_aux: 2.152097 loss_class_dn: 0.307106 loss_bbox_dn: 0.155065 loss_giou_dn: 0.328474 loss_class_aux_dn: 1.629421 loss_bbox_aux_dn: 0.980727 loss_giou_aux_dn: 1.861609 loss: 13.126225 eta: 4 days, 14:18:52 batch_cost: 0.6513 data_cost: 0.0019 ips: 6.1411 images/s [04/11 22:41:20] ppdet.engine INFO: Epoch: [36] [5700/7329] learning_rate: 0.000100 loss_class: 0.520731 loss_bbox: 0.122282 loss_giou: 0.312089 loss_class_aux: 3.309306 loss_bbox_aux: 0.795906 loss_giou_aux: 1.922510 loss_class_dn: 0.282946 loss_bbox_dn: 0.134432 loss_giou_dn: 0.306793 loss_class_aux_dn: 1.560902 loss_bbox_aux_dn: 0.795423 loss_giou_aux_dn: 1.702624 loss: 12.424307 eta: 4 days, 14:17:46 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1890 images/s [04/11 22:42:30] ppdet.engine INFO: Epoch: [36] [5800/7329] learning_rate: 0.000100 loss_class: 0.620805 loss_bbox: 0.154424 loss_giou: 0.358339 loss_class_aux: 3.979152 loss_bbox_aux: 0.982068 loss_giou_aux: 2.239573 loss_class_dn: 0.324681 loss_bbox_dn: 0.163930 loss_giou_dn: 0.345774 loss_class_aux_dn: 1.771084 loss_bbox_aux_dn: 0.984337 loss_giou_aux_dn: 1.886124 loss: 14.601476 eta: 4 days, 14:16:40 batch_cost: 0.6490 data_cost: 0.0018 ips: 6.1629 images/s [04/11 22:43:40] ppdet.engine INFO: Epoch: [36] [5900/7329] learning_rate: 0.000100 loss_class: 0.568047 loss_bbox: 0.129584 loss_giou: 0.382372 loss_class_aux: 3.676383 loss_bbox_aux: 0.867950 loss_giou_aux: 2.436528 loss_class_dn: 0.315629 loss_bbox_dn: 0.141543 loss_giou_dn: 0.367947 loss_class_aux_dn: 1.677023 loss_bbox_aux_dn: 0.879635 loss_giou_aux_dn: 2.031195 loss: 13.762035 eta: 4 days, 14:15:33 batch_cost: 0.6439 data_cost: 0.0018 ips: 6.2121 images/s [04/11 22:44:51] ppdet.engine INFO: Epoch: [36] [6000/7329] learning_rate: 0.000100 loss_class: 0.549272 loss_bbox: 0.127609 loss_giou: 0.356810 loss_class_aux: 3.554267 loss_bbox_aux: 0.826949 loss_giou_aux: 2.265894 loss_class_dn: 0.329447 loss_bbox_dn: 0.148062 loss_giou_dn: 0.357106 loss_class_aux_dn: 1.760359 loss_bbox_aux_dn: 0.851972 loss_giou_aux_dn: 1.957994 loss: 13.617210 eta: 4 days, 14:14:29 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1097 images/s [04/11 22:46:03] ppdet.engine INFO: Epoch: [36] [6100/7329] learning_rate: 0.000100 loss_class: 0.605764 loss_bbox: 0.151688 loss_giou: 0.375637 loss_class_aux: 3.781607 loss_bbox_aux: 0.991244 loss_giou_aux: 2.438424 loss_class_dn: 0.356107 loss_bbox_dn: 0.160487 loss_giou_dn: 0.371063 loss_class_aux_dn: 1.873938 loss_bbox_aux_dn: 0.969966 loss_giou_aux_dn: 2.072773 loss: 14.944998 eta: 4 days, 14:13:27 batch_cost: 0.6630 data_cost: 0.0020 ips: 6.0335 images/s [04/11 22:47:15] ppdet.engine INFO: Epoch: [36] [6200/7329] learning_rate: 0.000100 loss_class: 0.570191 loss_bbox: 0.151759 loss_giou: 0.357561 loss_class_aux: 3.733489 loss_bbox_aux: 0.959035 loss_giou_aux: 2.309334 loss_class_dn: 0.333831 loss_bbox_dn: 0.171724 loss_giou_dn: 0.350553 loss_class_aux_dn: 1.803066 loss_bbox_aux_dn: 0.950833 loss_giou_aux_dn: 2.001359 loss: 14.458481 eta: 4 days, 14:12:24 batch_cost: 0.6604 data_cost: 0.0020 ips: 6.0572 images/s [04/11 22:48:26] ppdet.engine INFO: Epoch: [36] [6300/7329] learning_rate: 0.000100 loss_class: 0.558980 loss_bbox: 0.135437 loss_giou: 0.407485 loss_class_aux: 3.557480 loss_bbox_aux: 0.922755 loss_giou_aux: 2.491886 loss_class_dn: 0.331902 loss_bbox_dn: 0.144415 loss_giou_dn: 0.380603 loss_class_aux_dn: 1.789830 loss_bbox_aux_dn: 0.839436 loss_giou_aux_dn: 2.167575 loss: 14.804172 eta: 4 days, 14:11:19 batch_cost: 0.6545 data_cost: 0.0019 ips: 6.1118 images/s [04/11 22:49:39] ppdet.engine INFO: Epoch: [36] [6400/7329] learning_rate: 0.000100 loss_class: 0.595482 loss_bbox: 0.136536 loss_giou: 0.360815 loss_class_aux: 4.003181 loss_bbox_aux: 0.932847 loss_giou_aux: 2.395418 loss_class_dn: 0.322226 loss_bbox_dn: 0.168679 loss_giou_dn: 0.365770 loss_class_aux_dn: 1.731014 loss_bbox_aux_dn: 0.981412 loss_giou_aux_dn: 2.067595 loss: 14.494792 eta: 4 days, 14:10:17 batch_cost: 0.6625 data_cost: 0.0020 ips: 6.0377 images/s [04/11 22:50:52] ppdet.engine INFO: Epoch: [36] [6500/7329] learning_rate: 0.000100 loss_class: 0.577315 loss_bbox: 0.134217 loss_giou: 0.343920 loss_class_aux: 3.672330 loss_bbox_aux: 0.888429 loss_giou_aux: 2.129037 loss_class_dn: 0.323362 loss_bbox_dn: 0.176232 loss_giou_dn: 0.335456 loss_class_aux_dn: 1.721554 loss_bbox_aux_dn: 1.033200 loss_giou_aux_dn: 1.814688 loss: 13.356060 eta: 4 days, 14:09:16 batch_cost: 0.6715 data_cost: 0.0021 ips: 5.9565 images/s [04/11 22:52:03] ppdet.engine INFO: Epoch: [36] [6600/7329] learning_rate: 0.000100 loss_class: 0.613816 loss_bbox: 0.125682 loss_giou: 0.374989 loss_class_aux: 3.948374 loss_bbox_aux: 0.898727 loss_giou_aux: 2.510237 loss_class_dn: 0.367793 loss_bbox_dn: 0.135463 loss_giou_dn: 0.395386 loss_class_aux_dn: 1.976083 loss_bbox_aux_dn: 0.808811 loss_giou_aux_dn: 2.246560 loss: 15.217344 eta: 4 days, 14:08:12 batch_cost: 0.6547 data_cost: 0.0020 ips: 6.1095 images/s [04/11 22:53:13] ppdet.engine INFO: Epoch: [36] [6700/7329] learning_rate: 0.000100 loss_class: 0.632382 loss_bbox: 0.145668 loss_giou: 0.362505 loss_class_aux: 3.965742 loss_bbox_aux: 0.931430 loss_giou_aux: 2.443503 loss_class_dn: 0.338086 loss_bbox_dn: 0.165769 loss_giou_dn: 0.406766 loss_class_aux_dn: 1.788729 loss_bbox_aux_dn: 0.960584 loss_giou_aux_dn: 2.267361 loss: 15.692589 eta: 4 days, 14:07:05 batch_cost: 0.6443 data_cost: 0.0019 ips: 6.2079 images/s [04/11 22:54:24] ppdet.engine INFO: Epoch: [36] [6800/7329] learning_rate: 0.000100 loss_class: 0.601963 loss_bbox: 0.144446 loss_giou: 0.415475 loss_class_aux: 4.055613 loss_bbox_aux: 0.906456 loss_giou_aux: 2.709498 loss_class_dn: 0.337757 loss_bbox_dn: 0.168216 loss_giou_dn: 0.390628 loss_class_aux_dn: 1.808335 loss_bbox_aux_dn: 0.929162 loss_giou_aux_dn: 2.156795 loss: 14.387801 eta: 4 days, 14:06:01 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1339 images/s [04/11 22:55:35] ppdet.engine INFO: Epoch: [36] [6900/7329] learning_rate: 0.000100 loss_class: 0.566277 loss_bbox: 0.138749 loss_giou: 0.388515 loss_class_aux: 3.555017 loss_bbox_aux: 0.910728 loss_giou_aux: 2.425801 loss_class_dn: 0.311424 loss_bbox_dn: 0.153477 loss_giou_dn: 0.381014 loss_class_aux_dn: 1.723732 loss_bbox_aux_dn: 0.942865 loss_giou_aux_dn: 2.083626 loss: 13.538299 eta: 4 days, 14:04:56 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1369 images/s [04/11 22:56:45] ppdet.engine INFO: Epoch: [36] [7000/7329] learning_rate: 0.000100 loss_class: 0.564616 loss_bbox: 0.112523 loss_giou: 0.324744 loss_class_aux: 3.498164 loss_bbox_aux: 0.776901 loss_giou_aux: 2.162298 loss_class_dn: 0.302396 loss_bbox_dn: 0.122166 loss_giou_dn: 0.328238 loss_class_aux_dn: 1.664973 loss_bbox_aux_dn: 0.753029 loss_giou_aux_dn: 1.798116 loss: 11.994483 eta: 4 days, 14:03:49 batch_cost: 0.6457 data_cost: 0.0020 ips: 6.1945 images/s [04/11 22:57:54] ppdet.engine INFO: Epoch: [36] [7100/7329] learning_rate: 0.000100 loss_class: 0.554774 loss_bbox: 0.139773 loss_giou: 0.414051 loss_class_aux: 3.529226 loss_bbox_aux: 0.879938 loss_giou_aux: 2.602751 loss_class_dn: 0.319203 loss_bbox_dn: 0.132847 loss_giou_dn: 0.395112 loss_class_aux_dn: 1.718229 loss_bbox_aux_dn: 0.789479 loss_giou_aux_dn: 2.136708 loss: 14.136786 eta: 4 days, 14:02:42 batch_cost: 0.6388 data_cost: 0.0019 ips: 6.2616 images/s [04/11 22:59:08] ppdet.engine INFO: Epoch: [36] [7200/7329] learning_rate: 0.000100 loss_class: 0.563399 loss_bbox: 0.116797 loss_giou: 0.369593 loss_class_aux: 3.420078 loss_bbox_aux: 0.740989 loss_giou_aux: 2.369464 loss_class_dn: 0.324389 loss_bbox_dn: 0.126788 loss_giou_dn: 0.359568 loss_class_aux_dn: 1.746645 loss_bbox_aux_dn: 0.772801 loss_giou_aux_dn: 1.961845 loss: 13.506727 eta: 4 days, 14:01:42 batch_cost: 0.6740 data_cost: 0.0019 ips: 5.9345 images/s [04/11 23:00:18] ppdet.engine INFO: Epoch: [36] [7300/7329] learning_rate: 0.000100 loss_class: 0.626326 loss_bbox: 0.129128 loss_giou: 0.347095 loss_class_aux: 3.954454 loss_bbox_aux: 0.861133 loss_giou_aux: 2.276860 loss_class_dn: 0.334524 loss_bbox_dn: 0.142152 loss_giou_dn: 0.373127 loss_class_aux_dn: 1.761014 loss_bbox_aux_dn: 0.855384 loss_giou_aux_dn: 2.092858 loss: 14.395160 eta: 4 days, 14:00:36 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1845 images/s [04/11 23:00:42] ppdet.engine INFO: Eval iter: 0 [04/11 23:01:09] ppdet.engine INFO: Eval iter: 100 [04/11 23:01:36] ppdet.engine INFO: Eval iter: 200 [04/11 23:02:03] ppdet.engine INFO: Eval iter: 300 [04/11 23:02:30] ppdet.engine INFO: Eval iter: 400 [04/11 23:02:58] ppdet.engine INFO: Eval iter: 500 [04/11 23:03:26] ppdet.engine INFO: Eval iter: 600 [04/11 23:04:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/11 23:04:07] 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=126.29s). Accumulating evaluation results... DONE (t=28.77s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.719 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/11 23:06:58] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.293779575380018 [04/11 23:06:58] ppdet.engine INFO: Best test bbox ap is 0.536. [04/11 23:07:02] ppdet.engine INFO: Epoch: [37] [ 0/7329] learning_rate: 0.000100 loss_class: 0.585161 loss_bbox: 0.134986 loss_giou: 0.334027 loss_class_aux: 3.824018 loss_bbox_aux: 0.869791 loss_giou_aux: 2.251455 loss_class_dn: 0.322874 loss_bbox_dn: 0.152845 loss_giou_dn: 0.354613 loss_class_aux_dn: 1.725623 loss_bbox_aux_dn: 0.882217 loss_giou_aux_dn: 1.973446 loss: 14.319809 eta: 4 days, 14:00:16 batch_cost: 0.6418 data_cost: 0.0020 ips: 6.2323 images/s [04/11 23:08:13] ppdet.engine INFO: Epoch: [37] [ 100/7329] learning_rate: 0.000100 loss_class: 0.557460 loss_bbox: 0.129343 loss_giou: 0.384819 loss_class_aux: 3.673816 loss_bbox_aux: 0.833059 loss_giou_aux: 2.408245 loss_class_dn: 0.331993 loss_bbox_dn: 0.145527 loss_giou_dn: 0.382513 loss_class_aux_dn: 1.758149 loss_bbox_aux_dn: 0.852428 loss_giou_aux_dn: 2.111559 loss: 14.139084 eta: 4 days, 13:59:11 batch_cost: 0.6525 data_cost: 0.0017 ips: 6.1304 images/s [04/11 23:09:23] ppdet.engine INFO: Epoch: [37] [ 200/7329] learning_rate: 0.000100 loss_class: 0.579075 loss_bbox: 0.136153 loss_giou: 0.437684 loss_class_aux: 3.861806 loss_bbox_aux: 0.848147 loss_giou_aux: 2.787011 loss_class_dn: 0.344615 loss_bbox_dn: 0.145694 loss_giou_dn: 0.388309 loss_class_aux_dn: 1.870186 loss_bbox_aux_dn: 0.817687 loss_giou_aux_dn: 2.157115 loss: 14.234800 eta: 4 days, 13:58:05 batch_cost: 0.6471 data_cost: 0.0020 ips: 6.1812 images/s [04/11 23:10:33] ppdet.engine INFO: Epoch: [37] [ 300/7329] learning_rate: 0.000100 loss_class: 0.572423 loss_bbox: 0.132005 loss_giou: 0.351447 loss_class_aux: 3.641881 loss_bbox_aux: 0.882064 loss_giou_aux: 2.241405 loss_class_dn: 0.323127 loss_bbox_dn: 0.133304 loss_giou_dn: 0.347605 loss_class_aux_dn: 1.704918 loss_bbox_aux_dn: 0.785747 loss_giou_aux_dn: 1.953036 loss: 13.387817 eta: 4 days, 13:56:58 batch_cost: 0.6408 data_cost: 0.0018 ips: 6.2424 images/s [04/11 23:11:42] ppdet.engine INFO: Epoch: [37] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609921 loss_bbox: 0.141506 loss_giou: 0.443934 loss_class_aux: 3.904530 loss_bbox_aux: 0.919001 loss_giou_aux: 2.889974 loss_class_dn: 0.339382 loss_bbox_dn: 0.150850 loss_giou_dn: 0.456544 loss_class_aux_dn: 1.823207 loss_bbox_aux_dn: 0.880110 loss_giou_aux_dn: 2.483514 loss: 16.277374 eta: 4 days, 13:55:51 batch_cost: 0.6403 data_cost: 0.0018 ips: 6.2471 images/s [04/11 23:12:53] ppdet.engine INFO: Epoch: [37] [ 500/7329] learning_rate: 0.000100 loss_class: 0.585335 loss_bbox: 0.146410 loss_giou: 0.388906 loss_class_aux: 3.795687 loss_bbox_aux: 0.951124 loss_giou_aux: 2.503009 loss_class_dn: 0.324815 loss_bbox_dn: 0.157919 loss_giou_dn: 0.380303 loss_class_aux_dn: 1.771775 loss_bbox_aux_dn: 0.908422 loss_giou_aux_dn: 2.096153 loss: 14.459503 eta: 4 days, 13:54:45 batch_cost: 0.6476 data_cost: 0.0017 ips: 6.1771 images/s [04/11 23:14:05] ppdet.engine INFO: Epoch: [37] [ 600/7329] learning_rate: 0.000100 loss_class: 0.579478 loss_bbox: 0.145085 loss_giou: 0.405966 loss_class_aux: 3.634789 loss_bbox_aux: 0.917556 loss_giou_aux: 2.518058 loss_class_dn: 0.326922 loss_bbox_dn: 0.150151 loss_giou_dn: 0.397667 loss_class_aux_dn: 1.716689 loss_bbox_aux_dn: 0.865554 loss_giou_aux_dn: 2.195295 loss: 14.790810 eta: 4 days, 13:53:42 batch_cost: 0.6607 data_cost: 0.0016 ips: 6.0540 images/s [04/11 23:15:15] ppdet.engine INFO: Epoch: [37] [ 700/7329] learning_rate: 0.000100 loss_class: 0.659644 loss_bbox: 0.146956 loss_giou: 0.437533 loss_class_aux: 4.248203 loss_bbox_aux: 0.939129 loss_giou_aux: 2.765896 loss_class_dn: 0.373449 loss_bbox_dn: 0.157380 loss_giou_dn: 0.430391 loss_class_aux_dn: 2.000638 loss_bbox_aux_dn: 0.910867 loss_giou_aux_dn: 2.401251 loss: 16.668451 eta: 4 days, 13:52:37 batch_cost: 0.6505 data_cost: 0.0018 ips: 6.1490 images/s [04/11 23:16:25] ppdet.engine INFO: Epoch: [37] [ 800/7329] learning_rate: 0.000100 loss_class: 0.579473 loss_bbox: 0.132374 loss_giou: 0.385898 loss_class_aux: 3.765977 loss_bbox_aux: 0.869292 loss_giou_aux: 2.477550 loss_class_dn: 0.337171 loss_bbox_dn: 0.145971 loss_giou_dn: 0.378299 loss_class_aux_dn: 1.797508 loss_bbox_aux_dn: 0.867454 loss_giou_aux_dn: 2.084805 loss: 14.440845 eta: 4 days, 13:51:30 batch_cost: 0.6440 data_cost: 0.0019 ips: 6.2108 images/s [04/11 23:17:36] ppdet.engine INFO: Epoch: [37] [ 900/7329] learning_rate: 0.000100 loss_class: 0.598029 loss_bbox: 0.132044 loss_giou: 0.402934 loss_class_aux: 3.889697 loss_bbox_aux: 0.861553 loss_giou_aux: 2.556880 loss_class_dn: 0.343588 loss_bbox_dn: 0.149305 loss_giou_dn: 0.399665 loss_class_aux_dn: 1.816647 loss_bbox_aux_dn: 0.884827 loss_giou_aux_dn: 2.167187 loss: 14.324907 eta: 4 days, 13:50:25 batch_cost: 0.6539 data_cost: 0.0019 ips: 6.1174 images/s [04/11 23:18:50] ppdet.engine INFO: Epoch: [37] [1000/7329] learning_rate: 0.000100 loss_class: 0.593009 loss_bbox: 0.132651 loss_giou: 0.409597 loss_class_aux: 3.806477 loss_bbox_aux: 0.858826 loss_giou_aux: 2.539836 loss_class_dn: 0.331248 loss_bbox_dn: 0.140633 loss_giou_dn: 0.386833 loss_class_aux_dn: 1.819208 loss_bbox_aux_dn: 0.848415 loss_giou_aux_dn: 2.102019 loss: 15.001215 eta: 4 days, 13:49:24 batch_cost: 0.6688 data_cost: 0.0017 ips: 5.9809 images/s [04/11 23:19:59] ppdet.engine INFO: Epoch: [37] [1100/7329] learning_rate: 0.000100 loss_class: 0.625567 loss_bbox: 0.133927 loss_giou: 0.396248 loss_class_aux: 4.039826 loss_bbox_aux: 0.961463 loss_giou_aux: 2.508041 loss_class_dn: 0.342547 loss_bbox_dn: 0.148524 loss_giou_dn: 0.374589 loss_class_aux_dn: 1.815148 loss_bbox_aux_dn: 0.900042 loss_giou_aux_dn: 2.103272 loss: 14.693218 eta: 4 days, 13:48:18 batch_cost: 0.6437 data_cost: 0.0017 ips: 6.2139 images/s [04/11 23:21:09] ppdet.engine INFO: Epoch: [37] [1200/7329] learning_rate: 0.000100 loss_class: 0.562073 loss_bbox: 0.121417 loss_giou: 0.358440 loss_class_aux: 3.592758 loss_bbox_aux: 0.790506 loss_giou_aux: 2.377148 loss_class_dn: 0.306863 loss_bbox_dn: 0.138037 loss_giou_dn: 0.368261 loss_class_aux_dn: 1.614222 loss_bbox_aux_dn: 0.860764 loss_giou_aux_dn: 2.079868 loss: 13.585310 eta: 4 days, 13:47:10 batch_cost: 0.6379 data_cost: 0.0017 ips: 6.2706 images/s [04/11 23:22:19] ppdet.engine INFO: Epoch: [37] [1300/7329] learning_rate: 0.000100 loss_class: 0.568295 loss_bbox: 0.135001 loss_giou: 0.328940 loss_class_aux: 3.657507 loss_bbox_aux: 0.888726 loss_giou_aux: 2.073611 loss_class_dn: 0.320123 loss_bbox_dn: 0.158960 loss_giou_dn: 0.324372 loss_class_aux_dn: 1.740833 loss_bbox_aux_dn: 0.952633 loss_giou_aux_dn: 1.779510 loss: 13.121922 eta: 4 days, 13:46:03 batch_cost: 0.6430 data_cost: 0.0018 ips: 6.2206 images/s [04/11 23:23:28] ppdet.engine INFO: Epoch: [37] [1400/7329] learning_rate: 0.000100 loss_class: 0.635714 loss_bbox: 0.129049 loss_giou: 0.402377 loss_class_aux: 4.092098 loss_bbox_aux: 0.870453 loss_giou_aux: 2.687763 loss_class_dn: 0.351873 loss_bbox_dn: 0.147829 loss_giou_dn: 0.413778 loss_class_aux_dn: 1.930734 loss_bbox_aux_dn: 0.906237 loss_giou_aux_dn: 2.233279 loss: 15.682890 eta: 4 days, 13:44:56 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2137 images/s [04/11 23:24:39] ppdet.engine INFO: Epoch: [37] [1500/7329] learning_rate: 0.000100 loss_class: 0.532887 loss_bbox: 0.128878 loss_giou: 0.385983 loss_class_aux: 3.507498 loss_bbox_aux: 0.838991 loss_giou_aux: 2.462329 loss_class_dn: 0.339846 loss_bbox_dn: 0.143658 loss_giou_dn: 0.371324 loss_class_aux_dn: 1.821941 loss_bbox_aux_dn: 0.826935 loss_giou_aux_dn: 2.054625 loss: 14.238466 eta: 4 days, 13:43:50 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1817 images/s [04/11 23:25:48] ppdet.engine INFO: Epoch: [37] [1600/7329] learning_rate: 0.000100 loss_class: 0.569758 loss_bbox: 0.142397 loss_giou: 0.335325 loss_class_aux: 3.778400 loss_bbox_aux: 0.958413 loss_giou_aux: 2.098277 loss_class_dn: 0.318238 loss_bbox_dn: 0.150156 loss_giou_dn: 0.323223 loss_class_aux_dn: 1.755072 loss_bbox_aux_dn: 0.949189 loss_giou_aux_dn: 1.849793 loss: 13.618896 eta: 4 days, 13:42:43 batch_cost: 0.6423 data_cost: 0.0018 ips: 6.2278 images/s [04/11 23:26:59] ppdet.engine INFO: Epoch: [37] [1700/7329] learning_rate: 0.000100 loss_class: 0.633319 loss_bbox: 0.133065 loss_giou: 0.412064 loss_class_aux: 3.860213 loss_bbox_aux: 0.859131 loss_giou_aux: 2.558010 loss_class_dn: 0.340215 loss_bbox_dn: 0.146011 loss_giou_dn: 0.382026 loss_class_aux_dn: 1.862759 loss_bbox_aux_dn: 0.846303 loss_giou_aux_dn: 2.188724 loss: 15.411056 eta: 4 days, 13:41:37 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1707 images/s [04/11 23:28:09] ppdet.engine INFO: Epoch: [37] [1800/7329] learning_rate: 0.000100 loss_class: 0.600740 loss_bbox: 0.145754 loss_giou: 0.402864 loss_class_aux: 3.855766 loss_bbox_aux: 0.916609 loss_giou_aux: 2.496302 loss_class_dn: 0.317655 loss_bbox_dn: 0.160086 loss_giou_dn: 0.389206 loss_class_aux_dn: 1.744432 loss_bbox_aux_dn: 0.955513 loss_giou_aux_dn: 2.129904 loss: 14.846142 eta: 4 days, 13:40:32 batch_cost: 0.6519 data_cost: 0.0017 ips: 6.1361 images/s [04/11 23:29:20] ppdet.engine INFO: Epoch: [37] [1900/7329] learning_rate: 0.000100 loss_class: 0.571951 loss_bbox: 0.137898 loss_giou: 0.323822 loss_class_aux: 3.641176 loss_bbox_aux: 0.926145 loss_giou_aux: 2.129945 loss_class_dn: 0.314698 loss_bbox_dn: 0.146679 loss_giou_dn: 0.355836 loss_class_aux_dn: 1.705153 loss_bbox_aux_dn: 0.864082 loss_giou_aux_dn: 1.941938 loss: 13.707357 eta: 4 days, 13:39:28 batch_cost: 0.6528 data_cost: 0.0019 ips: 6.1279 images/s [04/11 23:30:32] ppdet.engine INFO: Epoch: [37] [2000/7329] learning_rate: 0.000100 loss_class: 0.579659 loss_bbox: 0.131707 loss_giou: 0.347323 loss_class_aux: 3.732628 loss_bbox_aux: 0.852751 loss_giou_aux: 2.274366 loss_class_dn: 0.311709 loss_bbox_dn: 0.149810 loss_giou_dn: 0.341858 loss_class_aux_dn: 1.700649 loss_bbox_aux_dn: 0.858807 loss_giou_aux_dn: 1.911302 loss: 13.532465 eta: 4 days, 13:38:24 batch_cost: 0.6566 data_cost: 0.0017 ips: 6.0918 images/s [04/11 23:31:44] ppdet.engine INFO: Epoch: [37] [2100/7329] learning_rate: 0.000100 loss_class: 0.532658 loss_bbox: 0.119510 loss_giou: 0.368593 loss_class_aux: 3.257655 loss_bbox_aux: 0.811858 loss_giou_aux: 2.295137 loss_class_dn: 0.299713 loss_bbox_dn: 0.146911 loss_giou_dn: 0.335362 loss_class_aux_dn: 1.627439 loss_bbox_aux_dn: 0.873799 loss_giou_aux_dn: 1.868599 loss: 12.305188 eta: 4 days, 13:37:22 batch_cost: 0.6647 data_cost: 0.0018 ips: 6.0175 images/s [04/11 23:32:55] ppdet.engine INFO: Epoch: [37] [2200/7329] learning_rate: 0.000100 loss_class: 0.588835 loss_bbox: 0.136992 loss_giou: 0.429707 loss_class_aux: 3.889096 loss_bbox_aux: 0.885853 loss_giou_aux: 2.734191 loss_class_dn: 0.353242 loss_bbox_dn: 0.143614 loss_giou_dn: 0.393349 loss_class_aux_dn: 1.912389 loss_bbox_aux_dn: 0.868487 loss_giou_aux_dn: 2.272302 loss: 15.247441 eta: 4 days, 13:36:17 batch_cost: 0.6517 data_cost: 0.0021 ips: 6.1382 images/s [04/11 23:34:07] ppdet.engine INFO: Epoch: [37] [2300/7329] learning_rate: 0.000100 loss_class: 0.542868 loss_bbox: 0.124901 loss_giou: 0.388121 loss_class_aux: 3.482205 loss_bbox_aux: 0.800011 loss_giou_aux: 2.408141 loss_class_dn: 0.330453 loss_bbox_dn: 0.141964 loss_giou_dn: 0.375832 loss_class_aux_dn: 1.756078 loss_bbox_aux_dn: 0.832322 loss_giou_aux_dn: 2.067183 loss: 13.920541 eta: 4 days, 13:35:14 batch_cost: 0.6598 data_cost: 0.0018 ips: 6.0627 images/s [04/11 23:35:18] ppdet.engine INFO: Epoch: [37] [2400/7329] learning_rate: 0.000100 loss_class: 0.622003 loss_bbox: 0.145567 loss_giou: 0.391842 loss_class_aux: 3.945385 loss_bbox_aux: 0.922599 loss_giou_aux: 2.473537 loss_class_dn: 0.338228 loss_bbox_dn: 0.152968 loss_giou_dn: 0.358492 loss_class_aux_dn: 1.828430 loss_bbox_aux_dn: 0.914742 loss_giou_aux_dn: 2.002423 loss: 14.308794 eta: 4 days, 13:34:09 batch_cost: 0.6536 data_cost: 0.0018 ips: 6.1195 images/s [04/11 23:36:29] ppdet.engine INFO: Epoch: [37] [2500/7329] learning_rate: 0.000100 loss_class: 0.631675 loss_bbox: 0.139075 loss_giou: 0.354034 loss_class_aux: 4.113204 loss_bbox_aux: 0.915707 loss_giou_aux: 2.281805 loss_class_dn: 0.335545 loss_bbox_dn: 0.148137 loss_giou_dn: 0.374876 loss_class_aux_dn: 1.818706 loss_bbox_aux_dn: 0.890946 loss_giou_aux_dn: 2.137320 loss: 14.225386 eta: 4 days, 13:33:05 batch_cost: 0.6560 data_cost: 0.0018 ips: 6.0978 images/s [04/11 23:37:39] ppdet.engine INFO: Epoch: [37] [2600/7329] learning_rate: 0.000100 loss_class: 0.660690 loss_bbox: 0.140551 loss_giou: 0.511709 loss_class_aux: 4.234786 loss_bbox_aux: 0.939221 loss_giou_aux: 3.143548 loss_class_dn: 0.396037 loss_bbox_dn: 0.153456 loss_giou_dn: 0.488609 loss_class_aux_dn: 2.051394 loss_bbox_aux_dn: 0.877350 loss_giou_aux_dn: 2.666166 loss: 17.580795 eta: 4 days, 13:31:59 batch_cost: 0.6476 data_cost: 0.0018 ips: 6.1768 images/s [04/11 23:38:50] ppdet.engine INFO: Epoch: [37] [2700/7329] learning_rate: 0.000100 loss_class: 0.543117 loss_bbox: 0.110341 loss_giou: 0.335052 loss_class_aux: 3.443188 loss_bbox_aux: 0.734127 loss_giou_aux: 2.136863 loss_class_dn: 0.294015 loss_bbox_dn: 0.127421 loss_giou_dn: 0.316638 loss_class_aux_dn: 1.602924 loss_bbox_aux_dn: 0.773360 loss_giou_aux_dn: 1.812459 loss: 12.391391 eta: 4 days, 13:30:53 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1816 images/s [04/11 23:39:59] ppdet.engine INFO: Epoch: [37] [2800/7329] learning_rate: 0.000100 loss_class: 0.657848 loss_bbox: 0.139178 loss_giou: 0.417000 loss_class_aux: 4.090650 loss_bbox_aux: 0.915708 loss_giou_aux: 2.694838 loss_class_dn: 0.381373 loss_bbox_dn: 0.157771 loss_giou_dn: 0.422811 loss_class_aux_dn: 2.017218 loss_bbox_aux_dn: 0.922856 loss_giou_aux_dn: 2.259096 loss: 15.702314 eta: 4 days, 13:29:46 batch_cost: 0.6433 data_cost: 0.0018 ips: 6.2177 images/s [04/11 23:41:10] ppdet.engine INFO: Epoch: [37] [2900/7329] learning_rate: 0.000100 loss_class: 0.563701 loss_bbox: 0.133698 loss_giou: 0.446024 loss_class_aux: 3.560539 loss_bbox_aux: 0.865428 loss_giou_aux: 2.756495 loss_class_dn: 0.340026 loss_bbox_dn: 0.124915 loss_giou_dn: 0.418368 loss_class_aux_dn: 1.833408 loss_bbox_aux_dn: 0.789221 loss_giou_aux_dn: 2.315346 loss: 14.129759 eta: 4 days, 13:28:41 batch_cost: 0.6483 data_cost: 0.0017 ips: 6.1696 images/s [04/11 23:42:21] ppdet.engine INFO: Epoch: [37] [3000/7329] learning_rate: 0.000100 loss_class: 0.553660 loss_bbox: 0.141681 loss_giou: 0.406314 loss_class_aux: 3.515118 loss_bbox_aux: 0.906227 loss_giou_aux: 2.615572 loss_class_dn: 0.340292 loss_bbox_dn: 0.148536 loss_giou_dn: 0.391406 loss_class_aux_dn: 1.855330 loss_bbox_aux_dn: 0.893444 loss_giou_aux_dn: 2.190668 loss: 15.181139 eta: 4 days, 13:27:37 batch_cost: 0.6567 data_cost: 0.0018 ips: 6.0913 images/s [04/11 23:43:37] ppdet.engine INFO: Epoch: [37] [3100/7329] learning_rate: 0.000100 loss_class: 0.567235 loss_bbox: 0.135008 loss_giou: 0.376647 loss_class_aux: 3.625637 loss_bbox_aux: 0.898341 loss_giou_aux: 2.427596 loss_class_dn: 0.322989 loss_bbox_dn: 0.150123 loss_giou_dn: 0.372151 loss_class_aux_dn: 1.734461 loss_bbox_aux_dn: 0.850013 loss_giou_aux_dn: 2.102412 loss: 15.137831 eta: 4 days, 13:26:40 batch_cost: 0.6869 data_cost: 0.0017 ips: 5.8233 images/s [04/11 23:44:47] ppdet.engine INFO: Epoch: [37] [3200/7329] learning_rate: 0.000100 loss_class: 0.561161 loss_bbox: 0.141137 loss_giou: 0.354975 loss_class_aux: 3.722636 loss_bbox_aux: 0.916806 loss_giou_aux: 2.242594 loss_class_dn: 0.334771 loss_bbox_dn: 0.144492 loss_giou_dn: 0.345525 loss_class_aux_dn: 1.787397 loss_bbox_aux_dn: 0.853458 loss_giou_aux_dn: 1.928030 loss: 13.789681 eta: 4 days, 13:25:34 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1590 images/s [04/11 23:45:58] ppdet.engine INFO: Epoch: [37] [3300/7329] learning_rate: 0.000100 loss_class: 0.627734 loss_bbox: 0.132097 loss_giou: 0.348983 loss_class_aux: 4.004168 loss_bbox_aux: 0.929546 loss_giou_aux: 2.172602 loss_class_dn: 0.327783 loss_bbox_dn: 0.150301 loss_giou_dn: 0.350314 loss_class_aux_dn: 1.718941 loss_bbox_aux_dn: 0.845454 loss_giou_aux_dn: 1.963707 loss: 14.184406 eta: 4 days, 13:24:29 batch_cost: 0.6487 data_cost: 0.0017 ips: 6.1663 images/s [04/11 23:47:07] ppdet.engine INFO: Epoch: [37] [3400/7329] learning_rate: 0.000100 loss_class: 0.559664 loss_bbox: 0.130942 loss_giou: 0.382359 loss_class_aux: 3.640328 loss_bbox_aux: 0.896022 loss_giou_aux: 2.475471 loss_class_dn: 0.320614 loss_bbox_dn: 0.142704 loss_giou_dn: 0.359849 loss_class_aux_dn: 1.703228 loss_bbox_aux_dn: 0.845545 loss_giou_aux_dn: 2.036716 loss: 13.796307 eta: 4 days, 13:23:22 batch_cost: 0.6418 data_cost: 0.0016 ips: 6.2328 images/s [04/11 23:48:17] ppdet.engine INFO: Epoch: [37] [3500/7329] learning_rate: 0.000100 loss_class: 0.555257 loss_bbox: 0.131681 loss_giou: 0.333740 loss_class_aux: 3.656723 loss_bbox_aux: 0.880833 loss_giou_aux: 2.116179 loss_class_dn: 0.303676 loss_bbox_dn: 0.164655 loss_giou_dn: 0.325593 loss_class_aux_dn: 1.658550 loss_bbox_aux_dn: 0.958248 loss_giou_aux_dn: 1.876131 loss: 13.668523 eta: 4 days, 13:22:15 batch_cost: 0.6438 data_cost: 0.0016 ips: 6.2126 images/s [04/11 23:49:31] ppdet.engine INFO: Epoch: [37] [3600/7329] learning_rate: 0.000100 loss_class: 0.566401 loss_bbox: 0.138712 loss_giou: 0.336080 loss_class_aux: 3.533941 loss_bbox_aux: 0.895529 loss_giou_aux: 2.224536 loss_class_dn: 0.307451 loss_bbox_dn: 0.146610 loss_giou_dn: 0.339668 loss_class_aux_dn: 1.670336 loss_bbox_aux_dn: 0.853722 loss_giou_aux_dn: 1.903209 loss: 13.886957 eta: 4 days, 13:21:16 batch_cost: 0.6804 data_cost: 0.0018 ips: 5.8790 images/s [04/11 23:50:45] ppdet.engine INFO: Epoch: [37] [3700/7329] learning_rate: 0.000100 loss_class: 0.597129 loss_bbox: 0.133403 loss_giou: 0.344237 loss_class_aux: 3.786718 loss_bbox_aux: 0.883777 loss_giou_aux: 2.191806 loss_class_dn: 0.315659 loss_bbox_dn: 0.141251 loss_giou_dn: 0.366929 loss_class_aux_dn: 1.684592 loss_bbox_aux_dn: 0.849076 loss_giou_aux_dn: 2.052071 loss: 14.145082 eta: 4 days, 13:20:16 batch_cost: 0.6722 data_cost: 0.0018 ips: 5.9507 images/s [04/11 23:51:56] ppdet.engine INFO: Epoch: [37] [3800/7329] learning_rate: 0.000100 loss_class: 0.561768 loss_bbox: 0.132030 loss_giou: 0.361632 loss_class_aux: 3.588999 loss_bbox_aux: 0.828823 loss_giou_aux: 2.281837 loss_class_dn: 0.315803 loss_bbox_dn: 0.137513 loss_giou_dn: 0.350513 loss_class_aux_dn: 1.698277 loss_bbox_aux_dn: 0.766137 loss_giou_aux_dn: 1.946579 loss: 13.253470 eta: 4 days, 13:19:10 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1673 images/s [04/11 23:53:06] ppdet.engine INFO: Epoch: [37] [3900/7329] learning_rate: 0.000100 loss_class: 0.618652 loss_bbox: 0.130670 loss_giou: 0.334282 loss_class_aux: 3.908071 loss_bbox_aux: 0.845024 loss_giou_aux: 2.064886 loss_class_dn: 0.321983 loss_bbox_dn: 0.140768 loss_giou_dn: 0.343238 loss_class_aux_dn: 1.711733 loss_bbox_aux_dn: 0.844058 loss_giou_aux_dn: 1.935188 loss: 14.335314 eta: 4 days, 13:18:05 batch_cost: 0.6501 data_cost: 0.0018 ips: 6.1527 images/s [04/11 23:54:16] ppdet.engine INFO: Epoch: [37] [4000/7329] learning_rate: 0.000100 loss_class: 0.569008 loss_bbox: 0.139511 loss_giou: 0.408948 loss_class_aux: 3.632596 loss_bbox_aux: 0.910205 loss_giou_aux: 2.661083 loss_class_dn: 0.344966 loss_bbox_dn: 0.154940 loss_giou_dn: 0.405372 loss_class_aux_dn: 1.846751 loss_bbox_aux_dn: 0.926031 loss_giou_aux_dn: 2.215013 loss: 14.711439 eta: 4 days, 13:16:58 batch_cost: 0.6421 data_cost: 0.0017 ips: 6.2295 images/s [04/11 23:55:25] ppdet.engine INFO: Epoch: [37] [4100/7329] learning_rate: 0.000100 loss_class: 0.569485 loss_bbox: 0.131814 loss_giou: 0.380086 loss_class_aux: 3.579708 loss_bbox_aux: 0.893307 loss_giou_aux: 2.377083 loss_class_dn: 0.323099 loss_bbox_dn: 0.137633 loss_giou_dn: 0.387052 loss_class_aux_dn: 1.746437 loss_bbox_aux_dn: 0.829956 loss_giou_aux_dn: 2.114227 loss: 14.373417 eta: 4 days, 13:15:50 batch_cost: 0.6376 data_cost: 0.0018 ips: 6.2738 images/s [04/11 23:56:35] ppdet.engine INFO: Epoch: [37] [4200/7329] learning_rate: 0.000100 loss_class: 0.550129 loss_bbox: 0.131984 loss_giou: 0.359859 loss_class_aux: 3.607750 loss_bbox_aux: 0.875332 loss_giou_aux: 2.378522 loss_class_dn: 0.334232 loss_bbox_dn: 0.142492 loss_giou_dn: 0.369355 loss_class_aux_dn: 1.779097 loss_bbox_aux_dn: 0.850450 loss_giou_aux_dn: 1.986294 loss: 13.801720 eta: 4 days, 13:14:43 batch_cost: 0.6419 data_cost: 0.0017 ips: 6.2315 images/s [04/11 23:57:45] ppdet.engine INFO: Epoch: [37] [4300/7329] learning_rate: 0.000100 loss_class: 0.612200 loss_bbox: 0.146313 loss_giou: 0.437267 loss_class_aux: 3.978728 loss_bbox_aux: 0.916766 loss_giou_aux: 2.758281 loss_class_dn: 0.354503 loss_bbox_dn: 0.148000 loss_giou_dn: 0.417542 loss_class_aux_dn: 1.868570 loss_bbox_aux_dn: 0.919929 loss_giou_aux_dn: 2.313776 loss: 15.733859 eta: 4 days, 13:13:37 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1668 images/s [04/11 23:58:55] ppdet.engine INFO: Epoch: [37] [4400/7329] learning_rate: 0.000100 loss_class: 0.522425 loss_bbox: 0.123582 loss_giou: 0.292797 loss_class_aux: 3.332520 loss_bbox_aux: 0.795665 loss_giou_aux: 2.034718 loss_class_dn: 0.306182 loss_bbox_dn: 0.139700 loss_giou_dn: 0.318409 loss_class_aux_dn: 1.626774 loss_bbox_aux_dn: 0.821848 loss_giou_aux_dn: 1.782896 loss: 11.897677 eta: 4 days, 13:12:30 batch_cost: 0.6412 data_cost: 0.0017 ips: 6.2384 images/s [04/12 00:00:05] ppdet.engine INFO: Epoch: [37] [4500/7329] learning_rate: 0.000100 loss_class: 0.605845 loss_bbox: 0.130572 loss_giou: 0.435679 loss_class_aux: 3.872407 loss_bbox_aux: 0.853449 loss_giou_aux: 2.735037 loss_class_dn: 0.362549 loss_bbox_dn: 0.146435 loss_giou_dn: 0.411339 loss_class_aux_dn: 1.968158 loss_bbox_aux_dn: 0.862396 loss_giou_aux_dn: 2.250182 loss: 14.901178 eta: 4 days, 13:11:23 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2005 images/s [04/12 00:01:15] ppdet.engine INFO: Epoch: [37] [4600/7329] learning_rate: 0.000100 loss_class: 0.630601 loss_bbox: 0.145659 loss_giou: 0.443078 loss_class_aux: 4.038671 loss_bbox_aux: 0.983340 loss_giou_aux: 2.677567 loss_class_dn: 0.366685 loss_bbox_dn: 0.147251 loss_giou_dn: 0.417395 loss_class_aux_dn: 1.992337 loss_bbox_aux_dn: 0.867328 loss_giou_aux_dn: 2.306997 loss: 15.777772 eta: 4 days, 13:10:18 batch_cost: 0.6484 data_cost: 0.0017 ips: 6.1690 images/s [04/12 00:02:25] ppdet.engine INFO: Epoch: [37] [4700/7329] learning_rate: 0.000100 loss_class: 0.627320 loss_bbox: 0.142601 loss_giou: 0.355418 loss_class_aux: 3.918859 loss_bbox_aux: 0.889178 loss_giou_aux: 2.326367 loss_class_dn: 0.329599 loss_bbox_dn: 0.160255 loss_giou_dn: 0.382056 loss_class_aux_dn: 1.753465 loss_bbox_aux_dn: 0.910138 loss_giou_aux_dn: 2.104912 loss: 13.791838 eta: 4 days, 13:09:13 batch_cost: 0.6508 data_cost: 0.0017 ips: 6.1462 images/s [04/12 00:03:35] ppdet.engine INFO: Epoch: [37] [4800/7329] learning_rate: 0.000100 loss_class: 0.670577 loss_bbox: 0.153814 loss_giou: 0.408256 loss_class_aux: 4.190440 loss_bbox_aux: 1.044740 loss_giou_aux: 2.692358 loss_class_dn: 0.361499 loss_bbox_dn: 0.164297 loss_giou_dn: 0.418258 loss_class_aux_dn: 1.910025 loss_bbox_aux_dn: 0.932728 loss_giou_aux_dn: 2.291037 loss: 15.473146 eta: 4 days, 13:08:05 batch_cost: 0.6392 data_cost: 0.0018 ips: 6.2576 images/s [04/12 00:04:44] ppdet.engine INFO: Epoch: [37] [4900/7329] learning_rate: 0.000100 loss_class: 0.514959 loss_bbox: 0.123086 loss_giou: 0.338938 loss_class_aux: 3.511245 loss_bbox_aux: 0.799897 loss_giou_aux: 2.138680 loss_class_dn: 0.283929 loss_bbox_dn: 0.132653 loss_giou_dn: 0.341623 loss_class_aux_dn: 1.530524 loss_bbox_aux_dn: 0.829915 loss_giou_aux_dn: 1.953754 loss: 12.586031 eta: 4 days, 13:06:58 batch_cost: 0.6413 data_cost: 0.0017 ips: 6.2374 images/s [04/12 00:05:54] ppdet.engine INFO: Epoch: [37] [5000/7329] learning_rate: 0.000100 loss_class: 0.504796 loss_bbox: 0.122668 loss_giou: 0.318931 loss_class_aux: 3.163730 loss_bbox_aux: 0.785668 loss_giou_aux: 2.023195 loss_class_dn: 0.289061 loss_bbox_dn: 0.136688 loss_giou_dn: 0.313276 loss_class_aux_dn: 1.595442 loss_bbox_aux_dn: 0.824470 loss_giou_aux_dn: 1.747892 loss: 12.307713 eta: 4 days, 13:05:51 batch_cost: 0.6450 data_cost: 0.0018 ips: 6.2014 images/s [04/12 00:07:04] ppdet.engine INFO: Epoch: [37] [5100/7329] learning_rate: 0.000100 loss_class: 0.604870 loss_bbox: 0.149911 loss_giou: 0.392985 loss_class_aux: 3.898850 loss_bbox_aux: 0.947382 loss_giou_aux: 2.431267 loss_class_dn: 0.350562 loss_bbox_dn: 0.166486 loss_giou_dn: 0.370106 loss_class_aux_dn: 1.908222 loss_bbox_aux_dn: 0.974299 loss_giou_aux_dn: 2.037738 loss: 14.984798 eta: 4 days, 13:04:46 batch_cost: 0.6483 data_cost: 0.0018 ips: 6.1704 images/s [04/12 00:08:15] ppdet.engine INFO: Epoch: [37] [5200/7329] learning_rate: 0.000100 loss_class: 0.553804 loss_bbox: 0.125609 loss_giou: 0.307740 loss_class_aux: 3.545921 loss_bbox_aux: 0.832092 loss_giou_aux: 2.024224 loss_class_dn: 0.306395 loss_bbox_dn: 0.135479 loss_giou_dn: 0.327267 loss_class_aux_dn: 1.660718 loss_bbox_aux_dn: 0.809672 loss_giou_aux_dn: 1.784619 loss: 13.072537 eta: 4 days, 13:03:40 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1741 images/s [04/12 00:09:25] ppdet.engine INFO: Epoch: [37] [5300/7329] learning_rate: 0.000100 loss_class: 0.571815 loss_bbox: 0.121098 loss_giou: 0.361576 loss_class_aux: 3.643574 loss_bbox_aux: 0.811900 loss_giou_aux: 2.260616 loss_class_dn: 0.336968 loss_bbox_dn: 0.133083 loss_giou_dn: 0.338172 loss_class_aux_dn: 1.827421 loss_bbox_aux_dn: 0.800047 loss_giou_aux_dn: 1.896691 loss: 14.629653 eta: 4 days, 13:02:35 batch_cost: 0.6515 data_cost: 0.0018 ips: 6.1398 images/s [04/12 00:10:37] ppdet.engine INFO: Epoch: [37] [5400/7329] learning_rate: 0.000100 loss_class: 0.604627 loss_bbox: 0.143641 loss_giou: 0.390600 loss_class_aux: 3.917033 loss_bbox_aux: 0.926532 loss_giou_aux: 2.406388 loss_class_dn: 0.351244 loss_bbox_dn: 0.155806 loss_giou_dn: 0.387278 loss_class_aux_dn: 1.891552 loss_bbox_aux_dn: 0.935680 loss_giou_aux_dn: 2.186489 loss: 14.891165 eta: 4 days, 13:01:32 batch_cost: 0.6609 data_cost: 0.0018 ips: 6.0520 images/s [04/12 00:11:49] ppdet.engine INFO: Epoch: [37] [5500/7329] learning_rate: 0.000100 loss_class: 0.618551 loss_bbox: 0.125440 loss_giou: 0.376450 loss_class_aux: 3.792121 loss_bbox_aux: 0.835366 loss_giou_aux: 2.365197 loss_class_dn: 0.338750 loss_bbox_dn: 0.149264 loss_giou_dn: 0.370555 loss_class_aux_dn: 1.819450 loss_bbox_aux_dn: 0.894924 loss_giou_aux_dn: 2.077078 loss: 14.684614 eta: 4 days, 13:00:30 batch_cost: 0.6644 data_cost: 0.0018 ips: 6.0207 images/s [04/12 00:13:01] ppdet.engine INFO: Epoch: [37] [5600/7329] learning_rate: 0.000100 loss_class: 0.603467 loss_bbox: 0.148025 loss_giou: 0.422465 loss_class_aux: 3.802960 loss_bbox_aux: 0.965864 loss_giou_aux: 2.636803 loss_class_dn: 0.363903 loss_bbox_dn: 0.182583 loss_giou_dn: 0.425410 loss_class_aux_dn: 1.965486 loss_bbox_aux_dn: 1.019567 loss_giou_aux_dn: 2.338213 loss: 15.375774 eta: 4 days, 12:59:26 batch_cost: 0.6593 data_cost: 0.0018 ips: 6.0668 images/s [04/12 00:14:12] ppdet.engine INFO: Epoch: [37] [5700/7329] learning_rate: 0.000100 loss_class: 0.564879 loss_bbox: 0.134837 loss_giou: 0.417233 loss_class_aux: 3.574219 loss_bbox_aux: 0.925382 loss_giou_aux: 2.624058 loss_class_dn: 0.330266 loss_bbox_dn: 0.150042 loss_giou_dn: 0.378746 loss_class_aux_dn: 1.782285 loss_bbox_aux_dn: 0.865911 loss_giou_aux_dn: 2.138728 loss: 14.110025 eta: 4 days, 12:58:21 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1511 images/s [04/12 00:15:22] ppdet.engine INFO: Epoch: [37] [5800/7329] learning_rate: 0.000100 loss_class: 0.517169 loss_bbox: 0.121208 loss_giou: 0.356878 loss_class_aux: 3.345730 loss_bbox_aux: 0.802474 loss_giou_aux: 2.406033 loss_class_dn: 0.292673 loss_bbox_dn: 0.128941 loss_giou_dn: 0.340875 loss_class_aux_dn: 1.571824 loss_bbox_aux_dn: 0.760913 loss_giou_aux_dn: 1.935054 loss: 12.700779 eta: 4 days, 12:57:15 batch_cost: 0.6487 data_cost: 0.0017 ips: 6.1661 images/s [04/12 00:16:32] ppdet.engine INFO: Epoch: [37] [5900/7329] learning_rate: 0.000100 loss_class: 0.647111 loss_bbox: 0.143809 loss_giou: 0.395133 loss_class_aux: 4.205727 loss_bbox_aux: 0.962671 loss_giou_aux: 2.530299 loss_class_dn: 0.367670 loss_bbox_dn: 0.163854 loss_giou_dn: 0.411564 loss_class_aux_dn: 2.018170 loss_bbox_aux_dn: 0.973921 loss_giou_aux_dn: 2.259037 loss: 16.042597 eta: 4 days, 12:56:09 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2145 images/s [04/12 00:17:43] ppdet.engine INFO: Epoch: [37] [6000/7329] learning_rate: 0.000100 loss_class: 0.554319 loss_bbox: 0.143610 loss_giou: 0.396883 loss_class_aux: 3.543334 loss_bbox_aux: 0.934379 loss_giou_aux: 2.485758 loss_class_dn: 0.338540 loss_bbox_dn: 0.160438 loss_giou_dn: 0.345942 loss_class_aux_dn: 1.820659 loss_bbox_aux_dn: 0.940310 loss_giou_aux_dn: 1.949253 loss: 13.919397 eta: 4 days, 12:55:03 batch_cost: 0.6469 data_cost: 0.0017 ips: 6.1832 images/s [04/12 00:18:53] ppdet.engine INFO: Epoch: [37] [6100/7329] learning_rate: 0.000100 loss_class: 0.595008 loss_bbox: 0.137586 loss_giou: 0.365687 loss_class_aux: 3.734240 loss_bbox_aux: 0.909331 loss_giou_aux: 2.300523 loss_class_dn: 0.328255 loss_bbox_dn: 0.142900 loss_giou_dn: 0.370629 loss_class_aux_dn: 1.790689 loss_bbox_aux_dn: 0.849969 loss_giou_aux_dn: 2.016135 loss: 14.399940 eta: 4 days, 12:53:58 batch_cost: 0.6526 data_cost: 0.0018 ips: 6.1292 images/s [04/12 00:20:03] ppdet.engine INFO: Epoch: [37] [6200/7329] learning_rate: 0.000100 loss_class: 0.518513 loss_bbox: 0.123829 loss_giou: 0.382261 loss_class_aux: 3.259985 loss_bbox_aux: 0.850239 loss_giou_aux: 2.502895 loss_class_dn: 0.313184 loss_bbox_dn: 0.127377 loss_giou_dn: 0.372066 loss_class_aux_dn: 1.693887 loss_bbox_aux_dn: 0.755321 loss_giou_aux_dn: 2.106971 loss: 13.670437 eta: 4 days, 12:52:51 batch_cost: 0.6421 data_cost: 0.0019 ips: 6.2292 images/s [04/12 00:21:15] ppdet.engine INFO: Epoch: [37] [6300/7329] learning_rate: 0.000100 loss_class: 0.544585 loss_bbox: 0.129041 loss_giou: 0.365461 loss_class_aux: 3.558557 loss_bbox_aux: 0.835231 loss_giou_aux: 2.283744 loss_class_dn: 0.300452 loss_bbox_dn: 0.148185 loss_giou_dn: 0.336993 loss_class_aux_dn: 1.637995 loss_bbox_aux_dn: 0.855176 loss_giou_aux_dn: 1.839659 loss: 12.854758 eta: 4 days, 12:51:48 batch_cost: 0.6622 data_cost: 0.0018 ips: 6.0408 images/s [04/12 00:22:26] ppdet.engine INFO: Epoch: [37] [6400/7329] learning_rate: 0.000100 loss_class: 0.534850 loss_bbox: 0.120490 loss_giou: 0.314897 loss_class_aux: 3.478300 loss_bbox_aux: 0.799259 loss_giou_aux: 1.986062 loss_class_dn: 0.296739 loss_bbox_dn: 0.151249 loss_giou_dn: 0.322979 loss_class_aux_dn: 1.603317 loss_bbox_aux_dn: 0.889598 loss_giou_aux_dn: 1.763632 loss: 13.183851 eta: 4 days, 12:50:46 batch_cost: 0.6621 data_cost: 0.0019 ips: 6.0414 images/s [04/12 00:23:36] ppdet.engine INFO: Epoch: [37] [6500/7329] learning_rate: 0.000100 loss_class: 0.560513 loss_bbox: 0.124377 loss_giou: 0.366970 loss_class_aux: 3.652737 loss_bbox_aux: 0.822533 loss_giou_aux: 2.368041 loss_class_dn: 0.317371 loss_bbox_dn: 0.137799 loss_giou_dn: 0.390753 loss_class_aux_dn: 1.717891 loss_bbox_aux_dn: 0.838424 loss_giou_aux_dn: 2.111891 loss: 13.902334 eta: 4 days, 12:49:39 batch_cost: 0.6431 data_cost: 0.0018 ips: 6.2200 images/s [04/12 00:24:47] ppdet.engine INFO: Epoch: [37] [6600/7329] learning_rate: 0.000100 loss_class: 0.496151 loss_bbox: 0.132532 loss_giou: 0.351874 loss_class_aux: 3.287111 loss_bbox_aux: 0.857751 loss_giou_aux: 2.178740 loss_class_dn: 0.308992 loss_bbox_dn: 0.146030 loss_giou_dn: 0.337416 loss_class_aux_dn: 1.684464 loss_bbox_aux_dn: 0.866208 loss_giou_aux_dn: 1.945306 loss: 12.898455 eta: 4 days, 12:48:34 batch_cost: 0.6518 data_cost: 0.0018 ips: 6.1364 images/s [04/12 00:25:59] ppdet.engine INFO: Epoch: [37] [6700/7329] learning_rate: 0.000100 loss_class: 0.583928 loss_bbox: 0.128799 loss_giou: 0.358960 loss_class_aux: 3.792814 loss_bbox_aux: 0.904254 loss_giou_aux: 2.246948 loss_class_dn: 0.316841 loss_bbox_dn: 0.154535 loss_giou_dn: 0.352561 loss_class_aux_dn: 1.712550 loss_bbox_aux_dn: 0.944697 loss_giou_aux_dn: 1.991857 loss: 13.977081 eta: 4 days, 12:47:31 batch_cost: 0.6608 data_cost: 0.0018 ips: 6.0534 images/s [04/12 00:27:11] ppdet.engine INFO: Epoch: [37] [6800/7329] learning_rate: 0.000100 loss_class: 0.566028 loss_bbox: 0.139055 loss_giou: 0.386839 loss_class_aux: 3.606704 loss_bbox_aux: 0.873562 loss_giou_aux: 2.448211 loss_class_dn: 0.340222 loss_bbox_dn: 0.137416 loss_giou_dn: 0.373879 loss_class_aux_dn: 1.836251 loss_bbox_aux_dn: 0.791596 loss_giou_aux_dn: 2.086307 loss: 14.252421 eta: 4 days, 12:46:27 batch_cost: 0.6575 data_cost: 0.0020 ips: 6.0832 images/s [04/12 00:28:23] ppdet.engine INFO: Epoch: [37] [6900/7329] learning_rate: 0.000100 loss_class: 0.540514 loss_bbox: 0.134899 loss_giou: 0.338272 loss_class_aux: 3.397909 loss_bbox_aux: 0.850268 loss_giou_aux: 2.191659 loss_class_dn: 0.298073 loss_bbox_dn: 0.139611 loss_giou_dn: 0.317833 loss_class_aux_dn: 1.578005 loss_bbox_aux_dn: 0.787221 loss_giou_aux_dn: 1.740866 loss: 13.434445 eta: 4 days, 12:45:24 batch_cost: 0.6587 data_cost: 0.0017 ips: 6.0721 images/s [04/12 00:29:35] ppdet.engine INFO: Epoch: [37] [7000/7329] learning_rate: 0.000100 loss_class: 0.595574 loss_bbox: 0.140517 loss_giou: 0.423582 loss_class_aux: 3.835406 loss_bbox_aux: 0.931454 loss_giou_aux: 2.759061 loss_class_dn: 0.349466 loss_bbox_dn: 0.142247 loss_giou_dn: 0.398697 loss_class_aux_dn: 1.909672 loss_bbox_aux_dn: 0.820658 loss_giou_aux_dn: 2.200021 loss: 14.890440 eta: 4 days, 12:44:21 batch_cost: 0.6606 data_cost: 0.0018 ips: 6.0550 images/s [04/12 00:30:46] ppdet.engine INFO: Epoch: [37] [7100/7329] learning_rate: 0.000100 loss_class: 0.536975 loss_bbox: 0.149795 loss_giou: 0.391382 loss_class_aux: 3.558014 loss_bbox_aux: 0.953431 loss_giou_aux: 2.456417 loss_class_dn: 0.301721 loss_bbox_dn: 0.154406 loss_giou_dn: 0.350402 loss_class_aux_dn: 1.605188 loss_bbox_aux_dn: 0.901876 loss_giou_aux_dn: 1.869062 loss: 13.442275 eta: 4 days, 12:43:17 batch_cost: 0.6581 data_cost: 0.0019 ips: 6.0778 images/s [04/12 00:31:57] ppdet.engine INFO: Epoch: [37] [7200/7329] learning_rate: 0.000100 loss_class: 0.583963 loss_bbox: 0.131983 loss_giou: 0.364258 loss_class_aux: 3.611264 loss_bbox_aux: 0.841337 loss_giou_aux: 2.279282 loss_class_dn: 0.323239 loss_bbox_dn: 0.141493 loss_giou_dn: 0.343487 loss_class_aux_dn: 1.738925 loss_bbox_aux_dn: 0.817499 loss_giou_aux_dn: 1.898213 loss: 13.955511 eta: 4 days, 12:42:14 batch_cost: 0.6598 data_cost: 0.0018 ips: 6.0621 images/s [04/12 00:33:08] ppdet.engine INFO: Epoch: [37] [7300/7329] learning_rate: 0.000100 loss_class: 0.536097 loss_bbox: 0.144150 loss_giou: 0.396128 loss_class_aux: 3.598831 loss_bbox_aux: 0.938409 loss_giou_aux: 2.498959 loss_class_dn: 0.334957 loss_bbox_dn: 0.152315 loss_giou_dn: 0.386593 loss_class_aux_dn: 1.782775 loss_bbox_aux_dn: 0.887353 loss_giou_aux_dn: 2.180304 loss: 14.629896 eta: 4 days, 12:41:09 batch_cost: 0.6503 data_cost: 0.0017 ips: 6.1514 images/s [04/12 00:33:31] ppdet.engine INFO: Eval iter: 0 [04/12 00:33:59] ppdet.engine INFO: Eval iter: 100 [04/12 00:34:26] ppdet.engine INFO: Eval iter: 200 [04/12 00:34:53] ppdet.engine INFO: Eval iter: 300 [04/12 00:35:21] ppdet.engine INFO: Eval iter: 400 [04/12 00:35:49] ppdet.engine INFO: Eval iter: 500 [04/12 00:36:17] ppdet.engine INFO: Eval iter: 600 [04/12 00:36:57] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.20s) creating index... index created! [04/12 00:36:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.34s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.70s). Accumulating evaluation results... DONE (t=28.80s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.720 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/12 00:39:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.991380433904038 [04/12 00:39:51] ppdet.engine INFO: Best test bbox ap is 0.536. [04/12 00:39:55] ppdet.engine INFO: Epoch: [38] [ 0/7329] learning_rate: 0.000100 loss_class: 0.504827 loss_bbox: 0.142634 loss_giou: 0.385582 loss_class_aux: 3.437796 loss_bbox_aux: 0.910891 loss_giou_aux: 2.432467 loss_class_dn: 0.325731 loss_bbox_dn: 0.157479 loss_giou_dn: 0.355837 loss_class_aux_dn: 1.739883 loss_bbox_aux_dn: 0.921507 loss_giou_aux_dn: 2.020145 loss: 14.327777 eta: 4 days, 12:40:49 batch_cost: 0.6424 data_cost: 0.0018 ips: 6.2271 images/s [04/12 00:41:07] ppdet.engine INFO: Epoch: [38] [ 100/7329] learning_rate: 0.000100 loss_class: 0.587806 loss_bbox: 0.125563 loss_giou: 0.325267 loss_class_aux: 3.757054 loss_bbox_aux: 0.820454 loss_giou_aux: 2.077937 loss_class_dn: 0.314478 loss_bbox_dn: 0.141957 loss_giou_dn: 0.327469 loss_class_aux_dn: 1.680625 loss_bbox_aux_dn: 0.831781 loss_giou_aux_dn: 1.831707 loss: 13.599381 eta: 4 days, 12:39:46 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0633 images/s [04/12 00:42:18] ppdet.engine INFO: Epoch: [38] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565085 loss_bbox: 0.141670 loss_giou: 0.408955 loss_class_aux: 3.627126 loss_bbox_aux: 0.911208 loss_giou_aux: 2.601659 loss_class_dn: 0.327392 loss_bbox_dn: 0.145588 loss_giou_dn: 0.386546 loss_class_aux_dn: 1.789368 loss_bbox_aux_dn: 0.814497 loss_giou_aux_dn: 2.118088 loss: 15.024481 eta: 4 days, 12:38:42 batch_cost: 0.6562 data_cost: 0.0018 ips: 6.0953 images/s [04/12 00:43:28] ppdet.engine INFO: Epoch: [38] [ 300/7329] learning_rate: 0.000100 loss_class: 0.606209 loss_bbox: 0.125625 loss_giou: 0.416954 loss_class_aux: 3.825119 loss_bbox_aux: 0.837819 loss_giou_aux: 2.656226 loss_class_dn: 0.343367 loss_bbox_dn: 0.138469 loss_giou_dn: 0.406543 loss_class_aux_dn: 1.880432 loss_bbox_aux_dn: 0.839649 loss_giou_aux_dn: 2.313197 loss: 14.518806 eta: 4 days, 12:37:36 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1606 images/s [04/12 00:44:39] ppdet.engine INFO: Epoch: [38] [ 400/7329] learning_rate: 0.000100 loss_class: 0.618251 loss_bbox: 0.130485 loss_giou: 0.362828 loss_class_aux: 3.822454 loss_bbox_aux: 0.846311 loss_giou_aux: 2.335860 loss_class_dn: 0.336217 loss_bbox_dn: 0.151371 loss_giou_dn: 0.361341 loss_class_aux_dn: 1.813273 loss_bbox_aux_dn: 0.854207 loss_giou_aux_dn: 2.010622 loss: 14.338438 eta: 4 days, 12:36:30 batch_cost: 0.6459 data_cost: 0.0018 ips: 6.1931 images/s [04/12 00:45:50] ppdet.engine INFO: Epoch: [38] [ 500/7329] learning_rate: 0.000100 loss_class: 0.635409 loss_bbox: 0.134778 loss_giou: 0.437027 loss_class_aux: 3.961046 loss_bbox_aux: 0.850124 loss_giou_aux: 2.771864 loss_class_dn: 0.369705 loss_bbox_dn: 0.146975 loss_giou_dn: 0.452881 loss_class_aux_dn: 1.966168 loss_bbox_aux_dn: 0.868177 loss_giou_aux_dn: 2.456424 loss: 15.859644 eta: 4 days, 12:35:25 batch_cost: 0.6533 data_cost: 0.0020 ips: 6.1226 images/s [04/12 00:47:00] ppdet.engine INFO: Epoch: [38] [ 600/7329] learning_rate: 0.000100 loss_class: 0.542764 loss_bbox: 0.149210 loss_giou: 0.325637 loss_class_aux: 3.466740 loss_bbox_aux: 0.935057 loss_giou_aux: 2.063769 loss_class_dn: 0.277906 loss_bbox_dn: 0.158372 loss_giou_dn: 0.322113 loss_class_aux_dn: 1.503450 loss_bbox_aux_dn: 0.976512 loss_giou_aux_dn: 1.835299 loss: 12.223215 eta: 4 days, 12:34:19 batch_cost: 0.6456 data_cost: 0.0019 ips: 6.1958 images/s [04/12 00:48:11] ppdet.engine INFO: Epoch: [38] [ 700/7329] learning_rate: 0.000100 loss_class: 0.528656 loss_bbox: 0.127397 loss_giou: 0.328728 loss_class_aux: 3.542979 loss_bbox_aux: 0.841989 loss_giou_aux: 2.072383 loss_class_dn: 0.308515 loss_bbox_dn: 0.135741 loss_giou_dn: 0.347082 loss_class_aux_dn: 1.703650 loss_bbox_aux_dn: 0.783613 loss_giou_aux_dn: 1.920668 loss: 13.509355 eta: 4 days, 12:33:15 batch_cost: 0.6553 data_cost: 0.0018 ips: 6.1042 images/s [04/12 00:49:23] ppdet.engine INFO: Epoch: [38] [ 800/7329] learning_rate: 0.000100 loss_class: 0.613102 loss_bbox: 0.145726 loss_giou: 0.384554 loss_class_aux: 3.973571 loss_bbox_aux: 0.902467 loss_giou_aux: 2.409344 loss_class_dn: 0.374408 loss_bbox_dn: 0.153196 loss_giou_dn: 0.410056 loss_class_aux_dn: 1.992505 loss_bbox_aux_dn: 0.917222 loss_giou_aux_dn: 2.302712 loss: 15.852522 eta: 4 days, 12:32:13 batch_cost: 0.6643 data_cost: 0.0020 ips: 6.0218 images/s [04/12 00:50:35] ppdet.engine INFO: Epoch: [38] [ 900/7329] learning_rate: 0.000100 loss_class: 0.606843 loss_bbox: 0.151934 loss_giou: 0.392212 loss_class_aux: 3.930654 loss_bbox_aux: 0.969613 loss_giou_aux: 2.474510 loss_class_dn: 0.345888 loss_bbox_dn: 0.163819 loss_giou_dn: 0.366531 loss_class_aux_dn: 1.907513 loss_bbox_aux_dn: 0.952044 loss_giou_aux_dn: 2.079325 loss: 14.988212 eta: 4 days, 12:31:09 batch_cost: 0.6595 data_cost: 0.0020 ips: 6.0651 images/s [04/12 00:51:47] ppdet.engine INFO: Epoch: [38] [1000/7329] learning_rate: 0.000100 loss_class: 0.478170 loss_bbox: 0.115769 loss_giou: 0.327885 loss_class_aux: 3.136993 loss_bbox_aux: 0.770634 loss_giou_aux: 2.046743 loss_class_dn: 0.280414 loss_bbox_dn: 0.132514 loss_giou_dn: 0.319387 loss_class_aux_dn: 1.494932 loss_bbox_aux_dn: 0.803939 loss_giou_aux_dn: 1.738641 loss: 11.397574 eta: 4 days, 12:30:06 batch_cost: 0.6599 data_cost: 0.0021 ips: 6.0613 images/s [04/12 00:52:57] ppdet.engine INFO: Epoch: [38] [1100/7329] learning_rate: 0.000100 loss_class: 0.614918 loss_bbox: 0.141264 loss_giou: 0.488712 loss_class_aux: 3.912137 loss_bbox_aux: 0.962789 loss_giou_aux: 3.066598 loss_class_dn: 0.368951 loss_bbox_dn: 0.164139 loss_giou_dn: 0.443854 loss_class_aux_dn: 1.983463 loss_bbox_aux_dn: 0.973151 loss_giou_aux_dn: 2.470586 loss: 15.725510 eta: 4 days, 12:29:01 batch_cost: 0.6503 data_cost: 0.0022 ips: 6.1512 images/s [04/12 00:54:08] ppdet.engine INFO: Epoch: [38] [1200/7329] learning_rate: 0.000100 loss_class: 0.587089 loss_bbox: 0.139711 loss_giou: 0.333052 loss_class_aux: 3.728816 loss_bbox_aux: 0.951202 loss_giou_aux: 2.077543 loss_class_dn: 0.325787 loss_bbox_dn: 0.163702 loss_giou_dn: 0.336856 loss_class_aux_dn: 1.780449 loss_bbox_aux_dn: 0.948405 loss_giou_aux_dn: 1.828990 loss: 13.547100 eta: 4 days, 12:27:57 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1115 images/s [04/12 00:55:21] ppdet.engine INFO: Epoch: [38] [1300/7329] learning_rate: 0.000100 loss_class: 0.547907 loss_bbox: 0.119090 loss_giou: 0.316463 loss_class_aux: 3.358353 loss_bbox_aux: 0.787701 loss_giou_aux: 2.051824 loss_class_dn: 0.290269 loss_bbox_dn: 0.135931 loss_giou_dn: 0.304488 loss_class_aux_dn: 1.600209 loss_bbox_aux_dn: 0.816264 loss_giou_aux_dn: 1.706320 loss: 12.505435 eta: 4 days, 12:26:56 batch_cost: 0.6718 data_cost: 0.0020 ips: 5.9544 images/s [04/12 00:56:31] ppdet.engine INFO: Epoch: [38] [1400/7329] learning_rate: 0.000100 loss_class: 0.638971 loss_bbox: 0.161924 loss_giou: 0.523804 loss_class_aux: 4.075922 loss_bbox_aux: 1.032400 loss_giou_aux: 3.308505 loss_class_dn: 0.402975 loss_bbox_dn: 0.143128 loss_giou_dn: 0.457088 loss_class_aux_dn: 2.116275 loss_bbox_aux_dn: 0.847799 loss_giou_aux_dn: 2.491708 loss: 16.896908 eta: 4 days, 12:25:48 batch_cost: 0.6384 data_cost: 0.0020 ips: 6.2661 images/s [04/12 00:57:41] ppdet.engine INFO: Epoch: [38] [1500/7329] learning_rate: 0.000100 loss_class: 0.591419 loss_bbox: 0.164484 loss_giou: 0.354626 loss_class_aux: 3.775095 loss_bbox_aux: 1.067555 loss_giou_aux: 2.313025 loss_class_dn: 0.320833 loss_bbox_dn: 0.175157 loss_giou_dn: 0.354490 loss_class_aux_dn: 1.748718 loss_bbox_aux_dn: 1.038025 loss_giou_aux_dn: 2.043489 loss: 15.014013 eta: 4 days, 12:24:42 batch_cost: 0.6455 data_cost: 0.0018 ips: 6.1972 images/s [04/12 00:58:51] ppdet.engine INFO: Epoch: [38] [1600/7329] learning_rate: 0.000100 loss_class: 0.582938 loss_bbox: 0.134941 loss_giou: 0.375219 loss_class_aux: 3.687029 loss_bbox_aux: 0.927146 loss_giou_aux: 2.311875 loss_class_dn: 0.317830 loss_bbox_dn: 0.158316 loss_giou_dn: 0.373349 loss_class_aux_dn: 1.732500 loss_bbox_aux_dn: 0.957055 loss_giou_aux_dn: 2.074414 loss: 14.536249 eta: 4 days, 12:23:36 batch_cost: 0.6465 data_cost: 0.0020 ips: 6.1872 images/s [04/12 01:00:03] ppdet.engine INFO: Epoch: [38] [1700/7329] learning_rate: 0.000100 loss_class: 0.607398 loss_bbox: 0.123390 loss_giou: 0.412827 loss_class_aux: 3.854471 loss_bbox_aux: 0.838692 loss_giou_aux: 2.606674 loss_class_dn: 0.329183 loss_bbox_dn: 0.142579 loss_giou_dn: 0.386398 loss_class_aux_dn: 1.797850 loss_bbox_aux_dn: 0.844355 loss_giou_aux_dn: 2.193214 loss: 14.080689 eta: 4 days, 12:22:33 batch_cost: 0.6616 data_cost: 0.0019 ips: 6.0463 images/s [04/12 01:01:17] ppdet.engine INFO: Epoch: [38] [1800/7329] learning_rate: 0.000100 loss_class: 0.584204 loss_bbox: 0.121285 loss_giou: 0.383377 loss_class_aux: 3.764079 loss_bbox_aux: 0.806677 loss_giou_aux: 2.388299 loss_class_dn: 0.346951 loss_bbox_dn: 0.122721 loss_giou_dn: 0.364572 loss_class_aux_dn: 1.859538 loss_bbox_aux_dn: 0.745871 loss_giou_aux_dn: 2.041851 loss: 15.255791 eta: 4 days, 12:21:33 batch_cost: 0.6747 data_cost: 0.0018 ips: 5.9285 images/s [04/12 01:02:28] ppdet.engine INFO: Epoch: [38] [1900/7329] learning_rate: 0.000100 loss_class: 0.625335 loss_bbox: 0.122651 loss_giou: 0.391611 loss_class_aux: 3.958592 loss_bbox_aux: 0.857133 loss_giou_aux: 2.503705 loss_class_dn: 0.330995 loss_bbox_dn: 0.138165 loss_giou_dn: 0.375700 loss_class_aux_dn: 1.785332 loss_bbox_aux_dn: 0.842948 loss_giou_aux_dn: 2.101466 loss: 13.808359 eta: 4 days, 12:20:29 batch_cost: 0.6548 data_cost: 0.0020 ips: 6.1092 images/s [04/12 01:03:38] ppdet.engine INFO: Epoch: [38] [2000/7329] learning_rate: 0.000100 loss_class: 0.595274 loss_bbox: 0.144183 loss_giou: 0.403325 loss_class_aux: 3.836851 loss_bbox_aux: 0.933585 loss_giou_aux: 2.535772 loss_class_dn: 0.326716 loss_bbox_dn: 0.158196 loss_giou_dn: 0.396798 loss_class_aux_dn: 1.790133 loss_bbox_aux_dn: 0.890052 loss_giou_aux_dn: 2.195086 loss: 15.130503 eta: 4 days, 12:19:22 batch_cost: 0.6435 data_cost: 0.0021 ips: 6.2162 images/s [04/12 01:04:50] ppdet.engine INFO: Epoch: [38] [2100/7329] learning_rate: 0.000100 loss_class: 0.550974 loss_bbox: 0.124096 loss_giou: 0.399226 loss_class_aux: 3.533908 loss_bbox_aux: 0.819726 loss_giou_aux: 2.526046 loss_class_dn: 0.327850 loss_bbox_dn: 0.135605 loss_giou_dn: 0.375089 loss_class_aux_dn: 1.749007 loss_bbox_aux_dn: 0.826472 loss_giou_aux_dn: 2.082065 loss: 13.601194 eta: 4 days, 12:18:19 batch_cost: 0.6634 data_cost: 0.0020 ips: 6.0292 images/s [04/12 01:06:02] ppdet.engine INFO: Epoch: [38] [2200/7329] learning_rate: 0.000100 loss_class: 0.542694 loss_bbox: 0.120317 loss_giou: 0.412979 loss_class_aux: 3.499810 loss_bbox_aux: 0.788730 loss_giou_aux: 2.596383 loss_class_dn: 0.314221 loss_bbox_dn: 0.141662 loss_giou_dn: 0.391912 loss_class_aux_dn: 1.671844 loss_bbox_aux_dn: 0.818993 loss_giou_aux_dn: 2.131030 loss: 14.001637 eta: 4 days, 12:17:16 batch_cost: 0.6582 data_cost: 0.0019 ips: 6.0767 images/s [04/12 01:07:13] ppdet.engine INFO: Epoch: [38] [2300/7329] learning_rate: 0.000100 loss_class: 0.553851 loss_bbox: 0.131726 loss_giou: 0.365547 loss_class_aux: 3.631377 loss_bbox_aux: 0.842072 loss_giou_aux: 2.375500 loss_class_dn: 0.312684 loss_bbox_dn: 0.140871 loss_giou_dn: 0.357973 loss_class_aux_dn: 1.676953 loss_bbox_aux_dn: 0.835021 loss_giou_aux_dn: 2.001546 loss: 14.157249 eta: 4 days, 12:16:12 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0897 images/s [04/12 01:08:23] ppdet.engine INFO: Epoch: [38] [2400/7329] learning_rate: 0.000100 loss_class: 0.609652 loss_bbox: 0.139607 loss_giou: 0.377873 loss_class_aux: 3.914744 loss_bbox_aux: 0.872274 loss_giou_aux: 2.387320 loss_class_dn: 0.333443 loss_bbox_dn: 0.141755 loss_giou_dn: 0.380269 loss_class_aux_dn: 1.809760 loss_bbox_aux_dn: 0.819569 loss_giou_aux_dn: 2.082884 loss: 14.375957 eta: 4 days, 12:15:04 batch_cost: 0.6390 data_cost: 0.0021 ips: 6.2598 images/s [04/12 01:09:33] ppdet.engine INFO: Epoch: [38] [2500/7329] learning_rate: 0.000100 loss_class: 0.514580 loss_bbox: 0.119171 loss_giou: 0.357731 loss_class_aux: 3.369052 loss_bbox_aux: 0.766345 loss_giou_aux: 2.279202 loss_class_dn: 0.302226 loss_bbox_dn: 0.122861 loss_giou_dn: 0.329435 loss_class_aux_dn: 1.618645 loss_bbox_aux_dn: 0.724302 loss_giou_aux_dn: 1.821905 loss: 12.429296 eta: 4 days, 12:13:59 batch_cost: 0.6509 data_cost: 0.0018 ips: 6.1449 images/s [04/12 01:10:42] ppdet.engine INFO: Epoch: [38] [2600/7329] learning_rate: 0.000100 loss_class: 0.564587 loss_bbox: 0.129173 loss_giou: 0.349659 loss_class_aux: 3.620295 loss_bbox_aux: 0.894728 loss_giou_aux: 2.262962 loss_class_dn: 0.332771 loss_bbox_dn: 0.161353 loss_giou_dn: 0.353274 loss_class_aux_dn: 1.749247 loss_bbox_aux_dn: 0.978580 loss_giou_aux_dn: 1.978917 loss: 14.577679 eta: 4 days, 12:12:51 batch_cost: 0.6386 data_cost: 0.0020 ips: 6.2640 images/s [04/12 01:11:53] ppdet.engine INFO: Epoch: [38] [2700/7329] learning_rate: 0.000100 loss_class: 0.557543 loss_bbox: 0.139014 loss_giou: 0.359497 loss_class_aux: 3.905154 loss_bbox_aux: 0.913234 loss_giou_aux: 2.285760 loss_class_dn: 0.340150 loss_bbox_dn: 0.160034 loss_giou_dn: 0.354796 loss_class_aux_dn: 1.884574 loss_bbox_aux_dn: 0.968203 loss_giou_aux_dn: 1.937901 loss: 13.791264 eta: 4 days, 12:11:46 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1453 images/s [04/12 01:13:03] ppdet.engine INFO: Epoch: [38] [2800/7329] learning_rate: 0.000100 loss_class: 0.635057 loss_bbox: 0.154747 loss_giou: 0.418981 loss_class_aux: 4.093747 loss_bbox_aux: 0.955627 loss_giou_aux: 2.687485 loss_class_dn: 0.362206 loss_bbox_dn: 0.147231 loss_giou_dn: 0.403497 loss_class_aux_dn: 1.934917 loss_bbox_aux_dn: 0.882428 loss_giou_aux_dn: 2.311219 loss: 16.437660 eta: 4 days, 12:10:41 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1647 images/s [04/12 01:14:13] ppdet.engine INFO: Epoch: [38] [2900/7329] learning_rate: 0.000100 loss_class: 0.562959 loss_bbox: 0.115954 loss_giou: 0.366634 loss_class_aux: 3.354986 loss_bbox_aux: 0.756084 loss_giou_aux: 2.473081 loss_class_dn: 0.317788 loss_bbox_dn: 0.129099 loss_giou_dn: 0.369620 loss_class_aux_dn: 1.687053 loss_bbox_aux_dn: 0.791293 loss_giou_aux_dn: 2.111405 loss: 13.531609 eta: 4 days, 12:09:34 batch_cost: 0.6449 data_cost: 0.0018 ips: 6.2025 images/s [04/12 01:15:26] ppdet.engine INFO: Epoch: [38] [3000/7329] learning_rate: 0.000100 loss_class: 0.585477 loss_bbox: 0.131567 loss_giou: 0.380425 loss_class_aux: 3.670064 loss_bbox_aux: 0.893768 loss_giou_aux: 2.435001 loss_class_dn: 0.330101 loss_bbox_dn: 0.154992 loss_giou_dn: 0.388738 loss_class_aux_dn: 1.742753 loss_bbox_aux_dn: 0.926398 loss_giou_aux_dn: 2.133857 loss: 15.030389 eta: 4 days, 12:08:31 batch_cost: 0.6606 data_cost: 0.0020 ips: 6.0552 images/s [04/12 01:16:35] ppdet.engine INFO: Epoch: [38] [3100/7329] learning_rate: 0.000100 loss_class: 0.586026 loss_bbox: 0.126848 loss_giou: 0.435134 loss_class_aux: 3.705701 loss_bbox_aux: 0.818327 loss_giou_aux: 2.776116 loss_class_dn: 0.331636 loss_bbox_dn: 0.125976 loss_giou_dn: 0.409086 loss_class_aux_dn: 1.813950 loss_bbox_aux_dn: 0.753524 loss_giou_aux_dn: 2.251962 loss: 14.731211 eta: 4 days, 12:07:23 batch_cost: 0.6386 data_cost: 0.0019 ips: 6.2634 images/s [04/12 01:17:45] ppdet.engine INFO: Epoch: [38] [3200/7329] learning_rate: 0.000100 loss_class: 0.627256 loss_bbox: 0.158272 loss_giou: 0.401043 loss_class_aux: 4.110079 loss_bbox_aux: 0.981497 loss_giou_aux: 2.566563 loss_class_dn: 0.370795 loss_bbox_dn: 0.162862 loss_giou_dn: 0.384249 loss_class_aux_dn: 1.950762 loss_bbox_aux_dn: 0.977330 loss_giou_aux_dn: 2.123961 loss: 16.083557 eta: 4 days, 12:06:17 batch_cost: 0.6447 data_cost: 0.0019 ips: 6.2048 images/s [04/12 01:18:54] ppdet.engine INFO: Epoch: [38] [3300/7329] learning_rate: 0.000100 loss_class: 0.543084 loss_bbox: 0.134320 loss_giou: 0.352567 loss_class_aux: 3.493642 loss_bbox_aux: 0.854375 loss_giou_aux: 2.263667 loss_class_dn: 0.306160 loss_bbox_dn: 0.145844 loss_giou_dn: 0.335193 loss_class_aux_dn: 1.657268 loss_bbox_aux_dn: 0.879867 loss_giou_aux_dn: 1.860714 loss: 12.896338 eta: 4 days, 12:05:09 batch_cost: 0.6392 data_cost: 0.0018 ips: 6.2582 images/s [04/12 01:20:05] ppdet.engine INFO: Epoch: [38] [3400/7329] learning_rate: 0.000100 loss_class: 0.548604 loss_bbox: 0.138494 loss_giou: 0.359313 loss_class_aux: 3.603493 loss_bbox_aux: 0.898920 loss_giou_aux: 2.324097 loss_class_dn: 0.309586 loss_bbox_dn: 0.158425 loss_giou_dn: 0.337891 loss_class_aux_dn: 1.658381 loss_bbox_aux_dn: 0.910352 loss_giou_aux_dn: 1.875853 loss: 13.198858 eta: 4 days, 12:04:03 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1798 images/s [04/12 01:21:15] ppdet.engine INFO: Epoch: [38] [3500/7329] learning_rate: 0.000100 loss_class: 0.539849 loss_bbox: 0.129760 loss_giou: 0.334674 loss_class_aux: 3.528972 loss_bbox_aux: 0.824777 loss_giou_aux: 2.138234 loss_class_dn: 0.310809 loss_bbox_dn: 0.139544 loss_giou_dn: 0.311744 loss_class_aux_dn: 1.688445 loss_bbox_aux_dn: 0.828392 loss_giou_aux_dn: 1.713397 loss: 13.438560 eta: 4 days, 12:02:58 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1367 images/s [04/12 01:22:29] ppdet.engine INFO: Epoch: [38] [3600/7329] learning_rate: 0.000100 loss_class: 0.599893 loss_bbox: 0.124659 loss_giou: 0.433915 loss_class_aux: 3.740875 loss_bbox_aux: 0.815884 loss_giou_aux: 2.725255 loss_class_dn: 0.364138 loss_bbox_dn: 0.125977 loss_giou_dn: 0.411335 loss_class_aux_dn: 1.929677 loss_bbox_aux_dn: 0.731229 loss_giou_aux_dn: 2.277731 loss: 15.261421 eta: 4 days, 12:01:57 batch_cost: 0.6700 data_cost: 0.0020 ips: 5.9705 images/s [04/12 01:23:41] ppdet.engine INFO: Epoch: [38] [3700/7329] learning_rate: 0.000100 loss_class: 0.583072 loss_bbox: 0.134584 loss_giou: 0.344900 loss_class_aux: 3.730100 loss_bbox_aux: 0.911387 loss_giou_aux: 2.167870 loss_class_dn: 0.311511 loss_bbox_dn: 0.150436 loss_giou_dn: 0.340354 loss_class_aux_dn: 1.706402 loss_bbox_aux_dn: 0.897193 loss_giou_aux_dn: 1.890892 loss: 13.026337 eta: 4 days, 12:00:55 batch_cost: 0.6651 data_cost: 0.0018 ips: 6.0141 images/s [04/12 01:24:51] ppdet.engine INFO: Epoch: [38] [3800/7329] learning_rate: 0.000100 loss_class: 0.550195 loss_bbox: 0.124955 loss_giou: 0.347476 loss_class_aux: 3.511185 loss_bbox_aux: 0.847945 loss_giou_aux: 2.204619 loss_class_dn: 0.306517 loss_bbox_dn: 0.148966 loss_giou_dn: 0.348452 loss_class_aux_dn: 1.689468 loss_bbox_aux_dn: 0.920553 loss_giou_aux_dn: 1.937300 loss: 13.499245 eta: 4 days, 11:59:50 batch_cost: 0.6486 data_cost: 0.0021 ips: 6.1671 images/s [04/12 01:26:02] ppdet.engine INFO: Epoch: [38] [3900/7329] learning_rate: 0.000100 loss_class: 0.549041 loss_bbox: 0.112231 loss_giou: 0.319873 loss_class_aux: 3.514097 loss_bbox_aux: 0.786676 loss_giou_aux: 2.110898 loss_class_dn: 0.296049 loss_bbox_dn: 0.145423 loss_giou_dn: 0.304651 loss_class_aux_dn: 1.606194 loss_bbox_aux_dn: 0.878980 loss_giou_aux_dn: 1.730368 loss: 12.975168 eta: 4 days, 11:58:45 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1023 images/s [04/12 01:27:11] ppdet.engine INFO: Epoch: [38] [4000/7329] learning_rate: 0.000100 loss_class: 0.583915 loss_bbox: 0.144252 loss_giou: 0.416802 loss_class_aux: 3.792954 loss_bbox_aux: 0.987898 loss_giou_aux: 2.651464 loss_class_dn: 0.351733 loss_bbox_dn: 0.164036 loss_giou_dn: 0.414917 loss_class_aux_dn: 1.888812 loss_bbox_aux_dn: 0.979757 loss_giou_aux_dn: 2.275136 loss: 14.998598 eta: 4 days, 11:57:37 batch_cost: 0.6342 data_cost: 0.0020 ips: 6.3069 images/s [04/12 01:28:21] ppdet.engine INFO: Epoch: [38] [4100/7329] learning_rate: 0.000100 loss_class: 0.594755 loss_bbox: 0.145898 loss_giou: 0.361467 loss_class_aux: 3.893407 loss_bbox_aux: 0.893290 loss_giou_aux: 2.299178 loss_class_dn: 0.338918 loss_bbox_dn: 0.153587 loss_giou_dn: 0.361535 loss_class_aux_dn: 1.834091 loss_bbox_aux_dn: 0.852246 loss_giou_aux_dn: 1.995055 loss: 14.086764 eta: 4 days, 11:56:30 batch_cost: 0.6436 data_cost: 0.0019 ips: 6.2154 images/s [04/12 01:29:32] ppdet.engine INFO: Epoch: [38] [4200/7329] learning_rate: 0.000100 loss_class: 0.627344 loss_bbox: 0.129116 loss_giou: 0.385098 loss_class_aux: 3.901273 loss_bbox_aux: 0.895939 loss_giou_aux: 2.423690 loss_class_dn: 0.344619 loss_bbox_dn: 0.153327 loss_giou_dn: 0.395867 loss_class_aux_dn: 1.843568 loss_bbox_aux_dn: 0.906137 loss_giou_aux_dn: 2.180366 loss: 14.842336 eta: 4 days, 11:55:25 batch_cost: 0.6516 data_cost: 0.0017 ips: 6.1384 images/s [04/12 01:30:43] ppdet.engine INFO: Epoch: [38] [4300/7329] learning_rate: 0.000100 loss_class: 0.634046 loss_bbox: 0.138297 loss_giou: 0.385000 loss_class_aux: 4.023714 loss_bbox_aux: 0.856679 loss_giou_aux: 2.484665 loss_class_dn: 0.352230 loss_bbox_dn: 0.154773 loss_giou_dn: 0.392998 loss_class_aux_dn: 1.946411 loss_bbox_aux_dn: 0.930605 loss_giou_aux_dn: 2.196663 loss: 14.395666 eta: 4 days, 11:54:20 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1503 images/s [04/12 01:31:55] ppdet.engine INFO: Epoch: [38] [4400/7329] learning_rate: 0.000100 loss_class: 0.550115 loss_bbox: 0.127958 loss_giou: 0.422238 loss_class_aux: 3.512414 loss_bbox_aux: 0.840317 loss_giou_aux: 2.620578 loss_class_dn: 0.324892 loss_bbox_dn: 0.132833 loss_giou_dn: 0.385483 loss_class_aux_dn: 1.741235 loss_bbox_aux_dn: 0.819139 loss_giou_aux_dn: 2.160875 loss: 13.537485 eta: 4 days, 11:53:17 batch_cost: 0.6631 data_cost: 0.0021 ips: 6.0323 images/s [04/12 01:33:05] ppdet.engine INFO: Epoch: [38] [4500/7329] learning_rate: 0.000100 loss_class: 0.607565 loss_bbox: 0.111879 loss_giou: 0.352158 loss_class_aux: 3.809317 loss_bbox_aux: 0.723381 loss_giou_aux: 2.270573 loss_class_dn: 0.312774 loss_bbox_dn: 0.118826 loss_giou_dn: 0.360361 loss_class_aux_dn: 1.694838 loss_bbox_aux_dn: 0.709229 loss_giou_aux_dn: 1.984746 loss: 13.527217 eta: 4 days, 11:52:11 batch_cost: 0.6444 data_cost: 0.0019 ips: 6.2074 images/s [04/12 01:34:15] ppdet.engine INFO: Epoch: [38] [4600/7329] learning_rate: 0.000100 loss_class: 0.582179 loss_bbox: 0.126011 loss_giou: 0.432548 loss_class_aux: 3.722797 loss_bbox_aux: 0.814073 loss_giou_aux: 2.621922 loss_class_dn: 0.332010 loss_bbox_dn: 0.119782 loss_giou_dn: 0.431667 loss_class_aux_dn: 1.775386 loss_bbox_aux_dn: 0.767015 loss_giou_aux_dn: 2.324331 loss: 14.581537 eta: 4 days, 11:51:04 batch_cost: 0.6417 data_cost: 0.0019 ips: 6.2331 images/s [04/12 01:35:26] ppdet.engine INFO: Epoch: [38] [4700/7329] learning_rate: 0.000100 loss_class: 0.577525 loss_bbox: 0.140655 loss_giou: 0.359605 loss_class_aux: 3.572626 loss_bbox_aux: 0.935421 loss_giou_aux: 2.332110 loss_class_dn: 0.320102 loss_bbox_dn: 0.166222 loss_giou_dn: 0.352215 loss_class_aux_dn: 1.735696 loss_bbox_aux_dn: 0.997532 loss_giou_aux_dn: 1.979131 loss: 13.687399 eta: 4 days, 11:50:00 batch_cost: 0.6573 data_cost: 0.0020 ips: 6.0854 images/s [04/12 01:36:41] ppdet.engine INFO: Epoch: [38] [4800/7329] learning_rate: 0.000100 loss_class: 0.561724 loss_bbox: 0.129183 loss_giou: 0.374068 loss_class_aux: 3.611340 loss_bbox_aux: 0.845023 loss_giou_aux: 2.368963 loss_class_dn: 0.316250 loss_bbox_dn: 0.145382 loss_giou_dn: 0.359071 loss_class_aux_dn: 1.673313 loss_bbox_aux_dn: 0.853439 loss_giou_aux_dn: 1.980520 loss: 13.816427 eta: 4 days, 11:49:01 batch_cost: 0.6790 data_cost: 0.0019 ips: 5.8907 images/s [04/12 01:37:53] ppdet.engine INFO: Epoch: [38] [4900/7329] learning_rate: 0.000100 loss_class: 0.612038 loss_bbox: 0.132105 loss_giou: 0.490378 loss_class_aux: 3.776180 loss_bbox_aux: 0.868380 loss_giou_aux: 3.087533 loss_class_dn: 0.364497 loss_bbox_dn: 0.141497 loss_giou_dn: 0.484439 loss_class_aux_dn: 1.917079 loss_bbox_aux_dn: 0.820033 loss_giou_aux_dn: 2.602916 loss: 15.558844 eta: 4 days, 11:47:58 batch_cost: 0.6605 data_cost: 0.0019 ips: 6.0561 images/s [04/12 01:39:04] ppdet.engine INFO: Epoch: [38] [5000/7329] learning_rate: 0.000100 loss_class: 0.542164 loss_bbox: 0.118455 loss_giou: 0.352561 loss_class_aux: 3.408718 loss_bbox_aux: 0.786229 loss_giou_aux: 2.204888 loss_class_dn: 0.288290 loss_bbox_dn: 0.138420 loss_giou_dn: 0.331074 loss_class_aux_dn: 1.561932 loss_bbox_aux_dn: 0.840523 loss_giou_aux_dn: 1.881236 loss: 12.924540 eta: 4 days, 11:46:53 batch_cost: 0.6541 data_cost: 0.0020 ips: 6.1149 images/s [04/12 01:40:13] ppdet.engine INFO: Epoch: [38] [5100/7329] learning_rate: 0.000100 loss_class: 0.562932 loss_bbox: 0.155629 loss_giou: 0.423380 loss_class_aux: 3.727617 loss_bbox_aux: 1.010625 loss_giou_aux: 2.644827 loss_class_dn: 0.346437 loss_bbox_dn: 0.146440 loss_giou_dn: 0.388042 loss_class_aux_dn: 1.883549 loss_bbox_aux_dn: 0.869419 loss_giou_aux_dn: 2.180040 loss: 14.383058 eta: 4 days, 11:45:46 batch_cost: 0.6427 data_cost: 0.0018 ips: 6.2240 images/s [04/12 01:41:26] ppdet.engine INFO: Epoch: [38] [5200/7329] learning_rate: 0.000100 loss_class: 0.610550 loss_bbox: 0.135021 loss_giou: 0.360688 loss_class_aux: 3.772819 loss_bbox_aux: 0.937868 loss_giou_aux: 2.242842 loss_class_dn: 0.315713 loss_bbox_dn: 0.160367 loss_giou_dn: 0.341841 loss_class_aux_dn: 1.672431 loss_bbox_aux_dn: 0.955603 loss_giou_aux_dn: 1.889831 loss: 13.658838 eta: 4 days, 11:44:43 batch_cost: 0.6613 data_cost: 0.0019 ips: 6.0490 images/s [04/12 01:42:36] ppdet.engine INFO: Epoch: [38] [5300/7329] learning_rate: 0.000100 loss_class: 0.569348 loss_bbox: 0.119226 loss_giou: 0.368185 loss_class_aux: 3.534004 loss_bbox_aux: 0.772875 loss_giou_aux: 2.367932 loss_class_dn: 0.303748 loss_bbox_dn: 0.136726 loss_giou_dn: 0.365662 loss_class_aux_dn: 1.642106 loss_bbox_aux_dn: 0.806072 loss_giou_aux_dn: 1.973142 loss: 13.641538 eta: 4 days, 11:43:38 batch_cost: 0.6501 data_cost: 0.0018 ips: 6.1531 images/s [04/12 01:43:49] ppdet.engine INFO: Epoch: [38] [5400/7329] learning_rate: 0.000100 loss_class: 0.583659 loss_bbox: 0.140287 loss_giou: 0.373792 loss_class_aux: 3.728942 loss_bbox_aux: 0.942345 loss_giou_aux: 2.366712 loss_class_dn: 0.344918 loss_bbox_dn: 0.153344 loss_giou_dn: 0.408719 loss_class_aux_dn: 1.843339 loss_bbox_aux_dn: 0.920634 loss_giou_aux_dn: 2.242059 loss: 15.321148 eta: 4 days, 11:42:35 batch_cost: 0.6613 data_cost: 0.0019 ips: 6.0483 images/s [04/12 01:45:05] ppdet.engine INFO: Epoch: [38] [5500/7329] learning_rate: 0.000100 loss_class: 0.618734 loss_bbox: 0.129687 loss_giou: 0.404623 loss_class_aux: 3.918136 loss_bbox_aux: 0.898431 loss_giou_aux: 2.550953 loss_class_dn: 0.340538 loss_bbox_dn: 0.129281 loss_giou_dn: 0.383762 loss_class_aux_dn: 1.886512 loss_bbox_aux_dn: 0.768814 loss_giou_aux_dn: 2.113081 loss: 14.839735 eta: 4 days, 11:41:39 batch_cost: 0.6916 data_cost: 0.0017 ips: 5.7835 images/s [04/12 01:46:16] ppdet.engine INFO: Epoch: [38] [5600/7329] learning_rate: 0.000100 loss_class: 0.599460 loss_bbox: 0.118028 loss_giou: 0.392339 loss_class_aux: 3.920567 loss_bbox_aux: 0.880752 loss_giou_aux: 2.519574 loss_class_dn: 0.340487 loss_bbox_dn: 0.152181 loss_giou_dn: 0.389244 loss_class_aux_dn: 1.827636 loss_bbox_aux_dn: 0.918632 loss_giou_aux_dn: 2.149837 loss: 14.538340 eta: 4 days, 11:40:33 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1432 images/s [04/12 01:47:26] ppdet.engine INFO: Epoch: [38] [5700/7329] learning_rate: 0.000100 loss_class: 0.529756 loss_bbox: 0.130358 loss_giou: 0.349205 loss_class_aux: 3.366201 loss_bbox_aux: 0.868682 loss_giou_aux: 2.274837 loss_class_dn: 0.311176 loss_bbox_dn: 0.146154 loss_giou_dn: 0.354531 loss_class_aux_dn: 1.686577 loss_bbox_aux_dn: 0.879353 loss_giou_aux_dn: 1.981187 loss: 13.366392 eta: 4 days, 11:39:29 batch_cost: 0.6524 data_cost: 0.0020 ips: 6.1310 images/s [04/12 01:48:36] ppdet.engine INFO: Epoch: [38] [5800/7329] learning_rate: 0.000100 loss_class: 0.611350 loss_bbox: 0.134326 loss_giou: 0.392106 loss_class_aux: 3.870100 loss_bbox_aux: 0.862357 loss_giou_aux: 2.621891 loss_class_dn: 0.349443 loss_bbox_dn: 0.156715 loss_giou_dn: 0.403230 loss_class_aux_dn: 1.860679 loss_bbox_aux_dn: 0.867965 loss_giou_aux_dn: 2.211159 loss: 14.799595 eta: 4 days, 11:38:22 batch_cost: 0.6427 data_cost: 0.0018 ips: 6.2241 images/s [04/12 01:49:47] ppdet.engine INFO: Epoch: [38] [5900/7329] learning_rate: 0.000100 loss_class: 0.615990 loss_bbox: 0.137454 loss_giou: 0.373162 loss_class_aux: 4.031315 loss_bbox_aux: 0.850477 loss_giou_aux: 2.348690 loss_class_dn: 0.337360 loss_bbox_dn: 0.153187 loss_giou_dn: 0.374222 loss_class_aux_dn: 1.824821 loss_bbox_aux_dn: 0.913377 loss_giou_aux_dn: 2.125560 loss: 15.304033 eta: 4 days, 11:37:17 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1245 images/s [04/12 01:50:58] ppdet.engine INFO: Epoch: [38] [6000/7329] learning_rate: 0.000100 loss_class: 0.597821 loss_bbox: 0.128229 loss_giou: 0.374261 loss_class_aux: 3.840763 loss_bbox_aux: 0.820498 loss_giou_aux: 2.394512 loss_class_dn: 0.330594 loss_bbox_dn: 0.142041 loss_giou_dn: 0.359990 loss_class_aux_dn: 1.741215 loss_bbox_aux_dn: 0.850254 loss_giou_aux_dn: 1.999421 loss: 13.325522 eta: 4 days, 11:36:13 batch_cost: 0.6560 data_cost: 0.0020 ips: 6.0975 images/s [04/12 01:52:09] ppdet.engine INFO: Epoch: [38] [6100/7329] learning_rate: 0.000100 loss_class: 0.531595 loss_bbox: 0.126139 loss_giou: 0.398036 loss_class_aux: 3.433191 loss_bbox_aux: 0.827162 loss_giou_aux: 2.570039 loss_class_dn: 0.313908 loss_bbox_dn: 0.141648 loss_giou_dn: 0.364317 loss_class_aux_dn: 1.678500 loss_bbox_aux_dn: 0.832270 loss_giou_aux_dn: 1.973526 loss: 13.203100 eta: 4 days, 11:35:09 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1063 images/s [04/12 01:53:20] ppdet.engine INFO: Epoch: [38] [6200/7329] learning_rate: 0.000100 loss_class: 0.617814 loss_bbox: 0.158484 loss_giou: 0.427969 loss_class_aux: 4.008800 loss_bbox_aux: 1.001086 loss_giou_aux: 2.677604 loss_class_dn: 0.374955 loss_bbox_dn: 0.169452 loss_giou_dn: 0.399404 loss_class_aux_dn: 1.996029 loss_bbox_aux_dn: 0.981769 loss_giou_aux_dn: 2.207929 loss: 14.749342 eta: 4 days, 11:34:03 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1789 images/s [04/12 01:54:30] ppdet.engine INFO: Epoch: [38] [6300/7329] learning_rate: 0.000100 loss_class: 0.617642 loss_bbox: 0.140639 loss_giou: 0.379958 loss_class_aux: 3.934220 loss_bbox_aux: 0.912209 loss_giou_aux: 2.460623 loss_class_dn: 0.354558 loss_bbox_dn: 0.156998 loss_giou_dn: 0.360859 loss_class_aux_dn: 1.906895 loss_bbox_aux_dn: 0.924111 loss_giou_aux_dn: 2.031817 loss: 14.206520 eta: 4 days, 11:32:57 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1785 images/s [04/12 01:55:42] ppdet.engine INFO: Epoch: [38] [6400/7329] learning_rate: 0.000100 loss_class: 0.558234 loss_bbox: 0.117511 loss_giou: 0.308670 loss_class_aux: 3.465865 loss_bbox_aux: 0.814900 loss_giou_aux: 1.998726 loss_class_dn: 0.300162 loss_bbox_dn: 0.136613 loss_giou_dn: 0.311876 loss_class_aux_dn: 1.645170 loss_bbox_aux_dn: 0.783469 loss_giou_aux_dn: 1.744320 loss: 12.976503 eta: 4 days, 11:31:54 batch_cost: 0.6596 data_cost: 0.0020 ips: 6.0645 images/s [04/12 01:56:52] ppdet.engine INFO: Epoch: [38] [6500/7329] learning_rate: 0.000100 loss_class: 0.569190 loss_bbox: 0.138789 loss_giou: 0.423946 loss_class_aux: 3.736672 loss_bbox_aux: 0.901661 loss_giou_aux: 2.661303 loss_class_dn: 0.342059 loss_bbox_dn: 0.156464 loss_giou_dn: 0.400443 loss_class_aux_dn: 1.800218 loss_bbox_aux_dn: 0.910008 loss_giou_aux_dn: 2.164716 loss: 14.096392 eta: 4 days, 11:30:47 batch_cost: 0.6419 data_cost: 0.0019 ips: 6.2318 images/s [04/12 01:58:02] ppdet.engine INFO: Epoch: [38] [6600/7329] learning_rate: 0.000100 loss_class: 0.539405 loss_bbox: 0.127125 loss_giou: 0.380400 loss_class_aux: 3.532912 loss_bbox_aux: 0.827568 loss_giou_aux: 2.350978 loss_class_dn: 0.310080 loss_bbox_dn: 0.134661 loss_giou_dn: 0.356930 loss_class_aux_dn: 1.678611 loss_bbox_aux_dn: 0.774095 loss_giou_aux_dn: 1.984843 loss: 13.438427 eta: 4 days, 11:29:42 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1201 images/s [04/12 01:59:12] ppdet.engine INFO: Epoch: [38] [6700/7329] learning_rate: 0.000100 loss_class: 0.550556 loss_bbox: 0.126217 loss_giou: 0.358671 loss_class_aux: 3.500807 loss_bbox_aux: 0.817811 loss_giou_aux: 2.360357 loss_class_dn: 0.318691 loss_bbox_dn: 0.145464 loss_giou_dn: 0.338717 loss_class_aux_dn: 1.728073 loss_bbox_aux_dn: 0.887239 loss_giou_aux_dn: 1.960196 loss: 13.633693 eta: 4 days, 11:28:35 batch_cost: 0.6409 data_cost: 0.0019 ips: 6.2412 images/s [04/12 02:00:23] ppdet.engine INFO: Epoch: [38] [6800/7329] learning_rate: 0.000100 loss_class: 0.520599 loss_bbox: 0.126960 loss_giou: 0.310892 loss_class_aux: 3.360707 loss_bbox_aux: 0.847048 loss_giou_aux: 2.021120 loss_class_dn: 0.298043 loss_bbox_dn: 0.124625 loss_giou_dn: 0.319850 loss_class_aux_dn: 1.638069 loss_bbox_aux_dn: 0.780615 loss_giou_aux_dn: 1.818974 loss: 12.043163 eta: 4 days, 11:27:29 batch_cost: 0.6496 data_cost: 0.0018 ips: 6.1581 images/s [04/12 02:01:34] ppdet.engine INFO: Epoch: [38] [6900/7329] learning_rate: 0.000100 loss_class: 0.616134 loss_bbox: 0.139960 loss_giou: 0.325899 loss_class_aux: 3.778845 loss_bbox_aux: 0.890440 loss_giou_aux: 2.130692 loss_class_dn: 0.331786 loss_bbox_dn: 0.161166 loss_giou_dn: 0.361715 loss_class_aux_dn: 1.793785 loss_bbox_aux_dn: 0.942610 loss_giou_aux_dn: 2.053982 loss: 13.908239 eta: 4 days, 11:26:25 batch_cost: 0.6533 data_cost: 0.0019 ips: 6.1230 images/s [04/12 02:02:44] ppdet.engine INFO: Epoch: [38] [7000/7329] learning_rate: 0.000100 loss_class: 0.570387 loss_bbox: 0.145716 loss_giou: 0.335732 loss_class_aux: 3.592250 loss_bbox_aux: 0.922334 loss_giou_aux: 2.125691 loss_class_dn: 0.302515 loss_bbox_dn: 0.149725 loss_giou_dn: 0.317657 loss_class_aux_dn: 1.596073 loss_bbox_aux_dn: 0.905365 loss_giou_aux_dn: 1.774809 loss: 13.069715 eta: 4 days, 11:25:19 batch_cost: 0.6466 data_cost: 0.0019 ips: 6.1865 images/s [04/12 02:03:54] ppdet.engine INFO: Epoch: [38] [7100/7329] learning_rate: 0.000100 loss_class: 0.609156 loss_bbox: 0.132959 loss_giou: 0.449997 loss_class_aux: 3.995451 loss_bbox_aux: 0.866813 loss_giou_aux: 2.818621 loss_class_dn: 0.349511 loss_bbox_dn: 0.143064 loss_giou_dn: 0.424662 loss_class_aux_dn: 1.873066 loss_bbox_aux_dn: 0.889200 loss_giou_aux_dn: 2.334103 loss: 15.083248 eta: 4 days, 11:24:13 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1824 images/s [04/12 02:05:05] ppdet.engine INFO: Epoch: [38] [7200/7329] learning_rate: 0.000100 loss_class: 0.560639 loss_bbox: 0.128431 loss_giou: 0.398301 loss_class_aux: 3.658650 loss_bbox_aux: 0.860195 loss_giou_aux: 2.536691 loss_class_dn: 0.342894 loss_bbox_dn: 0.138822 loss_giou_dn: 0.392131 loss_class_aux_dn: 1.846045 loss_bbox_aux_dn: 0.807441 loss_giou_aux_dn: 2.223135 loss: 14.525005 eta: 4 days, 11:23:08 batch_cost: 0.6511 data_cost: 0.0017 ips: 6.1430 images/s [04/12 02:06:15] ppdet.engine INFO: Epoch: [38] [7300/7329] learning_rate: 0.000100 loss_class: 0.604359 loss_bbox: 0.138456 loss_giou: 0.360677 loss_class_aux: 3.708244 loss_bbox_aux: 0.941759 loss_giou_aux: 2.284527 loss_class_dn: 0.307828 loss_bbox_dn: 0.158781 loss_giou_dn: 0.377122 loss_class_aux_dn: 1.640465 loss_bbox_aux_dn: 0.906795 loss_giou_aux_dn: 2.061371 loss: 13.626974 eta: 4 days, 11:22:01 batch_cost: 0.6447 data_cost: 0.0017 ips: 6.2046 images/s [04/12 02:06:40] ppdet.engine INFO: Eval iter: 0 [04/12 02:07:07] ppdet.engine INFO: Eval iter: 100 [04/12 02:07:34] ppdet.engine INFO: Eval iter: 200 [04/12 02:08:01] ppdet.engine INFO: Eval iter: 300 [04/12 02:08:28] ppdet.engine INFO: Eval iter: 400 [04/12 02:08:56] ppdet.engine INFO: Eval iter: 500 [04/12 02:09:24] ppdet.engine INFO: Eval iter: 600 [04/12 02:10:05] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.20s) creating index... index created! [04/12 02:10:06] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.41s). Accumulating evaluation results... DONE (t=28.98s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.719 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/12 02:12:58] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.072969166697952 [04/12 02:12:59] ppdet.engine INFO: Best test bbox ap is 0.537. [04/12 02:13:02] ppdet.engine INFO: Epoch: [39] [ 0/7329] learning_rate: 0.000100 loss_class: 0.580960 loss_bbox: 0.141247 loss_giou: 0.330991 loss_class_aux: 3.636572 loss_bbox_aux: 0.916652 loss_giou_aux: 2.117776 loss_class_dn: 0.305087 loss_bbox_dn: 0.158501 loss_giou_dn: 0.322389 loss_class_aux_dn: 1.640465 loss_bbox_aux_dn: 0.902930 loss_giou_aux_dn: 1.769761 loss: 13.204905 eta: 4 days, 11:21:44 batch_cost: 0.6565 data_cost: 0.0018 ips: 6.0926 images/s [04/12 02:14:12] ppdet.engine INFO: Epoch: [39] [ 100/7329] learning_rate: 0.000100 loss_class: 0.555364 loss_bbox: 0.140058 loss_giou: 0.394637 loss_class_aux: 3.488545 loss_bbox_aux: 0.891538 loss_giou_aux: 2.477910 loss_class_dn: 0.325006 loss_bbox_dn: 0.153819 loss_giou_dn: 0.366802 loss_class_aux_dn: 1.758846 loss_bbox_aux_dn: 0.914992 loss_giou_aux_dn: 2.069666 loss: 13.727715 eta: 4 days, 11:20:37 batch_cost: 0.6444 data_cost: 0.0015 ips: 6.2075 images/s [04/12 02:15:24] ppdet.engine INFO: Epoch: [39] [ 200/7329] learning_rate: 0.000100 loss_class: 0.573163 loss_bbox: 0.132789 loss_giou: 0.326329 loss_class_aux: 3.727469 loss_bbox_aux: 0.878394 loss_giou_aux: 2.108540 loss_class_dn: 0.315489 loss_bbox_dn: 0.167295 loss_giou_dn: 0.330655 loss_class_aux_dn: 1.743034 loss_bbox_aux_dn: 0.955914 loss_giou_aux_dn: 1.854590 loss: 13.395604 eta: 4 days, 11:19:33 batch_cost: 0.6541 data_cost: 0.0017 ips: 6.1157 images/s [04/12 02:16:33] ppdet.engine INFO: Epoch: [39] [ 300/7329] learning_rate: 0.000100 loss_class: 0.532362 loss_bbox: 0.121097 loss_giou: 0.306319 loss_class_aux: 3.564124 loss_bbox_aux: 0.808916 loss_giou_aux: 1.896776 loss_class_dn: 0.304022 loss_bbox_dn: 0.151804 loss_giou_dn: 0.312325 loss_class_aux_dn: 1.670796 loss_bbox_aux_dn: 0.893357 loss_giou_aux_dn: 1.781167 loss: 12.994315 eta: 4 days, 11:18:24 batch_cost: 0.6351 data_cost: 0.0017 ips: 6.2986 images/s [04/12 02:17:42] ppdet.engine INFO: Epoch: [39] [ 400/7329] learning_rate: 0.000100 loss_class: 0.602754 loss_bbox: 0.134556 loss_giou: 0.424283 loss_class_aux: 3.829553 loss_bbox_aux: 0.896908 loss_giou_aux: 2.681773 loss_class_dn: 0.325373 loss_bbox_dn: 0.156296 loss_giou_dn: 0.408661 loss_class_aux_dn: 1.773903 loss_bbox_aux_dn: 0.893685 loss_giou_aux_dn: 2.298605 loss: 14.367672 eta: 4 days, 11:17:17 batch_cost: 0.6398 data_cost: 0.0017 ips: 6.2523 images/s [04/12 02:18:52] ppdet.engine INFO: Epoch: [39] [ 500/7329] learning_rate: 0.000100 loss_class: 0.602601 loss_bbox: 0.136496 loss_giou: 0.369802 loss_class_aux: 3.803939 loss_bbox_aux: 0.896259 loss_giou_aux: 2.322814 loss_class_dn: 0.328089 loss_bbox_dn: 0.158360 loss_giou_dn: 0.350065 loss_class_aux_dn: 1.783171 loss_bbox_aux_dn: 0.897739 loss_giou_aux_dn: 1.976314 loss: 13.843534 eta: 4 days, 11:16:11 batch_cost: 0.6459 data_cost: 0.0017 ips: 6.1933 images/s [04/12 02:20:02] ppdet.engine INFO: Epoch: [39] [ 600/7329] learning_rate: 0.000100 loss_class: 0.498567 loss_bbox: 0.118837 loss_giou: 0.321999 loss_class_aux: 3.245601 loss_bbox_aux: 0.787276 loss_giou_aux: 2.066090 loss_class_dn: 0.295308 loss_bbox_dn: 0.149285 loss_giou_dn: 0.329486 loss_class_aux_dn: 1.597416 loss_bbox_aux_dn: 0.879091 loss_giou_aux_dn: 1.802421 loss: 12.288454 eta: 4 days, 11:15:03 batch_cost: 0.6399 data_cost: 0.0018 ips: 6.2506 images/s [04/12 02:21:11] ppdet.engine INFO: Epoch: [39] [ 700/7329] learning_rate: 0.000100 loss_class: 0.599464 loss_bbox: 0.128019 loss_giou: 0.441819 loss_class_aux: 3.896029 loss_bbox_aux: 0.862088 loss_giou_aux: 2.769352 loss_class_dn: 0.344631 loss_bbox_dn: 0.150706 loss_giou_dn: 0.404822 loss_class_aux_dn: 1.877737 loss_bbox_aux_dn: 0.901499 loss_giou_aux_dn: 2.186596 loss: 14.406848 eta: 4 days, 11:13:56 batch_cost: 0.6387 data_cost: 0.0017 ips: 6.2629 images/s [04/12 02:22:21] ppdet.engine INFO: Epoch: [39] [ 800/7329] learning_rate: 0.000100 loss_class: 0.605453 loss_bbox: 0.119954 loss_giou: 0.408590 loss_class_aux: 4.033528 loss_bbox_aux: 0.828889 loss_giou_aux: 2.501005 loss_class_dn: 0.344922 loss_bbox_dn: 0.119122 loss_giou_dn: 0.406332 loss_class_aux_dn: 1.849106 loss_bbox_aux_dn: 0.717478 loss_giou_aux_dn: 2.268846 loss: 15.077470 eta: 4 days, 11:12:50 batch_cost: 0.6504 data_cost: 0.0017 ips: 6.1502 images/s [04/12 02:23:31] ppdet.engine INFO: Epoch: [39] [ 900/7329] learning_rate: 0.000100 loss_class: 0.557240 loss_bbox: 0.136091 loss_giou: 0.413649 loss_class_aux: 3.848927 loss_bbox_aux: 0.823344 loss_giou_aux: 2.611028 loss_class_dn: 0.343413 loss_bbox_dn: 0.141053 loss_giou_dn: 0.403398 loss_class_aux_dn: 1.821743 loss_bbox_aux_dn: 0.852687 loss_giou_aux_dn: 2.264440 loss: 14.769524 eta: 4 days, 11:11:44 batch_cost: 0.6450 data_cost: 0.0017 ips: 6.2019 images/s [04/12 02:24:41] ppdet.engine INFO: Epoch: [39] [1000/7329] learning_rate: 0.000100 loss_class: 0.603839 loss_bbox: 0.128155 loss_giou: 0.372461 loss_class_aux: 3.900485 loss_bbox_aux: 0.834429 loss_giou_aux: 2.378149 loss_class_dn: 0.322516 loss_bbox_dn: 0.121748 loss_giou_dn: 0.363346 loss_class_aux_dn: 1.736260 loss_bbox_aux_dn: 0.701876 loss_giou_aux_dn: 1.992304 loss: 13.243984 eta: 4 days, 11:10:38 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1713 images/s [04/12 02:25:51] ppdet.engine INFO: Epoch: [39] [1100/7329] learning_rate: 0.000100 loss_class: 0.565978 loss_bbox: 0.137011 loss_giou: 0.334031 loss_class_aux: 3.554884 loss_bbox_aux: 0.867514 loss_giou_aux: 2.101893 loss_class_dn: 0.315903 loss_bbox_dn: 0.139270 loss_giou_dn: 0.346678 loss_class_aux_dn: 1.677931 loss_bbox_aux_dn: 0.826414 loss_giou_aux_dn: 1.873470 loss: 13.031151 eta: 4 days, 11:09:31 batch_cost: 0.6405 data_cost: 0.0018 ips: 6.2451 images/s [04/12 02:27:01] ppdet.engine INFO: Epoch: [39] [1200/7329] learning_rate: 0.000100 loss_class: 0.561028 loss_bbox: 0.127199 loss_giou: 0.357354 loss_class_aux: 3.510684 loss_bbox_aux: 0.861780 loss_giou_aux: 2.233653 loss_class_dn: 0.308626 loss_bbox_dn: 0.132651 loss_giou_dn: 0.349927 loss_class_aux_dn: 1.644273 loss_bbox_aux_dn: 0.794990 loss_giou_aux_dn: 1.898776 loss: 13.126940 eta: 4 days, 11:08:25 batch_cost: 0.6441 data_cost: 0.0017 ips: 6.2106 images/s [04/12 02:28:11] ppdet.engine INFO: Epoch: [39] [1300/7329] learning_rate: 0.000100 loss_class: 0.572876 loss_bbox: 0.144457 loss_giou: 0.363175 loss_class_aux: 3.710174 loss_bbox_aux: 0.930397 loss_giou_aux: 2.236061 loss_class_dn: 0.303355 loss_bbox_dn: 0.145595 loss_giou_dn: 0.366436 loss_class_aux_dn: 1.651603 loss_bbox_aux_dn: 0.908875 loss_giou_aux_dn: 2.026909 loss: 14.369690 eta: 4 days, 11:07:18 batch_cost: 0.6447 data_cost: 0.0017 ips: 6.2048 images/s [04/12 02:29:21] ppdet.engine INFO: Epoch: [39] [1400/7329] learning_rate: 0.000100 loss_class: 0.599027 loss_bbox: 0.148710 loss_giou: 0.439304 loss_class_aux: 3.781775 loss_bbox_aux: 0.966551 loss_giou_aux: 2.715622 loss_class_dn: 0.353660 loss_bbox_dn: 0.146667 loss_giou_dn: 0.409199 loss_class_aux_dn: 1.865011 loss_bbox_aux_dn: 0.914443 loss_giou_aux_dn: 2.220024 loss: 15.785566 eta: 4 days, 11:06:13 batch_cost: 0.6486 data_cost: 0.0017 ips: 6.1675 images/s [04/12 02:30:31] ppdet.engine INFO: Epoch: [39] [1500/7329] learning_rate: 0.000100 loss_class: 0.621310 loss_bbox: 0.131335 loss_giou: 0.436649 loss_class_aux: 3.997489 loss_bbox_aux: 0.870323 loss_giou_aux: 2.807442 loss_class_dn: 0.342977 loss_bbox_dn: 0.151664 loss_giou_dn: 0.429652 loss_class_aux_dn: 1.886671 loss_bbox_aux_dn: 0.906492 loss_giou_aux_dn: 2.353094 loss: 15.190042 eta: 4 days, 11:05:06 batch_cost: 0.6446 data_cost: 0.0016 ips: 6.2055 images/s [04/12 02:31:41] ppdet.engine INFO: Epoch: [39] [1600/7329] learning_rate: 0.000100 loss_class: 0.571380 loss_bbox: 0.140346 loss_giou: 0.385800 loss_class_aux: 3.804620 loss_bbox_aux: 0.934603 loss_giou_aux: 2.447175 loss_class_dn: 0.338067 loss_bbox_dn: 0.156303 loss_giou_dn: 0.378631 loss_class_aux_dn: 1.789856 loss_bbox_aux_dn: 0.944788 loss_giou_aux_dn: 2.128122 loss: 14.806992 eta: 4 days, 11:04:00 batch_cost: 0.6472 data_cost: 0.0018 ips: 6.1806 images/s [04/12 02:32:51] ppdet.engine INFO: Epoch: [39] [1700/7329] learning_rate: 0.000100 loss_class: 0.526931 loss_bbox: 0.146229 loss_giou: 0.427915 loss_class_aux: 3.295852 loss_bbox_aux: 0.917356 loss_giou_aux: 2.601358 loss_class_dn: 0.331557 loss_bbox_dn: 0.144873 loss_giou_dn: 0.386500 loss_class_aux_dn: 1.776091 loss_bbox_aux_dn: 0.879386 loss_giou_aux_dn: 2.057884 loss: 14.769468 eta: 4 days, 11:02:55 batch_cost: 0.6504 data_cost: 0.0017 ips: 6.1498 images/s [04/12 02:34:02] ppdet.engine INFO: Epoch: [39] [1800/7329] learning_rate: 0.000100 loss_class: 0.571070 loss_bbox: 0.143037 loss_giou: 0.354954 loss_class_aux: 3.638882 loss_bbox_aux: 0.926301 loss_giou_aux: 2.251861 loss_class_dn: 0.300476 loss_bbox_dn: 0.164080 loss_giou_dn: 0.329690 loss_class_aux_dn: 1.609354 loss_bbox_aux_dn: 0.973133 loss_giou_aux_dn: 1.793697 loss: 13.125055 eta: 4 days, 11:01:50 batch_cost: 0.6501 data_cost: 0.0017 ips: 6.1528 images/s [04/12 02:35:12] ppdet.engine INFO: Epoch: [39] [1900/7329] learning_rate: 0.000100 loss_class: 0.571909 loss_bbox: 0.133207 loss_giou: 0.406677 loss_class_aux: 3.633889 loss_bbox_aux: 0.862246 loss_giou_aux: 2.624511 loss_class_dn: 0.332253 loss_bbox_dn: 0.140919 loss_giou_dn: 0.384459 loss_class_aux_dn: 1.758293 loss_bbox_aux_dn: 0.850284 loss_giou_aux_dn: 2.117796 loss: 14.427442 eta: 4 days, 11:00:43 batch_cost: 0.6425 data_cost: 0.0017 ips: 6.2260 images/s [04/12 02:36:25] ppdet.engine INFO: Epoch: [39] [2000/7329] learning_rate: 0.000100 loss_class: 0.596682 loss_bbox: 0.112637 loss_giou: 0.372303 loss_class_aux: 3.742424 loss_bbox_aux: 0.777481 loss_giou_aux: 2.398072 loss_class_dn: 0.332167 loss_bbox_dn: 0.131358 loss_giou_dn: 0.387123 loss_class_aux_dn: 1.770262 loss_bbox_aux_dn: 0.752732 loss_giou_aux_dn: 2.079399 loss: 13.832088 eta: 4 days, 10:59:41 batch_cost: 0.6668 data_cost: 0.0017 ips: 5.9989 images/s [04/12 02:37:36] ppdet.engine INFO: Epoch: [39] [2100/7329] learning_rate: 0.000100 loss_class: 0.596667 loss_bbox: 0.135710 loss_giou: 0.368851 loss_class_aux: 3.813443 loss_bbox_aux: 0.865678 loss_giou_aux: 2.315706 loss_class_dn: 0.326734 loss_bbox_dn: 0.147500 loss_giou_dn: 0.340916 loss_class_aux_dn: 1.709439 loss_bbox_aux_dn: 0.879480 loss_giou_aux_dn: 1.956835 loss: 13.861546 eta: 4 days, 10:58:37 batch_cost: 0.6546 data_cost: 0.0016 ips: 6.1108 images/s [04/12 02:38:46] ppdet.engine INFO: Epoch: [39] [2200/7329] learning_rate: 0.000100 loss_class: 0.580699 loss_bbox: 0.121028 loss_giou: 0.348439 loss_class_aux: 3.675315 loss_bbox_aux: 0.838160 loss_giou_aux: 2.195938 loss_class_dn: 0.295720 loss_bbox_dn: 0.135299 loss_giou_dn: 0.328556 loss_class_aux_dn: 1.636973 loss_bbox_aux_dn: 0.795535 loss_giou_aux_dn: 1.877328 loss: 12.831663 eta: 4 days, 10:57:30 batch_cost: 0.6446 data_cost: 0.0017 ips: 6.2054 images/s [04/12 02:39:57] ppdet.engine INFO: Epoch: [39] [2300/7329] learning_rate: 0.000100 loss_class: 0.579322 loss_bbox: 0.133315 loss_giou: 0.344329 loss_class_aux: 3.664960 loss_bbox_aux: 0.869357 loss_giou_aux: 2.264509 loss_class_dn: 0.325544 loss_bbox_dn: 0.155166 loss_giou_dn: 0.321913 loss_class_aux_dn: 1.758449 loss_bbox_aux_dn: 0.909573 loss_giou_aux_dn: 1.818222 loss: 13.650667 eta: 4 days, 10:56:25 batch_cost: 0.6486 data_cost: 0.0017 ips: 6.1669 images/s [04/12 02:41:07] ppdet.engine INFO: Epoch: [39] [2400/7329] learning_rate: 0.000100 loss_class: 0.553175 loss_bbox: 0.137719 loss_giou: 0.386926 loss_class_aux: 3.541147 loss_bbox_aux: 0.876652 loss_giou_aux: 2.402069 loss_class_dn: 0.313029 loss_bbox_dn: 0.146872 loss_giou_dn: 0.360349 loss_class_aux_dn: 1.693311 loss_bbox_aux_dn: 0.872559 loss_giou_aux_dn: 1.973758 loss: 13.890352 eta: 4 days, 10:55:19 batch_cost: 0.6486 data_cost: 0.0017 ips: 6.1670 images/s [04/12 02:42:18] ppdet.engine INFO: Epoch: [39] [2500/7329] learning_rate: 0.000100 loss_class: 0.581743 loss_bbox: 0.145273 loss_giou: 0.410935 loss_class_aux: 3.750639 loss_bbox_aux: 0.883697 loss_giou_aux: 2.553148 loss_class_dn: 0.333503 loss_bbox_dn: 0.154292 loss_giou_dn: 0.350639 loss_class_aux_dn: 1.809665 loss_bbox_aux_dn: 0.903188 loss_giou_aux_dn: 2.023749 loss: 14.179396 eta: 4 days, 10:54:14 batch_cost: 0.6538 data_cost: 0.0017 ips: 6.1184 images/s [04/12 02:43:29] ppdet.engine INFO: Epoch: [39] [2600/7329] learning_rate: 0.000100 loss_class: 0.629674 loss_bbox: 0.132990 loss_giou: 0.400592 loss_class_aux: 3.877431 loss_bbox_aux: 0.896775 loss_giou_aux: 2.626597 loss_class_dn: 0.350703 loss_bbox_dn: 0.150532 loss_giou_dn: 0.379238 loss_class_aux_dn: 1.896100 loss_bbox_aux_dn: 0.880393 loss_giou_aux_dn: 2.168439 loss: 14.557304 eta: 4 days, 10:53:10 batch_cost: 0.6524 data_cost: 0.0017 ips: 6.1309 images/s [04/12 02:44:38] ppdet.engine INFO: Epoch: [39] [2700/7329] learning_rate: 0.000100 loss_class: 0.575527 loss_bbox: 0.131317 loss_giou: 0.382566 loss_class_aux: 3.628400 loss_bbox_aux: 0.887508 loss_giou_aux: 2.369084 loss_class_dn: 0.329692 loss_bbox_dn: 0.143872 loss_giou_dn: 0.338085 loss_class_aux_dn: 1.756986 loss_bbox_aux_dn: 0.883198 loss_giou_aux_dn: 1.858903 loss: 13.683887 eta: 4 days, 10:52:02 batch_cost: 0.6407 data_cost: 0.0016 ips: 6.2432 images/s [04/12 02:45:47] ppdet.engine INFO: Epoch: [39] [2800/7329] learning_rate: 0.000100 loss_class: 0.581682 loss_bbox: 0.139352 loss_giou: 0.442898 loss_class_aux: 3.622832 loss_bbox_aux: 0.921745 loss_giou_aux: 2.917682 loss_class_dn: 0.323597 loss_bbox_dn: 0.162622 loss_giou_dn: 0.415936 loss_class_aux_dn: 1.769772 loss_bbox_aux_dn: 0.934623 loss_giou_aux_dn: 2.388358 loss: 15.451284 eta: 4 days, 10:50:55 batch_cost: 0.6377 data_cost: 0.0017 ips: 6.2725 images/s [04/12 02:46:57] ppdet.engine INFO: Epoch: [39] [2900/7329] learning_rate: 0.000100 loss_class: 0.569964 loss_bbox: 0.151589 loss_giou: 0.359002 loss_class_aux: 3.640152 loss_bbox_aux: 0.914413 loss_giou_aux: 2.291574 loss_class_dn: 0.343065 loss_bbox_dn: 0.151762 loss_giou_dn: 0.361391 loss_class_aux_dn: 1.792808 loss_bbox_aux_dn: 0.877042 loss_giou_aux_dn: 1.994626 loss: 14.059107 eta: 4 days, 10:49:48 batch_cost: 0.6462 data_cost: 0.0017 ips: 6.1900 images/s [04/12 02:48:09] ppdet.engine INFO: Epoch: [39] [3000/7329] learning_rate: 0.000100 loss_class: 0.568412 loss_bbox: 0.127812 loss_giou: 0.363352 loss_class_aux: 3.743028 loss_bbox_aux: 0.852828 loss_giou_aux: 2.256638 loss_class_dn: 0.313949 loss_bbox_dn: 0.149240 loss_giou_dn: 0.365088 loss_class_aux_dn: 1.672558 loss_bbox_aux_dn: 0.881326 loss_giou_aux_dn: 2.028192 loss: 13.554670 eta: 4 days, 10:48:46 batch_cost: 0.6638 data_cost: 0.0018 ips: 6.0263 images/s [04/12 02:49:21] ppdet.engine INFO: Epoch: [39] [3100/7329] learning_rate: 0.000100 loss_class: 0.539563 loss_bbox: 0.147632 loss_giou: 0.339609 loss_class_aux: 3.662161 loss_bbox_aux: 0.963524 loss_giou_aux: 2.171379 loss_class_dn: 0.286768 loss_bbox_dn: 0.164065 loss_giou_dn: 0.334719 loss_class_aux_dn: 1.605807 loss_bbox_aux_dn: 0.987229 loss_giou_aux_dn: 1.881935 loss: 13.475864 eta: 4 days, 10:47:43 batch_cost: 0.6605 data_cost: 0.0017 ips: 6.0563 images/s [04/12 02:50:31] ppdet.engine INFO: Epoch: [39] [3200/7329] learning_rate: 0.000100 loss_class: 0.597956 loss_bbox: 0.133743 loss_giou: 0.397618 loss_class_aux: 3.847958 loss_bbox_aux: 0.872831 loss_giou_aux: 2.501842 loss_class_dn: 0.339851 loss_bbox_dn: 0.136571 loss_giou_dn: 0.405494 loss_class_aux_dn: 1.846682 loss_bbox_aux_dn: 0.810962 loss_giou_aux_dn: 2.240676 loss: 14.508072 eta: 4 days, 10:46:37 batch_cost: 0.6480 data_cost: 0.0017 ips: 6.1733 images/s [04/12 02:51:41] ppdet.engine INFO: Epoch: [39] [3300/7329] learning_rate: 0.000100 loss_class: 0.608724 loss_bbox: 0.133577 loss_giou: 0.394176 loss_class_aux: 3.787382 loss_bbox_aux: 0.913697 loss_giou_aux: 2.487005 loss_class_dn: 0.339003 loss_bbox_dn: 0.154247 loss_giou_dn: 0.402278 loss_class_aux_dn: 1.825079 loss_bbox_aux_dn: 0.908821 loss_giou_aux_dn: 2.198085 loss: 14.799620 eta: 4 days, 10:45:30 batch_cost: 0.6404 data_cost: 0.0016 ips: 6.2459 images/s [04/12 02:52:54] ppdet.engine INFO: Epoch: [39] [3400/7329] learning_rate: 0.000100 loss_class: 0.537587 loss_bbox: 0.131868 loss_giou: 0.338308 loss_class_aux: 3.339749 loss_bbox_aux: 0.865545 loss_giou_aux: 2.114470 loss_class_dn: 0.293741 loss_bbox_dn: 0.140415 loss_giou_dn: 0.328563 loss_class_aux_dn: 1.593982 loss_bbox_aux_dn: 0.826117 loss_giou_aux_dn: 1.809178 loss: 12.559988 eta: 4 days, 10:44:29 batch_cost: 0.6721 data_cost: 0.0017 ips: 5.9517 images/s [04/12 02:54:04] ppdet.engine INFO: Epoch: [39] [3500/7329] learning_rate: 0.000100 loss_class: 0.523075 loss_bbox: 0.117728 loss_giou: 0.353014 loss_class_aux: 3.422630 loss_bbox_aux: 0.834449 loss_giou_aux: 2.118288 loss_class_dn: 0.300044 loss_bbox_dn: 0.142868 loss_giou_dn: 0.334077 loss_class_aux_dn: 1.600418 loss_bbox_aux_dn: 0.852626 loss_giou_aux_dn: 1.876246 loss: 12.711905 eta: 4 days, 10:43:24 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1586 images/s [04/12 02:55:13] ppdet.engine INFO: Epoch: [39] [3600/7329] learning_rate: 0.000100 loss_class: 0.587433 loss_bbox: 0.128525 loss_giou: 0.375465 loss_class_aux: 3.727494 loss_bbox_aux: 0.840532 loss_giou_aux: 2.343618 loss_class_dn: 0.310188 loss_bbox_dn: 0.139652 loss_giou_dn: 0.347397 loss_class_aux_dn: 1.708615 loss_bbox_aux_dn: 0.843605 loss_giou_aux_dn: 1.903656 loss: 13.291652 eta: 4 days, 10:42:15 batch_cost: 0.6352 data_cost: 0.0017 ips: 6.2972 images/s [04/12 02:56:23] ppdet.engine INFO: Epoch: [39] [3700/7329] learning_rate: 0.000100 loss_class: 0.534932 loss_bbox: 0.128982 loss_giou: 0.353716 loss_class_aux: 3.511288 loss_bbox_aux: 0.798860 loss_giou_aux: 2.160337 loss_class_dn: 0.287505 loss_bbox_dn: 0.135749 loss_giou_dn: 0.332230 loss_class_aux_dn: 1.562620 loss_bbox_aux_dn: 0.804144 loss_giou_aux_dn: 1.832658 loss: 12.229504 eta: 4 days, 10:41:09 batch_cost: 0.6445 data_cost: 0.0017 ips: 6.2068 images/s [04/12 02:57:34] ppdet.engine INFO: Epoch: [39] [3800/7329] learning_rate: 0.000100 loss_class: 0.577663 loss_bbox: 0.122984 loss_giou: 0.352000 loss_class_aux: 3.754390 loss_bbox_aux: 0.807946 loss_giou_aux: 2.248127 loss_class_dn: 0.326995 loss_bbox_dn: 0.132791 loss_giou_dn: 0.340061 loss_class_aux_dn: 1.710338 loss_bbox_aux_dn: 0.777676 loss_giou_aux_dn: 1.878760 loss: 13.776320 eta: 4 days, 10:40:04 batch_cost: 0.6501 data_cost: 0.0016 ips: 6.1531 images/s [04/12 02:58:45] ppdet.engine INFO: Epoch: [39] [3900/7329] learning_rate: 0.000100 loss_class: 0.505624 loss_bbox: 0.134347 loss_giou: 0.359320 loss_class_aux: 3.292643 loss_bbox_aux: 0.854891 loss_giou_aux: 2.264596 loss_class_dn: 0.286154 loss_bbox_dn: 0.133578 loss_giou_dn: 0.353286 loss_class_aux_dn: 1.564204 loss_bbox_aux_dn: 0.832169 loss_giou_aux_dn: 1.922514 loss: 12.726335 eta: 4 days, 10:39:00 batch_cost: 0.6573 data_cost: 0.0017 ips: 6.0858 images/s [04/12 02:59:56] ppdet.engine INFO: Epoch: [39] [4000/7329] learning_rate: 0.000100 loss_class: 0.561737 loss_bbox: 0.127560 loss_giou: 0.407749 loss_class_aux: 3.628462 loss_bbox_aux: 0.854493 loss_giou_aux: 2.487194 loss_class_dn: 0.330827 loss_bbox_dn: 0.143656 loss_giou_dn: 0.386141 loss_class_aux_dn: 1.751892 loss_bbox_aux_dn: 0.832662 loss_giou_aux_dn: 2.132597 loss: 13.675318 eta: 4 days, 10:37:54 batch_cost: 0.6505 data_cost: 0.0017 ips: 6.1491 images/s [04/12 03:01:06] ppdet.engine INFO: Epoch: [39] [4100/7329] learning_rate: 0.000100 loss_class: 0.558265 loss_bbox: 0.136823 loss_giou: 0.449831 loss_class_aux: 3.483054 loss_bbox_aux: 0.946370 loss_giou_aux: 2.790964 loss_class_dn: 0.336961 loss_bbox_dn: 0.143383 loss_giou_dn: 0.408030 loss_class_aux_dn: 1.772839 loss_bbox_aux_dn: 0.835572 loss_giou_aux_dn: 2.227289 loss: 14.616304 eta: 4 days, 10:36:48 batch_cost: 0.6437 data_cost: 0.0016 ips: 6.2141 images/s [04/12 03:02:16] ppdet.engine INFO: Epoch: [39] [4200/7329] learning_rate: 0.000100 loss_class: 0.567451 loss_bbox: 0.138182 loss_giou: 0.313304 loss_class_aux: 3.511434 loss_bbox_aux: 0.901196 loss_giou_aux: 1.992488 loss_class_dn: 0.311367 loss_bbox_dn: 0.141902 loss_giou_dn: 0.314141 loss_class_aux_dn: 1.687762 loss_bbox_aux_dn: 0.840471 loss_giou_aux_dn: 1.797034 loss: 12.626476 eta: 4 days, 10:35:43 batch_cost: 0.6509 data_cost: 0.0017 ips: 6.1451 images/s [04/12 03:03:28] ppdet.engine INFO: Epoch: [39] [4300/7329] learning_rate: 0.000100 loss_class: 0.522575 loss_bbox: 0.129771 loss_giou: 0.302421 loss_class_aux: 3.282500 loss_bbox_aux: 0.827056 loss_giou_aux: 1.946472 loss_class_dn: 0.286546 loss_bbox_dn: 0.153139 loss_giou_dn: 0.304567 loss_class_aux_dn: 1.565474 loss_bbox_aux_dn: 0.881942 loss_giou_aux_dn: 1.742015 loss: 12.754463 eta: 4 days, 10:34:39 batch_cost: 0.6588 data_cost: 0.0017 ips: 6.0721 images/s [04/12 03:04:37] ppdet.engine INFO: Epoch: [39] [4400/7329] learning_rate: 0.000100 loss_class: 0.586951 loss_bbox: 0.112132 loss_giou: 0.376655 loss_class_aux: 3.587236 loss_bbox_aux: 0.776717 loss_giou_aux: 2.358437 loss_class_dn: 0.310073 loss_bbox_dn: 0.131237 loss_giou_dn: 0.344213 loss_class_aux_dn: 1.681448 loss_bbox_aux_dn: 0.770834 loss_giou_aux_dn: 1.901316 loss: 13.526730 eta: 4 days, 10:33:33 batch_cost: 0.6435 data_cost: 0.0017 ips: 6.2164 images/s [04/12 03:05:48] ppdet.engine INFO: Epoch: [39] [4500/7329] learning_rate: 0.000100 loss_class: 0.651116 loss_bbox: 0.141926 loss_giou: 0.381181 loss_class_aux: 4.069429 loss_bbox_aux: 0.911966 loss_giou_aux: 2.318244 loss_class_dn: 0.340785 loss_bbox_dn: 0.160689 loss_giou_dn: 0.360200 loss_class_aux_dn: 1.859908 loss_bbox_aux_dn: 0.981357 loss_giou_aux_dn: 2.014582 loss: 14.537936 eta: 4 days, 10:32:27 batch_cost: 0.6501 data_cost: 0.0017 ips: 6.1529 images/s [04/12 03:07:00] ppdet.engine INFO: Epoch: [39] [4600/7329] learning_rate: 0.000100 loss_class: 0.541122 loss_bbox: 0.119539 loss_giou: 0.330942 loss_class_aux: 3.581225 loss_bbox_aux: 0.781427 loss_giou_aux: 2.024811 loss_class_dn: 0.284868 loss_bbox_dn: 0.140343 loss_giou_dn: 0.317597 loss_class_aux_dn: 1.592832 loss_bbox_aux_dn: 0.792648 loss_giou_aux_dn: 1.776868 loss: 12.670660 eta: 4 days, 10:31:25 batch_cost: 0.6643 data_cost: 0.0018 ips: 6.0214 images/s [04/12 03:08:12] ppdet.engine INFO: Epoch: [39] [4700/7329] learning_rate: 0.000100 loss_class: 0.607385 loss_bbox: 0.142551 loss_giou: 0.389698 loss_class_aux: 3.824939 loss_bbox_aux: 0.944005 loss_giou_aux: 2.516016 loss_class_dn: 0.328636 loss_bbox_dn: 0.157290 loss_giou_dn: 0.375235 loss_class_aux_dn: 1.759357 loss_bbox_aux_dn: 0.916037 loss_giou_aux_dn: 2.091256 loss: 14.361345 eta: 4 days, 10:30:21 batch_cost: 0.6562 data_cost: 0.0018 ips: 6.0956 images/s [04/12 03:09:22] ppdet.engine INFO: Epoch: [39] [4800/7329] learning_rate: 0.000100 loss_class: 0.552619 loss_bbox: 0.143888 loss_giou: 0.368525 loss_class_aux: 3.538780 loss_bbox_aux: 0.929481 loss_giou_aux: 2.214367 loss_class_dn: 0.315324 loss_bbox_dn: 0.142048 loss_giou_dn: 0.336076 loss_class_aux_dn: 1.675707 loss_bbox_aux_dn: 0.827441 loss_giou_aux_dn: 1.862239 loss: 13.057738 eta: 4 days, 10:29:16 batch_cost: 0.6514 data_cost: 0.0016 ips: 6.1410 images/s [04/12 03:10:31] ppdet.engine INFO: Epoch: [39] [4900/7329] learning_rate: 0.000100 loss_class: 0.611071 loss_bbox: 0.142011 loss_giou: 0.377532 loss_class_aux: 4.010786 loss_bbox_aux: 0.970252 loss_giou_aux: 2.474310 loss_class_dn: 0.360159 loss_bbox_dn: 0.169901 loss_giou_dn: 0.386108 loss_class_aux_dn: 1.925564 loss_bbox_aux_dn: 0.996049 loss_giou_aux_dn: 2.114369 loss: 14.561602 eta: 4 days, 10:28:07 batch_cost: 0.6305 data_cost: 0.0016 ips: 6.3439 images/s [04/12 03:11:42] ppdet.engine INFO: Epoch: [39] [5000/7329] learning_rate: 0.000100 loss_class: 0.606928 loss_bbox: 0.143282 loss_giou: 0.419192 loss_class_aux: 3.881411 loss_bbox_aux: 0.926022 loss_giou_aux: 2.658511 loss_class_dn: 0.360715 loss_bbox_dn: 0.164253 loss_giou_dn: 0.403162 loss_class_aux_dn: 1.967020 loss_bbox_aux_dn: 1.029549 loss_giou_aux_dn: 2.219234 loss: 15.270449 eta: 4 days, 10:27:02 batch_cost: 0.6547 data_cost: 0.0017 ips: 6.1095 images/s [04/12 03:12:50] ppdet.engine INFO: Epoch: [39] [5100/7329] learning_rate: 0.000100 loss_class: 0.637788 loss_bbox: 0.129033 loss_giou: 0.402715 loss_class_aux: 3.917006 loss_bbox_aux: 0.841866 loss_giou_aux: 2.520834 loss_class_dn: 0.358831 loss_bbox_dn: 0.138608 loss_giou_dn: 0.396694 loss_class_aux_dn: 1.909412 loss_bbox_aux_dn: 0.814026 loss_giou_aux_dn: 2.185981 loss: 15.222491 eta: 4 days, 10:25:53 batch_cost: 0.6313 data_cost: 0.0016 ips: 6.3360 images/s [04/12 03:14:00] ppdet.engine INFO: Epoch: [39] [5200/7329] learning_rate: 0.000100 loss_class: 0.570970 loss_bbox: 0.132916 loss_giou: 0.383345 loss_class_aux: 3.573520 loss_bbox_aux: 0.916838 loss_giou_aux: 2.404404 loss_class_dn: 0.319645 loss_bbox_dn: 0.141087 loss_giou_dn: 0.353153 loss_class_aux_dn: 1.752555 loss_bbox_aux_dn: 0.873353 loss_giou_aux_dn: 1.978623 loss: 13.419168 eta: 4 days, 10:24:47 batch_cost: 0.6453 data_cost: 0.0017 ips: 6.1989 images/s [04/12 03:15:10] ppdet.engine INFO: Epoch: [39] [5300/7329] learning_rate: 0.000100 loss_class: 0.577947 loss_bbox: 0.133116 loss_giou: 0.361655 loss_class_aux: 3.574600 loss_bbox_aux: 0.874516 loss_giou_aux: 2.197598 loss_class_dn: 0.320650 loss_bbox_dn: 0.136501 loss_giou_dn: 0.342608 loss_class_aux_dn: 1.718301 loss_bbox_aux_dn: 0.816914 loss_giou_aux_dn: 1.946541 loss: 14.299047 eta: 4 days, 10:23:40 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2237 images/s [04/12 03:16:20] ppdet.engine INFO: Epoch: [39] [5400/7329] learning_rate: 0.000100 loss_class: 0.600178 loss_bbox: 0.140809 loss_giou: 0.387577 loss_class_aux: 3.883189 loss_bbox_aux: 0.879840 loss_giou_aux: 2.556071 loss_class_dn: 0.330866 loss_bbox_dn: 0.140597 loss_giou_dn: 0.385507 loss_class_aux_dn: 1.776209 loss_bbox_aux_dn: 0.857563 loss_giou_aux_dn: 2.167943 loss: 14.222635 eta: 4 days, 10:22:35 batch_cost: 0.6514 data_cost: 0.0017 ips: 6.1410 images/s [04/12 03:17:30] ppdet.engine INFO: Epoch: [39] [5500/7329] learning_rate: 0.000100 loss_class: 0.559105 loss_bbox: 0.126983 loss_giou: 0.379213 loss_class_aux: 3.489629 loss_bbox_aux: 0.807346 loss_giou_aux: 2.436291 loss_class_dn: 0.326707 loss_bbox_dn: 0.145177 loss_giou_dn: 0.389816 loss_class_aux_dn: 1.786893 loss_bbox_aux_dn: 0.841329 loss_giou_aux_dn: 2.112048 loss: 13.958957 eta: 4 days, 10:21:28 batch_cost: 0.6425 data_cost: 0.0018 ips: 6.2259 images/s [04/12 03:18:40] ppdet.engine INFO: Epoch: [39] [5600/7329] learning_rate: 0.000100 loss_class: 0.595376 loss_bbox: 0.139069 loss_giou: 0.354729 loss_class_aux: 3.940351 loss_bbox_aux: 0.878899 loss_giou_aux: 2.270117 loss_class_dn: 0.332687 loss_bbox_dn: 0.155807 loss_giou_dn: 0.343388 loss_class_aux_dn: 1.761139 loss_bbox_aux_dn: 0.969100 loss_giou_aux_dn: 1.968278 loss: 14.664194 eta: 4 days, 10:20:23 batch_cost: 0.6493 data_cost: 0.0019 ips: 6.1606 images/s [04/12 03:19:51] ppdet.engine INFO: Epoch: [39] [5700/7329] learning_rate: 0.000100 loss_class: 0.559213 loss_bbox: 0.140603 loss_giou: 0.334953 loss_class_aux: 3.562599 loss_bbox_aux: 0.923551 loss_giou_aux: 2.126276 loss_class_dn: 0.312627 loss_bbox_dn: 0.151238 loss_giou_dn: 0.317932 loss_class_aux_dn: 1.709877 loss_bbox_aux_dn: 0.909684 loss_giou_aux_dn: 1.766263 loss: 13.689833 eta: 4 days, 10:19:18 batch_cost: 0.6522 data_cost: 0.0017 ips: 6.1327 images/s [04/12 03:21:01] ppdet.engine INFO: Epoch: [39] [5800/7329] learning_rate: 0.000100 loss_class: 0.647060 loss_bbox: 0.136020 loss_giou: 0.376219 loss_class_aux: 3.978630 loss_bbox_aux: 0.884735 loss_giou_aux: 2.482853 loss_class_dn: 0.362791 loss_bbox_dn: 0.151623 loss_giou_dn: 0.428064 loss_class_aux_dn: 1.944978 loss_bbox_aux_dn: 0.902733 loss_giou_aux_dn: 2.407134 loss: 16.124115 eta: 4 days, 10:18:12 batch_cost: 0.6479 data_cost: 0.0018 ips: 6.1739 images/s [04/12 03:22:11] ppdet.engine INFO: Epoch: [39] [5900/7329] learning_rate: 0.000100 loss_class: 0.642183 loss_bbox: 0.136897 loss_giou: 0.392739 loss_class_aux: 4.113387 loss_bbox_aux: 0.904979 loss_giou_aux: 2.564850 loss_class_dn: 0.362866 loss_bbox_dn: 0.149702 loss_giou_dn: 0.374679 loss_class_aux_dn: 1.937731 loss_bbox_aux_dn: 0.868183 loss_giou_aux_dn: 2.104196 loss: 14.827437 eta: 4 days, 10:17:05 batch_cost: 0.6422 data_cost: 0.0017 ips: 6.2285 images/s [04/12 03:23:22] ppdet.engine INFO: Epoch: [39] [6000/7329] learning_rate: 0.000100 loss_class: 0.625787 loss_bbox: 0.135577 loss_giou: 0.435434 loss_class_aux: 4.065583 loss_bbox_aux: 0.904674 loss_giou_aux: 2.786750 loss_class_dn: 0.354736 loss_bbox_dn: 0.152190 loss_giou_dn: 0.428521 loss_class_aux_dn: 1.933543 loss_bbox_aux_dn: 0.895347 loss_giou_aux_dn: 2.345102 loss: 15.946102 eta: 4 days, 10:16:01 batch_cost: 0.6562 data_cost: 0.0016 ips: 6.0958 images/s [04/12 03:24:33] ppdet.engine INFO: Epoch: [39] [6100/7329] learning_rate: 0.000100 loss_class: 0.559296 loss_bbox: 0.129489 loss_giou: 0.327613 loss_class_aux: 3.439462 loss_bbox_aux: 0.855662 loss_giou_aux: 2.099263 loss_class_dn: 0.305704 loss_bbox_dn: 0.137797 loss_giou_dn: 0.342330 loss_class_aux_dn: 1.670846 loss_bbox_aux_dn: 0.823417 loss_giou_aux_dn: 1.966639 loss: 13.381230 eta: 4 days, 10:14:57 batch_cost: 0.6563 data_cost: 0.0017 ips: 6.0944 images/s [04/12 03:25:44] ppdet.engine INFO: Epoch: [39] [6200/7329] learning_rate: 0.000100 loss_class: 0.576421 loss_bbox: 0.133404 loss_giou: 0.351252 loss_class_aux: 3.619270 loss_bbox_aux: 0.848944 loss_giou_aux: 2.212780 loss_class_dn: 0.313792 loss_bbox_dn: 0.144874 loss_giou_dn: 0.375672 loss_class_aux_dn: 1.667871 loss_bbox_aux_dn: 0.884282 loss_giou_aux_dn: 2.092098 loss: 13.757102 eta: 4 days, 10:13:52 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1390 images/s [04/12 03:26:54] ppdet.engine INFO: Epoch: [39] [6300/7329] learning_rate: 0.000100 loss_class: 0.565350 loss_bbox: 0.133421 loss_giou: 0.302136 loss_class_aux: 3.596474 loss_bbox_aux: 0.903489 loss_giou_aux: 1.931472 loss_class_dn: 0.301031 loss_bbox_dn: 0.143625 loss_giou_dn: 0.307687 loss_class_aux_dn: 1.643071 loss_bbox_aux_dn: 0.878027 loss_giou_aux_dn: 1.769449 loss: 13.215694 eta: 4 days, 10:12:45 batch_cost: 0.6419 data_cost: 0.0017 ips: 6.2311 images/s [04/12 03:28:04] ppdet.engine INFO: Epoch: [39] [6400/7329] learning_rate: 0.000100 loss_class: 0.623399 loss_bbox: 0.138680 loss_giou: 0.428519 loss_class_aux: 3.915840 loss_bbox_aux: 0.904258 loss_giou_aux: 2.717497 loss_class_dn: 0.359598 loss_bbox_dn: 0.141262 loss_giou_dn: 0.411632 loss_class_aux_dn: 1.885090 loss_bbox_aux_dn: 0.871802 loss_giou_aux_dn: 2.256061 loss: 14.768005 eta: 4 days, 10:11:39 batch_cost: 0.6437 data_cost: 0.0017 ips: 6.2138 images/s [04/12 03:29:14] ppdet.engine INFO: Epoch: [39] [6500/7329] learning_rate: 0.000100 loss_class: 0.581612 loss_bbox: 0.123717 loss_giou: 0.354195 loss_class_aux: 3.650073 loss_bbox_aux: 0.811106 loss_giou_aux: 2.256492 loss_class_dn: 0.314320 loss_bbox_dn: 0.129963 loss_giou_dn: 0.365453 loss_class_aux_dn: 1.679000 loss_bbox_aux_dn: 0.784837 loss_giou_aux_dn: 2.039041 loss: 13.346427 eta: 4 days, 10:10:33 batch_cost: 0.6494 data_cost: 0.0017 ips: 6.1596 images/s [04/12 03:30:25] ppdet.engine INFO: Epoch: [39] [6600/7329] learning_rate: 0.000100 loss_class: 0.612176 loss_bbox: 0.140291 loss_giou: 0.387794 loss_class_aux: 3.913145 loss_bbox_aux: 0.910034 loss_giou_aux: 2.519331 loss_class_dn: 0.322385 loss_bbox_dn: 0.166122 loss_giou_dn: 0.361940 loss_class_aux_dn: 1.731102 loss_bbox_aux_dn: 0.945853 loss_giou_aux_dn: 1.986904 loss: 14.322079 eta: 4 days, 10:09:29 batch_cost: 0.6538 data_cost: 0.0018 ips: 6.1183 images/s [04/12 03:31:39] ppdet.engine INFO: Epoch: [39] [6700/7329] learning_rate: 0.000100 loss_class: 0.606300 loss_bbox: 0.154998 loss_giou: 0.431091 loss_class_aux: 3.970053 loss_bbox_aux: 1.015570 loss_giou_aux: 2.696624 loss_class_dn: 0.347404 loss_bbox_dn: 0.149553 loss_giou_dn: 0.412590 loss_class_aux_dn: 1.886262 loss_bbox_aux_dn: 0.916973 loss_giou_aux_dn: 2.273527 loss: 14.962466 eta: 4 days, 10:08:28 batch_cost: 0.6706 data_cost: 0.0017 ips: 5.9652 images/s [04/12 03:32:51] ppdet.engine INFO: Epoch: [39] [6800/7329] learning_rate: 0.000100 loss_class: 0.544398 loss_bbox: 0.131735 loss_giou: 0.366250 loss_class_aux: 3.477032 loss_bbox_aux: 0.871135 loss_giou_aux: 2.195000 loss_class_dn: 0.314244 loss_bbox_dn: 0.137089 loss_giou_dn: 0.372979 loss_class_aux_dn: 1.699911 loss_bbox_aux_dn: 0.834493 loss_giou_aux_dn: 2.077322 loss: 13.658554 eta: 4 days, 10:07:24 batch_cost: 0.6606 data_cost: 0.0017 ips: 6.0551 images/s [04/12 03:34:03] ppdet.engine INFO: Epoch: [39] [6900/7329] learning_rate: 0.000100 loss_class: 0.623927 loss_bbox: 0.148528 loss_giou: 0.398405 loss_class_aux: 3.944148 loss_bbox_aux: 0.966594 loss_giou_aux: 2.555122 loss_class_dn: 0.344836 loss_bbox_dn: 0.144401 loss_giou_dn: 0.385719 loss_class_aux_dn: 1.854799 loss_bbox_aux_dn: 0.916323 loss_giou_aux_dn: 2.146544 loss: 14.844294 eta: 4 days, 10:06:22 batch_cost: 0.6620 data_cost: 0.0019 ips: 6.0422 images/s [04/12 03:35:13] ppdet.engine INFO: Epoch: [39] [7000/7329] learning_rate: 0.000100 loss_class: 0.544548 loss_bbox: 0.131565 loss_giou: 0.325238 loss_class_aux: 3.628879 loss_bbox_aux: 0.864134 loss_giou_aux: 2.049682 loss_class_dn: 0.291353 loss_bbox_dn: 0.141811 loss_giou_dn: 0.336662 loss_class_aux_dn: 1.579324 loss_bbox_aux_dn: 0.887718 loss_giou_aux_dn: 1.809552 loss: 13.147605 eta: 4 days, 10:05:15 batch_cost: 0.6439 data_cost: 0.0017 ips: 6.2119 images/s [04/12 03:36:23] ppdet.engine INFO: Epoch: [39] [7100/7329] learning_rate: 0.000100 loss_class: 0.579044 loss_bbox: 0.118740 loss_giou: 0.375242 loss_class_aux: 3.776216 loss_bbox_aux: 0.762474 loss_giou_aux: 2.375685 loss_class_dn: 0.313394 loss_bbox_dn: 0.121214 loss_giou_dn: 0.365687 loss_class_aux_dn: 1.705446 loss_bbox_aux_dn: 0.738726 loss_giou_aux_dn: 2.045943 loss: 13.618226 eta: 4 days, 10:04:10 batch_cost: 0.6522 data_cost: 0.0017 ips: 6.1333 images/s [04/12 03:37:36] ppdet.engine INFO: Epoch: [39] [7200/7329] learning_rate: 0.000100 loss_class: 0.601410 loss_bbox: 0.145193 loss_giou: 0.438269 loss_class_aux: 3.924919 loss_bbox_aux: 0.908946 loss_giou_aux: 2.758126 loss_class_dn: 0.367963 loss_bbox_dn: 0.154882 loss_giou_dn: 0.418565 loss_class_aux_dn: 1.968511 loss_bbox_aux_dn: 0.871028 loss_giou_aux_dn: 2.299153 loss: 15.525475 eta: 4 days, 10:03:07 batch_cost: 0.6609 data_cost: 0.0017 ips: 6.0525 images/s [04/12 03:38:47] ppdet.engine INFO: Epoch: [39] [7300/7329] learning_rate: 0.000100 loss_class: 0.650684 loss_bbox: 0.141871 loss_giou: 0.402523 loss_class_aux: 4.031089 loss_bbox_aux: 0.942532 loss_giou_aux: 2.544267 loss_class_dn: 0.352015 loss_bbox_dn: 0.152696 loss_giou_dn: 0.414171 loss_class_aux_dn: 1.907912 loss_bbox_aux_dn: 0.865506 loss_giou_aux_dn: 2.250665 loss: 15.001213 eta: 4 days, 10:02:03 batch_cost: 0.6549 data_cost: 0.0017 ips: 6.1077 images/s [04/12 03:39:11] ppdet.engine INFO: Eval iter: 0 [04/12 03:39:38] ppdet.engine INFO: Eval iter: 100 [04/12 03:40:05] ppdet.engine INFO: Eval iter: 200 [04/12 03:40:32] ppdet.engine INFO: Eval iter: 300 [04/12 03:40:59] ppdet.engine INFO: Eval iter: 400 [04/12 03:41:27] ppdet.engine INFO: Eval iter: 500 [04/12 03:41:55] ppdet.engine INFO: Eval iter: 600 [04/12 03:42:35] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 03:42:36] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.15s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=125.95s). Accumulating evaluation results... DONE (t=32.21s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.720 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/12 03:45:29] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.208752739298998 [04/12 03:45:29] ppdet.engine INFO: Best test bbox ap is 0.537. [04/12 03:45:33] ppdet.engine INFO: Epoch: [40] [ 0/7329] learning_rate: 0.000100 loss_class: 0.635461 loss_bbox: 0.134089 loss_giou: 0.396412 loss_class_aux: 4.100148 loss_bbox_aux: 0.886158 loss_giou_aux: 2.483214 loss_class_dn: 0.333685 loss_bbox_dn: 0.133128 loss_giou_dn: 0.390081 loss_class_aux_dn: 1.807524 loss_bbox_aux_dn: 0.842492 loss_giou_aux_dn: 2.185059 loss: 14.259884 eta: 4 days, 10:01:44 batch_cost: 0.6500 data_cost: 0.0018 ips: 6.1534 images/s [04/12 03:46:43] ppdet.engine INFO: Epoch: [40] [ 100/7329] learning_rate: 0.000100 loss_class: 0.591004 loss_bbox: 0.125390 loss_giou: 0.400392 loss_class_aux: 3.685656 loss_bbox_aux: 0.839146 loss_giou_aux: 2.518378 loss_class_dn: 0.327658 loss_bbox_dn: 0.146394 loss_giou_dn: 0.405230 loss_class_aux_dn: 1.754074 loss_bbox_aux_dn: 0.884447 loss_giou_aux_dn: 2.223163 loss: 14.119985 eta: 4 days, 10:00:37 batch_cost: 0.6447 data_cost: 0.0015 ips: 6.2044 images/s [04/12 03:47:52] ppdet.engine INFO: Epoch: [40] [ 200/7329] learning_rate: 0.000100 loss_class: 0.607289 loss_bbox: 0.137604 loss_giou: 0.444518 loss_class_aux: 3.892349 loss_bbox_aux: 0.904568 loss_giou_aux: 2.766355 loss_class_dn: 0.356526 loss_bbox_dn: 0.162060 loss_giou_dn: 0.437278 loss_class_aux_dn: 1.920982 loss_bbox_aux_dn: 0.949569 loss_giou_aux_dn: 2.444253 loss: 16.167284 eta: 4 days, 9:59:30 batch_cost: 0.6389 data_cost: 0.0017 ips: 6.2612 images/s [04/12 03:49:02] ppdet.engine INFO: Epoch: [40] [ 300/7329] learning_rate: 0.000100 loss_class: 0.587452 loss_bbox: 0.151211 loss_giou: 0.455758 loss_class_aux: 3.836809 loss_bbox_aux: 0.945269 loss_giou_aux: 3.008669 loss_class_dn: 0.368878 loss_bbox_dn: 0.157463 loss_giou_dn: 0.416819 loss_class_aux_dn: 1.991749 loss_bbox_aux_dn: 0.911236 loss_giou_aux_dn: 2.331264 loss: 14.879092 eta: 4 days, 9:58:23 batch_cost: 0.6408 data_cost: 0.0018 ips: 6.2425 images/s [04/12 03:50:13] ppdet.engine INFO: Epoch: [40] [ 400/7329] learning_rate: 0.000100 loss_class: 0.540395 loss_bbox: 0.117932 loss_giou: 0.343788 loss_class_aux: 3.487945 loss_bbox_aux: 0.803878 loss_giou_aux: 2.196221 loss_class_dn: 0.294180 loss_bbox_dn: 0.126502 loss_giou_dn: 0.335190 loss_class_aux_dn: 1.600933 loss_bbox_aux_dn: 0.774062 loss_giou_aux_dn: 1.875300 loss: 13.201400 eta: 4 days, 9:57:18 batch_cost: 0.6545 data_cost: 0.0017 ips: 6.1117 images/s [04/12 03:51:23] ppdet.engine INFO: Epoch: [40] [ 500/7329] learning_rate: 0.000100 loss_class: 0.535620 loss_bbox: 0.136078 loss_giou: 0.353561 loss_class_aux: 3.350140 loss_bbox_aux: 0.848361 loss_giou_aux: 2.219514 loss_class_dn: 0.329955 loss_bbox_dn: 0.140834 loss_giou_dn: 0.350873 loss_class_aux_dn: 1.760840 loss_bbox_aux_dn: 0.826226 loss_giou_aux_dn: 1.923723 loss: 13.284771 eta: 4 days, 9:56:11 batch_cost: 0.6400 data_cost: 0.0017 ips: 6.2502 images/s [04/12 03:52:34] ppdet.engine INFO: Epoch: [40] [ 600/7329] learning_rate: 0.000100 loss_class: 0.637550 loss_bbox: 0.136078 loss_giou: 0.416013 loss_class_aux: 4.183807 loss_bbox_aux: 0.937402 loss_giou_aux: 2.650054 loss_class_dn: 0.337021 loss_bbox_dn: 0.157913 loss_giou_dn: 0.416527 loss_class_aux_dn: 1.769814 loss_bbox_aux_dn: 0.984248 loss_giou_aux_dn: 2.304037 loss: 14.875740 eta: 4 days, 9:55:07 batch_cost: 0.6551 data_cost: 0.0017 ips: 6.1058 images/s [04/12 03:53:43] ppdet.engine INFO: Epoch: [40] [ 700/7329] learning_rate: 0.000100 loss_class: 0.494182 loss_bbox: 0.116876 loss_giou: 0.340604 loss_class_aux: 3.198642 loss_bbox_aux: 0.736666 loss_giou_aux: 2.172559 loss_class_dn: 0.293206 loss_bbox_dn: 0.130573 loss_giou_dn: 0.330707 loss_class_aux_dn: 1.607977 loss_bbox_aux_dn: 0.779839 loss_giou_aux_dn: 1.908783 loss: 12.720177 eta: 4 days, 9:53:58 batch_cost: 0.6350 data_cost: 0.0017 ips: 6.2990 images/s [04/12 03:54:54] ppdet.engine INFO: Epoch: [40] [ 800/7329] learning_rate: 0.000100 loss_class: 0.590530 loss_bbox: 0.128635 loss_giou: 0.363126 loss_class_aux: 3.500723 loss_bbox_aux: 0.821178 loss_giou_aux: 2.277708 loss_class_dn: 0.315027 loss_bbox_dn: 0.148115 loss_giou_dn: 0.352412 loss_class_aux_dn: 1.659660 loss_bbox_aux_dn: 0.845463 loss_giou_aux_dn: 1.911668 loss: 13.093203 eta: 4 days, 9:52:53 batch_cost: 0.6501 data_cost: 0.0016 ips: 6.1533 images/s [04/12 03:56:05] ppdet.engine INFO: Epoch: [40] [ 900/7329] learning_rate: 0.000100 loss_class: 0.571535 loss_bbox: 0.141025 loss_giou: 0.406313 loss_class_aux: 3.820097 loss_bbox_aux: 0.921968 loss_giou_aux: 2.485493 loss_class_dn: 0.321836 loss_bbox_dn: 0.146123 loss_giou_dn: 0.401996 loss_class_aux_dn: 1.724822 loss_bbox_aux_dn: 0.917331 loss_giou_aux_dn: 2.163600 loss: 14.411863 eta: 4 days, 9:51:49 batch_cost: 0.6540 data_cost: 0.0016 ips: 6.1165 images/s [04/12 03:57:16] ppdet.engine INFO: Epoch: [40] [1000/7329] learning_rate: 0.000100 loss_class: 0.596657 loss_bbox: 0.148798 loss_giou: 0.363781 loss_class_aux: 3.861782 loss_bbox_aux: 0.945015 loss_giou_aux: 2.333774 loss_class_dn: 0.328274 loss_bbox_dn: 0.145429 loss_giou_dn: 0.362368 loss_class_aux_dn: 1.751546 loss_bbox_aux_dn: 0.824327 loss_giou_aux_dn: 2.035686 loss: 14.754534 eta: 4 days, 9:50:44 batch_cost: 0.6526 data_cost: 0.0017 ips: 6.1289 images/s [04/12 03:58:26] ppdet.engine INFO: Epoch: [40] [1100/7329] learning_rate: 0.000100 loss_class: 0.601962 loss_bbox: 0.125459 loss_giou: 0.403820 loss_class_aux: 3.916119 loss_bbox_aux: 0.819927 loss_giou_aux: 2.611063 loss_class_dn: 0.351553 loss_bbox_dn: 0.149031 loss_giou_dn: 0.396053 loss_class_aux_dn: 1.875792 loss_bbox_aux_dn: 0.881485 loss_giou_aux_dn: 2.229712 loss: 14.594193 eta: 4 days, 9:49:39 batch_cost: 0.6504 data_cost: 0.0016 ips: 6.1501 images/s [04/12 03:59:37] ppdet.engine INFO: Epoch: [40] [1200/7329] learning_rate: 0.000100 loss_class: 0.543336 loss_bbox: 0.130460 loss_giou: 0.356487 loss_class_aux: 3.365637 loss_bbox_aux: 0.852431 loss_giou_aux: 2.273388 loss_class_dn: 0.302803 loss_bbox_dn: 0.159213 loss_giou_dn: 0.338426 loss_class_aux_dn: 1.624697 loss_bbox_aux_dn: 0.914760 loss_giou_aux_dn: 1.856212 loss: 12.944492 eta: 4 days, 9:48:33 batch_cost: 0.6484 data_cost: 0.0017 ips: 6.1693 images/s [04/12 04:00:47] ppdet.engine INFO: Epoch: [40] [1300/7329] learning_rate: 0.000100 loss_class: 0.617526 loss_bbox: 0.132362 loss_giou: 0.387266 loss_class_aux: 3.931539 loss_bbox_aux: 0.914934 loss_giou_aux: 2.484514 loss_class_dn: 0.351484 loss_bbox_dn: 0.144916 loss_giou_dn: 0.386646 loss_class_aux_dn: 1.868249 loss_bbox_aux_dn: 0.857710 loss_giou_aux_dn: 2.133878 loss: 15.376234 eta: 4 days, 9:47:26 batch_cost: 0.6438 data_cost: 0.0017 ips: 6.2129 images/s [04/12 04:01:56] ppdet.engine INFO: Epoch: [40] [1400/7329] learning_rate: 0.000100 loss_class: 0.512526 loss_bbox: 0.123167 loss_giou: 0.314883 loss_class_aux: 3.359749 loss_bbox_aux: 0.842686 loss_giou_aux: 1.969568 loss_class_dn: 0.298682 loss_bbox_dn: 0.151333 loss_giou_dn: 0.300917 loss_class_aux_dn: 1.650900 loss_bbox_aux_dn: 0.912093 loss_giou_aux_dn: 1.679453 loss: 12.984070 eta: 4 days, 9:46:20 batch_cost: 0.6427 data_cost: 0.0016 ips: 6.2236 images/s [04/12 04:03:07] ppdet.engine INFO: Epoch: [40] [1500/7329] learning_rate: 0.000100 loss_class: 0.640284 loss_bbox: 0.135880 loss_giou: 0.412048 loss_class_aux: 4.015949 loss_bbox_aux: 0.888050 loss_giou_aux: 2.623663 loss_class_dn: 0.339357 loss_bbox_dn: 0.148829 loss_giou_dn: 0.406125 loss_class_aux_dn: 1.841830 loss_bbox_aux_dn: 0.882429 loss_giou_aux_dn: 2.291642 loss: 15.979679 eta: 4 days, 9:45:14 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1544 images/s [04/12 04:04:17] ppdet.engine INFO: Epoch: [40] [1600/7329] learning_rate: 0.000100 loss_class: 0.582698 loss_bbox: 0.134992 loss_giou: 0.364657 loss_class_aux: 3.747443 loss_bbox_aux: 0.844715 loss_giou_aux: 2.215995 loss_class_dn: 0.327882 loss_bbox_dn: 0.146779 loss_giou_dn: 0.360747 loss_class_aux_dn: 1.821242 loss_bbox_aux_dn: 0.868594 loss_giou_aux_dn: 1.971736 loss: 14.276447 eta: 4 days, 9:44:09 batch_cost: 0.6491 data_cost: 0.0017 ips: 6.1623 images/s [04/12 04:05:26] ppdet.engine INFO: Epoch: [40] [1700/7329] learning_rate: 0.000100 loss_class: 0.560129 loss_bbox: 0.142151 loss_giou: 0.340522 loss_class_aux: 3.619960 loss_bbox_aux: 0.899616 loss_giou_aux: 2.166654 loss_class_dn: 0.303472 loss_bbox_dn: 0.183454 loss_giou_dn: 0.334858 loss_class_aux_dn: 1.639324 loss_bbox_aux_dn: 1.054104 loss_giou_aux_dn: 1.891254 loss: 13.344001 eta: 4 days, 9:43:01 batch_cost: 0.6386 data_cost: 0.0016 ips: 6.2634 images/s [04/12 04:06:35] ppdet.engine INFO: Epoch: [40] [1800/7329] learning_rate: 0.000100 loss_class: 0.540201 loss_bbox: 0.130982 loss_giou: 0.382564 loss_class_aux: 3.385952 loss_bbox_aux: 0.835586 loss_giou_aux: 2.435462 loss_class_dn: 0.319495 loss_bbox_dn: 0.134737 loss_giou_dn: 0.361812 loss_class_aux_dn: 1.716866 loss_bbox_aux_dn: 0.829319 loss_giou_aux_dn: 2.027504 loss: 13.420492 eta: 4 days, 9:41:53 batch_cost: 0.6362 data_cost: 0.0016 ips: 6.2873 images/s [04/12 04:07:45] ppdet.engine INFO: Epoch: [40] [1900/7329] learning_rate: 0.000100 loss_class: 0.580249 loss_bbox: 0.125348 loss_giou: 0.390117 loss_class_aux: 3.544052 loss_bbox_aux: 0.827459 loss_giou_aux: 2.411690 loss_class_dn: 0.325822 loss_bbox_dn: 0.133991 loss_giou_dn: 0.370153 loss_class_aux_dn: 1.736356 loss_bbox_aux_dn: 0.778414 loss_giou_aux_dn: 1.990092 loss: 13.197327 eta: 4 days, 9:40:47 batch_cost: 0.6450 data_cost: 0.0016 ips: 6.2012 images/s [04/12 04:08:56] ppdet.engine INFO: Epoch: [40] [2000/7329] learning_rate: 0.000100 loss_class: 0.620972 loss_bbox: 0.136030 loss_giou: 0.362236 loss_class_aux: 3.857619 loss_bbox_aux: 0.867543 loss_giou_aux: 2.333768 loss_class_dn: 0.314259 loss_bbox_dn: 0.154968 loss_giou_dn: 0.372351 loss_class_aux_dn: 1.687426 loss_bbox_aux_dn: 0.922678 loss_giou_aux_dn: 2.098687 loss: 13.553080 eta: 4 days, 9:39:42 batch_cost: 0.6530 data_cost: 0.0017 ips: 6.1254 images/s [04/12 04:10:08] ppdet.engine INFO: Epoch: [40] [2100/7329] learning_rate: 0.000100 loss_class: 0.552170 loss_bbox: 0.133086 loss_giou: 0.397572 loss_class_aux: 3.533864 loss_bbox_aux: 0.879371 loss_giou_aux: 2.519951 loss_class_dn: 0.334198 loss_bbox_dn: 0.133895 loss_giou_dn: 0.379890 loss_class_aux_dn: 1.845342 loss_bbox_aux_dn: 0.802312 loss_giou_aux_dn: 2.073579 loss: 14.088469 eta: 4 days, 9:38:38 batch_cost: 0.6542 data_cost: 0.0018 ips: 6.1141 images/s [04/12 04:11:17] ppdet.engine INFO: Epoch: [40] [2200/7329] learning_rate: 0.000100 loss_class: 0.568878 loss_bbox: 0.125015 loss_giou: 0.364707 loss_class_aux: 3.668266 loss_bbox_aux: 0.816106 loss_giou_aux: 2.313488 loss_class_dn: 0.318882 loss_bbox_dn: 0.137715 loss_giou_dn: 0.335821 loss_class_aux_dn: 1.750489 loss_bbox_aux_dn: 0.835323 loss_giou_aux_dn: 1.831825 loss: 13.398401 eta: 4 days, 9:37:30 batch_cost: 0.6365 data_cost: 0.0017 ips: 6.2842 images/s [04/12 04:12:26] ppdet.engine INFO: Epoch: [40] [2300/7329] learning_rate: 0.000100 loss_class: 0.634076 loss_bbox: 0.139260 loss_giou: 0.438996 loss_class_aux: 4.021956 loss_bbox_aux: 0.902808 loss_giou_aux: 2.734438 loss_class_dn: 0.366565 loss_bbox_dn: 0.146178 loss_giou_dn: 0.427267 loss_class_aux_dn: 2.004152 loss_bbox_aux_dn: 0.830607 loss_giou_aux_dn: 2.424300 loss: 15.595917 eta: 4 days, 9:36:24 batch_cost: 0.6443 data_cost: 0.0017 ips: 6.2084 images/s [04/12 04:13:37] ppdet.engine INFO: Epoch: [40] [2400/7329] learning_rate: 0.000100 loss_class: 0.588438 loss_bbox: 0.126757 loss_giou: 0.382907 loss_class_aux: 3.777466 loss_bbox_aux: 0.802095 loss_giou_aux: 2.418846 loss_class_dn: 0.338800 loss_bbox_dn: 0.137812 loss_giou_dn: 0.346275 loss_class_aux_dn: 1.776191 loss_bbox_aux_dn: 0.819036 loss_giou_aux_dn: 1.950726 loss: 13.489147 eta: 4 days, 9:35:19 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1244 images/s [04/12 04:14:48] ppdet.engine INFO: Epoch: [40] [2500/7329] learning_rate: 0.000100 loss_class: 0.607731 loss_bbox: 0.140894 loss_giou: 0.390683 loss_class_aux: 3.825799 loss_bbox_aux: 0.830961 loss_giou_aux: 2.395807 loss_class_dn: 0.337114 loss_bbox_dn: 0.139684 loss_giou_dn: 0.358355 loss_class_aux_dn: 1.843169 loss_bbox_aux_dn: 0.861242 loss_giou_aux_dn: 1.989058 loss: 14.095672 eta: 4 days, 9:34:13 batch_cost: 0.6494 data_cost: 0.0017 ips: 6.1595 images/s [04/12 04:15:58] ppdet.engine INFO: Epoch: [40] [2600/7329] learning_rate: 0.000100 loss_class: 0.581788 loss_bbox: 0.125764 loss_giou: 0.343645 loss_class_aux: 3.695755 loss_bbox_aux: 0.817430 loss_giou_aux: 2.202962 loss_class_dn: 0.308617 loss_bbox_dn: 0.139903 loss_giou_dn: 0.343758 loss_class_aux_dn: 1.677244 loss_bbox_aux_dn: 0.802521 loss_giou_aux_dn: 1.846822 loss: 12.905506 eta: 4 days, 9:33:08 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1815 images/s [04/12 04:17:07] ppdet.engine INFO: Epoch: [40] [2700/7329] learning_rate: 0.000100 loss_class: 0.577019 loss_bbox: 0.127833 loss_giou: 0.365450 loss_class_aux: 3.738479 loss_bbox_aux: 0.875064 loss_giou_aux: 2.226484 loss_class_dn: 0.313555 loss_bbox_dn: 0.149616 loss_giou_dn: 0.352411 loss_class_aux_dn: 1.718249 loss_bbox_aux_dn: 0.859323 loss_giou_aux_dn: 1.990702 loss: 13.511447 eta: 4 days, 9:32:01 batch_cost: 0.6420 data_cost: 0.0016 ips: 6.2302 images/s [04/12 04:18:16] ppdet.engine INFO: Epoch: [40] [2800/7329] learning_rate: 0.000100 loss_class: 0.569528 loss_bbox: 0.121622 loss_giou: 0.350041 loss_class_aux: 3.612869 loss_bbox_aux: 0.821775 loss_giou_aux: 2.282085 loss_class_dn: 0.316065 loss_bbox_dn: 0.129299 loss_giou_dn: 0.333211 loss_class_aux_dn: 1.720265 loss_bbox_aux_dn: 0.845746 loss_giou_aux_dn: 1.874521 loss: 13.471427 eta: 4 days, 9:30:52 batch_cost: 0.6346 data_cost: 0.0016 ips: 6.3032 images/s [04/12 04:19:27] ppdet.engine INFO: Epoch: [40] [2900/7329] learning_rate: 0.000100 loss_class: 0.573003 loss_bbox: 0.128234 loss_giou: 0.314178 loss_class_aux: 3.725409 loss_bbox_aux: 0.811552 loss_giou_aux: 2.056195 loss_class_dn: 0.323545 loss_bbox_dn: 0.144285 loss_giou_dn: 0.347065 loss_class_aux_dn: 1.737503 loss_bbox_aux_dn: 0.845250 loss_giou_aux_dn: 1.983009 loss: 13.309299 eta: 4 days, 9:29:48 batch_cost: 0.6527 data_cost: 0.0017 ips: 6.1287 images/s [04/12 04:20:38] ppdet.engine INFO: Epoch: [40] [3000/7329] learning_rate: 0.000100 loss_class: 0.596255 loss_bbox: 0.129700 loss_giou: 0.347224 loss_class_aux: 3.778845 loss_bbox_aux: 0.842956 loss_giou_aux: 2.215884 loss_class_dn: 0.331255 loss_bbox_dn: 0.142270 loss_giou_dn: 0.357295 loss_class_aux_dn: 1.786510 loss_bbox_aux_dn: 0.864052 loss_giou_aux_dn: 1.957321 loss: 14.238353 eta: 4 days, 9:28:43 batch_cost: 0.6537 data_cost: 0.0017 ips: 6.1188 images/s [04/12 04:21:48] ppdet.engine INFO: Epoch: [40] [3100/7329] learning_rate: 0.000100 loss_class: 0.547946 loss_bbox: 0.134880 loss_giou: 0.393746 loss_class_aux: 3.393156 loss_bbox_aux: 0.906047 loss_giou_aux: 2.471638 loss_class_dn: 0.328104 loss_bbox_dn: 0.143542 loss_giou_dn: 0.362718 loss_class_aux_dn: 1.724939 loss_bbox_aux_dn: 0.796053 loss_giou_aux_dn: 2.095416 loss: 13.504843 eta: 4 days, 9:27:37 batch_cost: 0.6447 data_cost: 0.0016 ips: 6.2045 images/s [04/12 04:22:58] ppdet.engine INFO: Epoch: [40] [3200/7329] learning_rate: 0.000100 loss_class: 0.574051 loss_bbox: 0.139692 loss_giou: 0.333259 loss_class_aux: 3.666731 loss_bbox_aux: 0.867461 loss_giou_aux: 2.101709 loss_class_dn: 0.304933 loss_bbox_dn: 0.147927 loss_giou_dn: 0.330528 loss_class_aux_dn: 1.666244 loss_bbox_aux_dn: 0.887238 loss_giou_aux_dn: 1.830861 loss: 13.479208 eta: 4 days, 9:26:30 batch_cost: 0.6428 data_cost: 0.0017 ips: 6.2228 images/s [04/12 04:24:08] ppdet.engine INFO: Epoch: [40] [3300/7329] learning_rate: 0.000100 loss_class: 0.634751 loss_bbox: 0.119048 loss_giou: 0.357004 loss_class_aux: 3.896179 loss_bbox_aux: 0.805351 loss_giou_aux: 2.315466 loss_class_dn: 0.312183 loss_bbox_dn: 0.136975 loss_giou_dn: 0.367084 loss_class_aux_dn: 1.691298 loss_bbox_aux_dn: 0.817978 loss_giou_aux_dn: 2.042460 loss: 13.465513 eta: 4 days, 9:25:25 batch_cost: 0.6488 data_cost: 0.0017 ips: 6.1655 images/s [04/12 04:25:18] ppdet.engine INFO: Epoch: [40] [3400/7329] learning_rate: 0.000100 loss_class: 0.592851 loss_bbox: 0.127176 loss_giou: 0.360681 loss_class_aux: 3.697578 loss_bbox_aux: 0.878008 loss_giou_aux: 2.285794 loss_class_dn: 0.320209 loss_bbox_dn: 0.155109 loss_giou_dn: 0.349564 loss_class_aux_dn: 1.735291 loss_bbox_aux_dn: 0.918136 loss_giou_aux_dn: 1.929700 loss: 13.775206 eta: 4 days, 9:24:18 batch_cost: 0.6448 data_cost: 0.0018 ips: 6.2035 images/s [04/12 04:26:28] ppdet.engine INFO: Epoch: [40] [3500/7329] learning_rate: 0.000100 loss_class: 0.644107 loss_bbox: 0.146320 loss_giou: 0.375141 loss_class_aux: 4.139949 loss_bbox_aux: 0.933267 loss_giou_aux: 2.364153 loss_class_dn: 0.355086 loss_bbox_dn: 0.164527 loss_giou_dn: 0.389849 loss_class_aux_dn: 1.901861 loss_bbox_aux_dn: 0.947433 loss_giou_aux_dn: 2.197737 loss: 14.975566 eta: 4 days, 9:23:12 batch_cost: 0.6428 data_cost: 0.0017 ips: 6.2228 images/s [04/12 04:27:39] ppdet.engine INFO: Epoch: [40] [3600/7329] learning_rate: 0.000100 loss_class: 0.630407 loss_bbox: 0.127716 loss_giou: 0.410058 loss_class_aux: 3.949100 loss_bbox_aux: 0.857518 loss_giou_aux: 2.730854 loss_class_dn: 0.348787 loss_bbox_dn: 0.146599 loss_giou_dn: 0.432517 loss_class_aux_dn: 1.852720 loss_bbox_aux_dn: 0.881427 loss_giou_aux_dn: 2.361151 loss: 15.548339 eta: 4 days, 9:22:07 batch_cost: 0.6542 data_cost: 0.0016 ips: 6.1140 images/s [04/12 04:28:50] ppdet.engine INFO: Epoch: [40] [3700/7329] learning_rate: 0.000100 loss_class: 0.582715 loss_bbox: 0.127042 loss_giou: 0.405516 loss_class_aux: 3.518780 loss_bbox_aux: 0.849816 loss_giou_aux: 2.560533 loss_class_dn: 0.355527 loss_bbox_dn: 0.125050 loss_giou_dn: 0.408083 loss_class_aux_dn: 1.870863 loss_bbox_aux_dn: 0.778917 loss_giou_aux_dn: 2.290989 loss: 14.590080 eta: 4 days, 9:21:03 batch_cost: 0.6549 data_cost: 0.0017 ips: 6.1080 images/s [04/12 04:29:59] ppdet.engine INFO: Epoch: [40] [3800/7329] learning_rate: 0.000100 loss_class: 0.529768 loss_bbox: 0.132460 loss_giou: 0.297201 loss_class_aux: 3.408461 loss_bbox_aux: 0.837770 loss_giou_aux: 1.871917 loss_class_dn: 0.291365 loss_bbox_dn: 0.136286 loss_giou_dn: 0.319352 loss_class_aux_dn: 1.586996 loss_bbox_aux_dn: 0.840379 loss_giou_aux_dn: 1.822402 loss: 12.245832 eta: 4 days, 9:19:56 batch_cost: 0.6403 data_cost: 0.0016 ips: 6.2469 images/s [04/12 04:31:12] ppdet.engine INFO: Epoch: [40] [3900/7329] learning_rate: 0.000100 loss_class: 0.652645 loss_bbox: 0.160358 loss_giou: 0.460330 loss_class_aux: 4.124836 loss_bbox_aux: 1.033971 loss_giou_aux: 2.852368 loss_class_dn: 0.386040 loss_bbox_dn: 0.153201 loss_giou_dn: 0.439369 loss_class_aux_dn: 2.049399 loss_bbox_aux_dn: 0.894096 loss_giou_aux_dn: 2.404929 loss: 16.183266 eta: 4 days, 9:18:54 batch_cost: 0.6671 data_cost: 0.0017 ips: 5.9963 images/s [04/12 04:32:21] ppdet.engine INFO: Epoch: [40] [4000/7329] learning_rate: 0.000100 loss_class: 0.543341 loss_bbox: 0.144702 loss_giou: 0.362752 loss_class_aux: 3.542249 loss_bbox_aux: 0.875866 loss_giou_aux: 2.352594 loss_class_dn: 0.305788 loss_bbox_dn: 0.149572 loss_giou_dn: 0.347146 loss_class_aux_dn: 1.666870 loss_bbox_aux_dn: 0.878850 loss_giou_aux_dn: 1.985946 loss: 13.434378 eta: 4 days, 9:17:47 batch_cost: 0.6416 data_cost: 0.0017 ips: 6.2340 images/s [04/12 04:33:31] ppdet.engine INFO: Epoch: [40] [4100/7329] learning_rate: 0.000100 loss_class: 0.631367 loss_bbox: 0.149359 loss_giou: 0.376057 loss_class_aux: 3.840857 loss_bbox_aux: 0.934551 loss_giou_aux: 2.366317 loss_class_dn: 0.327674 loss_bbox_dn: 0.159039 loss_giou_dn: 0.363467 loss_class_aux_dn: 1.741006 loss_bbox_aux_dn: 0.915027 loss_giou_aux_dn: 2.092955 loss: 14.128740 eta: 4 days, 9:16:40 batch_cost: 0.6444 data_cost: 0.0016 ips: 6.2076 images/s [04/12 04:34:43] ppdet.engine INFO: Epoch: [40] [4200/7329] learning_rate: 0.000100 loss_class: 0.568191 loss_bbox: 0.143847 loss_giou: 0.413890 loss_class_aux: 3.695162 loss_bbox_aux: 0.950541 loss_giou_aux: 2.665394 loss_class_dn: 0.334714 loss_bbox_dn: 0.152733 loss_giou_dn: 0.383613 loss_class_aux_dn: 1.816150 loss_bbox_aux_dn: 0.865827 loss_giou_aux_dn: 2.177443 loss: 15.162802 eta: 4 days, 9:15:37 batch_cost: 0.6603 data_cost: 0.0016 ips: 6.0578 images/s [04/12 04:35:56] ppdet.engine INFO: Epoch: [40] [4300/7329] learning_rate: 0.000100 loss_class: 0.574485 loss_bbox: 0.130782 loss_giou: 0.329743 loss_class_aux: 3.646677 loss_bbox_aux: 0.832543 loss_giou_aux: 2.021410 loss_class_dn: 0.298455 loss_bbox_dn: 0.152853 loss_giou_dn: 0.316606 loss_class_aux_dn: 1.624677 loss_bbox_aux_dn: 0.884009 loss_giou_aux_dn: 1.766196 loss: 13.271183 eta: 4 days, 9:14:35 batch_cost: 0.6663 data_cost: 0.0017 ips: 6.0033 images/s [04/12 04:37:05] ppdet.engine INFO: Epoch: [40] [4400/7329] learning_rate: 0.000100 loss_class: 0.581272 loss_bbox: 0.134081 loss_giou: 0.396666 loss_class_aux: 3.644046 loss_bbox_aux: 0.866282 loss_giou_aux: 2.524401 loss_class_dn: 0.331599 loss_bbox_dn: 0.145662 loss_giou_dn: 0.405090 loss_class_aux_dn: 1.777102 loss_bbox_aux_dn: 0.855488 loss_giou_aux_dn: 2.228378 loss: 13.944562 eta: 4 days, 9:13:28 batch_cost: 0.6403 data_cost: 0.0017 ips: 6.2474 images/s [04/12 04:38:19] ppdet.engine INFO: Epoch: [40] [4500/7329] learning_rate: 0.000100 loss_class: 0.552920 loss_bbox: 0.128376 loss_giou: 0.358270 loss_class_aux: 3.643893 loss_bbox_aux: 0.823723 loss_giou_aux: 2.209905 loss_class_dn: 0.308088 loss_bbox_dn: 0.141030 loss_giou_dn: 0.338118 loss_class_aux_dn: 1.651761 loss_bbox_aux_dn: 0.809395 loss_giou_aux_dn: 1.826582 loss: 13.305521 eta: 4 days, 9:12:27 batch_cost: 0.6724 data_cost: 0.0017 ips: 5.9489 images/s [04/12 04:39:30] ppdet.engine INFO: Epoch: [40] [4600/7329] learning_rate: 0.000100 loss_class: 0.592918 loss_bbox: 0.136279 loss_giou: 0.398049 loss_class_aux: 3.851010 loss_bbox_aux: 0.900549 loss_giou_aux: 2.433792 loss_class_dn: 0.330609 loss_bbox_dn: 0.146945 loss_giou_dn: 0.381003 loss_class_aux_dn: 1.795453 loss_bbox_aux_dn: 0.900069 loss_giou_aux_dn: 2.129270 loss: 14.214952 eta: 4 days, 9:11:22 batch_cost: 0.6516 data_cost: 0.0017 ips: 6.1384 images/s [04/12 04:40:40] ppdet.engine INFO: Epoch: [40] [4700/7329] learning_rate: 0.000100 loss_class: 0.547487 loss_bbox: 0.133853 loss_giou: 0.378229 loss_class_aux: 3.505527 loss_bbox_aux: 0.833710 loss_giou_aux: 2.426947 loss_class_dn: 0.329911 loss_bbox_dn: 0.133981 loss_giou_dn: 0.354451 loss_class_aux_dn: 1.727897 loss_bbox_aux_dn: 0.784392 loss_giou_aux_dn: 1.962377 loss: 13.689779 eta: 4 days, 9:10:17 batch_cost: 0.6520 data_cost: 0.0016 ips: 6.1351 images/s [04/12 04:41:52] ppdet.engine INFO: Epoch: [40] [4800/7329] learning_rate: 0.000100 loss_class: 0.529399 loss_bbox: 0.130367 loss_giou: 0.419565 loss_class_aux: 3.393123 loss_bbox_aux: 0.924603 loss_giou_aux: 2.515283 loss_class_dn: 0.337135 loss_bbox_dn: 0.140163 loss_giou_dn: 0.377811 loss_class_aux_dn: 1.810088 loss_bbox_aux_dn: 0.833456 loss_giou_aux_dn: 2.071714 loss: 14.106747 eta: 4 days, 9:09:13 batch_cost: 0.6558 data_cost: 0.0017 ips: 6.0994 images/s [04/12 04:43:01] ppdet.engine INFO: Epoch: [40] [4900/7329] learning_rate: 0.000100 loss_class: 0.556076 loss_bbox: 0.130998 loss_giou: 0.369898 loss_class_aux: 3.644062 loss_bbox_aux: 0.869988 loss_giou_aux: 2.285188 loss_class_dn: 0.325604 loss_bbox_dn: 0.143671 loss_giou_dn: 0.395043 loss_class_aux_dn: 1.778986 loss_bbox_aux_dn: 0.834652 loss_giou_aux_dn: 2.223843 loss: 14.440138 eta: 4 days, 9:08:06 batch_cost: 0.6402 data_cost: 0.0018 ips: 6.2479 images/s [04/12 04:44:10] ppdet.engine INFO: Epoch: [40] [5000/7329] learning_rate: 0.000100 loss_class: 0.553002 loss_bbox: 0.121748 loss_giou: 0.389339 loss_class_aux: 3.544122 loss_bbox_aux: 0.807182 loss_giou_aux: 2.484257 loss_class_dn: 0.319699 loss_bbox_dn: 0.132871 loss_giou_dn: 0.367114 loss_class_aux_dn: 1.754653 loss_bbox_aux_dn: 0.758439 loss_giou_aux_dn: 2.013137 loss: 13.327398 eta: 4 days, 9:06:58 batch_cost: 0.6385 data_cost: 0.0017 ips: 6.2648 images/s [04/12 04:45:20] ppdet.engine INFO: Epoch: [40] [5100/7329] learning_rate: 0.000100 loss_class: 0.614183 loss_bbox: 0.150936 loss_giou: 0.411270 loss_class_aux: 3.926689 loss_bbox_aux: 0.999503 loss_giou_aux: 2.556987 loss_class_dn: 0.358147 loss_bbox_dn: 0.166832 loss_giou_dn: 0.398747 loss_class_aux_dn: 1.908075 loss_bbox_aux_dn: 0.971256 loss_giou_aux_dn: 2.193266 loss: 14.908421 eta: 4 days, 9:05:51 batch_cost: 0.6402 data_cost: 0.0018 ips: 6.2481 images/s [04/12 04:46:29] ppdet.engine INFO: Epoch: [40] [5200/7329] learning_rate: 0.000100 loss_class: 0.548522 loss_bbox: 0.122401 loss_giou: 0.410667 loss_class_aux: 3.474441 loss_bbox_aux: 0.813598 loss_giou_aux: 2.582721 loss_class_dn: 0.331724 loss_bbox_dn: 0.130742 loss_giou_dn: 0.379169 loss_class_aux_dn: 1.747288 loss_bbox_aux_dn: 0.751405 loss_giou_aux_dn: 2.078057 loss: 13.929049 eta: 4 days, 9:04:44 batch_cost: 0.6400 data_cost: 0.0017 ips: 6.2495 images/s [04/12 04:47:39] ppdet.engine INFO: Epoch: [40] [5300/7329] learning_rate: 0.000100 loss_class: 0.618755 loss_bbox: 0.149616 loss_giou: 0.373119 loss_class_aux: 3.859425 loss_bbox_aux: 0.945346 loss_giou_aux: 2.313477 loss_class_dn: 0.335177 loss_bbox_dn: 0.160508 loss_giou_dn: 0.391137 loss_class_aux_dn: 1.787832 loss_bbox_aux_dn: 0.945105 loss_giou_aux_dn: 2.171045 loss: 14.531953 eta: 4 days, 9:03:37 batch_cost: 0.6419 data_cost: 0.0017 ips: 6.2315 images/s [04/12 04:48:50] ppdet.engine INFO: Epoch: [40] [5400/7329] learning_rate: 0.000100 loss_class: 0.633405 loss_bbox: 0.136918 loss_giou: 0.387641 loss_class_aux: 3.911746 loss_bbox_aux: 0.922480 loss_giou_aux: 2.442328 loss_class_dn: 0.360834 loss_bbox_dn: 0.150136 loss_giou_dn: 0.403122 loss_class_aux_dn: 1.926507 loss_bbox_aux_dn: 0.892796 loss_giou_aux_dn: 2.260035 loss: 15.108359 eta: 4 days, 9:02:33 batch_cost: 0.6567 data_cost: 0.0016 ips: 6.0909 images/s [04/12 04:50:00] ppdet.engine INFO: Epoch: [40] [5500/7329] learning_rate: 0.000100 loss_class: 0.559938 loss_bbox: 0.135064 loss_giou: 0.370637 loss_class_aux: 3.388605 loss_bbox_aux: 0.879469 loss_giou_aux: 2.396448 loss_class_dn: 0.322525 loss_bbox_dn: 0.137607 loss_giou_dn: 0.335408 loss_class_aux_dn: 1.760024 loss_bbox_aux_dn: 0.818614 loss_giou_aux_dn: 1.859715 loss: 12.743315 eta: 4 days, 9:01:27 batch_cost: 0.6456 data_cost: 0.0018 ips: 6.1959 images/s [04/12 04:51:10] ppdet.engine INFO: Epoch: [40] [5600/7329] learning_rate: 0.000100 loss_class: 0.535286 loss_bbox: 0.126776 loss_giou: 0.356180 loss_class_aux: 3.432371 loss_bbox_aux: 0.833920 loss_giou_aux: 2.160659 loss_class_dn: 0.301384 loss_bbox_dn: 0.150797 loss_giou_dn: 0.343631 loss_class_aux_dn: 1.635604 loss_bbox_aux_dn: 0.877604 loss_giou_aux_dn: 1.931757 loss: 12.974537 eta: 4 days, 9:00:22 batch_cost: 0.6519 data_cost: 0.0017 ips: 6.1364 images/s [04/12 04:52:22] ppdet.engine INFO: Epoch: [40] [5700/7329] learning_rate: 0.000100 loss_class: 0.545190 loss_bbox: 0.119788 loss_giou: 0.381921 loss_class_aux: 3.412308 loss_bbox_aux: 0.806869 loss_giou_aux: 2.379447 loss_class_dn: 0.310138 loss_bbox_dn: 0.136387 loss_giou_dn: 0.349259 loss_class_aux_dn: 1.668019 loss_bbox_aux_dn: 0.816739 loss_giou_aux_dn: 1.934621 loss: 13.546955 eta: 4 days, 8:59:18 batch_cost: 0.6575 data_cost: 0.0018 ips: 6.0836 images/s [04/12 04:53:36] ppdet.engine INFO: Epoch: [40] [5800/7329] learning_rate: 0.000100 loss_class: 0.517077 loss_bbox: 0.123890 loss_giou: 0.307678 loss_class_aux: 3.395202 loss_bbox_aux: 0.807489 loss_giou_aux: 1.938293 loss_class_dn: 0.294933 loss_bbox_dn: 0.128425 loss_giou_dn: 0.302556 loss_class_aux_dn: 1.584673 loss_bbox_aux_dn: 0.734521 loss_giou_aux_dn: 1.668546 loss: 12.291332 eta: 4 days, 8:58:17 batch_cost: 0.6739 data_cost: 0.0018 ips: 5.9360 images/s [04/12 04:54:47] ppdet.engine INFO: Epoch: [40] [5900/7329] learning_rate: 0.000100 loss_class: 0.589576 loss_bbox: 0.130283 loss_giou: 0.334088 loss_class_aux: 3.655573 loss_bbox_aux: 0.835281 loss_giou_aux: 2.209636 loss_class_dn: 0.308125 loss_bbox_dn: 0.143594 loss_giou_dn: 0.314852 loss_class_aux_dn: 1.704992 loss_bbox_aux_dn: 0.820321 loss_giou_aux_dn: 1.761576 loss: 13.179172 eta: 4 days, 8:57:13 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1248 images/s [04/12 04:55:57] ppdet.engine INFO: Epoch: [40] [6000/7329] learning_rate: 0.000100 loss_class: 0.687452 loss_bbox: 0.146376 loss_giou: 0.455931 loss_class_aux: 4.129279 loss_bbox_aux: 0.931778 loss_giou_aux: 2.823862 loss_class_dn: 0.375429 loss_bbox_dn: 0.147180 loss_giou_dn: 0.441542 loss_class_aux_dn: 2.005772 loss_bbox_aux_dn: 0.849207 loss_giou_aux_dn: 2.446309 loss: 16.286694 eta: 4 days, 8:56:07 batch_cost: 0.6496 data_cost: 0.0017 ips: 6.1578 images/s [04/12 04:57:09] ppdet.engine INFO: Epoch: [40] [6100/7329] learning_rate: 0.000100 loss_class: 0.540843 loss_bbox: 0.136954 loss_giou: 0.372072 loss_class_aux: 3.569430 loss_bbox_aux: 0.899530 loss_giou_aux: 2.437572 loss_class_dn: 0.331601 loss_bbox_dn: 0.136527 loss_giou_dn: 0.368273 loss_class_aux_dn: 1.758151 loss_bbox_aux_dn: 0.837258 loss_giou_aux_dn: 2.019049 loss: 14.135253 eta: 4 days, 8:55:03 batch_cost: 0.6534 data_cost: 0.0017 ips: 6.1221 images/s [04/12 04:58:18] ppdet.engine INFO: Epoch: [40] [6200/7329] learning_rate: 0.000100 loss_class: 0.573633 loss_bbox: 0.116897 loss_giou: 0.334149 loss_class_aux: 3.548781 loss_bbox_aux: 0.739990 loss_giou_aux: 2.073174 loss_class_dn: 0.279538 loss_bbox_dn: 0.128571 loss_giou_dn: 0.314094 loss_class_aux_dn: 1.554597 loss_bbox_aux_dn: 0.795391 loss_giou_aux_dn: 1.742202 loss: 12.472013 eta: 4 days, 8:53:55 batch_cost: 0.6369 data_cost: 0.0017 ips: 6.2804 images/s [04/12 04:59:27] ppdet.engine INFO: Epoch: [40] [6300/7329] learning_rate: 0.000100 loss_class: 0.564364 loss_bbox: 0.127640 loss_giou: 0.339300 loss_class_aux: 3.505783 loss_bbox_aux: 0.829083 loss_giou_aux: 2.184481 loss_class_dn: 0.307764 loss_bbox_dn: 0.140582 loss_giou_dn: 0.330469 loss_class_aux_dn: 1.677848 loss_bbox_aux_dn: 0.845040 loss_giou_aux_dn: 1.821838 loss: 13.151080 eta: 4 days, 8:52:48 batch_cost: 0.6424 data_cost: 0.0017 ips: 6.2262 images/s [04/12 05:00:38] ppdet.engine INFO: Epoch: [40] [6400/7329] learning_rate: 0.000100 loss_class: 0.558270 loss_bbox: 0.123536 loss_giou: 0.370749 loss_class_aux: 3.477797 loss_bbox_aux: 0.819714 loss_giou_aux: 2.345180 loss_class_dn: 0.314569 loss_bbox_dn: 0.131493 loss_giou_dn: 0.353719 loss_class_aux_dn: 1.699702 loss_bbox_aux_dn: 0.779994 loss_giou_aux_dn: 1.965023 loss: 13.622839 eta: 4 days, 8:51:43 batch_cost: 0.6489 data_cost: 0.0017 ips: 6.1646 images/s [04/12 05:01:47] ppdet.engine INFO: Epoch: [40] [6500/7329] learning_rate: 0.000100 loss_class: 0.546518 loss_bbox: 0.138742 loss_giou: 0.390321 loss_class_aux: 3.374893 loss_bbox_aux: 0.919863 loss_giou_aux: 2.447699 loss_class_dn: 0.313310 loss_bbox_dn: 0.145879 loss_giou_dn: 0.363699 loss_class_aux_dn: 1.651123 loss_bbox_aux_dn: 0.888181 loss_giou_aux_dn: 1.973178 loss: 14.208172 eta: 4 days, 8:50:35 batch_cost: 0.6392 data_cost: 0.0017 ips: 6.2580 images/s [04/12 05:02:57] ppdet.engine INFO: Epoch: [40] [6600/7329] learning_rate: 0.000100 loss_class: 0.642584 loss_bbox: 0.138848 loss_giou: 0.443423 loss_class_aux: 4.073615 loss_bbox_aux: 0.887568 loss_giou_aux: 2.784616 loss_class_dn: 0.352107 loss_bbox_dn: 0.146738 loss_giou_dn: 0.425254 loss_class_aux_dn: 1.967725 loss_bbox_aux_dn: 0.862829 loss_giou_aux_dn: 2.286555 loss: 16.002735 eta: 4 days, 8:49:29 batch_cost: 0.6448 data_cost: 0.0017 ips: 6.2036 images/s [04/12 05:04:09] ppdet.engine INFO: Epoch: [40] [6700/7329] learning_rate: 0.000100 loss_class: 0.619116 loss_bbox: 0.125375 loss_giou: 0.401378 loss_class_aux: 3.927770 loss_bbox_aux: 0.867192 loss_giou_aux: 2.477577 loss_class_dn: 0.314122 loss_bbox_dn: 0.161937 loss_giou_dn: 0.376367 loss_class_aux_dn: 1.691529 loss_bbox_aux_dn: 0.905098 loss_giou_aux_dn: 2.084939 loss: 13.981191 eta: 4 days, 8:48:26 batch_cost: 0.6624 data_cost: 0.0017 ips: 6.0384 images/s [04/12 05:05:19] ppdet.engine INFO: Epoch: [40] [6800/7329] learning_rate: 0.000100 loss_class: 0.562011 loss_bbox: 0.133013 loss_giou: 0.349422 loss_class_aux: 3.621243 loss_bbox_aux: 0.892982 loss_giou_aux: 2.156965 loss_class_dn: 0.301174 loss_bbox_dn: 0.152705 loss_giou_dn: 0.331276 loss_class_aux_dn: 1.593688 loss_bbox_aux_dn: 0.880766 loss_giou_aux_dn: 1.860069 loss: 13.246180 eta: 4 days, 8:47:20 batch_cost: 0.6441 data_cost: 0.0019 ips: 6.2102 images/s [04/12 05:06:29] ppdet.engine INFO: Epoch: [40] [6900/7329] learning_rate: 0.000100 loss_class: 0.568676 loss_bbox: 0.124973 loss_giou: 0.382683 loss_class_aux: 3.550659 loss_bbox_aux: 0.779472 loss_giou_aux: 2.369610 loss_class_dn: 0.318987 loss_bbox_dn: 0.118843 loss_giou_dn: 0.359945 loss_class_aux_dn: 1.707791 loss_bbox_aux_dn: 0.685086 loss_giou_aux_dn: 1.966923 loss: 14.295397 eta: 4 days, 8:46:14 batch_cost: 0.6477 data_cost: 0.0016 ips: 6.1760 images/s [04/12 05:07:39] ppdet.engine INFO: Epoch: [40] [7000/7329] learning_rate: 0.000100 loss_class: 0.584808 loss_bbox: 0.143352 loss_giou: 0.421588 loss_class_aux: 3.759684 loss_bbox_aux: 0.926759 loss_giou_aux: 2.826969 loss_class_dn: 0.356035 loss_bbox_dn: 0.140854 loss_giou_dn: 0.416204 loss_class_aux_dn: 1.889690 loss_bbox_aux_dn: 0.827425 loss_giou_aux_dn: 2.281260 loss: 15.286227 eta: 4 days, 8:45:08 batch_cost: 0.6446 data_cost: 0.0016 ips: 6.2052 images/s [04/12 05:08:49] ppdet.engine INFO: Epoch: [40] [7100/7329] learning_rate: 0.000100 loss_class: 0.573022 loss_bbox: 0.134948 loss_giou: 0.461848 loss_class_aux: 3.628969 loss_bbox_aux: 0.855819 loss_giou_aux: 2.914630 loss_class_dn: 0.358720 loss_bbox_dn: 0.143314 loss_giou_dn: 0.430760 loss_class_aux_dn: 1.925199 loss_bbox_aux_dn: 0.899107 loss_giou_aux_dn: 2.377403 loss: 16.223831 eta: 4 days, 8:44:02 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1815 images/s [04/12 05:10:01] ppdet.engine INFO: Epoch: [40] [7200/7329] learning_rate: 0.000100 loss_class: 0.556395 loss_bbox: 0.123562 loss_giou: 0.350731 loss_class_aux: 3.632386 loss_bbox_aux: 0.849559 loss_giou_aux: 2.241542 loss_class_dn: 0.315304 loss_bbox_dn: 0.138093 loss_giou_dn: 0.344826 loss_class_aux_dn: 1.696277 loss_bbox_aux_dn: 0.825115 loss_giou_aux_dn: 1.921284 loss: 13.562830 eta: 4 days, 8:42:57 batch_cost: 0.6545 data_cost: 0.0016 ips: 6.1111 images/s [04/12 05:11:09] ppdet.engine INFO: Epoch: [40] [7300/7329] learning_rate: 0.000100 loss_class: 0.551015 loss_bbox: 0.136270 loss_giou: 0.358459 loss_class_aux: 3.560070 loss_bbox_aux: 0.897352 loss_giou_aux: 2.333255 loss_class_dn: 0.316678 loss_bbox_dn: 0.143322 loss_giou_dn: 0.331066 loss_class_aux_dn: 1.712784 loss_bbox_aux_dn: 0.854754 loss_giou_aux_dn: 1.874973 loss: 13.285730 eta: 4 days, 8:41:49 batch_cost: 0.6349 data_cost: 0.0016 ips: 6.3001 images/s [04/12 05:11:33] ppdet.engine INFO: Eval iter: 0 [04/12 05:12:01] ppdet.engine INFO: Eval iter: 100 [04/12 05:12:28] ppdet.engine INFO: Eval iter: 200 [04/12 05:12:55] ppdet.engine INFO: Eval iter: 300 [04/12 05:13:22] ppdet.engine INFO: Eval iter: 400 [04/12 05:13:50] ppdet.engine INFO: Eval iter: 500 [04/12 05:14:17] ppdet.engine INFO: Eval iter: 600 [04/12 05:14:58] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.24s) creating index... index created! [04/12 05:14:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.32s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=134.16s). Accumulating evaluation results... DONE (t=28.74s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.720 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.346 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/12 05:17:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.306403249527897 [04/12 05:17:57] ppdet.engine INFO: Best test bbox ap is 0.537. [04/12 05:18:01] ppdet.engine INFO: Epoch: [41] [ 0/7329] learning_rate: 0.000100 loss_class: 0.520084 loss_bbox: 0.138390 loss_giou: 0.319392 loss_class_aux: 3.482208 loss_bbox_aux: 0.916213 loss_giou_aux: 2.067075 loss_class_dn: 0.296452 loss_bbox_dn: 0.151539 loss_giou_dn: 0.316878 loss_class_aux_dn: 1.680440 loss_bbox_aux_dn: 0.880543 loss_giou_aux_dn: 1.761550 loss: 13.220276 eta: 4 days, 8:41:31 batch_cost: 0.6412 data_cost: 0.0017 ips: 6.2385 images/s [04/12 05:19:11] ppdet.engine INFO: Epoch: [41] [ 100/7329] learning_rate: 0.000100 loss_class: 0.528179 loss_bbox: 0.134223 loss_giou: 0.363222 loss_class_aux: 3.281536 loss_bbox_aux: 0.867859 loss_giou_aux: 2.335240 loss_class_dn: 0.298447 loss_bbox_dn: 0.142056 loss_giou_dn: 0.350301 loss_class_aux_dn: 1.583325 loss_bbox_aux_dn: 0.838937 loss_giou_aux_dn: 1.964422 loss: 13.267436 eta: 4 days, 8:40:25 batch_cost: 0.6456 data_cost: 0.0020 ips: 6.1957 images/s [04/12 05:20:21] ppdet.engine INFO: Epoch: [41] [ 200/7329] learning_rate: 0.000100 loss_class: 0.562963 loss_bbox: 0.123726 loss_giou: 0.402356 loss_class_aux: 3.701397 loss_bbox_aux: 0.796315 loss_giou_aux: 2.483419 loss_class_dn: 0.341786 loss_bbox_dn: 0.130661 loss_giou_dn: 0.386806 loss_class_aux_dn: 1.791731 loss_bbox_aux_dn: 0.758148 loss_giou_aux_dn: 2.130833 loss: 13.544253 eta: 4 days, 8:39:18 batch_cost: 0.6440 data_cost: 0.0019 ips: 6.2117 images/s [04/12 05:21:31] ppdet.engine INFO: Epoch: [41] [ 300/7329] learning_rate: 0.000100 loss_class: 0.581669 loss_bbox: 0.135620 loss_giou: 0.370981 loss_class_aux: 3.872012 loss_bbox_aux: 0.869989 loss_giou_aux: 2.343124 loss_class_dn: 0.304088 loss_bbox_dn: 0.156700 loss_giou_dn: 0.354673 loss_class_aux_dn: 1.669258 loss_bbox_aux_dn: 0.936404 loss_giou_aux_dn: 1.957695 loss: 13.708624 eta: 4 days, 8:38:12 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2143 images/s [04/12 05:22:41] ppdet.engine INFO: Epoch: [41] [ 400/7329] learning_rate: 0.000100 loss_class: 0.591538 loss_bbox: 0.137066 loss_giou: 0.374567 loss_class_aux: 3.832942 loss_bbox_aux: 0.890680 loss_giou_aux: 2.402707 loss_class_dn: 0.339760 loss_bbox_dn: 0.148723 loss_giou_dn: 0.356852 loss_class_aux_dn: 1.853446 loss_bbox_aux_dn: 0.888932 loss_giou_aux_dn: 2.055416 loss: 14.276780 eta: 4 days, 8:37:06 batch_cost: 0.6478 data_cost: 0.0021 ips: 6.1752 images/s [04/12 05:23:51] ppdet.engine INFO: Epoch: [41] [ 500/7329] learning_rate: 0.000100 loss_class: 0.563839 loss_bbox: 0.117401 loss_giou: 0.379436 loss_class_aux: 3.651511 loss_bbox_aux: 0.772409 loss_giou_aux: 2.430314 loss_class_dn: 0.330681 loss_bbox_dn: 0.127593 loss_giou_dn: 0.350582 loss_class_aux_dn: 1.784238 loss_bbox_aux_dn: 0.792509 loss_giou_aux_dn: 1.938047 loss: 13.718104 eta: 4 days, 8:36:00 batch_cost: 0.6470 data_cost: 0.0021 ips: 6.1825 images/s [04/12 05:25:02] ppdet.engine INFO: Epoch: [41] [ 600/7329] learning_rate: 0.000100 loss_class: 0.617558 loss_bbox: 0.128228 loss_giou: 0.370425 loss_class_aux: 3.841882 loss_bbox_aux: 0.808936 loss_giou_aux: 2.341632 loss_class_dn: 0.329559 loss_bbox_dn: 0.148470 loss_giou_dn: 0.376003 loss_class_aux_dn: 1.825862 loss_bbox_aux_dn: 0.900156 loss_giou_aux_dn: 2.056504 loss: 13.874390 eta: 4 days, 8:34:55 batch_cost: 0.6494 data_cost: 0.0021 ips: 6.1597 images/s [04/12 05:26:13] ppdet.engine INFO: Epoch: [41] [ 700/7329] learning_rate: 0.000100 loss_class: 0.601914 loss_bbox: 0.142195 loss_giou: 0.364944 loss_class_aux: 3.937683 loss_bbox_aux: 0.940632 loss_giou_aux: 2.404024 loss_class_dn: 0.345653 loss_bbox_dn: 0.149471 loss_giou_dn: 0.385740 loss_class_aux_dn: 1.846854 loss_bbox_aux_dn: 0.906889 loss_giou_aux_dn: 2.147061 loss: 15.120375 eta: 4 days, 8:33:50 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1089 images/s [04/12 05:27:23] ppdet.engine INFO: Epoch: [41] [ 800/7329] learning_rate: 0.000100 loss_class: 0.575163 loss_bbox: 0.129936 loss_giou: 0.433697 loss_class_aux: 3.735933 loss_bbox_aux: 0.848884 loss_giou_aux: 2.737177 loss_class_dn: 0.321951 loss_bbox_dn: 0.129671 loss_giou_dn: 0.405815 loss_class_aux_dn: 1.725972 loss_bbox_aux_dn: 0.790423 loss_giou_aux_dn: 2.173048 loss: 14.358191 eta: 4 days, 8:32:44 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2066 images/s [04/12 05:28:33] ppdet.engine INFO: Epoch: [41] [ 900/7329] learning_rate: 0.000100 loss_class: 0.565629 loss_bbox: 0.127713 loss_giou: 0.295114 loss_class_aux: 3.680314 loss_bbox_aux: 0.815291 loss_giou_aux: 1.857641 loss_class_dn: 0.300532 loss_bbox_dn: 0.146597 loss_giou_dn: 0.300415 loss_class_aux_dn: 1.620074 loss_bbox_aux_dn: 0.865619 loss_giou_aux_dn: 1.713887 loss: 13.256231 eta: 4 days, 8:31:38 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1640 images/s [04/12 05:29:43] ppdet.engine INFO: Epoch: [41] [1000/7329] learning_rate: 0.000100 loss_class: 0.585545 loss_bbox: 0.133531 loss_giou: 0.395403 loss_class_aux: 3.798870 loss_bbox_aux: 0.924181 loss_giou_aux: 2.401235 loss_class_dn: 0.334810 loss_bbox_dn: 0.139838 loss_giou_dn: 0.390394 loss_class_aux_dn: 1.806453 loss_bbox_aux_dn: 0.820329 loss_giou_aux_dn: 2.130806 loss: 14.513021 eta: 4 days, 8:30:33 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1891 images/s [04/12 05:30:54] ppdet.engine INFO: Epoch: [41] [1100/7329] learning_rate: 0.000100 loss_class: 0.564958 loss_bbox: 0.126966 loss_giou: 0.320935 loss_class_aux: 3.665018 loss_bbox_aux: 0.865960 loss_giou_aux: 1.963764 loss_class_dn: 0.305758 loss_bbox_dn: 0.148887 loss_giou_dn: 0.310229 loss_class_aux_dn: 1.638244 loss_bbox_aux_dn: 0.858623 loss_giou_aux_dn: 1.720944 loss: 12.411764 eta: 4 days, 8:29:27 batch_cost: 0.6489 data_cost: 0.0020 ips: 6.1640 images/s [04/12 05:32:05] ppdet.engine INFO: Epoch: [41] [1200/7329] learning_rate: 0.000100 loss_class: 0.535638 loss_bbox: 0.120554 loss_giou: 0.382957 loss_class_aux: 3.742295 loss_bbox_aux: 0.779970 loss_giou_aux: 2.413763 loss_class_dn: 0.319295 loss_bbox_dn: 0.130925 loss_giou_dn: 0.358462 loss_class_aux_dn: 1.731159 loss_bbox_aux_dn: 0.780454 loss_giou_aux_dn: 2.019724 loss: 14.533491 eta: 4 days, 8:28:23 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0942 images/s [04/12 05:33:17] ppdet.engine INFO: Epoch: [41] [1300/7329] learning_rate: 0.000100 loss_class: 0.588602 loss_bbox: 0.137579 loss_giou: 0.361127 loss_class_aux: 3.588702 loss_bbox_aux: 0.906705 loss_giou_aux: 2.351204 loss_class_dn: 0.334038 loss_bbox_dn: 0.140009 loss_giou_dn: 0.388179 loss_class_aux_dn: 1.787360 loss_bbox_aux_dn: 0.866776 loss_giou_aux_dn: 2.179465 loss: 15.279379 eta: 4 days, 8:27:19 batch_cost: 0.6592 data_cost: 0.0019 ips: 6.0677 images/s [04/12 05:34:27] ppdet.engine INFO: Epoch: [41] [1400/7329] learning_rate: 0.000100 loss_class: 0.638632 loss_bbox: 0.141694 loss_giou: 0.393509 loss_class_aux: 4.118951 loss_bbox_aux: 0.952182 loss_giou_aux: 2.533617 loss_class_dn: 0.346644 loss_bbox_dn: 0.162371 loss_giou_dn: 0.374884 loss_class_aux_dn: 1.867886 loss_bbox_aux_dn: 0.981269 loss_giou_aux_dn: 2.105541 loss: 14.494972 eta: 4 days, 8:26:14 batch_cost: 0.6485 data_cost: 0.0019 ips: 6.1679 images/s [04/12 05:35:38] ppdet.engine INFO: Epoch: [41] [1500/7329] learning_rate: 0.000100 loss_class: 0.602209 loss_bbox: 0.138040 loss_giou: 0.409742 loss_class_aux: 3.826391 loss_bbox_aux: 0.883484 loss_giou_aux: 2.556624 loss_class_dn: 0.335073 loss_bbox_dn: 0.143014 loss_giou_dn: 0.382309 loss_class_aux_dn: 1.831158 loss_bbox_aux_dn: 0.871261 loss_giou_aux_dn: 2.127514 loss: 14.537645 eta: 4 days, 8:25:09 batch_cost: 0.6520 data_cost: 0.0019 ips: 6.1345 images/s [04/12 05:36:49] ppdet.engine INFO: Epoch: [41] [1600/7329] learning_rate: 0.000100 loss_class: 0.591812 loss_bbox: 0.153214 loss_giou: 0.417538 loss_class_aux: 3.832311 loss_bbox_aux: 1.009208 loss_giou_aux: 2.601866 loss_class_dn: 0.363778 loss_bbox_dn: 0.164655 loss_giou_dn: 0.376025 loss_class_aux_dn: 1.953651 loss_bbox_aux_dn: 0.946765 loss_giou_aux_dn: 2.110482 loss: 15.228046 eta: 4 days, 8:24:04 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1290 images/s [04/12 05:37:59] ppdet.engine INFO: Epoch: [41] [1700/7329] learning_rate: 0.000100 loss_class: 0.561408 loss_bbox: 0.132463 loss_giou: 0.369081 loss_class_aux: 3.680678 loss_bbox_aux: 0.888095 loss_giou_aux: 2.274751 loss_class_dn: 0.336201 loss_bbox_dn: 0.138859 loss_giou_dn: 0.351125 loss_class_aux_dn: 1.812948 loss_bbox_aux_dn: 0.839112 loss_giou_aux_dn: 1.923794 loss: 13.569164 eta: 4 days, 8:22:59 batch_cost: 0.6483 data_cost: 0.0019 ips: 6.1699 images/s [04/12 05:39:09] ppdet.engine INFO: Epoch: [41] [1800/7329] learning_rate: 0.000100 loss_class: 0.570022 loss_bbox: 0.141630 loss_giou: 0.297584 loss_class_aux: 3.556369 loss_bbox_aux: 0.934108 loss_giou_aux: 1.882369 loss_class_dn: 0.308685 loss_bbox_dn: 0.154178 loss_giou_dn: 0.301535 loss_class_aux_dn: 1.654195 loss_bbox_aux_dn: 0.969801 loss_giou_aux_dn: 1.755723 loss: 13.671368 eta: 4 days, 8:21:53 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1607 images/s [04/12 05:40:21] ppdet.engine INFO: Epoch: [41] [1900/7329] learning_rate: 0.000100 loss_class: 0.590219 loss_bbox: 0.135155 loss_giou: 0.373252 loss_class_aux: 3.912443 loss_bbox_aux: 0.864818 loss_giou_aux: 2.375323 loss_class_dn: 0.319737 loss_bbox_dn: 0.138990 loss_giou_dn: 0.365138 loss_class_aux_dn: 1.723208 loss_bbox_aux_dn: 0.832269 loss_giou_aux_dn: 1.972221 loss: 14.236231 eta: 4 days, 8:20:50 batch_cost: 0.6581 data_cost: 0.0022 ips: 6.0785 images/s [04/12 05:41:31] ppdet.engine INFO: Epoch: [41] [2000/7329] learning_rate: 0.000100 loss_class: 0.559531 loss_bbox: 0.128541 loss_giou: 0.425858 loss_class_aux: 3.604704 loss_bbox_aux: 0.838392 loss_giou_aux: 2.690997 loss_class_dn: 0.343025 loss_bbox_dn: 0.131526 loss_giou_dn: 0.425293 loss_class_aux_dn: 1.856617 loss_bbox_aux_dn: 0.794342 loss_giou_aux_dn: 2.310828 loss: 15.242862 eta: 4 days, 8:19:45 batch_cost: 0.6522 data_cost: 0.0018 ips: 6.1331 images/s [04/12 05:42:41] ppdet.engine INFO: Epoch: [41] [2100/7329] learning_rate: 0.000100 loss_class: 0.563445 loss_bbox: 0.132607 loss_giou: 0.353150 loss_class_aux: 3.665705 loss_bbox_aux: 0.907377 loss_giou_aux: 2.262481 loss_class_dn: 0.337361 loss_bbox_dn: 0.149513 loss_giou_dn: 0.333653 loss_class_aux_dn: 1.819069 loss_bbox_aux_dn: 0.898826 loss_giou_aux_dn: 1.938251 loss: 14.337601 eta: 4 days, 8:18:37 batch_cost: 0.6383 data_cost: 0.0020 ips: 6.2664 images/s [04/12 05:43:50] ppdet.engine INFO: Epoch: [41] [2200/7329] learning_rate: 0.000100 loss_class: 0.593229 loss_bbox: 0.121956 loss_giou: 0.392447 loss_class_aux: 3.592656 loss_bbox_aux: 0.826820 loss_giou_aux: 2.460413 loss_class_dn: 0.336410 loss_bbox_dn: 0.145634 loss_giou_dn: 0.357469 loss_class_aux_dn: 1.800861 loss_bbox_aux_dn: 0.892624 loss_giou_aux_dn: 2.041422 loss: 14.288988 eta: 4 days, 8:17:30 batch_cost: 0.6424 data_cost: 0.0018 ips: 6.2262 images/s [04/12 05:45:03] ppdet.engine INFO: Epoch: [41] [2300/7329] learning_rate: 0.000100 loss_class: 0.603885 loss_bbox: 0.144822 loss_giou: 0.377128 loss_class_aux: 3.989985 loss_bbox_aux: 0.962095 loss_giou_aux: 2.458113 loss_class_dn: 0.352969 loss_bbox_dn: 0.160040 loss_giou_dn: 0.418586 loss_class_aux_dn: 1.868491 loss_bbox_aux_dn: 0.942969 loss_giou_aux_dn: 2.297623 loss: 15.546444 eta: 4 days, 8:16:29 batch_cost: 0.6712 data_cost: 0.0019 ips: 5.9595 images/s [04/12 05:46:14] ppdet.engine INFO: Epoch: [41] [2400/7329] learning_rate: 0.000100 loss_class: 0.495944 loss_bbox: 0.128266 loss_giou: 0.355754 loss_class_aux: 3.245562 loss_bbox_aux: 0.841476 loss_giou_aux: 2.256886 loss_class_dn: 0.293211 loss_bbox_dn: 0.141971 loss_giou_dn: 0.354433 loss_class_aux_dn: 1.620274 loss_bbox_aux_dn: 0.820326 loss_giou_aux_dn: 1.982482 loss: 13.056480 eta: 4 days, 8:15:24 batch_cost: 0.6505 data_cost: 0.0020 ips: 6.1493 images/s [04/12 05:47:25] ppdet.engine INFO: Epoch: [41] [2500/7329] learning_rate: 0.000100 loss_class: 0.628111 loss_bbox: 0.139624 loss_giou: 0.438365 loss_class_aux: 4.039000 loss_bbox_aux: 0.983167 loss_giou_aux: 2.744657 loss_class_dn: 0.337920 loss_bbox_dn: 0.161904 loss_giou_dn: 0.410794 loss_class_aux_dn: 1.857287 loss_bbox_aux_dn: 0.984888 loss_giou_aux_dn: 2.274718 loss: 15.085171 eta: 4 days, 8:14:19 batch_cost: 0.6503 data_cost: 0.0019 ips: 6.1512 images/s [04/12 05:48:36] ppdet.engine INFO: Epoch: [41] [2600/7329] learning_rate: 0.000100 loss_class: 0.548878 loss_bbox: 0.121187 loss_giou: 0.383840 loss_class_aux: 3.605362 loss_bbox_aux: 0.819217 loss_giou_aux: 2.417328 loss_class_dn: 0.338054 loss_bbox_dn: 0.131055 loss_giou_dn: 0.340483 loss_class_aux_dn: 1.776792 loss_bbox_aux_dn: 0.792036 loss_giou_aux_dn: 1.940618 loss: 14.335423 eta: 4 days, 8:13:14 batch_cost: 0.6546 data_cost: 0.0019 ips: 6.1103 images/s [04/12 05:49:46] ppdet.engine INFO: Epoch: [41] [2700/7329] learning_rate: 0.000100 loss_class: 0.600120 loss_bbox: 0.148917 loss_giou: 0.354399 loss_class_aux: 3.706996 loss_bbox_aux: 0.940103 loss_giou_aux: 2.271519 loss_class_dn: 0.331164 loss_bbox_dn: 0.152944 loss_giou_dn: 0.348929 loss_class_aux_dn: 1.806156 loss_bbox_aux_dn: 0.917967 loss_giou_aux_dn: 1.948243 loss: 14.172899 eta: 4 days, 8:12:09 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1835 images/s [04/12 05:50:57] ppdet.engine INFO: Epoch: [41] [2800/7329] learning_rate: 0.000100 loss_class: 0.605431 loss_bbox: 0.137012 loss_giou: 0.428446 loss_class_aux: 3.748267 loss_bbox_aux: 0.910940 loss_giou_aux: 2.732125 loss_class_dn: 0.346940 loss_bbox_dn: 0.144031 loss_giou_dn: 0.400290 loss_class_aux_dn: 1.832254 loss_bbox_aux_dn: 0.859492 loss_giou_aux_dn: 2.258413 loss: 15.040455 eta: 4 days, 8:11:03 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1675 images/s [04/12 05:52:08] ppdet.engine INFO: Epoch: [41] [2900/7329] learning_rate: 0.000100 loss_class: 0.576574 loss_bbox: 0.136682 loss_giou: 0.362042 loss_class_aux: 3.830369 loss_bbox_aux: 0.883105 loss_giou_aux: 2.385615 loss_class_dn: 0.322598 loss_bbox_dn: 0.134623 loss_giou_dn: 0.344526 loss_class_aux_dn: 1.743081 loss_bbox_aux_dn: 0.822922 loss_giou_aux_dn: 1.946812 loss: 13.758864 eta: 4 days, 8:09:59 batch_cost: 0.6544 data_cost: 0.0018 ips: 6.1124 images/s [04/12 05:53:17] ppdet.engine INFO: Epoch: [41] [3000/7329] learning_rate: 0.000100 loss_class: 0.509772 loss_bbox: 0.120330 loss_giou: 0.303427 loss_class_aux: 3.254506 loss_bbox_aux: 0.760543 loss_giou_aux: 1.942617 loss_class_dn: 0.269770 loss_bbox_dn: 0.135355 loss_giou_dn: 0.285713 loss_class_aux_dn: 1.471971 loss_bbox_aux_dn: 0.794313 loss_giou_aux_dn: 1.545187 loss: 12.136240 eta: 4 days, 8:08:51 batch_cost: 0.6383 data_cost: 0.0020 ips: 6.2671 images/s [04/12 05:54:27] ppdet.engine INFO: Epoch: [41] [3100/7329] learning_rate: 0.000100 loss_class: 0.592038 loss_bbox: 0.141672 loss_giou: 0.478187 loss_class_aux: 3.654044 loss_bbox_aux: 0.917156 loss_giou_aux: 3.078431 loss_class_dn: 0.349162 loss_bbox_dn: 0.139764 loss_giou_dn: 0.437731 loss_class_aux_dn: 1.897791 loss_bbox_aux_dn: 0.824269 loss_giou_aux_dn: 2.364097 loss: 15.012247 eta: 4 days, 8:07:45 batch_cost: 0.6438 data_cost: 0.0018 ips: 6.2133 images/s [04/12 05:55:38] ppdet.engine INFO: Epoch: [41] [3200/7329] learning_rate: 0.000100 loss_class: 0.611084 loss_bbox: 0.134982 loss_giou: 0.366001 loss_class_aux: 3.828874 loss_bbox_aux: 0.914919 loss_giou_aux: 2.318526 loss_class_dn: 0.321730 loss_bbox_dn: 0.146160 loss_giou_dn: 0.372148 loss_class_aux_dn: 1.743619 loss_bbox_aux_dn: 0.876533 loss_giou_aux_dn: 2.061851 loss: 13.875380 eta: 4 days, 8:06:41 batch_cost: 0.6579 data_cost: 0.0022 ips: 6.0803 images/s [04/12 05:56:48] ppdet.engine INFO: Epoch: [41] [3300/7329] learning_rate: 0.000100 loss_class: 0.604802 loss_bbox: 0.128572 loss_giou: 0.356844 loss_class_aux: 3.690392 loss_bbox_aux: 0.869732 loss_giou_aux: 2.233860 loss_class_dn: 0.312388 loss_bbox_dn: 0.148135 loss_giou_dn: 0.349157 loss_class_aux_dn: 1.665917 loss_bbox_aux_dn: 0.873395 loss_giou_aux_dn: 1.951387 loss: 13.589236 eta: 4 days, 8:05:34 batch_cost: 0.6412 data_cost: 0.0021 ips: 6.2381 images/s [04/12 05:57:58] ppdet.engine INFO: Epoch: [41] [3400/7329] learning_rate: 0.000100 loss_class: 0.578550 loss_bbox: 0.142209 loss_giou: 0.415751 loss_class_aux: 3.791878 loss_bbox_aux: 0.898510 loss_giou_aux: 2.645367 loss_class_dn: 0.351760 loss_bbox_dn: 0.152394 loss_giou_dn: 0.387632 loss_class_aux_dn: 1.884913 loss_bbox_aux_dn: 0.909643 loss_giou_aux_dn: 2.132942 loss: 14.661993 eta: 4 days, 8:04:28 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1771 images/s [04/12 05:59:09] ppdet.engine INFO: Epoch: [41] [3500/7329] learning_rate: 0.000100 loss_class: 0.603630 loss_bbox: 0.141889 loss_giou: 0.470955 loss_class_aux: 3.830137 loss_bbox_aux: 0.901152 loss_giou_aux: 2.896382 loss_class_dn: 0.341099 loss_bbox_dn: 0.151459 loss_giou_dn: 0.421152 loss_class_aux_dn: 1.838370 loss_bbox_aux_dn: 0.899743 loss_giou_aux_dn: 2.263657 loss: 14.791555 eta: 4 days, 8:03:24 batch_cost: 0.6550 data_cost: 0.0021 ips: 6.1070 images/s [04/12 06:00:20] ppdet.engine INFO: Epoch: [41] [3600/7329] learning_rate: 0.000100 loss_class: 0.591397 loss_bbox: 0.125155 loss_giou: 0.410809 loss_class_aux: 3.938000 loss_bbox_aux: 0.861233 loss_giou_aux: 2.510916 loss_class_dn: 0.334402 loss_bbox_dn: 0.143597 loss_giou_dn: 0.350921 loss_class_aux_dn: 1.792152 loss_bbox_aux_dn: 0.840884 loss_giou_aux_dn: 2.012932 loss: 14.007019 eta: 4 days, 8:02:20 batch_cost: 0.6549 data_cost: 0.0019 ips: 6.1080 images/s [04/12 06:01:30] ppdet.engine INFO: Epoch: [41] [3700/7329] learning_rate: 0.000100 loss_class: 0.619640 loss_bbox: 0.138405 loss_giou: 0.369790 loss_class_aux: 3.914360 loss_bbox_aux: 0.914801 loss_giou_aux: 2.333511 loss_class_dn: 0.319838 loss_bbox_dn: 0.152537 loss_giou_dn: 0.391267 loss_class_aux_dn: 1.703426 loss_bbox_aux_dn: 0.913689 loss_giou_aux_dn: 2.146316 loss: 15.314404 eta: 4 days, 8:01:13 batch_cost: 0.6435 data_cost: 0.0019 ips: 6.2156 images/s [04/12 06:02:40] ppdet.engine INFO: Epoch: [41] [3800/7329] learning_rate: 0.000100 loss_class: 0.573598 loss_bbox: 0.132163 loss_giou: 0.387520 loss_class_aux: 3.704850 loss_bbox_aux: 0.877187 loss_giou_aux: 2.457917 loss_class_dn: 0.332217 loss_bbox_dn: 0.137124 loss_giou_dn: 0.369211 loss_class_aux_dn: 1.820991 loss_bbox_aux_dn: 0.829407 loss_giou_aux_dn: 2.100745 loss: 13.697506 eta: 4 days, 8:00:08 batch_cost: 0.6500 data_cost: 0.0020 ips: 6.1534 images/s [04/12 06:03:51] ppdet.engine INFO: Epoch: [41] [3900/7329] learning_rate: 0.000100 loss_class: 0.584577 loss_bbox: 0.143659 loss_giou: 0.402053 loss_class_aux: 3.758096 loss_bbox_aux: 0.935897 loss_giou_aux: 2.390745 loss_class_dn: 0.350599 loss_bbox_dn: 0.166448 loss_giou_dn: 0.377676 loss_class_aux_dn: 1.844197 loss_bbox_aux_dn: 0.954215 loss_giou_aux_dn: 2.069205 loss: 14.742588 eta: 4 days, 7:59:03 batch_cost: 0.6550 data_cost: 0.0018 ips: 6.1068 images/s [04/12 06:05:02] ppdet.engine INFO: Epoch: [41] [4000/7329] learning_rate: 0.000100 loss_class: 0.619545 loss_bbox: 0.136963 loss_giou: 0.366541 loss_class_aux: 3.824689 loss_bbox_aux: 0.922535 loss_giou_aux: 2.423368 loss_class_dn: 0.322207 loss_bbox_dn: 0.165855 loss_giou_dn: 0.357319 loss_class_aux_dn: 1.715668 loss_bbox_aux_dn: 0.944458 loss_giou_aux_dn: 1.978819 loss: 14.105036 eta: 4 days, 7:57:59 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1254 images/s [04/12 06:06:13] ppdet.engine INFO: Epoch: [41] [4100/7329] learning_rate: 0.000100 loss_class: 0.589827 loss_bbox: 0.140862 loss_giou: 0.408923 loss_class_aux: 3.815676 loss_bbox_aux: 0.906812 loss_giou_aux: 2.572719 loss_class_dn: 0.345099 loss_bbox_dn: 0.149543 loss_giou_dn: 0.370209 loss_class_aux_dn: 1.852644 loss_bbox_aux_dn: 0.855087 loss_giou_aux_dn: 2.043806 loss: 14.352993 eta: 4 days, 7:56:54 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1308 images/s [04/12 06:07:24] ppdet.engine INFO: Epoch: [41] [4200/7329] learning_rate: 0.000100 loss_class: 0.612944 loss_bbox: 0.136160 loss_giou: 0.365946 loss_class_aux: 3.907411 loss_bbox_aux: 0.907224 loss_giou_aux: 2.412943 loss_class_dn: 0.345847 loss_bbox_dn: 0.139332 loss_giou_dn: 0.357407 loss_class_aux_dn: 1.853106 loss_bbox_aux_dn: 0.844529 loss_giou_aux_dn: 1.963317 loss: 13.679764 eta: 4 days, 7:55:50 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1114 images/s [04/12 06:08:35] ppdet.engine INFO: Epoch: [41] [4300/7329] learning_rate: 0.000100 loss_class: 0.588352 loss_bbox: 0.124368 loss_giou: 0.325270 loss_class_aux: 3.768409 loss_bbox_aux: 0.792136 loss_giou_aux: 2.073632 loss_class_dn: 0.309146 loss_bbox_dn: 0.124091 loss_giou_dn: 0.331388 loss_class_aux_dn: 1.673834 loss_bbox_aux_dn: 0.770764 loss_giou_aux_dn: 1.832142 loss: 13.290820 eta: 4 days, 7:54:45 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1322 images/s [04/12 06:09:45] ppdet.engine INFO: Epoch: [41] [4400/7329] learning_rate: 0.000100 loss_class: 0.602668 loss_bbox: 0.153915 loss_giou: 0.419730 loss_class_aux: 3.849569 loss_bbox_aux: 1.004287 loss_giou_aux: 2.636241 loss_class_dn: 0.364861 loss_bbox_dn: 0.159361 loss_giou_dn: 0.413560 loss_class_aux_dn: 1.954118 loss_bbox_aux_dn: 0.913165 loss_giou_aux_dn: 2.274701 loss: 15.097136 eta: 4 days, 7:53:39 batch_cost: 0.6492 data_cost: 0.0020 ips: 6.1618 images/s [04/12 06:10:56] ppdet.engine INFO: Epoch: [41] [4500/7329] learning_rate: 0.000100 loss_class: 0.573027 loss_bbox: 0.129149 loss_giou: 0.410622 loss_class_aux: 3.772843 loss_bbox_aux: 0.862074 loss_giou_aux: 2.476221 loss_class_dn: 0.335757 loss_bbox_dn: 0.137380 loss_giou_dn: 0.363667 loss_class_aux_dn: 1.805565 loss_bbox_aux_dn: 0.836227 loss_giou_aux_dn: 2.003255 loss: 14.375490 eta: 4 days, 7:52:33 batch_cost: 0.6465 data_cost: 0.0019 ips: 6.1869 images/s [04/12 06:12:05] ppdet.engine INFO: Epoch: [41] [4600/7329] learning_rate: 0.000100 loss_class: 0.610679 loss_bbox: 0.147085 loss_giou: 0.409987 loss_class_aux: 3.962603 loss_bbox_aux: 0.945180 loss_giou_aux: 2.605022 loss_class_dn: 0.353194 loss_bbox_dn: 0.161181 loss_giou_dn: 0.406323 loss_class_aux_dn: 1.899701 loss_bbox_aux_dn: 0.978437 loss_giou_aux_dn: 2.257565 loss: 14.965994 eta: 4 days, 7:51:27 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2239 images/s [04/12 06:13:16] ppdet.engine INFO: Epoch: [41] [4700/7329] learning_rate: 0.000100 loss_class: 0.644390 loss_bbox: 0.125825 loss_giou: 0.354593 loss_class_aux: 3.903170 loss_bbox_aux: 0.842525 loss_giou_aux: 2.310384 loss_class_dn: 0.346001 loss_bbox_dn: 0.150535 loss_giou_dn: 0.390453 loss_class_aux_dn: 1.824788 loss_bbox_aux_dn: 0.881229 loss_giou_aux_dn: 2.120168 loss: 14.642787 eta: 4 days, 7:50:22 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1417 images/s [04/12 06:14:26] ppdet.engine INFO: Epoch: [41] [4800/7329] learning_rate: 0.000100 loss_class: 0.581094 loss_bbox: 0.123536 loss_giou: 0.405270 loss_class_aux: 3.736585 loss_bbox_aux: 0.827919 loss_giou_aux: 2.621619 loss_class_dn: 0.337410 loss_bbox_dn: 0.127279 loss_giou_dn: 0.367865 loss_class_aux_dn: 1.823432 loss_bbox_aux_dn: 0.782708 loss_giou_aux_dn: 2.028251 loss: 14.563633 eta: 4 days, 7:49:15 batch_cost: 0.6447 data_cost: 0.0022 ips: 6.2045 images/s [04/12 06:15:37] ppdet.engine INFO: Epoch: [41] [4900/7329] learning_rate: 0.000100 loss_class: 0.553373 loss_bbox: 0.131147 loss_giou: 0.360881 loss_class_aux: 3.491401 loss_bbox_aux: 0.856371 loss_giou_aux: 2.168838 loss_class_dn: 0.316480 loss_bbox_dn: 0.138741 loss_giou_dn: 0.341721 loss_class_aux_dn: 1.737221 loss_bbox_aux_dn: 0.818583 loss_giou_aux_dn: 1.893123 loss: 12.854883 eta: 4 days, 7:48:10 batch_cost: 0.6486 data_cost: 0.0020 ips: 6.1674 images/s [04/12 06:16:47] ppdet.engine INFO: Epoch: [41] [5000/7329] learning_rate: 0.000100 loss_class: 0.481143 loss_bbox: 0.108440 loss_giou: 0.338671 loss_class_aux: 3.039450 loss_bbox_aux: 0.727019 loss_giou_aux: 2.181421 loss_class_dn: 0.279200 loss_bbox_dn: 0.131998 loss_giou_dn: 0.331118 loss_class_aux_dn: 1.536951 loss_bbox_aux_dn: 0.779870 loss_giou_aux_dn: 1.820540 loss: 11.682688 eta: 4 days, 7:47:04 batch_cost: 0.6464 data_cost: 0.0022 ips: 6.1878 images/s [04/12 06:17:57] ppdet.engine INFO: Epoch: [41] [5100/7329] learning_rate: 0.000100 loss_class: 0.598881 loss_bbox: 0.150358 loss_giou: 0.439264 loss_class_aux: 3.848067 loss_bbox_aux: 0.923218 loss_giou_aux: 2.747318 loss_class_dn: 0.373993 loss_bbox_dn: 0.154176 loss_giou_dn: 0.417216 loss_class_aux_dn: 2.017492 loss_bbox_aux_dn: 0.904821 loss_giou_aux_dn: 2.317909 loss: 15.209726 eta: 4 days, 7:45:57 batch_cost: 0.6424 data_cost: 0.0021 ips: 6.2271 images/s [04/12 06:19:06] ppdet.engine INFO: Epoch: [41] [5200/7329] learning_rate: 0.000100 loss_class: 0.594269 loss_bbox: 0.136185 loss_giou: 0.399872 loss_class_aux: 3.732677 loss_bbox_aux: 0.914194 loss_giou_aux: 2.549778 loss_class_dn: 0.340743 loss_bbox_dn: 0.147415 loss_giou_dn: 0.389616 loss_class_aux_dn: 1.821084 loss_bbox_aux_dn: 0.883312 loss_giou_aux_dn: 2.161611 loss: 14.738712 eta: 4 days, 7:44:50 batch_cost: 0.6404 data_cost: 0.0020 ips: 6.2458 images/s [04/12 06:20:16] ppdet.engine INFO: Epoch: [41] [5300/7329] learning_rate: 0.000100 loss_class: 0.595929 loss_bbox: 0.128592 loss_giou: 0.423222 loss_class_aux: 3.758626 loss_bbox_aux: 0.846019 loss_giou_aux: 2.763062 loss_class_dn: 0.302725 loss_bbox_dn: 0.135593 loss_giou_dn: 0.359616 loss_class_aux_dn: 1.648575 loss_bbox_aux_dn: 0.813153 loss_giou_aux_dn: 2.048816 loss: 13.931946 eta: 4 days, 7:43:44 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1826 images/s [04/12 06:21:26] ppdet.engine INFO: Epoch: [41] [5400/7329] learning_rate: 0.000100 loss_class: 0.578849 loss_bbox: 0.136447 loss_giou: 0.360617 loss_class_aux: 3.712595 loss_bbox_aux: 0.873888 loss_giou_aux: 2.220118 loss_class_dn: 0.318898 loss_bbox_dn: 0.137231 loss_giou_dn: 0.339717 loss_class_aux_dn: 1.722711 loss_bbox_aux_dn: 0.780990 loss_giou_aux_dn: 1.897848 loss: 13.293553 eta: 4 days, 7:42:38 batch_cost: 0.6449 data_cost: 0.0020 ips: 6.2023 images/s [04/12 06:22:37] ppdet.engine INFO: Epoch: [41] [5500/7329] learning_rate: 0.000100 loss_class: 0.598393 loss_bbox: 0.137642 loss_giou: 0.366289 loss_class_aux: 3.802734 loss_bbox_aux: 0.935057 loss_giou_aux: 2.289076 loss_class_dn: 0.332075 loss_bbox_dn: 0.143056 loss_giou_dn: 0.364596 loss_class_aux_dn: 1.747429 loss_bbox_aux_dn: 0.862235 loss_giou_aux_dn: 2.065488 loss: 14.551847 eta: 4 days, 7:41:32 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1829 images/s [04/12 06:23:47] ppdet.engine INFO: Epoch: [41] [5600/7329] learning_rate: 0.000100 loss_class: 0.579984 loss_bbox: 0.124769 loss_giou: 0.417352 loss_class_aux: 3.654041 loss_bbox_aux: 0.884424 loss_giou_aux: 2.684461 loss_class_dn: 0.335046 loss_bbox_dn: 0.130006 loss_giou_dn: 0.403637 loss_class_aux_dn: 1.842311 loss_bbox_aux_dn: 0.777654 loss_giou_aux_dn: 2.220370 loss: 14.091687 eta: 4 days, 7:40:26 batch_cost: 0.6464 data_cost: 0.0020 ips: 6.1884 images/s [04/12 06:24:58] ppdet.engine INFO: Epoch: [41] [5700/7329] learning_rate: 0.000100 loss_class: 0.560016 loss_bbox: 0.138296 loss_giou: 0.430884 loss_class_aux: 3.720552 loss_bbox_aux: 0.897923 loss_giou_aux: 2.718145 loss_class_dn: 0.337934 loss_bbox_dn: 0.158843 loss_giou_dn: 0.418684 loss_class_aux_dn: 1.865533 loss_bbox_aux_dn: 0.927031 loss_giou_aux_dn: 2.242675 loss: 14.705585 eta: 4 days, 7:39:22 batch_cost: 0.6527 data_cost: 0.0018 ips: 6.1286 images/s [04/12 06:26:07] ppdet.engine INFO: Epoch: [41] [5800/7329] learning_rate: 0.000100 loss_class: 0.575331 loss_bbox: 0.127694 loss_giou: 0.375279 loss_class_aux: 3.601756 loss_bbox_aux: 0.862527 loss_giou_aux: 2.411243 loss_class_dn: 0.335190 loss_bbox_dn: 0.146337 loss_giou_dn: 0.372950 loss_class_aux_dn: 1.795222 loss_bbox_aux_dn: 0.856559 loss_giou_aux_dn: 2.080077 loss: 14.584387 eta: 4 days, 7:38:15 batch_cost: 0.6430 data_cost: 0.0017 ips: 6.2206 images/s [04/12 06:27:18] ppdet.engine INFO: Epoch: [41] [5900/7329] learning_rate: 0.000100 loss_class: 0.570118 loss_bbox: 0.140133 loss_giou: 0.400579 loss_class_aux: 3.751193 loss_bbox_aux: 0.935256 loss_giou_aux: 2.521797 loss_class_dn: 0.340355 loss_bbox_dn: 0.139956 loss_giou_dn: 0.383659 loss_class_aux_dn: 1.837301 loss_bbox_aux_dn: 0.781776 loss_giou_aux_dn: 2.171814 loss: 14.654106 eta: 4 days, 7:37:09 batch_cost: 0.6447 data_cost: 0.0019 ips: 6.2041 images/s [04/12 06:28:28] ppdet.engine INFO: Epoch: [41] [6000/7329] learning_rate: 0.000100 loss_class: 0.603394 loss_bbox: 0.135764 loss_giou: 0.398585 loss_class_aux: 3.614663 loss_bbox_aux: 0.898680 loss_giou_aux: 2.510581 loss_class_dn: 0.322319 loss_bbox_dn: 0.158387 loss_giou_dn: 0.379955 loss_class_aux_dn: 1.721802 loss_bbox_aux_dn: 0.928916 loss_giou_aux_dn: 2.049887 loss: 13.528711 eta: 4 days, 7:36:04 batch_cost: 0.6531 data_cost: 0.0019 ips: 6.1249 images/s [04/12 06:29:39] ppdet.engine INFO: Epoch: [41] [6100/7329] learning_rate: 0.000100 loss_class: 0.523252 loss_bbox: 0.131093 loss_giou: 0.343239 loss_class_aux: 3.370450 loss_bbox_aux: 0.873410 loss_giou_aux: 2.206274 loss_class_dn: 0.310031 loss_bbox_dn: 0.154768 loss_giou_dn: 0.347750 loss_class_aux_dn: 1.700039 loss_bbox_aux_dn: 0.884983 loss_giou_aux_dn: 1.951792 loss: 13.188068 eta: 4 days, 7:34:59 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1288 images/s [04/12 06:30:51] ppdet.engine INFO: Epoch: [41] [6200/7329] learning_rate: 0.000100 loss_class: 0.625165 loss_bbox: 0.135691 loss_giou: 0.352931 loss_class_aux: 3.947553 loss_bbox_aux: 0.882173 loss_giou_aux: 2.252426 loss_class_dn: 0.319085 loss_bbox_dn: 0.142083 loss_giou_dn: 0.361697 loss_class_aux_dn: 1.689103 loss_bbox_aux_dn: 0.834967 loss_giou_aux_dn: 2.016561 loss: 13.550920 eta: 4 days, 7:33:56 batch_cost: 0.6615 data_cost: 0.0019 ips: 6.0469 images/s [04/12 06:32:02] ppdet.engine INFO: Epoch: [41] [6300/7329] learning_rate: 0.000100 loss_class: 0.572203 loss_bbox: 0.144871 loss_giou: 0.345334 loss_class_aux: 3.673635 loss_bbox_aux: 0.935575 loss_giou_aux: 2.239192 loss_class_dn: 0.335648 loss_bbox_dn: 0.161961 loss_giou_dn: 0.366459 loss_class_aux_dn: 1.743696 loss_bbox_aux_dn: 0.941551 loss_giou_aux_dn: 2.088611 loss: 14.069630 eta: 4 days, 7:32:51 batch_cost: 0.6515 data_cost: 0.0018 ips: 6.1398 images/s [04/12 06:33:14] ppdet.engine INFO: Epoch: [41] [6400/7329] learning_rate: 0.000100 loss_class: 0.619039 loss_bbox: 0.137603 loss_giou: 0.381412 loss_class_aux: 3.909693 loss_bbox_aux: 0.908066 loss_giou_aux: 2.368081 loss_class_dn: 0.345850 loss_bbox_dn: 0.142465 loss_giou_dn: 0.373813 loss_class_aux_dn: 1.816326 loss_bbox_aux_dn: 0.866375 loss_giou_aux_dn: 2.101791 loss: 14.823938 eta: 4 days, 7:31:49 batch_cost: 0.6663 data_cost: 0.0020 ips: 6.0036 images/s [04/12 06:34:23] ppdet.engine INFO: Epoch: [41] [6500/7329] learning_rate: 0.000100 loss_class: 0.570669 loss_bbox: 0.142421 loss_giou: 0.374675 loss_class_aux: 3.714844 loss_bbox_aux: 0.915682 loss_giou_aux: 2.410226 loss_class_dn: 0.310127 loss_bbox_dn: 0.161332 loss_giou_dn: 0.370834 loss_class_aux_dn: 1.691496 loss_bbox_aux_dn: 0.973171 loss_giou_aux_dn: 2.024820 loss: 13.996760 eta: 4 days, 7:30:40 batch_cost: 0.6323 data_cost: 0.0019 ips: 6.3265 images/s [04/12 06:35:34] ppdet.engine INFO: Epoch: [41] [6600/7329] learning_rate: 0.000100 loss_class: 0.556487 loss_bbox: 0.117280 loss_giou: 0.384546 loss_class_aux: 3.592744 loss_bbox_aux: 0.768723 loss_giou_aux: 2.406438 loss_class_dn: 0.332626 loss_bbox_dn: 0.135869 loss_giou_dn: 0.356251 loss_class_aux_dn: 1.817555 loss_bbox_aux_dn: 0.801576 loss_giou_aux_dn: 2.001469 loss: 14.275118 eta: 4 days, 7:29:36 batch_cost: 0.6546 data_cost: 0.0019 ips: 6.1102 images/s [04/12 06:36:45] ppdet.engine INFO: Epoch: [41] [6700/7329] learning_rate: 0.000100 loss_class: 0.623522 loss_bbox: 0.136219 loss_giou: 0.388590 loss_class_aux: 3.910424 loss_bbox_aux: 0.878068 loss_giou_aux: 2.453234 loss_class_dn: 0.337283 loss_bbox_dn: 0.157755 loss_giou_dn: 0.369539 loss_class_aux_dn: 1.833414 loss_bbox_aux_dn: 0.929827 loss_giou_aux_dn: 2.080884 loss: 15.385521 eta: 4 days, 7:28:31 batch_cost: 0.6530 data_cost: 0.0020 ips: 6.1254 images/s [04/12 06:37:56] ppdet.engine INFO: Epoch: [41] [6800/7329] learning_rate: 0.000100 loss_class: 0.547766 loss_bbox: 0.127345 loss_giou: 0.369295 loss_class_aux: 3.554732 loss_bbox_aux: 0.847559 loss_giou_aux: 2.395463 loss_class_dn: 0.307176 loss_bbox_dn: 0.138440 loss_giou_dn: 0.360088 loss_class_aux_dn: 1.624063 loss_bbox_aux_dn: 0.834116 loss_giou_aux_dn: 1.994667 loss: 13.811102 eta: 4 days, 7:27:26 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1344 images/s [04/12 06:39:06] ppdet.engine INFO: Epoch: [41] [6900/7329] learning_rate: 0.000100 loss_class: 0.581719 loss_bbox: 0.124042 loss_giou: 0.386434 loss_class_aux: 3.764005 loss_bbox_aux: 0.812123 loss_giou_aux: 2.468011 loss_class_dn: 0.324680 loss_bbox_dn: 0.144900 loss_giou_dn: 0.382072 loss_class_aux_dn: 1.781340 loss_bbox_aux_dn: 0.873528 loss_giou_aux_dn: 2.073698 loss: 14.066102 eta: 4 days, 7:26:20 batch_cost: 0.6424 data_cost: 0.0019 ips: 6.2263 images/s [04/12 06:40:18] ppdet.engine INFO: Epoch: [41] [7000/7329] learning_rate: 0.000100 loss_class: 0.610209 loss_bbox: 0.154897 loss_giou: 0.403820 loss_class_aux: 3.981912 loss_bbox_aux: 0.943566 loss_giou_aux: 2.539323 loss_class_dn: 0.359660 loss_bbox_dn: 0.178915 loss_giou_dn: 0.392973 loss_class_aux_dn: 1.929705 loss_bbox_aux_dn: 1.009237 loss_giou_aux_dn: 2.255142 loss: 14.917734 eta: 4 days, 7:25:17 batch_cost: 0.6610 data_cost: 0.0018 ips: 6.0513 images/s [04/12 06:41:28] ppdet.engine INFO: Epoch: [41] [7100/7329] learning_rate: 0.000100 loss_class: 0.560125 loss_bbox: 0.137154 loss_giou: 0.367676 loss_class_aux: 3.577209 loss_bbox_aux: 0.899064 loss_giou_aux: 2.316769 loss_class_dn: 0.318448 loss_bbox_dn: 0.164778 loss_giou_dn: 0.366129 loss_class_aux_dn: 1.686751 loss_bbox_aux_dn: 0.923058 loss_giou_aux_dn: 1.998727 loss: 13.336804 eta: 4 days, 7:24:11 batch_cost: 0.6462 data_cost: 0.0020 ips: 6.1898 images/s [04/12 06:42:38] ppdet.engine INFO: Epoch: [41] [7200/7329] learning_rate: 0.000100 loss_class: 0.599090 loss_bbox: 0.139223 loss_giou: 0.395198 loss_class_aux: 3.869162 loss_bbox_aux: 0.916624 loss_giou_aux: 2.495106 loss_class_dn: 0.350033 loss_bbox_dn: 0.147830 loss_giou_dn: 0.370948 loss_class_aux_dn: 1.853490 loss_bbox_aux_dn: 0.861237 loss_giou_aux_dn: 2.071978 loss: 14.607248 eta: 4 days, 7:23:06 batch_cost: 0.6510 data_cost: 0.0019 ips: 6.1446 images/s [04/12 06:43:50] ppdet.engine INFO: Epoch: [41] [7300/7329] learning_rate: 0.000100 loss_class: 0.666157 loss_bbox: 0.135523 loss_giou: 0.404378 loss_class_aux: 4.178206 loss_bbox_aux: 0.884634 loss_giou_aux: 2.561755 loss_class_dn: 0.358819 loss_bbox_dn: 0.160994 loss_giou_dn: 0.409574 loss_class_aux_dn: 1.931311 loss_bbox_aux_dn: 0.969220 loss_giou_aux_dn: 2.259918 loss: 15.155032 eta: 4 days, 7:22:01 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1018 images/s [04/12 06:44:13] ppdet.engine INFO: Eval iter: 0 [04/12 06:44:41] ppdet.engine INFO: Eval iter: 100 [04/12 06:45:08] ppdet.engine INFO: Eval iter: 200 [04/12 06:45:35] ppdet.engine INFO: Eval iter: 300 [04/12 06:46:03] ppdet.engine INFO: Eval iter: 400 [04/12 06:46:31] ppdet.engine INFO: Eval iter: 500 [04/12 06:46:59] ppdet.engine INFO: Eval iter: 600 [04/12 06:47:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 06:47:40] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.54s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.79s). Accumulating evaluation results... DONE (t=29.10s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.721 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/12 06:50:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.91044523250815 [04/12 06:50:32] ppdet.engine INFO: Best test bbox ap is 0.538. [04/12 06:50:36] ppdet.engine INFO: Epoch: [42] [ 0/7329] learning_rate: 0.000100 loss_class: 0.677465 loss_bbox: 0.132165 loss_giou: 0.450953 loss_class_aux: 4.259830 loss_bbox_aux: 0.876431 loss_giou_aux: 2.878902 loss_class_dn: 0.379475 loss_bbox_dn: 0.157599 loss_giou_dn: 0.451930 loss_class_aux_dn: 2.027716 loss_bbox_aux_dn: 0.923894 loss_giou_aux_dn: 2.450991 loss: 15.492972 eta: 4 days, 7:21:41 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1012 images/s [04/12 06:51:46] ppdet.engine INFO: Epoch: [42] [ 100/7329] learning_rate: 0.000100 loss_class: 0.588359 loss_bbox: 0.117842 loss_giou: 0.394733 loss_class_aux: 3.687669 loss_bbox_aux: 0.775983 loss_giou_aux: 2.413463 loss_class_dn: 0.336901 loss_bbox_dn: 0.122104 loss_giou_dn: 0.385773 loss_class_aux_dn: 1.836743 loss_bbox_aux_dn: 0.715790 loss_giou_aux_dn: 2.176394 loss: 14.329311 eta: 4 days, 7:20:35 batch_cost: 0.6430 data_cost: 0.0019 ips: 6.2209 images/s [04/12 06:52:57] ppdet.engine INFO: Epoch: [42] [ 200/7329] learning_rate: 0.000100 loss_class: 0.588447 loss_bbox: 0.139649 loss_giou: 0.374322 loss_class_aux: 3.829819 loss_bbox_aux: 0.904139 loss_giou_aux: 2.390161 loss_class_dn: 0.348337 loss_bbox_dn: 0.144286 loss_giou_dn: 0.384965 loss_class_aux_dn: 1.861128 loss_bbox_aux_dn: 0.862235 loss_giou_aux_dn: 2.109327 loss: 14.458931 eta: 4 days, 7:19:31 batch_cost: 0.6546 data_cost: 0.0021 ips: 6.1104 images/s [04/12 06:54:07] ppdet.engine INFO: Epoch: [42] [ 300/7329] learning_rate: 0.000100 loss_class: 0.575740 loss_bbox: 0.128355 loss_giou: 0.354040 loss_class_aux: 3.842428 loss_bbox_aux: 0.873756 loss_giou_aux: 2.235291 loss_class_dn: 0.336736 loss_bbox_dn: 0.131036 loss_giou_dn: 0.334723 loss_class_aux_dn: 1.844018 loss_bbox_aux_dn: 0.839863 loss_giou_aux_dn: 1.961135 loss: 14.456158 eta: 4 days, 7:18:25 batch_cost: 0.6478 data_cost: 0.0022 ips: 6.1746 images/s [04/12 06:55:18] ppdet.engine INFO: Epoch: [42] [ 400/7329] learning_rate: 0.000100 loss_class: 0.581245 loss_bbox: 0.136643 loss_giou: 0.328922 loss_class_aux: 3.853267 loss_bbox_aux: 0.874920 loss_giou_aux: 2.135018 loss_class_dn: 0.324501 loss_bbox_dn: 0.136849 loss_giou_dn: 0.361257 loss_class_aux_dn: 1.768924 loss_bbox_aux_dn: 0.817000 loss_giou_aux_dn: 2.029374 loss: 14.225925 eta: 4 days, 7:17:20 batch_cost: 0.6500 data_cost: 0.0022 ips: 6.1534 images/s [04/12 06:56:29] ppdet.engine INFO: Epoch: [42] [ 500/7329] learning_rate: 0.000100 loss_class: 0.566056 loss_bbox: 0.147573 loss_giou: 0.321805 loss_class_aux: 3.806740 loss_bbox_aux: 0.938496 loss_giou_aux: 2.053089 loss_class_dn: 0.328127 loss_bbox_dn: 0.167192 loss_giou_dn: 0.340076 loss_class_aux_dn: 1.766056 loss_bbox_aux_dn: 0.953135 loss_giou_aux_dn: 1.867075 loss: 13.530435 eta: 4 days, 7:16:14 batch_cost: 0.6497 data_cost: 0.0020 ips: 6.1569 images/s [04/12 06:57:40] ppdet.engine INFO: Epoch: [42] [ 600/7329] learning_rate: 0.000100 loss_class: 0.488001 loss_bbox: 0.117091 loss_giou: 0.300516 loss_class_aux: 3.251463 loss_bbox_aux: 0.814669 loss_giou_aux: 1.972314 loss_class_dn: 0.284453 loss_bbox_dn: 0.128194 loss_giou_dn: 0.282192 loss_class_aux_dn: 1.572962 loss_bbox_aux_dn: 0.812993 loss_giou_aux_dn: 1.644474 loss: 11.921495 eta: 4 days, 7:15:10 batch_cost: 0.6539 data_cost: 0.0021 ips: 6.1170 images/s [04/12 06:58:51] ppdet.engine INFO: Epoch: [42] [ 700/7329] learning_rate: 0.000100 loss_class: 0.608190 loss_bbox: 0.129448 loss_giou: 0.368638 loss_class_aux: 3.863639 loss_bbox_aux: 0.862608 loss_giou_aux: 2.286073 loss_class_dn: 0.335628 loss_bbox_dn: 0.150521 loss_giou_dn: 0.356563 loss_class_aux_dn: 1.792132 loss_bbox_aux_dn: 0.888382 loss_giou_aux_dn: 1.983413 loss: 13.805946 eta: 4 days, 7:14:06 batch_cost: 0.6561 data_cost: 0.0020 ips: 6.0967 images/s [04/12 07:00:03] ppdet.engine INFO: Epoch: [42] [ 800/7329] learning_rate: 0.000100 loss_class: 0.607937 loss_bbox: 0.121360 loss_giou: 0.391849 loss_class_aux: 3.919673 loss_bbox_aux: 0.814756 loss_giou_aux: 2.487140 loss_class_dn: 0.340840 loss_bbox_dn: 0.138705 loss_giou_dn: 0.376911 loss_class_aux_dn: 1.831369 loss_bbox_aux_dn: 0.789553 loss_giou_aux_dn: 2.141104 loss: 15.162142 eta: 4 days, 7:13:02 batch_cost: 0.6575 data_cost: 0.0025 ips: 6.0833 images/s [04/12 07:01:13] ppdet.engine INFO: Epoch: [42] [ 900/7329] learning_rate: 0.000100 loss_class: 0.543025 loss_bbox: 0.131212 loss_giou: 0.344193 loss_class_aux: 3.372563 loss_bbox_aux: 0.853127 loss_giou_aux: 2.187389 loss_class_dn: 0.300193 loss_bbox_dn: 0.141234 loss_giou_dn: 0.329035 loss_class_aux_dn: 1.601387 loss_bbox_aux_dn: 0.849759 loss_giou_aux_dn: 1.826391 loss: 13.035345 eta: 4 days, 7:11:56 batch_cost: 0.6462 data_cost: 0.0023 ips: 6.1904 images/s [04/12 07:02:23] ppdet.engine INFO: Epoch: [42] [1000/7329] learning_rate: 0.000100 loss_class: 0.584165 loss_bbox: 0.143144 loss_giou: 0.317866 loss_class_aux: 3.766912 loss_bbox_aux: 0.903827 loss_giou_aux: 2.050090 loss_class_dn: 0.317688 loss_bbox_dn: 0.158558 loss_giou_dn: 0.345023 loss_class_aux_dn: 1.733672 loss_bbox_aux_dn: 0.951618 loss_giou_aux_dn: 1.914789 loss: 13.263359 eta: 4 days, 7:10:51 batch_cost: 0.6500 data_cost: 0.0023 ips: 6.1534 images/s [04/12 07:03:35] ppdet.engine INFO: Epoch: [42] [1100/7329] learning_rate: 0.000100 loss_class: 0.610308 loss_bbox: 0.134488 loss_giou: 0.378681 loss_class_aux: 3.871960 loss_bbox_aux: 0.891306 loss_giou_aux: 2.511429 loss_class_dn: 0.332847 loss_bbox_dn: 0.150879 loss_giou_dn: 0.394441 loss_class_aux_dn: 1.787422 loss_bbox_aux_dn: 0.892288 loss_giou_aux_dn: 2.160077 loss: 14.666122 eta: 4 days, 7:09:47 batch_cost: 0.6584 data_cost: 0.0022 ips: 6.0752 images/s [04/12 07:04:46] ppdet.engine INFO: Epoch: [42] [1200/7329] learning_rate: 0.000100 loss_class: 0.541691 loss_bbox: 0.131167 loss_giou: 0.379287 loss_class_aux: 3.518151 loss_bbox_aux: 0.871182 loss_giou_aux: 2.400917 loss_class_dn: 0.337776 loss_bbox_dn: 0.121956 loss_giou_dn: 0.352547 loss_class_aux_dn: 1.810499 loss_bbox_aux_dn: 0.779556 loss_giou_aux_dn: 1.960748 loss: 13.802449 eta: 4 days, 7:08:42 batch_cost: 0.6538 data_cost: 0.0022 ips: 6.1179 images/s [04/12 07:05:59] ppdet.engine INFO: Epoch: [42] [1300/7329] learning_rate: 0.000100 loss_class: 0.549338 loss_bbox: 0.131688 loss_giou: 0.384779 loss_class_aux: 3.559289 loss_bbox_aux: 0.807154 loss_giou_aux: 2.556407 loss_class_dn: 0.318462 loss_bbox_dn: 0.140665 loss_giou_dn: 0.384936 loss_class_aux_dn: 1.764557 loss_bbox_aux_dn: 0.812696 loss_giou_aux_dn: 2.111950 loss: 13.860037 eta: 4 days, 7:07:40 batch_cost: 0.6650 data_cost: 0.0021 ips: 6.0154 images/s [04/12 07:07:10] ppdet.engine INFO: Epoch: [42] [1400/7329] learning_rate: 0.000100 loss_class: 0.622475 loss_bbox: 0.125972 loss_giou: 0.428959 loss_class_aux: 4.023537 loss_bbox_aux: 0.839732 loss_giou_aux: 2.697817 loss_class_dn: 0.356788 loss_bbox_dn: 0.128008 loss_giou_dn: 0.374908 loss_class_aux_dn: 1.955332 loss_bbox_aux_dn: 0.784185 loss_giou_aux_dn: 2.095116 loss: 15.086367 eta: 4 days, 7:06:35 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1117 images/s [04/12 07:08:21] ppdet.engine INFO: Epoch: [42] [1500/7329] learning_rate: 0.000100 loss_class: 0.610517 loss_bbox: 0.124337 loss_giou: 0.316734 loss_class_aux: 3.941792 loss_bbox_aux: 0.870655 loss_giou_aux: 2.002745 loss_class_dn: 0.318158 loss_bbox_dn: 0.143391 loss_giou_dn: 0.337416 loss_class_aux_dn: 1.689537 loss_bbox_aux_dn: 0.816580 loss_giou_aux_dn: 1.898593 loss: 13.728079 eta: 4 days, 7:05:29 batch_cost: 0.6442 data_cost: 0.0023 ips: 6.2095 images/s [04/12 07:09:31] ppdet.engine INFO: Epoch: [42] [1600/7329] learning_rate: 0.000100 loss_class: 0.609033 loss_bbox: 0.140968 loss_giou: 0.334756 loss_class_aux: 3.726253 loss_bbox_aux: 0.929939 loss_giou_aux: 2.123032 loss_class_dn: 0.339539 loss_bbox_dn: 0.154041 loss_giou_dn: 0.369925 loss_class_aux_dn: 1.801638 loss_bbox_aux_dn: 0.914853 loss_giou_aux_dn: 2.001550 loss: 14.695040 eta: 4 days, 7:04:23 batch_cost: 0.6457 data_cost: 0.0019 ips: 6.1945 images/s [04/12 07:10:43] ppdet.engine INFO: Epoch: [42] [1700/7329] learning_rate: 0.000100 loss_class: 0.557538 loss_bbox: 0.128201 loss_giou: 0.376034 loss_class_aux: 3.476611 loss_bbox_aux: 0.864181 loss_giou_aux: 2.406151 loss_class_dn: 0.317892 loss_bbox_dn: 0.140430 loss_giou_dn: 0.364645 loss_class_aux_dn: 1.706733 loss_bbox_aux_dn: 0.908567 loss_giou_aux_dn: 2.022712 loss: 13.550165 eta: 4 days, 7:03:19 batch_cost: 0.6568 data_cost: 0.0019 ips: 6.0903 images/s [04/12 07:11:53] ppdet.engine INFO: Epoch: [42] [1800/7329] learning_rate: 0.000100 loss_class: 0.569362 loss_bbox: 0.129457 loss_giou: 0.346005 loss_class_aux: 3.711621 loss_bbox_aux: 0.826264 loss_giou_aux: 2.215331 loss_class_dn: 0.339417 loss_bbox_dn: 0.140575 loss_giou_dn: 0.357261 loss_class_aux_dn: 1.820292 loss_bbox_aux_dn: 0.817727 loss_giou_aux_dn: 2.013334 loss: 14.141734 eta: 4 days, 7:02:14 batch_cost: 0.6533 data_cost: 0.0020 ips: 6.1232 images/s [04/12 07:13:04] ppdet.engine INFO: Epoch: [42] [1900/7329] learning_rate: 0.000100 loss_class: 0.583415 loss_bbox: 0.148045 loss_giou: 0.342021 loss_class_aux: 3.760097 loss_bbox_aux: 0.920371 loss_giou_aux: 2.246367 loss_class_dn: 0.317522 loss_bbox_dn: 0.175757 loss_giou_dn: 0.351246 loss_class_aux_dn: 1.713125 loss_bbox_aux_dn: 0.985192 loss_giou_aux_dn: 1.968662 loss: 14.246700 eta: 4 days, 7:01:09 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1611 images/s [04/12 07:14:15] ppdet.engine INFO: Epoch: [42] [2000/7329] learning_rate: 0.000100 loss_class: 0.604334 loss_bbox: 0.128641 loss_giou: 0.348683 loss_class_aux: 3.722508 loss_bbox_aux: 0.881223 loss_giou_aux: 2.236534 loss_class_dn: 0.324821 loss_bbox_dn: 0.141991 loss_giou_dn: 0.346621 loss_class_aux_dn: 1.746408 loss_bbox_aux_dn: 0.859571 loss_giou_aux_dn: 1.970168 loss: 13.577576 eta: 4 days, 7:00:04 batch_cost: 0.6531 data_cost: 0.0020 ips: 6.1250 images/s [04/12 07:15:26] ppdet.engine INFO: Epoch: [42] [2100/7329] learning_rate: 0.000100 loss_class: 0.605350 loss_bbox: 0.129822 loss_giou: 0.385145 loss_class_aux: 3.912090 loss_bbox_aux: 0.850951 loss_giou_aux: 2.440649 loss_class_dn: 0.332109 loss_bbox_dn: 0.137254 loss_giou_dn: 0.391337 loss_class_aux_dn: 1.829647 loss_bbox_aux_dn: 0.807632 loss_giou_aux_dn: 2.129404 loss: 14.355617 eta: 4 days, 6:58:59 batch_cost: 0.6516 data_cost: 0.0022 ips: 6.1389 images/s [04/12 07:16:37] ppdet.engine INFO: Epoch: [42] [2200/7329] learning_rate: 0.000100 loss_class: 0.627981 loss_bbox: 0.130082 loss_giou: 0.367422 loss_class_aux: 3.906092 loss_bbox_aux: 0.846018 loss_giou_aux: 2.298065 loss_class_dn: 0.340420 loss_bbox_dn: 0.154537 loss_giou_dn: 0.358582 loss_class_aux_dn: 1.836513 loss_bbox_aux_dn: 0.900457 loss_giou_aux_dn: 2.015830 loss: 14.651763 eta: 4 days, 6:57:54 batch_cost: 0.6496 data_cost: 0.0021 ips: 6.1576 images/s [04/12 07:17:47] ppdet.engine INFO: Epoch: [42] [2300/7329] learning_rate: 0.000100 loss_class: 0.525643 loss_bbox: 0.128615 loss_giou: 0.358161 loss_class_aux: 3.302651 loss_bbox_aux: 0.787742 loss_giou_aux: 2.322708 loss_class_dn: 0.322570 loss_bbox_dn: 0.139884 loss_giou_dn: 0.340808 loss_class_aux_dn: 1.735282 loss_bbox_aux_dn: 0.818777 loss_giou_aux_dn: 1.891621 loss: 13.513309 eta: 4 days, 6:56:48 batch_cost: 0.6457 data_cost: 0.0020 ips: 6.1944 images/s [04/12 07:18:57] ppdet.engine INFO: Epoch: [42] [2400/7329] learning_rate: 0.000100 loss_class: 0.541328 loss_bbox: 0.136495 loss_giou: 0.388280 loss_class_aux: 3.442208 loss_bbox_aux: 0.897056 loss_giou_aux: 2.428879 loss_class_dn: 0.310917 loss_bbox_dn: 0.143163 loss_giou_dn: 0.360994 loss_class_aux_dn: 1.648095 loss_bbox_aux_dn: 0.831561 loss_giou_aux_dn: 1.961469 loss: 13.230541 eta: 4 days, 6:55:42 batch_cost: 0.6457 data_cost: 0.0020 ips: 6.1952 images/s [04/12 07:20:08] ppdet.engine INFO: Epoch: [42] [2500/7329] learning_rate: 0.000100 loss_class: 0.571414 loss_bbox: 0.131705 loss_giou: 0.361333 loss_class_aux: 3.668839 loss_bbox_aux: 0.820694 loss_giou_aux: 2.209544 loss_class_dn: 0.321107 loss_bbox_dn: 0.145119 loss_giou_dn: 0.340652 loss_class_aux_dn: 1.708820 loss_bbox_aux_dn: 0.830242 loss_giou_aux_dn: 1.871422 loss: 12.894071 eta: 4 days, 6:54:36 batch_cost: 0.6485 data_cost: 0.0021 ips: 6.1677 images/s [04/12 07:21:18] ppdet.engine INFO: Epoch: [42] [2600/7329] learning_rate: 0.000100 loss_class: 0.669276 loss_bbox: 0.146077 loss_giou: 0.412061 loss_class_aux: 4.156300 loss_bbox_aux: 0.960815 loss_giou_aux: 2.568381 loss_class_dn: 0.367546 loss_bbox_dn: 0.167418 loss_giou_dn: 0.404783 loss_class_aux_dn: 1.963239 loss_bbox_aux_dn: 1.016389 loss_giou_aux_dn: 2.218771 loss: 15.556225 eta: 4 days, 6:53:30 batch_cost: 0.6462 data_cost: 0.0021 ips: 6.1897 images/s [04/12 07:22:29] ppdet.engine INFO: Epoch: [42] [2700/7329] learning_rate: 0.000100 loss_class: 0.606269 loss_bbox: 0.134397 loss_giou: 0.408773 loss_class_aux: 3.827539 loss_bbox_aux: 0.885117 loss_giou_aux: 2.595665 loss_class_dn: 0.329950 loss_bbox_dn: 0.145425 loss_giou_dn: 0.398600 loss_class_aux_dn: 1.786219 loss_bbox_aux_dn: 0.852675 loss_giou_aux_dn: 2.167034 loss: 13.942671 eta: 4 days, 6:52:25 batch_cost: 0.6518 data_cost: 0.0021 ips: 6.1372 images/s [04/12 07:23:39] ppdet.engine INFO: Epoch: [42] [2800/7329] learning_rate: 0.000100 loss_class: 0.611324 loss_bbox: 0.136543 loss_giou: 0.371374 loss_class_aux: 3.738017 loss_bbox_aux: 0.924391 loss_giou_aux: 2.349283 loss_class_dn: 0.333442 loss_bbox_dn: 0.139720 loss_giou_dn: 0.382109 loss_class_aux_dn: 1.772054 loss_bbox_aux_dn: 0.837599 loss_giou_aux_dn: 2.104781 loss: 14.808329 eta: 4 days, 6:51:19 batch_cost: 0.6449 data_cost: 0.0021 ips: 6.2028 images/s [04/12 07:24:49] ppdet.engine INFO: Epoch: [42] [2900/7329] learning_rate: 0.000100 loss_class: 0.560049 loss_bbox: 0.136905 loss_giou: 0.355986 loss_class_aux: 3.778428 loss_bbox_aux: 0.892936 loss_giou_aux: 2.282313 loss_class_dn: 0.355600 loss_bbox_dn: 0.159165 loss_giou_dn: 0.369359 loss_class_aux_dn: 1.943839 loss_bbox_aux_dn: 0.936670 loss_giou_aux_dn: 2.058996 loss: 15.032457 eta: 4 days, 6:50:13 batch_cost: 0.6450 data_cost: 0.0020 ips: 6.2015 images/s [04/12 07:26:00] ppdet.engine INFO: Epoch: [42] [3000/7329] learning_rate: 0.000100 loss_class: 0.529559 loss_bbox: 0.122018 loss_giou: 0.362249 loss_class_aux: 3.258252 loss_bbox_aux: 0.784444 loss_giou_aux: 2.262864 loss_class_dn: 0.299692 loss_bbox_dn: 0.133202 loss_giou_dn: 0.333607 loss_class_aux_dn: 1.622952 loss_bbox_aux_dn: 0.792283 loss_giou_aux_dn: 1.933378 loss: 12.849420 eta: 4 days, 6:49:09 batch_cost: 0.6544 data_cost: 0.0020 ips: 6.1124 images/s [04/12 07:27:11] ppdet.engine INFO: Epoch: [42] [3100/7329] learning_rate: 0.000100 loss_class: 0.562480 loss_bbox: 0.144024 loss_giou: 0.368011 loss_class_aux: 3.615048 loss_bbox_aux: 0.941461 loss_giou_aux: 2.394989 loss_class_dn: 0.320126 loss_bbox_dn: 0.140706 loss_giou_dn: 0.346535 loss_class_aux_dn: 1.714024 loss_bbox_aux_dn: 0.863804 loss_giou_aux_dn: 1.954021 loss: 13.641394 eta: 4 days, 6:48:04 batch_cost: 0.6564 data_cost: 0.0020 ips: 6.0942 images/s [04/12 07:28:23] ppdet.engine INFO: Epoch: [42] [3200/7329] learning_rate: 0.000100 loss_class: 0.541830 loss_bbox: 0.126722 loss_giou: 0.374303 loss_class_aux: 3.579298 loss_bbox_aux: 0.840880 loss_giou_aux: 2.410339 loss_class_dn: 0.337282 loss_bbox_dn: 0.130237 loss_giou_dn: 0.364639 loss_class_aux_dn: 1.825696 loss_bbox_aux_dn: 0.792092 loss_giou_aux_dn: 2.025693 loss: 14.149866 eta: 4 days, 6:47:00 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0916 images/s [04/12 07:29:33] ppdet.engine INFO: Epoch: [42] [3300/7329] learning_rate: 0.000100 loss_class: 0.599380 loss_bbox: 0.145655 loss_giou: 0.450695 loss_class_aux: 3.851619 loss_bbox_aux: 0.951802 loss_giou_aux: 2.763133 loss_class_dn: 0.348364 loss_bbox_dn: 0.149590 loss_giou_dn: 0.383444 loss_class_aux_dn: 1.857675 loss_bbox_aux_dn: 0.889704 loss_giou_aux_dn: 2.163235 loss: 15.491995 eta: 4 days, 6:45:56 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1345 images/s [04/12 07:30:45] ppdet.engine INFO: Epoch: [42] [3400/7329] learning_rate: 0.000100 loss_class: 0.579993 loss_bbox: 0.137984 loss_giou: 0.392444 loss_class_aux: 3.818786 loss_bbox_aux: 0.864015 loss_giou_aux: 2.569192 loss_class_dn: 0.343049 loss_bbox_dn: 0.150403 loss_giou_dn: 0.374958 loss_class_aux_dn: 1.813795 loss_bbox_aux_dn: 0.885000 loss_giou_aux_dn: 2.104833 loss: 14.364153 eta: 4 days, 6:44:51 batch_cost: 0.6555 data_cost: 0.0021 ips: 6.1025 images/s [04/12 07:31:55] ppdet.engine INFO: Epoch: [42] [3500/7329] learning_rate: 0.000100 loss_class: 0.548096 loss_bbox: 0.114791 loss_giou: 0.316688 loss_class_aux: 3.583349 loss_bbox_aux: 0.763596 loss_giou_aux: 2.003777 loss_class_dn: 0.278212 loss_bbox_dn: 0.144287 loss_giou_dn: 0.293874 loss_class_aux_dn: 1.538847 loss_bbox_aux_dn: 0.825916 loss_giou_aux_dn: 1.621400 loss: 12.295024 eta: 4 days, 6:43:45 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2036 images/s [04/12 07:33:07] ppdet.engine INFO: Epoch: [42] [3600/7329] learning_rate: 0.000100 loss_class: 0.520386 loss_bbox: 0.121474 loss_giou: 0.351130 loss_class_aux: 3.262434 loss_bbox_aux: 0.770351 loss_giou_aux: 2.223330 loss_class_dn: 0.308410 loss_bbox_dn: 0.134490 loss_giou_dn: 0.326634 loss_class_aux_dn: 1.654689 loss_bbox_aux_dn: 0.826920 loss_giou_aux_dn: 1.807787 loss: 13.715094 eta: 4 days, 6:42:42 batch_cost: 0.6602 data_cost: 0.0020 ips: 6.0584 images/s [04/12 07:34:18] ppdet.engine INFO: Epoch: [42] [3700/7329] learning_rate: 0.000100 loss_class: 0.662732 loss_bbox: 0.143719 loss_giou: 0.434148 loss_class_aux: 4.003268 loss_bbox_aux: 0.965136 loss_giou_aux: 2.808651 loss_class_dn: 0.361916 loss_bbox_dn: 0.171673 loss_giou_dn: 0.410007 loss_class_aux_dn: 1.905761 loss_bbox_aux_dn: 0.959034 loss_giou_aux_dn: 2.293211 loss: 15.103714 eta: 4 days, 6:41:37 batch_cost: 0.6523 data_cost: 0.0022 ips: 6.1317 images/s [04/12 07:35:30] ppdet.engine INFO: Epoch: [42] [3800/7329] learning_rate: 0.000100 loss_class: 0.523392 loss_bbox: 0.114204 loss_giou: 0.358803 loss_class_aux: 3.275445 loss_bbox_aux: 0.761855 loss_giou_aux: 2.240514 loss_class_dn: 0.306579 loss_bbox_dn: 0.122435 loss_giou_dn: 0.343161 loss_class_aux_dn: 1.649710 loss_bbox_aux_dn: 0.736064 loss_giou_aux_dn: 1.886488 loss: 12.673812 eta: 4 days, 6:40:34 batch_cost: 0.6610 data_cost: 0.0020 ips: 6.0511 images/s [04/12 07:36:41] ppdet.engine INFO: Epoch: [42] [3900/7329] learning_rate: 0.000100 loss_class: 0.591988 loss_bbox: 0.132744 loss_giou: 0.438115 loss_class_aux: 3.853559 loss_bbox_aux: 0.877146 loss_giou_aux: 2.793074 loss_class_dn: 0.350639 loss_bbox_dn: 0.141638 loss_giou_dn: 0.427545 loss_class_aux_dn: 1.893076 loss_bbox_aux_dn: 0.872211 loss_giou_aux_dn: 2.434159 loss: 15.067016 eta: 4 days, 6:39:29 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1338 images/s [04/12 07:37:51] ppdet.engine INFO: Epoch: [42] [4000/7329] learning_rate: 0.000100 loss_class: 0.555586 loss_bbox: 0.137073 loss_giou: 0.340764 loss_class_aux: 3.428009 loss_bbox_aux: 0.843852 loss_giou_aux: 2.060419 loss_class_dn: 0.303946 loss_bbox_dn: 0.133284 loss_giou_dn: 0.296527 loss_class_aux_dn: 1.685885 loss_bbox_aux_dn: 0.795539 loss_giou_aux_dn: 1.675226 loss: 12.702203 eta: 4 days, 6:38:23 batch_cost: 0.6503 data_cost: 0.0022 ips: 6.1512 images/s [04/12 07:39:03] ppdet.engine INFO: Epoch: [42] [4100/7329] learning_rate: 0.000100 loss_class: 0.547781 loss_bbox: 0.126257 loss_giou: 0.353281 loss_class_aux: 3.572391 loss_bbox_aux: 0.890238 loss_giou_aux: 2.255583 loss_class_dn: 0.317168 loss_bbox_dn: 0.140867 loss_giou_dn: 0.345237 loss_class_aux_dn: 1.749829 loss_bbox_aux_dn: 0.840987 loss_giou_aux_dn: 1.928279 loss: 13.500378 eta: 4 days, 6:37:20 batch_cost: 0.6590 data_cost: 0.0020 ips: 6.0696 images/s [04/12 07:40:13] ppdet.engine INFO: Epoch: [42] [4200/7329] learning_rate: 0.000100 loss_class: 0.639225 loss_bbox: 0.136132 loss_giou: 0.390262 loss_class_aux: 4.128043 loss_bbox_aux: 0.884762 loss_giou_aux: 2.513737 loss_class_dn: 0.339658 loss_bbox_dn: 0.143720 loss_giou_dn: 0.373763 loss_class_aux_dn: 1.825200 loss_bbox_aux_dn: 0.857657 loss_giou_aux_dn: 2.036419 loss: 14.826338 eta: 4 days, 6:36:14 batch_cost: 0.6488 data_cost: 0.0021 ips: 6.1650 images/s [04/12 07:41:24] ppdet.engine INFO: Epoch: [42] [4300/7329] learning_rate: 0.000100 loss_class: 0.566060 loss_bbox: 0.134910 loss_giou: 0.386535 loss_class_aux: 3.609554 loss_bbox_aux: 0.877262 loss_giou_aux: 2.421741 loss_class_dn: 0.308231 loss_bbox_dn: 0.140522 loss_giou_dn: 0.355771 loss_class_aux_dn: 1.651885 loss_bbox_aux_dn: 0.865355 loss_giou_aux_dn: 1.983447 loss: 13.666332 eta: 4 days, 6:35:09 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1406 images/s [04/12 07:42:36] ppdet.engine INFO: Epoch: [42] [4400/7329] learning_rate: 0.000100 loss_class: 0.625520 loss_bbox: 0.138126 loss_giou: 0.441095 loss_class_aux: 4.195638 loss_bbox_aux: 0.915269 loss_giou_aux: 2.650765 loss_class_dn: 0.356565 loss_bbox_dn: 0.155655 loss_giou_dn: 0.389152 loss_class_aux_dn: 1.917356 loss_bbox_aux_dn: 0.934960 loss_giou_aux_dn: 2.202381 loss: 14.768179 eta: 4 days, 6:34:06 batch_cost: 0.6613 data_cost: 0.0022 ips: 6.0489 images/s [04/12 07:43:47] ppdet.engine INFO: Epoch: [42] [4500/7329] learning_rate: 0.000100 loss_class: 0.583695 loss_bbox: 0.135453 loss_giou: 0.380022 loss_class_aux: 3.619761 loss_bbox_aux: 0.912259 loss_giou_aux: 2.452833 loss_class_dn: 0.333228 loss_bbox_dn: 0.144858 loss_giou_dn: 0.395625 loss_class_aux_dn: 1.787637 loss_bbox_aux_dn: 0.864667 loss_giou_aux_dn: 2.142747 loss: 14.583599 eta: 4 days, 6:33:01 batch_cost: 0.6517 data_cost: 0.0022 ips: 6.1379 images/s [04/12 07:44:56] ppdet.engine INFO: Epoch: [42] [4600/7329] learning_rate: 0.000100 loss_class: 0.571257 loss_bbox: 0.136376 loss_giou: 0.347172 loss_class_aux: 3.458752 loss_bbox_aux: 0.824239 loss_giou_aux: 2.251837 loss_class_dn: 0.316823 loss_bbox_dn: 0.142493 loss_giou_dn: 0.338480 loss_class_aux_dn: 1.706327 loss_bbox_aux_dn: 0.820331 loss_giou_aux_dn: 1.878141 loss: 13.863485 eta: 4 days, 6:31:54 batch_cost: 0.6372 data_cost: 0.0022 ips: 6.2775 images/s [04/12 07:46:07] ppdet.engine INFO: Epoch: [42] [4700/7329] learning_rate: 0.000100 loss_class: 0.575683 loss_bbox: 0.129409 loss_giou: 0.299591 loss_class_aux: 3.774317 loss_bbox_aux: 0.820931 loss_giou_aux: 1.926435 loss_class_dn: 0.316895 loss_bbox_dn: 0.151181 loss_giou_dn: 0.312118 loss_class_aux_dn: 1.720700 loss_bbox_aux_dn: 0.877009 loss_giou_aux_dn: 1.782618 loss: 13.309643 eta: 4 days, 6:30:49 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1354 images/s [04/12 07:47:17] ppdet.engine INFO: Epoch: [42] [4800/7329] learning_rate: 0.000100 loss_class: 0.547661 loss_bbox: 0.133313 loss_giou: 0.318292 loss_class_aux: 3.641907 loss_bbox_aux: 0.872910 loss_giou_aux: 2.100843 loss_class_dn: 0.312851 loss_bbox_dn: 0.145111 loss_giou_dn: 0.326398 loss_class_aux_dn: 1.681032 loss_bbox_aux_dn: 0.850951 loss_giou_aux_dn: 1.815508 loss: 13.026226 eta: 4 days, 6:29:43 batch_cost: 0.6462 data_cost: 0.0021 ips: 6.1904 images/s [04/12 07:48:28] ppdet.engine INFO: Epoch: [42] [4900/7329] learning_rate: 0.000100 loss_class: 0.600610 loss_bbox: 0.123310 loss_giou: 0.351144 loss_class_aux: 3.681681 loss_bbox_aux: 0.833917 loss_giou_aux: 2.178991 loss_class_dn: 0.318138 loss_bbox_dn: 0.145978 loss_giou_dn: 0.376618 loss_class_aux_dn: 1.687073 loss_bbox_aux_dn: 0.863824 loss_giou_aux_dn: 2.055608 loss: 14.324427 eta: 4 days, 6:28:37 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1604 images/s [04/12 07:49:39] ppdet.engine INFO: Epoch: [42] [5000/7329] learning_rate: 0.000100 loss_class: 0.569812 loss_bbox: 0.139343 loss_giou: 0.348054 loss_class_aux: 3.575788 loss_bbox_aux: 0.895116 loss_giou_aux: 2.091279 loss_class_dn: 0.323543 loss_bbox_dn: 0.148244 loss_giou_dn: 0.333207 loss_class_aux_dn: 1.717998 loss_bbox_aux_dn: 0.840230 loss_giou_aux_dn: 1.921956 loss: 13.554144 eta: 4 days, 6:27:32 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1468 images/s [04/12 07:50:50] ppdet.engine INFO: Epoch: [42] [5100/7329] learning_rate: 0.000100 loss_class: 0.543039 loss_bbox: 0.138183 loss_giou: 0.377341 loss_class_aux: 3.471482 loss_bbox_aux: 0.889693 loss_giou_aux: 2.314949 loss_class_dn: 0.336194 loss_bbox_dn: 0.139024 loss_giou_dn: 0.341416 loss_class_aux_dn: 1.795725 loss_bbox_aux_dn: 0.797013 loss_giou_aux_dn: 2.007928 loss: 13.454303 eta: 4 days, 6:26:28 batch_cost: 0.6552 data_cost: 0.0020 ips: 6.1050 images/s [04/12 07:52:00] ppdet.engine INFO: Epoch: [42] [5200/7329] learning_rate: 0.000100 loss_class: 0.678462 loss_bbox: 0.151502 loss_giou: 0.473318 loss_class_aux: 4.273995 loss_bbox_aux: 0.978833 loss_giou_aux: 2.950350 loss_class_dn: 0.393021 loss_bbox_dn: 0.161973 loss_giou_dn: 0.448899 loss_class_aux_dn: 2.074130 loss_bbox_aux_dn: 0.931982 loss_giou_aux_dn: 2.484451 loss: 16.924530 eta: 4 days, 6:25:23 batch_cost: 0.6502 data_cost: 0.0022 ips: 6.1517 images/s [04/12 07:53:11] ppdet.engine INFO: Epoch: [42] [5300/7329] learning_rate: 0.000100 loss_class: 0.554591 loss_bbox: 0.118687 loss_giou: 0.337231 loss_class_aux: 3.523924 loss_bbox_aux: 0.789671 loss_giou_aux: 2.125921 loss_class_dn: 0.309680 loss_bbox_dn: 0.132788 loss_giou_dn: 0.321241 loss_class_aux_dn: 1.659083 loss_bbox_aux_dn: 0.776024 loss_giou_aux_dn: 1.786090 loss: 13.514482 eta: 4 days, 6:24:18 batch_cost: 0.6514 data_cost: 0.0022 ips: 6.1407 images/s [04/12 07:54:22] ppdet.engine INFO: Epoch: [42] [5400/7329] learning_rate: 0.000100 loss_class: 0.543366 loss_bbox: 0.126067 loss_giou: 0.359790 loss_class_aux: 3.527263 loss_bbox_aux: 0.862526 loss_giou_aux: 2.392385 loss_class_dn: 0.308383 loss_bbox_dn: 0.155831 loss_giou_dn: 0.328082 loss_class_aux_dn: 1.643030 loss_bbox_aux_dn: 0.888107 loss_giou_aux_dn: 1.838628 loss: 12.850416 eta: 4 days, 6:23:13 batch_cost: 0.6512 data_cost: 0.0020 ips: 6.1425 images/s [04/12 07:55:33] ppdet.engine INFO: Epoch: [42] [5500/7329] learning_rate: 0.000100 loss_class: 0.574399 loss_bbox: 0.133894 loss_giou: 0.387060 loss_class_aux: 3.662584 loss_bbox_aux: 0.869052 loss_giou_aux: 2.282204 loss_class_dn: 0.332754 loss_bbox_dn: 0.136417 loss_giou_dn: 0.352944 loss_class_aux_dn: 1.821828 loss_bbox_aux_dn: 0.810701 loss_giou_aux_dn: 1.996010 loss: 13.846713 eta: 4 days, 6:22:09 batch_cost: 0.6576 data_cost: 0.0024 ips: 6.0829 images/s [04/12 07:56:45] ppdet.engine INFO: Epoch: [42] [5600/7329] learning_rate: 0.000100 loss_class: 0.534284 loss_bbox: 0.126163 loss_giou: 0.333448 loss_class_aux: 3.415221 loss_bbox_aux: 0.836484 loss_giou_aux: 2.066375 loss_class_dn: 0.284090 loss_bbox_dn: 0.140985 loss_giou_dn: 0.300965 loss_class_aux_dn: 1.551998 loss_bbox_aux_dn: 0.797555 loss_giou_aux_dn: 1.672339 loss: 11.823183 eta: 4 days, 6:21:05 batch_cost: 0.6587 data_cost: 0.0024 ips: 6.0725 images/s [04/12 07:57:56] ppdet.engine INFO: Epoch: [42] [5700/7329] learning_rate: 0.000100 loss_class: 0.588507 loss_bbox: 0.138236 loss_giou: 0.380957 loss_class_aux: 3.735679 loss_bbox_aux: 0.889972 loss_giou_aux: 2.464737 loss_class_dn: 0.312681 loss_bbox_dn: 0.153753 loss_giou_dn: 0.349994 loss_class_aux_dn: 1.694197 loss_bbox_aux_dn: 0.884259 loss_giou_aux_dn: 1.922524 loss: 13.817668 eta: 4 days, 6:20:01 batch_cost: 0.6583 data_cost: 0.0021 ips: 6.0762 images/s [04/12 07:59:06] ppdet.engine INFO: Epoch: [42] [5800/7329] learning_rate: 0.000100 loss_class: 0.563099 loss_bbox: 0.132018 loss_giou: 0.374018 loss_class_aux: 3.620910 loss_bbox_aux: 0.851877 loss_giou_aux: 2.425009 loss_class_dn: 0.339127 loss_bbox_dn: 0.153754 loss_giou_dn: 0.369935 loss_class_aux_dn: 1.819192 loss_bbox_aux_dn: 0.902130 loss_giou_aux_dn: 2.101465 loss: 13.652309 eta: 4 days, 6:18:54 batch_cost: 0.6407 data_cost: 0.0019 ips: 6.2429 images/s [04/12 08:00:17] ppdet.engine INFO: Epoch: [42] [5900/7329] learning_rate: 0.000100 loss_class: 0.602418 loss_bbox: 0.131550 loss_giou: 0.392998 loss_class_aux: 3.897283 loss_bbox_aux: 0.862450 loss_giou_aux: 2.449799 loss_class_dn: 0.361881 loss_bbox_dn: 0.149552 loss_giou_dn: 0.416453 loss_class_aux_dn: 1.886673 loss_bbox_aux_dn: 0.889000 loss_giou_aux_dn: 2.313063 loss: 15.284117 eta: 4 days, 6:17:50 batch_cost: 0.6553 data_cost: 0.0021 ips: 6.1039 images/s [04/12 08:01:30] ppdet.engine INFO: Epoch: [42] [6000/7329] learning_rate: 0.000100 loss_class: 0.590367 loss_bbox: 0.148127 loss_giou: 0.444401 loss_class_aux: 3.664556 loss_bbox_aux: 0.928071 loss_giou_aux: 2.771950 loss_class_dn: 0.351638 loss_bbox_dn: 0.156445 loss_giou_dn: 0.406939 loss_class_aux_dn: 1.939534 loss_bbox_aux_dn: 0.932103 loss_giou_aux_dn: 2.233382 loss: 15.050829 eta: 4 days, 6:16:48 batch_cost: 0.6650 data_cost: 0.0018 ips: 6.0146 images/s [04/12 08:02:41] ppdet.engine INFO: Epoch: [42] [6100/7329] learning_rate: 0.000100 loss_class: 0.564580 loss_bbox: 0.131110 loss_giou: 0.342157 loss_class_aux: 3.573212 loss_bbox_aux: 0.842748 loss_giou_aux: 2.164348 loss_class_dn: 0.305250 loss_bbox_dn: 0.134094 loss_giou_dn: 0.334131 loss_class_aux_dn: 1.637825 loss_bbox_aux_dn: 0.807679 loss_giou_aux_dn: 1.885215 loss: 13.402857 eta: 4 days, 6:15:44 batch_cost: 0.6594 data_cost: 0.0020 ips: 6.0659 images/s [04/12 08:03:54] ppdet.engine INFO: Epoch: [42] [6200/7329] learning_rate: 0.000100 loss_class: 0.513062 loss_bbox: 0.122223 loss_giou: 0.308986 loss_class_aux: 3.374169 loss_bbox_aux: 0.825439 loss_giou_aux: 1.949069 loss_class_dn: 0.315853 loss_bbox_dn: 0.130369 loss_giou_dn: 0.314156 loss_class_aux_dn: 1.687999 loss_bbox_aux_dn: 0.794062 loss_giou_aux_dn: 1.752100 loss: 13.181315 eta: 4 days, 6:14:42 batch_cost: 0.6658 data_cost: 0.0019 ips: 6.0075 images/s [04/12 08:05:05] ppdet.engine INFO: Epoch: [42] [6300/7329] learning_rate: 0.000100 loss_class: 0.610785 loss_bbox: 0.141275 loss_giou: 0.407055 loss_class_aux: 3.717567 loss_bbox_aux: 0.884031 loss_giou_aux: 2.604239 loss_class_dn: 0.347639 loss_bbox_dn: 0.142884 loss_giou_dn: 0.391922 loss_class_aux_dn: 1.855166 loss_bbox_aux_dn: 0.854363 loss_giou_aux_dn: 2.182454 loss: 14.188419 eta: 4 days, 6:13:37 batch_cost: 0.6520 data_cost: 0.0022 ips: 6.1347 images/s [04/12 08:06:16] ppdet.engine INFO: Epoch: [42] [6400/7329] learning_rate: 0.000100 loss_class: 0.513586 loss_bbox: 0.130676 loss_giou: 0.363544 loss_class_aux: 3.302025 loss_bbox_aux: 0.830859 loss_giou_aux: 2.354176 loss_class_dn: 0.321564 loss_bbox_dn: 0.137819 loss_giou_dn: 0.350094 loss_class_aux_dn: 1.715710 loss_bbox_aux_dn: 0.865545 loss_giou_aux_dn: 1.956840 loss: 13.396551 eta: 4 days, 6:12:32 batch_cost: 0.6524 data_cost: 0.0023 ips: 6.1314 images/s [04/12 08:07:27] ppdet.engine INFO: Epoch: [42] [6500/7329] learning_rate: 0.000100 loss_class: 0.651396 loss_bbox: 0.130241 loss_giou: 0.390622 loss_class_aux: 4.238061 loss_bbox_aux: 0.864355 loss_giou_aux: 2.438954 loss_class_dn: 0.349763 loss_bbox_dn: 0.156720 loss_giou_dn: 0.382733 loss_class_aux_dn: 1.864759 loss_bbox_aux_dn: 0.893621 loss_giou_aux_dn: 2.139400 loss: 15.095375 eta: 4 days, 6:11:28 batch_cost: 0.6564 data_cost: 0.0025 ips: 6.0942 images/s [04/12 08:08:38] ppdet.engine INFO: Epoch: [42] [6600/7329] learning_rate: 0.000100 loss_class: 0.519694 loss_bbox: 0.116236 loss_giou: 0.302539 loss_class_aux: 3.303605 loss_bbox_aux: 0.757681 loss_giou_aux: 1.992722 loss_class_dn: 0.279603 loss_bbox_dn: 0.129798 loss_giou_dn: 0.278170 loss_class_aux_dn: 1.515909 loss_bbox_aux_dn: 0.753006 loss_giou_aux_dn: 1.571368 loss: 11.795094 eta: 4 days, 6:10:23 batch_cost: 0.6529 data_cost: 0.0020 ips: 6.1262 images/s [04/12 08:09:49] ppdet.engine INFO: Epoch: [42] [6700/7329] learning_rate: 0.000100 loss_class: 0.590967 loss_bbox: 0.134278 loss_giou: 0.390991 loss_class_aux: 3.663434 loss_bbox_aux: 0.865515 loss_giou_aux: 2.482270 loss_class_dn: 0.348176 loss_bbox_dn: 0.142779 loss_giou_dn: 0.371699 loss_class_aux_dn: 1.869416 loss_bbox_aux_dn: 0.845217 loss_giou_aux_dn: 2.070535 loss: 14.138609 eta: 4 days, 6:09:19 batch_cost: 0.6546 data_cost: 0.0022 ips: 6.1109 images/s [04/12 08:10:59] ppdet.engine INFO: Epoch: [42] [6800/7329] learning_rate: 0.000100 loss_class: 0.608429 loss_bbox: 0.148919 loss_giou: 0.397706 loss_class_aux: 4.054430 loss_bbox_aux: 0.990679 loss_giou_aux: 2.641968 loss_class_dn: 0.346192 loss_bbox_dn: 0.162799 loss_giou_dn: 0.414724 loss_class_aux_dn: 1.864025 loss_bbox_aux_dn: 0.964709 loss_giou_aux_dn: 2.271833 loss: 15.143614 eta: 4 days, 6:08:12 batch_cost: 0.6442 data_cost: 0.0019 ips: 6.2094 images/s [04/12 08:12:10] ppdet.engine INFO: Epoch: [42] [6900/7329] learning_rate: 0.000100 loss_class: 0.598512 loss_bbox: 0.136454 loss_giou: 0.404484 loss_class_aux: 3.868950 loss_bbox_aux: 0.829414 loss_giou_aux: 2.531096 loss_class_dn: 0.339112 loss_bbox_dn: 0.138486 loss_giou_dn: 0.376901 loss_class_aux_dn: 1.837988 loss_bbox_aux_dn: 0.812301 loss_giou_aux_dn: 2.105653 loss: 14.415661 eta: 4 days, 6:07:07 batch_cost: 0.6510 data_cost: 0.0020 ips: 6.1441 images/s [04/12 08:13:23] ppdet.engine INFO: Epoch: [42] [7000/7329] learning_rate: 0.000100 loss_class: 0.546440 loss_bbox: 0.131885 loss_giou: 0.342406 loss_class_aux: 3.414984 loss_bbox_aux: 0.832681 loss_giou_aux: 2.222811 loss_class_dn: 0.308642 loss_bbox_dn: 0.135929 loss_giou_dn: 0.322808 loss_class_aux_dn: 1.670882 loss_bbox_aux_dn: 0.802607 loss_giou_aux_dn: 1.777565 loss: 13.353750 eta: 4 days, 6:06:05 batch_cost: 0.6655 data_cost: 0.0019 ips: 6.0105 images/s [04/12 08:14:35] ppdet.engine INFO: Epoch: [42] [7100/7329] learning_rate: 0.000100 loss_class: 0.616561 loss_bbox: 0.137116 loss_giou: 0.384468 loss_class_aux: 3.928117 loss_bbox_aux: 0.926397 loss_giou_aux: 2.450900 loss_class_dn: 0.335765 loss_bbox_dn: 0.156390 loss_giou_dn: 0.397252 loss_class_aux_dn: 1.790121 loss_bbox_aux_dn: 0.921927 loss_giou_aux_dn: 2.211137 loss: 14.602440 eta: 4 days, 6:05:01 batch_cost: 0.6600 data_cost: 0.0021 ips: 6.0610 images/s [04/12 08:15:49] ppdet.engine INFO: Epoch: [42] [7200/7329] learning_rate: 0.000100 loss_class: 0.592089 loss_bbox: 0.123200 loss_giou: 0.360247 loss_class_aux: 3.779655 loss_bbox_aux: 0.854385 loss_giou_aux: 2.216299 loss_class_dn: 0.310776 loss_bbox_dn: 0.143407 loss_giou_dn: 0.346062 loss_class_aux_dn: 1.699733 loss_bbox_aux_dn: 0.849061 loss_giou_aux_dn: 1.934578 loss: 13.808039 eta: 4 days, 6:04:01 batch_cost: 0.6784 data_cost: 0.0018 ips: 5.8960 images/s [04/12 08:17:00] ppdet.engine INFO: Epoch: [42] [7300/7329] learning_rate: 0.000100 loss_class: 0.603025 loss_bbox: 0.134949 loss_giou: 0.433089 loss_class_aux: 3.916672 loss_bbox_aux: 0.848358 loss_giou_aux: 2.771881 loss_class_dn: 0.344890 loss_bbox_dn: 0.139068 loss_giou_dn: 0.405781 loss_class_aux_dn: 1.819705 loss_bbox_aux_dn: 0.828810 loss_giou_aux_dn: 2.262990 loss: 14.790359 eta: 4 days, 6:02:57 batch_cost: 0.6562 data_cost: 0.0019 ips: 6.0955 images/s [04/12 08:17:24] ppdet.engine INFO: Eval iter: 0 [04/12 08:17:52] ppdet.engine INFO: Eval iter: 100 [04/12 08:18:18] ppdet.engine INFO: Eval iter: 200 [04/12 08:18:46] ppdet.engine INFO: Eval iter: 300 [04/12 08:19:14] ppdet.engine INFO: Eval iter: 400 [04/12 08:19:42] ppdet.engine INFO: Eval iter: 500 [04/12 08:20:09] ppdet.engine INFO: Eval iter: 600 [04/12 08:20:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.20s) creating index... index created! [04/12 08:20:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=131.90s). Accumulating evaluation results... DONE (t=29.18s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/12 08:23:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.1213722593512 [04/12 08:23:47] ppdet.engine INFO: Best test bbox ap is 0.539. [04/12 08:23:51] ppdet.engine INFO: Epoch: [43] [ 0/7329] learning_rate: 0.000100 loss_class: 0.587521 loss_bbox: 0.136866 loss_giou: 0.437469 loss_class_aux: 3.588696 loss_bbox_aux: 0.859904 loss_giou_aux: 2.760539 loss_class_dn: 0.330445 loss_bbox_dn: 0.135884 loss_giou_dn: 0.373771 loss_class_aux_dn: 1.759691 loss_bbox_aux_dn: 0.796940 loss_giou_aux_dn: 2.116583 loss: 14.168440 eta: 4 days, 6:02:38 batch_cost: 0.6529 data_cost: 0.0019 ips: 6.1261 images/s [04/12 08:25:01] ppdet.engine INFO: Epoch: [43] [ 100/7329] learning_rate: 0.000100 loss_class: 0.577500 loss_bbox: 0.136553 loss_giou: 0.328840 loss_class_aux: 3.842220 loss_bbox_aux: 0.894396 loss_giou_aux: 2.181531 loss_class_dn: 0.306577 loss_bbox_dn: 0.149008 loss_giou_dn: 0.346306 loss_class_aux_dn: 1.642057 loss_bbox_aux_dn: 0.893922 loss_giou_aux_dn: 1.965066 loss: 14.046634 eta: 4 days, 6:01:31 batch_cost: 0.6424 data_cost: 0.0020 ips: 6.2270 images/s [04/12 08:26:11] ppdet.engine INFO: Epoch: [43] [ 200/7329] learning_rate: 0.000100 loss_class: 0.678614 loss_bbox: 0.147013 loss_giou: 0.433697 loss_class_aux: 4.282755 loss_bbox_aux: 0.942177 loss_giou_aux: 2.778512 loss_class_dn: 0.362748 loss_bbox_dn: 0.148205 loss_giou_dn: 0.407333 loss_class_aux_dn: 1.944904 loss_bbox_aux_dn: 0.876057 loss_giou_aux_dn: 2.201250 loss: 15.715122 eta: 4 days, 6:00:26 batch_cost: 0.6480 data_cost: 0.0019 ips: 6.1732 images/s [04/12 08:27:22] ppdet.engine INFO: Epoch: [43] [ 300/7329] learning_rate: 0.000100 loss_class: 0.471875 loss_bbox: 0.126418 loss_giou: 0.317617 loss_class_aux: 2.945883 loss_bbox_aux: 0.811229 loss_giou_aux: 2.041566 loss_class_dn: 0.282380 loss_bbox_dn: 0.130104 loss_giou_dn: 0.319850 loss_class_aux_dn: 1.500399 loss_bbox_aux_dn: 0.796790 loss_giou_aux_dn: 1.777722 loss: 12.087650 eta: 4 days, 5:59:21 batch_cost: 0.6506 data_cost: 0.0020 ips: 6.1485 images/s [04/12 08:28:32] ppdet.engine INFO: Epoch: [43] [ 400/7329] learning_rate: 0.000100 loss_class: 0.577422 loss_bbox: 0.123957 loss_giou: 0.384624 loss_class_aux: 3.737673 loss_bbox_aux: 0.822182 loss_giou_aux: 2.436453 loss_class_dn: 0.330398 loss_bbox_dn: 0.148247 loss_giou_dn: 0.371631 loss_class_aux_dn: 1.816940 loss_bbox_aux_dn: 0.890158 loss_giou_aux_dn: 2.044124 loss: 14.026480 eta: 4 days, 5:58:15 batch_cost: 0.6467 data_cost: 0.0023 ips: 6.1856 images/s [04/12 08:29:43] ppdet.engine INFO: Epoch: [43] [ 500/7329] learning_rate: 0.000100 loss_class: 0.633230 loss_bbox: 0.145665 loss_giou: 0.410420 loss_class_aux: 4.109695 loss_bbox_aux: 0.964396 loss_giou_aux: 2.647290 loss_class_dn: 0.353824 loss_bbox_dn: 0.152760 loss_giou_dn: 0.400324 loss_class_aux_dn: 1.905056 loss_bbox_aux_dn: 0.886963 loss_giou_aux_dn: 2.158812 loss: 15.353515 eta: 4 days, 5:57:09 batch_cost: 0.6491 data_cost: 0.0022 ips: 6.1624 images/s [04/12 08:30:53] ppdet.engine INFO: Epoch: [43] [ 600/7329] learning_rate: 0.000100 loss_class: 0.652756 loss_bbox: 0.138718 loss_giou: 0.443355 loss_class_aux: 4.053052 loss_bbox_aux: 0.901663 loss_giou_aux: 2.779754 loss_class_dn: 0.378316 loss_bbox_dn: 0.139102 loss_giou_dn: 0.447357 loss_class_aux_dn: 2.029713 loss_bbox_aux_dn: 0.841890 loss_giou_aux_dn: 2.375801 loss: 15.304159 eta: 4 days, 5:56:03 batch_cost: 0.6459 data_cost: 0.0025 ips: 6.1934 images/s [04/12 08:32:04] ppdet.engine INFO: Epoch: [43] [ 700/7329] learning_rate: 0.000100 loss_class: 0.559070 loss_bbox: 0.121250 loss_giou: 0.348525 loss_class_aux: 3.606846 loss_bbox_aux: 0.806710 loss_giou_aux: 2.233166 loss_class_dn: 0.309855 loss_bbox_dn: 0.139941 loss_giou_dn: 0.331631 loss_class_aux_dn: 1.681785 loss_bbox_aux_dn: 0.799396 loss_giou_aux_dn: 1.838869 loss: 13.357965 eta: 4 days, 5:54:59 batch_cost: 0.6533 data_cost: 0.0022 ips: 6.1223 images/s [04/12 08:33:15] ppdet.engine INFO: Epoch: [43] [ 800/7329] learning_rate: 0.000100 loss_class: 0.567610 loss_bbox: 0.133073 loss_giou: 0.474074 loss_class_aux: 3.795318 loss_bbox_aux: 0.870801 loss_giou_aux: 2.986234 loss_class_dn: 0.348267 loss_bbox_dn: 0.127594 loss_giou_dn: 0.464978 loss_class_aux_dn: 1.909448 loss_bbox_aux_dn: 0.781994 loss_giou_aux_dn: 2.538563 loss: 15.614272 eta: 4 days, 5:53:54 batch_cost: 0.6555 data_cost: 0.0021 ips: 6.1020 images/s [04/12 08:34:24] ppdet.engine INFO: Epoch: [43] [ 900/7329] learning_rate: 0.000100 loss_class: 0.639746 loss_bbox: 0.149942 loss_giou: 0.397965 loss_class_aux: 4.092685 loss_bbox_aux: 0.987332 loss_giou_aux: 2.470491 loss_class_dn: 0.376005 loss_bbox_dn: 0.160394 loss_giou_dn: 0.389242 loss_class_aux_dn: 2.013315 loss_bbox_aux_dn: 0.995106 loss_giou_aux_dn: 2.151924 loss: 15.193812 eta: 4 days, 5:52:47 batch_cost: 0.6362 data_cost: 0.0020 ips: 6.2870 images/s [04/12 08:35:34] ppdet.engine INFO: Epoch: [43] [1000/7329] learning_rate: 0.000100 loss_class: 0.598383 loss_bbox: 0.124518 loss_giou: 0.363037 loss_class_aux: 3.777194 loss_bbox_aux: 0.809922 loss_giou_aux: 2.232913 loss_class_dn: 0.311913 loss_bbox_dn: 0.130223 loss_giou_dn: 0.356248 loss_class_aux_dn: 1.685143 loss_bbox_aux_dn: 0.792109 loss_giou_aux_dn: 1.995019 loss: 14.296611 eta: 4 days, 5:51:41 batch_cost: 0.6471 data_cost: 0.0020 ips: 6.1812 images/s [04/12 08:36:46] ppdet.engine INFO: Epoch: [43] [1100/7329] learning_rate: 0.000100 loss_class: 0.555364 loss_bbox: 0.139709 loss_giou: 0.346792 loss_class_aux: 3.654317 loss_bbox_aux: 0.911657 loss_giou_aux: 2.153301 loss_class_dn: 0.318565 loss_bbox_dn: 0.151085 loss_giou_dn: 0.351585 loss_class_aux_dn: 1.737651 loss_bbox_aux_dn: 0.869526 loss_giou_aux_dn: 1.953814 loss: 14.036669 eta: 4 days, 5:50:37 batch_cost: 0.6584 data_cost: 0.0024 ips: 6.0751 images/s [04/12 08:37:57] ppdet.engine INFO: Epoch: [43] [1200/7329] learning_rate: 0.000100 loss_class: 0.532229 loss_bbox: 0.125451 loss_giou: 0.365203 loss_class_aux: 3.448756 loss_bbox_aux: 0.840928 loss_giou_aux: 2.297999 loss_class_dn: 0.314432 loss_bbox_dn: 0.127160 loss_giou_dn: 0.333256 loss_class_aux_dn: 1.679221 loss_bbox_aux_dn: 0.803363 loss_giou_aux_dn: 1.861925 loss: 12.678184 eta: 4 days, 5:49:33 batch_cost: 0.6541 data_cost: 0.0021 ips: 6.1150 images/s [04/12 08:39:07] ppdet.engine INFO: Epoch: [43] [1300/7329] learning_rate: 0.000100 loss_class: 0.500958 loss_bbox: 0.130939 loss_giou: 0.322271 loss_class_aux: 3.156451 loss_bbox_aux: 0.804870 loss_giou_aux: 2.045545 loss_class_dn: 0.295895 loss_bbox_dn: 0.136919 loss_giou_dn: 0.312840 loss_class_aux_dn: 1.561979 loss_bbox_aux_dn: 0.814136 loss_giou_aux_dn: 1.721062 loss: 11.840652 eta: 4 days, 5:48:27 batch_cost: 0.6485 data_cost: 0.0023 ips: 6.1684 images/s [04/12 08:40:17] ppdet.engine INFO: Epoch: [43] [1400/7329] learning_rate: 0.000100 loss_class: 0.555695 loss_bbox: 0.136171 loss_giou: 0.390816 loss_class_aux: 3.632311 loss_bbox_aux: 0.876537 loss_giou_aux: 2.414388 loss_class_dn: 0.343939 loss_bbox_dn: 0.145783 loss_giou_dn: 0.400260 loss_class_aux_dn: 1.861873 loss_bbox_aux_dn: 0.866831 loss_giou_aux_dn: 2.238500 loss: 14.752513 eta: 4 days, 5:47:20 batch_cost: 0.6427 data_cost: 0.0021 ips: 6.2235 images/s [04/12 08:41:26] ppdet.engine INFO: Epoch: [43] [1500/7329] learning_rate: 0.000100 loss_class: 0.545865 loss_bbox: 0.119650 loss_giou: 0.419306 loss_class_aux: 3.546302 loss_bbox_aux: 0.830400 loss_giou_aux: 2.643250 loss_class_dn: 0.307683 loss_bbox_dn: 0.119446 loss_giou_dn: 0.364707 loss_class_aux_dn: 1.647145 loss_bbox_aux_dn: 0.722442 loss_giou_aux_dn: 2.029536 loss: 13.296468 eta: 4 days, 5:46:13 batch_cost: 0.6398 data_cost: 0.0022 ips: 6.2521 images/s [04/12 08:42:38] ppdet.engine INFO: Epoch: [43] [1600/7329] learning_rate: 0.000100 loss_class: 0.595520 loss_bbox: 0.153333 loss_giou: 0.396829 loss_class_aux: 3.764478 loss_bbox_aux: 0.940755 loss_giou_aux: 2.511812 loss_class_dn: 0.348455 loss_bbox_dn: 0.149822 loss_giou_dn: 0.409693 loss_class_aux_dn: 1.873098 loss_bbox_aux_dn: 0.880369 loss_giou_aux_dn: 2.253613 loss: 14.696850 eta: 4 days, 5:45:09 batch_cost: 0.6563 data_cost: 0.0022 ips: 6.0952 images/s [04/12 08:43:47] ppdet.engine INFO: Epoch: [43] [1700/7329] learning_rate: 0.000100 loss_class: 0.576025 loss_bbox: 0.141661 loss_giou: 0.350861 loss_class_aux: 3.639771 loss_bbox_aux: 0.915261 loss_giou_aux: 2.262347 loss_class_dn: 0.317459 loss_bbox_dn: 0.136456 loss_giou_dn: 0.368023 loss_class_aux_dn: 1.677591 loss_bbox_aux_dn: 0.842034 loss_giou_aux_dn: 2.007867 loss: 14.093438 eta: 4 days, 5:44:02 batch_cost: 0.6411 data_cost: 0.0021 ips: 6.2395 images/s [04/12 08:44:59] ppdet.engine INFO: Epoch: [43] [1800/7329] learning_rate: 0.000100 loss_class: 0.539574 loss_bbox: 0.129210 loss_giou: 0.382117 loss_class_aux: 3.539579 loss_bbox_aux: 0.881631 loss_giou_aux: 2.414262 loss_class_dn: 0.334983 loss_bbox_dn: 0.151342 loss_giou_dn: 0.359813 loss_class_aux_dn: 1.763288 loss_bbox_aux_dn: 0.864738 loss_giou_aux_dn: 2.030206 loss: 13.758638 eta: 4 days, 5:42:58 batch_cost: 0.6544 data_cost: 0.0021 ips: 6.1124 images/s [04/12 08:46:09] ppdet.engine INFO: Epoch: [43] [1900/7329] learning_rate: 0.000100 loss_class: 0.539094 loss_bbox: 0.128481 loss_giou: 0.370764 loss_class_aux: 3.384848 loss_bbox_aux: 0.848555 loss_giou_aux: 2.240808 loss_class_dn: 0.332828 loss_bbox_dn: 0.152775 loss_giou_dn: 0.334254 loss_class_aux_dn: 1.766874 loss_bbox_aux_dn: 0.901263 loss_giou_aux_dn: 1.835040 loss: 14.106956 eta: 4 days, 5:41:52 batch_cost: 0.6459 data_cost: 0.0019 ips: 6.1930 images/s [04/12 08:47:18] ppdet.engine INFO: Epoch: [43] [2000/7329] learning_rate: 0.000100 loss_class: 0.526121 loss_bbox: 0.138182 loss_giou: 0.330677 loss_class_aux: 3.390520 loss_bbox_aux: 0.906234 loss_giou_aux: 2.118966 loss_class_dn: 0.308054 loss_bbox_dn: 0.142430 loss_giou_dn: 0.350551 loss_class_aux_dn: 1.711454 loss_bbox_aux_dn: 0.856501 loss_giou_aux_dn: 1.875113 loss: 12.727751 eta: 4 days, 5:40:45 batch_cost: 0.6413 data_cost: 0.0020 ips: 6.2376 images/s [04/12 08:48:30] ppdet.engine INFO: Epoch: [43] [2100/7329] learning_rate: 0.000100 loss_class: 0.513377 loss_bbox: 0.136335 loss_giou: 0.285579 loss_class_aux: 3.316448 loss_bbox_aux: 0.875152 loss_giou_aux: 1.794750 loss_class_dn: 0.286548 loss_bbox_dn: 0.136327 loss_giou_dn: 0.257790 loss_class_aux_dn: 1.567042 loss_bbox_aux_dn: 0.832937 loss_giou_aux_dn: 1.477532 loss: 12.127226 eta: 4 days, 5:39:41 batch_cost: 0.6570 data_cost: 0.0021 ips: 6.0886 images/s [04/12 08:49:42] ppdet.engine INFO: Epoch: [43] [2200/7329] learning_rate: 0.000100 loss_class: 0.586251 loss_bbox: 0.150116 loss_giou: 0.367512 loss_class_aux: 3.780635 loss_bbox_aux: 0.958933 loss_giou_aux: 2.346169 loss_class_dn: 0.339911 loss_bbox_dn: 0.157544 loss_giou_dn: 0.369530 loss_class_aux_dn: 1.870996 loss_bbox_aux_dn: 0.907271 loss_giou_aux_dn: 2.032666 loss: 14.571216 eta: 4 days, 5:38:37 batch_cost: 0.6577 data_cost: 0.0021 ips: 6.0814 images/s [04/12 08:50:52] ppdet.engine INFO: Epoch: [43] [2300/7329] learning_rate: 0.000100 loss_class: 0.564487 loss_bbox: 0.138844 loss_giou: 0.345947 loss_class_aux: 3.572602 loss_bbox_aux: 0.919162 loss_giou_aux: 2.184561 loss_class_dn: 0.313207 loss_bbox_dn: 0.155036 loss_giou_dn: 0.324284 loss_class_aux_dn: 1.703303 loss_bbox_aux_dn: 0.907667 loss_giou_aux_dn: 1.850651 loss: 14.056217 eta: 4 days, 5:37:31 batch_cost: 0.6455 data_cost: 0.0018 ips: 6.1970 images/s [04/12 08:52:03] ppdet.engine INFO: Epoch: [43] [2400/7329] learning_rate: 0.000100 loss_class: 0.551876 loss_bbox: 0.126997 loss_giou: 0.381665 loss_class_aux: 3.482274 loss_bbox_aux: 0.799294 loss_giou_aux: 2.457428 loss_class_dn: 0.329724 loss_bbox_dn: 0.125879 loss_giou_dn: 0.356965 loss_class_aux_dn: 1.777750 loss_bbox_aux_dn: 0.736853 loss_giou_aux_dn: 2.025067 loss: 13.848360 eta: 4 days, 5:36:26 batch_cost: 0.6529 data_cost: 0.0021 ips: 6.1266 images/s [04/12 08:53:15] ppdet.engine INFO: Epoch: [43] [2500/7329] learning_rate: 0.000100 loss_class: 0.631884 loss_bbox: 0.154112 loss_giou: 0.401233 loss_class_aux: 4.062699 loss_bbox_aux: 0.975298 loss_giou_aux: 2.544271 loss_class_dn: 0.350114 loss_bbox_dn: 0.160359 loss_giou_dn: 0.391473 loss_class_aux_dn: 1.932232 loss_bbox_aux_dn: 0.928521 loss_giou_aux_dn: 2.163264 loss: 14.966961 eta: 4 days, 5:35:23 batch_cost: 0.6632 data_cost: 0.0021 ips: 6.0311 images/s [04/12 08:54:26] ppdet.engine INFO: Epoch: [43] [2600/7329] learning_rate: 0.000100 loss_class: 0.575156 loss_bbox: 0.113920 loss_giou: 0.382874 loss_class_aux: 3.740304 loss_bbox_aux: 0.766896 loss_giou_aux: 2.237180 loss_class_dn: 0.308649 loss_bbox_dn: 0.125040 loss_giou_dn: 0.329811 loss_class_aux_dn: 1.691445 loss_bbox_aux_dn: 0.751785 loss_giou_aux_dn: 1.875506 loss: 12.941528 eta: 4 days, 5:34:18 batch_cost: 0.6506 data_cost: 0.0021 ips: 6.1480 images/s [04/12 08:55:36] ppdet.engine INFO: Epoch: [43] [2700/7329] learning_rate: 0.000100 loss_class: 0.560580 loss_bbox: 0.144728 loss_giou: 0.415844 loss_class_aux: 3.615506 loss_bbox_aux: 0.937710 loss_giou_aux: 2.612158 loss_class_dn: 0.330530 loss_bbox_dn: 0.149164 loss_giou_dn: 0.393835 loss_class_aux_dn: 1.807770 loss_bbox_aux_dn: 0.886003 loss_giou_aux_dn: 2.145525 loss: 14.081709 eta: 4 days, 5:33:13 batch_cost: 0.6505 data_cost: 0.0021 ips: 6.1491 images/s [04/12 08:56:47] ppdet.engine INFO: Epoch: [43] [2800/7329] learning_rate: 0.000100 loss_class: 0.583002 loss_bbox: 0.128225 loss_giou: 0.351352 loss_class_aux: 3.800526 loss_bbox_aux: 0.856616 loss_giou_aux: 2.249980 loss_class_dn: 0.329973 loss_bbox_dn: 0.145582 loss_giou_dn: 0.354879 loss_class_aux_dn: 1.785754 loss_bbox_aux_dn: 0.885879 loss_giou_aux_dn: 1.918667 loss: 13.534929 eta: 4 days, 5:32:08 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1656 images/s [04/12 08:57:56] ppdet.engine INFO: Epoch: [43] [2900/7329] learning_rate: 0.000100 loss_class: 0.616671 loss_bbox: 0.148473 loss_giou: 0.416532 loss_class_aux: 3.980553 loss_bbox_aux: 0.959048 loss_giou_aux: 2.621858 loss_class_dn: 0.346051 loss_bbox_dn: 0.150358 loss_giou_dn: 0.396624 loss_class_aux_dn: 1.905869 loss_bbox_aux_dn: 0.902241 loss_giou_aux_dn: 2.220997 loss: 15.453274 eta: 4 days, 5:31:00 batch_cost: 0.6387 data_cost: 0.0019 ips: 6.2632 images/s [04/12 08:59:07] ppdet.engine INFO: Epoch: [43] [3000/7329] learning_rate: 0.000100 loss_class: 0.573587 loss_bbox: 0.141651 loss_giou: 0.370680 loss_class_aux: 3.631853 loss_bbox_aux: 0.862878 loss_giou_aux: 2.316211 loss_class_dn: 0.337809 loss_bbox_dn: 0.137800 loss_giou_dn: 0.348413 loss_class_aux_dn: 1.824938 loss_bbox_aux_dn: 0.799755 loss_giou_aux_dn: 1.922027 loss: 14.338663 eta: 4 days, 5:29:55 batch_cost: 0.6504 data_cost: 0.0022 ips: 6.1504 images/s [04/12 09:00:16] ppdet.engine INFO: Epoch: [43] [3100/7329] learning_rate: 0.000100 loss_class: 0.470826 loss_bbox: 0.121693 loss_giou: 0.318083 loss_class_aux: 2.970409 loss_bbox_aux: 0.774841 loss_giou_aux: 2.041648 loss_class_dn: 0.282663 loss_bbox_dn: 0.125332 loss_giou_dn: 0.299288 loss_class_aux_dn: 1.526949 loss_bbox_aux_dn: 0.719504 loss_giou_aux_dn: 1.643581 loss: 11.698895 eta: 4 days, 5:28:48 batch_cost: 0.6416 data_cost: 0.0023 ips: 6.2349 images/s [04/12 09:01:27] ppdet.engine INFO: Epoch: [43] [3200/7329] learning_rate: 0.000100 loss_class: 0.640648 loss_bbox: 0.130757 loss_giou: 0.384860 loss_class_aux: 4.100024 loss_bbox_aux: 0.835114 loss_giou_aux: 2.517041 loss_class_dn: 0.359001 loss_bbox_dn: 0.129397 loss_giou_dn: 0.403878 loss_class_aux_dn: 1.903718 loss_bbox_aux_dn: 0.804305 loss_giou_aux_dn: 2.212590 loss: 14.949469 eta: 4 days, 5:27:44 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1197 images/s [04/12 09:02:38] ppdet.engine INFO: Epoch: [43] [3300/7329] learning_rate: 0.000100 loss_class: 0.584944 loss_bbox: 0.130028 loss_giou: 0.360820 loss_class_aux: 3.596367 loss_bbox_aux: 0.824571 loss_giou_aux: 2.245700 loss_class_dn: 0.324035 loss_bbox_dn: 0.134389 loss_giou_dn: 0.338009 loss_class_aux_dn: 1.727526 loss_bbox_aux_dn: 0.817550 loss_giou_aux_dn: 1.846921 loss: 14.181233 eta: 4 days, 5:26:40 batch_cost: 0.6577 data_cost: 0.0020 ips: 6.0817 images/s [04/12 09:03:51] ppdet.engine INFO: Epoch: [43] [3400/7329] learning_rate: 0.000100 loss_class: 0.586153 loss_bbox: 0.139318 loss_giou: 0.441234 loss_class_aux: 3.776377 loss_bbox_aux: 0.867019 loss_giou_aux: 2.699808 loss_class_dn: 0.352663 loss_bbox_dn: 0.145367 loss_giou_dn: 0.386849 loss_class_aux_dn: 1.841794 loss_bbox_aux_dn: 0.815346 loss_giou_aux_dn: 2.151443 loss: 15.196635 eta: 4 days, 5:25:38 batch_cost: 0.6702 data_cost: 0.0021 ips: 5.9684 images/s [04/12 09:05:00] ppdet.engine INFO: Epoch: [43] [3500/7329] learning_rate: 0.000100 loss_class: 0.579229 loss_bbox: 0.135027 loss_giou: 0.379713 loss_class_aux: 3.734237 loss_bbox_aux: 0.872487 loss_giou_aux: 2.372590 loss_class_dn: 0.343517 loss_bbox_dn: 0.146210 loss_giou_dn: 0.392635 loss_class_aux_dn: 1.867778 loss_bbox_aux_dn: 0.882154 loss_giou_aux_dn: 2.198744 loss: 14.808912 eta: 4 days, 5:24:30 batch_cost: 0.6353 data_cost: 0.0020 ips: 6.2964 images/s [04/12 09:06:11] ppdet.engine INFO: Epoch: [43] [3600/7329] learning_rate: 0.000100 loss_class: 0.505082 loss_bbox: 0.121330 loss_giou: 0.317389 loss_class_aux: 3.283858 loss_bbox_aux: 0.807593 loss_giou_aux: 2.007092 loss_class_dn: 0.309312 loss_bbox_dn: 0.131245 loss_giou_dn: 0.311703 loss_class_aux_dn: 1.685923 loss_bbox_aux_dn: 0.769642 loss_giou_aux_dn: 1.696035 loss: 12.724541 eta: 4 days, 5:23:25 batch_cost: 0.6516 data_cost: 0.0021 ips: 6.1386 images/s [04/12 09:07:22] ppdet.engine INFO: Epoch: [43] [3700/7329] learning_rate: 0.000100 loss_class: 0.558116 loss_bbox: 0.139461 loss_giou: 0.337913 loss_class_aux: 3.596091 loss_bbox_aux: 0.917733 loss_giou_aux: 2.148340 loss_class_dn: 0.325166 loss_bbox_dn: 0.152246 loss_giou_dn: 0.335313 loss_class_aux_dn: 1.751357 loss_bbox_aux_dn: 0.862606 loss_giou_aux_dn: 1.879829 loss: 14.315813 eta: 4 days, 5:22:21 batch_cost: 0.6561 data_cost: 0.0022 ips: 6.0966 images/s [04/12 09:08:33] ppdet.engine INFO: Epoch: [43] [3800/7329] learning_rate: 0.000100 loss_class: 0.530018 loss_bbox: 0.132371 loss_giou: 0.349030 loss_class_aux: 3.481147 loss_bbox_aux: 0.824559 loss_giou_aux: 2.171343 loss_class_dn: 0.304187 loss_bbox_dn: 0.136567 loss_giou_dn: 0.351320 loss_class_aux_dn: 1.638829 loss_bbox_aux_dn: 0.820293 loss_giou_aux_dn: 1.920459 loss: 13.011993 eta: 4 days, 5:21:16 batch_cost: 0.6521 data_cost: 0.0021 ips: 6.1342 images/s [04/12 09:09:44] ppdet.engine INFO: Epoch: [43] [3900/7329] learning_rate: 0.000100 loss_class: 0.558455 loss_bbox: 0.135047 loss_giou: 0.372167 loss_class_aux: 3.565285 loss_bbox_aux: 0.889205 loss_giou_aux: 2.305254 loss_class_dn: 0.336712 loss_bbox_dn: 0.140101 loss_giou_dn: 0.394425 loss_class_aux_dn: 1.796633 loss_bbox_aux_dn: 0.854255 loss_giou_aux_dn: 2.197790 loss: 14.056299 eta: 4 days, 5:20:11 batch_cost: 0.6514 data_cost: 0.0022 ips: 6.1405 images/s [04/12 09:10:55] ppdet.engine INFO: Epoch: [43] [4000/7329] learning_rate: 0.000100 loss_class: 0.533970 loss_bbox: 0.116155 loss_giou: 0.334405 loss_class_aux: 3.495900 loss_bbox_aux: 0.766278 loss_giou_aux: 2.101642 loss_class_dn: 0.286148 loss_bbox_dn: 0.134118 loss_giou_dn: 0.310509 loss_class_aux_dn: 1.546758 loss_bbox_aux_dn: 0.810196 loss_giou_aux_dn: 1.735709 loss: 12.556050 eta: 4 days, 5:19:08 batch_cost: 0.6592 data_cost: 0.0019 ips: 6.0682 images/s [04/12 09:12:06] ppdet.engine INFO: Epoch: [43] [4100/7329] learning_rate: 0.000100 loss_class: 0.664165 loss_bbox: 0.158553 loss_giou: 0.409625 loss_class_aux: 4.121080 loss_bbox_aux: 1.029399 loss_giou_aux: 2.599471 loss_class_dn: 0.358010 loss_bbox_dn: 0.170403 loss_giou_dn: 0.375564 loss_class_aux_dn: 1.934425 loss_bbox_aux_dn: 1.005286 loss_giou_aux_dn: 2.055266 loss: 15.055014 eta: 4 days, 5:18:02 batch_cost: 0.6493 data_cost: 0.0022 ips: 6.1604 images/s [04/12 09:13:16] ppdet.engine INFO: Epoch: [43] [4200/7329] learning_rate: 0.000100 loss_class: 0.584229 loss_bbox: 0.145694 loss_giou: 0.395746 loss_class_aux: 3.877663 loss_bbox_aux: 0.937555 loss_giou_aux: 2.503147 loss_class_dn: 0.340983 loss_bbox_dn: 0.157807 loss_giou_dn: 0.379912 loss_class_aux_dn: 1.859639 loss_bbox_aux_dn: 0.954096 loss_giou_aux_dn: 2.119581 loss: 14.267906 eta: 4 days, 5:16:56 batch_cost: 0.6425 data_cost: 0.0021 ips: 6.2261 images/s [04/12 09:14:25] ppdet.engine INFO: Epoch: [43] [4300/7329] learning_rate: 0.000100 loss_class: 0.583681 loss_bbox: 0.144083 loss_giou: 0.442054 loss_class_aux: 3.872415 loss_bbox_aux: 0.929755 loss_giou_aux: 2.787792 loss_class_dn: 0.334109 loss_bbox_dn: 0.150448 loss_giou_dn: 0.391022 loss_class_aux_dn: 1.832869 loss_bbox_aux_dn: 0.904658 loss_giou_aux_dn: 2.161612 loss: 15.091696 eta: 4 days, 5:15:48 batch_cost: 0.6382 data_cost: 0.0022 ips: 6.2674 images/s [04/12 09:15:35] ppdet.engine INFO: Epoch: [43] [4400/7329] learning_rate: 0.000100 loss_class: 0.575154 loss_bbox: 0.115066 loss_giou: 0.381513 loss_class_aux: 3.816604 loss_bbox_aux: 0.771267 loss_giou_aux: 2.388674 loss_class_dn: 0.320202 loss_bbox_dn: 0.130293 loss_giou_dn: 0.360326 loss_class_aux_dn: 1.826797 loss_bbox_aux_dn: 0.757833 loss_giou_aux_dn: 2.008822 loss: 13.338385 eta: 4 days, 5:14:41 batch_cost: 0.6403 data_cost: 0.0023 ips: 6.2469 images/s [04/12 09:16:45] ppdet.engine INFO: Epoch: [43] [4500/7329] learning_rate: 0.000100 loss_class: 0.587311 loss_bbox: 0.123526 loss_giou: 0.324379 loss_class_aux: 3.653915 loss_bbox_aux: 0.846520 loss_giou_aux: 2.089082 loss_class_dn: 0.312322 loss_bbox_dn: 0.139217 loss_giou_dn: 0.326706 loss_class_aux_dn: 1.732710 loss_bbox_aux_dn: 0.864000 loss_giou_aux_dn: 1.784951 loss: 13.031248 eta: 4 days, 5:13:35 batch_cost: 0.6461 data_cost: 0.0021 ips: 6.1907 images/s [04/12 09:17:56] ppdet.engine INFO: Epoch: [43] [4600/7329] learning_rate: 0.000100 loss_class: 0.562358 loss_bbox: 0.132362 loss_giou: 0.351650 loss_class_aux: 3.598531 loss_bbox_aux: 0.877351 loss_giou_aux: 2.314719 loss_class_dn: 0.326893 loss_bbox_dn: 0.146123 loss_giou_dn: 0.354913 loss_class_aux_dn: 1.772807 loss_bbox_aux_dn: 0.869004 loss_giou_aux_dn: 2.043376 loss: 13.460022 eta: 4 days, 5:12:32 batch_cost: 0.6594 data_cost: 0.0022 ips: 6.0663 images/s [04/12 09:19:06] ppdet.engine INFO: Epoch: [43] [4700/7329] learning_rate: 0.000100 loss_class: 0.572828 loss_bbox: 0.129344 loss_giou: 0.367104 loss_class_aux: 3.639918 loss_bbox_aux: 0.906847 loss_giou_aux: 2.473681 loss_class_dn: 0.328878 loss_bbox_dn: 0.152858 loss_giou_dn: 0.375898 loss_class_aux_dn: 1.774198 loss_bbox_aux_dn: 0.876471 loss_giou_aux_dn: 2.061903 loss: 13.724121 eta: 4 days, 5:11:25 batch_cost: 0.6412 data_cost: 0.0020 ips: 6.2379 images/s [04/12 09:20:17] ppdet.engine INFO: Epoch: [43] [4800/7329] learning_rate: 0.000100 loss_class: 0.520687 loss_bbox: 0.143544 loss_giou: 0.372782 loss_class_aux: 3.421550 loss_bbox_aux: 0.931309 loss_giou_aux: 2.372733 loss_class_dn: 0.317636 loss_bbox_dn: 0.145131 loss_giou_dn: 0.368504 loss_class_aux_dn: 1.730156 loss_bbox_aux_dn: 0.887553 loss_giou_aux_dn: 2.064051 loss: 14.046429 eta: 4 days, 5:10:20 batch_cost: 0.6509 data_cost: 0.0022 ips: 6.1456 images/s [04/12 09:21:26] ppdet.engine INFO: Epoch: [43] [4900/7329] learning_rate: 0.000100 loss_class: 0.506682 loss_bbox: 0.116637 loss_giou: 0.294677 loss_class_aux: 3.215750 loss_bbox_aux: 0.826060 loss_giou_aux: 1.843660 loss_class_dn: 0.278793 loss_bbox_dn: 0.136923 loss_giou_dn: 0.275670 loss_class_aux_dn: 1.500854 loss_bbox_aux_dn: 0.827709 loss_giou_aux_dn: 1.521875 loss: 11.408280 eta: 4 days, 5:09:13 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2403 images/s [04/12 09:22:37] ppdet.engine INFO: Epoch: [43] [5000/7329] learning_rate: 0.000100 loss_class: 0.530425 loss_bbox: 0.130332 loss_giou: 0.314729 loss_class_aux: 3.306316 loss_bbox_aux: 0.846692 loss_giou_aux: 2.055789 loss_class_dn: 0.292625 loss_bbox_dn: 0.138497 loss_giou_dn: 0.324254 loss_class_aux_dn: 1.570788 loss_bbox_aux_dn: 0.836897 loss_giou_aux_dn: 1.793766 loss: 12.752537 eta: 4 days, 5:08:08 batch_cost: 0.6495 data_cost: 0.0018 ips: 6.1586 images/s [04/12 09:23:48] ppdet.engine INFO: Epoch: [43] [5100/7329] learning_rate: 0.000100 loss_class: 0.601691 loss_bbox: 0.133295 loss_giou: 0.389856 loss_class_aux: 3.988535 loss_bbox_aux: 0.841489 loss_giou_aux: 2.409203 loss_class_dn: 0.328898 loss_bbox_dn: 0.147646 loss_giou_dn: 0.368321 loss_class_aux_dn: 1.752355 loss_bbox_aux_dn: 0.853078 loss_giou_aux_dn: 2.029822 loss: 14.199989 eta: 4 days, 5:07:04 batch_cost: 0.6583 data_cost: 0.0022 ips: 6.0764 images/s [04/12 09:24:59] ppdet.engine INFO: Epoch: [43] [5200/7329] learning_rate: 0.000100 loss_class: 0.667294 loss_bbox: 0.142486 loss_giou: 0.386018 loss_class_aux: 4.155343 loss_bbox_aux: 0.927656 loss_giou_aux: 2.466066 loss_class_dn: 0.366020 loss_bbox_dn: 0.159159 loss_giou_dn: 0.416931 loss_class_aux_dn: 1.956250 loss_bbox_aux_dn: 0.917323 loss_giou_aux_dn: 2.251050 loss: 15.063137 eta: 4 days, 5:05:59 batch_cost: 0.6491 data_cost: 0.0023 ips: 6.1624 images/s [04/12 09:26:10] ppdet.engine INFO: Epoch: [43] [5300/7329] learning_rate: 0.000100 loss_class: 0.574920 loss_bbox: 0.136022 loss_giou: 0.338600 loss_class_aux: 3.638519 loss_bbox_aux: 0.835874 loss_giou_aux: 2.198957 loss_class_dn: 0.334021 loss_bbox_dn: 0.141840 loss_giou_dn: 0.332085 loss_class_aux_dn: 1.789426 loss_bbox_aux_dn: 0.866126 loss_giou_aux_dn: 1.866226 loss: 13.890327 eta: 4 days, 5:04:54 batch_cost: 0.6559 data_cost: 0.0023 ips: 6.0985 images/s [04/12 09:27:21] ppdet.engine INFO: Epoch: [43] [5400/7329] learning_rate: 0.000100 loss_class: 0.614739 loss_bbox: 0.127484 loss_giou: 0.393751 loss_class_aux: 3.810851 loss_bbox_aux: 0.877476 loss_giou_aux: 2.428188 loss_class_dn: 0.331107 loss_bbox_dn: 0.144006 loss_giou_dn: 0.368618 loss_class_aux_dn: 1.793221 loss_bbox_aux_dn: 0.864242 loss_giou_aux_dn: 2.119163 loss: 15.110709 eta: 4 days, 5:03:50 batch_cost: 0.6530 data_cost: 0.0021 ips: 6.1258 images/s [04/12 09:28:32] ppdet.engine INFO: Epoch: [43] [5500/7329] learning_rate: 0.000100 loss_class: 0.588318 loss_bbox: 0.141992 loss_giou: 0.341490 loss_class_aux: 3.700693 loss_bbox_aux: 0.927825 loss_giou_aux: 2.178149 loss_class_dn: 0.312742 loss_bbox_dn: 0.157626 loss_giou_dn: 0.342158 loss_class_aux_dn: 1.673723 loss_bbox_aux_dn: 0.950893 loss_giou_aux_dn: 1.876404 loss: 13.587748 eta: 4 days, 5:02:44 batch_cost: 0.6503 data_cost: 0.0023 ips: 6.1508 images/s [04/12 09:29:43] ppdet.engine INFO: Epoch: [43] [5600/7329] learning_rate: 0.000100 loss_class: 0.523982 loss_bbox: 0.132070 loss_giou: 0.325081 loss_class_aux: 3.444251 loss_bbox_aux: 0.881194 loss_giou_aux: 2.015843 loss_class_dn: 0.280876 loss_bbox_dn: 0.127086 loss_giou_dn: 0.301528 loss_class_aux_dn: 1.540337 loss_bbox_aux_dn: 0.768410 loss_giou_aux_dn: 1.681674 loss: 12.085909 eta: 4 days, 5:01:41 batch_cost: 0.6588 data_cost: 0.0019 ips: 6.0721 images/s [04/12 09:30:54] ppdet.engine INFO: Epoch: [43] [5700/7329] learning_rate: 0.000100 loss_class: 0.600262 loss_bbox: 0.126585 loss_giou: 0.379806 loss_class_aux: 3.932485 loss_bbox_aux: 0.881753 loss_giou_aux: 2.416792 loss_class_dn: 0.329120 loss_bbox_dn: 0.135067 loss_giou_dn: 0.346240 loss_class_aux_dn: 1.762905 loss_bbox_aux_dn: 0.816077 loss_giou_aux_dn: 1.954585 loss: 14.640655 eta: 4 days, 5:00:36 batch_cost: 0.6534 data_cost: 0.0021 ips: 6.1220 images/s [04/12 09:32:05] ppdet.engine INFO: Epoch: [43] [5800/7329] learning_rate: 0.000100 loss_class: 0.610828 loss_bbox: 0.123980 loss_giou: 0.344883 loss_class_aux: 3.813245 loss_bbox_aux: 0.835853 loss_giou_aux: 2.195004 loss_class_dn: 0.327916 loss_bbox_dn: 0.138175 loss_giou_dn: 0.320797 loss_class_aux_dn: 1.778141 loss_bbox_aux_dn: 0.842299 loss_giou_aux_dn: 1.813661 loss: 13.820477 eta: 4 days, 4:59:31 batch_cost: 0.6524 data_cost: 0.0020 ips: 6.1317 images/s [04/12 09:33:16] ppdet.engine INFO: Epoch: [43] [5900/7329] learning_rate: 0.000100 loss_class: 0.584203 loss_bbox: 0.135315 loss_giou: 0.375212 loss_class_aux: 3.633490 loss_bbox_aux: 0.895742 loss_giou_aux: 2.339335 loss_class_dn: 0.304024 loss_bbox_dn: 0.148033 loss_giou_dn: 0.370982 loss_class_aux_dn: 1.652622 loss_bbox_aux_dn: 0.906359 loss_giou_aux_dn: 1.997757 loss: 13.662542 eta: 4 days, 4:58:27 batch_cost: 0.6574 data_cost: 0.0021 ips: 6.0850 images/s [04/12 09:34:26] ppdet.engine INFO: Epoch: [43] [6000/7329] learning_rate: 0.000100 loss_class: 0.615130 loss_bbox: 0.127739 loss_giou: 0.391346 loss_class_aux: 3.845282 loss_bbox_aux: 0.850253 loss_giou_aux: 2.449873 loss_class_dn: 0.331391 loss_bbox_dn: 0.131322 loss_giou_dn: 0.367239 loss_class_aux_dn: 1.832479 loss_bbox_aux_dn: 0.791460 loss_giou_aux_dn: 2.087278 loss: 14.348066 eta: 4 days, 4:57:21 batch_cost: 0.6432 data_cost: 0.0021 ips: 6.2187 images/s [04/12 09:35:36] ppdet.engine INFO: Epoch: [43] [6100/7329] learning_rate: 0.000100 loss_class: 0.592456 loss_bbox: 0.143352 loss_giou: 0.375925 loss_class_aux: 3.762950 loss_bbox_aux: 0.978464 loss_giou_aux: 2.322467 loss_class_dn: 0.318332 loss_bbox_dn: 0.152234 loss_giou_dn: 0.382055 loss_class_aux_dn: 1.719666 loss_bbox_aux_dn: 0.894195 loss_giou_aux_dn: 2.122769 loss: 15.035215 eta: 4 days, 4:56:15 batch_cost: 0.6457 data_cost: 0.0022 ips: 6.1944 images/s [04/12 09:36:47] ppdet.engine INFO: Epoch: [43] [6200/7329] learning_rate: 0.000100 loss_class: 0.588226 loss_bbox: 0.153378 loss_giou: 0.397831 loss_class_aux: 3.792133 loss_bbox_aux: 0.980478 loss_giou_aux: 2.521452 loss_class_dn: 0.328003 loss_bbox_dn: 0.159747 loss_giou_dn: 0.360948 loss_class_aux_dn: 1.765959 loss_bbox_aux_dn: 0.877525 loss_giou_aux_dn: 2.001853 loss: 13.894222 eta: 4 days, 4:55:09 batch_cost: 0.6480 data_cost: 0.0022 ips: 6.1726 images/s [04/12 09:37:57] ppdet.engine INFO: Epoch: [43] [6300/7329] learning_rate: 0.000100 loss_class: 0.539455 loss_bbox: 0.122261 loss_giou: 0.348098 loss_class_aux: 3.516583 loss_bbox_aux: 0.824569 loss_giou_aux: 2.241856 loss_class_dn: 0.311558 loss_bbox_dn: 0.142225 loss_giou_dn: 0.330054 loss_class_aux_dn: 1.702704 loss_bbox_aux_dn: 0.839563 loss_giou_aux_dn: 1.855787 loss: 12.362492 eta: 4 days, 4:54:04 batch_cost: 0.6494 data_cost: 0.0020 ips: 6.1599 images/s [04/12 09:39:08] ppdet.engine INFO: Epoch: [43] [6400/7329] learning_rate: 0.000100 loss_class: 0.522431 loss_bbox: 0.142377 loss_giou: 0.383925 loss_class_aux: 3.503518 loss_bbox_aux: 0.893142 loss_giou_aux: 2.425179 loss_class_dn: 0.340351 loss_bbox_dn: 0.136844 loss_giou_dn: 0.371471 loss_class_aux_dn: 1.837988 loss_bbox_aux_dn: 0.829652 loss_giou_aux_dn: 2.021125 loss: 14.325607 eta: 4 days, 4:52:59 batch_cost: 0.6543 data_cost: 0.0020 ips: 6.1132 images/s [04/12 09:40:18] ppdet.engine INFO: Epoch: [43] [6500/7329] learning_rate: 0.000100 loss_class: 0.516816 loss_bbox: 0.124612 loss_giou: 0.311994 loss_class_aux: 3.272882 loss_bbox_aux: 0.833036 loss_giou_aux: 1.919937 loss_class_dn: 0.282170 loss_bbox_dn: 0.127125 loss_giou_dn: 0.297621 loss_class_aux_dn: 1.532636 loss_bbox_aux_dn: 0.741870 loss_giou_aux_dn: 1.639580 loss: 11.819391 eta: 4 days, 4:51:53 batch_cost: 0.6450 data_cost: 0.0021 ips: 6.2015 images/s [04/12 09:41:30] ppdet.engine INFO: Epoch: [43] [6600/7329] learning_rate: 0.000100 loss_class: 0.530306 loss_bbox: 0.140407 loss_giou: 0.413377 loss_class_aux: 3.691509 loss_bbox_aux: 0.908551 loss_giou_aux: 2.600743 loss_class_dn: 0.310743 loss_bbox_dn: 0.161933 loss_giou_dn: 0.379215 loss_class_aux_dn: 1.646345 loss_bbox_aux_dn: 0.924788 loss_giou_aux_dn: 2.072790 loss: 13.887232 eta: 4 days, 4:50:49 batch_cost: 0.6555 data_cost: 0.0023 ips: 6.1024 images/s [04/12 09:42:41] ppdet.engine INFO: Epoch: [43] [6700/7329] learning_rate: 0.000100 loss_class: 0.603348 loss_bbox: 0.130472 loss_giou: 0.412797 loss_class_aux: 3.923932 loss_bbox_aux: 0.883194 loss_giou_aux: 2.658410 loss_class_dn: 0.349249 loss_bbox_dn: 0.137294 loss_giou_dn: 0.378618 loss_class_aux_dn: 1.863436 loss_bbox_aux_dn: 0.823095 loss_giou_aux_dn: 2.080692 loss: 14.716639 eta: 4 days, 4:49:44 batch_cost: 0.6532 data_cost: 0.0021 ips: 6.1239 images/s [04/12 09:43:51] ppdet.engine INFO: Epoch: [43] [6800/7329] learning_rate: 0.000100 loss_class: 0.579318 loss_bbox: 0.141943 loss_giou: 0.348309 loss_class_aux: 3.760303 loss_bbox_aux: 0.904759 loss_giou_aux: 2.186691 loss_class_dn: 0.316721 loss_bbox_dn: 0.139948 loss_giou_dn: 0.335311 loss_class_aux_dn: 1.735613 loss_bbox_aux_dn: 0.884576 loss_giou_aux_dn: 1.837153 loss: 13.625742 eta: 4 days, 4:48:38 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2035 images/s [04/12 09:45:01] ppdet.engine INFO: Epoch: [43] [6900/7329] learning_rate: 0.000100 loss_class: 0.607219 loss_bbox: 0.140185 loss_giou: 0.399502 loss_class_aux: 3.796679 loss_bbox_aux: 0.889255 loss_giou_aux: 2.443762 loss_class_dn: 0.352586 loss_bbox_dn: 0.148361 loss_giou_dn: 0.381346 loss_class_aux_dn: 1.860409 loss_bbox_aux_dn: 0.883060 loss_giou_aux_dn: 2.175413 loss: 14.705417 eta: 4 days, 4:47:33 batch_cost: 0.6498 data_cost: 0.0021 ips: 6.1555 images/s [04/12 09:46:13] ppdet.engine INFO: Epoch: [43] [7000/7329] learning_rate: 0.000100 loss_class: 0.589348 loss_bbox: 0.133555 loss_giou: 0.363686 loss_class_aux: 3.676898 loss_bbox_aux: 0.906509 loss_giou_aux: 2.372947 loss_class_dn: 0.319640 loss_bbox_dn: 0.150290 loss_giou_dn: 0.372226 loss_class_aux_dn: 1.746469 loss_bbox_aux_dn: 0.891430 loss_giou_aux_dn: 2.062212 loss: 14.327659 eta: 4 days, 4:46:28 batch_cost: 0.6550 data_cost: 0.0022 ips: 6.1069 images/s [04/12 09:47:22] ppdet.engine INFO: Epoch: [43] [7100/7329] learning_rate: 0.000100 loss_class: 0.571717 loss_bbox: 0.137506 loss_giou: 0.465195 loss_class_aux: 3.742809 loss_bbox_aux: 0.890999 loss_giou_aux: 2.997459 loss_class_dn: 0.354420 loss_bbox_dn: 0.138909 loss_giou_dn: 0.448002 loss_class_aux_dn: 1.863103 loss_bbox_aux_dn: 0.834217 loss_giou_aux_dn: 2.474312 loss: 16.110569 eta: 4 days, 4:45:20 batch_cost: 0.6351 data_cost: 0.0021 ips: 6.2980 images/s [04/12 09:48:33] ppdet.engine INFO: Epoch: [43] [7200/7329] learning_rate: 0.000100 loss_class: 0.533074 loss_bbox: 0.130999 loss_giou: 0.352251 loss_class_aux: 3.450304 loss_bbox_aux: 0.854397 loss_giou_aux: 2.229715 loss_class_dn: 0.312164 loss_bbox_dn: 0.151490 loss_giou_dn: 0.338216 loss_class_aux_dn: 1.676144 loss_bbox_aux_dn: 0.887537 loss_giou_aux_dn: 1.890159 loss: 12.759279 eta: 4 days, 4:44:15 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1374 images/s [04/12 09:49:44] ppdet.engine INFO: Epoch: [43] [7300/7329] learning_rate: 0.000100 loss_class: 0.578959 loss_bbox: 0.138204 loss_giou: 0.338335 loss_class_aux: 3.609135 loss_bbox_aux: 0.916033 loss_giou_aux: 2.131309 loss_class_dn: 0.298348 loss_bbox_dn: 0.143364 loss_giou_dn: 0.313081 loss_class_aux_dn: 1.622779 loss_bbox_aux_dn: 0.863195 loss_giou_aux_dn: 1.789867 loss: 12.943775 eta: 4 days, 4:43:11 batch_cost: 0.6555 data_cost: 0.0021 ips: 6.1022 images/s [04/12 09:50:08] ppdet.engine INFO: Eval iter: 0 [04/12 09:50:35] ppdet.engine INFO: Eval iter: 100 [04/12 09:51:03] ppdet.engine INFO: Eval iter: 200 [04/12 09:51:30] ppdet.engine INFO: Eval iter: 300 [04/12 09:51:58] ppdet.engine INFO: Eval iter: 400 [04/12 09:52:25] ppdet.engine INFO: Eval iter: 500 [04/12 09:52:53] ppdet.engine INFO: Eval iter: 600 [04/12 09:53:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 09:53:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.71s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.50s). Accumulating evaluation results... DONE (t=28.97s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/12 09:56:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.014949270969087 [04/12 09:56:26] ppdet.engine INFO: Best test bbox ap is 0.539. [04/12 09:56:30] ppdet.engine INFO: Epoch: [44] [ 0/7329] learning_rate: 0.000100 loss_class: 0.605448 loss_bbox: 0.141892 loss_giou: 0.376464 loss_class_aux: 3.793339 loss_bbox_aux: 0.931709 loss_giou_aux: 2.530569 loss_class_dn: 0.348411 loss_bbox_dn: 0.152255 loss_giou_dn: 0.384194 loss_class_aux_dn: 1.868574 loss_bbox_aux_dn: 0.914944 loss_giou_aux_dn: 2.161579 loss: 15.135159 eta: 4 days, 4:42:52 batch_cost: 0.6522 data_cost: 0.0023 ips: 6.1328 images/s [04/12 09:57:40] ppdet.engine INFO: Epoch: [44] [ 100/7329] learning_rate: 0.000100 loss_class: 0.620431 loss_bbox: 0.142031 loss_giou: 0.411846 loss_class_aux: 4.067546 loss_bbox_aux: 0.921373 loss_giou_aux: 2.633050 loss_class_dn: 0.369550 loss_bbox_dn: 0.148669 loss_giou_dn: 0.413531 loss_class_aux_dn: 1.994433 loss_bbox_aux_dn: 0.861246 loss_giou_aux_dn: 2.309744 loss: 15.081287 eta: 4 days, 4:41:47 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1603 images/s [04/12 09:58:52] ppdet.engine INFO: Epoch: [44] [ 200/7329] learning_rate: 0.000100 loss_class: 0.616512 loss_bbox: 0.149396 loss_giou: 0.384749 loss_class_aux: 3.836600 loss_bbox_aux: 0.943584 loss_giou_aux: 2.404078 loss_class_dn: 0.315924 loss_bbox_dn: 0.143941 loss_giou_dn: 0.343166 loss_class_aux_dn: 1.745196 loss_bbox_aux_dn: 0.876537 loss_giou_aux_dn: 1.954787 loss: 13.941812 eta: 4 days, 4:40:42 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1250 images/s [04/12 10:00:01] ppdet.engine INFO: Epoch: [44] [ 300/7329] learning_rate: 0.000100 loss_class: 0.610984 loss_bbox: 0.141939 loss_giou: 0.412750 loss_class_aux: 3.880180 loss_bbox_aux: 0.895244 loss_giou_aux: 2.598541 loss_class_dn: 0.372583 loss_bbox_dn: 0.141478 loss_giou_dn: 0.405359 loss_class_aux_dn: 1.970554 loss_bbox_aux_dn: 0.868505 loss_giou_aux_dn: 2.217761 loss: 14.738854 eta: 4 days, 4:39:36 batch_cost: 0.6425 data_cost: 0.0020 ips: 6.2254 images/s [04/12 10:01:12] ppdet.engine INFO: Epoch: [44] [ 400/7329] learning_rate: 0.000100 loss_class: 0.540631 loss_bbox: 0.143256 loss_giou: 0.378178 loss_class_aux: 3.404303 loss_bbox_aux: 0.896920 loss_giou_aux: 2.387816 loss_class_dn: 0.315111 loss_bbox_dn: 0.156085 loss_giou_dn: 0.359250 loss_class_aux_dn: 1.697234 loss_bbox_aux_dn: 0.868469 loss_giou_aux_dn: 1.983661 loss: 13.594519 eta: 4 days, 4:38:30 batch_cost: 0.6495 data_cost: 0.0020 ips: 6.1585 images/s [04/12 10:02:22] ppdet.engine INFO: Epoch: [44] [ 500/7329] learning_rate: 0.000100 loss_class: 0.650707 loss_bbox: 0.148231 loss_giou: 0.450648 loss_class_aux: 4.072745 loss_bbox_aux: 0.944371 loss_giou_aux: 2.902172 loss_class_dn: 0.369634 loss_bbox_dn: 0.134865 loss_giou_dn: 0.432280 loss_class_aux_dn: 1.998809 loss_bbox_aux_dn: 0.798043 loss_giou_aux_dn: 2.392900 loss: 15.982883 eta: 4 days, 4:37:24 batch_cost: 0.6452 data_cost: 0.0024 ips: 6.1998 images/s [04/12 10:03:30] ppdet.engine INFO: Epoch: [44] [ 600/7329] learning_rate: 0.000100 loss_class: 0.528438 loss_bbox: 0.136312 loss_giou: 0.321020 loss_class_aux: 3.453682 loss_bbox_aux: 0.860052 loss_giou_aux: 2.008238 loss_class_dn: 0.308487 loss_bbox_dn: 0.137204 loss_giou_dn: 0.324347 loss_class_aux_dn: 1.627865 loss_bbox_aux_dn: 0.828091 loss_giou_aux_dn: 1.760524 loss: 13.053572 eta: 4 days, 4:36:16 batch_cost: 0.6325 data_cost: 0.0020 ips: 6.3245 images/s [04/12 10:04:42] ppdet.engine INFO: Epoch: [44] [ 700/7329] learning_rate: 0.000100 loss_class: 0.539602 loss_bbox: 0.129851 loss_giou: 0.424301 loss_class_aux: 3.466097 loss_bbox_aux: 0.822118 loss_giou_aux: 2.709363 loss_class_dn: 0.324607 loss_bbox_dn: 0.143689 loss_giou_dn: 0.394329 loss_class_aux_dn: 1.731172 loss_bbox_aux_dn: 0.838325 loss_giou_aux_dn: 2.147384 loss: 12.972067 eta: 4 days, 4:35:11 batch_cost: 0.6522 data_cost: 0.0021 ips: 6.1332 images/s [04/12 10:05:52] ppdet.engine INFO: Epoch: [44] [ 800/7329] learning_rate: 0.000100 loss_class: 0.587785 loss_bbox: 0.137823 loss_giou: 0.360920 loss_class_aux: 3.732409 loss_bbox_aux: 0.867864 loss_giou_aux: 2.300242 loss_class_dn: 0.324884 loss_bbox_dn: 0.149800 loss_giou_dn: 0.346576 loss_class_aux_dn: 1.762617 loss_bbox_aux_dn: 0.851304 loss_giou_aux_dn: 1.995117 loss: 13.661776 eta: 4 days, 4:34:06 batch_cost: 0.6496 data_cost: 0.0022 ips: 6.1578 images/s [04/12 10:07:02] ppdet.engine INFO: Epoch: [44] [ 900/7329] learning_rate: 0.000100 loss_class: 0.572041 loss_bbox: 0.115617 loss_giou: 0.326830 loss_class_aux: 3.641270 loss_bbox_aux: 0.778154 loss_giou_aux: 2.063100 loss_class_dn: 0.304475 loss_bbox_dn: 0.132724 loss_giou_dn: 0.317065 loss_class_aux_dn: 1.610469 loss_bbox_aux_dn: 0.794648 loss_giou_aux_dn: 1.747918 loss: 12.956560 eta: 4 days, 4:32:59 batch_cost: 0.6443 data_cost: 0.0020 ips: 6.2079 images/s [04/12 10:08:14] ppdet.engine INFO: Epoch: [44] [1000/7329] learning_rate: 0.000100 loss_class: 0.617458 loss_bbox: 0.151659 loss_giou: 0.367157 loss_class_aux: 4.093247 loss_bbox_aux: 0.946562 loss_giou_aux: 2.317747 loss_class_dn: 0.345529 loss_bbox_dn: 0.153454 loss_giou_dn: 0.352384 loss_class_aux_dn: 1.881452 loss_bbox_aux_dn: 0.960273 loss_giou_aux_dn: 2.023505 loss: 14.295660 eta: 4 days, 4:31:56 batch_cost: 0.6616 data_cost: 0.0020 ips: 6.0455 images/s [04/12 10:09:25] ppdet.engine INFO: Epoch: [44] [1100/7329] learning_rate: 0.000100 loss_class: 0.612972 loss_bbox: 0.140488 loss_giou: 0.448500 loss_class_aux: 3.866041 loss_bbox_aux: 0.944986 loss_giou_aux: 2.838757 loss_class_dn: 0.347639 loss_bbox_dn: 0.157026 loss_giou_dn: 0.405610 loss_class_aux_dn: 1.852436 loss_bbox_aux_dn: 0.934730 loss_giou_aux_dn: 2.336878 loss: 14.954275 eta: 4 days, 4:30:52 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1091 images/s [04/12 10:10:38] ppdet.engine INFO: Epoch: [44] [1200/7329] learning_rate: 0.000100 loss_class: 0.534497 loss_bbox: 0.139858 loss_giou: 0.440944 loss_class_aux: 3.578254 loss_bbox_aux: 0.902487 loss_giou_aux: 2.749571 loss_class_dn: 0.296394 loss_bbox_dn: 0.169186 loss_giou_dn: 0.384021 loss_class_aux_dn: 1.594440 loss_bbox_aux_dn: 0.979652 loss_giou_aux_dn: 2.103290 loss: 13.798460 eta: 4 days, 4:29:49 batch_cost: 0.6635 data_cost: 0.0019 ips: 6.0283 images/s [04/12 10:11:49] ppdet.engine INFO: Epoch: [44] [1300/7329] learning_rate: 0.000100 loss_class: 0.572453 loss_bbox: 0.131734 loss_giou: 0.372177 loss_class_aux: 3.812378 loss_bbox_aux: 0.904348 loss_giou_aux: 2.246821 loss_class_dn: 0.330873 loss_bbox_dn: 0.147775 loss_giou_dn: 0.352946 loss_class_aux_dn: 1.779064 loss_bbox_aux_dn: 0.855550 loss_giou_aux_dn: 1.992018 loss: 14.233191 eta: 4 days, 4:28:45 batch_cost: 0.6557 data_cost: 0.0021 ips: 6.1001 images/s [04/12 10:13:00] ppdet.engine INFO: Epoch: [44] [1400/7329] learning_rate: 0.000100 loss_class: 0.584860 loss_bbox: 0.133558 loss_giou: 0.382134 loss_class_aux: 3.765642 loss_bbox_aux: 0.838579 loss_giou_aux: 2.458484 loss_class_dn: 0.352595 loss_bbox_dn: 0.140975 loss_giou_dn: 0.392806 loss_class_aux_dn: 1.821704 loss_bbox_aux_dn: 0.811536 loss_giou_aux_dn: 2.151259 loss: 14.735289 eta: 4 days, 4:27:39 batch_cost: 0.6468 data_cost: 0.0020 ips: 6.1843 images/s [04/12 10:14:11] ppdet.engine INFO: Epoch: [44] [1500/7329] learning_rate: 0.000100 loss_class: 0.554698 loss_bbox: 0.140352 loss_giou: 0.373999 loss_class_aux: 3.524426 loss_bbox_aux: 0.896111 loss_giou_aux: 2.344809 loss_class_dn: 0.310928 loss_bbox_dn: 0.150035 loss_giou_dn: 0.329616 loss_class_aux_dn: 1.645022 loss_bbox_aux_dn: 0.884144 loss_giou_aux_dn: 1.886572 loss: 13.502769 eta: 4 days, 4:26:35 batch_cost: 0.6594 data_cost: 0.0021 ips: 6.0660 images/s [04/12 10:15:22] ppdet.engine INFO: Epoch: [44] [1600/7329] learning_rate: 0.000100 loss_class: 0.515089 loss_bbox: 0.130935 loss_giou: 0.347548 loss_class_aux: 3.306960 loss_bbox_aux: 0.838629 loss_giou_aux: 2.168467 loss_class_dn: 0.293867 loss_bbox_dn: 0.130157 loss_giou_dn: 0.335312 loss_class_aux_dn: 1.561343 loss_bbox_aux_dn: 0.789437 loss_giou_aux_dn: 1.874317 loss: 12.984121 eta: 4 days, 4:25:30 batch_cost: 0.6513 data_cost: 0.0020 ips: 6.1412 images/s [04/12 10:16:33] ppdet.engine INFO: Epoch: [44] [1700/7329] learning_rate: 0.000100 loss_class: 0.554777 loss_bbox: 0.138273 loss_giou: 0.393916 loss_class_aux: 3.628965 loss_bbox_aux: 0.852157 loss_giou_aux: 2.492206 loss_class_dn: 0.327212 loss_bbox_dn: 0.135108 loss_giou_dn: 0.360675 loss_class_aux_dn: 1.758337 loss_bbox_aux_dn: 0.841976 loss_giou_aux_dn: 1.990669 loss: 14.182434 eta: 4 days, 4:24:26 batch_cost: 0.6541 data_cost: 0.0021 ips: 6.1156 images/s [04/12 10:17:44] ppdet.engine INFO: Epoch: [44] [1800/7329] learning_rate: 0.000100 loss_class: 0.465983 loss_bbox: 0.120031 loss_giou: 0.327888 loss_class_aux: 3.273355 loss_bbox_aux: 0.827042 loss_giou_aux: 2.014396 loss_class_dn: 0.274439 loss_bbox_dn: 0.136796 loss_giou_dn: 0.299899 loss_class_aux_dn: 1.497560 loss_bbox_aux_dn: 0.826844 loss_giou_aux_dn: 1.691727 loss: 11.853489 eta: 4 days, 4:23:20 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1540 images/s [04/12 10:18:55] ppdet.engine INFO: Epoch: [44] [1900/7329] learning_rate: 0.000100 loss_class: 0.640230 loss_bbox: 0.145910 loss_giou: 0.412503 loss_class_aux: 4.071682 loss_bbox_aux: 0.958236 loss_giou_aux: 2.602246 loss_class_dn: 0.378229 loss_bbox_dn: 0.153518 loss_giou_dn: 0.401187 loss_class_aux_dn: 1.976846 loss_bbox_aux_dn: 0.935192 loss_giou_aux_dn: 2.238712 loss: 15.504277 eta: 4 days, 4:22:16 batch_cost: 0.6532 data_cost: 0.0023 ips: 6.1238 images/s [04/12 10:20:06] ppdet.engine INFO: Epoch: [44] [2000/7329] learning_rate: 0.000100 loss_class: 0.505007 loss_bbox: 0.116912 loss_giou: 0.294490 loss_class_aux: 3.223347 loss_bbox_aux: 0.760693 loss_giou_aux: 1.854774 loss_class_dn: 0.276824 loss_bbox_dn: 0.124527 loss_giou_dn: 0.290296 loss_class_aux_dn: 1.490770 loss_bbox_aux_dn: 0.746014 loss_giou_aux_dn: 1.628744 loss: 11.922358 eta: 4 days, 4:21:11 batch_cost: 0.6518 data_cost: 0.0021 ips: 6.1372 images/s [04/12 10:21:17] ppdet.engine INFO: Epoch: [44] [2100/7329] learning_rate: 0.000100 loss_class: 0.568495 loss_bbox: 0.139093 loss_giou: 0.373654 loss_class_aux: 3.711719 loss_bbox_aux: 0.890074 loss_giou_aux: 2.239947 loss_class_dn: 0.328482 loss_bbox_dn: 0.157098 loss_giou_dn: 0.354855 loss_class_aux_dn: 1.754698 loss_bbox_aux_dn: 0.917716 loss_giou_aux_dn: 1.955003 loss: 14.565084 eta: 4 days, 4:20:06 batch_cost: 0.6526 data_cost: 0.0021 ips: 6.1294 images/s [04/12 10:22:28] ppdet.engine INFO: Epoch: [44] [2200/7329] learning_rate: 0.000100 loss_class: 0.661313 loss_bbox: 0.151771 loss_giou: 0.474086 loss_class_aux: 4.131817 loss_bbox_aux: 1.022208 loss_giou_aux: 3.009774 loss_class_dn: 0.386642 loss_bbox_dn: 0.151275 loss_giou_dn: 0.453369 loss_class_aux_dn: 2.060530 loss_bbox_aux_dn: 0.901578 loss_giou_aux_dn: 2.493212 loss: 16.415995 eta: 4 days, 4:19:02 batch_cost: 0.6557 data_cost: 0.0023 ips: 6.1001 images/s [04/12 10:23:39] ppdet.engine INFO: Epoch: [44] [2300/7329] learning_rate: 0.000100 loss_class: 0.607812 loss_bbox: 0.135814 loss_giou: 0.448536 loss_class_aux: 3.948092 loss_bbox_aux: 0.851159 loss_giou_aux: 2.754015 loss_class_dn: 0.363969 loss_bbox_dn: 0.139691 loss_giou_dn: 0.414700 loss_class_aux_dn: 1.895712 loss_bbox_aux_dn: 0.820621 loss_giou_aux_dn: 2.305314 loss: 15.297332 eta: 4 days, 4:17:57 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1407 images/s [04/12 10:24:49] ppdet.engine INFO: Epoch: [44] [2400/7329] learning_rate: 0.000100 loss_class: 0.511440 loss_bbox: 0.130351 loss_giou: 0.342832 loss_class_aux: 3.363250 loss_bbox_aux: 0.804043 loss_giou_aux: 2.209736 loss_class_dn: 0.296664 loss_bbox_dn: 0.134607 loss_giou_dn: 0.331642 loss_class_aux_dn: 1.593926 loss_bbox_aux_dn: 0.805224 loss_giou_aux_dn: 1.872266 loss: 12.540250 eta: 4 days, 4:16:50 batch_cost: 0.6426 data_cost: 0.0021 ips: 6.2245 images/s [04/12 10:26:00] ppdet.engine INFO: Epoch: [44] [2500/7329] learning_rate: 0.000100 loss_class: 0.608274 loss_bbox: 0.147512 loss_giou: 0.405895 loss_class_aux: 3.895417 loss_bbox_aux: 0.984325 loss_giou_aux: 2.540657 loss_class_dn: 0.360129 loss_bbox_dn: 0.151542 loss_giou_dn: 0.382387 loss_class_aux_dn: 1.949461 loss_bbox_aux_dn: 0.944251 loss_giou_aux_dn: 2.128507 loss: 15.003222 eta: 4 days, 4:15:45 batch_cost: 0.6532 data_cost: 0.0021 ips: 6.1241 images/s [04/12 10:27:11] ppdet.engine INFO: Epoch: [44] [2600/7329] learning_rate: 0.000100 loss_class: 0.597311 loss_bbox: 0.145218 loss_giou: 0.360337 loss_class_aux: 3.768776 loss_bbox_aux: 0.949966 loss_giou_aux: 2.296402 loss_class_dn: 0.339871 loss_bbox_dn: 0.149270 loss_giou_dn: 0.333730 loss_class_aux_dn: 1.815979 loss_bbox_aux_dn: 0.896466 loss_giou_aux_dn: 1.878397 loss: 14.085592 eta: 4 days, 4:14:41 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1165 images/s [04/12 10:28:22] ppdet.engine INFO: Epoch: [44] [2700/7329] learning_rate: 0.000100 loss_class: 0.594361 loss_bbox: 0.130818 loss_giou: 0.446765 loss_class_aux: 3.751967 loss_bbox_aux: 0.824975 loss_giou_aux: 2.874872 loss_class_dn: 0.357244 loss_bbox_dn: 0.139125 loss_giou_dn: 0.429207 loss_class_aux_dn: 1.902932 loss_bbox_aux_dn: 0.826678 loss_giou_aux_dn: 2.335190 loss: 14.882996 eta: 4 days, 4:13:36 batch_cost: 0.6511 data_cost: 0.0019 ips: 6.1433 images/s [04/12 10:29:32] ppdet.engine INFO: Epoch: [44] [2800/7329] learning_rate: 0.000100 loss_class: 0.578787 loss_bbox: 0.135668 loss_giou: 0.391863 loss_class_aux: 3.657916 loss_bbox_aux: 0.888610 loss_giou_aux: 2.496627 loss_class_dn: 0.336550 loss_bbox_dn: 0.147130 loss_giou_dn: 0.370182 loss_class_aux_dn: 1.846862 loss_bbox_aux_dn: 0.846204 loss_giou_aux_dn: 2.083001 loss: 14.464658 eta: 4 days, 4:12:29 batch_cost: 0.6446 data_cost: 0.0020 ips: 6.2058 images/s [04/12 10:30:45] ppdet.engine INFO: Epoch: [44] [2900/7329] learning_rate: 0.000100 loss_class: 0.539368 loss_bbox: 0.123233 loss_giou: 0.387386 loss_class_aux: 3.407889 loss_bbox_aux: 0.856800 loss_giou_aux: 2.408113 loss_class_dn: 0.307079 loss_bbox_dn: 0.144760 loss_giou_dn: 0.358781 loss_class_aux_dn: 1.661716 loss_bbox_aux_dn: 0.810241 loss_giou_aux_dn: 2.038819 loss: 13.428768 eta: 4 days, 4:11:28 batch_cost: 0.6701 data_cost: 0.0022 ips: 5.9689 images/s [04/12 10:31:56] ppdet.engine INFO: Epoch: [44] [3000/7329] learning_rate: 0.000100 loss_class: 0.626539 loss_bbox: 0.147715 loss_giou: 0.344615 loss_class_aux: 4.065431 loss_bbox_aux: 0.961571 loss_giou_aux: 2.234855 loss_class_dn: 0.325513 loss_bbox_dn: 0.151902 loss_giou_dn: 0.336039 loss_class_aux_dn: 1.769978 loss_bbox_aux_dn: 0.878880 loss_giou_aux_dn: 1.897434 loss: 14.410561 eta: 4 days, 4:10:23 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1435 images/s [04/12 10:33:07] ppdet.engine INFO: Epoch: [44] [3100/7329] learning_rate: 0.000100 loss_class: 0.608660 loss_bbox: 0.124470 loss_giou: 0.369602 loss_class_aux: 3.848310 loss_bbox_aux: 0.819098 loss_giou_aux: 2.388442 loss_class_dn: 0.326733 loss_bbox_dn: 0.134474 loss_giou_dn: 0.365102 loss_class_aux_dn: 1.750308 loss_bbox_aux_dn: 0.857602 loss_giou_aux_dn: 1.989758 loss: 14.372460 eta: 4 days, 4:09:18 batch_cost: 0.6510 data_cost: 0.0020 ips: 6.1445 images/s [04/12 10:34:18] ppdet.engine INFO: Epoch: [44] [3200/7329] learning_rate: 0.000100 loss_class: 0.542838 loss_bbox: 0.125257 loss_giou: 0.335453 loss_class_aux: 3.344965 loss_bbox_aux: 0.821476 loss_giou_aux: 2.074646 loss_class_dn: 0.288184 loss_bbox_dn: 0.132188 loss_giou_dn: 0.331416 loss_class_aux_dn: 1.523499 loss_bbox_aux_dn: 0.782587 loss_giou_aux_dn: 1.831144 loss: 12.697365 eta: 4 days, 4:08:14 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0719 images/s [04/12 10:35:30] ppdet.engine INFO: Epoch: [44] [3300/7329] learning_rate: 0.000100 loss_class: 0.568626 loss_bbox: 0.130463 loss_giou: 0.378407 loss_class_aux: 3.716244 loss_bbox_aux: 0.884526 loss_giou_aux: 2.310433 loss_class_dn: 0.328815 loss_bbox_dn: 0.137150 loss_giou_dn: 0.367436 loss_class_aux_dn: 1.766573 loss_bbox_aux_dn: 0.806878 loss_giou_aux_dn: 1.982920 loss: 13.955181 eta: 4 days, 4:07:09 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1460 images/s [04/12 10:36:41] ppdet.engine INFO: Epoch: [44] [3400/7329] learning_rate: 0.000100 loss_class: 0.558305 loss_bbox: 0.133711 loss_giou: 0.339386 loss_class_aux: 3.714729 loss_bbox_aux: 0.841314 loss_giou_aux: 2.145396 loss_class_dn: 0.292247 loss_bbox_dn: 0.141954 loss_giou_dn: 0.332460 loss_class_aux_dn: 1.599946 loss_bbox_aux_dn: 0.818981 loss_giou_aux_dn: 1.875720 loss: 13.244225 eta: 4 days, 4:06:04 batch_cost: 0.6547 data_cost: 0.0020 ips: 6.1095 images/s [04/12 10:37:50] ppdet.engine INFO: Epoch: [44] [3500/7329] learning_rate: 0.000100 loss_class: 0.497273 loss_bbox: 0.120519 loss_giou: 0.358484 loss_class_aux: 3.302255 loss_bbox_aux: 0.804155 loss_giou_aux: 2.226364 loss_class_dn: 0.291405 loss_bbox_dn: 0.134516 loss_giou_dn: 0.321167 loss_class_aux_dn: 1.567906 loss_bbox_aux_dn: 0.811152 loss_giou_aux_dn: 1.841721 loss: 12.407450 eta: 4 days, 4:04:58 batch_cost: 0.6429 data_cost: 0.0022 ips: 6.2220 images/s [04/12 10:39:00] ppdet.engine INFO: Epoch: [44] [3600/7329] learning_rate: 0.000100 loss_class: 0.473237 loss_bbox: 0.120582 loss_giou: 0.302906 loss_class_aux: 3.080678 loss_bbox_aux: 0.797611 loss_giou_aux: 1.891948 loss_class_dn: 0.279806 loss_bbox_dn: 0.133254 loss_giou_dn: 0.310764 loss_class_aux_dn: 1.520595 loss_bbox_aux_dn: 0.789279 loss_giou_aux_dn: 1.730242 loss: 12.568542 eta: 4 days, 4:03:50 batch_cost: 0.6358 data_cost: 0.0023 ips: 6.2908 images/s [04/12 10:40:11] ppdet.engine INFO: Epoch: [44] [3700/7329] learning_rate: 0.000100 loss_class: 0.619631 loss_bbox: 0.153123 loss_giou: 0.384235 loss_class_aux: 3.820835 loss_bbox_aux: 1.002262 loss_giou_aux: 2.392999 loss_class_dn: 0.353482 loss_bbox_dn: 0.164749 loss_giou_dn: 0.369078 loss_class_aux_dn: 1.905049 loss_bbox_aux_dn: 0.979177 loss_giou_aux_dn: 2.043139 loss: 14.510504 eta: 4 days, 4:02:46 batch_cost: 0.6566 data_cost: 0.0024 ips: 6.0921 images/s [04/12 10:41:22] ppdet.engine INFO: Epoch: [44] [3800/7329] learning_rate: 0.000100 loss_class: 0.548248 loss_bbox: 0.122273 loss_giou: 0.344206 loss_class_aux: 3.539537 loss_bbox_aux: 0.808307 loss_giou_aux: 2.168649 loss_class_dn: 0.303386 loss_bbox_dn: 0.141022 loss_giou_dn: 0.329225 loss_class_aux_dn: 1.618232 loss_bbox_aux_dn: 0.852005 loss_giou_aux_dn: 1.869062 loss: 12.995230 eta: 4 days, 4:01:42 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0833 images/s [04/12 10:42:33] ppdet.engine INFO: Epoch: [44] [3900/7329] learning_rate: 0.000100 loss_class: 0.567110 loss_bbox: 0.126435 loss_giou: 0.318415 loss_class_aux: 3.597317 loss_bbox_aux: 0.834924 loss_giou_aux: 2.040116 loss_class_dn: 0.302716 loss_bbox_dn: 0.121876 loss_giou_dn: 0.306694 loss_class_aux_dn: 1.610317 loss_bbox_aux_dn: 0.750479 loss_giou_aux_dn: 1.738520 loss: 12.927406 eta: 4 days, 4:00:37 batch_cost: 0.6539 data_cost: 0.0022 ips: 6.1173 images/s [04/12 10:43:44] ppdet.engine INFO: Epoch: [44] [4000/7329] learning_rate: 0.000100 loss_class: 0.564617 loss_bbox: 0.127978 loss_giou: 0.381738 loss_class_aux: 3.614619 loss_bbox_aux: 0.852202 loss_giou_aux: 2.428920 loss_class_dn: 0.325991 loss_bbox_dn: 0.126903 loss_giou_dn: 0.361802 loss_class_aux_dn: 1.754805 loss_bbox_aux_dn: 0.812044 loss_giou_aux_dn: 1.962123 loss: 13.514784 eta: 4 days, 3:59:32 batch_cost: 0.6475 data_cost: 0.0023 ips: 6.1779 images/s [04/12 10:44:54] ppdet.engine INFO: Epoch: [44] [4100/7329] learning_rate: 0.000100 loss_class: 0.560023 loss_bbox: 0.132788 loss_giou: 0.360814 loss_class_aux: 3.736959 loss_bbox_aux: 0.869219 loss_giou_aux: 2.264664 loss_class_dn: 0.317177 loss_bbox_dn: 0.152355 loss_giou_dn: 0.349776 loss_class_aux_dn: 1.730342 loss_bbox_aux_dn: 0.894439 loss_giou_aux_dn: 1.970502 loss: 13.901516 eta: 4 days, 3:58:25 batch_cost: 0.6419 data_cost: 0.0020 ips: 6.2316 images/s [04/12 10:46:05] ppdet.engine INFO: Epoch: [44] [4200/7329] learning_rate: 0.000100 loss_class: 0.550585 loss_bbox: 0.142193 loss_giou: 0.383044 loss_class_aux: 3.432136 loss_bbox_aux: 0.950831 loss_giou_aux: 2.352492 loss_class_dn: 0.308968 loss_bbox_dn: 0.157156 loss_giou_dn: 0.362955 loss_class_aux_dn: 1.653974 loss_bbox_aux_dn: 0.905183 loss_giou_aux_dn: 2.087969 loss: 14.340977 eta: 4 days, 3:57:21 batch_cost: 0.6554 data_cost: 0.0019 ips: 6.1031 images/s [04/12 10:47:15] ppdet.engine INFO: Epoch: [44] [4300/7329] learning_rate: 0.000100 loss_class: 0.562891 loss_bbox: 0.126985 loss_giou: 0.340167 loss_class_aux: 3.546377 loss_bbox_aux: 0.834282 loss_giou_aux: 2.159121 loss_class_dn: 0.291144 loss_bbox_dn: 0.136461 loss_giou_dn: 0.342405 loss_class_aux_dn: 1.595273 loss_bbox_aux_dn: 0.800444 loss_giou_aux_dn: 1.874566 loss: 13.313457 eta: 4 days, 3:56:14 batch_cost: 0.6429 data_cost: 0.0021 ips: 6.2219 images/s [04/12 10:48:26] ppdet.engine INFO: Epoch: [44] [4400/7329] learning_rate: 0.000100 loss_class: 0.598133 loss_bbox: 0.135600 loss_giou: 0.367923 loss_class_aux: 3.932134 loss_bbox_aux: 0.885505 loss_giou_aux: 2.327521 loss_class_dn: 0.326379 loss_bbox_dn: 0.157525 loss_giou_dn: 0.356160 loss_class_aux_dn: 1.787554 loss_bbox_aux_dn: 0.911927 loss_giou_aux_dn: 1.958193 loss: 14.005261 eta: 4 days, 3:55:09 batch_cost: 0.6525 data_cost: 0.0020 ips: 6.1300 images/s [04/12 10:49:38] ppdet.engine INFO: Epoch: [44] [4500/7329] learning_rate: 0.000100 loss_class: 0.563196 loss_bbox: 0.128953 loss_giou: 0.319934 loss_class_aux: 3.616888 loss_bbox_aux: 0.855354 loss_giou_aux: 2.098598 loss_class_dn: 0.309350 loss_bbox_dn: 0.133646 loss_giou_dn: 0.329740 loss_class_aux_dn: 1.684509 loss_bbox_aux_dn: 0.820098 loss_giou_aux_dn: 1.780150 loss: 12.594008 eta: 4 days, 3:54:06 batch_cost: 0.6586 data_cost: 0.0021 ips: 6.0734 images/s [04/12 10:50:48] ppdet.engine INFO: Epoch: [44] [4600/7329] learning_rate: 0.000100 loss_class: 0.568697 loss_bbox: 0.110469 loss_giou: 0.375055 loss_class_aux: 3.491299 loss_bbox_aux: 0.748183 loss_giou_aux: 2.364980 loss_class_dn: 0.299987 loss_bbox_dn: 0.105434 loss_giou_dn: 0.344276 loss_class_aux_dn: 1.638370 loss_bbox_aux_dn: 0.631159 loss_giou_aux_dn: 1.884150 loss: 13.119604 eta: 4 days, 3:53:00 batch_cost: 0.6452 data_cost: 0.0023 ips: 6.1999 images/s [04/12 10:51:58] ppdet.engine INFO: Epoch: [44] [4700/7329] learning_rate: 0.000100 loss_class: 0.580710 loss_bbox: 0.145249 loss_giou: 0.421371 loss_class_aux: 3.682151 loss_bbox_aux: 0.930001 loss_giou_aux: 2.703063 loss_class_dn: 0.344579 loss_bbox_dn: 0.139641 loss_giou_dn: 0.385112 loss_class_aux_dn: 1.856781 loss_bbox_aux_dn: 0.816306 loss_giou_aux_dn: 2.141438 loss: 14.814622 eta: 4 days, 3:51:54 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1584 images/s [04/12 10:53:09] ppdet.engine INFO: Epoch: [44] [4800/7329] learning_rate: 0.000100 loss_class: 0.619873 loss_bbox: 0.135668 loss_giou: 0.388223 loss_class_aux: 3.943140 loss_bbox_aux: 0.875805 loss_giou_aux: 2.514242 loss_class_dn: 0.348403 loss_bbox_dn: 0.146585 loss_giou_dn: 0.374021 loss_class_aux_dn: 1.901242 loss_bbox_aux_dn: 0.869481 loss_giou_aux_dn: 2.057931 loss: 14.807237 eta: 4 days, 3:50:49 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1484 images/s [04/12 10:54:20] ppdet.engine INFO: Epoch: [44] [4900/7329] learning_rate: 0.000100 loss_class: 0.533615 loss_bbox: 0.126485 loss_giou: 0.358821 loss_class_aux: 3.339773 loss_bbox_aux: 0.844258 loss_giou_aux: 2.266050 loss_class_dn: 0.292373 loss_bbox_dn: 0.127664 loss_giou_dn: 0.333831 loss_class_aux_dn: 1.583442 loss_bbox_aux_dn: 0.793847 loss_giou_aux_dn: 1.840198 loss: 12.857779 eta: 4 days, 3:49:45 batch_cost: 0.6542 data_cost: 0.0021 ips: 6.1145 images/s [04/12 10:55:32] ppdet.engine INFO: Epoch: [44] [5000/7329] learning_rate: 0.000100 loss_class: 0.567560 loss_bbox: 0.137314 loss_giou: 0.316486 loss_class_aux: 3.564135 loss_bbox_aux: 0.852728 loss_giou_aux: 1.945249 loss_class_dn: 0.310591 loss_bbox_dn: 0.154363 loss_giou_dn: 0.341489 loss_class_aux_dn: 1.703718 loss_bbox_aux_dn: 0.938993 loss_giou_aux_dn: 1.924279 loss: 13.800934 eta: 4 days, 3:48:40 batch_cost: 0.6557 data_cost: 0.0022 ips: 6.0999 images/s [04/12 10:56:43] ppdet.engine INFO: Epoch: [44] [5100/7329] learning_rate: 0.000100 loss_class: 0.546555 loss_bbox: 0.128639 loss_giou: 0.330949 loss_class_aux: 3.472572 loss_bbox_aux: 0.844847 loss_giou_aux: 2.141366 loss_class_dn: 0.313831 loss_bbox_dn: 0.136134 loss_giou_dn: 0.320626 loss_class_aux_dn: 1.672100 loss_bbox_aux_dn: 0.828729 loss_giou_aux_dn: 1.821083 loss: 12.657900 eta: 4 days, 3:47:36 batch_cost: 0.6541 data_cost: 0.0024 ips: 6.1154 images/s [04/12 10:57:54] ppdet.engine INFO: Epoch: [44] [5200/7329] learning_rate: 0.000100 loss_class: 0.595147 loss_bbox: 0.129370 loss_giou: 0.374592 loss_class_aux: 3.835691 loss_bbox_aux: 0.911742 loss_giou_aux: 2.381083 loss_class_dn: 0.319005 loss_bbox_dn: 0.143020 loss_giou_dn: 0.366202 loss_class_aux_dn: 1.733524 loss_bbox_aux_dn: 0.850749 loss_giou_aux_dn: 2.028374 loss: 13.317047 eta: 4 days, 3:46:31 batch_cost: 0.6534 data_cost: 0.0021 ips: 6.1215 images/s [04/12 10:59:05] ppdet.engine INFO: Epoch: [44] [5300/7329] learning_rate: 0.000100 loss_class: 0.584833 loss_bbox: 0.148840 loss_giou: 0.421427 loss_class_aux: 3.713371 loss_bbox_aux: 0.882354 loss_giou_aux: 2.679789 loss_class_dn: 0.340085 loss_bbox_dn: 0.153122 loss_giou_dn: 0.403393 loss_class_aux_dn: 1.858432 loss_bbox_aux_dn: 0.900425 loss_giou_aux_dn: 2.243018 loss: 14.731812 eta: 4 days, 3:45:27 batch_cost: 0.6565 data_cost: 0.0023 ips: 6.0931 images/s [04/12 11:00:17] ppdet.engine INFO: Epoch: [44] [5400/7329] learning_rate: 0.000100 loss_class: 0.572562 loss_bbox: 0.134675 loss_giou: 0.387732 loss_class_aux: 3.739923 loss_bbox_aux: 0.874211 loss_giou_aux: 2.435817 loss_class_dn: 0.323976 loss_bbox_dn: 0.145385 loss_giou_dn: 0.348594 loss_class_aux_dn: 1.717520 loss_bbox_aux_dn: 0.840868 loss_giou_aux_dn: 1.979290 loss: 13.953325 eta: 4 days, 3:44:23 batch_cost: 0.6561 data_cost: 0.0023 ips: 6.0968 images/s [04/12 11:01:28] ppdet.engine INFO: Epoch: [44] [5500/7329] learning_rate: 0.000100 loss_class: 0.544209 loss_bbox: 0.127892 loss_giou: 0.337854 loss_class_aux: 3.434804 loss_bbox_aux: 0.824823 loss_giou_aux: 2.165082 loss_class_dn: 0.316662 loss_bbox_dn: 0.132594 loss_giou_dn: 0.319896 loss_class_aux_dn: 1.717540 loss_bbox_aux_dn: 0.820854 loss_giou_aux_dn: 1.826695 loss: 13.031850 eta: 4 days, 3:43:18 batch_cost: 0.6565 data_cost: 0.0021 ips: 6.0927 images/s [04/12 11:02:38] ppdet.engine INFO: Epoch: [44] [5600/7329] learning_rate: 0.000100 loss_class: 0.603253 loss_bbox: 0.147733 loss_giou: 0.456310 loss_class_aux: 3.950339 loss_bbox_aux: 0.933119 loss_giou_aux: 2.828302 loss_class_dn: 0.359097 loss_bbox_dn: 0.149400 loss_giou_dn: 0.451520 loss_class_aux_dn: 1.923238 loss_bbox_aux_dn: 0.892302 loss_giou_aux_dn: 2.447454 loss: 15.335897 eta: 4 days, 3:42:13 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1758 images/s [04/12 11:03:49] ppdet.engine INFO: Epoch: [44] [5700/7329] learning_rate: 0.000100 loss_class: 0.629722 loss_bbox: 0.158180 loss_giou: 0.405363 loss_class_aux: 4.008898 loss_bbox_aux: 1.047458 loss_giou_aux: 2.525783 loss_class_dn: 0.361816 loss_bbox_dn: 0.166678 loss_giou_dn: 0.399815 loss_class_aux_dn: 1.974823 loss_bbox_aux_dn: 0.980898 loss_giou_aux_dn: 2.217024 loss: 15.346826 eta: 4 days, 3:41:08 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1505 images/s [04/12 11:05:00] ppdet.engine INFO: Epoch: [44] [5800/7329] learning_rate: 0.000100 loss_class: 0.573406 loss_bbox: 0.129457 loss_giou: 0.361392 loss_class_aux: 3.575030 loss_bbox_aux: 0.853633 loss_giou_aux: 2.233205 loss_class_dn: 0.344175 loss_bbox_dn: 0.136504 loss_giou_dn: 0.369067 loss_class_aux_dn: 1.811130 loss_bbox_aux_dn: 0.804897 loss_giou_aux_dn: 2.030837 loss: 13.897413 eta: 4 days, 3:40:03 batch_cost: 0.6547 data_cost: 0.0021 ips: 6.1098 images/s [04/12 11:06:11] ppdet.engine INFO: Epoch: [44] [5900/7329] learning_rate: 0.000100 loss_class: 0.571346 loss_bbox: 0.128832 loss_giou: 0.360757 loss_class_aux: 3.661946 loss_bbox_aux: 0.881747 loss_giou_aux: 2.294081 loss_class_dn: 0.321823 loss_bbox_dn: 0.145740 loss_giou_dn: 0.341031 loss_class_aux_dn: 1.745456 loss_bbox_aux_dn: 0.894702 loss_giou_aux_dn: 1.889515 loss: 13.668283 eta: 4 days, 3:38:58 batch_cost: 0.6482 data_cost: 0.0021 ips: 6.1708 images/s [04/12 11:07:21] ppdet.engine INFO: Epoch: [44] [6000/7329] learning_rate: 0.000100 loss_class: 0.649065 loss_bbox: 0.142788 loss_giou: 0.401864 loss_class_aux: 4.004956 loss_bbox_aux: 0.931055 loss_giou_aux: 2.477435 loss_class_dn: 0.351171 loss_bbox_dn: 0.154858 loss_giou_dn: 0.385648 loss_class_aux_dn: 1.951015 loss_bbox_aux_dn: 0.925107 loss_giou_aux_dn: 2.175516 loss: 15.438667 eta: 4 days, 3:37:53 batch_cost: 0.6516 data_cost: 0.0022 ips: 6.1387 images/s [04/12 11:08:33] ppdet.engine INFO: Epoch: [44] [6100/7329] learning_rate: 0.000100 loss_class: 0.569395 loss_bbox: 0.130244 loss_giou: 0.344616 loss_class_aux: 3.664350 loss_bbox_aux: 0.852879 loss_giou_aux: 2.186748 loss_class_dn: 0.305755 loss_bbox_dn: 0.144063 loss_giou_dn: 0.322636 loss_class_aux_dn: 1.692314 loss_bbox_aux_dn: 0.873995 loss_giou_aux_dn: 1.862225 loss: 13.212839 eta: 4 days, 3:36:49 batch_cost: 0.6581 data_cost: 0.0022 ips: 6.0777 images/s [04/12 11:09:43] ppdet.engine INFO: Epoch: [44] [6200/7329] learning_rate: 0.000100 loss_class: 0.564092 loss_bbox: 0.130236 loss_giou: 0.372064 loss_class_aux: 3.595870 loss_bbox_aux: 0.858636 loss_giou_aux: 2.388783 loss_class_dn: 0.319622 loss_bbox_dn: 0.133386 loss_giou_dn: 0.334097 loss_class_aux_dn: 1.721627 loss_bbox_aux_dn: 0.803676 loss_giou_aux_dn: 1.850620 loss: 13.779989 eta: 4 days, 3:35:42 batch_cost: 0.6434 data_cost: 0.0021 ips: 6.2171 images/s [04/12 11:10:54] ppdet.engine INFO: Epoch: [44] [6300/7329] learning_rate: 0.000100 loss_class: 0.556464 loss_bbox: 0.122108 loss_giou: 0.287145 loss_class_aux: 3.433762 loss_bbox_aux: 0.795758 loss_giou_aux: 1.861950 loss_class_dn: 0.306666 loss_bbox_dn: 0.133851 loss_giou_dn: 0.317727 loss_class_aux_dn: 1.663481 loss_bbox_aux_dn: 0.791070 loss_giou_aux_dn: 1.779301 loss: 12.179764 eta: 4 days, 3:34:38 batch_cost: 0.6558 data_cost: 0.0022 ips: 6.0997 images/s [04/12 11:12:04] ppdet.engine INFO: Epoch: [44] [6400/7329] learning_rate: 0.000100 loss_class: 0.509847 loss_bbox: 0.121492 loss_giou: 0.336526 loss_class_aux: 3.336387 loss_bbox_aux: 0.777913 loss_giou_aux: 2.123169 loss_class_dn: 0.290285 loss_bbox_dn: 0.135162 loss_giou_dn: 0.301504 loss_class_aux_dn: 1.621024 loss_bbox_aux_dn: 0.803499 loss_giou_aux_dn: 1.678979 loss: 12.720613 eta: 4 days, 3:33:32 batch_cost: 0.6453 data_cost: 0.0022 ips: 6.1987 images/s [04/12 11:13:16] ppdet.engine INFO: Epoch: [44] [6500/7329] learning_rate: 0.000100 loss_class: 0.620671 loss_bbox: 0.127123 loss_giou: 0.401004 loss_class_aux: 3.928206 loss_bbox_aux: 0.831969 loss_giou_aux: 2.512651 loss_class_dn: 0.347820 loss_bbox_dn: 0.142899 loss_giou_dn: 0.366521 loss_class_aux_dn: 1.876975 loss_bbox_aux_dn: 0.839270 loss_giou_aux_dn: 2.045804 loss: 14.756489 eta: 4 days, 3:32:27 batch_cost: 0.6541 data_cost: 0.0019 ips: 6.1154 images/s [04/12 11:14:26] ppdet.engine INFO: Epoch: [44] [6600/7329] learning_rate: 0.000100 loss_class: 0.595052 loss_bbox: 0.140310 loss_giou: 0.373743 loss_class_aux: 3.826550 loss_bbox_aux: 0.929737 loss_giou_aux: 2.351479 loss_class_dn: 0.355395 loss_bbox_dn: 0.143340 loss_giou_dn: 0.381953 loss_class_aux_dn: 1.939295 loss_bbox_aux_dn: 0.875810 loss_giou_aux_dn: 2.145182 loss: 15.013681 eta: 4 days, 3:31:22 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1670 images/s [04/12 11:15:38] ppdet.engine INFO: Epoch: [44] [6700/7329] learning_rate: 0.000100 loss_class: 0.579090 loss_bbox: 0.142205 loss_giou: 0.357370 loss_class_aux: 3.723399 loss_bbox_aux: 0.962434 loss_giou_aux: 2.299626 loss_class_dn: 0.313999 loss_bbox_dn: 0.159249 loss_giou_dn: 0.363625 loss_class_aux_dn: 1.676378 loss_bbox_aux_dn: 0.940854 loss_giou_aux_dn: 2.024295 loss: 13.884946 eta: 4 days, 3:30:19 batch_cost: 0.6617 data_cost: 0.0018 ips: 6.0448 images/s [04/12 11:16:50] ppdet.engine INFO: Epoch: [44] [6800/7329] learning_rate: 0.000100 loss_class: 0.550985 loss_bbox: 0.124131 loss_giou: 0.433174 loss_class_aux: 3.535610 loss_bbox_aux: 0.803368 loss_giou_aux: 2.660196 loss_class_dn: 0.344745 loss_bbox_dn: 0.127004 loss_giou_dn: 0.383400 loss_class_aux_dn: 1.902814 loss_bbox_aux_dn: 0.740409 loss_giou_aux_dn: 2.180304 loss: 14.557907 eta: 4 days, 3:29:14 batch_cost: 0.6559 data_cost: 0.0019 ips: 6.0981 images/s [04/12 11:18:02] ppdet.engine INFO: Epoch: [44] [6900/7329] learning_rate: 0.000100 loss_class: 0.588556 loss_bbox: 0.137286 loss_giou: 0.367633 loss_class_aux: 3.655064 loss_bbox_aux: 0.878104 loss_giou_aux: 2.331759 loss_class_dn: 0.339848 loss_bbox_dn: 0.140231 loss_giou_dn: 0.376973 loss_class_aux_dn: 1.796478 loss_bbox_aux_dn: 0.846351 loss_giou_aux_dn: 2.106938 loss: 15.201366 eta: 4 days, 3:28:11 batch_cost: 0.6619 data_cost: 0.0022 ips: 6.0435 images/s [04/12 11:19:13] ppdet.engine INFO: Epoch: [44] [7000/7329] learning_rate: 0.000100 loss_class: 0.586118 loss_bbox: 0.133747 loss_giou: 0.346677 loss_class_aux: 3.646898 loss_bbox_aux: 0.914636 loss_giou_aux: 2.221066 loss_class_dn: 0.324061 loss_bbox_dn: 0.138228 loss_giou_dn: 0.378653 loss_class_aux_dn: 1.778119 loss_bbox_aux_dn: 0.830915 loss_giou_aux_dn: 2.066620 loss: 14.214342 eta: 4 days, 3:27:07 batch_cost: 0.6562 data_cost: 0.0022 ips: 6.0962 images/s [04/12 11:20:24] ppdet.engine INFO: Epoch: [44] [7100/7329] learning_rate: 0.000100 loss_class: 0.591322 loss_bbox: 0.136272 loss_giou: 0.395835 loss_class_aux: 3.743123 loss_bbox_aux: 0.937678 loss_giou_aux: 2.500818 loss_class_dn: 0.328891 loss_bbox_dn: 0.159205 loss_giou_dn: 0.345177 loss_class_aux_dn: 1.758880 loss_bbox_aux_dn: 0.938340 loss_giou_aux_dn: 1.985704 loss: 13.888671 eta: 4 days, 3:26:01 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1786 images/s [04/12 11:21:36] ppdet.engine INFO: Epoch: [44] [7200/7329] learning_rate: 0.000100 loss_class: 0.616880 loss_bbox: 0.122980 loss_giou: 0.376774 loss_class_aux: 3.854187 loss_bbox_aux: 0.822016 loss_giou_aux: 2.337039 loss_class_dn: 0.339577 loss_bbox_dn: 0.141374 loss_giou_dn: 0.365507 loss_class_aux_dn: 1.812518 loss_bbox_aux_dn: 0.805254 loss_giou_aux_dn: 2.047081 loss: 14.197418 eta: 4 days, 3:24:59 batch_cost: 0.6667 data_cost: 0.0019 ips: 5.9997 images/s [04/12 11:22:46] ppdet.engine INFO: Epoch: [44] [7300/7329] learning_rate: 0.000100 loss_class: 0.515152 loss_bbox: 0.127959 loss_giou: 0.342220 loss_class_aux: 3.213103 loss_bbox_aux: 0.844068 loss_giou_aux: 2.179347 loss_class_dn: 0.302475 loss_bbox_dn: 0.145166 loss_giou_dn: 0.344781 loss_class_aux_dn: 1.622685 loss_bbox_aux_dn: 0.864132 loss_giou_aux_dn: 1.971444 loss: 12.965819 eta: 4 days, 3:23:52 batch_cost: 0.6424 data_cost: 0.0021 ips: 6.2266 images/s [04/12 11:23:11] ppdet.engine INFO: Eval iter: 0 [04/12 11:23:39] ppdet.engine INFO: Eval iter: 100 [04/12 11:24:05] ppdet.engine INFO: Eval iter: 200 [04/12 11:24:34] ppdet.engine INFO: Eval iter: 300 [04/12 11:25:01] ppdet.engine INFO: Eval iter: 400 [04/12 11:25:29] ppdet.engine INFO: Eval iter: 500 [04/12 11:25:56] ppdet.engine INFO: Eval iter: 600 [04/12 11:26:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 11:26:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.43s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.78s). Accumulating evaluation results... DONE (t=29.15s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/12 11:29:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.931656794016355 [04/12 11:29:30] ppdet.engine INFO: Best test bbox ap is 0.540. [04/12 11:29:34] ppdet.engine INFO: Epoch: [45] [ 0/7329] learning_rate: 0.000100 loss_class: 0.473930 loss_bbox: 0.104731 loss_giou: 0.295189 loss_class_aux: 2.986300 loss_bbox_aux: 0.701388 loss_giou_aux: 1.895504 loss_class_dn: 0.280549 loss_bbox_dn: 0.136993 loss_giou_dn: 0.278575 loss_class_aux_dn: 1.472860 loss_bbox_aux_dn: 0.816564 loss_giou_aux_dn: 1.576808 loss: 11.616591 eta: 4 days, 3:23:35 batch_cost: 0.6567 data_cost: 0.0022 ips: 6.0914 images/s [04/12 11:30:46] ppdet.engine INFO: Epoch: [45] [ 100/7329] learning_rate: 0.000100 loss_class: 0.538821 loss_bbox: 0.131857 loss_giou: 0.444664 loss_class_aux: 3.423643 loss_bbox_aux: 0.855443 loss_giou_aux: 2.709806 loss_class_dn: 0.336749 loss_bbox_dn: 0.134604 loss_giou_dn: 0.406359 loss_class_aux_dn: 1.818430 loss_bbox_aux_dn: 0.798805 loss_giou_aux_dn: 2.256948 loss: 14.081173 eta: 4 days, 3:22:31 batch_cost: 0.6588 data_cost: 0.0018 ips: 6.0715 images/s [04/12 11:31:57] ppdet.engine INFO: Epoch: [45] [ 200/7329] learning_rate: 0.000100 loss_class: 0.599914 loss_bbox: 0.128625 loss_giou: 0.366016 loss_class_aux: 3.893983 loss_bbox_aux: 0.862792 loss_giou_aux: 2.299236 loss_class_dn: 0.319912 loss_bbox_dn: 0.133021 loss_giou_dn: 0.361263 loss_class_aux_dn: 1.720880 loss_bbox_aux_dn: 0.787271 loss_giou_aux_dn: 1.987745 loss: 13.757860 eta: 4 days, 3:21:26 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1201 images/s [04/12 11:33:06] ppdet.engine INFO: Epoch: [45] [ 300/7329] learning_rate: 0.000100 loss_class: 0.529020 loss_bbox: 0.116907 loss_giou: 0.352326 loss_class_aux: 3.352268 loss_bbox_aux: 0.733211 loss_giou_aux: 2.271620 loss_class_dn: 0.317917 loss_bbox_dn: 0.125553 loss_giou_dn: 0.340449 loss_class_aux_dn: 1.688280 loss_bbox_aux_dn: 0.776816 loss_giou_aux_dn: 1.900289 loss: 13.021143 eta: 4 days, 3:20:19 batch_cost: 0.6384 data_cost: 0.0018 ips: 6.2655 images/s [04/12 11:34:17] ppdet.engine INFO: Epoch: [45] [ 400/7329] learning_rate: 0.000100 loss_class: 0.582762 loss_bbox: 0.119033 loss_giou: 0.315150 loss_class_aux: 3.704770 loss_bbox_aux: 0.785068 loss_giou_aux: 1.958277 loss_class_dn: 0.314398 loss_bbox_dn: 0.121430 loss_giou_dn: 0.312824 loss_class_aux_dn: 1.729755 loss_bbox_aux_dn: 0.740805 loss_giou_aux_dn: 1.752673 loss: 12.974426 eta: 4 days, 3:19:14 batch_cost: 0.6508 data_cost: 0.0019 ips: 6.1462 images/s [04/12 11:35:29] ppdet.engine INFO: Epoch: [45] [ 500/7329] learning_rate: 0.000100 loss_class: 0.651774 loss_bbox: 0.140163 loss_giou: 0.396938 loss_class_aux: 4.154586 loss_bbox_aux: 0.875195 loss_giou_aux: 2.509743 loss_class_dn: 0.361027 loss_bbox_dn: 0.127886 loss_giou_dn: 0.394873 loss_class_aux_dn: 1.967845 loss_bbox_aux_dn: 0.785137 loss_giou_aux_dn: 2.226132 loss: 14.537747 eta: 4 days, 3:18:10 batch_cost: 0.6578 data_cost: 0.0020 ips: 6.0807 images/s [04/12 11:36:38] ppdet.engine INFO: Epoch: [45] [ 600/7329] learning_rate: 0.000100 loss_class: 0.586434 loss_bbox: 0.129415 loss_giou: 0.331364 loss_class_aux: 3.607077 loss_bbox_aux: 0.903528 loss_giou_aux: 2.121350 loss_class_dn: 0.309942 loss_bbox_dn: 0.145509 loss_giou_dn: 0.330665 loss_class_aux_dn: 1.674620 loss_bbox_aux_dn: 0.876232 loss_giou_aux_dn: 1.823543 loss: 13.158204 eta: 4 days, 3:17:03 batch_cost: 0.6405 data_cost: 0.0020 ips: 6.2447 images/s [04/12 11:37:49] ppdet.engine INFO: Epoch: [45] [ 700/7329] learning_rate: 0.000100 loss_class: 0.621647 loss_bbox: 0.140839 loss_giou: 0.403025 loss_class_aux: 3.978817 loss_bbox_aux: 0.898916 loss_giou_aux: 2.579395 loss_class_dn: 0.340199 loss_bbox_dn: 0.140311 loss_giou_dn: 0.392558 loss_class_aux_dn: 1.819762 loss_bbox_aux_dn: 0.834768 loss_giou_aux_dn: 2.149159 loss: 14.468565 eta: 4 days, 3:15:58 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1488 images/s [04/12 11:38:58] ppdet.engine INFO: Epoch: [45] [ 800/7329] learning_rate: 0.000100 loss_class: 0.621707 loss_bbox: 0.140086 loss_giou: 0.377580 loss_class_aux: 3.790238 loss_bbox_aux: 0.915074 loss_giou_aux: 2.376661 loss_class_dn: 0.339983 loss_bbox_dn: 0.142858 loss_giou_dn: 0.361402 loss_class_aux_dn: 1.819679 loss_bbox_aux_dn: 0.800210 loss_giou_aux_dn: 1.961586 loss: 14.072592 eta: 4 days, 3:14:51 batch_cost: 0.6363 data_cost: 0.0018 ips: 6.2865 images/s [04/12 11:40:08] ppdet.engine INFO: Epoch: [45] [ 900/7329] learning_rate: 0.000100 loss_class: 0.575427 loss_bbox: 0.126116 loss_giou: 0.310279 loss_class_aux: 3.615156 loss_bbox_aux: 0.861125 loss_giou_aux: 1.985615 loss_class_dn: 0.306661 loss_bbox_dn: 0.164941 loss_giou_dn: 0.305687 loss_class_aux_dn: 1.684081 loss_bbox_aux_dn: 0.965400 loss_giou_aux_dn: 1.653070 loss: 13.049386 eta: 4 days, 3:13:45 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1916 images/s [04/12 11:41:19] ppdet.engine INFO: Epoch: [45] [1000/7329] learning_rate: 0.000100 loss_class: 0.524427 loss_bbox: 0.123457 loss_giou: 0.284892 loss_class_aux: 3.411719 loss_bbox_aux: 0.783166 loss_giou_aux: 1.820265 loss_class_dn: 0.316524 loss_bbox_dn: 0.135380 loss_giou_dn: 0.296510 loss_class_aux_dn: 1.673165 loss_bbox_aux_dn: 0.800984 loss_giou_aux_dn: 1.735333 loss: 12.501143 eta: 4 days, 3:12:40 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1336 images/s [04/12 11:42:31] ppdet.engine INFO: Epoch: [45] [1100/7329] learning_rate: 0.000100 loss_class: 0.598332 loss_bbox: 0.140241 loss_giou: 0.408248 loss_class_aux: 3.924314 loss_bbox_aux: 0.909317 loss_giou_aux: 2.568237 loss_class_dn: 0.358934 loss_bbox_dn: 0.158160 loss_giou_dn: 0.367427 loss_class_aux_dn: 1.907838 loss_bbox_aux_dn: 0.938295 loss_giou_aux_dn: 2.107279 loss: 14.677633 eta: 4 days, 3:11:37 batch_cost: 0.6624 data_cost: 0.0019 ips: 6.0386 images/s [04/12 11:43:42] ppdet.engine INFO: Epoch: [45] [1200/7329] learning_rate: 0.000100 loss_class: 0.579070 loss_bbox: 0.132627 loss_giou: 0.368636 loss_class_aux: 3.622728 loss_bbox_aux: 0.865852 loss_giou_aux: 2.377056 loss_class_dn: 0.332598 loss_bbox_dn: 0.146418 loss_giou_dn: 0.356027 loss_class_aux_dn: 1.796137 loss_bbox_aux_dn: 0.882400 loss_giou_aux_dn: 1.997585 loss: 13.932487 eta: 4 days, 3:10:31 batch_cost: 0.6464 data_cost: 0.0020 ips: 6.1877 images/s [04/12 11:44:52] ppdet.engine INFO: Epoch: [45] [1300/7329] learning_rate: 0.000100 loss_class: 0.620239 loss_bbox: 0.131692 loss_giou: 0.362505 loss_class_aux: 3.990343 loss_bbox_aux: 0.859288 loss_giou_aux: 2.287555 loss_class_dn: 0.336516 loss_bbox_dn: 0.142155 loss_giou_dn: 0.365751 loss_class_aux_dn: 1.774152 loss_bbox_aux_dn: 0.826452 loss_giou_aux_dn: 2.037928 loss: 14.022644 eta: 4 days, 3:09:26 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1382 images/s [04/12 11:46:04] ppdet.engine INFO: Epoch: [45] [1400/7329] learning_rate: 0.000100 loss_class: 0.547674 loss_bbox: 0.133327 loss_giou: 0.355351 loss_class_aux: 3.504102 loss_bbox_aux: 0.918952 loss_giou_aux: 2.233689 loss_class_dn: 0.333216 loss_bbox_dn: 0.137746 loss_giou_dn: 0.361334 loss_class_aux_dn: 1.816497 loss_bbox_aux_dn: 0.837120 loss_giou_aux_dn: 1.983199 loss: 14.112989 eta: 4 days, 3:08:22 batch_cost: 0.6579 data_cost: 0.0018 ips: 6.0803 images/s [04/12 11:47:13] ppdet.engine INFO: Epoch: [45] [1500/7329] learning_rate: 0.000100 loss_class: 0.535250 loss_bbox: 0.119078 loss_giou: 0.333177 loss_class_aux: 3.436640 loss_bbox_aux: 0.808262 loss_giou_aux: 2.160584 loss_class_dn: 0.302218 loss_bbox_dn: 0.140596 loss_giou_dn: 0.305299 loss_class_aux_dn: 1.627804 loss_bbox_aux_dn: 0.844500 loss_giou_aux_dn: 1.744856 loss: 13.062625 eta: 4 days, 3:07:14 batch_cost: 0.6365 data_cost: 0.0021 ips: 6.2843 images/s [04/12 11:48:23] ppdet.engine INFO: Epoch: [45] [1600/7329] learning_rate: 0.000100 loss_class: 0.599511 loss_bbox: 0.146391 loss_giou: 0.425616 loss_class_aux: 3.758339 loss_bbox_aux: 0.908511 loss_giou_aux: 2.794482 loss_class_dn: 0.328188 loss_bbox_dn: 0.154232 loss_giou_dn: 0.402048 loss_class_aux_dn: 1.791610 loss_bbox_aux_dn: 0.929731 loss_giou_aux_dn: 2.261841 loss: 15.070496 eta: 4 days, 3:06:09 batch_cost: 0.6473 data_cost: 0.0026 ips: 6.1799 images/s [04/12 11:49:33] ppdet.engine INFO: Epoch: [45] [1700/7329] learning_rate: 0.000100 loss_class: 0.619752 loss_bbox: 0.125568 loss_giou: 0.388420 loss_class_aux: 3.990373 loss_bbox_aux: 0.872892 loss_giou_aux: 2.447252 loss_class_dn: 0.352250 loss_bbox_dn: 0.135715 loss_giou_dn: 0.379145 loss_class_aux_dn: 1.937881 loss_bbox_aux_dn: 0.810672 loss_giou_aux_dn: 2.078618 loss: 14.977816 eta: 4 days, 3:05:02 batch_cost: 0.6430 data_cost: 0.0020 ips: 6.2204 images/s [04/12 11:50:44] ppdet.engine INFO: Epoch: [45] [1800/7329] learning_rate: 0.000100 loss_class: 0.504182 loss_bbox: 0.127584 loss_giou: 0.290397 loss_class_aux: 3.274354 loss_bbox_aux: 0.820962 loss_giou_aux: 1.886578 loss_class_dn: 0.295445 loss_bbox_dn: 0.138829 loss_giou_dn: 0.298727 loss_class_aux_dn: 1.601058 loss_bbox_aux_dn: 0.790742 loss_giou_aux_dn: 1.698714 loss: 12.666939 eta: 4 days, 3:03:57 batch_cost: 0.6495 data_cost: 0.0023 ips: 6.1585 images/s [04/12 11:51:54] ppdet.engine INFO: Epoch: [45] [1900/7329] learning_rate: 0.000100 loss_class: 0.567323 loss_bbox: 0.133923 loss_giou: 0.386596 loss_class_aux: 3.547756 loss_bbox_aux: 0.885649 loss_giou_aux: 2.317600 loss_class_dn: 0.331690 loss_bbox_dn: 0.138311 loss_giou_dn: 0.351185 loss_class_aux_dn: 1.797267 loss_bbox_aux_dn: 0.795616 loss_giou_aux_dn: 1.992717 loss: 14.051351 eta: 4 days, 3:02:51 batch_cost: 0.6467 data_cost: 0.0020 ips: 6.1849 images/s [04/12 11:53:04] ppdet.engine INFO: Epoch: [45] [2000/7329] learning_rate: 0.000100 loss_class: 0.575908 loss_bbox: 0.126878 loss_giou: 0.382988 loss_class_aux: 3.618793 loss_bbox_aux: 0.845503 loss_giou_aux: 2.340097 loss_class_dn: 0.322231 loss_bbox_dn: 0.132365 loss_giou_dn: 0.353644 loss_class_aux_dn: 1.731842 loss_bbox_aux_dn: 0.824007 loss_giou_aux_dn: 1.964199 loss: 13.398019 eta: 4 days, 3:01:45 batch_cost: 0.6416 data_cost: 0.0019 ips: 6.2340 images/s [04/12 11:54:15] ppdet.engine INFO: Epoch: [45] [2100/7329] learning_rate: 0.000100 loss_class: 0.587781 loss_bbox: 0.134290 loss_giou: 0.376313 loss_class_aux: 3.739008 loss_bbox_aux: 0.872636 loss_giou_aux: 2.376985 loss_class_dn: 0.337169 loss_bbox_dn: 0.147939 loss_giou_dn: 0.364434 loss_class_aux_dn: 1.817419 loss_bbox_aux_dn: 0.876497 loss_giou_aux_dn: 2.020798 loss: 14.223770 eta: 4 days, 3:00:40 batch_cost: 0.6561 data_cost: 0.0020 ips: 6.0963 images/s [04/12 11:55:24] ppdet.engine INFO: Epoch: [45] [2200/7329] learning_rate: 0.000100 loss_class: 0.559697 loss_bbox: 0.126888 loss_giou: 0.370719 loss_class_aux: 3.591932 loss_bbox_aux: 0.798434 loss_giou_aux: 2.423835 loss_class_dn: 0.324840 loss_bbox_dn: 0.127641 loss_giou_dn: 0.397609 loss_class_aux_dn: 1.704187 loss_bbox_aux_dn: 0.808291 loss_giou_aux_dn: 2.175643 loss: 14.069593 eta: 4 days, 2:59:33 batch_cost: 0.6371 data_cost: 0.0019 ips: 6.2789 images/s [04/12 11:56:36] ppdet.engine INFO: Epoch: [45] [2300/7329] learning_rate: 0.000100 loss_class: 0.568682 loss_bbox: 0.140799 loss_giou: 0.326243 loss_class_aux: 3.665124 loss_bbox_aux: 0.886385 loss_giou_aux: 2.121138 loss_class_dn: 0.317691 loss_bbox_dn: 0.135223 loss_giou_dn: 0.322145 loss_class_aux_dn: 1.741563 loss_bbox_aux_dn: 0.799943 loss_giou_aux_dn: 1.719409 loss: 13.306106 eta: 4 days, 2:58:28 batch_cost: 0.6534 data_cost: 0.0022 ips: 6.1219 images/s [04/12 11:57:46] ppdet.engine INFO: Epoch: [45] [2400/7329] learning_rate: 0.000100 loss_class: 0.540580 loss_bbox: 0.144873 loss_giou: 0.347268 loss_class_aux: 3.541429 loss_bbox_aux: 0.887159 loss_giou_aux: 2.186941 loss_class_dn: 0.312282 loss_bbox_dn: 0.156373 loss_giou_dn: 0.368376 loss_class_aux_dn: 1.674862 loss_bbox_aux_dn: 0.924689 loss_giou_aux_dn: 2.028623 loss: 13.828670 eta: 4 days, 2:57:22 batch_cost: 0.6425 data_cost: 0.0018 ips: 6.2262 images/s [04/12 11:58:57] ppdet.engine INFO: Epoch: [45] [2500/7329] learning_rate: 0.000100 loss_class: 0.568941 loss_bbox: 0.128112 loss_giou: 0.375510 loss_class_aux: 3.598502 loss_bbox_aux: 0.852480 loss_giou_aux: 2.349241 loss_class_dn: 0.316818 loss_bbox_dn: 0.148128 loss_giou_dn: 0.349747 loss_class_aux_dn: 1.742141 loss_bbox_aux_dn: 0.885429 loss_giou_aux_dn: 1.981479 loss: 13.297122 eta: 4 days, 2:56:17 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1435 images/s [04/12 12:00:08] ppdet.engine INFO: Epoch: [45] [2600/7329] learning_rate: 0.000100 loss_class: 0.571963 loss_bbox: 0.141769 loss_giou: 0.382846 loss_class_aux: 3.726532 loss_bbox_aux: 0.901321 loss_giou_aux: 2.396159 loss_class_dn: 0.344498 loss_bbox_dn: 0.139696 loss_giou_dn: 0.355845 loss_class_aux_dn: 1.819822 loss_bbox_aux_dn: 0.870245 loss_giou_aux_dn: 1.989534 loss: 14.109441 eta: 4 days, 2:55:12 batch_cost: 0.6556 data_cost: 0.0021 ips: 6.1008 images/s [04/12 12:01:18] ppdet.engine INFO: Epoch: [45] [2700/7329] learning_rate: 0.000100 loss_class: 0.610270 loss_bbox: 0.135533 loss_giou: 0.448241 loss_class_aux: 3.963559 loss_bbox_aux: 0.848881 loss_giou_aux: 2.747708 loss_class_dn: 0.343676 loss_bbox_dn: 0.139398 loss_giou_dn: 0.410418 loss_class_aux_dn: 1.867524 loss_bbox_aux_dn: 0.835151 loss_giou_aux_dn: 2.205555 loss: 14.606778 eta: 4 days, 2:54:07 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1757 images/s [04/12 12:02:28] ppdet.engine INFO: Epoch: [45] [2800/7329] learning_rate: 0.000100 loss_class: 0.547960 loss_bbox: 0.138623 loss_giou: 0.333101 loss_class_aux: 3.455605 loss_bbox_aux: 0.899253 loss_giou_aux: 2.103302 loss_class_dn: 0.300892 loss_bbox_dn: 0.140833 loss_giou_dn: 0.320630 loss_class_aux_dn: 1.601787 loss_bbox_aux_dn: 0.850149 loss_giou_aux_dn: 1.783128 loss: 12.883340 eta: 4 days, 2:53:00 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2141 images/s [04/12 12:03:39] ppdet.engine INFO: Epoch: [45] [2900/7329] learning_rate: 0.000100 loss_class: 0.545408 loss_bbox: 0.124704 loss_giou: 0.421572 loss_class_aux: 3.523193 loss_bbox_aux: 0.801019 loss_giou_aux: 2.614499 loss_class_dn: 0.314065 loss_bbox_dn: 0.129229 loss_giou_dn: 0.389548 loss_class_aux_dn: 1.667705 loss_bbox_aux_dn: 0.769634 loss_giou_aux_dn: 2.109825 loss: 13.463468 eta: 4 days, 2:51:56 batch_cost: 0.6549 data_cost: 0.0019 ips: 6.1074 images/s [04/12 12:04:49] ppdet.engine INFO: Epoch: [45] [3000/7329] learning_rate: 0.000100 loss_class: 0.618746 loss_bbox: 0.124286 loss_giou: 0.346107 loss_class_aux: 3.931648 loss_bbox_aux: 0.831100 loss_giou_aux: 2.164096 loss_class_dn: 0.331610 loss_bbox_dn: 0.142500 loss_giou_dn: 0.338450 loss_class_aux_dn: 1.823439 loss_bbox_aux_dn: 0.848288 loss_giou_aux_dn: 1.898909 loss: 13.822147 eta: 4 days, 2:50:50 batch_cost: 0.6424 data_cost: 0.0019 ips: 6.2268 images/s [04/12 12:06:03] ppdet.engine INFO: Epoch: [45] [3100/7329] learning_rate: 0.000100 loss_class: 0.550701 loss_bbox: 0.125485 loss_giou: 0.379703 loss_class_aux: 3.488080 loss_bbox_aux: 0.786075 loss_giou_aux: 2.477237 loss_class_dn: 0.328260 loss_bbox_dn: 0.124911 loss_giou_dn: 0.378280 loss_class_aux_dn: 1.778484 loss_bbox_aux_dn: 0.724087 loss_giou_aux_dn: 2.088454 loss: 13.633307 eta: 4 days, 2:49:48 batch_cost: 0.6729 data_cost: 0.0020 ips: 5.9446 images/s [04/12 12:07:13] ppdet.engine INFO: Epoch: [45] [3200/7329] learning_rate: 0.000100 loss_class: 0.571515 loss_bbox: 0.147349 loss_giou: 0.340507 loss_class_aux: 3.611132 loss_bbox_aux: 0.954754 loss_giou_aux: 2.168633 loss_class_dn: 0.340755 loss_bbox_dn: 0.151005 loss_giou_dn: 0.342323 loss_class_aux_dn: 1.822361 loss_bbox_aux_dn: 0.941532 loss_giou_aux_dn: 1.975046 loss: 14.309116 eta: 4 days, 2:48:43 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1609 images/s [04/12 12:08:25] ppdet.engine INFO: Epoch: [45] [3300/7329] learning_rate: 0.000100 loss_class: 0.519046 loss_bbox: 0.124570 loss_giou: 0.337126 loss_class_aux: 3.283716 loss_bbox_aux: 0.808490 loss_giou_aux: 2.111935 loss_class_dn: 0.296692 loss_bbox_dn: 0.146333 loss_giou_dn: 0.339016 loss_class_aux_dn: 1.596087 loss_bbox_aux_dn: 0.838683 loss_giou_aux_dn: 1.873626 loss: 12.745018 eta: 4 days, 2:47:39 batch_cost: 0.6607 data_cost: 0.0022 ips: 6.0545 images/s [04/12 12:09:37] ppdet.engine INFO: Epoch: [45] [3400/7329] learning_rate: 0.000100 loss_class: 0.624265 loss_bbox: 0.144168 loss_giou: 0.347848 loss_class_aux: 3.914309 loss_bbox_aux: 0.948539 loss_giou_aux: 2.237909 loss_class_dn: 0.317905 loss_bbox_dn: 0.157779 loss_giou_dn: 0.356320 loss_class_aux_dn: 1.719989 loss_bbox_aux_dn: 0.923089 loss_giou_aux_dn: 1.964342 loss: 14.178909 eta: 4 days, 2:46:35 batch_cost: 0.6588 data_cost: 0.0019 ips: 6.0716 images/s [04/12 12:10:48] ppdet.engine INFO: Epoch: [45] [3500/7329] learning_rate: 0.000100 loss_class: 0.545482 loss_bbox: 0.110199 loss_giou: 0.297565 loss_class_aux: 3.378291 loss_bbox_aux: 0.719659 loss_giou_aux: 1.872433 loss_class_dn: 0.305491 loss_bbox_dn: 0.119145 loss_giou_dn: 0.301009 loss_class_aux_dn: 1.651387 loss_bbox_aux_dn: 0.696620 loss_giou_aux_dn: 1.736461 loss: 13.030577 eta: 4 days, 2:45:31 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1175 images/s [04/12 12:11:59] ppdet.engine INFO: Epoch: [45] [3600/7329] learning_rate: 0.000100 loss_class: 0.548734 loss_bbox: 0.128499 loss_giou: 0.390747 loss_class_aux: 3.591674 loss_bbox_aux: 0.826690 loss_giou_aux: 2.458918 loss_class_dn: 0.314865 loss_bbox_dn: 0.139190 loss_giou_dn: 0.349293 loss_class_aux_dn: 1.739701 loss_bbox_aux_dn: 0.852456 loss_giou_aux_dn: 1.908771 loss: 13.778960 eta: 4 days, 2:44:26 batch_cost: 0.6545 data_cost: 0.0019 ips: 6.1112 images/s [04/12 12:13:10] ppdet.engine INFO: Epoch: [45] [3700/7329] learning_rate: 0.000100 loss_class: 0.543057 loss_bbox: 0.122311 loss_giou: 0.332824 loss_class_aux: 3.449445 loss_bbox_aux: 0.818737 loss_giou_aux: 2.118936 loss_class_dn: 0.304503 loss_bbox_dn: 0.138754 loss_giou_dn: 0.353762 loss_class_aux_dn: 1.610419 loss_bbox_aux_dn: 0.815691 loss_giou_aux_dn: 1.921901 loss: 13.613985 eta: 4 days, 2:43:21 batch_cost: 0.6505 data_cost: 0.0024 ips: 6.1491 images/s [04/12 12:14:21] ppdet.engine INFO: Epoch: [45] [3800/7329] learning_rate: 0.000100 loss_class: 0.532319 loss_bbox: 0.129532 loss_giou: 0.317686 loss_class_aux: 3.274180 loss_bbox_aux: 0.865026 loss_giou_aux: 2.015555 loss_class_dn: 0.305442 loss_bbox_dn: 0.133670 loss_giou_dn: 0.302644 loss_class_aux_dn: 1.652700 loss_bbox_aux_dn: 0.833401 loss_giou_aux_dn: 1.728433 loss: 12.720745 eta: 4 days, 2:42:17 batch_cost: 0.6544 data_cost: 0.0022 ips: 6.1121 images/s [04/12 12:15:31] ppdet.engine INFO: Epoch: [45] [3900/7329] learning_rate: 0.000100 loss_class: 0.568884 loss_bbox: 0.132631 loss_giou: 0.367543 loss_class_aux: 3.584227 loss_bbox_aux: 0.831040 loss_giou_aux: 2.335645 loss_class_dn: 0.326558 loss_bbox_dn: 0.141217 loss_giou_dn: 0.349830 loss_class_aux_dn: 1.763981 loss_bbox_aux_dn: 0.804757 loss_giou_aux_dn: 1.947008 loss: 14.387032 eta: 4 days, 2:41:11 batch_cost: 0.6500 data_cost: 0.0020 ips: 6.1534 images/s [04/12 12:16:42] ppdet.engine INFO: Epoch: [45] [4000/7329] learning_rate: 0.000100 loss_class: 0.563192 loss_bbox: 0.138425 loss_giou: 0.363884 loss_class_aux: 3.553133 loss_bbox_aux: 0.897332 loss_giou_aux: 2.343688 loss_class_dn: 0.325530 loss_bbox_dn: 0.160705 loss_giou_dn: 0.361166 loss_class_aux_dn: 1.734671 loss_bbox_aux_dn: 0.925731 loss_giou_aux_dn: 2.061161 loss: 13.675027 eta: 4 days, 2:40:06 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1641 images/s [04/12 12:17:54] ppdet.engine INFO: Epoch: [45] [4100/7329] learning_rate: 0.000100 loss_class: 0.566512 loss_bbox: 0.131766 loss_giou: 0.342727 loss_class_aux: 3.538019 loss_bbox_aux: 0.872590 loss_giou_aux: 2.249027 loss_class_dn: 0.299097 loss_bbox_dn: 0.145130 loss_giou_dn: 0.330056 loss_class_aux_dn: 1.583426 loss_bbox_aux_dn: 0.851364 loss_giou_aux_dn: 1.801339 loss: 12.502153 eta: 4 days, 2:39:03 batch_cost: 0.6643 data_cost: 0.0019 ips: 6.0214 images/s [04/12 12:19:06] ppdet.engine INFO: Epoch: [45] [4200/7329] learning_rate: 0.000100 loss_class: 0.619003 loss_bbox: 0.145489 loss_giou: 0.430582 loss_class_aux: 3.885296 loss_bbox_aux: 0.911968 loss_giou_aux: 2.772995 loss_class_dn: 0.362215 loss_bbox_dn: 0.152828 loss_giou_dn: 0.418961 loss_class_aux_dn: 1.880398 loss_bbox_aux_dn: 0.890407 loss_giou_aux_dn: 2.298661 loss: 16.049599 eta: 4 days, 2:37:59 batch_cost: 0.6595 data_cost: 0.0019 ips: 6.0653 images/s [04/12 12:20:17] ppdet.engine INFO: Epoch: [45] [4300/7329] learning_rate: 0.000100 loss_class: 0.538285 loss_bbox: 0.124436 loss_giou: 0.295646 loss_class_aux: 3.496992 loss_bbox_aux: 0.777150 loss_giou_aux: 1.925660 loss_class_dn: 0.305725 loss_bbox_dn: 0.140771 loss_giou_dn: 0.298545 loss_class_aux_dn: 1.695564 loss_bbox_aux_dn: 0.850649 loss_giou_aux_dn: 1.645616 loss: 12.674309 eta: 4 days, 2:36:55 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1191 images/s [04/12 12:21:28] ppdet.engine INFO: Epoch: [45] [4400/7329] learning_rate: 0.000100 loss_class: 0.562606 loss_bbox: 0.123230 loss_giou: 0.382406 loss_class_aux: 3.689343 loss_bbox_aux: 0.836098 loss_giou_aux: 2.532684 loss_class_dn: 0.319899 loss_bbox_dn: 0.130321 loss_giou_dn: 0.372912 loss_class_aux_dn: 1.724232 loss_bbox_aux_dn: 0.777147 loss_giou_aux_dn: 2.069018 loss: 14.085941 eta: 4 days, 2:35:50 batch_cost: 0.6562 data_cost: 0.0021 ips: 6.0954 images/s [04/12 12:22:39] ppdet.engine INFO: Epoch: [45] [4500/7329] learning_rate: 0.000100 loss_class: 0.572452 loss_bbox: 0.132244 loss_giou: 0.415340 loss_class_aux: 3.616520 loss_bbox_aux: 0.903777 loss_giou_aux: 2.670989 loss_class_dn: 0.333851 loss_bbox_dn: 0.139873 loss_giou_dn: 0.376510 loss_class_aux_dn: 1.773444 loss_bbox_aux_dn: 0.816683 loss_giou_aux_dn: 2.118255 loss: 13.987806 eta: 4 days, 2:34:46 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1252 images/s [04/12 12:23:49] ppdet.engine INFO: Epoch: [45] [4600/7329] learning_rate: 0.000100 loss_class: 0.553222 loss_bbox: 0.122293 loss_giou: 0.349192 loss_class_aux: 3.594007 loss_bbox_aux: 0.835327 loss_giou_aux: 2.209936 loss_class_dn: 0.296042 loss_bbox_dn: 0.132971 loss_giou_dn: 0.331752 loss_class_aux_dn: 1.632020 loss_bbox_aux_dn: 0.775393 loss_giou_aux_dn: 1.848293 loss: 13.640236 eta: 4 days, 2:33:39 batch_cost: 0.6401 data_cost: 0.0019 ips: 6.2494 images/s [04/12 12:25:00] ppdet.engine INFO: Epoch: [45] [4700/7329] learning_rate: 0.000100 loss_class: 0.594000 loss_bbox: 0.134589 loss_giou: 0.366514 loss_class_aux: 3.803771 loss_bbox_aux: 0.934082 loss_giou_aux: 2.198763 loss_class_dn: 0.337717 loss_bbox_dn: 0.148809 loss_giou_dn: 0.371520 loss_class_aux_dn: 1.771710 loss_bbox_aux_dn: 0.882404 loss_giou_aux_dn: 2.067701 loss: 13.998718 eta: 4 days, 2:32:34 batch_cost: 0.6559 data_cost: 0.0020 ips: 6.0980 images/s [04/12 12:26:13] ppdet.engine INFO: Epoch: [45] [4800/7329] learning_rate: 0.000100 loss_class: 0.634806 loss_bbox: 0.133678 loss_giou: 0.423997 loss_class_aux: 4.016178 loss_bbox_aux: 0.883719 loss_giou_aux: 2.704387 loss_class_dn: 0.360355 loss_bbox_dn: 0.140413 loss_giou_dn: 0.403915 loss_class_aux_dn: 1.902732 loss_bbox_aux_dn: 0.826544 loss_giou_aux_dn: 2.284004 loss: 15.277636 eta: 4 days, 2:31:32 batch_cost: 0.6681 data_cost: 0.0021 ips: 5.9874 images/s [04/12 12:27:25] ppdet.engine INFO: Epoch: [45] [4900/7329] learning_rate: 0.000100 loss_class: 0.570402 loss_bbox: 0.133231 loss_giou: 0.388426 loss_class_aux: 3.458353 loss_bbox_aux: 0.907140 loss_giou_aux: 2.563725 loss_class_dn: 0.338227 loss_bbox_dn: 0.143874 loss_giou_dn: 0.371922 loss_class_aux_dn: 1.823063 loss_bbox_aux_dn: 0.845608 loss_giou_aux_dn: 2.031730 loss: 14.104074 eta: 4 days, 2:30:28 batch_cost: 0.6592 data_cost: 0.0020 ips: 6.0679 images/s [04/12 12:28:37] ppdet.engine INFO: Epoch: [45] [5000/7329] learning_rate: 0.000100 loss_class: 0.506719 loss_bbox: 0.126279 loss_giou: 0.374572 loss_class_aux: 3.346072 loss_bbox_aux: 0.879555 loss_giou_aux: 2.320543 loss_class_dn: 0.323050 loss_bbox_dn: 0.142713 loss_giou_dn: 0.360911 loss_class_aux_dn: 1.740835 loss_bbox_aux_dn: 0.886266 loss_giou_aux_dn: 1.985185 loss: 13.340854 eta: 4 days, 2:29:26 batch_cost: 0.6645 data_cost: 0.0020 ips: 6.0195 images/s [04/12 12:29:48] ppdet.engine INFO: Epoch: [45] [5100/7329] learning_rate: 0.000100 loss_class: 0.539177 loss_bbox: 0.131707 loss_giou: 0.363662 loss_class_aux: 3.462749 loss_bbox_aux: 0.952402 loss_giou_aux: 2.293401 loss_class_dn: 0.323305 loss_bbox_dn: 0.151653 loss_giou_dn: 0.352610 loss_class_aux_dn: 1.759264 loss_bbox_aux_dn: 0.885508 loss_giou_aux_dn: 1.925763 loss: 13.173689 eta: 4 days, 2:28:21 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1317 images/s [04/12 12:30:59] ppdet.engine INFO: Epoch: [45] [5200/7329] learning_rate: 0.000100 loss_class: 0.524965 loss_bbox: 0.125318 loss_giou: 0.331778 loss_class_aux: 3.344118 loss_bbox_aux: 0.827819 loss_giou_aux: 2.080155 loss_class_dn: 0.299922 loss_bbox_dn: 0.132247 loss_giou_dn: 0.311946 loss_class_aux_dn: 1.606654 loss_bbox_aux_dn: 0.822539 loss_giou_aux_dn: 1.769942 loss: 12.671427 eta: 4 days, 2:27:15 batch_cost: 0.6475 data_cost: 0.0020 ips: 6.1774 images/s [04/12 12:32:09] ppdet.engine INFO: Epoch: [45] [5300/7329] learning_rate: 0.000100 loss_class: 0.682203 loss_bbox: 0.155633 loss_giou: 0.458859 loss_class_aux: 4.360003 loss_bbox_aux: 0.995001 loss_giou_aux: 2.964463 loss_class_dn: 0.415261 loss_bbox_dn: 0.158365 loss_giou_dn: 0.506853 loss_class_aux_dn: 2.207386 loss_bbox_aux_dn: 0.918324 loss_giou_aux_dn: 2.811768 loss: 17.274172 eta: 4 days, 2:26:09 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1809 images/s [04/12 12:33:21] ppdet.engine INFO: Epoch: [45] [5400/7329] learning_rate: 0.000100 loss_class: 0.546113 loss_bbox: 0.136696 loss_giou: 0.344240 loss_class_aux: 3.552735 loss_bbox_aux: 0.902489 loss_giou_aux: 2.226145 loss_class_dn: 0.311543 loss_bbox_dn: 0.142815 loss_giou_dn: 0.357797 loss_class_aux_dn: 1.672672 loss_bbox_aux_dn: 0.914890 loss_giou_aux_dn: 1.979376 loss: 13.689442 eta: 4 days, 2:25:07 batch_cost: 0.6668 data_cost: 0.0020 ips: 5.9992 images/s [04/12 12:34:32] ppdet.engine INFO: Epoch: [45] [5500/7329] learning_rate: 0.000100 loss_class: 0.503601 loss_bbox: 0.137188 loss_giou: 0.339173 loss_class_aux: 3.183843 loss_bbox_aux: 0.900232 loss_giou_aux: 2.161693 loss_class_dn: 0.303151 loss_bbox_dn: 0.143891 loss_giou_dn: 0.322562 loss_class_aux_dn: 1.622420 loss_bbox_aux_dn: 0.845992 loss_giou_aux_dn: 1.830269 loss: 13.022898 eta: 4 days, 2:24:02 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1477 images/s [04/12 12:35:44] ppdet.engine INFO: Epoch: [45] [5600/7329] learning_rate: 0.000100 loss_class: 0.566729 loss_bbox: 0.125288 loss_giou: 0.382696 loss_class_aux: 3.706171 loss_bbox_aux: 0.824949 loss_giou_aux: 2.390173 loss_class_dn: 0.329393 loss_bbox_dn: 0.155631 loss_giou_dn: 0.349259 loss_class_aux_dn: 1.761482 loss_bbox_aux_dn: 0.917945 loss_giou_aux_dn: 1.934996 loss: 13.812559 eta: 4 days, 2:22:58 batch_cost: 0.6629 data_cost: 0.0020 ips: 6.0338 images/s [04/12 12:36:55] ppdet.engine INFO: Epoch: [45] [5700/7329] learning_rate: 0.000100 loss_class: 0.594466 loss_bbox: 0.130991 loss_giou: 0.378528 loss_class_aux: 3.766535 loss_bbox_aux: 0.870473 loss_giou_aux: 2.363917 loss_class_dn: 0.331157 loss_bbox_dn: 0.154906 loss_giou_dn: 0.358961 loss_class_aux_dn: 1.766263 loss_bbox_aux_dn: 0.919196 loss_giou_aux_dn: 2.051030 loss: 13.914189 eta: 4 days, 2:21:53 batch_cost: 0.6485 data_cost: 0.0018 ips: 6.1685 images/s [04/12 12:38:05] ppdet.engine INFO: Epoch: [45] [5800/7329] learning_rate: 0.000100 loss_class: 0.550202 loss_bbox: 0.123202 loss_giou: 0.329408 loss_class_aux: 3.553330 loss_bbox_aux: 0.834876 loss_giou_aux: 2.086468 loss_class_dn: 0.306913 loss_bbox_dn: 0.131748 loss_giou_dn: 0.315800 loss_class_aux_dn: 1.674851 loss_bbox_aux_dn: 0.775556 loss_giou_aux_dn: 1.794631 loss: 12.879296 eta: 4 days, 2:20:47 batch_cost: 0.6462 data_cost: 0.0020 ips: 6.1901 images/s [04/12 12:39:17] ppdet.engine INFO: Epoch: [45] [5900/7329] learning_rate: 0.000100 loss_class: 0.649399 loss_bbox: 0.133059 loss_giou: 0.380150 loss_class_aux: 3.956839 loss_bbox_aux: 0.906409 loss_giou_aux: 2.353854 loss_class_dn: 0.328513 loss_bbox_dn: 0.143900 loss_giou_dn: 0.369525 loss_class_aux_dn: 1.792672 loss_bbox_aux_dn: 0.896571 loss_giou_aux_dn: 1.990809 loss: 14.126823 eta: 4 days, 2:19:44 batch_cost: 0.6641 data_cost: 0.0022 ips: 6.0232 images/s [04/12 12:40:28] ppdet.engine INFO: Epoch: [45] [6000/7329] learning_rate: 0.000100 loss_class: 0.522523 loss_bbox: 0.120172 loss_giou: 0.335623 loss_class_aux: 3.265541 loss_bbox_aux: 0.768628 loss_giou_aux: 2.134465 loss_class_dn: 0.277555 loss_bbox_dn: 0.119862 loss_giou_dn: 0.299055 loss_class_aux_dn: 1.485250 loss_bbox_aux_dn: 0.733168 loss_giou_aux_dn: 1.670420 loss: 11.982964 eta: 4 days, 2:18:39 batch_cost: 0.6490 data_cost: 0.0020 ips: 6.1637 images/s [04/12 12:41:40] ppdet.engine INFO: Epoch: [45] [6100/7329] learning_rate: 0.000100 loss_class: 0.589067 loss_bbox: 0.148895 loss_giou: 0.362728 loss_class_aux: 3.812030 loss_bbox_aux: 0.977664 loss_giou_aux: 2.270119 loss_class_dn: 0.333826 loss_bbox_dn: 0.162030 loss_giou_dn: 0.349298 loss_class_aux_dn: 1.818945 loss_bbox_aux_dn: 0.961675 loss_giou_aux_dn: 1.955117 loss: 14.270758 eta: 4 days, 2:17:35 batch_cost: 0.6595 data_cost: 0.0021 ips: 6.0651 images/s [04/12 12:42:51] ppdet.engine INFO: Epoch: [45] [6200/7329] learning_rate: 0.000100 loss_class: 0.544223 loss_bbox: 0.124924 loss_giou: 0.349674 loss_class_aux: 3.362857 loss_bbox_aux: 0.831768 loss_giou_aux: 2.106987 loss_class_dn: 0.290357 loss_bbox_dn: 0.135017 loss_giou_dn: 0.320412 loss_class_aux_dn: 1.561907 loss_bbox_aux_dn: 0.845602 loss_giou_aux_dn: 1.780629 loss: 12.957656 eta: 4 days, 2:16:30 batch_cost: 0.6538 data_cost: 0.0020 ips: 6.1182 images/s [04/12 12:44:01] ppdet.engine INFO: Epoch: [45] [6300/7329] learning_rate: 0.000100 loss_class: 0.628170 loss_bbox: 0.141986 loss_giou: 0.395118 loss_class_aux: 4.105152 loss_bbox_aux: 0.923987 loss_giou_aux: 2.445126 loss_class_dn: 0.339118 loss_bbox_dn: 0.147052 loss_giou_dn: 0.397417 loss_class_aux_dn: 1.805532 loss_bbox_aux_dn: 0.878348 loss_giou_aux_dn: 2.188201 loss: 14.653706 eta: 4 days, 2:15:25 batch_cost: 0.6469 data_cost: 0.0019 ips: 6.1838 images/s [04/12 12:45:12] ppdet.engine INFO: Epoch: [45] [6400/7329] learning_rate: 0.000100 loss_class: 0.609080 loss_bbox: 0.120459 loss_giou: 0.381930 loss_class_aux: 3.822879 loss_bbox_aux: 0.791555 loss_giou_aux: 2.342592 loss_class_dn: 0.338206 loss_bbox_dn: 0.145103 loss_giou_dn: 0.367164 loss_class_aux_dn: 1.849942 loss_bbox_aux_dn: 0.858140 loss_giou_aux_dn: 2.059189 loss: 14.549322 eta: 4 days, 2:14:19 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1640 images/s [04/12 12:46:22] ppdet.engine INFO: Epoch: [45] [6500/7329] learning_rate: 0.000100 loss_class: 0.551047 loss_bbox: 0.142804 loss_giou: 0.410359 loss_class_aux: 3.581597 loss_bbox_aux: 0.955596 loss_giou_aux: 2.603030 loss_class_dn: 0.346210 loss_bbox_dn: 0.159761 loss_giou_dn: 0.391205 loss_class_aux_dn: 1.813478 loss_bbox_aux_dn: 0.910384 loss_giou_aux_dn: 2.180421 loss: 14.180887 eta: 4 days, 2:13:14 batch_cost: 0.6496 data_cost: 0.0021 ips: 6.1578 images/s [04/12 12:47:33] ppdet.engine INFO: Epoch: [45] [6600/7329] learning_rate: 0.000100 loss_class: 0.566313 loss_bbox: 0.123927 loss_giou: 0.348972 loss_class_aux: 3.631546 loss_bbox_aux: 0.802680 loss_giou_aux: 2.145943 loss_class_dn: 0.311629 loss_bbox_dn: 0.130690 loss_giou_dn: 0.345716 loss_class_aux_dn: 1.676375 loss_bbox_aux_dn: 0.794223 loss_giou_aux_dn: 1.910127 loss: 14.402249 eta: 4 days, 2:12:08 batch_cost: 0.6487 data_cost: 0.0023 ips: 6.1658 images/s [04/12 12:48:44] ppdet.engine INFO: Epoch: [45] [6700/7329] learning_rate: 0.000100 loss_class: 0.591764 loss_bbox: 0.122011 loss_giou: 0.400650 loss_class_aux: 3.753458 loss_bbox_aux: 0.834427 loss_giou_aux: 2.531494 loss_class_dn: 0.323342 loss_bbox_dn: 0.138641 loss_giou_dn: 0.360215 loss_class_aux_dn: 1.757438 loss_bbox_aux_dn: 0.866239 loss_giou_aux_dn: 2.061519 loss: 13.647948 eta: 4 days, 2:11:05 batch_cost: 0.6600 data_cost: 0.0019 ips: 6.0609 images/s [04/12 12:49:55] ppdet.engine INFO: Epoch: [45] [6800/7329] learning_rate: 0.000100 loss_class: 0.567123 loss_bbox: 0.120403 loss_giou: 0.357732 loss_class_aux: 3.480660 loss_bbox_aux: 0.812462 loss_giou_aux: 2.291749 loss_class_dn: 0.306725 loss_bbox_dn: 0.137532 loss_giou_dn: 0.328334 loss_class_aux_dn: 1.649595 loss_bbox_aux_dn: 0.843977 loss_giou_aux_dn: 1.896037 loss: 13.162405 eta: 4 days, 2:10:00 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1118 images/s [04/12 12:51:06] ppdet.engine INFO: Epoch: [45] [6900/7329] learning_rate: 0.000100 loss_class: 0.527927 loss_bbox: 0.130362 loss_giou: 0.338341 loss_class_aux: 3.434053 loss_bbox_aux: 0.854985 loss_giou_aux: 2.142777 loss_class_dn: 0.295689 loss_bbox_dn: 0.148827 loss_giou_dn: 0.331680 loss_class_aux_dn: 1.586331 loss_bbox_aux_dn: 0.844375 loss_giou_aux_dn: 1.807802 loss: 12.651872 eta: 4 days, 2:08:55 batch_cost: 0.6505 data_cost: 0.0020 ips: 6.1490 images/s [04/12 12:52:18] ppdet.engine INFO: Epoch: [45] [7000/7329] learning_rate: 0.000100 loss_class: 0.640440 loss_bbox: 0.151736 loss_giou: 0.428672 loss_class_aux: 4.124753 loss_bbox_aux: 0.966747 loss_giou_aux: 2.665518 loss_class_dn: 0.346009 loss_bbox_dn: 0.156702 loss_giou_dn: 0.438872 loss_class_aux_dn: 1.830671 loss_bbox_aux_dn: 0.905632 loss_giou_aux_dn: 2.413635 loss: 14.532688 eta: 4 days, 2:07:51 batch_cost: 0.6554 data_cost: 0.0022 ips: 6.1031 images/s [04/12 12:53:28] ppdet.engine INFO: Epoch: [45] [7100/7329] learning_rate: 0.000100 loss_class: 0.548482 loss_bbox: 0.131105 loss_giou: 0.391572 loss_class_aux: 3.501060 loss_bbox_aux: 0.847597 loss_giou_aux: 2.539050 loss_class_dn: 0.305374 loss_bbox_dn: 0.139196 loss_giou_dn: 0.357688 loss_class_aux_dn: 1.690197 loss_bbox_aux_dn: 0.814581 loss_giou_aux_dn: 2.032597 loss: 13.921339 eta: 4 days, 2:06:46 batch_cost: 0.6520 data_cost: 0.0022 ips: 6.1354 images/s [04/12 12:54:39] ppdet.engine INFO: Epoch: [45] [7200/7329] learning_rate: 0.000100 loss_class: 0.564873 loss_bbox: 0.145415 loss_giou: 0.337494 loss_class_aux: 3.483583 loss_bbox_aux: 0.940409 loss_giou_aux: 2.123637 loss_class_dn: 0.296526 loss_bbox_dn: 0.141891 loss_giou_dn: 0.332884 loss_class_aux_dn: 1.605482 loss_bbox_aux_dn: 0.813354 loss_giou_aux_dn: 1.794423 loss: 13.484980 eta: 4 days, 2:05:40 batch_cost: 0.6505 data_cost: 0.0021 ips: 6.1493 images/s [04/12 12:55:51] ppdet.engine INFO: Epoch: [45] [7300/7329] learning_rate: 0.000100 loss_class: 0.546519 loss_bbox: 0.124756 loss_giou: 0.347076 loss_class_aux: 3.558499 loss_bbox_aux: 0.851716 loss_giou_aux: 2.186105 loss_class_dn: 0.308722 loss_bbox_dn: 0.126240 loss_giou_dn: 0.350991 loss_class_aux_dn: 1.659601 loss_bbox_aux_dn: 0.748026 loss_giou_aux_dn: 1.896430 loss: 13.616726 eta: 4 days, 2:04:36 batch_cost: 0.6579 data_cost: 0.0020 ips: 6.0804 images/s [04/12 12:56:14] ppdet.engine INFO: Eval iter: 0 [04/12 12:56:42] ppdet.engine INFO: Eval iter: 100 [04/12 12:57:10] ppdet.engine INFO: Eval iter: 200 [04/12 12:57:37] ppdet.engine INFO: Eval iter: 300 [04/12 12:58:05] ppdet.engine INFO: Eval iter: 400 [04/12 12:58:33] ppdet.engine INFO: Eval iter: 500 [04/12 12:59:01] ppdet.engine INFO: Eval iter: 600 [04/12 12:59:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 12:59:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.04s). Accumulating evaluation results... DONE (t=29.22s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/12 13:02:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.754131211224397 [04/12 13:02:34] ppdet.engine INFO: Best test bbox ap is 0.540. [04/12 13:02:36] ppdet.engine INFO: Epoch: [46] [ 0/7329] learning_rate: 0.000100 loss_class: 0.560753 loss_bbox: 0.125537 loss_giou: 0.346481 loss_class_aux: 3.647180 loss_bbox_aux: 0.802401 loss_giou_aux: 2.092045 loss_class_dn: 0.306207 loss_bbox_dn: 0.126457 loss_giou_dn: 0.317320 loss_class_aux_dn: 1.632802 loss_bbox_aux_dn: 0.721457 loss_giou_aux_dn: 1.714359 loss: 13.331059 eta: 4 days, 2:04:18 batch_cost: 0.6603 data_cost: 0.0021 ips: 6.0582 images/s [04/12 13:03:47] ppdet.engine INFO: Epoch: [46] [ 100/7329] learning_rate: 0.000100 loss_class: 0.581344 loss_bbox: 0.133370 loss_giou: 0.383682 loss_class_aux: 3.749336 loss_bbox_aux: 0.868451 loss_giou_aux: 2.446438 loss_class_dn: 0.322975 loss_bbox_dn: 0.136075 loss_giou_dn: 0.367584 loss_class_aux_dn: 1.709618 loss_bbox_aux_dn: 0.810552 loss_giou_aux_dn: 2.041281 loss: 14.466959 eta: 4 days, 2:03:12 batch_cost: 0.6510 data_cost: 0.0026 ips: 6.1448 images/s [04/12 13:04:56] ppdet.engine INFO: Epoch: [46] [ 200/7329] learning_rate: 0.000100 loss_class: 0.592016 loss_bbox: 0.130476 loss_giou: 0.420741 loss_class_aux: 3.763181 loss_bbox_aux: 0.820641 loss_giou_aux: 2.694092 loss_class_dn: 0.348245 loss_bbox_dn: 0.139912 loss_giou_dn: 0.390978 loss_class_aux_dn: 1.840862 loss_bbox_aux_dn: 0.810633 loss_giou_aux_dn: 2.144104 loss: 14.968464 eta: 4 days, 2:02:04 batch_cost: 0.6330 data_cost: 0.0020 ips: 6.3195 images/s [04/12 13:06:07] ppdet.engine INFO: Epoch: [46] [ 300/7329] learning_rate: 0.000100 loss_class: 0.582465 loss_bbox: 0.138622 loss_giou: 0.406371 loss_class_aux: 3.800665 loss_bbox_aux: 0.878800 loss_giou_aux: 2.686640 loss_class_dn: 0.335060 loss_bbox_dn: 0.140242 loss_giou_dn: 0.398442 loss_class_aux_dn: 1.807029 loss_bbox_aux_dn: 0.828425 loss_giou_aux_dn: 2.137823 loss: 14.712977 eta: 4 days, 2:01:00 batch_cost: 0.6550 data_cost: 0.0022 ips: 6.1072 images/s [04/12 13:07:18] ppdet.engine INFO: Epoch: [46] [ 400/7329] learning_rate: 0.000100 loss_class: 0.563745 loss_bbox: 0.136598 loss_giou: 0.391933 loss_class_aux: 3.634377 loss_bbox_aux: 0.876748 loss_giou_aux: 2.525756 loss_class_dn: 0.342565 loss_bbox_dn: 0.152041 loss_giou_dn: 0.369288 loss_class_aux_dn: 1.833458 loss_bbox_aux_dn: 0.913663 loss_giou_aux_dn: 2.085142 loss: 14.874552 eta: 4 days, 1:59:55 batch_cost: 0.6544 data_cost: 0.0022 ips: 6.1122 images/s [04/12 13:08:28] ppdet.engine INFO: Epoch: [46] [ 500/7329] learning_rate: 0.000100 loss_class: 0.523673 loss_bbox: 0.131517 loss_giou: 0.412974 loss_class_aux: 3.389476 loss_bbox_aux: 0.842155 loss_giou_aux: 2.507204 loss_class_dn: 0.325699 loss_bbox_dn: 0.127995 loss_giou_dn: 0.379417 loss_class_aux_dn: 1.717116 loss_bbox_aux_dn: 0.748891 loss_giou_aux_dn: 2.104023 loss: 13.919056 eta: 4 days, 1:58:50 batch_cost: 0.6497 data_cost: 0.0024 ips: 6.1569 images/s [04/12 13:09:40] ppdet.engine INFO: Epoch: [46] [ 600/7329] learning_rate: 0.000100 loss_class: 0.500790 loss_bbox: 0.140520 loss_giou: 0.356034 loss_class_aux: 3.266867 loss_bbox_aux: 0.905051 loss_giou_aux: 2.326541 loss_class_dn: 0.329247 loss_bbox_dn: 0.133439 loss_giou_dn: 0.363229 loss_class_aux_dn: 1.767391 loss_bbox_aux_dn: 0.821266 loss_giou_aux_dn: 2.027893 loss: 13.919483 eta: 4 days, 1:57:46 batch_cost: 0.6570 data_cost: 0.0023 ips: 6.0885 images/s [04/12 13:10:51] ppdet.engine INFO: Epoch: [46] [ 700/7329] learning_rate: 0.000100 loss_class: 0.552064 loss_bbox: 0.123236 loss_giou: 0.331402 loss_class_aux: 3.544792 loss_bbox_aux: 0.828843 loss_giou_aux: 2.266755 loss_class_dn: 0.324802 loss_bbox_dn: 0.115952 loss_giou_dn: 0.337334 loss_class_aux_dn: 1.764338 loss_bbox_aux_dn: 0.725770 loss_giou_aux_dn: 1.938751 loss: 14.215225 eta: 4 days, 1:56:41 batch_cost: 0.6533 data_cost: 0.0022 ips: 6.1232 images/s [04/12 13:12:00] ppdet.engine INFO: Epoch: [46] [ 800/7329] learning_rate: 0.000100 loss_class: 0.607689 loss_bbox: 0.128345 loss_giou: 0.371131 loss_class_aux: 3.779301 loss_bbox_aux: 0.869930 loss_giou_aux: 2.338045 loss_class_dn: 0.342737 loss_bbox_dn: 0.152272 loss_giou_dn: 0.363145 loss_class_aux_dn: 1.918472 loss_bbox_aux_dn: 0.888522 loss_giou_aux_dn: 1.952482 loss: 13.782446 eta: 4 days, 1:55:34 batch_cost: 0.6400 data_cost: 0.0022 ips: 6.2501 images/s [04/12 13:13:10] ppdet.engine INFO: Epoch: [46] [ 900/7329] learning_rate: 0.000100 loss_class: 0.611508 loss_bbox: 0.136740 loss_giou: 0.478963 loss_class_aux: 3.842858 loss_bbox_aux: 0.890628 loss_giou_aux: 2.977936 loss_class_dn: 0.349195 loss_bbox_dn: 0.140295 loss_giou_dn: 0.425109 loss_class_aux_dn: 1.833657 loss_bbox_aux_dn: 0.811435 loss_giou_aux_dn: 2.355021 loss: 15.107716 eta: 4 days, 1:54:29 batch_cost: 0.6483 data_cost: 0.0022 ips: 6.1703 images/s [04/12 13:14:20] ppdet.engine INFO: Epoch: [46] [1000/7329] learning_rate: 0.000100 loss_class: 0.589463 loss_bbox: 0.127060 loss_giou: 0.398952 loss_class_aux: 3.773242 loss_bbox_aux: 0.857075 loss_giou_aux: 2.447151 loss_class_dn: 0.348993 loss_bbox_dn: 0.127960 loss_giou_dn: 0.389301 loss_class_aux_dn: 1.884443 loss_bbox_aux_dn: 0.784792 loss_giou_aux_dn: 2.133590 loss: 14.662026 eta: 4 days, 1:53:23 batch_cost: 0.6432 data_cost: 0.0023 ips: 6.2185 images/s [04/12 13:15:32] ppdet.engine INFO: Epoch: [46] [1100/7329] learning_rate: 0.000100 loss_class: 0.631184 loss_bbox: 0.141628 loss_giou: 0.435517 loss_class_aux: 3.907856 loss_bbox_aux: 0.930158 loss_giou_aux: 2.748583 loss_class_dn: 0.356839 loss_bbox_dn: 0.133324 loss_giou_dn: 0.402121 loss_class_aux_dn: 1.883479 loss_bbox_aux_dn: 0.823704 loss_giou_aux_dn: 2.253858 loss: 14.797056 eta: 4 days, 1:52:18 batch_cost: 0.6570 data_cost: 0.0024 ips: 6.0887 images/s [04/12 13:16:41] ppdet.engine INFO: Epoch: [46] [1200/7329] learning_rate: 0.000100 loss_class: 0.565894 loss_bbox: 0.129045 loss_giou: 0.319363 loss_class_aux: 3.652301 loss_bbox_aux: 0.870175 loss_giou_aux: 2.076073 loss_class_dn: 0.318124 loss_bbox_dn: 0.134552 loss_giou_dn: 0.337649 loss_class_aux_dn: 1.752200 loss_bbox_aux_dn: 0.816117 loss_giou_aux_dn: 1.849524 loss: 13.449926 eta: 4 days, 1:51:12 batch_cost: 0.6432 data_cost: 0.0021 ips: 6.2188 images/s [04/12 13:17:52] ppdet.engine INFO: Epoch: [46] [1300/7329] learning_rate: 0.000100 loss_class: 0.554685 loss_bbox: 0.148736 loss_giou: 0.302252 loss_class_aux: 3.467093 loss_bbox_aux: 0.955963 loss_giou_aux: 1.976155 loss_class_dn: 0.304785 loss_bbox_dn: 0.148266 loss_giou_dn: 0.310550 loss_class_aux_dn: 1.698442 loss_bbox_aux_dn: 0.889873 loss_giou_aux_dn: 1.730853 loss: 13.151691 eta: 4 days, 1:50:07 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1602 images/s [04/12 13:19:02] ppdet.engine INFO: Epoch: [46] [1400/7329] learning_rate: 0.000100 loss_class: 0.540671 loss_bbox: 0.132708 loss_giou: 0.318224 loss_class_aux: 3.600086 loss_bbox_aux: 0.901612 loss_giou_aux: 2.092706 loss_class_dn: 0.305898 loss_bbox_dn: 0.140285 loss_giou_dn: 0.313785 loss_class_aux_dn: 1.662056 loss_bbox_aux_dn: 0.852990 loss_giou_aux_dn: 1.769776 loss: 12.831144 eta: 4 days, 1:49:00 batch_cost: 0.6420 data_cost: 0.0022 ips: 6.2306 images/s [04/12 13:20:13] ppdet.engine INFO: Epoch: [46] [1500/7329] learning_rate: 0.000100 loss_class: 0.602350 loss_bbox: 0.133259 loss_giou: 0.384498 loss_class_aux: 3.965818 loss_bbox_aux: 0.900306 loss_giou_aux: 2.397086 loss_class_dn: 0.318137 loss_bbox_dn: 0.150950 loss_giou_dn: 0.334807 loss_class_aux_dn: 1.721965 loss_bbox_aux_dn: 0.884156 loss_giou_aux_dn: 1.857728 loss: 14.156780 eta: 4 days, 1:47:55 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1742 images/s [04/12 13:21:25] ppdet.engine INFO: Epoch: [46] [1600/7329] learning_rate: 0.000100 loss_class: 0.555558 loss_bbox: 0.125691 loss_giou: 0.345752 loss_class_aux: 3.674383 loss_bbox_aux: 0.830395 loss_giou_aux: 2.144207 loss_class_dn: 0.332583 loss_bbox_dn: 0.137202 loss_giou_dn: 0.327097 loss_class_aux_dn: 1.804710 loss_bbox_aux_dn: 0.798683 loss_giou_aux_dn: 1.838916 loss: 13.319682 eta: 4 days, 1:46:52 batch_cost: 0.6644 data_cost: 0.0023 ips: 6.0204 images/s [04/12 13:22:35] ppdet.engine INFO: Epoch: [46] [1700/7329] learning_rate: 0.000100 loss_class: 0.591824 loss_bbox: 0.134749 loss_giou: 0.431739 loss_class_aux: 3.670777 loss_bbox_aux: 0.889708 loss_giou_aux: 2.725437 loss_class_dn: 0.337701 loss_bbox_dn: 0.131155 loss_giou_dn: 0.383182 loss_class_aux_dn: 1.831396 loss_bbox_aux_dn: 0.768309 loss_giou_aux_dn: 2.168088 loss: 13.477377 eta: 4 days, 1:45:46 batch_cost: 0.6451 data_cost: 0.0023 ips: 6.2006 images/s [04/12 13:23:46] ppdet.engine INFO: Epoch: [46] [1800/7329] learning_rate: 0.000100 loss_class: 0.539854 loss_bbox: 0.148585 loss_giou: 0.360920 loss_class_aux: 3.391305 loss_bbox_aux: 0.960705 loss_giou_aux: 2.306684 loss_class_dn: 0.307037 loss_bbox_dn: 0.134529 loss_giou_dn: 0.339185 loss_class_aux_dn: 1.693308 loss_bbox_aux_dn: 0.825015 loss_giou_aux_dn: 1.890646 loss: 12.807945 eta: 4 days, 1:44:41 batch_cost: 0.6529 data_cost: 0.0023 ips: 6.1261 images/s [04/12 13:24:56] ppdet.engine INFO: Epoch: [46] [1900/7329] learning_rate: 0.000100 loss_class: 0.570248 loss_bbox: 0.137581 loss_giou: 0.352560 loss_class_aux: 3.669922 loss_bbox_aux: 0.870191 loss_giou_aux: 2.239537 loss_class_dn: 0.321511 loss_bbox_dn: 0.143846 loss_giou_dn: 0.340874 loss_class_aux_dn: 1.733627 loss_bbox_aux_dn: 0.866977 loss_giou_aux_dn: 1.923409 loss: 13.502015 eta: 4 days, 1:43:35 batch_cost: 0.6455 data_cost: 0.0021 ips: 6.1969 images/s [04/12 13:26:07] ppdet.engine INFO: Epoch: [46] [2000/7329] learning_rate: 0.000100 loss_class: 0.585957 loss_bbox: 0.130548 loss_giou: 0.356516 loss_class_aux: 3.894965 loss_bbox_aux: 0.826232 loss_giou_aux: 2.288581 loss_class_dn: 0.345987 loss_bbox_dn: 0.144524 loss_giou_dn: 0.353911 loss_class_aux_dn: 1.847914 loss_bbox_aux_dn: 0.882311 loss_giou_aux_dn: 2.015639 loss: 13.879490 eta: 4 days, 1:42:30 batch_cost: 0.6551 data_cost: 0.0024 ips: 6.1058 images/s [04/12 13:27:18] ppdet.engine INFO: Epoch: [46] [2100/7329] learning_rate: 0.000100 loss_class: 0.522154 loss_bbox: 0.128793 loss_giou: 0.400899 loss_class_aux: 3.553395 loss_bbox_aux: 0.834204 loss_giou_aux: 2.478888 loss_class_dn: 0.338417 loss_bbox_dn: 0.126805 loss_giou_dn: 0.360771 loss_class_aux_dn: 1.809976 loss_bbox_aux_dn: 0.781806 loss_giou_aux_dn: 2.024520 loss: 14.021279 eta: 4 days, 1:41:25 batch_cost: 0.6485 data_cost: 0.0021 ips: 6.1680 images/s [04/12 13:28:29] ppdet.engine INFO: Epoch: [46] [2200/7329] learning_rate: 0.000100 loss_class: 0.551273 loss_bbox: 0.119350 loss_giou: 0.362492 loss_class_aux: 3.590757 loss_bbox_aux: 0.789370 loss_giou_aux: 2.295518 loss_class_dn: 0.312103 loss_bbox_dn: 0.128361 loss_giou_dn: 0.329221 loss_class_aux_dn: 1.686885 loss_bbox_aux_dn: 0.740162 loss_giou_aux_dn: 1.846305 loss: 12.948826 eta: 4 days, 1:40:20 batch_cost: 0.6545 data_cost: 0.0022 ips: 6.1111 images/s [04/12 13:29:39] ppdet.engine INFO: Epoch: [46] [2300/7329] learning_rate: 0.000100 loss_class: 0.582946 loss_bbox: 0.118522 loss_giou: 0.340252 loss_class_aux: 3.915329 loss_bbox_aux: 0.782722 loss_giou_aux: 2.169783 loss_class_dn: 0.316416 loss_bbox_dn: 0.135818 loss_giou_dn: 0.341806 loss_class_aux_dn: 1.732807 loss_bbox_aux_dn: 0.799888 loss_giou_aux_dn: 1.909709 loss: 13.970364 eta: 4 days, 1:39:15 batch_cost: 0.6492 data_cost: 0.0025 ips: 6.1612 images/s [04/12 13:30:50] ppdet.engine INFO: Epoch: [46] [2400/7329] learning_rate: 0.000100 loss_class: 0.603668 loss_bbox: 0.129503 loss_giou: 0.400584 loss_class_aux: 3.807780 loss_bbox_aux: 0.869989 loss_giou_aux: 2.524651 loss_class_dn: 0.334141 loss_bbox_dn: 0.142459 loss_giou_dn: 0.366412 loss_class_aux_dn: 1.802992 loss_bbox_aux_dn: 0.873160 loss_giou_aux_dn: 2.056687 loss: 14.739900 eta: 4 days, 1:38:10 batch_cost: 0.6510 data_cost: 0.0022 ips: 6.1442 images/s [04/12 13:32:01] ppdet.engine INFO: Epoch: [46] [2500/7329] learning_rate: 0.000100 loss_class: 0.537430 loss_bbox: 0.120419 loss_giou: 0.321831 loss_class_aux: 3.481612 loss_bbox_aux: 0.801688 loss_giou_aux: 2.048321 loss_class_dn: 0.319793 loss_bbox_dn: 0.136712 loss_giou_dn: 0.313203 loss_class_aux_dn: 1.714768 loss_bbox_aux_dn: 0.834538 loss_giou_aux_dn: 1.772927 loss: 13.424541 eta: 4 days, 1:37:05 batch_cost: 0.6533 data_cost: 0.0023 ips: 6.1228 images/s [04/12 13:33:12] ppdet.engine INFO: Epoch: [46] [2600/7329] learning_rate: 0.000100 loss_class: 0.540934 loss_bbox: 0.124601 loss_giou: 0.341466 loss_class_aux: 3.467683 loss_bbox_aux: 0.792237 loss_giou_aux: 2.187166 loss_class_dn: 0.303308 loss_bbox_dn: 0.144127 loss_giou_dn: 0.320163 loss_class_aux_dn: 1.651170 loss_bbox_aux_dn: 0.853604 loss_giou_aux_dn: 1.775944 loss: 13.700937 eta: 4 days, 1:36:01 batch_cost: 0.6587 data_cost: 0.0021 ips: 6.0724 images/s [04/12 13:34:24] ppdet.engine INFO: Epoch: [46] [2700/7329] learning_rate: 0.000100 loss_class: 0.544526 loss_bbox: 0.127872 loss_giou: 0.334502 loss_class_aux: 3.426287 loss_bbox_aux: 0.796936 loss_giou_aux: 2.126306 loss_class_dn: 0.324756 loss_bbox_dn: 0.136534 loss_giou_dn: 0.311022 loss_class_aux_dn: 1.722662 loss_bbox_aux_dn: 0.817049 loss_giou_aux_dn: 1.748250 loss: 13.109875 eta: 4 days, 1:34:57 batch_cost: 0.6555 data_cost: 0.0021 ips: 6.1024 images/s [04/12 13:35:34] ppdet.engine INFO: Epoch: [46] [2800/7329] learning_rate: 0.000100 loss_class: 0.580974 loss_bbox: 0.138027 loss_giou: 0.375161 loss_class_aux: 3.635432 loss_bbox_aux: 0.869272 loss_giou_aux: 2.380797 loss_class_dn: 0.335837 loss_bbox_dn: 0.139353 loss_giou_dn: 0.392652 loss_class_aux_dn: 1.817903 loss_bbox_aux_dn: 0.823624 loss_giou_aux_dn: 2.235666 loss: 14.547553 eta: 4 days, 1:33:52 batch_cost: 0.6498 data_cost: 0.0022 ips: 6.1553 images/s [04/12 13:36:45] ppdet.engine INFO: Epoch: [46] [2900/7329] learning_rate: 0.000100 loss_class: 0.577608 loss_bbox: 0.137386 loss_giou: 0.374617 loss_class_aux: 3.682890 loss_bbox_aux: 0.890653 loss_giou_aux: 2.369517 loss_class_dn: 0.339924 loss_bbox_dn: 0.149756 loss_giou_dn: 0.357779 loss_class_aux_dn: 1.812351 loss_bbox_aux_dn: 0.860619 loss_giou_aux_dn: 1.966687 loss: 14.165035 eta: 4 days, 1:32:47 batch_cost: 0.6539 data_cost: 0.0023 ips: 6.1173 images/s [04/12 13:37:58] ppdet.engine INFO: Epoch: [46] [3000/7329] learning_rate: 0.000100 loss_class: 0.532323 loss_bbox: 0.130683 loss_giou: 0.337745 loss_class_aux: 3.324424 loss_bbox_aux: 0.858801 loss_giou_aux: 2.229056 loss_class_dn: 0.281873 loss_bbox_dn: 0.133321 loss_giou_dn: 0.322917 loss_class_aux_dn: 1.548320 loss_bbox_aux_dn: 0.794544 loss_giou_aux_dn: 1.769212 loss: 12.586496 eta: 4 days, 1:31:44 batch_cost: 0.6624 data_cost: 0.0024 ips: 6.0384 images/s [04/12 13:39:08] ppdet.engine INFO: Epoch: [46] [3100/7329] learning_rate: 0.000100 loss_class: 0.546436 loss_bbox: 0.127375 loss_giou: 0.375033 loss_class_aux: 3.483845 loss_bbox_aux: 0.796112 loss_giou_aux: 2.373329 loss_class_dn: 0.309496 loss_bbox_dn: 0.128244 loss_giou_dn: 0.343505 loss_class_aux_dn: 1.660995 loss_bbox_aux_dn: 0.781582 loss_giou_aux_dn: 1.928069 loss: 13.471323 eta: 4 days, 1:30:38 batch_cost: 0.6463 data_cost: 0.0025 ips: 6.1892 images/s [04/12 13:40:19] ppdet.engine INFO: Epoch: [46] [3200/7329] learning_rate: 0.000100 loss_class: 0.580863 loss_bbox: 0.138259 loss_giou: 0.347543 loss_class_aux: 3.747168 loss_bbox_aux: 0.849459 loss_giou_aux: 2.146040 loss_class_dn: 0.301590 loss_bbox_dn: 0.141605 loss_giou_dn: 0.345476 loss_class_aux_dn: 1.642900 loss_bbox_aux_dn: 0.854737 loss_giou_aux_dn: 1.964373 loss: 13.075211 eta: 4 days, 1:29:33 batch_cost: 0.6535 data_cost: 0.0024 ips: 6.1204 images/s [04/12 13:41:30] ppdet.engine INFO: Epoch: [46] [3300/7329] learning_rate: 0.000100 loss_class: 0.533586 loss_bbox: 0.135255 loss_giou: 0.310404 loss_class_aux: 3.480803 loss_bbox_aux: 0.894307 loss_giou_aux: 1.953624 loss_class_dn: 0.317382 loss_bbox_dn: 0.139158 loss_giou_dn: 0.307308 loss_class_aux_dn: 1.680054 loss_bbox_aux_dn: 0.810578 loss_giou_aux_dn: 1.767140 loss: 12.646681 eta: 4 days, 1:28:29 batch_cost: 0.6589 data_cost: 0.0023 ips: 6.0710 images/s [04/12 13:42:41] ppdet.engine INFO: Epoch: [46] [3400/7329] learning_rate: 0.000100 loss_class: 0.581099 loss_bbox: 0.130808 loss_giou: 0.434371 loss_class_aux: 3.762638 loss_bbox_aux: 0.858737 loss_giou_aux: 2.855007 loss_class_dn: 0.348452 loss_bbox_dn: 0.149099 loss_giou_dn: 0.413578 loss_class_aux_dn: 1.890183 loss_bbox_aux_dn: 0.864586 loss_giou_aux_dn: 2.315540 loss: 15.286892 eta: 4 days, 1:27:24 batch_cost: 0.6518 data_cost: 0.0022 ips: 6.1367 images/s [04/12 13:43:51] ppdet.engine INFO: Epoch: [46] [3500/7329] learning_rate: 0.000100 loss_class: 0.571916 loss_bbox: 0.133574 loss_giou: 0.401098 loss_class_aux: 3.773668 loss_bbox_aux: 0.961292 loss_giou_aux: 2.556915 loss_class_dn: 0.345833 loss_bbox_dn: 0.138289 loss_giou_dn: 0.389821 loss_class_aux_dn: 1.861397 loss_bbox_aux_dn: 0.841384 loss_giou_aux_dn: 2.156628 loss: 14.700830 eta: 4 days, 1:26:18 batch_cost: 0.6425 data_cost: 0.0022 ips: 6.2256 images/s [04/12 13:45:01] ppdet.engine INFO: Epoch: [46] [3600/7329] learning_rate: 0.000100 loss_class: 0.601708 loss_bbox: 0.132753 loss_giou: 0.356357 loss_class_aux: 3.806952 loss_bbox_aux: 0.862574 loss_giou_aux: 2.241075 loss_class_dn: 0.324882 loss_bbox_dn: 0.135433 loss_giou_dn: 0.346162 loss_class_aux_dn: 1.735047 loss_bbox_aux_dn: 0.812415 loss_giou_aux_dn: 1.954955 loss: 14.166185 eta: 4 days, 1:25:12 batch_cost: 0.6472 data_cost: 0.0023 ips: 6.1804 images/s [04/12 13:46:13] ppdet.engine INFO: Epoch: [46] [3700/7329] learning_rate: 0.000100 loss_class: 0.550277 loss_bbox: 0.114489 loss_giou: 0.340664 loss_class_aux: 3.774333 loss_bbox_aux: 0.778727 loss_giou_aux: 2.149770 loss_class_dn: 0.333607 loss_bbox_dn: 0.138944 loss_giou_dn: 0.334669 loss_class_aux_dn: 1.821844 loss_bbox_aux_dn: 0.837259 loss_giou_aux_dn: 1.884120 loss: 13.112051 eta: 4 days, 1:24:08 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0900 images/s [04/12 13:47:24] ppdet.engine INFO: Epoch: [46] [3800/7329] learning_rate: 0.000100 loss_class: 0.597397 loss_bbox: 0.145400 loss_giou: 0.358227 loss_class_aux: 3.852724 loss_bbox_aux: 0.973845 loss_giou_aux: 2.268596 loss_class_dn: 0.344508 loss_bbox_dn: 0.153439 loss_giou_dn: 0.386185 loss_class_aux_dn: 1.859089 loss_bbox_aux_dn: 0.918734 loss_giou_aux_dn: 2.103281 loss: 14.701534 eta: 4 days, 1:23:04 batch_cost: 0.6577 data_cost: 0.0022 ips: 6.0818 images/s [04/12 13:48:36] ppdet.engine INFO: Epoch: [46] [3900/7329] learning_rate: 0.000100 loss_class: 0.555092 loss_bbox: 0.128540 loss_giou: 0.351723 loss_class_aux: 3.467066 loss_bbox_aux: 0.861951 loss_giou_aux: 2.259909 loss_class_dn: 0.312756 loss_bbox_dn: 0.145665 loss_giou_dn: 0.355710 loss_class_aux_dn: 1.677228 loss_bbox_aux_dn: 0.836916 loss_giou_aux_dn: 1.998336 loss: 13.817962 eta: 4 days, 1:22:00 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0636 images/s [04/12 13:49:48] ppdet.engine INFO: Epoch: [46] [4000/7329] learning_rate: 0.000100 loss_class: 0.565856 loss_bbox: 0.131074 loss_giou: 0.373223 loss_class_aux: 3.651396 loss_bbox_aux: 0.864295 loss_giou_aux: 2.348442 loss_class_dn: 0.309603 loss_bbox_dn: 0.143261 loss_giou_dn: 0.344863 loss_class_aux_dn: 1.729471 loss_bbox_aux_dn: 0.851298 loss_giou_aux_dn: 1.930610 loss: 13.902439 eta: 4 days, 1:20:56 batch_cost: 0.6560 data_cost: 0.0022 ips: 6.0977 images/s [04/12 13:50:58] ppdet.engine INFO: Epoch: [46] [4100/7329] learning_rate: 0.000100 loss_class: 0.598059 loss_bbox: 0.127316 loss_giou: 0.344094 loss_class_aux: 3.796475 loss_bbox_aux: 0.824870 loss_giou_aux: 2.181680 loss_class_dn: 0.319624 loss_bbox_dn: 0.144511 loss_giou_dn: 0.344879 loss_class_aux_dn: 1.703691 loss_bbox_aux_dn: 0.849203 loss_giou_aux_dn: 1.866969 loss: 12.919849 eta: 4 days, 1:19:51 batch_cost: 0.6507 data_cost: 0.0022 ips: 6.1475 images/s [04/12 13:52:10] ppdet.engine INFO: Epoch: [46] [4200/7329] learning_rate: 0.000100 loss_class: 0.610406 loss_bbox: 0.126966 loss_giou: 0.466493 loss_class_aux: 3.868320 loss_bbox_aux: 0.837407 loss_giou_aux: 2.863974 loss_class_dn: 0.370585 loss_bbox_dn: 0.132400 loss_giou_dn: 0.443979 loss_class_aux_dn: 1.993933 loss_bbox_aux_dn: 0.787085 loss_giou_aux_dn: 2.414179 loss: 15.277929 eta: 4 days, 1:18:47 batch_cost: 0.6595 data_cost: 0.0025 ips: 6.0654 images/s [04/12 13:53:22] ppdet.engine INFO: Epoch: [46] [4300/7329] learning_rate: 0.000100 loss_class: 0.582443 loss_bbox: 0.123888 loss_giou: 0.368135 loss_class_aux: 3.743175 loss_bbox_aux: 0.834440 loss_giou_aux: 2.374865 loss_class_dn: 0.347445 loss_bbox_dn: 0.136065 loss_giou_dn: 0.363589 loss_class_aux_dn: 1.847062 loss_bbox_aux_dn: 0.843749 loss_giou_aux_dn: 2.025960 loss: 13.654411 eta: 4 days, 1:17:43 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0899 images/s [04/12 13:54:33] ppdet.engine INFO: Epoch: [46] [4400/7329] learning_rate: 0.000100 loss_class: 0.533998 loss_bbox: 0.114259 loss_giou: 0.344962 loss_class_aux: 3.508249 loss_bbox_aux: 0.749865 loss_giou_aux: 2.198187 loss_class_dn: 0.299158 loss_bbox_dn: 0.123315 loss_giou_dn: 0.340093 loss_class_aux_dn: 1.670885 loss_bbox_aux_dn: 0.755101 loss_giou_aux_dn: 1.933804 loss: 12.793018 eta: 4 days, 1:16:38 batch_cost: 0.6535 data_cost: 0.0023 ips: 6.1211 images/s [04/12 13:55:44] ppdet.engine INFO: Epoch: [46] [4500/7329] learning_rate: 0.000100 loss_class: 0.507011 loss_bbox: 0.131942 loss_giou: 0.341404 loss_class_aux: 3.215943 loss_bbox_aux: 0.806950 loss_giou_aux: 2.170055 loss_class_dn: 0.303639 loss_bbox_dn: 0.133219 loss_giou_dn: 0.321183 loss_class_aux_dn: 1.659532 loss_bbox_aux_dn: 0.789668 loss_giou_aux_dn: 1.762537 loss: 12.226210 eta: 4 days, 1:15:34 batch_cost: 0.6568 data_cost: 0.0023 ips: 6.0901 images/s [04/12 13:56:55] ppdet.engine INFO: Epoch: [46] [4600/7329] learning_rate: 0.000100 loss_class: 0.538372 loss_bbox: 0.123591 loss_giou: 0.391869 loss_class_aux: 3.288295 loss_bbox_aux: 0.838622 loss_giou_aux: 2.446716 loss_class_dn: 0.328286 loss_bbox_dn: 0.137910 loss_giou_dn: 0.370914 loss_class_aux_dn: 1.725475 loss_bbox_aux_dn: 0.829305 loss_giou_aux_dn: 1.979396 loss: 13.697327 eta: 4 days, 1:14:29 batch_cost: 0.6504 data_cost: 0.0024 ips: 6.1501 images/s [04/12 13:58:05] ppdet.engine INFO: Epoch: [46] [4700/7329] learning_rate: 0.000100 loss_class: 0.533709 loss_bbox: 0.127034 loss_giou: 0.391328 loss_class_aux: 3.435760 loss_bbox_aux: 0.852525 loss_giou_aux: 2.440129 loss_class_dn: 0.316658 loss_bbox_dn: 0.133628 loss_giou_dn: 0.371118 loss_class_aux_dn: 1.674160 loss_bbox_aux_dn: 0.805210 loss_giou_aux_dn: 2.098678 loss: 13.266586 eta: 4 days, 1:13:24 batch_cost: 0.6514 data_cost: 0.0021 ips: 6.1410 images/s [04/12 13:59:16] ppdet.engine INFO: Epoch: [46] [4800/7329] learning_rate: 0.000100 loss_class: 0.604571 loss_bbox: 0.125297 loss_giou: 0.394004 loss_class_aux: 3.905307 loss_bbox_aux: 0.820133 loss_giou_aux: 2.537628 loss_class_dn: 0.342882 loss_bbox_dn: 0.127343 loss_giou_dn: 0.376647 loss_class_aux_dn: 1.837265 loss_bbox_aux_dn: 0.735854 loss_giou_aux_dn: 2.104441 loss: 14.508755 eta: 4 days, 1:12:19 batch_cost: 0.6537 data_cost: 0.0021 ips: 6.1189 images/s [04/12 14:00:26] ppdet.engine INFO: Epoch: [46] [4900/7329] learning_rate: 0.000100 loss_class: 0.550143 loss_bbox: 0.141793 loss_giou: 0.384522 loss_class_aux: 3.552341 loss_bbox_aux: 0.924277 loss_giou_aux: 2.379252 loss_class_dn: 0.334636 loss_bbox_dn: 0.133762 loss_giou_dn: 0.362198 loss_class_aux_dn: 1.804063 loss_bbox_aux_dn: 0.799257 loss_giou_aux_dn: 1.965411 loss: 13.510992 eta: 4 days, 1:11:13 batch_cost: 0.6462 data_cost: 0.0024 ips: 6.1904 images/s [04/12 14:01:37] ppdet.engine INFO: Epoch: [46] [5000/7329] learning_rate: 0.000100 loss_class: 0.600484 loss_bbox: 0.135798 loss_giou: 0.385364 loss_class_aux: 3.786854 loss_bbox_aux: 0.858685 loss_giou_aux: 2.423455 loss_class_dn: 0.335604 loss_bbox_dn: 0.160535 loss_giou_dn: 0.393186 loss_class_aux_dn: 1.785133 loss_bbox_aux_dn: 0.942394 loss_giou_aux_dn: 2.188747 loss: 14.802439 eta: 4 days, 1:10:08 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1534 images/s [04/12 14:02:48] ppdet.engine INFO: Epoch: [46] [5100/7329] learning_rate: 0.000100 loss_class: 0.559846 loss_bbox: 0.124800 loss_giou: 0.354295 loss_class_aux: 3.611369 loss_bbox_aux: 0.830001 loss_giou_aux: 2.183755 loss_class_dn: 0.319228 loss_bbox_dn: 0.132887 loss_giou_dn: 0.324693 loss_class_aux_dn: 1.703805 loss_bbox_aux_dn: 0.814187 loss_giou_aux_dn: 1.856751 loss: 13.354034 eta: 4 days, 1:09:02 batch_cost: 0.6464 data_cost: 0.0023 ips: 6.1876 images/s [04/12 14:04:01] ppdet.engine INFO: Epoch: [46] [5200/7329] learning_rate: 0.000100 loss_class: 0.534871 loss_bbox: 0.131964 loss_giou: 0.327158 loss_class_aux: 3.330580 loss_bbox_aux: 0.901382 loss_giou_aux: 2.179858 loss_class_dn: 0.312681 loss_bbox_dn: 0.142224 loss_giou_dn: 0.313757 loss_class_aux_dn: 1.703295 loss_bbox_aux_dn: 0.848201 loss_giou_aux_dn: 1.759680 loss: 13.164553 eta: 4 days, 1:08:00 batch_cost: 0.6689 data_cost: 0.0023 ips: 5.9800 images/s [04/12 14:05:12] ppdet.engine INFO: Epoch: [46] [5300/7329] learning_rate: 0.000100 loss_class: 0.630710 loss_bbox: 0.145862 loss_giou: 0.425520 loss_class_aux: 4.001362 loss_bbox_aux: 0.968142 loss_giou_aux: 2.664424 loss_class_dn: 0.366372 loss_bbox_dn: 0.155449 loss_giou_dn: 0.416090 loss_class_aux_dn: 1.993315 loss_bbox_aux_dn: 0.917014 loss_giou_aux_dn: 2.277061 loss: 15.692966 eta: 4 days, 1:06:55 batch_cost: 0.6534 data_cost: 0.0023 ips: 6.1219 images/s [04/12 14:06:22] ppdet.engine INFO: Epoch: [46] [5400/7329] learning_rate: 0.000100 loss_class: 0.598800 loss_bbox: 0.134396 loss_giou: 0.363124 loss_class_aux: 3.837251 loss_bbox_aux: 0.862256 loss_giou_aux: 2.404894 loss_class_dn: 0.322926 loss_bbox_dn: 0.147856 loss_giou_dn: 0.371660 loss_class_aux_dn: 1.748059 loss_bbox_aux_dn: 0.867232 loss_giou_aux_dn: 2.050801 loss: 13.999688 eta: 4 days, 1:05:49 batch_cost: 0.6469 data_cost: 0.0022 ips: 6.1835 images/s [04/12 14:07:34] ppdet.engine INFO: Epoch: [46] [5500/7329] learning_rate: 0.000100 loss_class: 0.554729 loss_bbox: 0.128779 loss_giou: 0.335682 loss_class_aux: 3.516070 loss_bbox_aux: 0.878977 loss_giou_aux: 2.132474 loss_class_dn: 0.298192 loss_bbox_dn: 0.136350 loss_giou_dn: 0.312804 loss_class_aux_dn: 1.617244 loss_bbox_aux_dn: 0.839413 loss_giou_aux_dn: 1.784596 loss: 13.002144 eta: 4 days, 1:04:46 batch_cost: 0.6611 data_cost: 0.0020 ips: 6.0504 images/s [04/12 14:08:44] ppdet.engine INFO: Epoch: [46] [5600/7329] learning_rate: 0.000100 loss_class: 0.564236 loss_bbox: 0.118578 loss_giou: 0.376730 loss_class_aux: 3.642431 loss_bbox_aux: 0.818045 loss_giou_aux: 2.358623 loss_class_dn: 0.308251 loss_bbox_dn: 0.147768 loss_giou_dn: 0.347272 loss_class_aux_dn: 1.668071 loss_bbox_aux_dn: 0.842401 loss_giou_aux_dn: 1.996914 loss: 13.371918 eta: 4 days, 1:03:40 batch_cost: 0.6467 data_cost: 0.0026 ips: 6.1856 images/s [04/12 14:09:57] ppdet.engine INFO: Epoch: [46] [5700/7329] learning_rate: 0.000100 loss_class: 0.557031 loss_bbox: 0.131205 loss_giou: 0.318872 loss_class_aux: 3.633208 loss_bbox_aux: 0.838864 loss_giou_aux: 1.999882 loss_class_dn: 0.305455 loss_bbox_dn: 0.165252 loss_giou_dn: 0.310390 loss_class_aux_dn: 1.711547 loss_bbox_aux_dn: 0.979358 loss_giou_aux_dn: 1.708221 loss: 12.859985 eta: 4 days, 1:02:37 batch_cost: 0.6651 data_cost: 0.0022 ips: 6.0142 images/s [04/12 14:11:09] ppdet.engine INFO: Epoch: [46] [5800/7329] learning_rate: 0.000100 loss_class: 0.509752 loss_bbox: 0.130691 loss_giou: 0.305211 loss_class_aux: 3.272944 loss_bbox_aux: 0.815671 loss_giou_aux: 1.950663 loss_class_dn: 0.296456 loss_bbox_dn: 0.146972 loss_giou_dn: 0.281011 loss_class_aux_dn: 1.638244 loss_bbox_aux_dn: 0.871452 loss_giou_aux_dn: 1.587919 loss: 12.463995 eta: 4 days, 1:01:34 batch_cost: 0.6614 data_cost: 0.0024 ips: 6.0481 images/s [04/12 14:12:19] ppdet.engine INFO: Epoch: [46] [5900/7329] learning_rate: 0.000100 loss_class: 0.578255 loss_bbox: 0.127004 loss_giou: 0.361177 loss_class_aux: 3.803905 loss_bbox_aux: 0.866918 loss_giou_aux: 2.227600 loss_class_dn: 0.328694 loss_bbox_dn: 0.133888 loss_giou_dn: 0.352512 loss_class_aux_dn: 1.753736 loss_bbox_aux_dn: 0.751291 loss_giou_aux_dn: 1.997671 loss: 14.741898 eta: 4 days, 1:00:28 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1686 images/s [04/12 14:13:31] ppdet.engine INFO: Epoch: [46] [6000/7329] learning_rate: 0.000100 loss_class: 0.510059 loss_bbox: 0.128832 loss_giou: 0.336978 loss_class_aux: 3.351897 loss_bbox_aux: 0.850635 loss_giou_aux: 2.115696 loss_class_dn: 0.302708 loss_bbox_dn: 0.134169 loss_giou_dn: 0.320395 loss_class_aux_dn: 1.567015 loss_bbox_aux_dn: 0.802829 loss_giou_aux_dn: 1.792492 loss: 12.734555 eta: 4 days, 0:59:24 batch_cost: 0.6554 data_cost: 0.0021 ips: 6.1031 images/s [04/12 14:14:41] ppdet.engine INFO: Epoch: [46] [6100/7329] learning_rate: 0.000100 loss_class: 0.552927 loss_bbox: 0.149683 loss_giou: 0.381298 loss_class_aux: 3.630579 loss_bbox_aux: 0.935520 loss_giou_aux: 2.417169 loss_class_dn: 0.316093 loss_bbox_dn: 0.138355 loss_giou_dn: 0.349353 loss_class_aux_dn: 1.712914 loss_bbox_aux_dn: 0.865672 loss_giou_aux_dn: 1.917424 loss: 13.502008 eta: 4 days, 0:58:19 batch_cost: 0.6500 data_cost: 0.0023 ips: 6.1541 images/s [04/12 14:15:52] ppdet.engine INFO: Epoch: [46] [6200/7329] learning_rate: 0.000100 loss_class: 0.643604 loss_bbox: 0.152960 loss_giou: 0.361348 loss_class_aux: 3.981504 loss_bbox_aux: 0.994231 loss_giou_aux: 2.415266 loss_class_dn: 0.345462 loss_bbox_dn: 0.145194 loss_giou_dn: 0.356402 loss_class_aux_dn: 1.843824 loss_bbox_aux_dn: 0.835578 loss_giou_aux_dn: 2.036848 loss: 14.844687 eta: 4 days, 0:57:13 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1733 images/s [04/12 14:17:03] ppdet.engine INFO: Epoch: [46] [6300/7329] learning_rate: 0.000100 loss_class: 0.528189 loss_bbox: 0.121140 loss_giou: 0.318740 loss_class_aux: 3.461246 loss_bbox_aux: 0.835509 loss_giou_aux: 1.934435 loss_class_dn: 0.292326 loss_bbox_dn: 0.142879 loss_giou_dn: 0.308577 loss_class_aux_dn: 1.595921 loss_bbox_aux_dn: 0.877414 loss_giou_aux_dn: 1.744552 loss: 12.293598 eta: 4 days, 0:56:09 batch_cost: 0.6570 data_cost: 0.0022 ips: 6.0881 images/s [04/12 14:18:13] ppdet.engine INFO: Epoch: [46] [6400/7329] learning_rate: 0.000100 loss_class: 0.533226 loss_bbox: 0.144319 loss_giou: 0.317419 loss_class_aux: 3.380454 loss_bbox_aux: 0.945935 loss_giou_aux: 1.997371 loss_class_dn: 0.301377 loss_bbox_dn: 0.151766 loss_giou_dn: 0.303069 loss_class_aux_dn: 1.624818 loss_bbox_aux_dn: 0.920657 loss_giou_aux_dn: 1.694858 loss: 12.879368 eta: 4 days, 0:55:03 batch_cost: 0.6466 data_cost: 0.0021 ips: 6.1865 images/s [04/12 14:19:26] ppdet.engine INFO: Epoch: [46] [6500/7329] learning_rate: 0.000100 loss_class: 0.588662 loss_bbox: 0.131952 loss_giou: 0.351428 loss_class_aux: 3.630578 loss_bbox_aux: 0.862718 loss_giou_aux: 2.298882 loss_class_dn: 0.324082 loss_bbox_dn: 0.132324 loss_giou_dn: 0.345773 loss_class_aux_dn: 1.732906 loss_bbox_aux_dn: 0.832536 loss_giou_aux_dn: 1.958427 loss: 14.454701 eta: 4 days, 0:54:00 batch_cost: 0.6619 data_cost: 0.0022 ips: 6.0429 images/s [04/12 14:20:36] ppdet.engine INFO: Epoch: [46] [6600/7329] learning_rate: 0.000100 loss_class: 0.496695 loss_bbox: 0.109212 loss_giou: 0.370827 loss_class_aux: 3.315407 loss_bbox_aux: 0.721465 loss_giou_aux: 2.328966 loss_class_dn: 0.285846 loss_bbox_dn: 0.117171 loss_giou_dn: 0.319285 loss_class_aux_dn: 1.564703 loss_bbox_aux_dn: 0.723741 loss_giou_aux_dn: 1.740677 loss: 12.322733 eta: 4 days, 0:52:54 batch_cost: 0.6443 data_cost: 0.0024 ips: 6.2083 images/s [04/12 14:21:47] ppdet.engine INFO: Epoch: [46] [6700/7329] learning_rate: 0.000100 loss_class: 0.576464 loss_bbox: 0.136251 loss_giou: 0.396213 loss_class_aux: 3.599637 loss_bbox_aux: 0.882720 loss_giou_aux: 2.456411 loss_class_dn: 0.334205 loss_bbox_dn: 0.141051 loss_giou_dn: 0.360342 loss_class_aux_dn: 1.781858 loss_bbox_aux_dn: 0.787703 loss_giou_aux_dn: 2.022980 loss: 13.605730 eta: 4 days, 0:51:48 batch_cost: 0.6506 data_cost: 0.0020 ips: 6.1481 images/s [04/12 14:22:59] ppdet.engine INFO: Epoch: [46] [6800/7329] learning_rate: 0.000100 loss_class: 0.598059 loss_bbox: 0.142463 loss_giou: 0.362457 loss_class_aux: 3.827501 loss_bbox_aux: 0.932795 loss_giou_aux: 2.314338 loss_class_dn: 0.348758 loss_bbox_dn: 0.147170 loss_giou_dn: 0.361919 loss_class_aux_dn: 1.852781 loss_bbox_aux_dn: 0.876396 loss_giou_aux_dn: 2.018315 loss: 14.140402 eta: 4 days, 0:50:46 batch_cost: 0.6672 data_cost: 0.0021 ips: 5.9956 images/s [04/12 14:24:11] ppdet.engine INFO: Epoch: [46] [6900/7329] learning_rate: 0.000100 loss_class: 0.561831 loss_bbox: 0.131193 loss_giou: 0.337981 loss_class_aux: 3.637283 loss_bbox_aux: 0.882136 loss_giou_aux: 2.079836 loss_class_dn: 0.304764 loss_bbox_dn: 0.138090 loss_giou_dn: 0.332297 loss_class_aux_dn: 1.650729 loss_bbox_aux_dn: 0.832905 loss_giou_aux_dn: 1.795779 loss: 13.221574 eta: 4 days, 0:49:41 batch_cost: 0.6538 data_cost: 0.0023 ips: 6.1179 images/s [04/12 14:25:22] ppdet.engine INFO: Epoch: [46] [7000/7329] learning_rate: 0.000100 loss_class: 0.664314 loss_bbox: 0.158912 loss_giou: 0.428304 loss_class_aux: 4.115010 loss_bbox_aux: 1.019131 loss_giou_aux: 2.704278 loss_class_dn: 0.361865 loss_bbox_dn: 0.165488 loss_giou_dn: 0.424121 loss_class_aux_dn: 1.934533 loss_bbox_aux_dn: 0.943284 loss_giou_aux_dn: 2.313392 loss: 15.346203 eta: 4 days, 0:48:36 batch_cost: 0.6528 data_cost: 0.0023 ips: 6.1277 images/s [04/12 14:26:32] ppdet.engine INFO: Epoch: [46] [7100/7329] learning_rate: 0.000100 loss_class: 0.562269 loss_bbox: 0.134778 loss_giou: 0.388461 loss_class_aux: 3.596119 loss_bbox_aux: 0.920142 loss_giou_aux: 2.510928 loss_class_dn: 0.323734 loss_bbox_dn: 0.146285 loss_giou_dn: 0.378224 loss_class_aux_dn: 1.729087 loss_bbox_aux_dn: 0.864029 loss_giou_aux_dn: 2.083928 loss: 14.018616 eta: 4 days, 0:47:30 batch_cost: 0.6460 data_cost: 0.0021 ips: 6.1918 images/s [04/12 14:27:42] ppdet.engine INFO: Epoch: [46] [7200/7329] learning_rate: 0.000100 loss_class: 0.537906 loss_bbox: 0.130465 loss_giou: 0.324908 loss_class_aux: 3.612811 loss_bbox_aux: 0.855639 loss_giou_aux: 2.053508 loss_class_dn: 0.286255 loss_bbox_dn: 0.144887 loss_giou_dn: 0.289879 loss_class_aux_dn: 1.544073 loss_bbox_aux_dn: 0.871829 loss_giou_aux_dn: 1.653724 loss: 12.332861 eta: 4 days, 0:46:25 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1925 images/s [04/12 14:28:53] ppdet.engine INFO: Epoch: [46] [7300/7329] learning_rate: 0.000100 loss_class: 0.597657 loss_bbox: 0.134283 loss_giou: 0.387981 loss_class_aux: 3.900538 loss_bbox_aux: 0.888306 loss_giou_aux: 2.448269 loss_class_dn: 0.336619 loss_bbox_dn: 0.129476 loss_giou_dn: 0.386005 loss_class_aux_dn: 1.833564 loss_bbox_aux_dn: 0.786436 loss_giou_aux_dn: 2.176239 loss: 14.479254 eta: 4 days, 0:45:20 batch_cost: 0.6514 data_cost: 0.0022 ips: 6.1407 images/s [04/12 14:29:16] ppdet.engine INFO: Eval iter: 0 [04/12 14:29:44] ppdet.engine INFO: Eval iter: 100 [04/12 14:30:12] ppdet.engine INFO: Eval iter: 200 [04/12 14:30:40] ppdet.engine INFO: Eval iter: 300 [04/12 14:31:07] ppdet.engine INFO: Eval iter: 400 [04/12 14:31:35] ppdet.engine INFO: Eval iter: 500 [04/12 14:32:03] ppdet.engine INFO: Eval iter: 600 [04/12 14:32:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 14:32:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.65s). Accumulating evaluation results... DONE (t=29.12s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/12 14:35:36] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.716671345465137 [04/12 14:35:36] ppdet.engine INFO: Best test bbox ap is 0.540. [04/12 14:35:40] ppdet.engine INFO: Epoch: [47] [ 0/7329] learning_rate: 0.000100 loss_class: 0.542580 loss_bbox: 0.123981 loss_giou: 0.400198 loss_class_aux: 3.550998 loss_bbox_aux: 0.837621 loss_giou_aux: 2.544478 loss_class_dn: 0.325134 loss_bbox_dn: 0.123642 loss_giou_dn: 0.394176 loss_class_aux_dn: 1.795965 loss_bbox_aux_dn: 0.744564 loss_giou_aux_dn: 2.176239 loss: 14.325195 eta: 4 days, 0:45:00 batch_cost: 0.6420 data_cost: 0.0021 ips: 6.2303 images/s [04/12 14:36:49] ppdet.engine INFO: Epoch: [47] [ 100/7329] learning_rate: 0.000100 loss_class: 0.612553 loss_bbox: 0.130022 loss_giou: 0.463010 loss_class_aux: 3.705956 loss_bbox_aux: 0.857101 loss_giou_aux: 2.834399 loss_class_dn: 0.346222 loss_bbox_dn: 0.136560 loss_giou_dn: 0.397685 loss_class_aux_dn: 1.847230 loss_bbox_aux_dn: 0.793389 loss_giou_aux_dn: 2.165298 loss: 14.633978 eta: 4 days, 0:43:53 batch_cost: 0.6383 data_cost: 0.0019 ips: 6.2665 images/s [04/12 14:38:02] ppdet.engine INFO: Epoch: [47] [ 200/7329] learning_rate: 0.000100 loss_class: 0.569422 loss_bbox: 0.130722 loss_giou: 0.381835 loss_class_aux: 3.675200 loss_bbox_aux: 0.883487 loss_giou_aux: 2.422386 loss_class_dn: 0.321785 loss_bbox_dn: 0.125970 loss_giou_dn: 0.342816 loss_class_aux_dn: 1.768529 loss_bbox_aux_dn: 0.770495 loss_giou_aux_dn: 1.887056 loss: 13.765367 eta: 4 days, 0:42:51 batch_cost: 0.6718 data_cost: 0.0019 ips: 5.9538 images/s [04/12 14:39:13] ppdet.engine INFO: Epoch: [47] [ 300/7329] learning_rate: 0.000100 loss_class: 0.557018 loss_bbox: 0.116933 loss_giou: 0.388640 loss_class_aux: 3.534064 loss_bbox_aux: 0.774986 loss_giou_aux: 2.518427 loss_class_dn: 0.305543 loss_bbox_dn: 0.141547 loss_giou_dn: 0.361067 loss_class_aux_dn: 1.685171 loss_bbox_aux_dn: 0.852354 loss_giou_aux_dn: 2.045982 loss: 13.498070 eta: 4 days, 0:41:46 batch_cost: 0.6528 data_cost: 0.0019 ips: 6.1276 images/s [04/12 14:40:23] ppdet.engine INFO: Epoch: [47] [ 400/7329] learning_rate: 0.000100 loss_class: 0.546765 loss_bbox: 0.124363 loss_giou: 0.331245 loss_class_aux: 3.496708 loss_bbox_aux: 0.794569 loss_giou_aux: 2.090800 loss_class_dn: 0.292640 loss_bbox_dn: 0.130105 loss_giou_dn: 0.324978 loss_class_aux_dn: 1.566588 loss_bbox_aux_dn: 0.762861 loss_giou_aux_dn: 1.789547 loss: 12.398241 eta: 4 days, 0:40:40 batch_cost: 0.6430 data_cost: 0.0019 ips: 6.2211 images/s [04/12 14:41:33] ppdet.engine INFO: Epoch: [47] [ 500/7329] learning_rate: 0.000100 loss_class: 0.644535 loss_bbox: 0.132262 loss_giou: 0.374255 loss_class_aux: 3.924049 loss_bbox_aux: 0.900982 loss_giou_aux: 2.428135 loss_class_dn: 0.335935 loss_bbox_dn: 0.136950 loss_giou_dn: 0.364003 loss_class_aux_dn: 1.830326 loss_bbox_aux_dn: 0.858568 loss_giou_aux_dn: 2.004622 loss: 14.865057 eta: 4 days, 0:39:33 batch_cost: 0.6415 data_cost: 0.0019 ips: 6.2355 images/s [04/12 14:42:42] ppdet.engine INFO: Epoch: [47] [ 600/7329] learning_rate: 0.000100 loss_class: 0.601783 loss_bbox: 0.128100 loss_giou: 0.404847 loss_class_aux: 3.834262 loss_bbox_aux: 0.840222 loss_giou_aux: 2.547272 loss_class_dn: 0.348771 loss_bbox_dn: 0.132706 loss_giou_dn: 0.390169 loss_class_aux_dn: 1.908019 loss_bbox_aux_dn: 0.799018 loss_giou_aux_dn: 2.158648 loss: 14.561533 eta: 4 days, 0:38:27 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2078 images/s [04/12 14:43:53] ppdet.engine INFO: Epoch: [47] [ 700/7329] learning_rate: 0.000100 loss_class: 0.458017 loss_bbox: 0.117824 loss_giou: 0.297293 loss_class_aux: 3.177155 loss_bbox_aux: 0.784549 loss_giou_aux: 1.865816 loss_class_dn: 0.277992 loss_bbox_dn: 0.116920 loss_giou_dn: 0.276745 loss_class_aux_dn: 1.474072 loss_bbox_aux_dn: 0.736139 loss_giou_aux_dn: 1.599978 loss: 11.986691 eta: 4 days, 0:37:22 batch_cost: 0.6499 data_cost: 0.0021 ips: 6.1547 images/s [04/12 14:45:05] ppdet.engine INFO: Epoch: [47] [ 800/7329] learning_rate: 0.000100 loss_class: 0.554685 loss_bbox: 0.130388 loss_giou: 0.385594 loss_class_aux: 3.547926 loss_bbox_aux: 0.868817 loss_giou_aux: 2.414915 loss_class_dn: 0.316511 loss_bbox_dn: 0.132672 loss_giou_dn: 0.355615 loss_class_aux_dn: 1.727865 loss_bbox_aux_dn: 0.787948 loss_giou_aux_dn: 1.997140 loss: 13.681084 eta: 4 days, 0:36:19 batch_cost: 0.6645 data_cost: 0.0021 ips: 6.0198 images/s [04/12 14:46:16] ppdet.engine INFO: Epoch: [47] [ 900/7329] learning_rate: 0.000100 loss_class: 0.584216 loss_bbox: 0.122941 loss_giou: 0.347994 loss_class_aux: 3.738261 loss_bbox_aux: 0.807104 loss_giou_aux: 2.199018 loss_class_dn: 0.318072 loss_bbox_dn: 0.139715 loss_giou_dn: 0.338702 loss_class_aux_dn: 1.722422 loss_bbox_aux_dn: 0.785790 loss_giou_aux_dn: 1.932612 loss: 13.569183 eta: 4 days, 0:35:13 batch_cost: 0.6461 data_cost: 0.0020 ips: 6.1915 images/s [04/12 14:47:26] ppdet.engine INFO: Epoch: [47] [1000/7329] learning_rate: 0.000100 loss_class: 0.596396 loss_bbox: 0.141054 loss_giou: 0.384811 loss_class_aux: 3.873835 loss_bbox_aux: 0.962612 loss_giou_aux: 2.527522 loss_class_dn: 0.362045 loss_bbox_dn: 0.149768 loss_giou_dn: 0.418237 loss_class_aux_dn: 2.002642 loss_bbox_aux_dn: 0.879754 loss_giou_aux_dn: 2.305335 loss: 14.826718 eta: 4 days, 0:34:07 batch_cost: 0.6477 data_cost: 0.0021 ips: 6.1757 images/s [04/12 14:48:37] ppdet.engine INFO: Epoch: [47] [1100/7329] learning_rate: 0.000100 loss_class: 0.570179 loss_bbox: 0.100198 loss_giou: 0.311178 loss_class_aux: 3.602066 loss_bbox_aux: 0.675187 loss_giou_aux: 2.063625 loss_class_dn: 0.288111 loss_bbox_dn: 0.115417 loss_giou_dn: 0.315580 loss_class_aux_dn: 1.545743 loss_bbox_aux_dn: 0.697038 loss_giou_aux_dn: 1.781457 loss: 12.604265 eta: 4 days, 0:33:02 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1572 images/s [04/12 14:49:46] ppdet.engine INFO: Epoch: [47] [1200/7329] learning_rate: 0.000100 loss_class: 0.697465 loss_bbox: 0.144405 loss_giou: 0.526197 loss_class_aux: 4.513225 loss_bbox_aux: 0.922856 loss_giou_aux: 3.346138 loss_class_dn: 0.398353 loss_bbox_dn: 0.135157 loss_giou_dn: 0.494934 loss_class_aux_dn: 2.126067 loss_bbox_aux_dn: 0.814060 loss_giou_aux_dn: 2.752100 loss: 17.132576 eta: 4 days, 0:31:55 batch_cost: 0.6423 data_cost: 0.0021 ips: 6.2277 images/s [04/12 14:50:57] ppdet.engine INFO: Epoch: [47] [1300/7329] learning_rate: 0.000100 loss_class: 0.541621 loss_bbox: 0.134465 loss_giou: 0.336284 loss_class_aux: 3.468901 loss_bbox_aux: 0.832110 loss_giou_aux: 2.200429 loss_class_dn: 0.312042 loss_bbox_dn: 0.133148 loss_giou_dn: 0.330360 loss_class_aux_dn: 1.711093 loss_bbox_aux_dn: 0.813810 loss_giou_aux_dn: 1.818768 loss: 12.658905 eta: 4 days, 0:30:51 batch_cost: 0.6529 data_cost: 0.0020 ips: 6.1264 images/s [04/12 14:52:07] ppdet.engine INFO: Epoch: [47] [1400/7329] learning_rate: 0.000100 loss_class: 0.561681 loss_bbox: 0.124274 loss_giou: 0.339772 loss_class_aux: 3.512778 loss_bbox_aux: 0.824225 loss_giou_aux: 2.157755 loss_class_dn: 0.321834 loss_bbox_dn: 0.150058 loss_giou_dn: 0.337717 loss_class_aux_dn: 1.746697 loss_bbox_aux_dn: 0.897242 loss_giou_aux_dn: 1.906018 loss: 13.899647 eta: 4 days, 0:29:44 batch_cost: 0.6441 data_cost: 0.0020 ips: 6.2104 images/s [04/12 14:53:18] ppdet.engine INFO: Epoch: [47] [1500/7329] learning_rate: 0.000100 loss_class: 0.600744 loss_bbox: 0.150331 loss_giou: 0.432469 loss_class_aux: 3.821577 loss_bbox_aux: 0.947398 loss_giou_aux: 2.773339 loss_class_dn: 0.376992 loss_bbox_dn: 0.145216 loss_giou_dn: 0.445336 loss_class_aux_dn: 1.988825 loss_bbox_aux_dn: 0.909409 loss_giou_aux_dn: 2.437291 loss: 15.879654 eta: 4 days, 0:28:39 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1609 images/s [04/12 14:54:30] ppdet.engine INFO: Epoch: [47] [1600/7329] learning_rate: 0.000100 loss_class: 0.573687 loss_bbox: 0.129873 loss_giou: 0.427219 loss_class_aux: 3.847581 loss_bbox_aux: 0.865592 loss_giou_aux: 2.624295 loss_class_dn: 0.362547 loss_bbox_dn: 0.135534 loss_giou_dn: 0.392173 loss_class_aux_dn: 1.984088 loss_bbox_aux_dn: 0.851576 loss_giou_aux_dn: 2.193101 loss: 14.978165 eta: 4 days, 0:27:36 batch_cost: 0.6629 data_cost: 0.0020 ips: 6.0342 images/s [04/12 14:55:41] ppdet.engine INFO: Epoch: [47] [1700/7329] learning_rate: 0.000100 loss_class: 0.620772 loss_bbox: 0.132657 loss_giou: 0.412999 loss_class_aux: 4.009958 loss_bbox_aux: 0.866370 loss_giou_aux: 2.587899 loss_class_dn: 0.364459 loss_bbox_dn: 0.138638 loss_giou_dn: 0.389891 loss_class_aux_dn: 1.956914 loss_bbox_aux_dn: 0.816244 loss_giou_aux_dn: 2.137263 loss: 14.865784 eta: 4 days, 0:26:31 batch_cost: 0.6501 data_cost: 0.0020 ips: 6.1525 images/s [04/12 14:56:51] ppdet.engine INFO: Epoch: [47] [1800/7329] learning_rate: 0.000100 loss_class: 0.556368 loss_bbox: 0.120451 loss_giou: 0.370585 loss_class_aux: 3.544141 loss_bbox_aux: 0.818051 loss_giou_aux: 2.348453 loss_class_dn: 0.311899 loss_bbox_dn: 0.144960 loss_giou_dn: 0.344795 loss_class_aux_dn: 1.694298 loss_bbox_aux_dn: 0.849946 loss_giou_aux_dn: 1.922372 loss: 12.806015 eta: 4 days, 0:25:25 batch_cost: 0.6458 data_cost: 0.0018 ips: 6.1936 images/s [04/12 14:58:00] ppdet.engine INFO: Epoch: [47] [1900/7329] learning_rate: 0.000100 loss_class: 0.592480 loss_bbox: 0.135396 loss_giou: 0.359775 loss_class_aux: 3.814886 loss_bbox_aux: 0.848952 loss_giou_aux: 2.209179 loss_class_dn: 0.330656 loss_bbox_dn: 0.140809 loss_giou_dn: 0.365516 loss_class_aux_dn: 1.787374 loss_bbox_aux_dn: 0.839639 loss_giou_aux_dn: 2.007446 loss: 13.867097 eta: 4 days, 0:24:18 batch_cost: 0.6384 data_cost: 0.0021 ips: 6.2659 images/s [04/12 14:59:12] ppdet.engine INFO: Epoch: [47] [2000/7329] learning_rate: 0.000100 loss_class: 0.601384 loss_bbox: 0.131619 loss_giou: 0.395072 loss_class_aux: 3.865165 loss_bbox_aux: 0.844531 loss_giou_aux: 2.487284 loss_class_dn: 0.345889 loss_bbox_dn: 0.135898 loss_giou_dn: 0.382147 loss_class_aux_dn: 1.855110 loss_bbox_aux_dn: 0.782859 loss_giou_aux_dn: 2.162929 loss: 14.119833 eta: 4 days, 0:23:13 batch_cost: 0.6561 data_cost: 0.0018 ips: 6.0967 images/s [04/12 15:00:22] ppdet.engine INFO: Epoch: [47] [2100/7329] learning_rate: 0.000100 loss_class: 0.549769 loss_bbox: 0.128756 loss_giou: 0.372177 loss_class_aux: 3.581717 loss_bbox_aux: 0.851470 loss_giou_aux: 2.433657 loss_class_dn: 0.326296 loss_bbox_dn: 0.144037 loss_giou_dn: 0.360404 loss_class_aux_dn: 1.744386 loss_bbox_aux_dn: 0.806399 loss_giou_aux_dn: 1.985048 loss: 13.680647 eta: 4 days, 0:22:07 batch_cost: 0.6460 data_cost: 0.0019 ips: 6.1922 images/s [04/12 15:01:32] ppdet.engine INFO: Epoch: [47] [2200/7329] learning_rate: 0.000100 loss_class: 0.598079 loss_bbox: 0.130987 loss_giou: 0.443253 loss_class_aux: 3.854748 loss_bbox_aux: 0.873897 loss_giou_aux: 2.853643 loss_class_dn: 0.360242 loss_bbox_dn: 0.134591 loss_giou_dn: 0.417322 loss_class_aux_dn: 1.936685 loss_bbox_aux_dn: 0.825206 loss_giou_aux_dn: 2.307382 loss: 15.376616 eta: 4 days, 0:21:02 batch_cost: 0.6497 data_cost: 0.0021 ips: 6.1564 images/s [04/12 15:02:43] ppdet.engine INFO: Epoch: [47] [2300/7329] learning_rate: 0.000100 loss_class: 0.631700 loss_bbox: 0.132293 loss_giou: 0.403457 loss_class_aux: 3.901393 loss_bbox_aux: 0.878009 loss_giou_aux: 2.625774 loss_class_dn: 0.381656 loss_bbox_dn: 0.151460 loss_giou_dn: 0.444883 loss_class_aux_dn: 2.025368 loss_bbox_aux_dn: 0.891145 loss_giou_aux_dn: 2.435081 loss: 15.621029 eta: 4 days, 0:19:57 batch_cost: 0.6483 data_cost: 0.0019 ips: 6.1696 images/s [04/12 15:03:53] ppdet.engine INFO: Epoch: [47] [2400/7329] learning_rate: 0.000100 loss_class: 0.558717 loss_bbox: 0.128021 loss_giou: 0.341109 loss_class_aux: 3.392930 loss_bbox_aux: 0.835009 loss_giou_aux: 2.161554 loss_class_dn: 0.301337 loss_bbox_dn: 0.138458 loss_giou_dn: 0.308038 loss_class_aux_dn: 1.693649 loss_bbox_aux_dn: 0.858182 loss_giou_aux_dn: 1.764501 loss: 12.930384 eta: 4 days, 0:18:52 batch_cost: 0.6518 data_cost: 0.0022 ips: 6.1367 images/s [04/12 15:05:04] ppdet.engine INFO: Epoch: [47] [2500/7329] learning_rate: 0.000100 loss_class: 0.548752 loss_bbox: 0.122828 loss_giou: 0.377484 loss_class_aux: 3.397256 loss_bbox_aux: 0.778840 loss_giou_aux: 2.382652 loss_class_dn: 0.315014 loss_bbox_dn: 0.119751 loss_giou_dn: 0.328738 loss_class_aux_dn: 1.702226 loss_bbox_aux_dn: 0.709588 loss_giou_aux_dn: 1.875706 loss: 12.843496 eta: 4 days, 0:17:46 batch_cost: 0.6464 data_cost: 0.0020 ips: 6.1880 images/s [04/12 15:06:14] ppdet.engine INFO: Epoch: [47] [2600/7329] learning_rate: 0.000100 loss_class: 0.589417 loss_bbox: 0.133755 loss_giou: 0.413877 loss_class_aux: 3.746637 loss_bbox_aux: 0.851152 loss_giou_aux: 2.671689 loss_class_dn: 0.345398 loss_bbox_dn: 0.145433 loss_giou_dn: 0.407651 loss_class_aux_dn: 1.861963 loss_bbox_aux_dn: 0.903654 loss_giou_aux_dn: 2.257639 loss: 14.767792 eta: 4 days, 0:16:41 batch_cost: 0.6492 data_cost: 0.0021 ips: 6.1614 images/s [04/12 15:07:24] ppdet.engine INFO: Epoch: [47] [2700/7329] learning_rate: 0.000100 loss_class: 0.553525 loss_bbox: 0.129947 loss_giou: 0.423592 loss_class_aux: 3.590585 loss_bbox_aux: 0.852957 loss_giou_aux: 2.565845 loss_class_dn: 0.329222 loss_bbox_dn: 0.150499 loss_giou_dn: 0.365794 loss_class_aux_dn: 1.755932 loss_bbox_aux_dn: 0.878408 loss_giou_aux_dn: 2.013190 loss: 13.746464 eta: 4 days, 0:15:34 batch_cost: 0.6395 data_cost: 0.0020 ips: 6.2549 images/s [04/12 15:08:37] ppdet.engine INFO: Epoch: [47] [2800/7329] learning_rate: 0.000100 loss_class: 0.547337 loss_bbox: 0.129881 loss_giou: 0.303885 loss_class_aux: 3.490253 loss_bbox_aux: 0.843614 loss_giou_aux: 1.982912 loss_class_dn: 0.320819 loss_bbox_dn: 0.136723 loss_giou_dn: 0.318692 loss_class_aux_dn: 1.709431 loss_bbox_aux_dn: 0.743947 loss_giou_aux_dn: 1.722085 loss: 12.906258 eta: 4 days, 0:14:31 batch_cost: 0.6694 data_cost: 0.0019 ips: 5.9759 images/s [04/12 15:09:48] ppdet.engine INFO: Epoch: [47] [2900/7329] learning_rate: 0.000100 loss_class: 0.620219 loss_bbox: 0.138067 loss_giou: 0.381212 loss_class_aux: 3.862461 loss_bbox_aux: 0.904745 loss_giou_aux: 2.485663 loss_class_dn: 0.334419 loss_bbox_dn: 0.152648 loss_giou_dn: 0.365874 loss_class_aux_dn: 1.782370 loss_bbox_aux_dn: 0.856115 loss_giou_aux_dn: 2.024897 loss: 14.147362 eta: 4 days, 0:13:26 batch_cost: 0.6511 data_cost: 0.0021 ips: 6.1435 images/s [04/12 15:11:00] ppdet.engine INFO: Epoch: [47] [3000/7329] learning_rate: 0.000100 loss_class: 0.564016 loss_bbox: 0.120313 loss_giou: 0.380404 loss_class_aux: 3.593427 loss_bbox_aux: 0.818608 loss_giou_aux: 2.348785 loss_class_dn: 0.311565 loss_bbox_dn: 0.139605 loss_giou_dn: 0.360787 loss_class_aux_dn: 1.759426 loss_bbox_aux_dn: 0.841341 loss_giou_aux_dn: 1.955352 loss: 13.228981 eta: 4 days, 0:12:23 batch_cost: 0.6599 data_cost: 0.0021 ips: 6.0618 images/s [04/12 15:12:11] ppdet.engine INFO: Epoch: [47] [3100/7329] learning_rate: 0.000100 loss_class: 0.552569 loss_bbox: 0.130387 loss_giou: 0.392488 loss_class_aux: 3.625332 loss_bbox_aux: 0.835174 loss_giou_aux: 2.404419 loss_class_dn: 0.341375 loss_bbox_dn: 0.139737 loss_giou_dn: 0.385119 loss_class_aux_dn: 1.868120 loss_bbox_aux_dn: 0.804272 loss_giou_aux_dn: 2.083667 loss: 13.644959 eta: 4 days, 0:11:18 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0924 images/s [04/12 15:13:21] ppdet.engine INFO: Epoch: [47] [3200/7329] learning_rate: 0.000100 loss_class: 0.640633 loss_bbox: 0.137019 loss_giou: 0.421830 loss_class_aux: 3.997948 loss_bbox_aux: 0.886523 loss_giou_aux: 2.523976 loss_class_dn: 0.369878 loss_bbox_dn: 0.141463 loss_giou_dn: 0.412739 loss_class_aux_dn: 1.949039 loss_bbox_aux_dn: 0.839979 loss_giou_aux_dn: 2.322447 loss: 14.461302 eta: 4 days, 0:10:12 batch_cost: 0.6420 data_cost: 0.0021 ips: 6.2304 images/s [04/12 15:14:34] ppdet.engine INFO: Epoch: [47] [3300/7329] learning_rate: 0.000100 loss_class: 0.571931 loss_bbox: 0.121781 loss_giou: 0.365572 loss_class_aux: 3.681440 loss_bbox_aux: 0.834144 loss_giou_aux: 2.322898 loss_class_dn: 0.317824 loss_bbox_dn: 0.132149 loss_giou_dn: 0.335884 loss_class_aux_dn: 1.703157 loss_bbox_aux_dn: 0.779454 loss_giou_aux_dn: 1.887010 loss: 14.077382 eta: 4 days, 0:09:09 batch_cost: 0.6663 data_cost: 0.0020 ips: 6.0036 images/s [04/12 15:15:45] ppdet.engine INFO: Epoch: [47] [3400/7329] learning_rate: 0.000100 loss_class: 0.591443 loss_bbox: 0.134571 loss_giou: 0.394619 loss_class_aux: 3.791912 loss_bbox_aux: 0.875531 loss_giou_aux: 2.430029 loss_class_dn: 0.335501 loss_bbox_dn: 0.138203 loss_giou_dn: 0.370601 loss_class_aux_dn: 1.794765 loss_bbox_aux_dn: 0.860191 loss_giou_aux_dn: 2.103297 loss: 14.532778 eta: 4 days, 0:08:04 batch_cost: 0.6525 data_cost: 0.0020 ips: 6.1305 images/s [04/12 15:16:55] ppdet.engine INFO: Epoch: [47] [3500/7329] learning_rate: 0.000100 loss_class: 0.631687 loss_bbox: 0.123806 loss_giou: 0.422414 loss_class_aux: 4.073985 loss_bbox_aux: 0.835952 loss_giou_aux: 2.591728 loss_class_dn: 0.342502 loss_bbox_dn: 0.144581 loss_giou_dn: 0.391575 loss_class_aux_dn: 1.844332 loss_bbox_aux_dn: 0.854567 loss_giou_aux_dn: 2.212211 loss: 15.062843 eta: 4 days, 0:06:59 batch_cost: 0.6501 data_cost: 0.0022 ips: 6.1526 images/s [04/12 15:18:07] ppdet.engine INFO: Epoch: [47] [3600/7329] learning_rate: 0.000100 loss_class: 0.553294 loss_bbox: 0.126935 loss_giou: 0.334783 loss_class_aux: 3.715076 loss_bbox_aux: 0.838312 loss_giou_aux: 2.284033 loss_class_dn: 0.317535 loss_bbox_dn: 0.143771 loss_giou_dn: 0.341889 loss_class_aux_dn: 1.722658 loss_bbox_aux_dn: 0.866207 loss_giou_aux_dn: 1.930142 loss: 13.578867 eta: 4 days, 0:05:56 batch_cost: 0.6635 data_cost: 0.0020 ips: 6.0285 images/s [04/12 15:19:20] ppdet.engine INFO: Epoch: [47] [3700/7329] learning_rate: 0.000100 loss_class: 0.563998 loss_bbox: 0.135195 loss_giou: 0.369902 loss_class_aux: 3.615520 loss_bbox_aux: 0.850291 loss_giou_aux: 2.370761 loss_class_dn: 0.318658 loss_bbox_dn: 0.133452 loss_giou_dn: 0.357029 loss_class_aux_dn: 1.706128 loss_bbox_aux_dn: 0.774158 loss_giou_aux_dn: 2.000710 loss: 13.709221 eta: 4 days, 0:04:52 batch_cost: 0.6629 data_cost: 0.0020 ips: 6.0339 images/s [04/12 15:20:30] ppdet.engine INFO: Epoch: [47] [3800/7329] learning_rate: 0.000100 loss_class: 0.498922 loss_bbox: 0.139503 loss_giou: 0.293701 loss_class_aux: 3.192710 loss_bbox_aux: 0.930429 loss_giou_aux: 1.887477 loss_class_dn: 0.283580 loss_bbox_dn: 0.148479 loss_giou_dn: 0.286647 loss_class_aux_dn: 1.548033 loss_bbox_aux_dn: 0.889377 loss_giou_aux_dn: 1.602381 loss: 12.313371 eta: 4 days, 0:03:48 batch_cost: 0.6540 data_cost: 0.0021 ips: 6.1159 images/s [04/12 15:21:41] ppdet.engine INFO: Epoch: [47] [3900/7329] learning_rate: 0.000100 loss_class: 0.582451 loss_bbox: 0.120930 loss_giou: 0.392969 loss_class_aux: 3.572823 loss_bbox_aux: 0.777611 loss_giou_aux: 2.421159 loss_class_dn: 0.320558 loss_bbox_dn: 0.122876 loss_giou_dn: 0.372143 loss_class_aux_dn: 1.753508 loss_bbox_aux_dn: 0.776174 loss_giou_aux_dn: 2.084375 loss: 13.944678 eta: 4 days, 0:02:42 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1840 images/s [04/12 15:22:51] ppdet.engine INFO: Epoch: [47] [4000/7329] learning_rate: 0.000100 loss_class: 0.578968 loss_bbox: 0.144334 loss_giou: 0.367521 loss_class_aux: 3.695028 loss_bbox_aux: 0.945324 loss_giou_aux: 2.295251 loss_class_dn: 0.323129 loss_bbox_dn: 0.162925 loss_giou_dn: 0.348382 loss_class_aux_dn: 1.763566 loss_bbox_aux_dn: 0.936183 loss_giou_aux_dn: 1.903450 loss: 13.969633 eta: 4 days, 0:01:37 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1466 images/s [04/12 15:24:03] ppdet.engine INFO: Epoch: [47] [4100/7329] learning_rate: 0.000100 loss_class: 0.522263 loss_bbox: 0.127804 loss_giou: 0.367632 loss_class_aux: 3.368237 loss_bbox_aux: 0.856180 loss_giou_aux: 2.363468 loss_class_dn: 0.312534 loss_bbox_dn: 0.139711 loss_giou_dn: 0.339621 loss_class_aux_dn: 1.720294 loss_bbox_aux_dn: 0.837488 loss_giou_aux_dn: 1.866213 loss: 12.741543 eta: 4 days, 0:00:32 batch_cost: 0.6538 data_cost: 0.0019 ips: 6.1179 images/s [04/12 15:25:14] ppdet.engine INFO: Epoch: [47] [4200/7329] learning_rate: 0.000100 loss_class: 0.571052 loss_bbox: 0.141180 loss_giou: 0.334580 loss_class_aux: 3.635645 loss_bbox_aux: 0.891119 loss_giou_aux: 2.090145 loss_class_dn: 0.327992 loss_bbox_dn: 0.144972 loss_giou_dn: 0.328473 loss_class_aux_dn: 1.740892 loss_bbox_aux_dn: 0.878029 loss_giou_aux_dn: 1.831377 loss: 13.619976 eta: 3 days, 23:59:28 batch_cost: 0.6553 data_cost: 0.0021 ips: 6.1039 images/s [04/12 15:26:25] ppdet.engine INFO: Epoch: [47] [4300/7329] learning_rate: 0.000100 loss_class: 0.564736 loss_bbox: 0.125945 loss_giou: 0.432709 loss_class_aux: 3.546847 loss_bbox_aux: 0.820404 loss_giou_aux: 2.770588 loss_class_dn: 0.316871 loss_bbox_dn: 0.122836 loss_giou_dn: 0.381978 loss_class_aux_dn: 1.700254 loss_bbox_aux_dn: 0.731331 loss_giou_aux_dn: 2.136003 loss: 13.757900 eta: 3 days, 23:58:23 batch_cost: 0.6524 data_cost: 0.0021 ips: 6.1313 images/s [04/12 15:27:38] ppdet.engine INFO: Epoch: [47] [4400/7329] learning_rate: 0.000100 loss_class: 0.552056 loss_bbox: 0.129275 loss_giou: 0.344866 loss_class_aux: 3.649846 loss_bbox_aux: 0.836465 loss_giou_aux: 2.194175 loss_class_dn: 0.314663 loss_bbox_dn: 0.138415 loss_giou_dn: 0.321324 loss_class_aux_dn: 1.652709 loss_bbox_aux_dn: 0.835573 loss_giou_aux_dn: 1.805183 loss: 13.608786 eta: 3 days, 23:57:21 batch_cost: 0.6694 data_cost: 0.0020 ips: 5.9756 images/s [04/12 15:28:48] ppdet.engine INFO: Epoch: [47] [4500/7329] learning_rate: 0.000100 loss_class: 0.516167 loss_bbox: 0.123956 loss_giou: 0.337954 loss_class_aux: 3.420920 loss_bbox_aux: 0.803520 loss_giou_aux: 2.184214 loss_class_dn: 0.299558 loss_bbox_dn: 0.143412 loss_giou_dn: 0.323793 loss_class_aux_dn: 1.612581 loss_bbox_aux_dn: 0.830080 loss_giou_aux_dn: 1.831940 loss: 12.875505 eta: 3 days, 23:56:15 batch_cost: 0.6491 data_cost: 0.0020 ips: 6.1625 images/s [04/12 15:29:58] ppdet.engine INFO: Epoch: [47] [4600/7329] learning_rate: 0.000100 loss_class: 0.581612 loss_bbox: 0.153701 loss_giou: 0.348006 loss_class_aux: 3.747548 loss_bbox_aux: 1.005840 loss_giou_aux: 2.144634 loss_class_dn: 0.325911 loss_bbox_dn: 0.163978 loss_giou_dn: 0.330684 loss_class_aux_dn: 1.783362 loss_bbox_aux_dn: 0.964342 loss_giou_aux_dn: 1.827338 loss: 13.610809 eta: 3 days, 23:55:09 batch_cost: 0.6430 data_cost: 0.0018 ips: 6.2210 images/s [04/12 15:31:08] ppdet.engine INFO: Epoch: [47] [4700/7329] learning_rate: 0.000100 loss_class: 0.602825 loss_bbox: 0.142570 loss_giou: 0.399586 loss_class_aux: 3.860905 loss_bbox_aux: 0.912781 loss_giou_aux: 2.547583 loss_class_dn: 0.353033 loss_bbox_dn: 0.162110 loss_giou_dn: 0.383960 loss_class_aux_dn: 1.910123 loss_bbox_aux_dn: 0.975313 loss_giou_aux_dn: 2.171839 loss: 14.421367 eta: 3 days, 23:54:03 batch_cost: 0.6433 data_cost: 0.0023 ips: 6.2178 images/s [04/12 15:32:22] ppdet.engine INFO: Epoch: [47] [4800/7329] learning_rate: 0.000100 loss_class: 0.604336 loss_bbox: 0.147125 loss_giou: 0.338651 loss_class_aux: 3.875195 loss_bbox_aux: 0.966747 loss_giou_aux: 2.149379 loss_class_dn: 0.305716 loss_bbox_dn: 0.146545 loss_giou_dn: 0.357603 loss_class_aux_dn: 1.684705 loss_bbox_aux_dn: 0.882697 loss_giou_aux_dn: 1.927613 loss: 13.417101 eta: 3 days, 23:53:01 batch_cost: 0.6719 data_cost: 0.0020 ips: 5.9533 images/s [04/12 15:33:33] ppdet.engine INFO: Epoch: [47] [4900/7329] learning_rate: 0.000100 loss_class: 0.486331 loss_bbox: 0.132531 loss_giou: 0.371493 loss_class_aux: 3.115977 loss_bbox_aux: 0.883742 loss_giou_aux: 2.383424 loss_class_dn: 0.311503 loss_bbox_dn: 0.130814 loss_giou_dn: 0.347754 loss_class_aux_dn: 1.655921 loss_bbox_aux_dn: 0.795724 loss_giou_aux_dn: 1.975160 loss: 12.702651 eta: 3 days, 23:51:56 batch_cost: 0.6538 data_cost: 0.0020 ips: 6.1177 images/s [04/12 15:34:43] ppdet.engine INFO: Epoch: [47] [5000/7329] learning_rate: 0.000100 loss_class: 0.612457 loss_bbox: 0.143048 loss_giou: 0.386154 loss_class_aux: 3.924998 loss_bbox_aux: 0.952044 loss_giou_aux: 2.373177 loss_class_dn: 0.348871 loss_bbox_dn: 0.144734 loss_giou_dn: 0.372498 loss_class_aux_dn: 1.869995 loss_bbox_aux_dn: 0.900731 loss_giou_aux_dn: 2.067629 loss: 14.390385 eta: 3 days, 23:50:50 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2240 images/s [04/12 15:35:54] ppdet.engine INFO: Epoch: [47] [5100/7329] learning_rate: 0.000100 loss_class: 0.581642 loss_bbox: 0.133853 loss_giou: 0.332008 loss_class_aux: 3.707195 loss_bbox_aux: 0.857351 loss_giou_aux: 2.093382 loss_class_dn: 0.308181 loss_bbox_dn: 0.143217 loss_giou_dn: 0.320107 loss_class_aux_dn: 1.658585 loss_bbox_aux_dn: 0.834687 loss_giou_aux_dn: 1.775275 loss: 13.159002 eta: 3 days, 23:49:45 batch_cost: 0.6525 data_cost: 0.0019 ips: 6.1304 images/s [04/12 15:37:04] ppdet.engine INFO: Epoch: [47] [5200/7329] learning_rate: 0.000100 loss_class: 0.582837 loss_bbox: 0.130175 loss_giou: 0.404568 loss_class_aux: 3.671159 loss_bbox_aux: 0.851824 loss_giou_aux: 2.510614 loss_class_dn: 0.343944 loss_bbox_dn: 0.158244 loss_giou_dn: 0.384396 loss_class_aux_dn: 1.878967 loss_bbox_aux_dn: 0.867046 loss_giou_aux_dn: 2.061166 loss: 14.094810 eta: 3 days, 23:48:39 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1856 images/s [04/12 15:38:14] ppdet.engine INFO: Epoch: [47] [5300/7329] learning_rate: 0.000100 loss_class: 0.564698 loss_bbox: 0.118650 loss_giou: 0.362189 loss_class_aux: 3.631353 loss_bbox_aux: 0.790496 loss_giou_aux: 2.360582 loss_class_dn: 0.312461 loss_bbox_dn: 0.138238 loss_giou_dn: 0.363600 loss_class_aux_dn: 1.730266 loss_bbox_aux_dn: 0.838999 loss_giou_aux_dn: 2.012918 loss: 13.779448 eta: 3 days, 23:47:32 batch_cost: 0.6410 data_cost: 0.0020 ips: 6.2406 images/s [04/12 15:39:26] ppdet.engine INFO: Epoch: [47] [5400/7329] learning_rate: 0.000100 loss_class: 0.522483 loss_bbox: 0.128799 loss_giou: 0.346065 loss_class_aux: 3.362650 loss_bbox_aux: 0.840235 loss_giou_aux: 2.105954 loss_class_dn: 0.295388 loss_bbox_dn: 0.134009 loss_giou_dn: 0.331190 loss_class_aux_dn: 1.604443 loss_bbox_aux_dn: 0.802573 loss_giou_aux_dn: 1.832487 loss: 12.954557 eta: 3 days, 23:46:29 batch_cost: 0.6626 data_cost: 0.0020 ips: 6.0366 images/s [04/12 15:40:37] ppdet.engine INFO: Epoch: [47] [5500/7329] learning_rate: 0.000100 loss_class: 0.525943 loss_bbox: 0.133679 loss_giou: 0.385740 loss_class_aux: 3.379340 loss_bbox_aux: 0.913277 loss_giou_aux: 2.365573 loss_class_dn: 0.320050 loss_bbox_dn: 0.141554 loss_giou_dn: 0.350300 loss_class_aux_dn: 1.702213 loss_bbox_aux_dn: 0.824282 loss_giou_aux_dn: 1.981638 loss: 13.946991 eta: 3 days, 23:45:25 batch_cost: 0.6549 data_cost: 0.0020 ips: 6.1075 images/s [04/12 15:41:47] ppdet.engine INFO: Epoch: [47] [5600/7329] learning_rate: 0.000100 loss_class: 0.557994 loss_bbox: 0.129682 loss_giou: 0.368049 loss_class_aux: 3.601442 loss_bbox_aux: 0.815536 loss_giou_aux: 2.247123 loss_class_dn: 0.325259 loss_bbox_dn: 0.133299 loss_giou_dn: 0.331188 loss_class_aux_dn: 1.743416 loss_bbox_aux_dn: 0.775291 loss_giou_aux_dn: 1.844086 loss: 13.398267 eta: 3 days, 23:44:20 batch_cost: 0.6514 data_cost: 0.0022 ips: 6.1404 images/s [04/12 15:43:00] ppdet.engine INFO: Epoch: [47] [5700/7329] learning_rate: 0.000100 loss_class: 0.633555 loss_bbox: 0.146533 loss_giou: 0.408716 loss_class_aux: 4.071167 loss_bbox_aux: 0.913397 loss_giou_aux: 2.639327 loss_class_dn: 0.361170 loss_bbox_dn: 0.154906 loss_giou_dn: 0.398764 loss_class_aux_dn: 1.937383 loss_bbox_aux_dn: 0.937572 loss_giou_aux_dn: 2.208112 loss: 15.158719 eta: 3 days, 23:43:16 batch_cost: 0.6640 data_cost: 0.0020 ips: 6.0238 images/s [04/12 15:44:12] ppdet.engine INFO: Epoch: [47] [5800/7329] learning_rate: 0.000100 loss_class: 0.549075 loss_bbox: 0.131460 loss_giou: 0.334153 loss_class_aux: 3.519088 loss_bbox_aux: 0.818233 loss_giou_aux: 2.083947 loss_class_dn: 0.302379 loss_bbox_dn: 0.150097 loss_giou_dn: 0.325323 loss_class_aux_dn: 1.719738 loss_bbox_aux_dn: 0.854668 loss_giou_aux_dn: 1.798499 loss: 13.495382 eta: 3 days, 23:42:13 batch_cost: 0.6642 data_cost: 0.0019 ips: 6.0227 images/s [04/12 15:45:24] ppdet.engine INFO: Epoch: [47] [5900/7329] learning_rate: 0.000100 loss_class: 0.573674 loss_bbox: 0.126875 loss_giou: 0.359096 loss_class_aux: 3.716100 loss_bbox_aux: 0.843660 loss_giou_aux: 2.247146 loss_class_dn: 0.329565 loss_bbox_dn: 0.133410 loss_giou_dn: 0.347675 loss_class_aux_dn: 1.811678 loss_bbox_aux_dn: 0.779822 loss_giou_aux_dn: 1.971080 loss: 14.192997 eta: 3 days, 23:41:09 batch_cost: 0.6546 data_cost: 0.0019 ips: 6.1108 images/s [04/12 15:46:35] ppdet.engine INFO: Epoch: [47] [6000/7329] learning_rate: 0.000100 loss_class: 0.536670 loss_bbox: 0.112358 loss_giou: 0.319142 loss_class_aux: 3.399092 loss_bbox_aux: 0.743898 loss_giou_aux: 2.051369 loss_class_dn: 0.295380 loss_bbox_dn: 0.137384 loss_giou_dn: 0.301510 loss_class_aux_dn: 1.579361 loss_bbox_aux_dn: 0.809294 loss_giou_aux_dn: 1.702282 loss: 12.648727 eta: 3 days, 23:40:04 batch_cost: 0.6541 data_cost: 0.0019 ips: 6.1151 images/s [04/12 15:47:45] ppdet.engine INFO: Epoch: [47] [6100/7329] learning_rate: 0.000100 loss_class: 0.606425 loss_bbox: 0.139500 loss_giou: 0.345190 loss_class_aux: 3.733602 loss_bbox_aux: 0.871588 loss_giou_aux: 2.155554 loss_class_dn: 0.304579 loss_bbox_dn: 0.140770 loss_giou_dn: 0.345921 loss_class_aux_dn: 1.655296 loss_bbox_aux_dn: 0.824329 loss_giou_aux_dn: 1.940320 loss: 14.175154 eta: 3 days, 23:38:58 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.2001 images/s [04/12 15:48:56] ppdet.engine INFO: Epoch: [47] [6200/7329] learning_rate: 0.000100 loss_class: 0.515894 loss_bbox: 0.116099 loss_giou: 0.330115 loss_class_aux: 3.308037 loss_bbox_aux: 0.769190 loss_giou_aux: 2.192604 loss_class_dn: 0.286651 loss_bbox_dn: 0.128441 loss_giou_dn: 0.329210 loss_class_aux_dn: 1.503873 loss_bbox_aux_dn: 0.808673 loss_giou_aux_dn: 1.832847 loss: 12.324428 eta: 3 days, 23:37:53 batch_cost: 0.6530 data_cost: 0.0020 ips: 6.1253 images/s [04/12 15:50:07] ppdet.engine INFO: Epoch: [47] [6300/7329] learning_rate: 0.000100 loss_class: 0.576186 loss_bbox: 0.123884 loss_giou: 0.411034 loss_class_aux: 3.691646 loss_bbox_aux: 0.841950 loss_giou_aux: 2.596537 loss_class_dn: 0.338961 loss_bbox_dn: 0.122050 loss_giou_dn: 0.378728 loss_class_aux_dn: 1.786430 loss_bbox_aux_dn: 0.756313 loss_giou_aux_dn: 2.112811 loss: 13.795101 eta: 3 days, 23:36:49 batch_cost: 0.6550 data_cost: 0.0021 ips: 6.1065 images/s [04/12 15:51:20] ppdet.engine INFO: Epoch: [47] [6400/7329] learning_rate: 0.000100 loss_class: 0.561180 loss_bbox: 0.135129 loss_giou: 0.352397 loss_class_aux: 3.548311 loss_bbox_aux: 0.859509 loss_giou_aux: 2.234328 loss_class_dn: 0.304398 loss_bbox_dn: 0.140933 loss_giou_dn: 0.366135 loss_class_aux_dn: 1.626521 loss_bbox_aux_dn: 0.856544 loss_giou_aux_dn: 2.049021 loss: 13.794371 eta: 3 days, 23:35:46 batch_cost: 0.6671 data_cost: 0.0021 ips: 5.9964 images/s [04/12 15:52:31] ppdet.engine INFO: Epoch: [47] [6500/7329] learning_rate: 0.000100 loss_class: 0.628895 loss_bbox: 0.141845 loss_giou: 0.437752 loss_class_aux: 4.079799 loss_bbox_aux: 0.892567 loss_giou_aux: 2.756810 loss_class_dn: 0.367701 loss_bbox_dn: 0.137441 loss_giou_dn: 0.416203 loss_class_aux_dn: 1.956917 loss_bbox_aux_dn: 0.779950 loss_giou_aux_dn: 2.257259 loss: 15.854156 eta: 3 days, 23:34:41 batch_cost: 0.6497 data_cost: 0.0020 ips: 6.1564 images/s [04/12 15:53:42] ppdet.engine INFO: Epoch: [47] [6600/7329] learning_rate: 0.000100 loss_class: 0.505175 loss_bbox: 0.139939 loss_giou: 0.330727 loss_class_aux: 3.395924 loss_bbox_aux: 0.902592 loss_giou_aux: 2.106000 loss_class_dn: 0.319721 loss_bbox_dn: 0.146271 loss_giou_dn: 0.306568 loss_class_aux_dn: 1.678514 loss_bbox_aux_dn: 0.854391 loss_giou_aux_dn: 1.686788 loss: 13.052967 eta: 3 days, 23:33:37 batch_cost: 0.6586 data_cost: 0.0021 ips: 6.0735 images/s [04/12 15:54:53] ppdet.engine INFO: Epoch: [47] [6700/7329] learning_rate: 0.000100 loss_class: 0.567001 loss_bbox: 0.130978 loss_giou: 0.356965 loss_class_aux: 3.609939 loss_bbox_aux: 0.881194 loss_giou_aux: 2.260852 loss_class_dn: 0.322401 loss_bbox_dn: 0.132353 loss_giou_dn: 0.341205 loss_class_aux_dn: 1.693873 loss_bbox_aux_dn: 0.805807 loss_giou_aux_dn: 1.891327 loss: 12.904997 eta: 3 days, 23:32:31 batch_cost: 0.6480 data_cost: 0.0018 ips: 6.1725 images/s [04/12 15:56:04] ppdet.engine INFO: Epoch: [47] [6800/7329] learning_rate: 0.000100 loss_class: 0.526630 loss_bbox: 0.125163 loss_giou: 0.321554 loss_class_aux: 3.379279 loss_bbox_aux: 0.871984 loss_giou_aux: 2.097564 loss_class_dn: 0.283166 loss_bbox_dn: 0.135644 loss_giou_dn: 0.313094 loss_class_aux_dn: 1.551884 loss_bbox_aux_dn: 0.806140 loss_giou_aux_dn: 1.744991 loss: 12.013331 eta: 3 days, 23:31:27 batch_cost: 0.6542 data_cost: 0.0020 ips: 6.1139 images/s [04/12 15:57:16] ppdet.engine INFO: Epoch: [47] [6900/7329] learning_rate: 0.000100 loss_class: 0.554925 loss_bbox: 0.123429 loss_giou: 0.398009 loss_class_aux: 3.513819 loss_bbox_aux: 0.801275 loss_giou_aux: 2.411408 loss_class_dn: 0.310522 loss_bbox_dn: 0.125556 loss_giou_dn: 0.347774 loss_class_aux_dn: 1.653761 loss_bbox_aux_dn: 0.747309 loss_giou_aux_dn: 1.901058 loss: 13.832184 eta: 3 days, 23:30:23 batch_cost: 0.6633 data_cost: 0.0020 ips: 6.0305 images/s [04/12 15:58:26] ppdet.engine INFO: Epoch: [47] [7000/7329] learning_rate: 0.000100 loss_class: 0.600448 loss_bbox: 0.137626 loss_giou: 0.405062 loss_class_aux: 3.792456 loss_bbox_aux: 0.924590 loss_giou_aux: 2.608345 loss_class_dn: 0.364160 loss_bbox_dn: 0.153708 loss_giou_dn: 0.450037 loss_class_aux_dn: 1.912311 loss_bbox_aux_dn: 0.872238 loss_giou_aux_dn: 2.391780 loss: 14.920942 eta: 3 days, 23:29:17 batch_cost: 0.6450 data_cost: 0.0020 ips: 6.2012 images/s [04/12 15:59:36] ppdet.engine INFO: Epoch: [47] [7100/7329] learning_rate: 0.000100 loss_class: 0.552584 loss_bbox: 0.136052 loss_giou: 0.373057 loss_class_aux: 3.456749 loss_bbox_aux: 0.881742 loss_giou_aux: 2.252647 loss_class_dn: 0.325536 loss_bbox_dn: 0.149629 loss_giou_dn: 0.333667 loss_class_aux_dn: 1.709371 loss_bbox_aux_dn: 0.849099 loss_giou_aux_dn: 1.907586 loss: 13.417980 eta: 3 days, 23:28:11 batch_cost: 0.6431 data_cost: 0.0020 ips: 6.2201 images/s [04/12 16:00:47] ppdet.engine INFO: Epoch: [47] [7200/7329] learning_rate: 0.000100 loss_class: 0.544499 loss_bbox: 0.111746 loss_giou: 0.264564 loss_class_aux: 3.453094 loss_bbox_aux: 0.752410 loss_giou_aux: 1.708847 loss_class_dn: 0.298470 loss_bbox_dn: 0.118529 loss_giou_dn: 0.288240 loss_class_aux_dn: 1.583438 loss_bbox_aux_dn: 0.748423 loss_giou_aux_dn: 1.657296 loss: 12.192717 eta: 3 days, 23:27:06 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1450 images/s [04/12 16:01:56] ppdet.engine INFO: Epoch: [47] [7300/7329] learning_rate: 0.000100 loss_class: 0.559114 loss_bbox: 0.130577 loss_giou: 0.360945 loss_class_aux: 3.573143 loss_bbox_aux: 0.834789 loss_giou_aux: 2.305283 loss_class_dn: 0.329884 loss_bbox_dn: 0.128116 loss_giou_dn: 0.357054 loss_class_aux_dn: 1.810459 loss_bbox_aux_dn: 0.738913 loss_giou_aux_dn: 1.953800 loss: 14.370739 eta: 3 days, 23:25:59 batch_cost: 0.6409 data_cost: 0.0022 ips: 6.2411 images/s [04/12 16:02:20] ppdet.engine INFO: Eval iter: 0 [04/12 16:02:47] ppdet.engine INFO: Eval iter: 100 [04/12 16:03:15] ppdet.engine INFO: Eval iter: 200 [04/12 16:03:42] ppdet.engine INFO: Eval iter: 300 [04/12 16:04:10] ppdet.engine INFO: Eval iter: 400 [04/12 16:04:38] ppdet.engine INFO: Eval iter: 500 [04/12 16:05:06] ppdet.engine INFO: Eval iter: 600 [04/12 16:05:46] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 16:05:47] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.29s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.46s). Accumulating evaluation results... DONE (t=29.23s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/12 16:08:38] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.960016081876606 [04/12 16:08:38] ppdet.engine INFO: Best test bbox ap is 0.541. [04/12 16:08:42] ppdet.engine INFO: Epoch: [48] [ 0/7329] learning_rate: 0.000100 loss_class: 0.570068 loss_bbox: 0.128410 loss_giou: 0.381670 loss_class_aux: 3.611531 loss_bbox_aux: 0.810752 loss_giou_aux: 2.462100 loss_class_dn: 0.321672 loss_bbox_dn: 0.127032 loss_giou_dn: 0.362990 loss_class_aux_dn: 1.786816 loss_bbox_aux_dn: 0.759112 loss_giou_aux_dn: 2.032040 loss: 14.447373 eta: 3 days, 23:25:40 batch_cost: 0.6398 data_cost: 0.0020 ips: 6.2524 images/s [04/12 16:09:53] ppdet.engine INFO: Epoch: [48] [ 100/7329] learning_rate: 0.000100 loss_class: 0.587526 loss_bbox: 0.119441 loss_giou: 0.382676 loss_class_aux: 3.795235 loss_bbox_aux: 0.795234 loss_giou_aux: 2.453394 loss_class_dn: 0.325696 loss_bbox_dn: 0.131174 loss_giou_dn: 0.372618 loss_class_aux_dn: 1.741689 loss_bbox_aux_dn: 0.785178 loss_giou_aux_dn: 2.060205 loss: 13.929817 eta: 3 days, 23:24:35 batch_cost: 0.6522 data_cost: 0.0018 ips: 6.1327 images/s [04/12 16:11:04] ppdet.engine INFO: Epoch: [48] [ 200/7329] learning_rate: 0.000100 loss_class: 0.510424 loss_bbox: 0.117265 loss_giou: 0.267028 loss_class_aux: 3.261529 loss_bbox_aux: 0.813340 loss_giou_aux: 1.726052 loss_class_dn: 0.282890 loss_bbox_dn: 0.133147 loss_giou_dn: 0.287868 loss_class_aux_dn: 1.489887 loss_bbox_aux_dn: 0.754279 loss_giou_aux_dn: 1.685809 loss: 11.826151 eta: 3 days, 23:23:30 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1519 images/s [04/12 16:12:14] ppdet.engine INFO: Epoch: [48] [ 300/7329] learning_rate: 0.000100 loss_class: 0.594697 loss_bbox: 0.126085 loss_giou: 0.357063 loss_class_aux: 3.837714 loss_bbox_aux: 0.800304 loss_giou_aux: 2.322588 loss_class_dn: 0.335182 loss_bbox_dn: 0.128529 loss_giou_dn: 0.346713 loss_class_aux_dn: 1.838981 loss_bbox_aux_dn: 0.760866 loss_giou_aux_dn: 1.934846 loss: 14.010064 eta: 3 days, 23:22:24 batch_cost: 0.6454 data_cost: 0.0017 ips: 6.1981 images/s [04/12 16:13:24] ppdet.engine INFO: Epoch: [48] [ 400/7329] learning_rate: 0.000100 loss_class: 0.572277 loss_bbox: 0.125829 loss_giou: 0.350292 loss_class_aux: 3.614946 loss_bbox_aux: 0.802363 loss_giou_aux: 2.214528 loss_class_dn: 0.323461 loss_bbox_dn: 0.147550 loss_giou_dn: 0.360018 loss_class_aux_dn: 1.722592 loss_bbox_aux_dn: 0.842292 loss_giou_aux_dn: 1.985439 loss: 13.456557 eta: 3 days, 23:21:18 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1776 images/s [04/12 16:14:35] ppdet.engine INFO: Epoch: [48] [ 500/7329] learning_rate: 0.000100 loss_class: 0.505629 loss_bbox: 0.116614 loss_giou: 0.323285 loss_class_aux: 3.151174 loss_bbox_aux: 0.761418 loss_giou_aux: 2.186768 loss_class_dn: 0.293441 loss_bbox_dn: 0.129260 loss_giou_dn: 0.306699 loss_class_aux_dn: 1.564301 loss_bbox_aux_dn: 0.779545 loss_giou_aux_dn: 1.748462 loss: 12.560749 eta: 3 days, 23:20:13 batch_cost: 0.6526 data_cost: 0.0020 ips: 6.1292 images/s [04/12 16:15:45] ppdet.engine INFO: Epoch: [48] [ 600/7329] learning_rate: 0.000100 loss_class: 0.517201 loss_bbox: 0.131486 loss_giou: 0.323757 loss_class_aux: 3.245842 loss_bbox_aux: 0.845842 loss_giou_aux: 2.054794 loss_class_dn: 0.298021 loss_bbox_dn: 0.126753 loss_giou_dn: 0.314972 loss_class_aux_dn: 1.628528 loss_bbox_aux_dn: 0.822718 loss_giou_aux_dn: 1.775386 loss: 12.239910 eta: 3 days, 23:19:08 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1316 images/s [04/12 16:16:56] ppdet.engine INFO: Epoch: [48] [ 700/7329] learning_rate: 0.000100 loss_class: 0.573503 loss_bbox: 0.137041 loss_giou: 0.381027 loss_class_aux: 3.756281 loss_bbox_aux: 0.861514 loss_giou_aux: 2.470668 loss_class_dn: 0.345207 loss_bbox_dn: 0.147993 loss_giou_dn: 0.371056 loss_class_aux_dn: 1.868126 loss_bbox_aux_dn: 0.858521 loss_giou_aux_dn: 2.051167 loss: 14.500190 eta: 3 days, 23:18:03 batch_cost: 0.6483 data_cost: 0.0018 ips: 6.1696 images/s [04/12 16:18:05] ppdet.engine INFO: Epoch: [48] [ 800/7329] learning_rate: 0.000100 loss_class: 0.543265 loss_bbox: 0.130373 loss_giou: 0.361081 loss_class_aux: 3.506240 loss_bbox_aux: 0.883329 loss_giou_aux: 2.274005 loss_class_dn: 0.291972 loss_bbox_dn: 0.144308 loss_giou_dn: 0.343532 loss_class_aux_dn: 1.572575 loss_bbox_aux_dn: 0.873249 loss_giou_aux_dn: 1.907908 loss: 12.649122 eta: 3 days, 23:16:56 batch_cost: 0.6388 data_cost: 0.0017 ips: 6.2613 images/s [04/12 16:19:16] ppdet.engine INFO: Epoch: [48] [ 900/7329] learning_rate: 0.000100 loss_class: 0.587475 loss_bbox: 0.131304 loss_giou: 0.339167 loss_class_aux: 3.719921 loss_bbox_aux: 0.854427 loss_giou_aux: 2.187127 loss_class_dn: 0.314199 loss_bbox_dn: 0.129195 loss_giou_dn: 0.336345 loss_class_aux_dn: 1.746397 loss_bbox_aux_dn: 0.800813 loss_giou_aux_dn: 1.850476 loss: 13.617720 eta: 3 days, 23:15:51 batch_cost: 0.6539 data_cost: 0.0019 ips: 6.1169 images/s [04/12 16:20:26] ppdet.engine INFO: Epoch: [48] [1000/7329] learning_rate: 0.000100 loss_class: 0.569766 loss_bbox: 0.132088 loss_giou: 0.398505 loss_class_aux: 3.715337 loss_bbox_aux: 0.873256 loss_giou_aux: 2.530918 loss_class_dn: 0.325615 loss_bbox_dn: 0.130985 loss_giou_dn: 0.380745 loss_class_aux_dn: 1.735799 loss_bbox_aux_dn: 0.773864 loss_giou_aux_dn: 2.088995 loss: 14.758621 eta: 3 days, 23:14:45 batch_cost: 0.6412 data_cost: 0.0018 ips: 6.2383 images/s [04/12 16:21:36] ppdet.engine INFO: Epoch: [48] [1100/7329] learning_rate: 0.000100 loss_class: 0.554235 loss_bbox: 0.135292 loss_giou: 0.347008 loss_class_aux: 3.669317 loss_bbox_aux: 0.877367 loss_giou_aux: 2.153763 loss_class_dn: 0.332707 loss_bbox_dn: 0.139377 loss_giou_dn: 0.351999 loss_class_aux_dn: 1.824641 loss_bbox_aux_dn: 0.840382 loss_giou_aux_dn: 1.947866 loss: 14.288746 eta: 3 days, 23:13:39 batch_cost: 0.6452 data_cost: 0.0017 ips: 6.1998 images/s [04/12 16:22:46] ppdet.engine INFO: Epoch: [48] [1200/7329] learning_rate: 0.000100 loss_class: 0.603963 loss_bbox: 0.123873 loss_giou: 0.329275 loss_class_aux: 3.803710 loss_bbox_aux: 0.806466 loss_giou_aux: 2.104966 loss_class_dn: 0.313504 loss_bbox_dn: 0.162837 loss_giou_dn: 0.331292 loss_class_aux_dn: 1.687923 loss_bbox_aux_dn: 0.959475 loss_giou_aux_dn: 1.907556 loss: 13.408881 eta: 3 days, 23:12:33 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1583 images/s [04/12 16:23:57] ppdet.engine INFO: Epoch: [48] [1300/7329] learning_rate: 0.000100 loss_class: 0.519242 loss_bbox: 0.120021 loss_giou: 0.336506 loss_class_aux: 3.245548 loss_bbox_aux: 0.822382 loss_giou_aux: 2.132038 loss_class_dn: 0.274128 loss_bbox_dn: 0.134812 loss_giou_dn: 0.304893 loss_class_aux_dn: 1.487813 loss_bbox_aux_dn: 0.774076 loss_giou_aux_dn: 1.702068 loss: 11.893718 eta: 3 days, 23:11:28 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1520 images/s [04/12 16:25:07] ppdet.engine INFO: Epoch: [48] [1400/7329] learning_rate: 0.000100 loss_class: 0.590922 loss_bbox: 0.126160 loss_giou: 0.359528 loss_class_aux: 3.731403 loss_bbox_aux: 0.862486 loss_giou_aux: 2.340521 loss_class_dn: 0.319028 loss_bbox_dn: 0.139964 loss_giou_dn: 0.358548 loss_class_aux_dn: 1.723874 loss_bbox_aux_dn: 0.829301 loss_giou_aux_dn: 1.964515 loss: 14.129852 eta: 3 days, 23:10:22 batch_cost: 0.6456 data_cost: 0.0017 ips: 6.1962 images/s [04/12 16:26:17] ppdet.engine INFO: Epoch: [48] [1500/7329] learning_rate: 0.000100 loss_class: 0.559061 loss_bbox: 0.131979 loss_giou: 0.362469 loss_class_aux: 3.587392 loss_bbox_aux: 0.844470 loss_giou_aux: 2.296255 loss_class_dn: 0.315998 loss_bbox_dn: 0.135518 loss_giou_dn: 0.366606 loss_class_aux_dn: 1.692631 loss_bbox_aux_dn: 0.806859 loss_giou_aux_dn: 2.017409 loss: 13.118864 eta: 3 days, 23:09:16 batch_cost: 0.6458 data_cost: 0.0017 ips: 6.1939 images/s [04/12 16:27:27] ppdet.engine INFO: Epoch: [48] [1600/7329] learning_rate: 0.000100 loss_class: 0.623587 loss_bbox: 0.138496 loss_giou: 0.367238 loss_class_aux: 3.974706 loss_bbox_aux: 0.953766 loss_giou_aux: 2.383193 loss_class_dn: 0.333539 loss_bbox_dn: 0.155475 loss_giou_dn: 0.350614 loss_class_aux_dn: 1.775491 loss_bbox_aux_dn: 0.945749 loss_giou_aux_dn: 1.968262 loss: 14.585581 eta: 3 days, 23:08:11 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1711 images/s [04/12 16:28:38] ppdet.engine INFO: Epoch: [48] [1700/7329] learning_rate: 0.000100 loss_class: 0.571273 loss_bbox: 0.128845 loss_giou: 0.341408 loss_class_aux: 3.514645 loss_bbox_aux: 0.860281 loss_giou_aux: 2.131780 loss_class_dn: 0.311533 loss_bbox_dn: 0.149219 loss_giou_dn: 0.339281 loss_class_aux_dn: 1.647949 loss_bbox_aux_dn: 0.889915 loss_giou_aux_dn: 1.921801 loss: 13.787085 eta: 3 days, 23:07:06 batch_cost: 0.6544 data_cost: 0.0017 ips: 6.1122 images/s [04/12 16:29:48] ppdet.engine INFO: Epoch: [48] [1800/7329] learning_rate: 0.000100 loss_class: 0.624088 loss_bbox: 0.136669 loss_giou: 0.389377 loss_class_aux: 3.837945 loss_bbox_aux: 0.903151 loss_giou_aux: 2.445636 loss_class_dn: 0.355702 loss_bbox_dn: 0.129816 loss_giou_dn: 0.382634 loss_class_aux_dn: 1.920802 loss_bbox_aux_dn: 0.770154 loss_giou_aux_dn: 2.122756 loss: 14.776587 eta: 3 days, 23:06:00 batch_cost: 0.6412 data_cost: 0.0018 ips: 6.2382 images/s [04/12 16:31:00] ppdet.engine INFO: Epoch: [48] [1900/7329] learning_rate: 0.000100 loss_class: 0.598711 loss_bbox: 0.141357 loss_giou: 0.432163 loss_class_aux: 4.012936 loss_bbox_aux: 0.929785 loss_giou_aux: 2.781818 loss_class_dn: 0.354881 loss_bbox_dn: 0.144034 loss_giou_dn: 0.404034 loss_class_aux_dn: 1.922015 loss_bbox_aux_dn: 0.904987 loss_giou_aux_dn: 2.206557 loss: 15.045122 eta: 3 days, 23:04:56 batch_cost: 0.6634 data_cost: 0.0018 ips: 6.0298 images/s [04/12 16:32:10] ppdet.engine INFO: Epoch: [48] [2000/7329] learning_rate: 0.000100 loss_class: 0.551524 loss_bbox: 0.134999 loss_giou: 0.340537 loss_class_aux: 3.462685 loss_bbox_aux: 0.882883 loss_giou_aux: 2.212126 loss_class_dn: 0.310090 loss_bbox_dn: 0.157279 loss_giou_dn: 0.325327 loss_class_aux_dn: 1.685839 loss_bbox_aux_dn: 0.966055 loss_giou_aux_dn: 1.782405 loss: 13.418285 eta: 3 days, 23:03:51 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1713 images/s [04/12 16:33:23] ppdet.engine INFO: Epoch: [48] [2100/7329] learning_rate: 0.000100 loss_class: 0.583203 loss_bbox: 0.140880 loss_giou: 0.375911 loss_class_aux: 3.761402 loss_bbox_aux: 0.897308 loss_giou_aux: 2.362728 loss_class_dn: 0.305522 loss_bbox_dn: 0.157772 loss_giou_dn: 0.378878 loss_class_aux_dn: 1.655181 loss_bbox_aux_dn: 0.903571 loss_giou_aux_dn: 2.055062 loss: 13.538616 eta: 3 days, 23:02:47 batch_cost: 0.6629 data_cost: 0.0018 ips: 6.0344 images/s [04/12 16:34:33] ppdet.engine INFO: Epoch: [48] [2200/7329] learning_rate: 0.000100 loss_class: 0.572675 loss_bbox: 0.132853 loss_giou: 0.361204 loss_class_aux: 3.721588 loss_bbox_aux: 0.899131 loss_giou_aux: 2.251177 loss_class_dn: 0.320223 loss_bbox_dn: 0.147960 loss_giou_dn: 0.334965 loss_class_aux_dn: 1.715652 loss_bbox_aux_dn: 0.873209 loss_giou_aux_dn: 1.894090 loss: 13.978254 eta: 3 days, 23:01:41 batch_cost: 0.6429 data_cost: 0.0019 ips: 6.2217 images/s [04/12 16:35:45] ppdet.engine INFO: Epoch: [48] [2300/7329] learning_rate: 0.000100 loss_class: 0.605349 loss_bbox: 0.132489 loss_giou: 0.405057 loss_class_aux: 3.797617 loss_bbox_aux: 0.883074 loss_giou_aux: 2.585503 loss_class_dn: 0.371682 loss_bbox_dn: 0.144592 loss_giou_dn: 0.400442 loss_class_aux_dn: 2.018203 loss_bbox_aux_dn: 0.875563 loss_giou_aux_dn: 2.259211 loss: 14.873983 eta: 3 days, 23:00:37 batch_cost: 0.6594 data_cost: 0.0016 ips: 6.0660 images/s [04/12 16:36:55] ppdet.engine INFO: Epoch: [48] [2400/7329] learning_rate: 0.000100 loss_class: 0.582569 loss_bbox: 0.141947 loss_giou: 0.413985 loss_class_aux: 3.772614 loss_bbox_aux: 0.909267 loss_giou_aux: 2.576848 loss_class_dn: 0.346992 loss_bbox_dn: 0.156910 loss_giou_dn: 0.407755 loss_class_aux_dn: 1.847334 loss_bbox_aux_dn: 0.909169 loss_giou_aux_dn: 2.256969 loss: 14.920537 eta: 3 days, 22:59:32 batch_cost: 0.6468 data_cost: 0.0017 ips: 6.1844 images/s [04/12 16:38:04] ppdet.engine INFO: Epoch: [48] [2500/7329] learning_rate: 0.000100 loss_class: 0.562872 loss_bbox: 0.144587 loss_giou: 0.391670 loss_class_aux: 3.649910 loss_bbox_aux: 0.957589 loss_giou_aux: 2.518425 loss_class_dn: 0.338523 loss_bbox_dn: 0.150812 loss_giou_dn: 0.395073 loss_class_aux_dn: 1.820723 loss_bbox_aux_dn: 0.961782 loss_giou_aux_dn: 2.193372 loss: 14.341499 eta: 3 days, 22:58:25 batch_cost: 0.6429 data_cost: 0.0016 ips: 6.2215 images/s [04/12 16:39:14] ppdet.engine INFO: Epoch: [48] [2600/7329] learning_rate: 0.000100 loss_class: 0.611427 loss_bbox: 0.150624 loss_giou: 0.457854 loss_class_aux: 4.021386 loss_bbox_aux: 0.989913 loss_giou_aux: 2.870575 loss_class_dn: 0.356192 loss_bbox_dn: 0.159040 loss_giou_dn: 0.424896 loss_class_aux_dn: 1.883716 loss_bbox_aux_dn: 0.927610 loss_giou_aux_dn: 2.406302 loss: 15.209743 eta: 3 days, 22:57:18 batch_cost: 0.6394 data_cost: 0.0018 ips: 6.2562 images/s [04/12 16:40:25] ppdet.engine INFO: Epoch: [48] [2700/7329] learning_rate: 0.000100 loss_class: 0.576520 loss_bbox: 0.140340 loss_giou: 0.379698 loss_class_aux: 3.620327 loss_bbox_aux: 0.855973 loss_giou_aux: 2.435343 loss_class_dn: 0.324843 loss_bbox_dn: 0.147332 loss_giou_dn: 0.388217 loss_class_aux_dn: 1.743800 loss_bbox_aux_dn: 0.875869 loss_giou_aux_dn: 2.156625 loss: 13.983134 eta: 3 days, 22:56:14 batch_cost: 0.6566 data_cost: 0.0017 ips: 6.0920 images/s [04/12 16:41:37] ppdet.engine INFO: Epoch: [48] [2800/7329] learning_rate: 0.000100 loss_class: 0.538874 loss_bbox: 0.132416 loss_giou: 0.349870 loss_class_aux: 3.440223 loss_bbox_aux: 0.837011 loss_giou_aux: 2.209501 loss_class_dn: 0.287184 loss_bbox_dn: 0.135020 loss_giou_dn: 0.321723 loss_class_aux_dn: 1.545817 loss_bbox_aux_dn: 0.789103 loss_giou_aux_dn: 1.789736 loss: 13.396012 eta: 3 days, 22:55:11 batch_cost: 0.6608 data_cost: 0.0018 ips: 6.0529 images/s [04/12 16:42:47] ppdet.engine INFO: Epoch: [48] [2900/7329] learning_rate: 0.000100 loss_class: 0.544589 loss_bbox: 0.133862 loss_giou: 0.334768 loss_class_aux: 3.495063 loss_bbox_aux: 0.830668 loss_giou_aux: 2.213562 loss_class_dn: 0.310999 loss_bbox_dn: 0.140665 loss_giou_dn: 0.335165 loss_class_aux_dn: 1.702250 loss_bbox_aux_dn: 0.820119 loss_giou_aux_dn: 1.831095 loss: 13.499737 eta: 3 days, 22:54:05 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1826 images/s [04/12 16:43:58] ppdet.engine INFO: Epoch: [48] [3000/7329] learning_rate: 0.000100 loss_class: 0.553809 loss_bbox: 0.137501 loss_giou: 0.395724 loss_class_aux: 3.673050 loss_bbox_aux: 0.897370 loss_giou_aux: 2.408380 loss_class_dn: 0.339287 loss_bbox_dn: 0.145369 loss_giou_dn: 0.387915 loss_class_aux_dn: 1.854289 loss_bbox_aux_dn: 0.850162 loss_giou_aux_dn: 2.186713 loss: 14.962263 eta: 3 days, 22:53:01 batch_cost: 0.6591 data_cost: 0.0017 ips: 6.0688 images/s [04/12 16:45:11] ppdet.engine INFO: Epoch: [48] [3100/7329] learning_rate: 0.000100 loss_class: 0.551668 loss_bbox: 0.127632 loss_giou: 0.320591 loss_class_aux: 3.519019 loss_bbox_aux: 0.831428 loss_giou_aux: 2.098005 loss_class_dn: 0.292972 loss_bbox_dn: 0.122488 loss_giou_dn: 0.319140 loss_class_aux_dn: 1.592367 loss_bbox_aux_dn: 0.728327 loss_giou_aux_dn: 1.761308 loss: 12.249588 eta: 3 days, 22:51:58 batch_cost: 0.6644 data_cost: 0.0018 ips: 6.0202 images/s [04/12 16:46:22] ppdet.engine INFO: Epoch: [48] [3200/7329] learning_rate: 0.000100 loss_class: 0.594998 loss_bbox: 0.131963 loss_giou: 0.405328 loss_class_aux: 3.864507 loss_bbox_aux: 0.884440 loss_giou_aux: 2.528761 loss_class_dn: 0.346838 loss_bbox_dn: 0.139515 loss_giou_dn: 0.373777 loss_class_aux_dn: 1.863497 loss_bbox_aux_dn: 0.806971 loss_giou_aux_dn: 2.068779 loss: 14.991662 eta: 3 days, 22:50:52 batch_cost: 0.6483 data_cost: 0.0017 ips: 6.1696 images/s [04/12 16:47:32] ppdet.engine INFO: Epoch: [48] [3300/7329] learning_rate: 0.000100 loss_class: 0.582426 loss_bbox: 0.141748 loss_giou: 0.405094 loss_class_aux: 3.747207 loss_bbox_aux: 0.914483 loss_giou_aux: 2.552910 loss_class_dn: 0.342023 loss_bbox_dn: 0.152501 loss_giou_dn: 0.375257 loss_class_aux_dn: 1.829982 loss_bbox_aux_dn: 0.899525 loss_giou_aux_dn: 2.106584 loss: 14.132830 eta: 3 days, 22:49:47 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1372 images/s [04/12 16:48:43] ppdet.engine INFO: Epoch: [48] [3400/7329] learning_rate: 0.000100 loss_class: 0.542102 loss_bbox: 0.105173 loss_giou: 0.297581 loss_class_aux: 3.341980 loss_bbox_aux: 0.734233 loss_giou_aux: 1.861575 loss_class_dn: 0.290583 loss_bbox_dn: 0.116956 loss_giou_dn: 0.301937 loss_class_aux_dn: 1.570015 loss_bbox_aux_dn: 0.705355 loss_giou_aux_dn: 1.671989 loss: 12.039219 eta: 3 days, 22:48:42 batch_cost: 0.6509 data_cost: 0.0017 ips: 6.1451 images/s [04/12 16:49:56] ppdet.engine INFO: Epoch: [48] [3500/7329] learning_rate: 0.000100 loss_class: 0.623012 loss_bbox: 0.137067 loss_giou: 0.450428 loss_class_aux: 4.012329 loss_bbox_aux: 0.913803 loss_giou_aux: 2.789249 loss_class_dn: 0.370988 loss_bbox_dn: 0.153528 loss_giou_dn: 0.433956 loss_class_aux_dn: 2.012082 loss_bbox_aux_dn: 0.871283 loss_giou_aux_dn: 2.404384 loss: 15.680555 eta: 3 days, 22:47:40 batch_cost: 0.6674 data_cost: 0.0016 ips: 5.9936 images/s [04/12 16:51:06] ppdet.engine INFO: Epoch: [48] [3600/7329] learning_rate: 0.000100 loss_class: 0.521509 loss_bbox: 0.127175 loss_giou: 0.314609 loss_class_aux: 3.410601 loss_bbox_aux: 0.867907 loss_giou_aux: 1.924336 loss_class_dn: 0.303818 loss_bbox_dn: 0.138968 loss_giou_dn: 0.296629 loss_class_aux_dn: 1.626018 loss_bbox_aux_dn: 0.816521 loss_giou_aux_dn: 1.699420 loss: 12.819147 eta: 3 days, 22:46:34 batch_cost: 0.6492 data_cost: 0.0016 ips: 6.1611 images/s [04/12 16:52:17] ppdet.engine INFO: Epoch: [48] [3700/7329] learning_rate: 0.000100 loss_class: 0.582404 loss_bbox: 0.130673 loss_giou: 0.388231 loss_class_aux: 3.582620 loss_bbox_aux: 0.875604 loss_giou_aux: 2.503204 loss_class_dn: 0.327515 loss_bbox_dn: 0.123807 loss_giou_dn: 0.340231 loss_class_aux_dn: 1.752105 loss_bbox_aux_dn: 0.759694 loss_giou_aux_dn: 1.896032 loss: 13.896862 eta: 3 days, 22:45:29 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1463 images/s [04/12 16:53:27] ppdet.engine INFO: Epoch: [48] [3800/7329] learning_rate: 0.000100 loss_class: 0.563183 loss_bbox: 0.130944 loss_giou: 0.365752 loss_class_aux: 3.683890 loss_bbox_aux: 0.875849 loss_giou_aux: 2.288599 loss_class_dn: 0.323327 loss_bbox_dn: 0.140611 loss_giou_dn: 0.358735 loss_class_aux_dn: 1.766613 loss_bbox_aux_dn: 0.848507 loss_giou_aux_dn: 1.952997 loss: 13.489086 eta: 3 days, 22:44:23 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2005 images/s [04/12 16:54:36] ppdet.engine INFO: Epoch: [48] [3900/7329] learning_rate: 0.000100 loss_class: 0.532550 loss_bbox: 0.126056 loss_giou: 0.335722 loss_class_aux: 3.530026 loss_bbox_aux: 0.845279 loss_giou_aux: 2.066717 loss_class_dn: 0.317909 loss_bbox_dn: 0.133308 loss_giou_dn: 0.331750 loss_class_aux_dn: 1.735067 loss_bbox_aux_dn: 0.806634 loss_giou_aux_dn: 1.863634 loss: 13.858566 eta: 3 days, 22:43:16 batch_cost: 0.6366 data_cost: 0.0019 ips: 6.2838 images/s [04/12 16:55:46] ppdet.engine INFO: Epoch: [48] [4000/7329] learning_rate: 0.000100 loss_class: 0.581856 loss_bbox: 0.129916 loss_giou: 0.386002 loss_class_aux: 3.702407 loss_bbox_aux: 0.857752 loss_giou_aux: 2.402137 loss_class_dn: 0.344741 loss_bbox_dn: 0.141432 loss_giou_dn: 0.393842 loss_class_aux_dn: 1.820379 loss_bbox_aux_dn: 0.857939 loss_giou_aux_dn: 2.205979 loss: 14.604357 eta: 3 days, 22:42:09 batch_cost: 0.6425 data_cost: 0.0018 ips: 6.2254 images/s [04/12 16:56:56] ppdet.engine INFO: Epoch: [48] [4100/7329] learning_rate: 0.000100 loss_class: 0.581907 loss_bbox: 0.128902 loss_giou: 0.376630 loss_class_aux: 3.747774 loss_bbox_aux: 0.817753 loss_giou_aux: 2.328663 loss_class_dn: 0.342662 loss_bbox_dn: 0.144114 loss_giou_dn: 0.341061 loss_class_aux_dn: 1.868690 loss_bbox_aux_dn: 0.835465 loss_giou_aux_dn: 1.909979 loss: 13.591219 eta: 3 days, 22:41:04 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1924 images/s [04/12 16:58:06] ppdet.engine INFO: Epoch: [48] [4200/7329] learning_rate: 0.000100 loss_class: 0.602530 loss_bbox: 0.130364 loss_giou: 0.380420 loss_class_aux: 3.781595 loss_bbox_aux: 0.877755 loss_giou_aux: 2.381752 loss_class_dn: 0.335119 loss_bbox_dn: 0.145794 loss_giou_dn: 0.367312 loss_class_aux_dn: 1.823155 loss_bbox_aux_dn: 0.884412 loss_giou_aux_dn: 2.053727 loss: 14.055180 eta: 3 days, 22:39:58 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1645 images/s [04/12 16:59:18] ppdet.engine INFO: Epoch: [48] [4300/7329] learning_rate: 0.000100 loss_class: 0.630966 loss_bbox: 0.148409 loss_giou: 0.437698 loss_class_aux: 3.962745 loss_bbox_aux: 0.981713 loss_giou_aux: 2.755839 loss_class_dn: 0.368866 loss_bbox_dn: 0.151782 loss_giou_dn: 0.403047 loss_class_aux_dn: 2.018424 loss_bbox_aux_dn: 0.884307 loss_giou_aux_dn: 2.242474 loss: 15.595106 eta: 3 days, 22:38:55 batch_cost: 0.6611 data_cost: 0.0019 ips: 6.0503 images/s [04/12 17:00:27] ppdet.engine INFO: Epoch: [48] [4400/7329] learning_rate: 0.000100 loss_class: 0.553311 loss_bbox: 0.121959 loss_giou: 0.393987 loss_class_aux: 3.630793 loss_bbox_aux: 0.762961 loss_giou_aux: 2.540707 loss_class_dn: 0.337384 loss_bbox_dn: 0.130793 loss_giou_dn: 0.397490 loss_class_aux_dn: 1.826506 loss_bbox_aux_dn: 0.802701 loss_giou_aux_dn: 2.174357 loss: 14.188465 eta: 3 days, 22:37:47 batch_cost: 0.6370 data_cost: 0.0019 ips: 6.2790 images/s [04/12 17:01:38] ppdet.engine INFO: Epoch: [48] [4500/7329] learning_rate: 0.000100 loss_class: 0.541923 loss_bbox: 0.122269 loss_giou: 0.375368 loss_class_aux: 3.440183 loss_bbox_aux: 0.845525 loss_giou_aux: 2.351224 loss_class_dn: 0.296278 loss_bbox_dn: 0.133118 loss_giou_dn: 0.344680 loss_class_aux_dn: 1.610865 loss_bbox_aux_dn: 0.778589 loss_giou_aux_dn: 1.875787 loss: 13.243561 eta: 3 days, 22:36:43 batch_cost: 0.6536 data_cost: 0.0019 ips: 6.1198 images/s [04/12 17:02:51] ppdet.engine INFO: Epoch: [48] [4600/7329] learning_rate: 0.000100 loss_class: 0.547553 loss_bbox: 0.134837 loss_giou: 0.347706 loss_class_aux: 3.578511 loss_bbox_aux: 0.888684 loss_giou_aux: 2.227073 loss_class_dn: 0.309342 loss_bbox_dn: 0.143454 loss_giou_dn: 0.340051 loss_class_aux_dn: 1.687213 loss_bbox_aux_dn: 0.855636 loss_giou_aux_dn: 1.911122 loss: 13.162872 eta: 3 days, 22:35:40 batch_cost: 0.6692 data_cost: 0.0018 ips: 5.9777 images/s [04/12 17:04:01] ppdet.engine INFO: Epoch: [48] [4700/7329] learning_rate: 0.000100 loss_class: 0.519284 loss_bbox: 0.131137 loss_giou: 0.288036 loss_class_aux: 3.308741 loss_bbox_aux: 0.880092 loss_giou_aux: 1.679187 loss_class_dn: 0.279547 loss_bbox_dn: 0.133933 loss_giou_dn: 0.284390 loss_class_aux_dn: 1.500238 loss_bbox_aux_dn: 0.852565 loss_giou_aux_dn: 1.597427 loss: 11.319464 eta: 3 days, 22:34:35 batch_cost: 0.6477 data_cost: 0.0017 ips: 6.1758 images/s [04/12 17:05:11] ppdet.engine INFO: Epoch: [48] [4800/7329] learning_rate: 0.000100 loss_class: 0.458210 loss_bbox: 0.115286 loss_giou: 0.330017 loss_class_aux: 3.014904 loss_bbox_aux: 0.745700 loss_giou_aux: 1.998829 loss_class_dn: 0.255388 loss_bbox_dn: 0.121610 loss_giou_dn: 0.278704 loss_class_aux_dn: 1.401667 loss_bbox_aux_dn: 0.785760 loss_giou_aux_dn: 1.554466 loss: 11.019665 eta: 3 days, 22:33:29 batch_cost: 0.6453 data_cost: 0.0017 ips: 6.1991 images/s [04/12 17:06:20] ppdet.engine INFO: Epoch: [48] [4900/7329] learning_rate: 0.000100 loss_class: 0.575885 loss_bbox: 0.130097 loss_giou: 0.348997 loss_class_aux: 3.679079 loss_bbox_aux: 0.800320 loss_giou_aux: 2.288475 loss_class_dn: 0.324621 loss_bbox_dn: 0.145587 loss_giou_dn: 0.371571 loss_class_aux_dn: 1.749374 loss_bbox_aux_dn: 0.854030 loss_giou_aux_dn: 2.043234 loss: 13.675859 eta: 3 days, 22:32:22 batch_cost: 0.6366 data_cost: 0.0016 ips: 6.2838 images/s [04/12 17:07:30] ppdet.engine INFO: Epoch: [48] [5000/7329] learning_rate: 0.000100 loss_class: 0.605445 loss_bbox: 0.129751 loss_giou: 0.399186 loss_class_aux: 3.863610 loss_bbox_aux: 0.889516 loss_giou_aux: 2.482564 loss_class_dn: 0.314313 loss_bbox_dn: 0.143227 loss_giou_dn: 0.341814 loss_class_aux_dn: 1.699544 loss_bbox_aux_dn: 0.862660 loss_giou_aux_dn: 1.893811 loss: 13.929022 eta: 3 days, 22:31:16 batch_cost: 0.6452 data_cost: 0.0020 ips: 6.1995 images/s [04/12 17:08:41] ppdet.engine INFO: Epoch: [48] [5100/7329] learning_rate: 0.000100 loss_class: 0.523977 loss_bbox: 0.114439 loss_giou: 0.384424 loss_class_aux: 3.210476 loss_bbox_aux: 0.772142 loss_giou_aux: 2.426896 loss_class_dn: 0.309432 loss_bbox_dn: 0.125203 loss_giou_dn: 0.362115 loss_class_aux_dn: 1.657455 loss_bbox_aux_dn: 0.779600 loss_giou_aux_dn: 1.964627 loss: 13.398188 eta: 3 days, 22:30:10 batch_cost: 0.6448 data_cost: 0.0018 ips: 6.2037 images/s [04/12 17:09:50] ppdet.engine INFO: Epoch: [48] [5200/7329] learning_rate: 0.000100 loss_class: 0.536277 loss_bbox: 0.128185 loss_giou: 0.327737 loss_class_aux: 3.554672 loss_bbox_aux: 0.854227 loss_giou_aux: 2.074757 loss_class_dn: 0.310312 loss_bbox_dn: 0.137434 loss_giou_dn: 0.323625 loss_class_aux_dn: 1.654893 loss_bbox_aux_dn: 0.826554 loss_giou_aux_dn: 1.872694 loss: 12.697366 eta: 3 days, 22:29:03 batch_cost: 0.6401 data_cost: 0.0018 ips: 6.2491 images/s [04/12 17:11:00] ppdet.engine INFO: Epoch: [48] [5300/7329] learning_rate: 0.000100 loss_class: 0.592129 loss_bbox: 0.131093 loss_giou: 0.303167 loss_class_aux: 3.742551 loss_bbox_aux: 0.792096 loss_giou_aux: 1.983928 loss_class_dn: 0.311515 loss_bbox_dn: 0.144898 loss_giou_dn: 0.319986 loss_class_aux_dn: 1.676343 loss_bbox_aux_dn: 0.836545 loss_giou_aux_dn: 1.824607 loss: 13.497624 eta: 3 days, 22:27:56 batch_cost: 0.6409 data_cost: 0.0017 ips: 6.2414 images/s [04/12 17:12:10] ppdet.engine INFO: Epoch: [48] [5400/7329] learning_rate: 0.000100 loss_class: 0.607644 loss_bbox: 0.152332 loss_giou: 0.429891 loss_class_aux: 3.908248 loss_bbox_aux: 0.986220 loss_giou_aux: 2.741973 loss_class_dn: 0.357072 loss_bbox_dn: 0.159155 loss_giou_dn: 0.391903 loss_class_aux_dn: 1.890192 loss_bbox_aux_dn: 0.927288 loss_giou_aux_dn: 2.211534 loss: 14.724782 eta: 3 days, 22:26:51 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1368 images/s [04/12 17:13:20] ppdet.engine INFO: Epoch: [48] [5500/7329] learning_rate: 0.000100 loss_class: 0.558240 loss_bbox: 0.124386 loss_giou: 0.380499 loss_class_aux: 3.458401 loss_bbox_aux: 0.795693 loss_giou_aux: 2.345636 loss_class_dn: 0.317477 loss_bbox_dn: 0.123710 loss_giou_dn: 0.340515 loss_class_aux_dn: 1.726392 loss_bbox_aux_dn: 0.727374 loss_giou_aux_dn: 1.991825 loss: 13.860547 eta: 3 days, 22:25:45 batch_cost: 0.6452 data_cost: 0.0017 ips: 6.1993 images/s [04/12 17:14:31] ppdet.engine INFO: Epoch: [48] [5600/7329] learning_rate: 0.000100 loss_class: 0.637898 loss_bbox: 0.133353 loss_giou: 0.429228 loss_class_aux: 4.050204 loss_bbox_aux: 0.875147 loss_giou_aux: 2.678252 loss_class_dn: 0.359184 loss_bbox_dn: 0.127740 loss_giou_dn: 0.388336 loss_class_aux_dn: 1.916682 loss_bbox_aux_dn: 0.765095 loss_giou_aux_dn: 2.201139 loss: 15.614193 eta: 3 days, 22:24:41 batch_cost: 0.6539 data_cost: 0.0017 ips: 6.1173 images/s [04/12 17:15:42] ppdet.engine INFO: Epoch: [48] [5700/7329] learning_rate: 0.000100 loss_class: 0.611378 loss_bbox: 0.126722 loss_giou: 0.414360 loss_class_aux: 3.823531 loss_bbox_aux: 0.817134 loss_giou_aux: 2.562706 loss_class_dn: 0.353073 loss_bbox_dn: 0.125943 loss_giou_dn: 0.392556 loss_class_aux_dn: 1.872335 loss_bbox_aux_dn: 0.751433 loss_giou_aux_dn: 2.154585 loss: 14.511835 eta: 3 days, 22:23:36 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1466 images/s [04/12 17:16:54] ppdet.engine INFO: Epoch: [48] [5800/7329] learning_rate: 0.000100 loss_class: 0.600661 loss_bbox: 0.146904 loss_giou: 0.349038 loss_class_aux: 3.886526 loss_bbox_aux: 1.000819 loss_giou_aux: 2.225193 loss_class_dn: 0.330607 loss_bbox_dn: 0.157271 loss_giou_dn: 0.352838 loss_class_aux_dn: 1.795119 loss_bbox_aux_dn: 0.933277 loss_giou_aux_dn: 1.950788 loss: 13.591572 eta: 3 days, 22:22:32 batch_cost: 0.6593 data_cost: 0.0018 ips: 6.0673 images/s [04/12 17:18:05] ppdet.engine INFO: Epoch: [48] [5900/7329] learning_rate: 0.000100 loss_class: 0.525900 loss_bbox: 0.142306 loss_giou: 0.327097 loss_class_aux: 3.362401 loss_bbox_aux: 0.937445 loss_giou_aux: 2.069608 loss_class_dn: 0.288412 loss_bbox_dn: 0.157467 loss_giou_dn: 0.317827 loss_class_aux_dn: 1.563738 loss_bbox_aux_dn: 0.942481 loss_giou_aux_dn: 1.756758 loss: 12.386518 eta: 3 days, 22:21:26 batch_cost: 0.6507 data_cost: 0.0016 ips: 6.1471 images/s [04/12 17:19:16] ppdet.engine INFO: Epoch: [48] [6000/7329] learning_rate: 0.000100 loss_class: 0.554278 loss_bbox: 0.124990 loss_giou: 0.304406 loss_class_aux: 3.656363 loss_bbox_aux: 0.843444 loss_giou_aux: 1.868542 loss_class_dn: 0.292041 loss_bbox_dn: 0.140934 loss_giou_dn: 0.289602 loss_class_aux_dn: 1.582120 loss_bbox_aux_dn: 0.849825 loss_giou_aux_dn: 1.561943 loss: 12.030672 eta: 3 days, 22:20:22 batch_cost: 0.6536 data_cost: 0.0018 ips: 6.1199 images/s [04/12 17:20:27] ppdet.engine INFO: Epoch: [48] [6100/7329] learning_rate: 0.000100 loss_class: 0.617645 loss_bbox: 0.154175 loss_giou: 0.418593 loss_class_aux: 3.832299 loss_bbox_aux: 0.976484 loss_giou_aux: 2.695927 loss_class_dn: 0.342993 loss_bbox_dn: 0.145540 loss_giou_dn: 0.395439 loss_class_aux_dn: 1.876365 loss_bbox_aux_dn: 0.875889 loss_giou_aux_dn: 2.208707 loss: 15.576067 eta: 3 days, 22:19:17 batch_cost: 0.6525 data_cost: 0.0018 ips: 6.1304 images/s [04/12 17:21:38] ppdet.engine INFO: Epoch: [48] [6200/7329] learning_rate: 0.000100 loss_class: 0.583388 loss_bbox: 0.135809 loss_giou: 0.344194 loss_class_aux: 3.753451 loss_bbox_aux: 0.917761 loss_giou_aux: 2.252927 loss_class_dn: 0.344656 loss_bbox_dn: 0.145148 loss_giou_dn: 0.358268 loss_class_aux_dn: 1.862725 loss_bbox_aux_dn: 0.862447 loss_giou_aux_dn: 2.005256 loss: 14.274467 eta: 3 days, 22:18:13 batch_cost: 0.6574 data_cost: 0.0018 ips: 6.0846 images/s [04/12 17:22:49] ppdet.engine INFO: Epoch: [48] [6300/7329] learning_rate: 0.000100 loss_class: 0.555116 loss_bbox: 0.134056 loss_giou: 0.314111 loss_class_aux: 3.577694 loss_bbox_aux: 0.907008 loss_giou_aux: 2.107913 loss_class_dn: 0.293108 loss_bbox_dn: 0.150877 loss_giou_dn: 0.332420 loss_class_aux_dn: 1.556541 loss_bbox_aux_dn: 0.934073 loss_giou_aux_dn: 1.799284 loss: 12.632570 eta: 3 days, 22:17:07 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1639 images/s [04/12 17:23:59] ppdet.engine INFO: Epoch: [48] [6400/7329] learning_rate: 0.000100 loss_class: 0.613910 loss_bbox: 0.119390 loss_giou: 0.346130 loss_class_aux: 3.787218 loss_bbox_aux: 0.808008 loss_giou_aux: 2.153771 loss_class_dn: 0.300627 loss_bbox_dn: 0.139156 loss_giou_dn: 0.328309 loss_class_aux_dn: 1.627160 loss_bbox_aux_dn: 0.820252 loss_giou_aux_dn: 1.842732 loss: 13.143574 eta: 3 days, 22:16:02 batch_cost: 0.6472 data_cost: 0.0017 ips: 6.1803 images/s [04/12 17:25:11] ppdet.engine INFO: Epoch: [48] [6500/7329] learning_rate: 0.000100 loss_class: 0.503593 loss_bbox: 0.126035 loss_giou: 0.385435 loss_class_aux: 3.273073 loss_bbox_aux: 0.840631 loss_giou_aux: 2.390562 loss_class_dn: 0.295743 loss_bbox_dn: 0.128264 loss_giou_dn: 0.342732 loss_class_aux_dn: 1.584909 loss_bbox_aux_dn: 0.775358 loss_giou_aux_dn: 1.914866 loss: 12.909883 eta: 3 days, 22:14:58 batch_cost: 0.6615 data_cost: 0.0019 ips: 6.0466 images/s [04/12 17:26:21] ppdet.engine INFO: Epoch: [48] [6600/7329] learning_rate: 0.000100 loss_class: 0.576095 loss_bbox: 0.147193 loss_giou: 0.342984 loss_class_aux: 3.679696 loss_bbox_aux: 0.908847 loss_giou_aux: 2.271450 loss_class_dn: 0.319998 loss_bbox_dn: 0.132442 loss_giou_dn: 0.354438 loss_class_aux_dn: 1.714419 loss_bbox_aux_dn: 0.819592 loss_giou_aux_dn: 1.958795 loss: 14.524097 eta: 3 days, 22:13:52 batch_cost: 0.6438 data_cost: 0.0019 ips: 6.2127 images/s [04/12 17:27:31] ppdet.engine INFO: Epoch: [48] [6700/7329] learning_rate: 0.000100 loss_class: 0.518170 loss_bbox: 0.131806 loss_giou: 0.381171 loss_class_aux: 3.299391 loss_bbox_aux: 0.865903 loss_giou_aux: 2.458444 loss_class_dn: 0.309512 loss_bbox_dn: 0.136969 loss_giou_dn: 0.344439 loss_class_aux_dn: 1.640277 loss_bbox_aux_dn: 0.850816 loss_giou_aux_dn: 1.936834 loss: 12.875546 eta: 3 days, 22:12:47 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1547 images/s [04/12 17:28:42] ppdet.engine INFO: Epoch: [48] [6800/7329] learning_rate: 0.000100 loss_class: 0.560990 loss_bbox: 0.145428 loss_giou: 0.358257 loss_class_aux: 3.577438 loss_bbox_aux: 0.937521 loss_giou_aux: 2.289048 loss_class_dn: 0.320888 loss_bbox_dn: 0.155494 loss_giou_dn: 0.336990 loss_class_aux_dn: 1.732781 loss_bbox_aux_dn: 0.914106 loss_giou_aux_dn: 1.892528 loss: 13.449152 eta: 3 days, 22:11:42 batch_cost: 0.6534 data_cost: 0.0019 ips: 6.1219 images/s [04/12 17:29:52] ppdet.engine INFO: Epoch: [48] [6900/7329] learning_rate: 0.000100 loss_class: 0.566138 loss_bbox: 0.122352 loss_giou: 0.348765 loss_class_aux: 3.597458 loss_bbox_aux: 0.822909 loss_giou_aux: 2.214544 loss_class_dn: 0.317300 loss_bbox_dn: 0.136253 loss_giou_dn: 0.354231 loss_class_aux_dn: 1.699840 loss_bbox_aux_dn: 0.805967 loss_giou_aux_dn: 1.927242 loss: 13.539541 eta: 3 days, 22:10:35 batch_cost: 0.6408 data_cost: 0.0018 ips: 6.2418 images/s [04/12 17:31:02] ppdet.engine INFO: Epoch: [48] [7000/7329] learning_rate: 0.000100 loss_class: 0.587861 loss_bbox: 0.124960 loss_giou: 0.413164 loss_class_aux: 3.630759 loss_bbox_aux: 0.794649 loss_giou_aux: 2.640720 loss_class_dn: 0.343983 loss_bbox_dn: 0.132948 loss_giou_dn: 0.378867 loss_class_aux_dn: 1.811250 loss_bbox_aux_dn: 0.782459 loss_giou_aux_dn: 2.126747 loss: 13.748077 eta: 3 days, 22:09:29 batch_cost: 0.6438 data_cost: 0.0020 ips: 6.2134 images/s [04/12 17:32:12] ppdet.engine INFO: Epoch: [48] [7100/7329] learning_rate: 0.000100 loss_class: 0.516428 loss_bbox: 0.131761 loss_giou: 0.312581 loss_class_aux: 3.329682 loss_bbox_aux: 0.842012 loss_giou_aux: 1.950216 loss_class_dn: 0.298854 loss_bbox_dn: 0.135669 loss_giou_dn: 0.294328 loss_class_aux_dn: 1.594569 loss_bbox_aux_dn: 0.817928 loss_giou_aux_dn: 1.621787 loss: 12.554994 eta: 3 days, 22:08:24 batch_cost: 0.6477 data_cost: 0.0018 ips: 6.1758 images/s [04/12 17:33:22] ppdet.engine INFO: Epoch: [48] [7200/7329] learning_rate: 0.000100 loss_class: 0.525117 loss_bbox: 0.107176 loss_giou: 0.282310 loss_class_aux: 3.321690 loss_bbox_aux: 0.721365 loss_giou_aux: 1.841136 loss_class_dn: 0.296702 loss_bbox_dn: 0.108558 loss_giou_dn: 0.283021 loss_class_aux_dn: 1.610787 loss_bbox_aux_dn: 0.684169 loss_giou_aux_dn: 1.599564 loss: 12.469707 eta: 3 days, 22:07:18 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1653 images/s [04/12 17:34:34] ppdet.engine INFO: Epoch: [48] [7300/7329] learning_rate: 0.000100 loss_class: 0.486865 loss_bbox: 0.133522 loss_giou: 0.301741 loss_class_aux: 3.078721 loss_bbox_aux: 0.839667 loss_giou_aux: 1.909796 loss_class_dn: 0.275859 loss_bbox_dn: 0.135348 loss_giou_dn: 0.282362 loss_class_aux_dn: 1.521203 loss_bbox_aux_dn: 0.809431 loss_giou_aux_dn: 1.549454 loss: 11.487175 eta: 3 days, 22:06:15 batch_cost: 0.6611 data_cost: 0.0017 ips: 6.0502 images/s [04/12 17:35:00] ppdet.engine INFO: Eval iter: 0 [04/12 17:35:27] ppdet.engine INFO: Eval iter: 100 [04/12 17:35:55] ppdet.engine INFO: Eval iter: 200 [04/12 17:36:23] ppdet.engine INFO: Eval iter: 300 [04/12 17:36:50] ppdet.engine INFO: Eval iter: 400 [04/12 17:37:18] ppdet.engine INFO: Eval iter: 500 [04/12 17:37:46] ppdet.engine INFO: Eval iter: 600 [04/12 17:38:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 17:38:29] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.20s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.46s). Accumulating evaluation results... DONE (t=29.18s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/12 17:41:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.76533169182293 [04/12 17:41:20] ppdet.engine INFO: Best test bbox ap is 0.541. [04/12 17:41:21] ppdet.engine INFO: Epoch: [49] [ 0/7329] learning_rate: 0.000100 loss_class: 0.515324 loss_bbox: 0.124038 loss_giou: 0.324707 loss_class_aux: 3.299568 loss_bbox_aux: 0.765773 loss_giou_aux: 2.048395 loss_class_dn: 0.298521 loss_bbox_dn: 0.114901 loss_giou_dn: 0.307174 loss_class_aux_dn: 1.636706 loss_bbox_aux_dn: 0.732754 loss_giou_aux_dn: 1.691034 loss: 12.122017 eta: 3 days, 22:05:57 batch_cost: 0.6687 data_cost: 0.0016 ips: 5.9819 images/s [04/12 17:42:31] ppdet.engine INFO: Epoch: [49] [ 100/7329] learning_rate: 0.000100 loss_class: 0.583820 loss_bbox: 0.130493 loss_giou: 0.380599 loss_class_aux: 3.777669 loss_bbox_aux: 0.873275 loss_giou_aux: 2.395250 loss_class_dn: 0.335127 loss_bbox_dn: 0.130594 loss_giou_dn: 0.364459 loss_class_aux_dn: 1.805060 loss_bbox_aux_dn: 0.806469 loss_giou_aux_dn: 2.054955 loss: 14.356014 eta: 3 days, 22:04:51 batch_cost: 0.6466 data_cost: 0.0016 ips: 6.1859 images/s [04/12 17:43:41] ppdet.engine INFO: Epoch: [49] [ 200/7329] learning_rate: 0.000100 loss_class: 0.571634 loss_bbox: 0.125993 loss_giou: 0.372509 loss_class_aux: 3.421395 loss_bbox_aux: 0.840655 loss_giou_aux: 2.372766 loss_class_dn: 0.339227 loss_bbox_dn: 0.126164 loss_giou_dn: 0.370133 loss_class_aux_dn: 1.817779 loss_bbox_aux_dn: 0.772821 loss_giou_aux_dn: 2.095809 loss: 14.425048 eta: 3 days, 22:03:45 batch_cost: 0.6430 data_cost: 0.0015 ips: 6.2211 images/s [04/12 17:44:51] ppdet.engine INFO: Epoch: [49] [ 300/7329] learning_rate: 0.000100 loss_class: 0.520926 loss_bbox: 0.128504 loss_giou: 0.436262 loss_class_aux: 3.310085 loss_bbox_aux: 0.827264 loss_giou_aux: 2.734626 loss_class_dn: 0.306773 loss_bbox_dn: 0.127600 loss_giou_dn: 0.375326 loss_class_aux_dn: 1.657813 loss_bbox_aux_dn: 0.791007 loss_giou_aux_dn: 2.110917 loss: 13.316786 eta: 3 days, 22:02:39 batch_cost: 0.6453 data_cost: 0.0017 ips: 6.1986 images/s [04/12 17:46:01] ppdet.engine INFO: Epoch: [49] [ 400/7329] learning_rate: 0.000100 loss_class: 0.591951 loss_bbox: 0.138543 loss_giou: 0.382519 loss_class_aux: 3.683703 loss_bbox_aux: 0.929830 loss_giou_aux: 2.404328 loss_class_dn: 0.330017 loss_bbox_dn: 0.160764 loss_giou_dn: 0.349842 loss_class_aux_dn: 1.796346 loss_bbox_aux_dn: 0.930656 loss_giou_aux_dn: 1.925927 loss: 13.902519 eta: 3 days, 22:01:33 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1810 images/s [04/12 17:47:13] ppdet.engine INFO: Epoch: [49] [ 500/7329] learning_rate: 0.000100 loss_class: 0.566222 loss_bbox: 0.132566 loss_giou: 0.359130 loss_class_aux: 3.597840 loss_bbox_aux: 0.884915 loss_giou_aux: 2.295194 loss_class_dn: 0.332483 loss_bbox_dn: 0.136188 loss_giou_dn: 0.398498 loss_class_aux_dn: 1.746555 loss_bbox_aux_dn: 0.817305 loss_giou_aux_dn: 2.081573 loss: 13.819057 eta: 3 days, 22:00:29 batch_cost: 0.6567 data_cost: 0.0019 ips: 6.0910 images/s [04/12 17:48:23] ppdet.engine INFO: Epoch: [49] [ 600/7329] learning_rate: 0.000100 loss_class: 0.526804 loss_bbox: 0.121437 loss_giou: 0.373955 loss_class_aux: 3.374639 loss_bbox_aux: 0.779642 loss_giou_aux: 2.392958 loss_class_dn: 0.312432 loss_bbox_dn: 0.134369 loss_giou_dn: 0.326993 loss_class_aux_dn: 1.727143 loss_bbox_aux_dn: 0.822116 loss_giou_aux_dn: 1.845184 loss: 13.293747 eta: 3 days, 21:59:23 batch_cost: 0.6455 data_cost: 0.0018 ips: 6.1972 images/s [04/12 17:49:33] ppdet.engine INFO: Epoch: [49] [ 700/7329] learning_rate: 0.000100 loss_class: 0.550421 loss_bbox: 0.116151 loss_giou: 0.347889 loss_class_aux: 3.443856 loss_bbox_aux: 0.796117 loss_giou_aux: 2.191818 loss_class_dn: 0.301005 loss_bbox_dn: 0.129411 loss_giou_dn: 0.320382 loss_class_aux_dn: 1.655992 loss_bbox_aux_dn: 0.770311 loss_giou_aux_dn: 1.807028 loss: 13.021162 eta: 3 days, 21:58:17 batch_cost: 0.6468 data_cost: 0.0018 ips: 6.1841 images/s [04/12 17:50:43] ppdet.engine INFO: Epoch: [49] [ 800/7329] learning_rate: 0.000100 loss_class: 0.547238 loss_bbox: 0.119265 loss_giou: 0.407808 loss_class_aux: 3.464248 loss_bbox_aux: 0.819202 loss_giou_aux: 2.461764 loss_class_dn: 0.322896 loss_bbox_dn: 0.143819 loss_giou_dn: 0.368677 loss_class_aux_dn: 1.728088 loss_bbox_aux_dn: 0.836929 loss_giou_aux_dn: 2.017114 loss: 13.564758 eta: 3 days, 21:57:12 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1412 images/s [04/12 17:51:54] ppdet.engine INFO: Epoch: [49] [ 900/7329] learning_rate: 0.000100 loss_class: 0.585644 loss_bbox: 0.122016 loss_giou: 0.409735 loss_class_aux: 3.754890 loss_bbox_aux: 0.803690 loss_giou_aux: 2.545126 loss_class_dn: 0.314311 loss_bbox_dn: 0.128340 loss_giou_dn: 0.362013 loss_class_aux_dn: 1.699315 loss_bbox_aux_dn: 0.810974 loss_giou_aux_dn: 2.042205 loss: 14.021476 eta: 3 days, 21:56:08 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1170 images/s [04/12 17:53:04] ppdet.engine INFO: Epoch: [49] [1000/7329] learning_rate: 0.000100 loss_class: 0.540031 loss_bbox: 0.122022 loss_giou: 0.312570 loss_class_aux: 3.435657 loss_bbox_aux: 0.823125 loss_giou_aux: 1.996648 loss_class_dn: 0.292514 loss_bbox_dn: 0.131879 loss_giou_dn: 0.313584 loss_class_aux_dn: 1.606442 loss_bbox_aux_dn: 0.762307 loss_giou_aux_dn: 1.683954 loss: 12.145228 eta: 3 days, 21:55:02 batch_cost: 0.6463 data_cost: 0.0017 ips: 6.1892 images/s [04/12 17:54:15] ppdet.engine INFO: Epoch: [49] [1100/7329] learning_rate: 0.000100 loss_class: 0.626852 loss_bbox: 0.124088 loss_giou: 0.364526 loss_class_aux: 3.832006 loss_bbox_aux: 0.808686 loss_giou_aux: 2.332551 loss_class_dn: 0.338688 loss_bbox_dn: 0.154184 loss_giou_dn: 0.363580 loss_class_aux_dn: 1.822539 loss_bbox_aux_dn: 0.918805 loss_giou_aux_dn: 2.031598 loss: 14.163563 eta: 3 days, 21:53:57 batch_cost: 0.6517 data_cost: 0.0018 ips: 6.1377 images/s [04/12 17:55:24] ppdet.engine INFO: Epoch: [49] [1200/7329] learning_rate: 0.000100 loss_class: 0.624597 loss_bbox: 0.130182 loss_giou: 0.381444 loss_class_aux: 3.878050 loss_bbox_aux: 0.841549 loss_giou_aux: 2.368690 loss_class_dn: 0.335294 loss_bbox_dn: 0.134610 loss_giou_dn: 0.353945 loss_class_aux_dn: 1.839197 loss_bbox_aux_dn: 0.765553 loss_giou_aux_dn: 1.981968 loss: 14.375049 eta: 3 days, 21:52:51 batch_cost: 0.6420 data_cost: 0.0017 ips: 6.2304 images/s [04/12 17:56:36] ppdet.engine INFO: Epoch: [49] [1300/7329] learning_rate: 0.000100 loss_class: 0.530125 loss_bbox: 0.126958 loss_giou: 0.308628 loss_class_aux: 3.508125 loss_bbox_aux: 0.857273 loss_giou_aux: 2.032242 loss_class_dn: 0.296664 loss_bbox_dn: 0.136741 loss_giou_dn: 0.319886 loss_class_aux_dn: 1.574297 loss_bbox_aux_dn: 0.801496 loss_giou_aux_dn: 1.821338 loss: 13.073891 eta: 3 days, 21:51:46 batch_cost: 0.6528 data_cost: 0.0017 ips: 6.1278 images/s [04/12 17:57:46] ppdet.engine INFO: Epoch: [49] [1400/7329] learning_rate: 0.000100 loss_class: 0.525560 loss_bbox: 0.123014 loss_giou: 0.379510 loss_class_aux: 3.352800 loss_bbox_aux: 0.794158 loss_giou_aux: 2.401774 loss_class_dn: 0.307765 loss_bbox_dn: 0.129334 loss_giou_dn: 0.368788 loss_class_aux_dn: 1.633848 loss_bbox_aux_dn: 0.781054 loss_giou_aux_dn: 2.027788 loss: 12.670048 eta: 3 days, 21:50:40 batch_cost: 0.6484 data_cost: 0.0018 ips: 6.1689 images/s [04/12 17:58:57] ppdet.engine INFO: Epoch: [49] [1500/7329] learning_rate: 0.000100 loss_class: 0.586979 loss_bbox: 0.141254 loss_giou: 0.389135 loss_class_aux: 3.731375 loss_bbox_aux: 0.914383 loss_giou_aux: 2.426115 loss_class_dn: 0.326713 loss_bbox_dn: 0.142440 loss_giou_dn: 0.367453 loss_class_aux_dn: 1.747527 loss_bbox_aux_dn: 0.897054 loss_giou_aux_dn: 2.007503 loss: 13.785398 eta: 3 days, 21:49:35 batch_cost: 0.6522 data_cost: 0.0017 ips: 6.1329 images/s [04/12 18:00:07] ppdet.engine INFO: Epoch: [49] [1600/7329] learning_rate: 0.000100 loss_class: 0.527717 loss_bbox: 0.124721 loss_giou: 0.316845 loss_class_aux: 3.371155 loss_bbox_aux: 0.860754 loss_giou_aux: 2.061006 loss_class_dn: 0.293459 loss_bbox_dn: 0.140915 loss_giou_dn: 0.321019 loss_class_aux_dn: 1.604021 loss_bbox_aux_dn: 0.842573 loss_giou_aux_dn: 1.796181 loss: 13.162533 eta: 3 days, 21:48:30 batch_cost: 0.6472 data_cost: 0.0018 ips: 6.1802 images/s [04/12 18:01:17] ppdet.engine INFO: Epoch: [49] [1700/7329] learning_rate: 0.000100 loss_class: 0.526257 loss_bbox: 0.125572 loss_giou: 0.318459 loss_class_aux: 3.430035 loss_bbox_aux: 0.809904 loss_giou_aux: 2.004728 loss_class_dn: 0.297899 loss_bbox_dn: 0.131705 loss_giou_dn: 0.316439 loss_class_aux_dn: 1.580463 loss_bbox_aux_dn: 0.792498 loss_giou_aux_dn: 1.782691 loss: 11.883303 eta: 3 days, 21:47:24 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1811 images/s [04/12 18:02:27] ppdet.engine INFO: Epoch: [49] [1800/7329] learning_rate: 0.000100 loss_class: 0.511289 loss_bbox: 0.114850 loss_giou: 0.363643 loss_class_aux: 3.454185 loss_bbox_aux: 0.735570 loss_giou_aux: 2.318175 loss_class_dn: 0.289995 loss_bbox_dn: 0.124156 loss_giou_dn: 0.340076 loss_class_aux_dn: 1.559734 loss_bbox_aux_dn: 0.736852 loss_giou_aux_dn: 1.900205 loss: 12.706847 eta: 3 days, 21:46:18 batch_cost: 0.6425 data_cost: 0.0016 ips: 6.2257 images/s [04/12 18:03:37] ppdet.engine INFO: Epoch: [49] [1900/7329] learning_rate: 0.000100 loss_class: 0.529620 loss_bbox: 0.131460 loss_giou: 0.348489 loss_class_aux: 3.364621 loss_bbox_aux: 0.879841 loss_giou_aux: 2.199352 loss_class_dn: 0.313633 loss_bbox_dn: 0.125910 loss_giou_dn: 0.328895 loss_class_aux_dn: 1.709175 loss_bbox_aux_dn: 0.807765 loss_giou_aux_dn: 1.767112 loss: 12.541744 eta: 3 days, 21:45:12 batch_cost: 0.6438 data_cost: 0.0017 ips: 6.2132 images/s [04/12 18:04:48] ppdet.engine INFO: Epoch: [49] [2000/7329] learning_rate: 0.000100 loss_class: 0.583901 loss_bbox: 0.120707 loss_giou: 0.398167 loss_class_aux: 3.620993 loss_bbox_aux: 0.797250 loss_giou_aux: 2.523016 loss_class_dn: 0.320127 loss_bbox_dn: 0.135179 loss_giou_dn: 0.367025 loss_class_aux_dn: 1.753733 loss_bbox_aux_dn: 0.792090 loss_giou_aux_dn: 2.005930 loss: 13.334967 eta: 3 days, 21:44:07 batch_cost: 0.6583 data_cost: 0.0019 ips: 6.0763 images/s [04/12 18:06:01] ppdet.engine INFO: Epoch: [49] [2100/7329] learning_rate: 0.000100 loss_class: 0.599257 loss_bbox: 0.134760 loss_giou: 0.418602 loss_class_aux: 3.728215 loss_bbox_aux: 0.883477 loss_giou_aux: 2.656078 loss_class_dn: 0.353377 loss_bbox_dn: 0.142114 loss_giou_dn: 0.388767 loss_class_aux_dn: 1.903424 loss_bbox_aux_dn: 0.824385 loss_giou_aux_dn: 2.187336 loss: 14.846657 eta: 3 days, 21:43:04 batch_cost: 0.6642 data_cost: 0.0017 ips: 6.0221 images/s [04/12 18:07:14] ppdet.engine INFO: Epoch: [49] [2200/7329] learning_rate: 0.000100 loss_class: 0.561096 loss_bbox: 0.132110 loss_giou: 0.424890 loss_class_aux: 3.550128 loss_bbox_aux: 0.833498 loss_giou_aux: 2.614191 loss_class_dn: 0.321852 loss_bbox_dn: 0.128025 loss_giou_dn: 0.375646 loss_class_aux_dn: 1.741709 loss_bbox_aux_dn: 0.773643 loss_giou_aux_dn: 2.006245 loss: 13.717880 eta: 3 days, 21:42:01 batch_cost: 0.6669 data_cost: 0.0018 ips: 5.9982 images/s [04/12 18:08:25] ppdet.engine INFO: Epoch: [49] [2300/7329] learning_rate: 0.000100 loss_class: 0.583329 loss_bbox: 0.141237 loss_giou: 0.430539 loss_class_aux: 3.844380 loss_bbox_aux: 0.874772 loss_giou_aux: 2.645825 loss_class_dn: 0.350208 loss_bbox_dn: 0.147457 loss_giou_dn: 0.396149 loss_class_aux_dn: 1.918005 loss_bbox_aux_dn: 0.840166 loss_giou_aux_dn: 2.257859 loss: 14.777927 eta: 3 days, 21:40:57 batch_cost: 0.6541 data_cost: 0.0018 ips: 6.1151 images/s [04/12 18:09:34] ppdet.engine INFO: Epoch: [49] [2400/7329] learning_rate: 0.000100 loss_class: 0.572638 loss_bbox: 0.141318 loss_giou: 0.394905 loss_class_aux: 3.645177 loss_bbox_aux: 0.930405 loss_giou_aux: 2.484393 loss_class_dn: 0.315771 loss_bbox_dn: 0.143790 loss_giou_dn: 0.384155 loss_class_aux_dn: 1.724073 loss_bbox_aux_dn: 0.838961 loss_giou_aux_dn: 2.075666 loss: 14.092102 eta: 3 days, 21:39:50 batch_cost: 0.6403 data_cost: 0.0018 ips: 6.2472 images/s [04/12 18:10:44] ppdet.engine INFO: Epoch: [49] [2500/7329] learning_rate: 0.000100 loss_class: 0.628319 loss_bbox: 0.123880 loss_giou: 0.344727 loss_class_aux: 4.054257 loss_bbox_aux: 0.811414 loss_giou_aux: 2.223255 loss_class_dn: 0.341126 loss_bbox_dn: 0.147156 loss_giou_dn: 0.344816 loss_class_aux_dn: 1.812997 loss_bbox_aux_dn: 0.919595 loss_giou_aux_dn: 1.972257 loss: 13.935776 eta: 3 days, 21:38:44 batch_cost: 0.6470 data_cost: 0.0017 ips: 6.1821 images/s [04/12 18:11:53] ppdet.engine INFO: Epoch: [49] [2600/7329] learning_rate: 0.000100 loss_class: 0.539385 loss_bbox: 0.131489 loss_giou: 0.358175 loss_class_aux: 3.421612 loss_bbox_aux: 0.840740 loss_giou_aux: 2.202865 loss_class_dn: 0.323628 loss_bbox_dn: 0.141816 loss_giou_dn: 0.335072 loss_class_aux_dn: 1.740732 loss_bbox_aux_dn: 0.822929 loss_giou_aux_dn: 1.886342 loss: 13.379964 eta: 3 days, 21:37:37 batch_cost: 0.6349 data_cost: 0.0016 ips: 6.3005 images/s [04/12 18:13:03] ppdet.engine INFO: Epoch: [49] [2700/7329] learning_rate: 0.000100 loss_class: 0.517648 loss_bbox: 0.132417 loss_giou: 0.339690 loss_class_aux: 3.463402 loss_bbox_aux: 0.849975 loss_giou_aux: 2.120790 loss_class_dn: 0.299260 loss_bbox_dn: 0.133295 loss_giou_dn: 0.312745 loss_class_aux_dn: 1.613268 loss_bbox_aux_dn: 0.816661 loss_giou_aux_dn: 1.777209 loss: 13.196179 eta: 3 days, 21:36:31 batch_cost: 0.6460 data_cost: 0.0016 ips: 6.1923 images/s [04/12 18:14:16] ppdet.engine INFO: Epoch: [49] [2800/7329] learning_rate: 0.000100 loss_class: 0.545074 loss_bbox: 0.121211 loss_giou: 0.382947 loss_class_aux: 3.643104 loss_bbox_aux: 0.807578 loss_giou_aux: 2.431770 loss_class_dn: 0.320041 loss_bbox_dn: 0.146819 loss_giou_dn: 0.354668 loss_class_aux_dn: 1.711720 loss_bbox_aux_dn: 0.872410 loss_giou_aux_dn: 2.035028 loss: 14.065969 eta: 3 days, 21:35:28 batch_cost: 0.6622 data_cost: 0.0017 ips: 6.0404 images/s [04/12 18:15:24] ppdet.engine INFO: Epoch: [49] [2900/7329] learning_rate: 0.000100 loss_class: 0.641448 loss_bbox: 0.128080 loss_giou: 0.399251 loss_class_aux: 4.124522 loss_bbox_aux: 0.842001 loss_giou_aux: 2.545980 loss_class_dn: 0.343616 loss_bbox_dn: 0.137916 loss_giou_dn: 0.368362 loss_class_aux_dn: 1.798738 loss_bbox_aux_dn: 0.807974 loss_giou_aux_dn: 2.093287 loss: 14.664310 eta: 3 days, 21:34:21 batch_cost: 0.6366 data_cost: 0.0017 ips: 6.2837 images/s [04/12 18:16:35] ppdet.engine INFO: Epoch: [49] [3000/7329] learning_rate: 0.000100 loss_class: 0.590716 loss_bbox: 0.134931 loss_giou: 0.420277 loss_class_aux: 3.886909 loss_bbox_aux: 0.899500 loss_giou_aux: 2.674510 loss_class_dn: 0.352480 loss_bbox_dn: 0.142266 loss_giou_dn: 0.392465 loss_class_aux_dn: 1.887780 loss_bbox_aux_dn: 0.870737 loss_giou_aux_dn: 2.187764 loss: 14.681858 eta: 3 days, 21:33:15 batch_cost: 0.6506 data_cost: 0.0017 ips: 6.1486 images/s [04/12 18:17:45] ppdet.engine INFO: Epoch: [49] [3100/7329] learning_rate: 0.000100 loss_class: 0.550291 loss_bbox: 0.122227 loss_giou: 0.340492 loss_class_aux: 3.444240 loss_bbox_aux: 0.856321 loss_giou_aux: 2.215392 loss_class_dn: 0.312581 loss_bbox_dn: 0.137311 loss_giou_dn: 0.322921 loss_class_aux_dn: 1.691602 loss_bbox_aux_dn: 0.811210 loss_giou_aux_dn: 1.827874 loss: 12.252623 eta: 3 days, 21:32:10 batch_cost: 0.6492 data_cost: 0.0018 ips: 6.1611 images/s [04/12 18:18:54] ppdet.engine INFO: Epoch: [49] [3200/7329] learning_rate: 0.000100 loss_class: 0.600353 loss_bbox: 0.134300 loss_giou: 0.347110 loss_class_aux: 3.773839 loss_bbox_aux: 0.884580 loss_giou_aux: 2.228466 loss_class_dn: 0.328620 loss_bbox_dn: 0.126967 loss_giou_dn: 0.372729 loss_class_aux_dn: 1.791759 loss_bbox_aux_dn: 0.788992 loss_giou_aux_dn: 1.998830 loss: 14.456614 eta: 3 days, 21:31:03 batch_cost: 0.6378 data_cost: 0.0017 ips: 6.2711 images/s [04/12 18:20:05] ppdet.engine INFO: Epoch: [49] [3300/7329] learning_rate: 0.000100 loss_class: 0.610619 loss_bbox: 0.133595 loss_giou: 0.414984 loss_class_aux: 3.835074 loss_bbox_aux: 0.894178 loss_giou_aux: 2.633925 loss_class_dn: 0.343384 loss_bbox_dn: 0.157122 loss_giou_dn: 0.383987 loss_class_aux_dn: 1.849272 loss_bbox_aux_dn: 0.941423 loss_giou_aux_dn: 2.117205 loss: 15.162464 eta: 3 days, 21:29:58 batch_cost: 0.6495 data_cost: 0.0018 ips: 6.1583 images/s [04/12 18:21:15] ppdet.engine INFO: Epoch: [49] [3400/7329] learning_rate: 0.000100 loss_class: 0.617017 loss_bbox: 0.133628 loss_giou: 0.436822 loss_class_aux: 3.910909 loss_bbox_aux: 0.860524 loss_giou_aux: 2.739332 loss_class_dn: 0.352574 loss_bbox_dn: 0.133515 loss_giou_dn: 0.392768 loss_class_aux_dn: 1.932609 loss_bbox_aux_dn: 0.821820 loss_giou_aux_dn: 2.185429 loss: 14.838063 eta: 3 days, 21:28:53 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1550 images/s [04/12 18:22:26] ppdet.engine INFO: Epoch: [49] [3500/7329] learning_rate: 0.000100 loss_class: 0.531671 loss_bbox: 0.119942 loss_giou: 0.308494 loss_class_aux: 3.283690 loss_bbox_aux: 0.786372 loss_giou_aux: 1.965847 loss_class_dn: 0.287560 loss_bbox_dn: 0.129032 loss_giou_dn: 0.306937 loss_class_aux_dn: 1.572570 loss_bbox_aux_dn: 0.788086 loss_giou_aux_dn: 1.714678 loss: 12.686134 eta: 3 days, 21:27:47 batch_cost: 0.6510 data_cost: 0.0017 ips: 6.1446 images/s [04/12 18:23:37] ppdet.engine INFO: Epoch: [49] [3600/7329] learning_rate: 0.000100 loss_class: 0.609372 loss_bbox: 0.138076 loss_giou: 0.333579 loss_class_aux: 3.731173 loss_bbox_aux: 0.901589 loss_giou_aux: 2.178680 loss_class_dn: 0.326181 loss_bbox_dn: 0.150213 loss_giou_dn: 0.332663 loss_class_aux_dn: 1.783534 loss_bbox_aux_dn: 0.837294 loss_giou_aux_dn: 1.984967 loss: 13.688316 eta: 3 days, 21:26:43 batch_cost: 0.6559 data_cost: 0.0017 ips: 6.0984 images/s [04/12 18:24:50] ppdet.engine INFO: Epoch: [49] [3700/7329] learning_rate: 0.000100 loss_class: 0.559457 loss_bbox: 0.125490 loss_giou: 0.307582 loss_class_aux: 3.617861 loss_bbox_aux: 0.849197 loss_giou_aux: 1.960873 loss_class_dn: 0.293852 loss_bbox_dn: 0.126260 loss_giou_dn: 0.303125 loss_class_aux_dn: 1.561442 loss_bbox_aux_dn: 0.749147 loss_giou_aux_dn: 1.630120 loss: 13.203015 eta: 3 days, 21:25:40 batch_cost: 0.6678 data_cost: 0.0017 ips: 5.9898 images/s [04/12 18:25:59] ppdet.engine INFO: Epoch: [49] [3800/7329] learning_rate: 0.000100 loss_class: 0.540143 loss_bbox: 0.124179 loss_giou: 0.383395 loss_class_aux: 3.351831 loss_bbox_aux: 0.798034 loss_giou_aux: 2.466912 loss_class_dn: 0.325468 loss_bbox_dn: 0.124355 loss_giou_dn: 0.377599 loss_class_aux_dn: 1.739042 loss_bbox_aux_dn: 0.764551 loss_giou_aux_dn: 2.080812 loss: 13.287661 eta: 3 days, 21:24:33 batch_cost: 0.6375 data_cost: 0.0017 ips: 6.2747 images/s [04/12 18:27:09] ppdet.engine INFO: Epoch: [49] [3900/7329] learning_rate: 0.000100 loss_class: 0.524374 loss_bbox: 0.130169 loss_giou: 0.327335 loss_class_aux: 3.298120 loss_bbox_aux: 0.883093 loss_giou_aux: 2.129585 loss_class_dn: 0.302607 loss_bbox_dn: 0.140320 loss_giou_dn: 0.327490 loss_class_aux_dn: 1.628657 loss_bbox_aux_dn: 0.807633 loss_giou_aux_dn: 1.768719 loss: 12.267673 eta: 3 days, 21:23:28 batch_cost: 0.6464 data_cost: 0.0016 ips: 6.1880 images/s [04/12 18:28:19] ppdet.engine INFO: Epoch: [49] [4000/7329] learning_rate: 0.000100 loss_class: 0.588426 loss_bbox: 0.143101 loss_giou: 0.400566 loss_class_aux: 3.752765 loss_bbox_aux: 0.912986 loss_giou_aux: 2.629062 loss_class_dn: 0.331321 loss_bbox_dn: 0.138609 loss_giou_dn: 0.368208 loss_class_aux_dn: 1.783514 loss_bbox_aux_dn: 0.805612 loss_giou_aux_dn: 2.046223 loss: 14.048712 eta: 3 days, 21:22:21 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2332 images/s [04/12 18:29:28] ppdet.engine INFO: Epoch: [49] [4100/7329] learning_rate: 0.000100 loss_class: 0.573556 loss_bbox: 0.135934 loss_giou: 0.441661 loss_class_aux: 3.551495 loss_bbox_aux: 0.858146 loss_giou_aux: 2.924775 loss_class_dn: 0.347826 loss_bbox_dn: 0.128795 loss_giou_dn: 0.413078 loss_class_aux_dn: 1.827591 loss_bbox_aux_dn: 0.794531 loss_giou_aux_dn: 2.216050 loss: 14.695513 eta: 3 days, 21:21:15 batch_cost: 0.6422 data_cost: 0.0016 ips: 6.2283 images/s [04/12 18:30:38] ppdet.engine INFO: Epoch: [49] [4200/7329] learning_rate: 0.000100 loss_class: 0.570975 loss_bbox: 0.142345 loss_giou: 0.367188 loss_class_aux: 3.664081 loss_bbox_aux: 0.897552 loss_giou_aux: 2.353694 loss_class_dn: 0.345735 loss_bbox_dn: 0.143741 loss_giou_dn: 0.373464 loss_class_aux_dn: 1.795945 loss_bbox_aux_dn: 0.841406 loss_giou_aux_dn: 2.040801 loss: 14.287497 eta: 3 days, 21:20:09 batch_cost: 0.6464 data_cost: 0.0017 ips: 6.1885 images/s [04/12 18:31:47] ppdet.engine INFO: Epoch: [49] [4300/7329] learning_rate: 0.000100 loss_class: 0.545804 loss_bbox: 0.120637 loss_giou: 0.337911 loss_class_aux: 3.411066 loss_bbox_aux: 0.789755 loss_giou_aux: 2.123340 loss_class_dn: 0.300391 loss_bbox_dn: 0.161635 loss_giou_dn: 0.318054 loss_class_aux_dn: 1.645839 loss_bbox_aux_dn: 0.932966 loss_giou_aux_dn: 1.736119 loss: 12.553425 eta: 3 days, 21:19:02 batch_cost: 0.6388 data_cost: 0.0018 ips: 6.2615 images/s [04/12 18:32:58] ppdet.engine INFO: Epoch: [49] [4400/7329] learning_rate: 0.000100 loss_class: 0.543490 loss_bbox: 0.126312 loss_giou: 0.329861 loss_class_aux: 3.426912 loss_bbox_aux: 0.835176 loss_giou_aux: 2.071273 loss_class_dn: 0.312776 loss_bbox_dn: 0.134051 loss_giou_dn: 0.329766 loss_class_aux_dn: 1.659733 loss_bbox_aux_dn: 0.795069 loss_giou_aux_dn: 1.894659 loss: 12.932817 eta: 3 days, 21:17:57 batch_cost: 0.6510 data_cost: 0.0017 ips: 6.1442 images/s [04/12 18:34:08] ppdet.engine INFO: Epoch: [49] [4500/7329] learning_rate: 0.000100 loss_class: 0.594118 loss_bbox: 0.135006 loss_giou: 0.443599 loss_class_aux: 3.825961 loss_bbox_aux: 0.876826 loss_giou_aux: 2.810728 loss_class_dn: 0.349676 loss_bbox_dn: 0.148113 loss_giou_dn: 0.381899 loss_class_aux_dn: 1.867920 loss_bbox_aux_dn: 0.863908 loss_giou_aux_dn: 2.137778 loss: 14.975262 eta: 3 days, 21:16:51 batch_cost: 0.6415 data_cost: 0.0016 ips: 6.2355 images/s [04/12 18:35:19] ppdet.engine INFO: Epoch: [49] [4600/7329] learning_rate: 0.000100 loss_class: 0.566846 loss_bbox: 0.137506 loss_giou: 0.420028 loss_class_aux: 3.729791 loss_bbox_aux: 0.879875 loss_giou_aux: 2.709160 loss_class_dn: 0.314583 loss_bbox_dn: 0.145755 loss_giou_dn: 0.396737 loss_class_aux_dn: 1.698626 loss_bbox_aux_dn: 0.879860 loss_giou_aux_dn: 2.111687 loss: 14.079956 eta: 3 days, 21:15:47 batch_cost: 0.6577 data_cost: 0.0017 ips: 6.0815 images/s [04/12 18:36:29] ppdet.engine INFO: Epoch: [49] [4700/7329] learning_rate: 0.000100 loss_class: 0.570626 loss_bbox: 0.131176 loss_giou: 0.413345 loss_class_aux: 3.608826 loss_bbox_aux: 0.831115 loss_giou_aux: 2.555494 loss_class_dn: 0.326195 loss_bbox_dn: 0.128275 loss_giou_dn: 0.389451 loss_class_aux_dn: 1.758270 loss_bbox_aux_dn: 0.747449 loss_giou_aux_dn: 2.123138 loss: 13.849760 eta: 3 days, 21:14:41 batch_cost: 0.6447 data_cost: 0.0016 ips: 6.2046 images/s [04/12 18:37:39] ppdet.engine INFO: Epoch: [49] [4800/7329] learning_rate: 0.000100 loss_class: 0.542088 loss_bbox: 0.131005 loss_giou: 0.351126 loss_class_aux: 3.420210 loss_bbox_aux: 0.859265 loss_giou_aux: 2.216542 loss_class_dn: 0.299288 loss_bbox_dn: 0.137249 loss_giou_dn: 0.360507 loss_class_aux_dn: 1.566894 loss_bbox_aux_dn: 0.799696 loss_giou_aux_dn: 1.974358 loss: 13.254474 eta: 3 days, 21:13:35 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1969 images/s [04/12 18:38:51] ppdet.engine INFO: Epoch: [49] [4900/7329] learning_rate: 0.000100 loss_class: 0.530155 loss_bbox: 0.120295 loss_giou: 0.370010 loss_class_aux: 3.419647 loss_bbox_aux: 0.775788 loss_giou_aux: 2.265672 loss_class_dn: 0.311546 loss_bbox_dn: 0.121430 loss_giou_dn: 0.334146 loss_class_aux_dn: 1.700240 loss_bbox_aux_dn: 0.773983 loss_giou_aux_dn: 1.867739 loss: 12.828238 eta: 3 days, 21:12:31 batch_cost: 0.6578 data_cost: 0.0016 ips: 6.0806 images/s [04/12 18:40:03] ppdet.engine INFO: Epoch: [49] [5000/7329] learning_rate: 0.000100 loss_class: 0.592232 loss_bbox: 0.131844 loss_giou: 0.368134 loss_class_aux: 3.860431 loss_bbox_aux: 0.881913 loss_giou_aux: 2.260189 loss_class_dn: 0.349452 loss_bbox_dn: 0.130927 loss_giou_dn: 0.368599 loss_class_aux_dn: 1.923831 loss_bbox_aux_dn: 0.790312 loss_giou_aux_dn: 2.028869 loss: 14.896262 eta: 3 days, 21:11:27 batch_cost: 0.6619 data_cost: 0.0018 ips: 6.0435 images/s [04/12 18:41:13] ppdet.engine INFO: Epoch: [49] [5100/7329] learning_rate: 0.000100 loss_class: 0.567518 loss_bbox: 0.143569 loss_giou: 0.355856 loss_class_aux: 3.659276 loss_bbox_aux: 0.944992 loss_giou_aux: 2.246915 loss_class_dn: 0.302677 loss_bbox_dn: 0.149310 loss_giou_dn: 0.334851 loss_class_aux_dn: 1.658606 loss_bbox_aux_dn: 0.902896 loss_giou_aux_dn: 1.872372 loss: 13.374645 eta: 3 days, 21:10:22 batch_cost: 0.6497 data_cost: 0.0017 ips: 6.1569 images/s [04/12 18:42:25] ppdet.engine INFO: Epoch: [49] [5200/7329] learning_rate: 0.000100 loss_class: 0.558413 loss_bbox: 0.131416 loss_giou: 0.353133 loss_class_aux: 3.610878 loss_bbox_aux: 0.863559 loss_giou_aux: 2.197510 loss_class_dn: 0.323888 loss_bbox_dn: 0.145170 loss_giou_dn: 0.323935 loss_class_aux_dn: 1.748799 loss_bbox_aux_dn: 0.884893 loss_giou_aux_dn: 1.906465 loss: 13.694554 eta: 3 days, 21:09:18 batch_cost: 0.6593 data_cost: 0.0017 ips: 6.0670 images/s [04/12 18:43:36] ppdet.engine INFO: Epoch: [49] [5300/7329] learning_rate: 0.000100 loss_class: 0.590933 loss_bbox: 0.141024 loss_giou: 0.384717 loss_class_aux: 3.793397 loss_bbox_aux: 0.903083 loss_giou_aux: 2.357613 loss_class_dn: 0.322919 loss_bbox_dn: 0.149854 loss_giou_dn: 0.344922 loss_class_aux_dn: 1.763222 loss_bbox_aux_dn: 0.896949 loss_giou_aux_dn: 1.889092 loss: 14.171703 eta: 3 days, 21:08:13 batch_cost: 0.6537 data_cost: 0.0017 ips: 6.1186 images/s [04/12 18:44:49] ppdet.engine INFO: Epoch: [49] [5400/7329] learning_rate: 0.000100 loss_class: 0.577206 loss_bbox: 0.126548 loss_giou: 0.411790 loss_class_aux: 3.677410 loss_bbox_aux: 0.813378 loss_giou_aux: 2.543861 loss_class_dn: 0.352274 loss_bbox_dn: 0.126234 loss_giou_dn: 0.368748 loss_class_aux_dn: 1.860543 loss_bbox_aux_dn: 0.763847 loss_giou_aux_dn: 2.066560 loss: 14.160621 eta: 3 days, 21:07:10 batch_cost: 0.6648 data_cost: 0.0018 ips: 6.0168 images/s [04/12 18:46:00] ppdet.engine INFO: Epoch: [49] [5500/7329] learning_rate: 0.000100 loss_class: 0.546668 loss_bbox: 0.130648 loss_giou: 0.308458 loss_class_aux: 3.546308 loss_bbox_aux: 0.863960 loss_giou_aux: 1.959244 loss_class_dn: 0.315963 loss_bbox_dn: 0.142996 loss_giou_dn: 0.303953 loss_class_aux_dn: 1.660369 loss_bbox_aux_dn: 0.886680 loss_giou_aux_dn: 1.721915 loss: 13.128040 eta: 3 days, 21:06:05 batch_cost: 0.6537 data_cost: 0.0018 ips: 6.1193 images/s [04/12 18:47:11] ppdet.engine INFO: Epoch: [49] [5600/7329] learning_rate: 0.000100 loss_class: 0.575512 loss_bbox: 0.133995 loss_giou: 0.343293 loss_class_aux: 3.773336 loss_bbox_aux: 0.887121 loss_giou_aux: 2.163535 loss_class_dn: 0.320685 loss_bbox_dn: 0.146895 loss_giou_dn: 0.327010 loss_class_aux_dn: 1.772289 loss_bbox_aux_dn: 0.881854 loss_giou_aux_dn: 1.873549 loss: 14.052477 eta: 3 days, 21:05:01 batch_cost: 0.6561 data_cost: 0.0019 ips: 6.0968 images/s [04/12 18:48:23] ppdet.engine INFO: Epoch: [49] [5700/7329] learning_rate: 0.000100 loss_class: 0.591394 loss_bbox: 0.140775 loss_giou: 0.361769 loss_class_aux: 3.856705 loss_bbox_aux: 0.912519 loss_giou_aux: 2.319375 loss_class_dn: 0.329040 loss_bbox_dn: 0.142849 loss_giou_dn: 0.360543 loss_class_aux_dn: 1.764356 loss_bbox_aux_dn: 0.857729 loss_giou_aux_dn: 2.029046 loss: 13.746408 eta: 3 days, 21:03:58 batch_cost: 0.6635 data_cost: 0.0018 ips: 6.0290 images/s [04/12 18:49:33] ppdet.engine INFO: Epoch: [49] [5800/7329] learning_rate: 0.000100 loss_class: 0.562400 loss_bbox: 0.147150 loss_giou: 0.383426 loss_class_aux: 3.695599 loss_bbox_aux: 0.928215 loss_giou_aux: 2.402567 loss_class_dn: 0.339664 loss_bbox_dn: 0.152895 loss_giou_dn: 0.339538 loss_class_aux_dn: 1.797287 loss_bbox_aux_dn: 0.904012 loss_giou_aux_dn: 1.877957 loss: 14.005863 eta: 3 days, 21:02:52 batch_cost: 0.6447 data_cost: 0.0018 ips: 6.2041 images/s [04/12 18:50:43] ppdet.engine INFO: Epoch: [49] [5900/7329] learning_rate: 0.000100 loss_class: 0.540827 loss_bbox: 0.132833 loss_giou: 0.304116 loss_class_aux: 3.378906 loss_bbox_aux: 0.865214 loss_giou_aux: 1.974333 loss_class_dn: 0.294184 loss_bbox_dn: 0.131871 loss_giou_dn: 0.303204 loss_class_aux_dn: 1.579537 loss_bbox_aux_dn: 0.802747 loss_giou_aux_dn: 1.706291 loss: 12.619626 eta: 3 days, 21:01:46 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1964 images/s [04/12 18:51:56] ppdet.engine INFO: Epoch: [49] [6000/7329] learning_rate: 0.000100 loss_class: 0.554959 loss_bbox: 0.129473 loss_giou: 0.346241 loss_class_aux: 3.561103 loss_bbox_aux: 0.873188 loss_giou_aux: 2.233826 loss_class_dn: 0.321560 loss_bbox_dn: 0.141853 loss_giou_dn: 0.329172 loss_class_aux_dn: 1.743357 loss_bbox_aux_dn: 0.881416 loss_giou_aux_dn: 1.836417 loss: 13.818111 eta: 3 days, 21:00:43 batch_cost: 0.6697 data_cost: 0.0017 ips: 5.9729 images/s [04/12 18:53:07] ppdet.engine INFO: Epoch: [49] [6100/7329] learning_rate: 0.000100 loss_class: 0.521142 loss_bbox: 0.128240 loss_giou: 0.382639 loss_class_aux: 3.428347 loss_bbox_aux: 0.814441 loss_giou_aux: 2.308193 loss_class_dn: 0.316000 loss_bbox_dn: 0.145532 loss_giou_dn: 0.357237 loss_class_aux_dn: 1.707598 loss_bbox_aux_dn: 0.842949 loss_giou_aux_dn: 1.968262 loss: 13.388981 eta: 3 days, 20:59:39 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0857 images/s [04/12 18:54:17] ppdet.engine INFO: Epoch: [49] [6200/7329] learning_rate: 0.000100 loss_class: 0.599219 loss_bbox: 0.122209 loss_giou: 0.360074 loss_class_aux: 3.792946 loss_bbox_aux: 0.782726 loss_giou_aux: 2.381216 loss_class_dn: 0.330852 loss_bbox_dn: 0.136545 loss_giou_dn: 0.368946 loss_class_aux_dn: 1.787456 loss_bbox_aux_dn: 0.804943 loss_giou_aux_dn: 2.072704 loss: 13.773754 eta: 3 days, 20:58:34 batch_cost: 0.6493 data_cost: 0.0016 ips: 6.1602 images/s [04/12 18:55:29] ppdet.engine INFO: Epoch: [49] [6300/7329] learning_rate: 0.000100 loss_class: 0.638992 loss_bbox: 0.143024 loss_giou: 0.405358 loss_class_aux: 3.992132 loss_bbox_aux: 0.904143 loss_giou_aux: 2.582613 loss_class_dn: 0.337150 loss_bbox_dn: 0.143346 loss_giou_dn: 0.407338 loss_class_aux_dn: 1.836630 loss_bbox_aux_dn: 0.856616 loss_giou_aux_dn: 2.258747 loss: 15.205009 eta: 3 days, 20:57:29 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1061 images/s [04/12 18:56:39] ppdet.engine INFO: Epoch: [49] [6400/7329] learning_rate: 0.000100 loss_class: 0.571744 loss_bbox: 0.131437 loss_giou: 0.340993 loss_class_aux: 3.584908 loss_bbox_aux: 0.837407 loss_giou_aux: 2.137187 loss_class_dn: 0.307728 loss_bbox_dn: 0.134603 loss_giou_dn: 0.322913 loss_class_aux_dn: 1.671559 loss_bbox_aux_dn: 0.793791 loss_giou_aux_dn: 1.831900 loss: 13.313341 eta: 3 days, 20:56:23 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2143 images/s [04/12 18:57:49] ppdet.engine INFO: Epoch: [49] [6500/7329] learning_rate: 0.000100 loss_class: 0.578218 loss_bbox: 0.135477 loss_giou: 0.398570 loss_class_aux: 3.614877 loss_bbox_aux: 0.898929 loss_giou_aux: 2.497438 loss_class_dn: 0.334775 loss_bbox_dn: 0.151599 loss_giou_dn: 0.375322 loss_class_aux_dn: 1.830862 loss_bbox_aux_dn: 0.876660 loss_giou_aux_dn: 2.067678 loss: 13.953661 eta: 3 days, 20:55:17 batch_cost: 0.6476 data_cost: 0.0018 ips: 6.1768 images/s [04/12 18:59:01] ppdet.engine INFO: Epoch: [49] [6600/7329] learning_rate: 0.000100 loss_class: 0.653528 loss_bbox: 0.155333 loss_giou: 0.440190 loss_class_aux: 4.043721 loss_bbox_aux: 1.001605 loss_giou_aux: 2.803676 loss_class_dn: 0.377377 loss_bbox_dn: 0.157599 loss_giou_dn: 0.414101 loss_class_aux_dn: 2.000073 loss_bbox_aux_dn: 0.921381 loss_giou_aux_dn: 2.317101 loss: 15.920315 eta: 3 days, 20:54:14 batch_cost: 0.6615 data_cost: 0.0016 ips: 6.0472 images/s [04/12 19:00:11] ppdet.engine INFO: Epoch: [49] [6700/7329] learning_rate: 0.000100 loss_class: 0.543663 loss_bbox: 0.123717 loss_giou: 0.320115 loss_class_aux: 3.546736 loss_bbox_aux: 0.814086 loss_giou_aux: 2.043127 loss_class_dn: 0.301833 loss_bbox_dn: 0.126745 loss_giou_dn: 0.301752 loss_class_aux_dn: 1.653874 loss_bbox_aux_dn: 0.746174 loss_giou_aux_dn: 1.743427 loss: 12.943501 eta: 3 days, 20:53:08 batch_cost: 0.6432 data_cost: 0.0016 ips: 6.2193 images/s [04/12 19:01:21] ppdet.engine INFO: Epoch: [49] [6800/7329] learning_rate: 0.000100 loss_class: 0.478986 loss_bbox: 0.116248 loss_giou: 0.297890 loss_class_aux: 3.011701 loss_bbox_aux: 0.765879 loss_giou_aux: 1.836692 loss_class_dn: 0.293067 loss_bbox_dn: 0.118013 loss_giou_dn: 0.288501 loss_class_aux_dn: 1.572869 loss_bbox_aux_dn: 0.724839 loss_giou_aux_dn: 1.601348 loss: 11.268150 eta: 3 days, 20:52:02 batch_cost: 0.6482 data_cost: 0.0018 ips: 6.1706 images/s [04/12 19:02:36] ppdet.engine INFO: Epoch: [49] [6900/7329] learning_rate: 0.000100 loss_class: 0.533817 loss_bbox: 0.123197 loss_giou: 0.433583 loss_class_aux: 3.400893 loss_bbox_aux: 0.780217 loss_giou_aux: 2.702654 loss_class_dn: 0.342050 loss_bbox_dn: 0.122335 loss_giou_dn: 0.383721 loss_class_aux_dn: 1.848795 loss_bbox_aux_dn: 0.730193 loss_giou_aux_dn: 2.092202 loss: 14.616927 eta: 3 days, 20:51:01 batch_cost: 0.6815 data_cost: 0.0017 ips: 5.8698 images/s [04/12 19:03:48] ppdet.engine INFO: Epoch: [49] [7000/7329] learning_rate: 0.000100 loss_class: 0.545158 loss_bbox: 0.137314 loss_giou: 0.364679 loss_class_aux: 3.472181 loss_bbox_aux: 0.857990 loss_giou_aux: 2.334581 loss_class_dn: 0.336971 loss_bbox_dn: 0.134015 loss_giou_dn: 0.341527 loss_class_aux_dn: 1.787776 loss_bbox_aux_dn: 0.812320 loss_giou_aux_dn: 1.886168 loss: 13.884813 eta: 3 days, 20:49:58 batch_cost: 0.6605 data_cost: 0.0018 ips: 6.0563 images/s [04/12 19:04:58] ppdet.engine INFO: Epoch: [49] [7100/7329] learning_rate: 0.000100 loss_class: 0.551162 loss_bbox: 0.130409 loss_giou: 0.409435 loss_class_aux: 3.559317 loss_bbox_aux: 0.891607 loss_giou_aux: 2.524867 loss_class_dn: 0.337077 loss_bbox_dn: 0.134546 loss_giou_dn: 0.357009 loss_class_aux_dn: 1.794050 loss_bbox_aux_dn: 0.821386 loss_giou_aux_dn: 1.977729 loss: 14.030354 eta: 3 days, 20:48:52 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1503 images/s [04/12 19:06:08] ppdet.engine INFO: Epoch: [49] [7200/7329] learning_rate: 0.000100 loss_class: 0.643414 loss_bbox: 0.138446 loss_giou: 0.386304 loss_class_aux: 4.088895 loss_bbox_aux: 0.900728 loss_giou_aux: 2.412828 loss_class_dn: 0.338016 loss_bbox_dn: 0.163005 loss_giou_dn: 0.371585 loss_class_aux_dn: 1.845491 loss_bbox_aux_dn: 0.972558 loss_giou_aux_dn: 2.052338 loss: 14.417154 eta: 3 days, 20:47:46 batch_cost: 0.6421 data_cost: 0.0017 ips: 6.2295 images/s [04/12 19:07:18] ppdet.engine INFO: Epoch: [49] [7300/7329] learning_rate: 0.000100 loss_class: 0.489245 loss_bbox: 0.108740 loss_giou: 0.298225 loss_class_aux: 3.033754 loss_bbox_aux: 0.729802 loss_giou_aux: 1.930724 loss_class_dn: 0.274364 loss_bbox_dn: 0.121417 loss_giou_dn: 0.288507 loss_class_aux_dn: 1.483385 loss_bbox_aux_dn: 0.728188 loss_giou_aux_dn: 1.626315 loss: 12.604414 eta: 3 days, 20:46:41 batch_cost: 0.6513 data_cost: 0.0017 ips: 6.1414 images/s [04/12 19:07:42] ppdet.engine INFO: Eval iter: 0 [04/12 19:08:09] ppdet.engine INFO: Eval iter: 100 [04/12 19:08:37] ppdet.engine INFO: Eval iter: 200 [04/12 19:09:05] ppdet.engine INFO: Eval iter: 300 [04/12 19:09:32] ppdet.engine INFO: Eval iter: 400 [04/12 19:10:01] ppdet.engine INFO: Eval iter: 500 [04/12 19:10:28] ppdet.engine INFO: Eval iter: 600 [04/12 19:11:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 19:11:10] 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=126.43s). Accumulating evaluation results... DONE (t=29.12s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/12 19:14:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.812072111375798 [04/12 19:14:01] ppdet.engine INFO: Best test bbox ap is 0.541. [04/12 19:14:03] ppdet.engine INFO: Epoch: [50] [ 0/7329] learning_rate: 0.000100 loss_class: 0.528903 loss_bbox: 0.119316 loss_giou: 0.321436 loss_class_aux: 3.283037 loss_bbox_aux: 0.775952 loss_giou_aux: 2.016866 loss_class_dn: 0.305221 loss_bbox_dn: 0.125771 loss_giou_dn: 0.303291 loss_class_aux_dn: 1.639620 loss_bbox_aux_dn: 0.757392 loss_giou_aux_dn: 1.723186 loss: 12.962748 eta: 3 days, 20:46:22 batch_cost: 0.6476 data_cost: 0.0017 ips: 6.1766 images/s [04/12 19:15:13] ppdet.engine INFO: Epoch: [50] [ 100/7329] learning_rate: 0.000100 loss_class: 0.492577 loss_bbox: 0.117512 loss_giou: 0.343357 loss_class_aux: 3.203010 loss_bbox_aux: 0.740361 loss_giou_aux: 2.181393 loss_class_dn: 0.293887 loss_bbox_dn: 0.111157 loss_giou_dn: 0.323586 loss_class_aux_dn: 1.588664 loss_bbox_aux_dn: 0.666193 loss_giou_aux_dn: 1.783443 loss: 12.265589 eta: 3 days, 20:45:17 batch_cost: 0.6499 data_cost: 0.0016 ips: 6.1547 images/s [04/12 19:16:24] ppdet.engine INFO: Epoch: [50] [ 200/7329] learning_rate: 0.000100 loss_class: 0.579583 loss_bbox: 0.135760 loss_giou: 0.355544 loss_class_aux: 3.775467 loss_bbox_aux: 0.899309 loss_giou_aux: 2.227071 loss_class_dn: 0.336188 loss_bbox_dn: 0.152907 loss_giou_dn: 0.337061 loss_class_aux_dn: 1.834129 loss_bbox_aux_dn: 0.904695 loss_giou_aux_dn: 1.893620 loss: 13.518252 eta: 3 days, 20:44:11 batch_cost: 0.6504 data_cost: 0.0017 ips: 6.1501 images/s [04/12 19:17:33] ppdet.engine INFO: Epoch: [50] [ 300/7329] learning_rate: 0.000100 loss_class: 0.549047 loss_bbox: 0.142273 loss_giou: 0.411914 loss_class_aux: 3.540540 loss_bbox_aux: 0.892992 loss_giou_aux: 2.616769 loss_class_dn: 0.345260 loss_bbox_dn: 0.152149 loss_giou_dn: 0.408019 loss_class_aux_dn: 1.830345 loss_bbox_aux_dn: 0.911838 loss_giou_aux_dn: 2.240242 loss: 14.538323 eta: 3 days, 20:43:05 batch_cost: 0.6426 data_cost: 0.0017 ips: 6.2250 images/s [04/12 19:18:46] ppdet.engine INFO: Epoch: [50] [ 400/7329] learning_rate: 0.000100 loss_class: 0.570833 loss_bbox: 0.128894 loss_giou: 0.340548 loss_class_aux: 3.565484 loss_bbox_aux: 0.843452 loss_giou_aux: 2.167044 loss_class_dn: 0.314267 loss_bbox_dn: 0.154269 loss_giou_dn: 0.331047 loss_class_aux_dn: 1.669928 loss_bbox_aux_dn: 0.915009 loss_giou_aux_dn: 1.823232 loss: 13.227817 eta: 3 days, 20:42:02 batch_cost: 0.6636 data_cost: 0.0018 ips: 6.0280 images/s [04/12 19:19:57] ppdet.engine INFO: Epoch: [50] [ 500/7329] learning_rate: 0.000100 loss_class: 0.543077 loss_bbox: 0.134228 loss_giou: 0.427120 loss_class_aux: 3.499485 loss_bbox_aux: 0.894678 loss_giou_aux: 2.728509 loss_class_dn: 0.348021 loss_bbox_dn: 0.137052 loss_giou_dn: 0.406247 loss_class_aux_dn: 1.861245 loss_bbox_aux_dn: 0.808595 loss_giou_aux_dn: 2.228184 loss: 13.882219 eta: 3 days, 20:40:57 batch_cost: 0.6533 data_cost: 0.0018 ips: 6.1232 images/s [04/12 19:21:08] ppdet.engine INFO: Epoch: [50] [ 600/7329] learning_rate: 0.000100 loss_class: 0.585642 loss_bbox: 0.148609 loss_giou: 0.373745 loss_class_aux: 3.707158 loss_bbox_aux: 0.949846 loss_giou_aux: 2.388371 loss_class_dn: 0.336129 loss_bbox_dn: 0.156003 loss_giou_dn: 0.366017 loss_class_aux_dn: 1.813585 loss_bbox_aux_dn: 0.916969 loss_giou_aux_dn: 2.016093 loss: 14.752964 eta: 3 days, 20:39:52 batch_cost: 0.6530 data_cost: 0.0017 ips: 6.1256 images/s [04/12 19:22:18] ppdet.engine INFO: Epoch: [50] [ 700/7329] learning_rate: 0.000100 loss_class: 0.559433 loss_bbox: 0.144179 loss_giou: 0.360000 loss_class_aux: 3.648846 loss_bbox_aux: 0.916932 loss_giou_aux: 2.321104 loss_class_dn: 0.321947 loss_bbox_dn: 0.150160 loss_giou_dn: 0.350632 loss_class_aux_dn: 1.717704 loss_bbox_aux_dn: 0.912921 loss_giou_aux_dn: 1.903645 loss: 13.513533 eta: 3 days, 20:38:46 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2052 images/s [04/12 19:23:28] ppdet.engine INFO: Epoch: [50] [ 800/7329] learning_rate: 0.000100 loss_class: 0.624637 loss_bbox: 0.128948 loss_giou: 0.385693 loss_class_aux: 3.938282 loss_bbox_aux: 0.842215 loss_giou_aux: 2.398874 loss_class_dn: 0.342263 loss_bbox_dn: 0.127166 loss_giou_dn: 0.373585 loss_class_aux_dn: 1.826211 loss_bbox_aux_dn: 0.781596 loss_giou_aux_dn: 2.110433 loss: 14.389496 eta: 3 days, 20:37:41 batch_cost: 0.6491 data_cost: 0.0017 ips: 6.1627 images/s [04/12 19:24:38] ppdet.engine INFO: Epoch: [50] [ 900/7329] learning_rate: 0.000100 loss_class: 0.599765 loss_bbox: 0.135166 loss_giou: 0.389845 loss_class_aux: 3.773937 loss_bbox_aux: 0.870566 loss_giou_aux: 2.541062 loss_class_dn: 0.360528 loss_bbox_dn: 0.150784 loss_giou_dn: 0.378521 loss_class_aux_dn: 1.926091 loss_bbox_aux_dn: 0.920791 loss_giou_aux_dn: 2.150864 loss: 15.227659 eta: 3 days, 20:36:35 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2073 images/s [04/12 19:25:49] ppdet.engine INFO: Epoch: [50] [1000/7329] learning_rate: 0.000100 loss_class: 0.626002 loss_bbox: 0.143849 loss_giou: 0.421858 loss_class_aux: 3.910286 loss_bbox_aux: 0.916391 loss_giou_aux: 2.569679 loss_class_dn: 0.336317 loss_bbox_dn: 0.143692 loss_giou_dn: 0.423843 loss_class_aux_dn: 1.872277 loss_bbox_aux_dn: 0.888222 loss_giou_aux_dn: 2.387738 loss: 15.633703 eta: 3 days, 20:35:29 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1650 images/s [04/12 19:27:00] ppdet.engine INFO: Epoch: [50] [1100/7329] learning_rate: 0.000100 loss_class: 0.599763 loss_bbox: 0.138068 loss_giou: 0.392278 loss_class_aux: 3.724698 loss_bbox_aux: 0.913339 loss_giou_aux: 2.473654 loss_class_dn: 0.331638 loss_bbox_dn: 0.155931 loss_giou_dn: 0.366965 loss_class_aux_dn: 1.868323 loss_bbox_aux_dn: 0.925941 loss_giou_aux_dn: 2.023166 loss: 14.500286 eta: 3 days, 20:34:25 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1170 images/s [04/12 19:28:10] ppdet.engine INFO: Epoch: [50] [1200/7329] learning_rate: 0.000100 loss_class: 0.578760 loss_bbox: 0.124230 loss_giou: 0.314928 loss_class_aux: 3.664263 loss_bbox_aux: 0.814582 loss_giou_aux: 2.004664 loss_class_dn: 0.319956 loss_bbox_dn: 0.137814 loss_giou_dn: 0.321222 loss_class_aux_dn: 1.730938 loss_bbox_aux_dn: 0.871619 loss_giou_aux_dn: 1.816859 loss: 14.202787 eta: 3 days, 20:33:20 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1422 images/s [04/12 19:29:21] ppdet.engine INFO: Epoch: [50] [1300/7329] learning_rate: 0.000100 loss_class: 0.568905 loss_bbox: 0.144344 loss_giou: 0.361152 loss_class_aux: 3.670323 loss_bbox_aux: 0.905471 loss_giou_aux: 2.271919 loss_class_dn: 0.337496 loss_bbox_dn: 0.161326 loss_giou_dn: 0.354265 loss_class_aux_dn: 1.742527 loss_bbox_aux_dn: 0.968940 loss_giou_aux_dn: 1.979071 loss: 14.223053 eta: 3 days, 20:32:14 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1712 images/s [04/12 19:30:31] ppdet.engine INFO: Epoch: [50] [1400/7329] learning_rate: 0.000100 loss_class: 0.554874 loss_bbox: 0.121623 loss_giou: 0.326548 loss_class_aux: 3.526284 loss_bbox_aux: 0.770777 loss_giou_aux: 2.085551 loss_class_dn: 0.307325 loss_bbox_dn: 0.141004 loss_giou_dn: 0.326204 loss_class_aux_dn: 1.644038 loss_bbox_aux_dn: 0.813640 loss_giou_aux_dn: 1.834295 loss: 13.019697 eta: 3 days, 20:31:09 batch_cost: 0.6513 data_cost: 0.0020 ips: 6.1413 images/s [04/12 19:31:42] ppdet.engine INFO: Epoch: [50] [1500/7329] learning_rate: 0.000100 loss_class: 0.568193 loss_bbox: 0.132984 loss_giou: 0.375380 loss_class_aux: 3.648695 loss_bbox_aux: 0.835055 loss_giou_aux: 2.406626 loss_class_dn: 0.330121 loss_bbox_dn: 0.145857 loss_giou_dn: 0.369008 loss_class_aux_dn: 1.796838 loss_bbox_aux_dn: 0.856493 loss_giou_aux_dn: 2.061749 loss: 13.689291 eta: 3 days, 20:30:04 batch_cost: 0.6496 data_cost: 0.0018 ips: 6.1575 images/s [04/12 19:32:53] ppdet.engine INFO: Epoch: [50] [1600/7329] learning_rate: 0.000100 loss_class: 0.599740 loss_bbox: 0.143104 loss_giou: 0.416063 loss_class_aux: 3.934426 loss_bbox_aux: 0.963363 loss_giou_aux: 2.494394 loss_class_dn: 0.342323 loss_bbox_dn: 0.147472 loss_giou_dn: 0.400461 loss_class_aux_dn: 1.806755 loss_bbox_aux_dn: 0.886768 loss_giou_aux_dn: 2.203418 loss: 14.367707 eta: 3 days, 20:28:59 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1500 images/s [04/12 19:34:03] ppdet.engine INFO: Epoch: [50] [1700/7329] learning_rate: 0.000100 loss_class: 0.603813 loss_bbox: 0.138539 loss_giou: 0.368264 loss_class_aux: 3.771104 loss_bbox_aux: 0.910444 loss_giou_aux: 2.360253 loss_class_dn: 0.326788 loss_bbox_dn: 0.151932 loss_giou_dn: 0.375915 loss_class_aux_dn: 1.771586 loss_bbox_aux_dn: 0.876846 loss_giou_aux_dn: 2.096878 loss: 13.764112 eta: 3 days, 20:27:52 batch_cost: 0.6436 data_cost: 0.0018 ips: 6.2150 images/s [04/12 19:35:14] ppdet.engine INFO: Epoch: [50] [1800/7329] learning_rate: 0.000100 loss_class: 0.584026 loss_bbox: 0.130663 loss_giou: 0.364488 loss_class_aux: 3.596599 loss_bbox_aux: 0.826331 loss_giou_aux: 2.246938 loss_class_dn: 0.316649 loss_bbox_dn: 0.143664 loss_giou_dn: 0.346917 loss_class_aux_dn: 1.725923 loss_bbox_aux_dn: 0.858069 loss_giou_aux_dn: 1.928003 loss: 13.963073 eta: 3 days, 20:26:47 batch_cost: 0.6516 data_cost: 0.0017 ips: 6.1387 images/s [04/12 19:36:26] ppdet.engine INFO: Epoch: [50] [1900/7329] learning_rate: 0.000100 loss_class: 0.572975 loss_bbox: 0.121642 loss_giou: 0.397139 loss_class_aux: 3.622277 loss_bbox_aux: 0.789766 loss_giou_aux: 2.569913 loss_class_dn: 0.313609 loss_bbox_dn: 0.123718 loss_giou_dn: 0.363733 loss_class_aux_dn: 1.706333 loss_bbox_aux_dn: 0.743087 loss_giou_aux_dn: 2.042722 loss: 13.565165 eta: 3 days, 20:25:44 batch_cost: 0.6596 data_cost: 0.0018 ips: 6.0643 images/s [04/12 19:37:36] ppdet.engine INFO: Epoch: [50] [2000/7329] learning_rate: 0.000100 loss_class: 0.592995 loss_bbox: 0.133280 loss_giou: 0.368266 loss_class_aux: 3.969382 loss_bbox_aux: 0.860666 loss_giou_aux: 2.434749 loss_class_dn: 0.341731 loss_bbox_dn: 0.124046 loss_giou_dn: 0.366261 loss_class_aux_dn: 1.845142 loss_bbox_aux_dn: 0.689224 loss_giou_aux_dn: 2.071877 loss: 14.292374 eta: 3 days, 20:24:38 batch_cost: 0.6499 data_cost: 0.0018 ips: 6.1545 images/s [04/12 19:38:47] ppdet.engine INFO: Epoch: [50] [2100/7329] learning_rate: 0.000100 loss_class: 0.544416 loss_bbox: 0.147185 loss_giou: 0.371876 loss_class_aux: 3.447061 loss_bbox_aux: 0.953036 loss_giou_aux: 2.315740 loss_class_dn: 0.295568 loss_bbox_dn: 0.144853 loss_giou_dn: 0.326560 loss_class_aux_dn: 1.594059 loss_bbox_aux_dn: 0.864459 loss_giou_aux_dn: 1.802234 loss: 13.060614 eta: 3 days, 20:23:33 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1327 images/s [04/12 19:39:58] ppdet.engine INFO: Epoch: [50] [2200/7329] learning_rate: 0.000100 loss_class: 0.625701 loss_bbox: 0.143432 loss_giou: 0.411967 loss_class_aux: 3.934922 loss_bbox_aux: 0.975268 loss_giou_aux: 2.579432 loss_class_dn: 0.363140 loss_bbox_dn: 0.154958 loss_giou_dn: 0.398165 loss_class_aux_dn: 1.996968 loss_bbox_aux_dn: 0.942550 loss_giou_aux_dn: 2.207392 loss: 15.607540 eta: 3 days, 20:22:29 batch_cost: 0.6536 data_cost: 0.0018 ips: 6.1196 images/s [04/12 19:41:08] ppdet.engine INFO: Epoch: [50] [2300/7329] learning_rate: 0.000100 loss_class: 0.562199 loss_bbox: 0.133922 loss_giou: 0.345054 loss_class_aux: 3.515737 loss_bbox_aux: 0.865316 loss_giou_aux: 2.211172 loss_class_dn: 0.325397 loss_bbox_dn: 0.135896 loss_giou_dn: 0.340229 loss_class_aux_dn: 1.712930 loss_bbox_aux_dn: 0.844355 loss_giou_aux_dn: 1.918951 loss: 12.966160 eta: 3 days, 20:21:22 batch_cost: 0.6427 data_cost: 0.0018 ips: 6.2234 images/s [04/12 19:42:18] ppdet.engine INFO: Epoch: [50] [2400/7329] learning_rate: 0.000100 loss_class: 0.563779 loss_bbox: 0.124503 loss_giou: 0.333672 loss_class_aux: 3.658341 loss_bbox_aux: 0.786535 loss_giou_aux: 2.050116 loss_class_dn: 0.319265 loss_bbox_dn: 0.125527 loss_giou_dn: 0.319996 loss_class_aux_dn: 1.742545 loss_bbox_aux_dn: 0.748379 loss_giou_aux_dn: 1.812639 loss: 13.263813 eta: 3 days, 20:20:17 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1888 images/s [04/12 19:43:30] ppdet.engine INFO: Epoch: [50] [2500/7329] learning_rate: 0.000100 loss_class: 0.649417 loss_bbox: 0.142277 loss_giou: 0.426039 loss_class_aux: 4.082317 loss_bbox_aux: 0.931995 loss_giou_aux: 2.679494 loss_class_dn: 0.384455 loss_bbox_dn: 0.151110 loss_giou_dn: 0.405878 loss_class_aux_dn: 2.050173 loss_bbox_aux_dn: 0.857481 loss_giou_aux_dn: 2.212327 loss: 16.077980 eta: 3 days, 20:19:13 batch_cost: 0.6616 data_cost: 0.0018 ips: 6.0457 images/s [04/12 19:44:40] ppdet.engine INFO: Epoch: [50] [2600/7329] learning_rate: 0.000100 loss_class: 0.580356 loss_bbox: 0.135753 loss_giou: 0.343004 loss_class_aux: 3.703366 loss_bbox_aux: 0.874561 loss_giou_aux: 2.208159 loss_class_dn: 0.308406 loss_bbox_dn: 0.135413 loss_giou_dn: 0.345604 loss_class_aux_dn: 1.674675 loss_bbox_aux_dn: 0.786484 loss_giou_aux_dn: 1.908538 loss: 12.825958 eta: 3 days, 20:18:07 batch_cost: 0.6450 data_cost: 0.0018 ips: 6.2013 images/s [04/12 19:45:50] ppdet.engine INFO: Epoch: [50] [2700/7329] learning_rate: 0.000100 loss_class: 0.570890 loss_bbox: 0.132822 loss_giou: 0.366056 loss_class_aux: 3.676262 loss_bbox_aux: 0.849777 loss_giou_aux: 2.344965 loss_class_dn: 0.311840 loss_bbox_dn: 0.136328 loss_giou_dn: 0.355004 loss_class_aux_dn: 1.646034 loss_bbox_aux_dn: 0.812185 loss_giou_aux_dn: 1.987241 loss: 14.015135 eta: 3 days, 20:17:01 batch_cost: 0.6465 data_cost: 0.0020 ips: 6.1873 images/s [04/12 19:47:00] ppdet.engine INFO: Epoch: [50] [2800/7329] learning_rate: 0.000100 loss_class: 0.536479 loss_bbox: 0.129186 loss_giou: 0.391836 loss_class_aux: 3.471811 loss_bbox_aux: 0.845553 loss_giou_aux: 2.483129 loss_class_dn: 0.327730 loss_bbox_dn: 0.124426 loss_giou_dn: 0.350903 loss_class_aux_dn: 1.752992 loss_bbox_aux_dn: 0.768639 loss_giou_aux_dn: 1.961181 loss: 13.548687 eta: 3 days, 20:15:55 batch_cost: 0.6420 data_cost: 0.0018 ips: 6.2301 images/s [04/12 19:48:11] ppdet.engine INFO: Epoch: [50] [2900/7329] learning_rate: 0.000100 loss_class: 0.614572 loss_bbox: 0.137340 loss_giou: 0.342268 loss_class_aux: 4.024252 loss_bbox_aux: 0.877980 loss_giou_aux: 2.243436 loss_class_dn: 0.342534 loss_bbox_dn: 0.139685 loss_giou_dn: 0.371518 loss_class_aux_dn: 1.835873 loss_bbox_aux_dn: 0.855906 loss_giou_aux_dn: 2.088468 loss: 14.775490 eta: 3 days, 20:14:50 batch_cost: 0.6538 data_cost: 0.0017 ips: 6.1177 images/s [04/12 19:49:21] ppdet.engine INFO: Epoch: [50] [3000/7329] learning_rate: 0.000100 loss_class: 0.555011 loss_bbox: 0.132075 loss_giou: 0.450686 loss_class_aux: 3.685209 loss_bbox_aux: 0.829487 loss_giou_aux: 2.844230 loss_class_dn: 0.354804 loss_bbox_dn: 0.129012 loss_giou_dn: 0.394385 loss_class_aux_dn: 1.898097 loss_bbox_aux_dn: 0.782027 loss_giou_aux_dn: 2.190119 loss: 14.991883 eta: 3 days, 20:13:46 batch_cost: 0.6547 data_cost: 0.0019 ips: 6.1100 images/s [04/12 19:50:33] ppdet.engine INFO: Epoch: [50] [3100/7329] learning_rate: 0.000100 loss_class: 0.601429 loss_bbox: 0.143361 loss_giou: 0.412796 loss_class_aux: 3.762509 loss_bbox_aux: 0.945792 loss_giou_aux: 2.573715 loss_class_dn: 0.361515 loss_bbox_dn: 0.130817 loss_giou_dn: 0.373977 loss_class_aux_dn: 1.976081 loss_bbox_aux_dn: 0.812592 loss_giou_aux_dn: 2.040963 loss: 14.467258 eta: 3 days, 20:12:41 batch_cost: 0.6515 data_cost: 0.0017 ips: 6.1398 images/s [04/12 19:51:44] ppdet.engine INFO: Epoch: [50] [3200/7329] learning_rate: 0.000100 loss_class: 0.505187 loss_bbox: 0.131509 loss_giou: 0.310825 loss_class_aux: 3.346960 loss_bbox_aux: 0.889497 loss_giou_aux: 1.928653 loss_class_dn: 0.303711 loss_bbox_dn: 0.135707 loss_giou_dn: 0.319393 loss_class_aux_dn: 1.632651 loss_bbox_aux_dn: 0.808022 loss_giou_aux_dn: 1.744572 loss: 12.390826 eta: 3 days, 20:11:36 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1142 images/s [04/12 19:52:54] ppdet.engine INFO: Epoch: [50] [3300/7329] learning_rate: 0.000100 loss_class: 0.563607 loss_bbox: 0.138995 loss_giou: 0.351516 loss_class_aux: 3.587010 loss_bbox_aux: 0.945265 loss_giou_aux: 2.167916 loss_class_dn: 0.316958 loss_bbox_dn: 0.152300 loss_giou_dn: 0.341736 loss_class_aux_dn: 1.703004 loss_bbox_aux_dn: 0.924971 loss_giou_aux_dn: 1.880107 loss: 13.723927 eta: 3 days, 20:10:30 batch_cost: 0.6468 data_cost: 0.0018 ips: 6.1844 images/s [04/12 19:54:04] ppdet.engine INFO: Epoch: [50] [3400/7329] learning_rate: 0.000100 loss_class: 0.587784 loss_bbox: 0.134087 loss_giou: 0.376721 loss_class_aux: 3.712234 loss_bbox_aux: 0.892833 loss_giou_aux: 2.346076 loss_class_dn: 0.341009 loss_bbox_dn: 0.138452 loss_giou_dn: 0.379846 loss_class_aux_dn: 1.857816 loss_bbox_aux_dn: 0.798388 loss_giou_aux_dn: 2.139631 loss: 14.761280 eta: 3 days, 20:09:25 batch_cost: 0.6512 data_cost: 0.0019 ips: 6.1428 images/s [04/12 19:55:16] ppdet.engine INFO: Epoch: [50] [3500/7329] learning_rate: 0.000100 loss_class: 0.621150 loss_bbox: 0.134485 loss_giou: 0.362500 loss_class_aux: 3.667571 loss_bbox_aux: 0.897893 loss_giou_aux: 2.280055 loss_class_dn: 0.364505 loss_bbox_dn: 0.139857 loss_giou_dn: 0.373262 loss_class_aux_dn: 1.974118 loss_bbox_aux_dn: 0.834105 loss_giou_aux_dn: 2.028039 loss: 14.870340 eta: 3 days, 20:08:21 batch_cost: 0.6559 data_cost: 0.0019 ips: 6.0987 images/s [04/12 19:56:26] ppdet.engine INFO: Epoch: [50] [3600/7329] learning_rate: 0.000100 loss_class: 0.540285 loss_bbox: 0.131384 loss_giou: 0.334596 loss_class_aux: 3.586704 loss_bbox_aux: 0.862625 loss_giou_aux: 2.131999 loss_class_dn: 0.313877 loss_bbox_dn: 0.145749 loss_giou_dn: 0.341582 loss_class_aux_dn: 1.716753 loss_bbox_aux_dn: 0.877754 loss_giou_aux_dn: 1.909605 loss: 13.240400 eta: 3 days, 20:07:15 batch_cost: 0.6478 data_cost: 0.0020 ips: 6.1746 images/s [04/12 19:57:37] ppdet.engine INFO: Epoch: [50] [3700/7329] learning_rate: 0.000100 loss_class: 0.555143 loss_bbox: 0.125915 loss_giou: 0.383752 loss_class_aux: 3.517809 loss_bbox_aux: 0.795295 loss_giou_aux: 2.425272 loss_class_dn: 0.354374 loss_bbox_dn: 0.130775 loss_giou_dn: 0.380170 loss_class_aux_dn: 1.900682 loss_bbox_aux_dn: 0.751519 loss_giou_aux_dn: 2.111856 loss: 14.227562 eta: 3 days, 20:06:11 batch_cost: 0.6543 data_cost: 0.0019 ips: 6.1132 images/s [04/12 19:58:48] ppdet.engine INFO: Epoch: [50] [3800/7329] learning_rate: 0.000100 loss_class: 0.614279 loss_bbox: 0.138550 loss_giou: 0.336098 loss_class_aux: 3.785441 loss_bbox_aux: 0.915756 loss_giou_aux: 2.076895 loss_class_dn: 0.314921 loss_bbox_dn: 0.139302 loss_giou_dn: 0.342645 loss_class_aux_dn: 1.711069 loss_bbox_aux_dn: 0.838545 loss_giou_aux_dn: 1.949372 loss: 13.646070 eta: 3 days, 20:05:05 batch_cost: 0.6457 data_cost: 0.0018 ips: 6.1945 images/s [04/12 19:59:57] ppdet.engine INFO: Epoch: [50] [3900/7329] learning_rate: 0.000100 loss_class: 0.587240 loss_bbox: 0.134509 loss_giou: 0.357523 loss_class_aux: 3.701387 loss_bbox_aux: 0.868972 loss_giou_aux: 2.284667 loss_class_dn: 0.309665 loss_bbox_dn: 0.147726 loss_giou_dn: 0.349282 loss_class_aux_dn: 1.678432 loss_bbox_aux_dn: 0.891117 loss_giou_aux_dn: 1.915593 loss: 13.971453 eta: 3 days, 20:03:59 batch_cost: 0.6433 data_cost: 0.0018 ips: 6.2181 images/s [04/12 20:01:08] ppdet.engine INFO: Epoch: [50] [4000/7329] learning_rate: 0.000100 loss_class: 0.545429 loss_bbox: 0.124175 loss_giou: 0.353515 loss_class_aux: 3.624427 loss_bbox_aux: 0.812803 loss_giou_aux: 2.187595 loss_class_dn: 0.310244 loss_bbox_dn: 0.127398 loss_giou_dn: 0.315278 loss_class_aux_dn: 1.692158 loss_bbox_aux_dn: 0.768883 loss_giou_aux_dn: 1.777949 loss: 12.881230 eta: 3 days, 20:02:54 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1385 images/s [04/12 20:02:18] ppdet.engine INFO: Epoch: [50] [4100/7329] learning_rate: 0.000100 loss_class: 0.563652 loss_bbox: 0.123650 loss_giou: 0.334723 loss_class_aux: 3.601387 loss_bbox_aux: 0.822508 loss_giou_aux: 2.183657 loss_class_dn: 0.315883 loss_bbox_dn: 0.129519 loss_giou_dn: 0.344913 loss_class_aux_dn: 1.719012 loss_bbox_aux_dn: 0.797075 loss_giou_aux_dn: 1.911834 loss: 13.592889 eta: 3 days, 20:01:48 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2036 images/s [04/12 20:03:28] ppdet.engine INFO: Epoch: [50] [4200/7329] learning_rate: 0.000100 loss_class: 0.570632 loss_bbox: 0.115457 loss_giou: 0.404747 loss_class_aux: 3.681066 loss_bbox_aux: 0.761750 loss_giou_aux: 2.523649 loss_class_dn: 0.341505 loss_bbox_dn: 0.127583 loss_giou_dn: 0.383313 loss_class_aux_dn: 1.871160 loss_bbox_aux_dn: 0.752246 loss_giou_aux_dn: 2.116524 loss: 14.350651 eta: 3 days, 20:00:42 batch_cost: 0.6459 data_cost: 0.0018 ips: 6.1925 images/s [04/12 20:04:40] ppdet.engine INFO: Epoch: [50] [4300/7329] learning_rate: 0.000100 loss_class: 0.556600 loss_bbox: 0.128390 loss_giou: 0.374879 loss_class_aux: 3.352452 loss_bbox_aux: 0.843815 loss_giou_aux: 2.485221 loss_class_dn: 0.325243 loss_bbox_dn: 0.139536 loss_giou_dn: 0.380659 loss_class_aux_dn: 1.738633 loss_bbox_aux_dn: 0.819340 loss_giou_aux_dn: 2.074819 loss: 13.103140 eta: 3 days, 19:59:39 batch_cost: 0.6642 data_cost: 0.0018 ips: 6.0220 images/s [04/12 20:05:52] ppdet.engine INFO: Epoch: [50] [4400/7329] learning_rate: 0.000100 loss_class: 0.586303 loss_bbox: 0.127588 loss_giou: 0.435659 loss_class_aux: 3.632956 loss_bbox_aux: 0.838457 loss_giou_aux: 2.743103 loss_class_dn: 0.342611 loss_bbox_dn: 0.138672 loss_giou_dn: 0.394984 loss_class_aux_dn: 1.785613 loss_bbox_aux_dn: 0.813196 loss_giou_aux_dn: 2.212901 loss: 14.282240 eta: 3 days, 19:58:35 batch_cost: 0.6617 data_cost: 0.0018 ips: 6.0452 images/s [04/12 20:07:03] ppdet.engine INFO: Epoch: [50] [4500/7329] learning_rate: 0.000100 loss_class: 0.579855 loss_bbox: 0.142282 loss_giou: 0.396109 loss_class_aux: 3.733863 loss_bbox_aux: 0.916940 loss_giou_aux: 2.538015 loss_class_dn: 0.341092 loss_bbox_dn: 0.143948 loss_giou_dn: 0.391004 loss_class_aux_dn: 1.829318 loss_bbox_aux_dn: 0.859023 loss_giou_aux_dn: 2.170624 loss: 14.499104 eta: 3 days, 19:57:29 batch_cost: 0.6462 data_cost: 0.0021 ips: 6.1902 images/s [04/12 20:08:14] ppdet.engine INFO: Epoch: [50] [4600/7329] learning_rate: 0.000100 loss_class: 0.605436 loss_bbox: 0.132474 loss_giou: 0.364558 loss_class_aux: 3.888117 loss_bbox_aux: 0.848584 loss_giou_aux: 2.284566 loss_class_dn: 0.355805 loss_bbox_dn: 0.134792 loss_giou_dn: 0.371552 loss_class_aux_dn: 1.890608 loss_bbox_aux_dn: 0.804618 loss_giou_aux_dn: 2.045910 loss: 15.067927 eta: 3 days, 19:56:25 batch_cost: 0.6545 data_cost: 0.0019 ips: 6.1112 images/s [04/12 20:09:24] ppdet.engine INFO: Epoch: [50] [4700/7329] learning_rate: 0.000100 loss_class: 0.567727 loss_bbox: 0.136441 loss_giou: 0.411351 loss_class_aux: 3.530201 loss_bbox_aux: 0.900729 loss_giou_aux: 2.521214 loss_class_dn: 0.355268 loss_bbox_dn: 0.135186 loss_giou_dn: 0.381956 loss_class_aux_dn: 1.900347 loss_bbox_aux_dn: 0.810907 loss_giou_aux_dn: 2.148384 loss: 14.061846 eta: 3 days, 19:55:19 batch_cost: 0.6506 data_cost: 0.0019 ips: 6.1482 images/s [04/12 20:10:35] ppdet.engine INFO: Epoch: [50] [4800/7329] learning_rate: 0.000100 loss_class: 0.572796 loss_bbox: 0.138653 loss_giou: 0.374457 loss_class_aux: 3.621697 loss_bbox_aux: 0.881876 loss_giou_aux: 2.374907 loss_class_dn: 0.308441 loss_bbox_dn: 0.152872 loss_giou_dn: 0.348808 loss_class_aux_dn: 1.659951 loss_bbox_aux_dn: 0.893774 loss_giou_aux_dn: 1.982956 loss: 13.232270 eta: 3 days, 19:54:14 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1471 images/s [04/12 20:11:46] ppdet.engine INFO: Epoch: [50] [4900/7329] learning_rate: 0.000100 loss_class: 0.518166 loss_bbox: 0.123781 loss_giou: 0.342903 loss_class_aux: 3.274549 loss_bbox_aux: 0.810225 loss_giou_aux: 2.233110 loss_class_dn: 0.294449 loss_bbox_dn: 0.134198 loss_giou_dn: 0.325308 loss_class_aux_dn: 1.562160 loss_bbox_aux_dn: 0.768600 loss_giou_aux_dn: 1.827538 loss: 12.037759 eta: 3 days, 19:53:09 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1316 images/s [04/12 20:12:56] ppdet.engine INFO: Epoch: [50] [5000/7329] learning_rate: 0.000100 loss_class: 0.531770 loss_bbox: 0.137797 loss_giou: 0.338022 loss_class_aux: 3.520887 loss_bbox_aux: 0.916679 loss_giou_aux: 2.153885 loss_class_dn: 0.306869 loss_bbox_dn: 0.138625 loss_giou_dn: 0.347514 loss_class_aux_dn: 1.675210 loss_bbox_aux_dn: 0.860822 loss_giou_aux_dn: 1.912634 loss: 13.519209 eta: 3 days, 19:52:04 batch_cost: 0.6511 data_cost: 0.0019 ips: 6.1433 images/s [04/12 20:14:08] ppdet.engine INFO: Epoch: [50] [5100/7329] learning_rate: 0.000100 loss_class: 0.624699 loss_bbox: 0.130401 loss_giou: 0.438179 loss_class_aux: 3.921327 loss_bbox_aux: 0.866354 loss_giou_aux: 2.774316 loss_class_dn: 0.359312 loss_bbox_dn: 0.126475 loss_giou_dn: 0.394152 loss_class_aux_dn: 1.940075 loss_bbox_aux_dn: 0.775966 loss_giou_aux_dn: 2.182732 loss: 14.788021 eta: 3 days, 19:51:01 batch_cost: 0.6627 data_cost: 0.0019 ips: 6.0360 images/s [04/12 20:15:18] ppdet.engine INFO: Epoch: [50] [5200/7329] learning_rate: 0.000100 loss_class: 0.573119 loss_bbox: 0.129970 loss_giou: 0.331103 loss_class_aux: 3.731982 loss_bbox_aux: 0.850604 loss_giou_aux: 2.118398 loss_class_dn: 0.304300 loss_bbox_dn: 0.136237 loss_giou_dn: 0.339182 loss_class_aux_dn: 1.686432 loss_bbox_aux_dn: 0.775749 loss_giou_aux_dn: 1.900069 loss: 12.783822 eta: 3 days, 19:49:55 batch_cost: 0.6459 data_cost: 0.0018 ips: 6.1933 images/s [04/12 20:16:29] ppdet.engine INFO: Epoch: [50] [5300/7329] learning_rate: 0.000100 loss_class: 0.596571 loss_bbox: 0.129701 loss_giou: 0.380503 loss_class_aux: 3.842180 loss_bbox_aux: 0.823135 loss_giou_aux: 2.550572 loss_class_dn: 0.343897 loss_bbox_dn: 0.129025 loss_giou_dn: 0.365995 loss_class_aux_dn: 1.876951 loss_bbox_aux_dn: 0.795980 loss_giou_aux_dn: 1.943086 loss: 13.692746 eta: 3 days, 19:48:50 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1200 images/s [04/12 20:17:40] ppdet.engine INFO: Epoch: [50] [5400/7329] learning_rate: 0.000100 loss_class: 0.573436 loss_bbox: 0.137433 loss_giou: 0.387340 loss_class_aux: 3.696769 loss_bbox_aux: 0.886122 loss_giou_aux: 2.500328 loss_class_dn: 0.337736 loss_bbox_dn: 0.135443 loss_giou_dn: 0.358260 loss_class_aux_dn: 1.819764 loss_bbox_aux_dn: 0.813928 loss_giou_aux_dn: 1.997219 loss: 13.910227 eta: 3 days, 19:47:46 batch_cost: 0.6550 data_cost: 0.0019 ips: 6.1072 images/s [04/12 20:18:53] ppdet.engine INFO: Epoch: [50] [5500/7329] learning_rate: 0.000100 loss_class: 0.526537 loss_bbox: 0.131982 loss_giou: 0.325748 loss_class_aux: 3.415109 loss_bbox_aux: 0.847617 loss_giou_aux: 2.132186 loss_class_dn: 0.294695 loss_bbox_dn: 0.151953 loss_giou_dn: 0.310169 loss_class_aux_dn: 1.594775 loss_bbox_aux_dn: 0.893514 loss_giou_aux_dn: 1.722843 loss: 12.366551 eta: 3 days, 19:46:42 batch_cost: 0.6619 data_cost: 0.0019 ips: 6.0432 images/s [04/12 20:20:03] ppdet.engine INFO: Epoch: [50] [5600/7329] learning_rate: 0.000100 loss_class: 0.680216 loss_bbox: 0.160070 loss_giou: 0.465312 loss_class_aux: 4.286722 loss_bbox_aux: 1.020602 loss_giou_aux: 2.974045 loss_class_dn: 0.386234 loss_bbox_dn: 0.159434 loss_giou_dn: 0.447030 loss_class_aux_dn: 2.056742 loss_bbox_aux_dn: 0.948384 loss_giou_aux_dn: 2.442226 loss: 16.355085 eta: 3 days, 19:45:37 batch_cost: 0.6486 data_cost: 0.0017 ips: 6.1673 images/s [04/12 20:21:13] ppdet.engine INFO: Epoch: [50] [5700/7329] learning_rate: 0.000100 loss_class: 0.545791 loss_bbox: 0.130958 loss_giou: 0.325379 loss_class_aux: 3.458472 loss_bbox_aux: 0.814450 loss_giou_aux: 2.105277 loss_class_dn: 0.309225 loss_bbox_dn: 0.133498 loss_giou_dn: 0.302706 loss_class_aux_dn: 1.680785 loss_bbox_aux_dn: 0.801711 loss_giou_aux_dn: 1.750793 loss: 12.654196 eta: 3 days, 19:44:30 batch_cost: 0.6421 data_cost: 0.0019 ips: 6.2298 images/s [04/12 20:22:26] ppdet.engine INFO: Epoch: [50] [5800/7329] learning_rate: 0.000100 loss_class: 0.600929 loss_bbox: 0.131589 loss_giou: 0.352866 loss_class_aux: 3.873710 loss_bbox_aux: 0.849206 loss_giou_aux: 2.268567 loss_class_dn: 0.325057 loss_bbox_dn: 0.155234 loss_giou_dn: 0.351839 loss_class_aux_dn: 1.725179 loss_bbox_aux_dn: 0.923436 loss_giou_aux_dn: 2.002525 loss: 13.761005 eta: 3 days, 19:43:28 batch_cost: 0.6688 data_cost: 0.0018 ips: 5.9812 images/s [04/12 20:23:37] ppdet.engine INFO: Epoch: [50] [5900/7329] learning_rate: 0.000100 loss_class: 0.539814 loss_bbox: 0.113632 loss_giou: 0.299720 loss_class_aux: 3.455807 loss_bbox_aux: 0.739075 loss_giou_aux: 1.904144 loss_class_dn: 0.294097 loss_bbox_dn: 0.114824 loss_giou_dn: 0.289208 loss_class_aux_dn: 1.589090 loss_bbox_aux_dn: 0.693859 loss_giou_aux_dn: 1.672471 loss: 12.388293 eta: 3 days, 19:42:24 batch_cost: 0.6619 data_cost: 0.0019 ips: 6.0428 images/s [04/12 20:24:47] ppdet.engine INFO: Epoch: [50] [6000/7329] learning_rate: 0.000100 loss_class: 0.555933 loss_bbox: 0.119380 loss_giou: 0.355806 loss_class_aux: 3.446573 loss_bbox_aux: 0.809394 loss_giou_aux: 2.192595 loss_class_dn: 0.311137 loss_bbox_dn: 0.129462 loss_giou_dn: 0.318917 loss_class_aux_dn: 1.689706 loss_bbox_aux_dn: 0.761335 loss_giou_aux_dn: 1.764539 loss: 12.868146 eta: 3 days, 19:41:18 batch_cost: 0.6439 data_cost: 0.0016 ips: 6.2118 images/s [04/12 20:25:57] ppdet.engine INFO: Epoch: [50] [6100/7329] learning_rate: 0.000100 loss_class: 0.549656 loss_bbox: 0.129457 loss_giou: 0.363508 loss_class_aux: 3.477917 loss_bbox_aux: 0.867349 loss_giou_aux: 2.282008 loss_class_dn: 0.302072 loss_bbox_dn: 0.137554 loss_giou_dn: 0.334361 loss_class_aux_dn: 1.646160 loss_bbox_aux_dn: 0.794046 loss_giou_aux_dn: 1.900676 loss: 13.291878 eta: 3 days, 19:40:12 batch_cost: 0.6442 data_cost: 0.0018 ips: 6.2090 images/s [04/12 20:27:08] ppdet.engine INFO: Epoch: [50] [6200/7329] learning_rate: 0.000100 loss_class: 0.496483 loss_bbox: 0.118135 loss_giou: 0.314566 loss_class_aux: 3.378617 loss_bbox_aux: 0.826124 loss_giou_aux: 1.985006 loss_class_dn: 0.289752 loss_bbox_dn: 0.121989 loss_giou_dn: 0.297677 loss_class_aux_dn: 1.557612 loss_bbox_aux_dn: 0.750241 loss_giou_aux_dn: 1.666702 loss: 12.173135 eta: 3 days, 19:39:07 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1087 images/s [04/12 20:28:20] ppdet.engine INFO: Epoch: [50] [6300/7329] learning_rate: 0.000100 loss_class: 0.632360 loss_bbox: 0.133311 loss_giou: 0.400054 loss_class_aux: 3.983874 loss_bbox_aux: 0.898849 loss_giou_aux: 2.534533 loss_class_dn: 0.369619 loss_bbox_dn: 0.137197 loss_giou_dn: 0.392216 loss_class_aux_dn: 1.956016 loss_bbox_aux_dn: 0.797296 loss_giou_aux_dn: 2.227618 loss: 15.278809 eta: 3 days, 19:38:03 batch_cost: 0.6565 data_cost: 0.0018 ips: 6.0932 images/s [04/12 20:29:31] ppdet.engine INFO: Epoch: [50] [6400/7329] learning_rate: 0.000100 loss_class: 0.589657 loss_bbox: 0.125059 loss_giou: 0.369141 loss_class_aux: 3.837748 loss_bbox_aux: 0.807486 loss_giou_aux: 2.309699 loss_class_dn: 0.316896 loss_bbox_dn: 0.127479 loss_giou_dn: 0.343581 loss_class_aux_dn: 1.697532 loss_bbox_aux_dn: 0.750582 loss_giou_aux_dn: 1.923722 loss: 13.775873 eta: 3 days, 19:36:58 batch_cost: 0.6538 data_cost: 0.0019 ips: 6.1177 images/s [04/12 20:30:41] ppdet.engine INFO: Epoch: [50] [6500/7329] learning_rate: 0.000100 loss_class: 0.552801 loss_bbox: 0.118480 loss_giou: 0.337857 loss_class_aux: 3.628194 loss_bbox_aux: 0.803367 loss_giou_aux: 2.228741 loss_class_dn: 0.300303 loss_bbox_dn: 0.131867 loss_giou_dn: 0.323351 loss_class_aux_dn: 1.574265 loss_bbox_aux_dn: 0.791672 loss_giou_aux_dn: 1.822977 loss: 12.827667 eta: 3 days, 19:35:53 batch_cost: 0.6498 data_cost: 0.0017 ips: 6.1562 images/s [04/12 20:31:52] ppdet.engine INFO: Epoch: [50] [6600/7329] learning_rate: 0.000100 loss_class: 0.652591 loss_bbox: 0.147119 loss_giou: 0.420080 loss_class_aux: 4.176445 loss_bbox_aux: 0.963747 loss_giou_aux: 2.676467 loss_class_dn: 0.349890 loss_bbox_dn: 0.151934 loss_giou_dn: 0.398746 loss_class_aux_dn: 1.887691 loss_bbox_aux_dn: 0.911454 loss_giou_aux_dn: 2.221101 loss: 14.808994 eta: 3 days, 19:34:47 batch_cost: 0.6465 data_cost: 0.0018 ips: 6.1868 images/s [04/12 20:33:03] ppdet.engine INFO: Epoch: [50] [6700/7329] learning_rate: 0.000100 loss_class: 0.556995 loss_bbox: 0.141680 loss_giou: 0.364276 loss_class_aux: 3.686080 loss_bbox_aux: 0.903633 loss_giou_aux: 2.409211 loss_class_dn: 0.329328 loss_bbox_dn: 0.150530 loss_giou_dn: 0.368595 loss_class_aux_dn: 1.757860 loss_bbox_aux_dn: 0.889459 loss_giou_aux_dn: 2.014536 loss: 14.231125 eta: 3 days, 19:33:43 batch_cost: 0.6557 data_cost: 0.0020 ips: 6.1000 images/s [04/12 20:34:14] ppdet.engine INFO: Epoch: [50] [6800/7329] learning_rate: 0.000100 loss_class: 0.578461 loss_bbox: 0.131729 loss_giou: 0.409101 loss_class_aux: 3.711111 loss_bbox_aux: 0.874884 loss_giou_aux: 2.507095 loss_class_dn: 0.350540 loss_bbox_dn: 0.141935 loss_giou_dn: 0.413606 loss_class_aux_dn: 1.865155 loss_bbox_aux_dn: 0.833040 loss_giou_aux_dn: 2.341038 loss: 14.871278 eta: 3 days, 19:32:38 batch_cost: 0.6534 data_cost: 0.0017 ips: 6.1214 images/s [04/12 20:35:26] ppdet.engine INFO: Epoch: [50] [6900/7329] learning_rate: 0.000100 loss_class: 0.567570 loss_bbox: 0.135514 loss_giou: 0.417558 loss_class_aux: 3.602845 loss_bbox_aux: 0.846407 loss_giou_aux: 2.647016 loss_class_dn: 0.341979 loss_bbox_dn: 0.142545 loss_giou_dn: 0.377493 loss_class_aux_dn: 1.832559 loss_bbox_aux_dn: 0.835383 loss_giou_aux_dn: 2.103982 loss: 14.340792 eta: 3 days, 19:31:35 batch_cost: 0.6630 data_cost: 0.0018 ips: 6.0329 images/s [04/12 20:36:37] ppdet.engine INFO: Epoch: [50] [7000/7329] learning_rate: 0.000100 loss_class: 0.533934 loss_bbox: 0.131198 loss_giou: 0.327975 loss_class_aux: 3.488440 loss_bbox_aux: 0.837817 loss_giou_aux: 2.021392 loss_class_dn: 0.288502 loss_bbox_dn: 0.134920 loss_giou_dn: 0.332471 loss_class_aux_dn: 1.553314 loss_bbox_aux_dn: 0.790340 loss_giou_aux_dn: 1.833397 loss: 12.320518 eta: 3 days, 19:30:30 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1403 images/s [04/12 20:37:48] ppdet.engine INFO: Epoch: [50] [7100/7329] learning_rate: 0.000100 loss_class: 0.566695 loss_bbox: 0.132112 loss_giou: 0.398022 loss_class_aux: 3.557685 loss_bbox_aux: 0.827714 loss_giou_aux: 2.477466 loss_class_dn: 0.326129 loss_bbox_dn: 0.132113 loss_giou_dn: 0.370872 loss_class_aux_dn: 1.736099 loss_bbox_aux_dn: 0.756051 loss_giou_aux_dn: 2.068911 loss: 13.577100 eta: 3 days, 19:29:25 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1022 images/s [04/12 20:38:59] ppdet.engine INFO: Epoch: [50] [7200/7329] learning_rate: 0.000100 loss_class: 0.619621 loss_bbox: 0.143527 loss_giou: 0.404541 loss_class_aux: 3.851764 loss_bbox_aux: 0.948549 loss_giou_aux: 2.514367 loss_class_dn: 0.365011 loss_bbox_dn: 0.154846 loss_giou_dn: 0.398845 loss_class_aux_dn: 1.916420 loss_bbox_aux_dn: 0.916795 loss_giou_aux_dn: 2.204217 loss: 14.432758 eta: 3 days, 19:28:21 batch_cost: 0.6599 data_cost: 0.0018 ips: 6.0611 images/s [04/12 20:40:10] ppdet.engine INFO: Epoch: [50] [7300/7329] learning_rate: 0.000100 loss_class: 0.624432 loss_bbox: 0.154224 loss_giou: 0.393724 loss_class_aux: 3.920476 loss_bbox_aux: 0.968520 loss_giou_aux: 2.531234 loss_class_dn: 0.363393 loss_bbox_dn: 0.162475 loss_giou_dn: 0.413671 loss_class_aux_dn: 1.919897 loss_bbox_aux_dn: 0.938505 loss_giou_aux_dn: 2.245237 loss: 15.673424 eta: 3 days, 19:27:16 batch_cost: 0.6515 data_cost: 0.0019 ips: 6.1398 images/s [04/12 20:40:34] ppdet.engine INFO: Eval iter: 0 [04/12 20:41:01] ppdet.engine INFO: Eval iter: 100 [04/12 20:41:28] ppdet.engine INFO: Eval iter: 200 [04/12 20:41:56] ppdet.engine INFO: Eval iter: 300 [04/12 20:42:24] ppdet.engine INFO: Eval iter: 400 [04/12 20:42:52] ppdet.engine INFO: Eval iter: 500 [04/12 20:43:20] ppdet.engine INFO: Eval iter: 600 [04/12 20:44:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 20:44:00] 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=126.62s). Accumulating evaluation results... DONE (t=29.20s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/12 20:46:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.910709352082872 [04/12 20:46:52] ppdet.engine INFO: Best test bbox ap is 0.541. [04/12 20:46:54] ppdet.engine INFO: Epoch: [51] [ 0/7329] learning_rate: 0.000100 loss_class: 0.520524 loss_bbox: 0.134074 loss_giou: 0.354392 loss_class_aux: 3.341940 loss_bbox_aux: 0.843171 loss_giou_aux: 2.149732 loss_class_dn: 0.303721 loss_bbox_dn: 0.151308 loss_giou_dn: 0.332371 loss_class_aux_dn: 1.663263 loss_bbox_aux_dn: 0.895942 loss_giou_aux_dn: 1.873992 loss: 12.458525 eta: 3 days, 19:26:57 batch_cost: 0.6464 data_cost: 0.0018 ips: 6.1878 images/s [04/12 20:48:04] ppdet.engine INFO: Epoch: [51] [ 100/7329] learning_rate: 0.000100 loss_class: 0.495458 loss_bbox: 0.115080 loss_giou: 0.273530 loss_class_aux: 3.304044 loss_bbox_aux: 0.758217 loss_giou_aux: 1.753402 loss_class_dn: 0.278697 loss_bbox_dn: 0.114888 loss_giou_dn: 0.278301 loss_class_aux_dn: 1.496114 loss_bbox_aux_dn: 0.757782 loss_giou_aux_dn: 1.559096 loss: 11.744263 eta: 3 days, 19:25:52 batch_cost: 0.6486 data_cost: 0.0018 ips: 6.1669 images/s [04/12 20:49:14] ppdet.engine INFO: Epoch: [51] [ 200/7329] learning_rate: 0.000100 loss_class: 0.539450 loss_bbox: 0.127968 loss_giou: 0.392816 loss_class_aux: 3.393177 loss_bbox_aux: 0.854921 loss_giou_aux: 2.465227 loss_class_dn: 0.299318 loss_bbox_dn: 0.136581 loss_giou_dn: 0.359841 loss_class_aux_dn: 1.628766 loss_bbox_aux_dn: 0.825928 loss_giou_aux_dn: 2.025346 loss: 12.968042 eta: 3 days, 19:24:46 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1825 images/s [04/12 20:50:25] ppdet.engine INFO: Epoch: [51] [ 300/7329] learning_rate: 0.000100 loss_class: 0.497983 loss_bbox: 0.110748 loss_giou: 0.316377 loss_class_aux: 3.300684 loss_bbox_aux: 0.711589 loss_giou_aux: 2.024648 loss_class_dn: 0.279685 loss_bbox_dn: 0.114769 loss_giou_dn: 0.300518 loss_class_aux_dn: 1.524929 loss_bbox_aux_dn: 0.719303 loss_giou_aux_dn: 1.725702 loss: 11.891523 eta: 3 days, 19:23:41 batch_cost: 0.6543 data_cost: 0.0021 ips: 6.1133 images/s [04/12 20:51:35] ppdet.engine INFO: Epoch: [51] [ 400/7329] learning_rate: 0.000100 loss_class: 0.582418 loss_bbox: 0.125795 loss_giou: 0.409908 loss_class_aux: 3.705004 loss_bbox_aux: 0.831716 loss_giou_aux: 2.574374 loss_class_dn: 0.323215 loss_bbox_dn: 0.131800 loss_giou_dn: 0.377546 loss_class_aux_dn: 1.771160 loss_bbox_aux_dn: 0.819815 loss_giou_aux_dn: 2.117927 loss: 14.243550 eta: 3 days, 19:22:36 batch_cost: 0.6478 data_cost: 0.0020 ips: 6.1751 images/s [04/12 20:52:46] ppdet.engine INFO: Epoch: [51] [ 500/7329] learning_rate: 0.000100 loss_class: 0.501683 loss_bbox: 0.145074 loss_giou: 0.337895 loss_class_aux: 3.283476 loss_bbox_aux: 0.909316 loss_giou_aux: 2.178008 loss_class_dn: 0.319103 loss_bbox_dn: 0.130499 loss_giou_dn: 0.348401 loss_class_aux_dn: 1.677251 loss_bbox_aux_dn: 0.801290 loss_giou_aux_dn: 1.937932 loss: 13.720200 eta: 3 days, 19:21:30 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1650 images/s [04/12 20:53:56] ppdet.engine INFO: Epoch: [51] [ 600/7329] learning_rate: 0.000100 loss_class: 0.528680 loss_bbox: 0.124570 loss_giou: 0.341390 loss_class_aux: 3.396253 loss_bbox_aux: 0.801388 loss_giou_aux: 2.216335 loss_class_dn: 0.301344 loss_bbox_dn: 0.128025 loss_giou_dn: 0.326963 loss_class_aux_dn: 1.597216 loss_bbox_aux_dn: 0.735559 loss_giou_aux_dn: 1.834547 loss: 12.254150 eta: 3 days, 19:20:24 batch_cost: 0.6436 data_cost: 0.0020 ips: 6.2155 images/s [04/12 20:55:07] ppdet.engine INFO: Epoch: [51] [ 700/7329] learning_rate: 0.000100 loss_class: 0.585710 loss_bbox: 0.123738 loss_giou: 0.395603 loss_class_aux: 3.747431 loss_bbox_aux: 0.816654 loss_giou_aux: 2.446493 loss_class_dn: 0.326905 loss_bbox_dn: 0.118139 loss_giou_dn: 0.361894 loss_class_aux_dn: 1.827457 loss_bbox_aux_dn: 0.725698 loss_giou_aux_dn: 2.081768 loss: 14.158581 eta: 3 days, 19:19:20 batch_cost: 0.6585 data_cost: 0.0021 ips: 6.0742 images/s [04/12 20:56:17] ppdet.engine INFO: Epoch: [51] [ 800/7329] learning_rate: 0.000100 loss_class: 0.511236 loss_bbox: 0.125863 loss_giou: 0.334869 loss_class_aux: 3.330777 loss_bbox_aux: 0.809901 loss_giou_aux: 2.019760 loss_class_dn: 0.292701 loss_bbox_dn: 0.129650 loss_giou_dn: 0.299435 loss_class_aux_dn: 1.630280 loss_bbox_aux_dn: 0.778503 loss_giou_aux_dn: 1.735976 loss: 12.623476 eta: 3 days, 19:18:13 batch_cost: 0.6385 data_cost: 0.0025 ips: 6.2643 images/s [04/12 20:57:27] ppdet.engine INFO: Epoch: [51] [ 900/7329] learning_rate: 0.000100 loss_class: 0.619977 loss_bbox: 0.150827 loss_giou: 0.423368 loss_class_aux: 3.758360 loss_bbox_aux: 0.978482 loss_giou_aux: 2.679918 loss_class_dn: 0.345041 loss_bbox_dn: 0.151394 loss_giou_dn: 0.391475 loss_class_aux_dn: 1.836455 loss_bbox_aux_dn: 0.878024 loss_giou_aux_dn: 2.160058 loss: 14.959526 eta: 3 days, 19:17:08 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1733 images/s [04/12 20:58:38] ppdet.engine INFO: Epoch: [51] [1000/7329] learning_rate: 0.000100 loss_class: 0.608987 loss_bbox: 0.138488 loss_giou: 0.448167 loss_class_aux: 3.912305 loss_bbox_aux: 0.862569 loss_giou_aux: 2.790366 loss_class_dn: 0.355124 loss_bbox_dn: 0.149207 loss_giou_dn: 0.394954 loss_class_aux_dn: 1.894518 loss_bbox_aux_dn: 0.861914 loss_giou_aux_dn: 2.139502 loss: 15.160423 eta: 3 days, 19:16:02 batch_cost: 0.6493 data_cost: 0.0019 ips: 6.1602 images/s [04/12 20:59:49] ppdet.engine INFO: Epoch: [51] [1100/7329] learning_rate: 0.000100 loss_class: 0.549196 loss_bbox: 0.113880 loss_giou: 0.367729 loss_class_aux: 3.480169 loss_bbox_aux: 0.730763 loss_giou_aux: 2.437549 loss_class_dn: 0.329894 loss_bbox_dn: 0.122808 loss_giou_dn: 0.351375 loss_class_aux_dn: 1.762901 loss_bbox_aux_dn: 0.755190 loss_giou_aux_dn: 2.065580 loss: 13.620754 eta: 3 days, 19:14:58 batch_cost: 0.6561 data_cost: 0.0021 ips: 6.0970 images/s [04/12 21:01:00] ppdet.engine INFO: Epoch: [51] [1200/7329] learning_rate: 0.000100 loss_class: 0.618634 loss_bbox: 0.134136 loss_giou: 0.425830 loss_class_aux: 3.978501 loss_bbox_aux: 0.878774 loss_giou_aux: 2.695428 loss_class_dn: 0.345464 loss_bbox_dn: 0.147989 loss_giou_dn: 0.401013 loss_class_aux_dn: 1.864245 loss_bbox_aux_dn: 0.857262 loss_giou_aux_dn: 2.249326 loss: 15.722747 eta: 3 days, 19:13:53 batch_cost: 0.6546 data_cost: 0.0022 ips: 6.1110 images/s [04/12 21:02:10] ppdet.engine INFO: Epoch: [51] [1300/7329] learning_rate: 0.000100 loss_class: 0.575262 loss_bbox: 0.137395 loss_giou: 0.426532 loss_class_aux: 3.529818 loss_bbox_aux: 0.865424 loss_giou_aux: 2.632966 loss_class_dn: 0.333685 loss_bbox_dn: 0.147541 loss_giou_dn: 0.419022 loss_class_aux_dn: 1.799811 loss_bbox_aux_dn: 0.858689 loss_giou_aux_dn: 2.270471 loss: 14.084248 eta: 3 days, 19:12:47 batch_cost: 0.6417 data_cost: 0.0019 ips: 6.2331 images/s [04/12 21:03:20] ppdet.engine INFO: Epoch: [51] [1400/7329] learning_rate: 0.000100 loss_class: 0.563296 loss_bbox: 0.130515 loss_giou: 0.332922 loss_class_aux: 3.769092 loss_bbox_aux: 0.855232 loss_giou_aux: 2.072884 loss_class_dn: 0.297990 loss_bbox_dn: 0.143671 loss_giou_dn: 0.304891 loss_class_aux_dn: 1.593884 loss_bbox_aux_dn: 0.863405 loss_giou_aux_dn: 1.744243 loss: 12.174017 eta: 3 days, 19:11:41 batch_cost: 0.6474 data_cost: 0.0020 ips: 6.1786 images/s [04/12 21:04:31] ppdet.engine INFO: Epoch: [51] [1500/7329] learning_rate: 0.000100 loss_class: 0.476373 loss_bbox: 0.112429 loss_giou: 0.317584 loss_class_aux: 2.955244 loss_bbox_aux: 0.749462 loss_giou_aux: 2.013786 loss_class_dn: 0.264399 loss_bbox_dn: 0.121405 loss_giou_dn: 0.307678 loss_class_aux_dn: 1.464873 loss_bbox_aux_dn: 0.732441 loss_giou_aux_dn: 1.737427 loss: 11.998852 eta: 3 days, 19:10:37 batch_cost: 0.6571 data_cost: 0.0018 ips: 6.0871 images/s [04/12 21:05:42] ppdet.engine INFO: Epoch: [51] [1600/7329] learning_rate: 0.000100 loss_class: 0.633376 loss_bbox: 0.139592 loss_giou: 0.430112 loss_class_aux: 4.026934 loss_bbox_aux: 0.911555 loss_giou_aux: 2.712041 loss_class_dn: 0.368535 loss_bbox_dn: 0.154146 loss_giou_dn: 0.409849 loss_class_aux_dn: 1.970170 loss_bbox_aux_dn: 0.904191 loss_giou_aux_dn: 2.318911 loss: 15.769655 eta: 3 days, 19:09:32 batch_cost: 0.6487 data_cost: 0.0019 ips: 6.1662 images/s [04/12 21:06:53] ppdet.engine INFO: Epoch: [51] [1700/7329] learning_rate: 0.000100 loss_class: 0.575180 loss_bbox: 0.127510 loss_giou: 0.356513 loss_class_aux: 3.801406 loss_bbox_aux: 0.959738 loss_giou_aux: 2.236240 loss_class_dn: 0.322742 loss_bbox_dn: 0.149737 loss_giou_dn: 0.344438 loss_class_aux_dn: 1.794018 loss_bbox_aux_dn: 0.918743 loss_giou_aux_dn: 1.893149 loss: 13.912308 eta: 3 days, 19:08:27 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1055 images/s [04/12 21:08:03] ppdet.engine INFO: Epoch: [51] [1800/7329] learning_rate: 0.000100 loss_class: 0.577828 loss_bbox: 0.133075 loss_giou: 0.369110 loss_class_aux: 3.735757 loss_bbox_aux: 0.872633 loss_giou_aux: 2.380979 loss_class_dn: 0.332779 loss_bbox_dn: 0.148153 loss_giou_dn: 0.359091 loss_class_aux_dn: 1.780649 loss_bbox_aux_dn: 0.884725 loss_giou_aux_dn: 2.007783 loss: 13.503229 eta: 3 days, 19:07:22 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1434 images/s [04/12 21:09:15] ppdet.engine INFO: Epoch: [51] [1900/7329] learning_rate: 0.000100 loss_class: 0.580318 loss_bbox: 0.145367 loss_giou: 0.362918 loss_class_aux: 3.755354 loss_bbox_aux: 0.925612 loss_giou_aux: 2.322629 loss_class_dn: 0.324971 loss_bbox_dn: 0.142834 loss_giou_dn: 0.331842 loss_class_aux_dn: 1.775130 loss_bbox_aux_dn: 0.867659 loss_giou_aux_dn: 1.922773 loss: 13.890196 eta: 3 days, 19:06:18 batch_cost: 0.6553 data_cost: 0.0020 ips: 6.1042 images/s [04/12 21:10:24] ppdet.engine INFO: Epoch: [51] [2000/7329] learning_rate: 0.000100 loss_class: 0.509557 loss_bbox: 0.101432 loss_giou: 0.315407 loss_class_aux: 3.417353 loss_bbox_aux: 0.716571 loss_giou_aux: 2.011296 loss_class_dn: 0.296570 loss_bbox_dn: 0.119203 loss_giou_dn: 0.299827 loss_class_aux_dn: 1.622524 loss_bbox_aux_dn: 0.694873 loss_giou_aux_dn: 1.696860 loss: 12.097832 eta: 3 days, 19:05:11 batch_cost: 0.6389 data_cost: 0.0019 ips: 6.2609 images/s [04/12 21:11:36] ppdet.engine INFO: Epoch: [51] [2100/7329] learning_rate: 0.000100 loss_class: 0.606576 loss_bbox: 0.143582 loss_giou: 0.395696 loss_class_aux: 3.825767 loss_bbox_aux: 0.967185 loss_giou_aux: 2.499957 loss_class_dn: 0.340522 loss_bbox_dn: 0.147667 loss_giou_dn: 0.351730 loss_class_aux_dn: 1.837316 loss_bbox_aux_dn: 0.897959 loss_giou_aux_dn: 1.980464 loss: 14.762924 eta: 3 days, 19:04:07 batch_cost: 0.6598 data_cost: 0.0020 ips: 6.0620 images/s [04/12 21:12:47] ppdet.engine INFO: Epoch: [51] [2200/7329] learning_rate: 0.000100 loss_class: 0.602214 loss_bbox: 0.121903 loss_giou: 0.384984 loss_class_aux: 3.829382 loss_bbox_aux: 0.826599 loss_giou_aux: 2.475781 loss_class_dn: 0.354301 loss_bbox_dn: 0.129194 loss_giou_dn: 0.386494 loss_class_aux_dn: 1.897671 loss_bbox_aux_dn: 0.782149 loss_giou_aux_dn: 2.188380 loss: 14.751970 eta: 3 days, 19:03:03 batch_cost: 0.6585 data_cost: 0.0020 ips: 6.0741 images/s [04/12 21:13:57] ppdet.engine INFO: Epoch: [51] [2300/7329] learning_rate: 0.000100 loss_class: 0.596386 loss_bbox: 0.131780 loss_giou: 0.424643 loss_class_aux: 3.862444 loss_bbox_aux: 0.889488 loss_giou_aux: 2.716148 loss_class_dn: 0.338756 loss_bbox_dn: 0.142104 loss_giou_dn: 0.400341 loss_class_aux_dn: 1.830780 loss_bbox_aux_dn: 0.853193 loss_giou_aux_dn: 2.191974 loss: 14.895411 eta: 3 days, 19:01:58 batch_cost: 0.6490 data_cost: 0.0021 ips: 6.1633 images/s [04/12 21:15:08] ppdet.engine INFO: Epoch: [51] [2400/7329] learning_rate: 0.000100 loss_class: 0.489454 loss_bbox: 0.125740 loss_giou: 0.332810 loss_class_aux: 2.956613 loss_bbox_aux: 0.836830 loss_giou_aux: 2.085753 loss_class_dn: 0.294801 loss_bbox_dn: 0.142149 loss_giou_dn: 0.325699 loss_class_aux_dn: 1.564927 loss_bbox_aux_dn: 0.841614 loss_giou_aux_dn: 1.818540 loss: 12.713705 eta: 3 days, 19:00:53 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1258 images/s [04/12 21:16:19] ppdet.engine INFO: Epoch: [51] [2500/7329] learning_rate: 0.000100 loss_class: 0.556113 loss_bbox: 0.130623 loss_giou: 0.382730 loss_class_aux: 3.554907 loss_bbox_aux: 0.863181 loss_giou_aux: 2.372615 loss_class_dn: 0.311038 loss_bbox_dn: 0.135209 loss_giou_dn: 0.342651 loss_class_aux_dn: 1.650057 loss_bbox_aux_dn: 0.807541 loss_giou_aux_dn: 1.866093 loss: 13.104591 eta: 3 days, 18:59:47 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1824 images/s [04/12 21:17:30] ppdet.engine INFO: Epoch: [51] [2600/7329] learning_rate: 0.000100 loss_class: 0.575561 loss_bbox: 0.132914 loss_giou: 0.399444 loss_class_aux: 3.648456 loss_bbox_aux: 0.854871 loss_giou_aux: 2.465170 loss_class_dn: 0.343056 loss_bbox_dn: 0.127674 loss_giou_dn: 0.386183 loss_class_aux_dn: 1.849473 loss_bbox_aux_dn: 0.782931 loss_giou_aux_dn: 2.124769 loss: 13.336717 eta: 3 days, 18:58:42 batch_cost: 0.6541 data_cost: 0.0020 ips: 6.1154 images/s [04/12 21:18:40] ppdet.engine INFO: Epoch: [51] [2700/7329] learning_rate: 0.000100 loss_class: 0.575852 loss_bbox: 0.136842 loss_giou: 0.369677 loss_class_aux: 3.704885 loss_bbox_aux: 0.868791 loss_giou_aux: 2.369527 loss_class_dn: 0.326547 loss_bbox_dn: 0.139133 loss_giou_dn: 0.353039 loss_class_aux_dn: 1.749762 loss_bbox_aux_dn: 0.805237 loss_giou_aux_dn: 1.984434 loss: 14.272850 eta: 3 days, 18:57:38 batch_cost: 0.6534 data_cost: 0.0021 ips: 6.1215 images/s [04/12 21:19:51] ppdet.engine INFO: Epoch: [51] [2800/7329] learning_rate: 0.000100 loss_class: 0.562108 loss_bbox: 0.131979 loss_giou: 0.342447 loss_class_aux: 3.570605 loss_bbox_aux: 0.892153 loss_giou_aux: 2.155115 loss_class_dn: 0.316078 loss_bbox_dn: 0.139899 loss_giou_dn: 0.321659 loss_class_aux_dn: 1.703804 loss_bbox_aux_dn: 0.831174 loss_giou_aux_dn: 1.734576 loss: 13.092150 eta: 3 days, 18:56:32 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1737 images/s [04/12 21:21:02] ppdet.engine INFO: Epoch: [51] [2900/7329] learning_rate: 0.000100 loss_class: 0.602871 loss_bbox: 0.134484 loss_giou: 0.374148 loss_class_aux: 3.685088 loss_bbox_aux: 0.881255 loss_giou_aux: 2.310135 loss_class_dn: 0.331619 loss_bbox_dn: 0.154642 loss_giou_dn: 0.360287 loss_class_aux_dn: 1.763355 loss_bbox_aux_dn: 0.890139 loss_giou_aux_dn: 2.024823 loss: 13.775063 eta: 3 days, 18:55:27 batch_cost: 0.6501 data_cost: 0.0021 ips: 6.1534 images/s [04/12 21:22:13] ppdet.engine INFO: Epoch: [51] [3000/7329] learning_rate: 0.000100 loss_class: 0.495049 loss_bbox: 0.116329 loss_giou: 0.367853 loss_class_aux: 3.182271 loss_bbox_aux: 0.738633 loss_giou_aux: 2.336430 loss_class_dn: 0.301673 loss_bbox_dn: 0.132210 loss_giou_dn: 0.328979 loss_class_aux_dn: 1.592083 loss_bbox_aux_dn: 0.719183 loss_giou_aux_dn: 1.834071 loss: 11.700171 eta: 3 days, 18:54:23 batch_cost: 0.6608 data_cost: 0.0019 ips: 6.0530 images/s [04/12 21:23:24] ppdet.engine INFO: Epoch: [51] [3100/7329] learning_rate: 0.000100 loss_class: 0.555002 loss_bbox: 0.141906 loss_giou: 0.364575 loss_class_aux: 3.605908 loss_bbox_aux: 0.934464 loss_giou_aux: 2.266915 loss_class_dn: 0.329876 loss_bbox_dn: 0.146422 loss_giou_dn: 0.339283 loss_class_aux_dn: 1.781402 loss_bbox_aux_dn: 0.868872 loss_giou_aux_dn: 1.957994 loss: 13.961494 eta: 3 days, 18:53:18 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1522 images/s [04/12 21:24:33] ppdet.engine INFO: Epoch: [51] [3200/7329] learning_rate: 0.000100 loss_class: 0.574280 loss_bbox: 0.129694 loss_giou: 0.380062 loss_class_aux: 3.598628 loss_bbox_aux: 0.855904 loss_giou_aux: 2.364263 loss_class_dn: 0.328761 loss_bbox_dn: 0.129362 loss_giou_dn: 0.337637 loss_class_aux_dn: 1.756814 loss_bbox_aux_dn: 0.761856 loss_giou_aux_dn: 1.935827 loss: 13.560085 eta: 3 days, 18:52:11 batch_cost: 0.6365 data_cost: 0.0019 ips: 6.2845 images/s [04/12 21:25:45] ppdet.engine INFO: Epoch: [51] [3300/7329] learning_rate: 0.000100 loss_class: 0.551211 loss_bbox: 0.128264 loss_giou: 0.410464 loss_class_aux: 3.449488 loss_bbox_aux: 0.870497 loss_giou_aux: 2.513218 loss_class_dn: 0.337975 loss_bbox_dn: 0.126711 loss_giou_dn: 0.348517 loss_class_aux_dn: 1.798762 loss_bbox_aux_dn: 0.752987 loss_giou_aux_dn: 1.931857 loss: 13.871643 eta: 3 days, 18:51:06 batch_cost: 0.6566 data_cost: 0.0021 ips: 6.0921 images/s [04/12 21:26:55] ppdet.engine INFO: Epoch: [51] [3400/7329] learning_rate: 0.000100 loss_class: 0.555009 loss_bbox: 0.134061 loss_giou: 0.437555 loss_class_aux: 3.536530 loss_bbox_aux: 0.860818 loss_giou_aux: 2.772482 loss_class_dn: 0.334451 loss_bbox_dn: 0.128061 loss_giou_dn: 0.413415 loss_class_aux_dn: 1.792414 loss_bbox_aux_dn: 0.752116 loss_giou_aux_dn: 2.273109 loss: 13.733609 eta: 3 days, 18:50:01 batch_cost: 0.6453 data_cost: 0.0019 ips: 6.1983 images/s [04/12 21:28:06] ppdet.engine INFO: Epoch: [51] [3500/7329] learning_rate: 0.000100 loss_class: 0.625241 loss_bbox: 0.142959 loss_giou: 0.404861 loss_class_aux: 3.901032 loss_bbox_aux: 0.937114 loss_giou_aux: 2.521157 loss_class_dn: 0.361244 loss_bbox_dn: 0.156547 loss_giou_dn: 0.381447 loss_class_aux_dn: 1.958093 loss_bbox_aux_dn: 0.918392 loss_giou_aux_dn: 2.115895 loss: 15.645559 eta: 3 days, 18:48:56 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1326 images/s [04/12 21:29:18] ppdet.engine INFO: Epoch: [51] [3600/7329] learning_rate: 0.000100 loss_class: 0.644349 loss_bbox: 0.143763 loss_giou: 0.422238 loss_class_aux: 4.017222 loss_bbox_aux: 0.968121 loss_giou_aux: 2.698719 loss_class_dn: 0.363795 loss_bbox_dn: 0.146952 loss_giou_dn: 0.412210 loss_class_aux_dn: 1.944927 loss_bbox_aux_dn: 0.845087 loss_giou_aux_dn: 2.241190 loss: 15.554705 eta: 3 days, 18:47:52 batch_cost: 0.6612 data_cost: 0.0020 ips: 6.0499 images/s [04/12 21:30:29] ppdet.engine INFO: Epoch: [51] [3700/7329] learning_rate: 0.000100 loss_class: 0.536472 loss_bbox: 0.124528 loss_giou: 0.365421 loss_class_aux: 3.325267 loss_bbox_aux: 0.800892 loss_giou_aux: 2.249545 loss_class_dn: 0.314625 loss_bbox_dn: 0.133636 loss_giou_dn: 0.326565 loss_class_aux_dn: 1.723291 loss_bbox_aux_dn: 0.843376 loss_giou_aux_dn: 1.887936 loss: 13.098592 eta: 3 days, 18:46:47 batch_cost: 0.6546 data_cost: 0.0019 ips: 6.1109 images/s [04/12 21:31:39] ppdet.engine INFO: Epoch: [51] [3800/7329] learning_rate: 0.000100 loss_class: 0.552857 loss_bbox: 0.130521 loss_giou: 0.383247 loss_class_aux: 3.535290 loss_bbox_aux: 0.843325 loss_giou_aux: 2.519623 loss_class_dn: 0.330927 loss_bbox_dn: 0.153437 loss_giou_dn: 0.386451 loss_class_aux_dn: 1.702721 loss_bbox_aux_dn: 0.873711 loss_giou_aux_dn: 2.162030 loss: 14.021973 eta: 3 days, 18:45:42 batch_cost: 0.6511 data_cost: 0.0021 ips: 6.1431 images/s [04/12 21:32:50] ppdet.engine INFO: Epoch: [51] [3900/7329] learning_rate: 0.000100 loss_class: 0.528318 loss_bbox: 0.137029 loss_giou: 0.335572 loss_class_aux: 3.243047 loss_bbox_aux: 0.899822 loss_giou_aux: 2.025434 loss_class_dn: 0.291697 loss_bbox_dn: 0.136335 loss_giou_dn: 0.317378 loss_class_aux_dn: 1.555044 loss_bbox_aux_dn: 0.832983 loss_giou_aux_dn: 1.746283 loss: 12.040333 eta: 3 days, 18:44:37 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1455 images/s [04/12 21:34:00] ppdet.engine INFO: Epoch: [51] [4000/7329] learning_rate: 0.000100 loss_class: 0.564234 loss_bbox: 0.141347 loss_giou: 0.326131 loss_class_aux: 3.609668 loss_bbox_aux: 0.921291 loss_giou_aux: 2.057061 loss_class_dn: 0.333232 loss_bbox_dn: 0.146363 loss_giou_dn: 0.326821 loss_class_aux_dn: 1.845320 loss_bbox_aux_dn: 0.854453 loss_giou_aux_dn: 1.884392 loss: 13.745008 eta: 3 days, 18:43:32 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1689 images/s [04/12 21:35:11] ppdet.engine INFO: Epoch: [51] [4100/7329] learning_rate: 0.000100 loss_class: 0.581054 loss_bbox: 0.120630 loss_giou: 0.349634 loss_class_aux: 3.555164 loss_bbox_aux: 0.839119 loss_giou_aux: 2.223983 loss_class_dn: 0.322363 loss_bbox_dn: 0.142487 loss_giou_dn: 0.326825 loss_class_aux_dn: 1.738515 loss_bbox_aux_dn: 0.830298 loss_giou_aux_dn: 1.799243 loss: 13.020201 eta: 3 days, 18:42:26 batch_cost: 0.6479 data_cost: 0.0023 ips: 6.1735 images/s [04/12 21:36:21] ppdet.engine INFO: Epoch: [51] [4200/7329] learning_rate: 0.000100 loss_class: 0.535041 loss_bbox: 0.129985 loss_giou: 0.334203 loss_class_aux: 3.513474 loss_bbox_aux: 0.867298 loss_giou_aux: 2.049680 loss_class_dn: 0.281622 loss_bbox_dn: 0.130446 loss_giou_dn: 0.294423 loss_class_aux_dn: 1.539975 loss_bbox_aux_dn: 0.772512 loss_giou_aux_dn: 1.696744 loss: 12.646275 eta: 3 days, 18:41:21 batch_cost: 0.6523 data_cost: 0.0021 ips: 6.1326 images/s [04/12 21:37:33] ppdet.engine INFO: Epoch: [51] [4300/7329] learning_rate: 0.000100 loss_class: 0.517486 loss_bbox: 0.128758 loss_giou: 0.323154 loss_class_aux: 3.319053 loss_bbox_aux: 0.849416 loss_giou_aux: 2.088878 loss_class_dn: 0.291766 loss_bbox_dn: 0.133111 loss_giou_dn: 0.306361 loss_class_aux_dn: 1.547163 loss_bbox_aux_dn: 0.759450 loss_giou_aux_dn: 1.756636 loss: 12.215762 eta: 3 days, 18:40:17 batch_cost: 0.6557 data_cost: 0.0021 ips: 6.1004 images/s [04/12 21:38:43] ppdet.engine INFO: Epoch: [51] [4400/7329] learning_rate: 0.000100 loss_class: 0.542344 loss_bbox: 0.119434 loss_giou: 0.377235 loss_class_aux: 3.409607 loss_bbox_aux: 0.786729 loss_giou_aux: 2.361816 loss_class_dn: 0.304365 loss_bbox_dn: 0.133308 loss_giou_dn: 0.362104 loss_class_aux_dn: 1.645995 loss_bbox_aux_dn: 0.785437 loss_giou_aux_dn: 1.944808 loss: 13.176115 eta: 3 days, 18:39:11 batch_cost: 0.6482 data_cost: 0.0022 ips: 6.1706 images/s [04/12 21:39:54] ppdet.engine INFO: Epoch: [51] [4500/7329] learning_rate: 0.000100 loss_class: 0.566791 loss_bbox: 0.132659 loss_giou: 0.370972 loss_class_aux: 3.714221 loss_bbox_aux: 0.850748 loss_giou_aux: 2.370460 loss_class_dn: 0.325074 loss_bbox_dn: 0.142010 loss_giou_dn: 0.356766 loss_class_aux_dn: 1.712115 loss_bbox_aux_dn: 0.854957 loss_giou_aux_dn: 1.992203 loss: 13.695302 eta: 3 days, 18:38:07 batch_cost: 0.6543 data_cost: 0.0019 ips: 6.1132 images/s [04/12 21:41:05] ppdet.engine INFO: Epoch: [51] [4600/7329] learning_rate: 0.000100 loss_class: 0.547075 loss_bbox: 0.123125 loss_giou: 0.341764 loss_class_aux: 3.700881 loss_bbox_aux: 0.786382 loss_giou_aux: 2.126101 loss_class_dn: 0.310723 loss_bbox_dn: 0.140373 loss_giou_dn: 0.343324 loss_class_aux_dn: 1.689916 loss_bbox_aux_dn: 0.812488 loss_giou_aux_dn: 1.946357 loss: 13.272089 eta: 3 days, 18:37:01 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1495 images/s [04/12 21:42:15] ppdet.engine INFO: Epoch: [51] [4700/7329] learning_rate: 0.000100 loss_class: 0.498260 loss_bbox: 0.121650 loss_giou: 0.324094 loss_class_aux: 3.265613 loss_bbox_aux: 0.795207 loss_giou_aux: 2.100811 loss_class_dn: 0.305005 loss_bbox_dn: 0.126298 loss_giou_dn: 0.322802 loss_class_aux_dn: 1.661965 loss_bbox_aux_dn: 0.768288 loss_giou_aux_dn: 1.770493 loss: 12.964438 eta: 3 days, 18:35:55 batch_cost: 0.6422 data_cost: 0.0021 ips: 6.2287 images/s [04/12 21:43:25] ppdet.engine INFO: Epoch: [51] [4800/7329] learning_rate: 0.000100 loss_class: 0.594907 loss_bbox: 0.132397 loss_giou: 0.428426 loss_class_aux: 3.751280 loss_bbox_aux: 0.866375 loss_giou_aux: 2.739064 loss_class_dn: 0.337772 loss_bbox_dn: 0.134839 loss_giou_dn: 0.384138 loss_class_aux_dn: 1.777609 loss_bbox_aux_dn: 0.829165 loss_giou_aux_dn: 2.122671 loss: 14.665704 eta: 3 days, 18:34:50 batch_cost: 0.6505 data_cost: 0.0020 ips: 6.1492 images/s [04/12 21:44:36] ppdet.engine INFO: Epoch: [51] [4900/7329] learning_rate: 0.000100 loss_class: 0.588293 loss_bbox: 0.128064 loss_giou: 0.401154 loss_class_aux: 3.688216 loss_bbox_aux: 0.818511 loss_giou_aux: 2.598629 loss_class_dn: 0.355947 loss_bbox_dn: 0.132691 loss_giou_dn: 0.373132 loss_class_aux_dn: 1.885142 loss_bbox_aux_dn: 0.761331 loss_giou_aux_dn: 2.069114 loss: 15.372814 eta: 3 days, 18:33:45 batch_cost: 0.6484 data_cost: 0.0019 ips: 6.1695 images/s [04/12 21:45:47] ppdet.engine INFO: Epoch: [51] [5000/7329] learning_rate: 0.000100 loss_class: 0.592182 loss_bbox: 0.137277 loss_giou: 0.422486 loss_class_aux: 3.742823 loss_bbox_aux: 0.887929 loss_giou_aux: 2.653531 loss_class_dn: 0.347075 loss_bbox_dn: 0.140315 loss_giou_dn: 0.394613 loss_class_aux_dn: 1.873195 loss_bbox_aux_dn: 0.850706 loss_giou_aux_dn: 2.194657 loss: 14.185061 eta: 3 days, 18:32:39 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1405 images/s [04/12 21:46:57] ppdet.engine INFO: Epoch: [51] [5100/7329] learning_rate: 0.000100 loss_class: 0.560496 loss_bbox: 0.130050 loss_giou: 0.311285 loss_class_aux: 3.522925 loss_bbox_aux: 0.837931 loss_giou_aux: 1.959342 loss_class_dn: 0.293630 loss_bbox_dn: 0.139258 loss_giou_dn: 0.307062 loss_class_aux_dn: 1.604469 loss_bbox_aux_dn: 0.826652 loss_giou_aux_dn: 1.746706 loss: 12.573827 eta: 3 days, 18:31:34 batch_cost: 0.6478 data_cost: 0.0019 ips: 6.1743 images/s [04/12 21:48:07] ppdet.engine INFO: Epoch: [51] [5200/7329] learning_rate: 0.000100 loss_class: 0.526798 loss_bbox: 0.116659 loss_giou: 0.325166 loss_class_aux: 3.378960 loss_bbox_aux: 0.788635 loss_giou_aux: 2.055418 loss_class_dn: 0.289733 loss_bbox_dn: 0.134772 loss_giou_dn: 0.331536 loss_class_aux_dn: 1.568304 loss_bbox_aux_dn: 0.834855 loss_giou_aux_dn: 1.829644 loss: 12.632286 eta: 3 days, 18:30:28 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1917 images/s [04/12 21:49:18] ppdet.engine INFO: Epoch: [51] [5300/7329] learning_rate: 0.000100 loss_class: 0.650851 loss_bbox: 0.130509 loss_giou: 0.417907 loss_class_aux: 4.168185 loss_bbox_aux: 0.865932 loss_giou_aux: 2.623275 loss_class_dn: 0.384674 loss_bbox_dn: 0.137437 loss_giou_dn: 0.407800 loss_class_aux_dn: 2.032915 loss_bbox_aux_dn: 0.830791 loss_giou_aux_dn: 2.266783 loss: 15.226931 eta: 3 days, 18:29:23 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1215 images/s [04/12 21:50:29] ppdet.engine INFO: Epoch: [51] [5400/7329] learning_rate: 0.000100 loss_class: 0.575937 loss_bbox: 0.117219 loss_giou: 0.375223 loss_class_aux: 3.713998 loss_bbox_aux: 0.779993 loss_giou_aux: 2.398015 loss_class_dn: 0.339846 loss_bbox_dn: 0.128551 loss_giou_dn: 0.352125 loss_class_aux_dn: 1.829444 loss_bbox_aux_dn: 0.767422 loss_giou_aux_dn: 2.036889 loss: 14.250521 eta: 3 days, 18:28:19 batch_cost: 0.6534 data_cost: 0.0020 ips: 6.1214 images/s [04/12 21:51:40] ppdet.engine INFO: Epoch: [51] [5500/7329] learning_rate: 0.000100 loss_class: 0.551760 loss_bbox: 0.133950 loss_giou: 0.356264 loss_class_aux: 3.595640 loss_bbox_aux: 0.871099 loss_giou_aux: 2.229496 loss_class_dn: 0.334164 loss_bbox_dn: 0.124232 loss_giou_dn: 0.334579 loss_class_aux_dn: 1.785267 loss_bbox_aux_dn: 0.739993 loss_giou_aux_dn: 1.876000 loss: 13.848365 eta: 3 days, 18:27:14 batch_cost: 0.6571 data_cost: 0.0020 ips: 6.0874 images/s [04/12 21:52:51] ppdet.engine INFO: Epoch: [51] [5600/7329] learning_rate: 0.000100 loss_class: 0.547701 loss_bbox: 0.129737 loss_giou: 0.342975 loss_class_aux: 3.495919 loss_bbox_aux: 0.841353 loss_giou_aux: 2.204749 loss_class_dn: 0.317819 loss_bbox_dn: 0.134395 loss_giou_dn: 0.352997 loss_class_aux_dn: 1.704580 loss_bbox_aux_dn: 0.775198 loss_giou_aux_dn: 1.991484 loss: 13.646194 eta: 3 days, 18:26:09 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1500 images/s [04/12 21:54:01] ppdet.engine INFO: Epoch: [51] [5700/7329] learning_rate: 0.000100 loss_class: 0.545593 loss_bbox: 0.114994 loss_giou: 0.345045 loss_class_aux: 3.508908 loss_bbox_aux: 0.757811 loss_giou_aux: 2.160032 loss_class_dn: 0.320212 loss_bbox_dn: 0.123059 loss_giou_dn: 0.323885 loss_class_aux_dn: 1.715265 loss_bbox_aux_dn: 0.745976 loss_giou_aux_dn: 1.845472 loss: 13.382078 eta: 3 days, 18:25:04 batch_cost: 0.6512 data_cost: 0.0019 ips: 6.1428 images/s [04/12 21:55:14] ppdet.engine INFO: Epoch: [51] [5800/7329] learning_rate: 0.000100 loss_class: 0.548483 loss_bbox: 0.118535 loss_giou: 0.388259 loss_class_aux: 3.433180 loss_bbox_aux: 0.793947 loss_giou_aux: 2.464594 loss_class_dn: 0.322484 loss_bbox_dn: 0.123590 loss_giou_dn: 0.379676 loss_class_aux_dn: 1.750367 loss_bbox_aux_dn: 0.693338 loss_giou_aux_dn: 2.103509 loss: 13.666491 eta: 3 days, 18:24:01 batch_cost: 0.6639 data_cost: 0.0020 ips: 6.0252 images/s [04/12 21:56:27] ppdet.engine INFO: Epoch: [51] [5900/7329] learning_rate: 0.000100 loss_class: 0.622180 loss_bbox: 0.133870 loss_giou: 0.357853 loss_class_aux: 4.021420 loss_bbox_aux: 0.909642 loss_giou_aux: 2.265013 loss_class_dn: 0.342605 loss_bbox_dn: 0.150476 loss_giou_dn: 0.358794 loss_class_aux_dn: 1.876486 loss_bbox_aux_dn: 0.890941 loss_giou_aux_dn: 1.988599 loss: 14.689362 eta: 3 days, 18:22:59 batch_cost: 0.6736 data_cost: 0.0019 ips: 5.9382 images/s [04/12 21:57:40] ppdet.engine INFO: Epoch: [51] [6000/7329] learning_rate: 0.000100 loss_class: 0.593442 loss_bbox: 0.130553 loss_giou: 0.381427 loss_class_aux: 3.680772 loss_bbox_aux: 0.873733 loss_giou_aux: 2.417210 loss_class_dn: 0.332360 loss_bbox_dn: 0.143934 loss_giou_dn: 0.370885 loss_class_aux_dn: 1.864114 loss_bbox_aux_dn: 0.826552 loss_giou_aux_dn: 1.991610 loss: 14.053764 eta: 3 days, 18:21:55 batch_cost: 0.6658 data_cost: 0.0020 ips: 6.0075 images/s [04/12 21:58:54] ppdet.engine INFO: Epoch: [51] [6100/7329] learning_rate: 0.000100 loss_class: 0.584902 loss_bbox: 0.144914 loss_giou: 0.367041 loss_class_aux: 3.681009 loss_bbox_aux: 0.967818 loss_giou_aux: 2.297512 loss_class_dn: 0.324230 loss_bbox_dn: 0.139420 loss_giou_dn: 0.352112 loss_class_aux_dn: 1.728807 loss_bbox_aux_dn: 0.833768 loss_giou_aux_dn: 1.923385 loss: 13.807826 eta: 3 days, 18:20:54 batch_cost: 0.6782 data_cost: 0.0019 ips: 5.8977 images/s [04/12 22:00:05] ppdet.engine INFO: Epoch: [51] [6200/7329] learning_rate: 0.000100 loss_class: 0.606415 loss_bbox: 0.131895 loss_giou: 0.413245 loss_class_aux: 3.714030 loss_bbox_aux: 0.869245 loss_giou_aux: 2.723888 loss_class_dn: 0.354616 loss_bbox_dn: 0.122676 loss_giou_dn: 0.403966 loss_class_aux_dn: 1.945140 loss_bbox_aux_dn: 0.722629 loss_giou_aux_dn: 2.221820 loss: 14.817924 eta: 3 days, 18:19:48 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2064 images/s [04/12 22:01:17] ppdet.engine INFO: Epoch: [51] [6300/7329] learning_rate: 0.000100 loss_class: 0.620084 loss_bbox: 0.138621 loss_giou: 0.381157 loss_class_aux: 3.844694 loss_bbox_aux: 0.889341 loss_giou_aux: 2.464005 loss_class_dn: 0.351609 loss_bbox_dn: 0.143394 loss_giou_dn: 0.376710 loss_class_aux_dn: 1.912455 loss_bbox_aux_dn: 0.840110 loss_giou_aux_dn: 2.125926 loss: 15.038101 eta: 3 days, 18:18:45 batch_cost: 0.6665 data_cost: 0.0018 ips: 6.0016 images/s [04/12 22:02:28] ppdet.engine INFO: Epoch: [51] [6400/7329] learning_rate: 0.000100 loss_class: 0.561799 loss_bbox: 0.144039 loss_giou: 0.393467 loss_class_aux: 3.516398 loss_bbox_aux: 0.928518 loss_giou_aux: 2.529620 loss_class_dn: 0.348295 loss_bbox_dn: 0.140732 loss_giou_dn: 0.391990 loss_class_aux_dn: 1.842086 loss_bbox_aux_dn: 0.897673 loss_giou_aux_dn: 2.157943 loss: 14.662354 eta: 3 days, 18:17:40 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1321 images/s [04/12 22:03:38] ppdet.engine INFO: Epoch: [51] [6500/7329] learning_rate: 0.000100 loss_class: 0.625313 loss_bbox: 0.123615 loss_giou: 0.405139 loss_class_aux: 4.098818 loss_bbox_aux: 0.840145 loss_giou_aux: 2.665608 loss_class_dn: 0.347296 loss_bbox_dn: 0.138679 loss_giou_dn: 0.381545 loss_class_aux_dn: 1.924521 loss_bbox_aux_dn: 0.845911 loss_giou_aux_dn: 2.180073 loss: 15.379949 eta: 3 days, 18:16:34 batch_cost: 0.6441 data_cost: 0.0019 ips: 6.2099 images/s [04/12 22:04:50] ppdet.engine INFO: Epoch: [51] [6600/7329] learning_rate: 0.000100 loss_class: 0.489311 loss_bbox: 0.108418 loss_giou: 0.316450 loss_class_aux: 3.176726 loss_bbox_aux: 0.728255 loss_giou_aux: 2.052731 loss_class_dn: 0.284242 loss_bbox_dn: 0.121056 loss_giou_dn: 0.292587 loss_class_aux_dn: 1.555985 loss_bbox_aux_dn: 0.695958 loss_giou_aux_dn: 1.629259 loss: 11.560480 eta: 3 days, 18:15:30 batch_cost: 0.6621 data_cost: 0.0018 ips: 6.0411 images/s [04/12 22:06:02] ppdet.engine INFO: Epoch: [51] [6700/7329] learning_rate: 0.000100 loss_class: 0.568682 loss_bbox: 0.119815 loss_giou: 0.390218 loss_class_aux: 3.558762 loss_bbox_aux: 0.779356 loss_giou_aux: 2.485490 loss_class_dn: 0.306603 loss_bbox_dn: 0.129244 loss_giou_dn: 0.351310 loss_class_aux_dn: 1.630793 loss_bbox_aux_dn: 0.751137 loss_giou_aux_dn: 1.957826 loss: 12.522596 eta: 3 days, 18:14:26 batch_cost: 0.6572 data_cost: 0.0021 ips: 6.0863 images/s [04/12 22:07:13] ppdet.engine INFO: Epoch: [51] [6800/7329] learning_rate: 0.000100 loss_class: 0.534801 loss_bbox: 0.117250 loss_giou: 0.408060 loss_class_aux: 3.368702 loss_bbox_aux: 0.744150 loss_giou_aux: 2.601131 loss_class_dn: 0.325778 loss_bbox_dn: 0.123888 loss_giou_dn: 0.404349 loss_class_aux_dn: 1.702373 loss_bbox_aux_dn: 0.748087 loss_giou_aux_dn: 2.222449 loss: 13.454168 eta: 3 days, 18:13:22 batch_cost: 0.6570 data_cost: 0.0020 ips: 6.0882 images/s [04/12 22:08:28] ppdet.engine INFO: Epoch: [51] [6900/7329] learning_rate: 0.000100 loss_class: 0.595278 loss_bbox: 0.140177 loss_giou: 0.418625 loss_class_aux: 3.776125 loss_bbox_aux: 0.889151 loss_giou_aux: 2.671268 loss_class_dn: 0.349634 loss_bbox_dn: 0.142367 loss_giou_dn: 0.406468 loss_class_aux_dn: 1.889427 loss_bbox_aux_dn: 0.848209 loss_giou_aux_dn: 2.294497 loss: 15.528186 eta: 3 days, 18:12:20 batch_cost: 0.6781 data_cost: 0.0017 ips: 5.8985 images/s [04/12 22:09:37] ppdet.engine INFO: Epoch: [51] [7000/7329] learning_rate: 0.000100 loss_class: 0.482672 loss_bbox: 0.138458 loss_giou: 0.333745 loss_class_aux: 3.174235 loss_bbox_aux: 0.879007 loss_giou_aux: 2.087856 loss_class_dn: 0.310534 loss_bbox_dn: 0.139683 loss_giou_dn: 0.339620 loss_class_aux_dn: 1.661957 loss_bbox_aux_dn: 0.875312 loss_giou_aux_dn: 1.885806 loss: 13.307814 eta: 3 days, 18:11:14 batch_cost: 0.6412 data_cost: 0.0019 ips: 6.2385 images/s [04/12 22:10:48] ppdet.engine INFO: Epoch: [51] [7100/7329] learning_rate: 0.000100 loss_class: 0.615568 loss_bbox: 0.147697 loss_giou: 0.391952 loss_class_aux: 4.017216 loss_bbox_aux: 0.947389 loss_giou_aux: 2.423356 loss_class_dn: 0.350334 loss_bbox_dn: 0.151294 loss_giou_dn: 0.350926 loss_class_aux_dn: 1.829857 loss_bbox_aux_dn: 0.909670 loss_giou_aux_dn: 1.967403 loss: 14.837690 eta: 3 days, 18:10:08 batch_cost: 0.6480 data_cost: 0.0018 ips: 6.1728 images/s [04/12 22:11:58] ppdet.engine INFO: Epoch: [51] [7200/7329] learning_rate: 0.000100 loss_class: 0.533621 loss_bbox: 0.123174 loss_giou: 0.322973 loss_class_aux: 3.366813 loss_bbox_aux: 0.803327 loss_giou_aux: 2.048656 loss_class_dn: 0.284729 loss_bbox_dn: 0.133933 loss_giou_dn: 0.322026 loss_class_aux_dn: 1.599545 loss_bbox_aux_dn: 0.791159 loss_giou_aux_dn: 1.801398 loss: 12.629547 eta: 3 days, 18:09:03 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1589 images/s [04/12 22:13:09] ppdet.engine INFO: Epoch: [51] [7300/7329] learning_rate: 0.000100 loss_class: 0.516640 loss_bbox: 0.119696 loss_giou: 0.354972 loss_class_aux: 3.199530 loss_bbox_aux: 0.801075 loss_giou_aux: 2.294044 loss_class_dn: 0.306298 loss_bbox_dn: 0.123488 loss_giou_dn: 0.326098 loss_class_aux_dn: 1.624924 loss_bbox_aux_dn: 0.771446 loss_giou_aux_dn: 1.872790 loss: 12.594413 eta: 3 days, 18:07:58 batch_cost: 0.6550 data_cost: 0.0018 ips: 6.1072 images/s [04/12 22:13:33] ppdet.engine INFO: Eval iter: 0 [04/12 22:14:00] ppdet.engine INFO: Eval iter: 100 [04/12 22:14:27] ppdet.engine INFO: Eval iter: 200 [04/12 22:14:54] ppdet.engine INFO: Eval iter: 300 [04/12 22:15:21] ppdet.engine INFO: Eval iter: 400 [04/12 22:15:48] ppdet.engine INFO: Eval iter: 500 [04/12 22:16:15] ppdet.engine INFO: Eval iter: 600 [04/12 22:16:56] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/12 22:16:56] 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=126.64s). Accumulating evaluation results... DONE (t=29.33s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/12 22:19:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.53487779708979 [04/12 22:19:48] ppdet.engine INFO: Best test bbox ap is 0.541. [04/12 22:19:50] ppdet.engine INFO: Epoch: [52] [ 0/7329] learning_rate: 0.000100 loss_class: 0.516640 loss_bbox: 0.111524 loss_giou: 0.347372 loss_class_aux: 3.220738 loss_bbox_aux: 0.750336 loss_giou_aux: 2.229740 loss_class_dn: 0.313487 loss_bbox_dn: 0.125260 loss_giou_dn: 0.314779 loss_class_aux_dn: 1.676561 loss_bbox_aux_dn: 0.742831 loss_giou_aux_dn: 1.822235 loss: 12.824780 eta: 3 days, 18:07:39 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1851 images/s [04/12 22:20:59] ppdet.engine INFO: Epoch: [52] [ 100/7329] learning_rate: 0.000100 loss_class: 0.540238 loss_bbox: 0.124244 loss_giou: 0.370699 loss_class_aux: 3.362041 loss_bbox_aux: 0.802281 loss_giou_aux: 2.355879 loss_class_dn: 0.318451 loss_bbox_dn: 0.128855 loss_giou_dn: 0.347120 loss_class_aux_dn: 1.692349 loss_bbox_aux_dn: 0.811303 loss_giou_aux_dn: 1.936411 loss: 12.951082 eta: 3 days, 18:06:32 batch_cost: 0.6400 data_cost: 0.0017 ips: 6.2496 images/s [04/12 22:22:09] ppdet.engine INFO: Epoch: [52] [ 200/7329] learning_rate: 0.000100 loss_class: 0.541070 loss_bbox: 0.122568 loss_giou: 0.357687 loss_class_aux: 3.412172 loss_bbox_aux: 0.788990 loss_giou_aux: 2.223996 loss_class_dn: 0.304717 loss_bbox_dn: 0.135486 loss_giou_dn: 0.335061 loss_class_aux_dn: 1.646232 loss_bbox_aux_dn: 0.790381 loss_giou_aux_dn: 1.785813 loss: 13.283720 eta: 3 days, 18:05:27 batch_cost: 0.6460 data_cost: 0.0015 ips: 6.1921 images/s [04/12 22:23:19] ppdet.engine INFO: Epoch: [52] [ 300/7329] learning_rate: 0.000100 loss_class: 0.527507 loss_bbox: 0.127494 loss_giou: 0.325241 loss_class_aux: 3.347866 loss_bbox_aux: 0.827683 loss_giou_aux: 2.032475 loss_class_dn: 0.279525 loss_bbox_dn: 0.136579 loss_giou_dn: 0.312132 loss_class_aux_dn: 1.513870 loss_bbox_aux_dn: 0.776677 loss_giou_aux_dn: 1.795252 loss: 12.308548 eta: 3 days, 18:04:20 batch_cost: 0.6425 data_cost: 0.0016 ips: 6.2253 images/s [04/12 22:24:32] ppdet.engine INFO: Epoch: [52] [ 400/7329] learning_rate: 0.000100 loss_class: 0.637487 loss_bbox: 0.145307 loss_giou: 0.373889 loss_class_aux: 3.989403 loss_bbox_aux: 0.961004 loss_giou_aux: 2.357962 loss_class_dn: 0.337278 loss_bbox_dn: 0.163316 loss_giou_dn: 0.356770 loss_class_aux_dn: 1.816411 loss_bbox_aux_dn: 0.938357 loss_giou_aux_dn: 2.027695 loss: 14.781054 eta: 3 days, 18:03:17 batch_cost: 0.6668 data_cost: 0.0016 ips: 5.9988 images/s [04/12 22:25:43] ppdet.engine INFO: Epoch: [52] [ 500/7329] learning_rate: 0.000100 loss_class: 0.546573 loss_bbox: 0.134113 loss_giou: 0.331706 loss_class_aux: 3.530122 loss_bbox_aux: 0.877548 loss_giou_aux: 2.059632 loss_class_dn: 0.298456 loss_bbox_dn: 0.145484 loss_giou_dn: 0.301180 loss_class_aux_dn: 1.611320 loss_bbox_aux_dn: 0.834957 loss_giou_aux_dn: 1.714916 loss: 12.833212 eta: 3 days, 18:02:12 batch_cost: 0.6491 data_cost: 0.0015 ips: 6.1619 images/s [04/12 22:26:52] ppdet.engine INFO: Epoch: [52] [ 600/7329] learning_rate: 0.000100 loss_class: 0.551820 loss_bbox: 0.129296 loss_giou: 0.323915 loss_class_aux: 3.621922 loss_bbox_aux: 0.852518 loss_giou_aux: 2.016623 loss_class_dn: 0.312355 loss_bbox_dn: 0.145362 loss_giou_dn: 0.313954 loss_class_aux_dn: 1.728845 loss_bbox_aux_dn: 0.857157 loss_giou_aux_dn: 1.732384 loss: 12.520704 eta: 3 days, 18:01:06 batch_cost: 0.6433 data_cost: 0.0017 ips: 6.2175 images/s [04/12 22:28:03] ppdet.engine INFO: Epoch: [52] [ 700/7329] learning_rate: 0.000100 loss_class: 0.557308 loss_bbox: 0.132051 loss_giou: 0.360521 loss_class_aux: 3.493408 loss_bbox_aux: 0.822779 loss_giou_aux: 2.288302 loss_class_dn: 0.311562 loss_bbox_dn: 0.137213 loss_giou_dn: 0.322210 loss_class_aux_dn: 1.710721 loss_bbox_aux_dn: 0.782058 loss_giou_aux_dn: 1.796343 loss: 12.679979 eta: 3 days, 18:00:00 batch_cost: 0.6482 data_cost: 0.0016 ips: 6.1713 images/s [04/12 22:29:12] ppdet.engine INFO: Epoch: [52] [ 800/7329] learning_rate: 0.000100 loss_class: 0.558561 loss_bbox: 0.125856 loss_giou: 0.353826 loss_class_aux: 3.668523 loss_bbox_aux: 0.812626 loss_giou_aux: 2.274004 loss_class_dn: 0.304810 loss_bbox_dn: 0.129486 loss_giou_dn: 0.336713 loss_class_aux_dn: 1.622823 loss_bbox_aux_dn: 0.791349 loss_giou_aux_dn: 1.859621 loss: 12.602940 eta: 3 days, 17:58:54 batch_cost: 0.6430 data_cost: 0.0016 ips: 6.2209 images/s [04/12 22:30:22] ppdet.engine INFO: Epoch: [52] [ 900/7329] learning_rate: 0.000100 loss_class: 0.613131 loss_bbox: 0.144470 loss_giou: 0.437403 loss_class_aux: 3.876067 loss_bbox_aux: 0.901600 loss_giou_aux: 2.692182 loss_class_dn: 0.347637 loss_bbox_dn: 0.135955 loss_giou_dn: 0.389106 loss_class_aux_dn: 1.846093 loss_bbox_aux_dn: 0.798696 loss_giou_aux_dn: 2.105448 loss: 14.902914 eta: 3 days, 17:57:49 batch_cost: 0.6482 data_cost: 0.0015 ips: 6.1708 images/s [04/12 22:31:32] ppdet.engine INFO: Epoch: [52] [1000/7329] learning_rate: 0.000100 loss_class: 0.593376 loss_bbox: 0.140504 loss_giou: 0.430533 loss_class_aux: 3.838381 loss_bbox_aux: 0.931486 loss_giou_aux: 2.698401 loss_class_dn: 0.364793 loss_bbox_dn: 0.138094 loss_giou_dn: 0.408479 loss_class_aux_dn: 1.945593 loss_bbox_aux_dn: 0.814924 loss_giou_aux_dn: 2.246864 loss: 15.231464 eta: 3 days, 17:56:43 batch_cost: 0.6454 data_cost: 0.0016 ips: 6.1982 images/s [04/12 22:32:42] ppdet.engine INFO: Epoch: [52] [1100/7329] learning_rate: 0.000100 loss_class: 0.616171 loss_bbox: 0.150626 loss_giou: 0.385770 loss_class_aux: 3.914156 loss_bbox_aux: 0.992142 loss_giou_aux: 2.450033 loss_class_dn: 0.345742 loss_bbox_dn: 0.150681 loss_giou_dn: 0.357224 loss_class_aux_dn: 1.876125 loss_bbox_aux_dn: 0.898329 loss_giou_aux_dn: 2.016464 loss: 13.971751 eta: 3 days, 17:55:36 batch_cost: 0.6406 data_cost: 0.0016 ips: 6.2445 images/s [04/12 22:33:52] ppdet.engine INFO: Epoch: [52] [1200/7329] learning_rate: 0.000100 loss_class: 0.632764 loss_bbox: 0.137171 loss_giou: 0.392047 loss_class_aux: 3.942811 loss_bbox_aux: 0.866401 loss_giou_aux: 2.505265 loss_class_dn: 0.340145 loss_bbox_dn: 0.149113 loss_giou_dn: 0.350083 loss_class_aux_dn: 1.851950 loss_bbox_aux_dn: 0.846247 loss_giou_aux_dn: 1.981618 loss: 14.355680 eta: 3 days, 17:54:31 batch_cost: 0.6510 data_cost: 0.0016 ips: 6.1446 images/s [04/12 22:35:03] ppdet.engine INFO: Epoch: [52] [1300/7329] learning_rate: 0.000100 loss_class: 0.558696 loss_bbox: 0.130694 loss_giou: 0.406949 loss_class_aux: 3.566378 loss_bbox_aux: 0.836168 loss_giou_aux: 2.561020 loss_class_dn: 0.316985 loss_bbox_dn: 0.139639 loss_giou_dn: 0.401376 loss_class_aux_dn: 1.716752 loss_bbox_aux_dn: 0.820256 loss_giou_aux_dn: 2.264034 loss: 14.341547 eta: 3 days, 17:53:26 batch_cost: 0.6524 data_cost: 0.0016 ips: 6.1314 images/s [04/12 22:36:13] ppdet.engine INFO: Epoch: [52] [1400/7329] learning_rate: 0.000100 loss_class: 0.528411 loss_bbox: 0.132812 loss_giou: 0.353951 loss_class_aux: 3.361770 loss_bbox_aux: 0.875176 loss_giou_aux: 2.210393 loss_class_dn: 0.298617 loss_bbox_dn: 0.147904 loss_giou_dn: 0.336947 loss_class_aux_dn: 1.620387 loss_bbox_aux_dn: 0.845426 loss_giou_aux_dn: 1.865248 loss: 13.159897 eta: 3 days, 17:52:20 batch_cost: 0.6437 data_cost: 0.0016 ips: 6.2137 images/s [04/12 22:37:23] ppdet.engine INFO: Epoch: [52] [1500/7329] learning_rate: 0.000100 loss_class: 0.578121 loss_bbox: 0.134186 loss_giou: 0.328496 loss_class_aux: 3.714653 loss_bbox_aux: 0.904333 loss_giou_aux: 2.103334 loss_class_dn: 0.310549 loss_bbox_dn: 0.144017 loss_giou_dn: 0.328322 loss_class_aux_dn: 1.662392 loss_bbox_aux_dn: 0.841495 loss_giou_aux_dn: 1.834932 loss: 13.049770 eta: 3 days, 17:51:15 batch_cost: 0.6484 data_cost: 0.0016 ips: 6.1693 images/s [04/12 22:38:34] ppdet.engine INFO: Epoch: [52] [1600/7329] learning_rate: 0.000100 loss_class: 0.586003 loss_bbox: 0.134258 loss_giou: 0.450436 loss_class_aux: 3.717778 loss_bbox_aux: 0.886662 loss_giou_aux: 2.864375 loss_class_dn: 0.347305 loss_bbox_dn: 0.158976 loss_giou_dn: 0.403574 loss_class_aux_dn: 1.847848 loss_bbox_aux_dn: 0.903824 loss_giou_aux_dn: 2.243631 loss: 14.559211 eta: 3 days, 17:50:10 batch_cost: 0.6501 data_cost: 0.0017 ips: 6.1525 images/s [04/12 22:39:45] ppdet.engine INFO: Epoch: [52] [1700/7329] learning_rate: 0.000100 loss_class: 0.528488 loss_bbox: 0.134759 loss_giou: 0.365669 loss_class_aux: 3.351167 loss_bbox_aux: 0.887211 loss_giou_aux: 2.406705 loss_class_dn: 0.315029 loss_bbox_dn: 0.145308 loss_giou_dn: 0.352329 loss_class_aux_dn: 1.706933 loss_bbox_aux_dn: 0.862647 loss_giou_aux_dn: 1.960943 loss: 13.608223 eta: 3 days, 17:49:05 batch_cost: 0.6537 data_cost: 0.0017 ips: 6.1188 images/s [04/12 22:40:54] ppdet.engine INFO: Epoch: [52] [1800/7329] learning_rate: 0.000100 loss_class: 0.570107 loss_bbox: 0.123635 loss_giou: 0.357557 loss_class_aux: 3.647156 loss_bbox_aux: 0.819118 loss_giou_aux: 2.336703 loss_class_dn: 0.321721 loss_bbox_dn: 0.132000 loss_giou_dn: 0.360150 loss_class_aux_dn: 1.734657 loss_bbox_aux_dn: 0.779829 loss_giou_aux_dn: 1.988227 loss: 13.274965 eta: 3 days, 17:47:59 batch_cost: 0.6412 data_cost: 0.0016 ips: 6.2380 images/s [04/12 22:42:04] ppdet.engine INFO: Epoch: [52] [1900/7329] learning_rate: 0.000100 loss_class: 0.620693 loss_bbox: 0.130644 loss_giou: 0.417133 loss_class_aux: 3.960638 loss_bbox_aux: 0.905209 loss_giou_aux: 2.691375 loss_class_dn: 0.364371 loss_bbox_dn: 0.159088 loss_giou_dn: 0.388645 loss_class_aux_dn: 1.948986 loss_bbox_aux_dn: 0.902553 loss_giou_aux_dn: 2.152080 loss: 15.799166 eta: 3 days, 17:46:53 batch_cost: 0.6443 data_cost: 0.0017 ips: 6.2080 images/s [04/12 22:43:13] ppdet.engine INFO: Epoch: [52] [2000/7329] learning_rate: 0.000100 loss_class: 0.619608 loss_bbox: 0.130264 loss_giou: 0.429275 loss_class_aux: 3.988015 loss_bbox_aux: 0.828907 loss_giou_aux: 2.622457 loss_class_dn: 0.334406 loss_bbox_dn: 0.126688 loss_giou_dn: 0.390145 loss_class_aux_dn: 1.817887 loss_bbox_aux_dn: 0.743307 loss_giou_aux_dn: 2.136775 loss: 14.536900 eta: 3 days, 17:45:46 batch_cost: 0.6423 data_cost: 0.0016 ips: 6.2272 images/s [04/12 22:44:24] ppdet.engine INFO: Epoch: [52] [2100/7329] learning_rate: 0.000100 loss_class: 0.631137 loss_bbox: 0.156238 loss_giou: 0.420669 loss_class_aux: 4.160757 loss_bbox_aux: 0.983125 loss_giou_aux: 2.631460 loss_class_dn: 0.392849 loss_bbox_dn: 0.155146 loss_giou_dn: 0.408957 loss_class_aux_dn: 2.101830 loss_bbox_aux_dn: 0.931009 loss_giou_aux_dn: 2.299121 loss: 16.022655 eta: 3 days, 17:44:41 batch_cost: 0.6514 data_cost: 0.0016 ips: 6.1403 images/s [04/12 22:45:34] ppdet.engine INFO: Epoch: [52] [2200/7329] learning_rate: 0.000100 loss_class: 0.542987 loss_bbox: 0.125114 loss_giou: 0.341967 loss_class_aux: 3.507460 loss_bbox_aux: 0.845189 loss_giou_aux: 2.170924 loss_class_dn: 0.314487 loss_bbox_dn: 0.136361 loss_giou_dn: 0.348656 loss_class_aux_dn: 1.691359 loss_bbox_aux_dn: 0.790553 loss_giou_aux_dn: 1.949806 loss: 13.652048 eta: 3 days, 17:43:35 batch_cost: 0.6393 data_cost: 0.0016 ips: 6.2570 images/s [04/12 22:46:44] ppdet.engine INFO: Epoch: [52] [2300/7329] learning_rate: 0.000100 loss_class: 0.548290 loss_bbox: 0.114293 loss_giou: 0.359332 loss_class_aux: 3.441115 loss_bbox_aux: 0.774215 loss_giou_aux: 2.367830 loss_class_dn: 0.322684 loss_bbox_dn: 0.129629 loss_giou_dn: 0.355332 loss_class_aux_dn: 1.778084 loss_bbox_aux_dn: 0.763328 loss_giou_aux_dn: 1.952178 loss: 13.930441 eta: 3 days, 17:42:29 batch_cost: 0.6465 data_cost: 0.0016 ips: 6.1875 images/s [04/12 22:47:54] ppdet.engine INFO: Epoch: [52] [2400/7329] learning_rate: 0.000100 loss_class: 0.564170 loss_bbox: 0.132738 loss_giou: 0.409454 loss_class_aux: 3.604035 loss_bbox_aux: 0.873940 loss_giou_aux: 2.629112 loss_class_dn: 0.340907 loss_bbox_dn: 0.134778 loss_giou_dn: 0.383062 loss_class_aux_dn: 1.818882 loss_bbox_aux_dn: 0.830008 loss_giou_aux_dn: 2.145669 loss: 14.899683 eta: 3 days, 17:41:23 batch_cost: 0.6473 data_cost: 0.0017 ips: 6.1790 images/s [04/12 22:49:04] ppdet.engine INFO: Epoch: [52] [2500/7329] learning_rate: 0.000100 loss_class: 0.602721 loss_bbox: 0.144355 loss_giou: 0.399996 loss_class_aux: 3.812431 loss_bbox_aux: 0.916751 loss_giou_aux: 2.475624 loss_class_dn: 0.376382 loss_bbox_dn: 0.140402 loss_giou_dn: 0.378979 loss_class_aux_dn: 2.009323 loss_bbox_aux_dn: 0.852034 loss_giou_aux_dn: 2.111277 loss: 15.800632 eta: 3 days, 17:40:17 batch_cost: 0.6425 data_cost: 0.0017 ips: 6.2252 images/s [04/12 22:50:14] ppdet.engine INFO: Epoch: [52] [2600/7329] learning_rate: 0.000100 loss_class: 0.611258 loss_bbox: 0.132301 loss_giou: 0.343968 loss_class_aux: 3.856025 loss_bbox_aux: 0.798521 loss_giou_aux: 2.202108 loss_class_dn: 0.344653 loss_bbox_dn: 0.138897 loss_giou_dn: 0.336260 loss_class_aux_dn: 1.866029 loss_bbox_aux_dn: 0.817088 loss_giou_aux_dn: 1.902389 loss: 13.528481 eta: 3 days, 17:39:11 batch_cost: 0.6443 data_cost: 0.0016 ips: 6.2082 images/s [04/12 22:51:23] ppdet.engine INFO: Epoch: [52] [2700/7329] learning_rate: 0.000100 loss_class: 0.541812 loss_bbox: 0.120959 loss_giou: 0.323403 loss_class_aux: 3.538933 loss_bbox_aux: 0.776631 loss_giou_aux: 2.045066 loss_class_dn: 0.299966 loss_bbox_dn: 0.140769 loss_giou_dn: 0.309198 loss_class_aux_dn: 1.625262 loss_bbox_aux_dn: 0.863966 loss_giou_aux_dn: 1.724432 loss: 13.026586 eta: 3 days, 17:38:05 batch_cost: 0.6386 data_cost: 0.0016 ips: 6.2637 images/s [04/12 22:52:33] ppdet.engine INFO: Epoch: [52] [2800/7329] learning_rate: 0.000100 loss_class: 0.613183 loss_bbox: 0.130347 loss_giou: 0.413384 loss_class_aux: 3.788419 loss_bbox_aux: 0.895356 loss_giou_aux: 2.496665 loss_class_dn: 0.339659 loss_bbox_dn: 0.141175 loss_giou_dn: 0.362668 loss_class_aux_dn: 1.857756 loss_bbox_aux_dn: 0.842579 loss_giou_aux_dn: 2.011261 loss: 14.214493 eta: 3 days, 17:36:59 batch_cost: 0.6459 data_cost: 0.0016 ips: 6.1934 images/s [04/12 22:53:43] ppdet.engine INFO: Epoch: [52] [2900/7329] learning_rate: 0.000100 loss_class: 0.588584 loss_bbox: 0.130476 loss_giou: 0.357493 loss_class_aux: 3.593604 loss_bbox_aux: 0.866253 loss_giou_aux: 2.215464 loss_class_dn: 0.325005 loss_bbox_dn: 0.133011 loss_giou_dn: 0.352320 loss_class_aux_dn: 1.771201 loss_bbox_aux_dn: 0.787754 loss_giou_aux_dn: 1.943037 loss: 13.513400 eta: 3 days, 17:35:53 batch_cost: 0.6474 data_cost: 0.0017 ips: 6.1785 images/s [04/12 22:54:54] ppdet.engine INFO: Epoch: [52] [3000/7329] learning_rate: 0.000100 loss_class: 0.575158 loss_bbox: 0.126875 loss_giou: 0.369110 loss_class_aux: 3.650078 loss_bbox_aux: 0.813493 loss_giou_aux: 2.291328 loss_class_dn: 0.308762 loss_bbox_dn: 0.131280 loss_giou_dn: 0.351830 loss_class_aux_dn: 1.630126 loss_bbox_aux_dn: 0.745832 loss_giou_aux_dn: 1.962295 loss: 12.290167 eta: 3 days, 17:34:48 batch_cost: 0.6496 data_cost: 0.0016 ips: 6.1576 images/s [04/12 22:56:05] ppdet.engine INFO: Epoch: [52] [3100/7329] learning_rate: 0.000100 loss_class: 0.497206 loss_bbox: 0.120850 loss_giou: 0.310199 loss_class_aux: 3.372105 loss_bbox_aux: 0.781804 loss_giou_aux: 1.976093 loss_class_dn: 0.288849 loss_bbox_dn: 0.132645 loss_giou_dn: 0.306133 loss_class_aux_dn: 1.588501 loss_bbox_aux_dn: 0.807350 loss_giou_aux_dn: 1.686502 loss: 12.830336 eta: 3 days, 17:33:43 batch_cost: 0.6558 data_cost: 0.0017 ips: 6.0994 images/s [04/12 22:57:15] ppdet.engine INFO: Epoch: [52] [3200/7329] learning_rate: 0.000100 loss_class: 0.487078 loss_bbox: 0.134400 loss_giou: 0.283307 loss_class_aux: 3.137874 loss_bbox_aux: 0.934848 loss_giou_aux: 1.789680 loss_class_dn: 0.283349 loss_bbox_dn: 0.156910 loss_giou_dn: 0.305731 loss_class_aux_dn: 1.533753 loss_bbox_aux_dn: 0.895607 loss_giou_aux_dn: 1.717408 loss: 12.388000 eta: 3 days, 17:32:37 batch_cost: 0.6434 data_cost: 0.0015 ips: 6.2167 images/s [04/12 22:58:23] ppdet.engine INFO: Epoch: [52] [3300/7329] learning_rate: 0.000100 loss_class: 0.506416 loss_bbox: 0.120103 loss_giou: 0.319107 loss_class_aux: 3.242589 loss_bbox_aux: 0.803415 loss_giou_aux: 1.992813 loss_class_dn: 0.296723 loss_bbox_dn: 0.121952 loss_giou_dn: 0.300469 loss_class_aux_dn: 1.610824 loss_bbox_aux_dn: 0.750218 loss_giou_aux_dn: 1.720030 loss: 12.327458 eta: 3 days, 17:31:30 batch_cost: 0.6323 data_cost: 0.0015 ips: 6.3257 images/s [04/12 22:59:34] ppdet.engine INFO: Epoch: [52] [3400/7329] learning_rate: 0.000100 loss_class: 0.562509 loss_bbox: 0.136358 loss_giou: 0.375862 loss_class_aux: 3.627261 loss_bbox_aux: 0.888204 loss_giou_aux: 2.396100 loss_class_dn: 0.348863 loss_bbox_dn: 0.139552 loss_giou_dn: 0.354360 loss_class_aux_dn: 1.855440 loss_bbox_aux_dn: 0.850049 loss_giou_aux_dn: 1.955469 loss: 14.200455 eta: 3 days, 17:30:25 batch_cost: 0.6505 data_cost: 0.0017 ips: 6.1496 images/s [04/12 23:00:45] ppdet.engine INFO: Epoch: [52] [3500/7329] learning_rate: 0.000100 loss_class: 0.581085 loss_bbox: 0.131308 loss_giou: 0.332276 loss_class_aux: 3.725165 loss_bbox_aux: 0.864628 loss_giou_aux: 2.082840 loss_class_dn: 0.312700 loss_bbox_dn: 0.149869 loss_giou_dn: 0.311413 loss_class_aux_dn: 1.679915 loss_bbox_aux_dn: 0.911757 loss_giou_aux_dn: 1.804889 loss: 13.397566 eta: 3 days, 17:29:20 batch_cost: 0.6528 data_cost: 0.0017 ips: 6.1278 images/s [04/12 23:01:56] ppdet.engine INFO: Epoch: [52] [3600/7329] learning_rate: 0.000100 loss_class: 0.533868 loss_bbox: 0.120987 loss_giou: 0.332804 loss_class_aux: 3.284868 loss_bbox_aux: 0.791627 loss_giou_aux: 2.021433 loss_class_dn: 0.301496 loss_bbox_dn: 0.128396 loss_giou_dn: 0.302424 loss_class_aux_dn: 1.645289 loss_bbox_aux_dn: 0.759332 loss_giou_aux_dn: 1.771225 loss: 12.065912 eta: 3 days, 17:28:16 batch_cost: 0.6604 data_cost: 0.0017 ips: 6.0567 images/s [04/12 23:03:07] ppdet.engine INFO: Epoch: [52] [3700/7329] learning_rate: 0.000100 loss_class: 0.636122 loss_bbox: 0.138078 loss_giou: 0.439645 loss_class_aux: 4.147277 loss_bbox_aux: 0.918391 loss_giou_aux: 2.716517 loss_class_dn: 0.355874 loss_bbox_dn: 0.142856 loss_giou_dn: 0.415119 loss_class_aux_dn: 1.909601 loss_bbox_aux_dn: 0.835315 loss_giou_aux_dn: 2.302391 loss: 15.226542 eta: 3 days, 17:27:10 batch_cost: 0.6480 data_cost: 0.0018 ips: 6.1731 images/s [04/12 23:04:16] ppdet.engine INFO: Epoch: [52] [3800/7329] learning_rate: 0.000100 loss_class: 0.546026 loss_bbox: 0.137986 loss_giou: 0.370474 loss_class_aux: 3.435794 loss_bbox_aux: 0.886737 loss_giou_aux: 2.268712 loss_class_dn: 0.302824 loss_bbox_dn: 0.150300 loss_giou_dn: 0.335421 loss_class_aux_dn: 1.669001 loss_bbox_aux_dn: 0.859144 loss_giou_aux_dn: 1.884369 loss: 12.990841 eta: 3 days, 17:26:04 batch_cost: 0.6440 data_cost: 0.0017 ips: 6.2115 images/s [04/12 23:05:28] ppdet.engine INFO: Epoch: [52] [3900/7329] learning_rate: 0.000100 loss_class: 0.545492 loss_bbox: 0.129393 loss_giou: 0.362191 loss_class_aux: 3.485129 loss_bbox_aux: 0.820178 loss_giou_aux: 2.288412 loss_class_dn: 0.290875 loss_bbox_dn: 0.135095 loss_giou_dn: 0.345245 loss_class_aux_dn: 1.606997 loss_bbox_aux_dn: 0.798940 loss_giou_aux_dn: 1.899197 loss: 13.302979 eta: 3 days, 17:25:00 batch_cost: 0.6567 data_cost: 0.0016 ips: 6.0910 images/s [04/12 23:06:37] ppdet.engine INFO: Epoch: [52] [4000/7329] learning_rate: 0.000100 loss_class: 0.569120 loss_bbox: 0.135963 loss_giou: 0.377874 loss_class_aux: 3.689394 loss_bbox_aux: 0.910614 loss_giou_aux: 2.376670 loss_class_dn: 0.341310 loss_bbox_dn: 0.146793 loss_giou_dn: 0.368440 loss_class_aux_dn: 1.815795 loss_bbox_aux_dn: 0.901633 loss_giou_aux_dn: 2.080651 loss: 14.023101 eta: 3 days, 17:23:54 batch_cost: 0.6437 data_cost: 0.0016 ips: 6.2144 images/s [04/12 23:07:47] ppdet.engine INFO: Epoch: [52] [4100/7329] learning_rate: 0.000100 loss_class: 0.606040 loss_bbox: 0.135828 loss_giou: 0.375190 loss_class_aux: 3.811915 loss_bbox_aux: 0.884395 loss_giou_aux: 2.443826 loss_class_dn: 0.346705 loss_bbox_dn: 0.143508 loss_giou_dn: 0.394542 loss_class_aux_dn: 1.836575 loss_bbox_aux_dn: 0.864967 loss_giou_aux_dn: 2.221823 loss: 15.416945 eta: 3 days, 17:22:48 batch_cost: 0.6440 data_cost: 0.0017 ips: 6.2114 images/s [04/12 23:08:58] ppdet.engine INFO: Epoch: [52] [4200/7329] learning_rate: 0.000100 loss_class: 0.468687 loss_bbox: 0.108976 loss_giou: 0.309834 loss_class_aux: 3.074253 loss_bbox_aux: 0.739353 loss_giou_aux: 2.002887 loss_class_dn: 0.279378 loss_bbox_dn: 0.117913 loss_giou_dn: 0.312102 loss_class_aux_dn: 1.506955 loss_bbox_aux_dn: 0.724790 loss_giou_aux_dn: 1.781825 loss: 12.101823 eta: 3 days, 17:21:43 batch_cost: 0.6523 data_cost: 0.0017 ips: 6.1322 images/s [04/12 23:10:08] ppdet.engine INFO: Epoch: [52] [4300/7329] learning_rate: 0.000100 loss_class: 0.571927 loss_bbox: 0.146045 loss_giou: 0.391824 loss_class_aux: 3.597924 loss_bbox_aux: 0.933033 loss_giou_aux: 2.438874 loss_class_dn: 0.321681 loss_bbox_dn: 0.154171 loss_giou_dn: 0.379737 loss_class_aux_dn: 1.714566 loss_bbox_aux_dn: 0.922761 loss_giou_aux_dn: 2.062933 loss: 13.735186 eta: 3 days, 17:20:38 batch_cost: 0.6473 data_cost: 0.0016 ips: 6.1800 images/s [04/12 23:11:18] ppdet.engine INFO: Epoch: [52] [4400/7329] learning_rate: 0.000100 loss_class: 0.510793 loss_bbox: 0.121588 loss_giou: 0.299931 loss_class_aux: 3.400949 loss_bbox_aux: 0.852398 loss_giou_aux: 1.951344 loss_class_dn: 0.298255 loss_bbox_dn: 0.147271 loss_giou_dn: 0.305660 loss_class_aux_dn: 1.643674 loss_bbox_aux_dn: 0.878191 loss_giou_aux_dn: 1.700353 loss: 12.383089 eta: 3 days, 17:19:32 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1712 images/s [04/12 23:12:28] ppdet.engine INFO: Epoch: [52] [4500/7329] learning_rate: 0.000100 loss_class: 0.529286 loss_bbox: 0.132653 loss_giou: 0.325687 loss_class_aux: 3.589532 loss_bbox_aux: 0.829121 loss_giou_aux: 2.036096 loss_class_dn: 0.313659 loss_bbox_dn: 0.145034 loss_giou_dn: 0.322878 loss_class_aux_dn: 1.646835 loss_bbox_aux_dn: 0.832389 loss_giou_aux_dn: 1.832792 loss: 13.401047 eta: 3 days, 17:18:26 batch_cost: 0.6460 data_cost: 0.0017 ips: 6.1918 images/s [04/12 23:13:38] ppdet.engine INFO: Epoch: [52] [4600/7329] learning_rate: 0.000100 loss_class: 0.497103 loss_bbox: 0.121138 loss_giou: 0.325700 loss_class_aux: 3.179670 loss_bbox_aux: 0.798304 loss_giou_aux: 2.109440 loss_class_dn: 0.268875 loss_bbox_dn: 0.123960 loss_giou_dn: 0.306044 loss_class_aux_dn: 1.430083 loss_bbox_aux_dn: 0.755907 loss_giou_aux_dn: 1.732651 loss: 11.988224 eta: 3 days, 17:17:21 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1588 images/s [04/12 23:14:49] ppdet.engine INFO: Epoch: [52] [4700/7329] learning_rate: 0.000100 loss_class: 0.534898 loss_bbox: 0.115699 loss_giou: 0.309620 loss_class_aux: 3.388366 loss_bbox_aux: 0.757720 loss_giou_aux: 1.939843 loss_class_dn: 0.302787 loss_bbox_dn: 0.138874 loss_giou_dn: 0.297448 loss_class_aux_dn: 1.635553 loss_bbox_aux_dn: 0.897754 loss_giou_aux_dn: 1.710343 loss: 12.930472 eta: 3 days, 17:16:16 batch_cost: 0.6543 data_cost: 0.0018 ips: 6.1132 images/s [04/12 23:16:00] ppdet.engine INFO: Epoch: [52] [4800/7329] learning_rate: 0.000100 loss_class: 0.514041 loss_bbox: 0.127990 loss_giou: 0.382188 loss_class_aux: 3.376862 loss_bbox_aux: 0.802899 loss_giou_aux: 2.476418 loss_class_dn: 0.297400 loss_bbox_dn: 0.124849 loss_giou_dn: 0.337873 loss_class_aux_dn: 1.611537 loss_bbox_aux_dn: 0.750879 loss_giou_aux_dn: 1.910411 loss: 13.234648 eta: 3 days, 17:15:11 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1789 images/s [04/12 23:17:10] ppdet.engine INFO: Epoch: [52] [4900/7329] learning_rate: 0.000100 loss_class: 0.588041 loss_bbox: 0.115145 loss_giou: 0.369447 loss_class_aux: 3.666317 loss_bbox_aux: 0.748009 loss_giou_aux: 2.299648 loss_class_dn: 0.312368 loss_bbox_dn: 0.128490 loss_giou_dn: 0.350541 loss_class_aux_dn: 1.690443 loss_bbox_aux_dn: 0.785100 loss_giou_aux_dn: 1.951737 loss: 13.427299 eta: 3 days, 17:14:06 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1552 images/s [04/12 23:18:21] ppdet.engine INFO: Epoch: [52] [5000/7329] learning_rate: 0.000100 loss_class: 0.602210 loss_bbox: 0.121202 loss_giou: 0.405500 loss_class_aux: 3.738766 loss_bbox_aux: 0.800619 loss_giou_aux: 2.546026 loss_class_dn: 0.350558 loss_bbox_dn: 0.132180 loss_giou_dn: 0.393397 loss_class_aux_dn: 1.879328 loss_bbox_aux_dn: 0.800311 loss_giou_aux_dn: 2.137369 loss: 14.507566 eta: 3 days, 17:13:00 batch_cost: 0.6485 data_cost: 0.0018 ips: 6.1685 images/s [04/12 23:19:30] ppdet.engine INFO: Epoch: [52] [5100/7329] learning_rate: 0.000100 loss_class: 0.539842 loss_bbox: 0.122262 loss_giou: 0.333607 loss_class_aux: 3.325374 loss_bbox_aux: 0.776517 loss_giou_aux: 2.128680 loss_class_dn: 0.303281 loss_bbox_dn: 0.115560 loss_giou_dn: 0.324568 loss_class_aux_dn: 1.698461 loss_bbox_aux_dn: 0.691781 loss_giou_aux_dn: 1.799380 loss: 12.677956 eta: 3 days, 17:11:54 batch_cost: 0.6398 data_cost: 0.0017 ips: 6.2516 images/s [04/12 23:20:40] ppdet.engine INFO: Epoch: [52] [5200/7329] learning_rate: 0.000100 loss_class: 0.549298 loss_bbox: 0.128688 loss_giou: 0.343492 loss_class_aux: 3.611014 loss_bbox_aux: 0.838292 loss_giou_aux: 2.173948 loss_class_dn: 0.315494 loss_bbox_dn: 0.141179 loss_giou_dn: 0.316829 loss_class_aux_dn: 1.685794 loss_bbox_aux_dn: 0.845870 loss_giou_aux_dn: 1.800194 loss: 13.142707 eta: 3 days, 17:10:48 batch_cost: 0.6464 data_cost: 0.0017 ips: 6.1878 images/s [04/12 23:21:50] ppdet.engine INFO: Epoch: [52] [5300/7329] learning_rate: 0.000100 loss_class: 0.527755 loss_bbox: 0.136121 loss_giou: 0.290738 loss_class_aux: 3.408561 loss_bbox_aux: 0.837400 loss_giou_aux: 1.841802 loss_class_dn: 0.275067 loss_bbox_dn: 0.125914 loss_giou_dn: 0.261661 loss_class_aux_dn: 1.501660 loss_bbox_aux_dn: 0.742670 loss_giou_aux_dn: 1.477671 loss: 11.846193 eta: 3 days, 17:09:42 batch_cost: 0.6447 data_cost: 0.0017 ips: 6.2041 images/s [04/12 23:23:01] ppdet.engine INFO: Epoch: [52] [5400/7329] learning_rate: 0.000100 loss_class: 0.620112 loss_bbox: 0.135600 loss_giou: 0.474793 loss_class_aux: 3.876525 loss_bbox_aux: 0.916582 loss_giou_aux: 2.911457 loss_class_dn: 0.356570 loss_bbox_dn: 0.143187 loss_giou_dn: 0.448021 loss_class_aux_dn: 1.915376 loss_bbox_aux_dn: 0.842719 loss_giou_aux_dn: 2.498625 loss: 15.655016 eta: 3 days, 17:08:37 batch_cost: 0.6522 data_cost: 0.0017 ips: 6.1333 images/s [04/12 23:24:11] ppdet.engine INFO: Epoch: [52] [5500/7329] learning_rate: 0.000100 loss_class: 0.583566 loss_bbox: 0.119548 loss_giou: 0.395289 loss_class_aux: 3.773342 loss_bbox_aux: 0.803637 loss_giou_aux: 2.477521 loss_class_dn: 0.336068 loss_bbox_dn: 0.111910 loss_giou_dn: 0.353841 loss_class_aux_dn: 1.819309 loss_bbox_aux_dn: 0.731358 loss_giou_aux_dn: 1.958402 loss: 13.687087 eta: 3 days, 17:07:32 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1649 images/s [04/12 23:25:22] ppdet.engine INFO: Epoch: [52] [5600/7329] learning_rate: 0.000100 loss_class: 0.555776 loss_bbox: 0.138681 loss_giou: 0.350461 loss_class_aux: 3.586644 loss_bbox_aux: 0.892074 loss_giou_aux: 2.229827 loss_class_dn: 0.313028 loss_bbox_dn: 0.131575 loss_giou_dn: 0.332620 loss_class_aux_dn: 1.661860 loss_bbox_aux_dn: 0.828035 loss_giou_aux_dn: 1.882069 loss: 13.204193 eta: 3 days, 17:06:27 batch_cost: 0.6501 data_cost: 0.0017 ips: 6.1530 images/s [04/12 23:26:32] ppdet.engine INFO: Epoch: [52] [5700/7329] learning_rate: 0.000100 loss_class: 0.558335 loss_bbox: 0.124877 loss_giou: 0.397922 loss_class_aux: 3.588732 loss_bbox_aux: 0.832151 loss_giou_aux: 2.508795 loss_class_dn: 0.346379 loss_bbox_dn: 0.124913 loss_giou_dn: 0.375083 loss_class_aux_dn: 1.807689 loss_bbox_aux_dn: 0.804502 loss_giou_aux_dn: 2.093586 loss: 14.041788 eta: 3 days, 17:05:21 batch_cost: 0.6470 data_cost: 0.0017 ips: 6.1827 images/s [04/12 23:27:44] ppdet.engine INFO: Epoch: [52] [5800/7329] learning_rate: 0.000100 loss_class: 0.626599 loss_bbox: 0.131997 loss_giou: 0.411724 loss_class_aux: 3.996939 loss_bbox_aux: 0.922282 loss_giou_aux: 2.709779 loss_class_dn: 0.356195 loss_bbox_dn: 0.142186 loss_giou_dn: 0.371062 loss_class_aux_dn: 1.929667 loss_bbox_aux_dn: 0.903502 loss_giou_aux_dn: 2.120927 loss: 15.772678 eta: 3 days, 17:04:17 batch_cost: 0.6599 data_cost: 0.0018 ips: 6.0614 images/s [04/12 23:28:55] ppdet.engine INFO: Epoch: [52] [5900/7329] learning_rate: 0.000100 loss_class: 0.526374 loss_bbox: 0.134072 loss_giou: 0.352255 loss_class_aux: 3.417933 loss_bbox_aux: 0.867686 loss_giou_aux: 2.181953 loss_class_dn: 0.316988 loss_bbox_dn: 0.132739 loss_giou_dn: 0.322381 loss_class_aux_dn: 1.689600 loss_bbox_aux_dn: 0.813825 loss_giou_aux_dn: 1.874055 loss: 13.027561 eta: 3 days, 17:03:12 batch_cost: 0.6551 data_cost: 0.0017 ips: 6.1058 images/s [04/12 23:30:05] ppdet.engine INFO: Epoch: [52] [6000/7329] learning_rate: 0.000100 loss_class: 0.557004 loss_bbox: 0.137831 loss_giou: 0.382609 loss_class_aux: 3.519120 loss_bbox_aux: 0.899386 loss_giou_aux: 2.404020 loss_class_dn: 0.321758 loss_bbox_dn: 0.141001 loss_giou_dn: 0.368299 loss_class_aux_dn: 1.711178 loss_bbox_aux_dn: 0.843690 loss_giou_aux_dn: 2.027281 loss: 13.828726 eta: 3 days, 17:02:07 batch_cost: 0.6473 data_cost: 0.0017 ips: 6.1799 images/s [04/12 23:31:15] ppdet.engine INFO: Epoch: [52] [6100/7329] learning_rate: 0.000100 loss_class: 0.565298 loss_bbox: 0.135288 loss_giou: 0.350970 loss_class_aux: 3.580692 loss_bbox_aux: 0.923462 loss_giou_aux: 2.225872 loss_class_dn: 0.316583 loss_bbox_dn: 0.142209 loss_giou_dn: 0.353948 loss_class_aux_dn: 1.786034 loss_bbox_aux_dn: 0.841131 loss_giou_aux_dn: 1.984607 loss: 13.866494 eta: 3 days, 17:01:01 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1923 images/s [04/12 23:32:26] ppdet.engine INFO: Epoch: [52] [6200/7329] learning_rate: 0.000100 loss_class: 0.507654 loss_bbox: 0.109929 loss_giou: 0.321012 loss_class_aux: 3.338080 loss_bbox_aux: 0.726915 loss_giou_aux: 2.061383 loss_class_dn: 0.312909 loss_bbox_dn: 0.119777 loss_giou_dn: 0.325495 loss_class_aux_dn: 1.683972 loss_bbox_aux_dn: 0.725984 loss_giou_aux_dn: 1.805379 loss: 12.789994 eta: 3 days, 16:59:56 batch_cost: 0.6506 data_cost: 0.0016 ips: 6.1483 images/s [04/12 23:33:35] ppdet.engine INFO: Epoch: [52] [6300/7329] learning_rate: 0.000100 loss_class: 0.593170 loss_bbox: 0.119027 loss_giou: 0.381301 loss_class_aux: 3.840849 loss_bbox_aux: 0.791226 loss_giou_aux: 2.430499 loss_class_dn: 0.335586 loss_bbox_dn: 0.129398 loss_giou_dn: 0.346689 loss_class_aux_dn: 1.829963 loss_bbox_aux_dn: 0.792328 loss_giou_aux_dn: 1.943119 loss: 13.670601 eta: 3 days, 16:58:49 batch_cost: 0.6370 data_cost: 0.0017 ips: 6.2794 images/s [04/12 23:34:44] ppdet.engine INFO: Epoch: [52] [6400/7329] learning_rate: 0.000100 loss_class: 0.521119 loss_bbox: 0.117036 loss_giou: 0.317388 loss_class_aux: 3.337731 loss_bbox_aux: 0.768725 loss_giou_aux: 2.046187 loss_class_dn: 0.307324 loss_bbox_dn: 0.134008 loss_giou_dn: 0.314221 loss_class_aux_dn: 1.658486 loss_bbox_aux_dn: 0.793903 loss_giou_aux_dn: 1.744227 loss: 12.924971 eta: 3 days, 16:57:43 batch_cost: 0.6422 data_cost: 0.0018 ips: 6.2286 images/s [04/12 23:35:54] ppdet.engine INFO: Epoch: [52] [6500/7329] learning_rate: 0.000100 loss_class: 0.585488 loss_bbox: 0.140087 loss_giou: 0.384953 loss_class_aux: 3.883928 loss_bbox_aux: 0.936659 loss_giou_aux: 2.400550 loss_class_dn: 0.307370 loss_bbox_dn: 0.143698 loss_giou_dn: 0.371643 loss_class_aux_dn: 1.642658 loss_bbox_aux_dn: 0.892721 loss_giou_aux_dn: 2.004321 loss: 14.814601 eta: 3 days, 16:56:36 batch_cost: 0.6391 data_cost: 0.0017 ips: 6.2593 images/s [04/12 23:37:04] ppdet.engine INFO: Epoch: [52] [6600/7329] learning_rate: 0.000100 loss_class: 0.572119 loss_bbox: 0.128820 loss_giou: 0.379015 loss_class_aux: 3.566277 loss_bbox_aux: 0.830926 loss_giou_aux: 2.471012 loss_class_dn: 0.298281 loss_bbox_dn: 0.128889 loss_giou_dn: 0.376092 loss_class_aux_dn: 1.572196 loss_bbox_aux_dn: 0.802755 loss_giou_aux_dn: 2.065305 loss: 13.957437 eta: 3 days, 16:55:30 batch_cost: 0.6448 data_cost: 0.0018 ips: 6.2034 images/s [04/12 23:38:16] ppdet.engine INFO: Epoch: [52] [6700/7329] learning_rate: 0.000100 loss_class: 0.588197 loss_bbox: 0.116021 loss_giou: 0.362492 loss_class_aux: 3.722034 loss_bbox_aux: 0.793322 loss_giou_aux: 2.465209 loss_class_dn: 0.305420 loss_bbox_dn: 0.130718 loss_giou_dn: 0.349630 loss_class_aux_dn: 1.655399 loss_bbox_aux_dn: 0.771908 loss_giou_aux_dn: 1.957457 loss: 13.516777 eta: 3 days, 16:54:27 batch_cost: 0.6662 data_cost: 0.0017 ips: 6.0043 images/s [04/12 23:39:26] ppdet.engine INFO: Epoch: [52] [6800/7329] learning_rate: 0.000100 loss_class: 0.537459 loss_bbox: 0.132627 loss_giou: 0.386355 loss_class_aux: 3.462940 loss_bbox_aux: 0.843171 loss_giou_aux: 2.331434 loss_class_dn: 0.327894 loss_bbox_dn: 0.127104 loss_giou_dn: 0.330878 loss_class_aux_dn: 1.787685 loss_bbox_aux_dn: 0.768641 loss_giou_aux_dn: 1.843128 loss: 13.429377 eta: 3 days, 16:53:21 batch_cost: 0.6465 data_cost: 0.0017 ips: 6.1869 images/s [04/12 23:40:37] ppdet.engine INFO: Epoch: [52] [6900/7329] learning_rate: 0.000100 loss_class: 0.520009 loss_bbox: 0.130167 loss_giou: 0.367254 loss_class_aux: 3.472738 loss_bbox_aux: 0.840487 loss_giou_aux: 2.350000 loss_class_dn: 0.303820 loss_bbox_dn: 0.127398 loss_giou_dn: 0.357677 loss_class_aux_dn: 1.648883 loss_bbox_aux_dn: 0.744305 loss_giou_aux_dn: 1.986673 loss: 13.342175 eta: 3 days, 16:52:16 batch_cost: 0.6466 data_cost: 0.0017 ips: 6.1859 images/s [04/12 23:41:48] ppdet.engine INFO: Epoch: [52] [7000/7329] learning_rate: 0.000100 loss_class: 0.502567 loss_bbox: 0.111281 loss_giou: 0.276717 loss_class_aux: 3.151682 loss_bbox_aux: 0.747439 loss_giou_aux: 1.801007 loss_class_dn: 0.278752 loss_bbox_dn: 0.111021 loss_giou_dn: 0.304343 loss_class_aux_dn: 1.540230 loss_bbox_aux_dn: 0.708663 loss_giou_aux_dn: 1.699816 loss: 11.525108 eta: 3 days, 16:51:12 batch_cost: 0.6607 data_cost: 0.0016 ips: 6.0545 images/s [04/12 23:42:58] ppdet.engine INFO: Epoch: [52] [7100/7329] learning_rate: 0.000100 loss_class: 0.472513 loss_bbox: 0.110930 loss_giou: 0.285122 loss_class_aux: 3.095639 loss_bbox_aux: 0.743296 loss_giou_aux: 1.792998 loss_class_dn: 0.263443 loss_bbox_dn: 0.136136 loss_giou_dn: 0.279759 loss_class_aux_dn: 1.445684 loss_bbox_aux_dn: 0.850078 loss_giou_aux_dn: 1.581227 loss: 11.344029 eta: 3 days, 16:50:06 batch_cost: 0.6408 data_cost: 0.0016 ips: 6.2422 images/s [04/12 23:44:08] ppdet.engine INFO: Epoch: [52] [7200/7329] learning_rate: 0.000100 loss_class: 0.488798 loss_bbox: 0.145837 loss_giou: 0.319514 loss_class_aux: 3.081847 loss_bbox_aux: 0.884320 loss_giou_aux: 2.040717 loss_class_dn: 0.280301 loss_bbox_dn: 0.147949 loss_giou_dn: 0.265100 loss_class_aux_dn: 1.498336 loss_bbox_aux_dn: 0.887307 loss_giou_aux_dn: 1.538135 loss: 11.838296 eta: 3 days, 16:49:00 batch_cost: 0.6498 data_cost: 0.0016 ips: 6.1559 images/s [04/12 23:45:19] ppdet.engine INFO: Epoch: [52] [7300/7329] learning_rate: 0.000100 loss_class: 0.583267 loss_bbox: 0.133791 loss_giou: 0.369580 loss_class_aux: 3.696789 loss_bbox_aux: 0.859390 loss_giou_aux: 2.312739 loss_class_dn: 0.306951 loss_bbox_dn: 0.133385 loss_giou_dn: 0.366882 loss_class_aux_dn: 1.689000 loss_bbox_aux_dn: 0.785539 loss_giou_aux_dn: 2.010898 loss: 13.687522 eta: 3 days, 16:47:56 batch_cost: 0.6537 data_cost: 0.0018 ips: 6.1189 images/s [04/12 23:45:43] ppdet.engine INFO: Eval iter: 0 [04/12 23:46:11] ppdet.engine INFO: Eval iter: 100 [04/12 23:46:38] ppdet.engine INFO: Eval iter: 200 [04/12 23:47:06] ppdet.engine INFO: Eval iter: 300 [04/12 23:47:34] ppdet.engine INFO: Eval iter: 400 [04/12 23:48:02] ppdet.engine INFO: Eval iter: 500 [04/12 23:48:30] ppdet.engine INFO: Eval iter: 600 [04/12 23:49:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/12 23:49:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.78s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=131.81s). Accumulating evaluation results... DONE (t=29.42s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.722 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/12 23:52:10] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.70427949281082 [04/12 23:52:10] ppdet.engine INFO: Best test bbox ap is 0.541. [04/12 23:52:12] ppdet.engine INFO: Epoch: [53] [ 0/7329] learning_rate: 0.000100 loss_class: 0.588145 loss_bbox: 0.146840 loss_giou: 0.371327 loss_class_aux: 3.734956 loss_bbox_aux: 0.925136 loss_giou_aux: 2.353586 loss_class_dn: 0.314279 loss_bbox_dn: 0.145577 loss_giou_dn: 0.366210 loss_class_aux_dn: 1.705526 loss_bbox_aux_dn: 0.932495 loss_giou_aux_dn: 2.017074 loss: 13.939377 eta: 3 days, 16:47:37 batch_cost: 0.6617 data_cost: 0.0018 ips: 6.0451 images/s [04/12 23:53:22] ppdet.engine INFO: Epoch: [53] [ 100/7329] learning_rate: 0.000100 loss_class: 0.588432 loss_bbox: 0.123499 loss_giou: 0.423758 loss_class_aux: 3.688644 loss_bbox_aux: 0.784674 loss_giou_aux: 2.621641 loss_class_dn: 0.331802 loss_bbox_dn: 0.130859 loss_giou_dn: 0.374569 loss_class_aux_dn: 1.769983 loss_bbox_aux_dn: 0.809389 loss_giou_aux_dn: 2.117894 loss: 13.965434 eta: 3 days, 16:46:31 batch_cost: 0.6453 data_cost: 0.0018 ips: 6.1991 images/s [04/12 23:54:32] ppdet.engine INFO: Epoch: [53] [ 200/7329] learning_rate: 0.000100 loss_class: 0.595439 loss_bbox: 0.123703 loss_giou: 0.354082 loss_class_aux: 3.811941 loss_bbox_aux: 0.768279 loss_giou_aux: 2.158342 loss_class_dn: 0.321974 loss_bbox_dn: 0.130746 loss_giou_dn: 0.338707 loss_class_aux_dn: 1.731198 loss_bbox_aux_dn: 0.769992 loss_giou_aux_dn: 1.947296 loss: 13.771746 eta: 3 days, 16:45:25 batch_cost: 0.6443 data_cost: 0.0020 ips: 6.2082 images/s [04/12 23:55:41] ppdet.engine INFO: Epoch: [53] [ 300/7329] learning_rate: 0.000100 loss_class: 0.581389 loss_bbox: 0.133360 loss_giou: 0.355314 loss_class_aux: 3.676699 loss_bbox_aux: 0.876255 loss_giou_aux: 2.193514 loss_class_dn: 0.314059 loss_bbox_dn: 0.134680 loss_giou_dn: 0.321678 loss_class_aux_dn: 1.695258 loss_bbox_aux_dn: 0.820896 loss_giou_aux_dn: 1.870265 loss: 13.388964 eta: 3 days, 16:44:20 batch_cost: 0.6449 data_cost: 0.0018 ips: 6.2027 images/s [04/12 23:56:53] ppdet.engine INFO: Epoch: [53] [ 400/7329] learning_rate: 0.000100 loss_class: 0.602629 loss_bbox: 0.139968 loss_giou: 0.368472 loss_class_aux: 3.730126 loss_bbox_aux: 0.886862 loss_giou_aux: 2.382728 loss_class_dn: 0.325736 loss_bbox_dn: 0.147324 loss_giou_dn: 0.339740 loss_class_aux_dn: 1.711255 loss_bbox_aux_dn: 0.832940 loss_giou_aux_dn: 1.893324 loss: 14.124626 eta: 3 days, 16:43:16 batch_cost: 0.6599 data_cost: 0.0018 ips: 6.0618 images/s [04/12 23:58:05] ppdet.engine INFO: Epoch: [53] [ 500/7329] learning_rate: 0.000100 loss_class: 0.522602 loss_bbox: 0.145111 loss_giou: 0.370555 loss_class_aux: 3.447052 loss_bbox_aux: 0.892362 loss_giou_aux: 2.285660 loss_class_dn: 0.311538 loss_bbox_dn: 0.148061 loss_giou_dn: 0.347221 loss_class_aux_dn: 1.747843 loss_bbox_aux_dn: 0.895488 loss_giou_aux_dn: 1.877634 loss: 13.533459 eta: 3 days, 16:42:11 batch_cost: 0.6559 data_cost: 0.0019 ips: 6.0985 images/s [04/12 23:59:17] ppdet.engine INFO: Epoch: [53] [ 600/7329] learning_rate: 0.000100 loss_class: 0.603741 loss_bbox: 0.120307 loss_giou: 0.425719 loss_class_aux: 3.889216 loss_bbox_aux: 0.823793 loss_giou_aux: 2.687768 loss_class_dn: 0.325109 loss_bbox_dn: 0.145129 loss_giou_dn: 0.395271 loss_class_aux_dn: 1.744126 loss_bbox_aux_dn: 0.844573 loss_giou_aux_dn: 2.103286 loss: 13.544500 eta: 3 days, 16:41:07 batch_cost: 0.6557 data_cost: 0.0018 ips: 6.1007 images/s [04/13 00:00:28] ppdet.engine INFO: Epoch: [53] [ 700/7329] learning_rate: 0.000100 loss_class: 0.542217 loss_bbox: 0.139190 loss_giou: 0.359740 loss_class_aux: 3.517465 loss_bbox_aux: 0.933352 loss_giou_aux: 2.278888 loss_class_dn: 0.322741 loss_bbox_dn: 0.143506 loss_giou_dn: 0.373034 loss_class_aux_dn: 1.694860 loss_bbox_aux_dn: 0.921892 loss_giou_aux_dn: 2.054554 loss: 14.049803 eta: 3 days, 16:40:03 batch_cost: 0.6613 data_cost: 0.0018 ips: 6.0485 images/s [04/13 00:01:39] ppdet.engine INFO: Epoch: [53] [ 800/7329] learning_rate: 0.000100 loss_class: 0.584483 loss_bbox: 0.129836 loss_giou: 0.332038 loss_class_aux: 3.635241 loss_bbox_aux: 0.870132 loss_giou_aux: 2.133734 loss_class_dn: 0.306145 loss_bbox_dn: 0.148961 loss_giou_dn: 0.329072 loss_class_aux_dn: 1.655320 loss_bbox_aux_dn: 0.832142 loss_giou_aux_dn: 1.863320 loss: 13.078409 eta: 3 days, 16:38:58 batch_cost: 0.6503 data_cost: 0.0018 ips: 6.1514 images/s [04/13 00:02:49] ppdet.engine INFO: Epoch: [53] [ 900/7329] learning_rate: 0.000100 loss_class: 0.495137 loss_bbox: 0.115026 loss_giou: 0.282738 loss_class_aux: 3.091827 loss_bbox_aux: 0.752440 loss_giou_aux: 1.822408 loss_class_dn: 0.281166 loss_bbox_dn: 0.118837 loss_giou_dn: 0.282292 loss_class_aux_dn: 1.537274 loss_bbox_aux_dn: 0.749204 loss_giou_aux_dn: 1.604075 loss: 11.935070 eta: 3 days, 16:37:51 batch_cost: 0.6406 data_cost: 0.0018 ips: 6.2437 images/s [04/13 00:03:59] ppdet.engine INFO: Epoch: [53] [1000/7329] learning_rate: 0.000100 loss_class: 0.562892 loss_bbox: 0.130201 loss_giou: 0.380431 loss_class_aux: 3.497923 loss_bbox_aux: 0.883337 loss_giou_aux: 2.372432 loss_class_dn: 0.310234 loss_bbox_dn: 0.141890 loss_giou_dn: 0.349546 loss_class_aux_dn: 1.670648 loss_bbox_aux_dn: 0.846225 loss_giou_aux_dn: 1.988097 loss: 13.209097 eta: 3 days, 16:36:46 batch_cost: 0.6482 data_cost: 0.0017 ips: 6.1706 images/s [04/13 00:05:10] ppdet.engine INFO: Epoch: [53] [1100/7329] learning_rate: 0.000100 loss_class: 0.586828 loss_bbox: 0.137145 loss_giou: 0.362622 loss_class_aux: 3.714942 loss_bbox_aux: 0.849145 loss_giou_aux: 2.358089 loss_class_dn: 0.323016 loss_bbox_dn: 0.144460 loss_giou_dn: 0.345235 loss_class_aux_dn: 1.774000 loss_bbox_aux_dn: 0.870867 loss_giou_aux_dn: 1.942219 loss: 13.774174 eta: 3 days, 16:35:42 batch_cost: 0.6608 data_cost: 0.0020 ips: 6.0531 images/s [04/13 00:06:23] ppdet.engine INFO: Epoch: [53] [1200/7329] learning_rate: 0.000100 loss_class: 0.581946 loss_bbox: 0.129008 loss_giou: 0.411087 loss_class_aux: 3.604099 loss_bbox_aux: 0.869610 loss_giou_aux: 2.710371 loss_class_dn: 0.356423 loss_bbox_dn: 0.137225 loss_giou_dn: 0.431501 loss_class_aux_dn: 1.870163 loss_bbox_aux_dn: 0.790650 loss_giou_aux_dn: 2.374185 loss: 15.051052 eta: 3 days, 16:34:38 batch_cost: 0.6598 data_cost: 0.0017 ips: 6.0622 images/s [04/13 00:07:33] ppdet.engine INFO: Epoch: [53] [1300/7329] learning_rate: 0.000100 loss_class: 0.537242 loss_bbox: 0.126162 loss_giou: 0.308826 loss_class_aux: 3.396514 loss_bbox_aux: 0.831624 loss_giou_aux: 1.978253 loss_class_dn: 0.272169 loss_bbox_dn: 0.124175 loss_giou_dn: 0.299315 loss_class_aux_dn: 1.481027 loss_bbox_aux_dn: 0.757353 loss_giou_aux_dn: 1.716953 loss: 11.940149 eta: 3 days, 16:33:33 batch_cost: 0.6541 data_cost: 0.0018 ips: 6.1153 images/s [04/13 00:08:45] ppdet.engine INFO: Epoch: [53] [1400/7329] learning_rate: 0.000100 loss_class: 0.518080 loss_bbox: 0.125028 loss_giou: 0.311860 loss_class_aux: 3.320487 loss_bbox_aux: 0.832832 loss_giou_aux: 2.061043 loss_class_dn: 0.289501 loss_bbox_dn: 0.127681 loss_giou_dn: 0.319238 loss_class_aux_dn: 1.515034 loss_bbox_aux_dn: 0.752552 loss_giou_aux_dn: 1.829884 loss: 12.729425 eta: 3 days, 16:32:30 batch_cost: 0.6628 data_cost: 0.0018 ips: 6.0348 images/s [04/13 00:09:55] ppdet.engine INFO: Epoch: [53] [1500/7329] learning_rate: 0.000100 loss_class: 0.537416 loss_bbox: 0.111387 loss_giou: 0.376546 loss_class_aux: 3.420925 loss_bbox_aux: 0.735745 loss_giou_aux: 2.396617 loss_class_dn: 0.301033 loss_bbox_dn: 0.126211 loss_giou_dn: 0.334604 loss_class_aux_dn: 1.643096 loss_bbox_aux_dn: 0.756341 loss_giou_aux_dn: 1.889948 loss: 12.946877 eta: 3 days, 16:31:24 batch_cost: 0.6462 data_cost: 0.0018 ips: 6.1903 images/s [04/13 00:11:06] ppdet.engine INFO: Epoch: [53] [1600/7329] learning_rate: 0.000100 loss_class: 0.608703 loss_bbox: 0.139746 loss_giou: 0.438366 loss_class_aux: 3.827379 loss_bbox_aux: 0.924376 loss_giou_aux: 2.701369 loss_class_dn: 0.342998 loss_bbox_dn: 0.132508 loss_giou_dn: 0.418660 loss_class_aux_dn: 1.870202 loss_bbox_aux_dn: 0.801701 loss_giou_aux_dn: 2.315159 loss: 15.084211 eta: 3 days, 16:30:19 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1449 images/s [04/13 00:12:19] ppdet.engine INFO: Epoch: [53] [1700/7329] learning_rate: 0.000100 loss_class: 0.551716 loss_bbox: 0.124128 loss_giou: 0.340757 loss_class_aux: 3.572638 loss_bbox_aux: 0.822286 loss_giou_aux: 2.135032 loss_class_dn: 0.306301 loss_bbox_dn: 0.136840 loss_giou_dn: 0.324369 loss_class_aux_dn: 1.642499 loss_bbox_aux_dn: 0.839719 loss_giou_aux_dn: 1.843788 loss: 12.966667 eta: 3 days, 16:29:16 batch_cost: 0.6661 data_cost: 0.0017 ips: 6.0055 images/s [04/13 00:13:30] ppdet.engine INFO: Epoch: [53] [1800/7329] learning_rate: 0.000100 loss_class: 0.584601 loss_bbox: 0.145984 loss_giou: 0.425196 loss_class_aux: 3.796276 loss_bbox_aux: 0.946458 loss_giou_aux: 2.739093 loss_class_dn: 0.356598 loss_bbox_dn: 0.143112 loss_giou_dn: 0.385082 loss_class_aux_dn: 1.928807 loss_bbox_aux_dn: 0.879059 loss_giou_aux_dn: 2.226083 loss: 15.216225 eta: 3 days, 16:28:11 batch_cost: 0.6519 data_cost: 0.0018 ips: 6.1360 images/s [04/13 00:14:40] ppdet.engine INFO: Epoch: [53] [1900/7329] learning_rate: 0.000100 loss_class: 0.527117 loss_bbox: 0.125689 loss_giou: 0.341228 loss_class_aux: 3.404406 loss_bbox_aux: 0.792914 loss_giou_aux: 2.216055 loss_class_dn: 0.303697 loss_bbox_dn: 0.130122 loss_giou_dn: 0.327750 loss_class_aux_dn: 1.626159 loss_bbox_aux_dn: 0.812586 loss_giou_aux_dn: 1.813354 loss: 13.305318 eta: 3 days, 16:27:05 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1745 images/s [04/13 00:15:54] ppdet.engine INFO: Epoch: [53] [2000/7329] learning_rate: 0.000100 loss_class: 0.604121 loss_bbox: 0.124103 loss_giou: 0.379199 loss_class_aux: 3.691561 loss_bbox_aux: 0.822656 loss_giou_aux: 2.284711 loss_class_dn: 0.306279 loss_bbox_dn: 0.123032 loss_giou_dn: 0.334892 loss_class_aux_dn: 1.739488 loss_bbox_aux_dn: 0.739649 loss_giou_aux_dn: 1.913648 loss: 13.625721 eta: 3 days, 16:26:03 batch_cost: 0.6718 data_cost: 0.0018 ips: 5.9538 images/s [04/13 00:17:05] ppdet.engine INFO: Epoch: [53] [2100/7329] learning_rate: 0.000100 loss_class: 0.535739 loss_bbox: 0.120489 loss_giou: 0.428090 loss_class_aux: 3.467760 loss_bbox_aux: 0.763332 loss_giou_aux: 2.675699 loss_class_dn: 0.333001 loss_bbox_dn: 0.126412 loss_giou_dn: 0.370876 loss_class_aux_dn: 1.778063 loss_bbox_aux_dn: 0.761100 loss_giou_aux_dn: 2.063572 loss: 13.190221 eta: 3 days, 16:24:58 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1017 images/s [04/13 00:18:17] ppdet.engine INFO: Epoch: [53] [2200/7329] learning_rate: 0.000100 loss_class: 0.554092 loss_bbox: 0.128898 loss_giou: 0.369269 loss_class_aux: 3.458551 loss_bbox_aux: 0.861955 loss_giou_aux: 2.420236 loss_class_dn: 0.328902 loss_bbox_dn: 0.118781 loss_giou_dn: 0.338791 loss_class_aux_dn: 1.765453 loss_bbox_aux_dn: 0.714164 loss_giou_aux_dn: 1.926910 loss: 13.755680 eta: 3 days, 16:23:54 batch_cost: 0.6592 data_cost: 0.0018 ips: 6.0675 images/s [04/13 00:19:29] ppdet.engine INFO: Epoch: [53] [2300/7329] learning_rate: 0.000100 loss_class: 0.527862 loss_bbox: 0.115454 loss_giou: 0.383419 loss_class_aux: 3.351478 loss_bbox_aux: 0.757183 loss_giou_aux: 2.449391 loss_class_dn: 0.312028 loss_bbox_dn: 0.130553 loss_giou_dn: 0.353189 loss_class_aux_dn: 1.697500 loss_bbox_aux_dn: 0.771902 loss_giou_aux_dn: 1.961074 loss: 13.177849 eta: 3 days, 16:22:50 batch_cost: 0.6616 data_cost: 0.0018 ips: 6.0464 images/s [04/13 00:20:43] ppdet.engine INFO: Epoch: [53] [2400/7329] learning_rate: 0.000100 loss_class: 0.589488 loss_bbox: 0.132207 loss_giou: 0.375330 loss_class_aux: 3.697956 loss_bbox_aux: 0.793557 loss_giou_aux: 2.328876 loss_class_dn: 0.332556 loss_bbox_dn: 0.135034 loss_giou_dn: 0.345393 loss_class_aux_dn: 1.767660 loss_bbox_aux_dn: 0.845885 loss_giou_aux_dn: 1.972479 loss: 14.339881 eta: 3 days, 16:21:48 batch_cost: 0.6721 data_cost: 0.0016 ips: 5.9512 images/s [04/13 00:21:54] ppdet.engine INFO: Epoch: [53] [2500/7329] learning_rate: 0.000100 loss_class: 0.531544 loss_bbox: 0.129194 loss_giou: 0.345149 loss_class_aux: 3.394960 loss_bbox_aux: 0.840023 loss_giou_aux: 2.220259 loss_class_dn: 0.313305 loss_bbox_dn: 0.125284 loss_giou_dn: 0.320472 loss_class_aux_dn: 1.736315 loss_bbox_aux_dn: 0.744752 loss_giou_aux_dn: 1.777524 loss: 12.858554 eta: 3 days, 16:20:42 batch_cost: 0.6477 data_cost: 0.0017 ips: 6.1762 images/s [04/13 00:23:05] ppdet.engine INFO: Epoch: [53] [2600/7329] learning_rate: 0.000100 loss_class: 0.562438 loss_bbox: 0.124742 loss_giou: 0.347221 loss_class_aux: 3.521247 loss_bbox_aux: 0.856560 loss_giou_aux: 2.229788 loss_class_dn: 0.304917 loss_bbox_dn: 0.132728 loss_giou_dn: 0.327643 loss_class_aux_dn: 1.662913 loss_bbox_aux_dn: 0.797538 loss_giou_aux_dn: 1.829535 loss: 12.797253 eta: 3 days, 16:19:38 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1058 images/s [04/13 00:24:17] ppdet.engine INFO: Epoch: [53] [2700/7329] learning_rate: 0.000100 loss_class: 0.603540 loss_bbox: 0.126812 loss_giou: 0.433572 loss_class_aux: 3.909172 loss_bbox_aux: 0.854465 loss_giou_aux: 2.765889 loss_class_dn: 0.360831 loss_bbox_dn: 0.119389 loss_giou_dn: 0.397175 loss_class_aux_dn: 1.956280 loss_bbox_aux_dn: 0.737980 loss_giou_aux_dn: 2.218695 loss: 15.193897 eta: 3 days, 16:18:34 batch_cost: 0.6579 data_cost: 0.0019 ips: 6.0804 images/s [04/13 00:25:28] ppdet.engine INFO: Epoch: [53] [2800/7329] learning_rate: 0.000100 loss_class: 0.548375 loss_bbox: 0.127759 loss_giou: 0.364756 loss_class_aux: 3.564990 loss_bbox_aux: 0.812240 loss_giou_aux: 2.371721 loss_class_dn: 0.304503 loss_bbox_dn: 0.133609 loss_giou_dn: 0.352721 loss_class_aux_dn: 1.651599 loss_bbox_aux_dn: 0.757179 loss_giou_aux_dn: 1.945567 loss: 13.493587 eta: 3 days, 16:17:29 batch_cost: 0.6559 data_cost: 0.0018 ips: 6.0981 images/s [04/13 00:26:38] ppdet.engine INFO: Epoch: [53] [2900/7329] learning_rate: 0.000100 loss_class: 0.551156 loss_bbox: 0.129537 loss_giou: 0.390610 loss_class_aux: 3.598524 loss_bbox_aux: 0.872860 loss_giou_aux: 2.382377 loss_class_dn: 0.336839 loss_bbox_dn: 0.128365 loss_giou_dn: 0.360966 loss_class_aux_dn: 1.820626 loss_bbox_aux_dn: 0.782883 loss_giou_aux_dn: 2.046118 loss: 13.944705 eta: 3 days, 16:16:23 batch_cost: 0.6466 data_cost: 0.0017 ips: 6.1863 images/s [04/13 00:27:50] ppdet.engine INFO: Epoch: [53] [3000/7329] learning_rate: 0.000100 loss_class: 0.511790 loss_bbox: 0.125135 loss_giou: 0.335488 loss_class_aux: 3.356879 loss_bbox_aux: 0.846840 loss_giou_aux: 2.100483 loss_class_dn: 0.300334 loss_bbox_dn: 0.135435 loss_giou_dn: 0.300794 loss_class_aux_dn: 1.629743 loss_bbox_aux_dn: 0.846255 loss_giou_aux_dn: 1.674325 loss: 12.787872 eta: 3 days, 16:15:19 batch_cost: 0.6565 data_cost: 0.0018 ips: 6.0930 images/s [04/13 00:29:02] ppdet.engine INFO: Epoch: [53] [3100/7329] learning_rate: 0.000100 loss_class: 0.599023 loss_bbox: 0.137539 loss_giou: 0.384466 loss_class_aux: 3.668820 loss_bbox_aux: 0.864852 loss_giou_aux: 2.431315 loss_class_dn: 0.323393 loss_bbox_dn: 0.131823 loss_giou_dn: 0.337585 loss_class_aux_dn: 1.732536 loss_bbox_aux_dn: 0.811256 loss_giou_aux_dn: 1.920631 loss: 13.805939 eta: 3 days, 16:14:15 batch_cost: 0.6582 data_cost: 0.0017 ips: 6.0772 images/s [04/13 00:30:13] ppdet.engine INFO: Epoch: [53] [3200/7329] learning_rate: 0.000100 loss_class: 0.522557 loss_bbox: 0.112150 loss_giou: 0.302971 loss_class_aux: 3.327873 loss_bbox_aux: 0.737819 loss_giou_aux: 1.826163 loss_class_dn: 0.298588 loss_bbox_dn: 0.127112 loss_giou_dn: 0.304328 loss_class_aux_dn: 1.589502 loss_bbox_aux_dn: 0.774944 loss_giou_aux_dn: 1.698008 loss: 12.181828 eta: 3 days, 16:13:11 batch_cost: 0.6586 data_cost: 0.0019 ips: 6.0735 images/s [04/13 00:31:23] ppdet.engine INFO: Epoch: [53] [3300/7329] learning_rate: 0.000100 loss_class: 0.582769 loss_bbox: 0.137461 loss_giou: 0.435602 loss_class_aux: 3.713582 loss_bbox_aux: 0.920741 loss_giou_aux: 2.725048 loss_class_dn: 0.361158 loss_bbox_dn: 0.146189 loss_giou_dn: 0.390363 loss_class_aux_dn: 1.957060 loss_bbox_aux_dn: 0.877930 loss_giou_aux_dn: 2.224030 loss: 15.164149 eta: 3 days, 16:12:05 batch_cost: 0.6466 data_cost: 0.0017 ips: 6.1865 images/s [04/13 00:32:34] ppdet.engine INFO: Epoch: [53] [3400/7329] learning_rate: 0.000100 loss_class: 0.546484 loss_bbox: 0.113873 loss_giou: 0.337432 loss_class_aux: 3.486646 loss_bbox_aux: 0.741200 loss_giou_aux: 2.122792 loss_class_dn: 0.299754 loss_bbox_dn: 0.129984 loss_giou_dn: 0.319006 loss_class_aux_dn: 1.607037 loss_bbox_aux_dn: 0.746321 loss_giou_aux_dn: 1.776314 loss: 12.042026 eta: 3 days, 16:11:00 batch_cost: 0.6491 data_cost: 0.0017 ips: 6.1624 images/s [04/13 00:33:43] ppdet.engine INFO: Epoch: [53] [3500/7329] learning_rate: 0.000100 loss_class: 0.532017 loss_bbox: 0.124955 loss_giou: 0.360059 loss_class_aux: 3.448938 loss_bbox_aux: 0.780586 loss_giou_aux: 2.110790 loss_class_dn: 0.309084 loss_bbox_dn: 0.136066 loss_giou_dn: 0.332104 loss_class_aux_dn: 1.633232 loss_bbox_aux_dn: 0.846638 loss_giou_aux_dn: 1.886384 loss: 13.269967 eta: 3 days, 16:09:53 batch_cost: 0.6405 data_cost: 0.0018 ips: 6.2453 images/s [04/13 00:34:57] ppdet.engine INFO: Epoch: [53] [3600/7329] learning_rate: 0.000100 loss_class: 0.578241 loss_bbox: 0.130357 loss_giou: 0.395902 loss_class_aux: 3.642021 loss_bbox_aux: 0.859621 loss_giou_aux: 2.515232 loss_class_dn: 0.348900 loss_bbox_dn: 0.143331 loss_giou_dn: 0.372252 loss_class_aux_dn: 1.822776 loss_bbox_aux_dn: 0.848186 loss_giou_aux_dn: 2.107676 loss: 14.371359 eta: 3 days, 16:08:51 batch_cost: 0.6727 data_cost: 0.0018 ips: 5.9461 images/s [04/13 00:36:10] ppdet.engine INFO: Epoch: [53] [3700/7329] learning_rate: 0.000100 loss_class: 0.580432 loss_bbox: 0.143615 loss_giou: 0.346509 loss_class_aux: 3.565294 loss_bbox_aux: 0.881205 loss_giou_aux: 2.254817 loss_class_dn: 0.326574 loss_bbox_dn: 0.151682 loss_giou_dn: 0.351343 loss_class_aux_dn: 1.734259 loss_bbox_aux_dn: 0.933365 loss_giou_aux_dn: 1.971624 loss: 13.801622 eta: 3 days, 16:07:48 batch_cost: 0.6678 data_cost: 0.0018 ips: 5.9899 images/s [04/13 00:37:25] ppdet.engine INFO: Epoch: [53] [3800/7329] learning_rate: 0.000100 loss_class: 0.497656 loss_bbox: 0.113705 loss_giou: 0.303972 loss_class_aux: 3.275387 loss_bbox_aux: 0.774185 loss_giou_aux: 2.074262 loss_class_dn: 0.274745 loss_bbox_dn: 0.117673 loss_giou_dn: 0.286116 loss_class_aux_dn: 1.471061 loss_bbox_aux_dn: 0.764083 loss_giou_aux_dn: 1.627068 loss: 11.835809 eta: 3 days, 16:06:47 batch_cost: 0.6829 data_cost: 0.0017 ips: 5.8574 images/s [04/13 00:38:38] ppdet.engine INFO: Epoch: [53] [3900/7329] learning_rate: 0.000100 loss_class: 0.547807 loss_bbox: 0.134948 loss_giou: 0.336467 loss_class_aux: 3.566443 loss_bbox_aux: 0.889446 loss_giou_aux: 2.222133 loss_class_dn: 0.291085 loss_bbox_dn: 0.146534 loss_giou_dn: 0.322243 loss_class_aux_dn: 1.599943 loss_bbox_aux_dn: 0.875894 loss_giou_aux_dn: 1.793091 loss: 12.722225 eta: 3 days, 16:05:44 batch_cost: 0.6674 data_cost: 0.0019 ips: 5.9934 images/s [04/13 00:39:48] ppdet.engine INFO: Epoch: [53] [4000/7329] learning_rate: 0.000100 loss_class: 0.531694 loss_bbox: 0.123224 loss_giou: 0.348269 loss_class_aux: 3.490772 loss_bbox_aux: 0.833210 loss_giou_aux: 2.212783 loss_class_dn: 0.327604 loss_bbox_dn: 0.141636 loss_giou_dn: 0.321427 loss_class_aux_dn: 1.752492 loss_bbox_aux_dn: 0.841700 loss_giou_aux_dn: 1.834645 loss: 13.844395 eta: 3 days, 16:04:39 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1389 images/s [04/13 00:41:01] ppdet.engine INFO: Epoch: [53] [4100/7329] learning_rate: 0.000100 loss_class: 0.587410 loss_bbox: 0.124445 loss_giou: 0.474423 loss_class_aux: 3.645271 loss_bbox_aux: 0.829049 loss_giou_aux: 2.965226 loss_class_dn: 0.356714 loss_bbox_dn: 0.138638 loss_giou_dn: 0.411329 loss_class_aux_dn: 1.910209 loss_bbox_aux_dn: 0.800393 loss_giou_aux_dn: 2.316834 loss: 15.169414 eta: 3 days, 16:03:35 batch_cost: 0.6636 data_cost: 0.0019 ips: 6.0274 images/s [04/13 00:42:15] ppdet.engine INFO: Epoch: [53] [4200/7329] learning_rate: 0.000100 loss_class: 0.655748 loss_bbox: 0.152023 loss_giou: 0.491631 loss_class_aux: 4.046840 loss_bbox_aux: 0.945211 loss_giou_aux: 3.130272 loss_class_dn: 0.384983 loss_bbox_dn: 0.148742 loss_giou_dn: 0.451685 loss_class_aux_dn: 2.052683 loss_bbox_aux_dn: 0.847178 loss_giou_aux_dn: 2.438495 loss: 17.208799 eta: 3 days, 16:02:33 batch_cost: 0.6757 data_cost: 0.0019 ips: 5.9200 images/s [04/13 00:43:25] ppdet.engine INFO: Epoch: [53] [4300/7329] learning_rate: 0.000100 loss_class: 0.509490 loss_bbox: 0.123913 loss_giou: 0.290109 loss_class_aux: 3.185442 loss_bbox_aux: 0.799035 loss_giou_aux: 1.870427 loss_class_dn: 0.308174 loss_bbox_dn: 0.123227 loss_giou_dn: 0.287534 loss_class_aux_dn: 1.671629 loss_bbox_aux_dn: 0.738099 loss_giou_aux_dn: 1.622769 loss: 11.952317 eta: 3 days, 16:01:27 batch_cost: 0.6478 data_cost: 0.0019 ips: 6.1743 images/s [04/13 00:44:37] ppdet.engine INFO: Epoch: [53] [4400/7329] learning_rate: 0.000100 loss_class: 0.579594 loss_bbox: 0.131796 loss_giou: 0.372979 loss_class_aux: 3.720936 loss_bbox_aux: 0.899828 loss_giou_aux: 2.309485 loss_class_dn: 0.343939 loss_bbox_dn: 0.142799 loss_giou_dn: 0.374804 loss_class_aux_dn: 1.839070 loss_bbox_aux_dn: 0.865969 loss_giou_aux_dn: 2.039441 loss: 14.405849 eta: 3 days, 16:00:23 batch_cost: 0.6581 data_cost: 0.0018 ips: 6.0780 images/s [04/13 00:45:47] ppdet.engine INFO: Epoch: [53] [4500/7329] learning_rate: 0.000100 loss_class: 0.552818 loss_bbox: 0.133582 loss_giou: 0.391299 loss_class_aux: 3.738487 loss_bbox_aux: 0.858034 loss_giou_aux: 2.416705 loss_class_dn: 0.322594 loss_bbox_dn: 0.129446 loss_giou_dn: 0.340652 loss_class_aux_dn: 1.748095 loss_bbox_aux_dn: 0.825032 loss_giou_aux_dn: 1.900377 loss: 13.388620 eta: 3 days, 15:59:17 batch_cost: 0.6438 data_cost: 0.0018 ips: 6.2135 images/s [04/13 00:46:57] ppdet.engine INFO: Epoch: [53] [4600/7329] learning_rate: 0.000100 loss_class: 0.583814 loss_bbox: 0.132249 loss_giou: 0.361783 loss_class_aux: 3.671982 loss_bbox_aux: 0.849376 loss_giou_aux: 2.329381 loss_class_dn: 0.333111 loss_bbox_dn: 0.139673 loss_giou_dn: 0.365166 loss_class_aux_dn: 1.810649 loss_bbox_aux_dn: 0.821503 loss_giou_aux_dn: 2.007534 loss: 13.738594 eta: 3 days, 15:58:12 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1786 images/s [04/13 00:48:08] ppdet.engine INFO: Epoch: [53] [4700/7329] learning_rate: 0.000100 loss_class: 0.492830 loss_bbox: 0.112536 loss_giou: 0.286550 loss_class_aux: 3.170521 loss_bbox_aux: 0.790800 loss_giou_aux: 1.823120 loss_class_dn: 0.294866 loss_bbox_dn: 0.121934 loss_giou_dn: 0.292526 loss_class_aux_dn: 1.560675 loss_bbox_aux_dn: 0.732159 loss_giou_aux_dn: 1.680419 loss: 11.957216 eta: 3 days, 15:57:06 batch_cost: 0.6505 data_cost: 0.0019 ips: 6.1487 images/s [04/13 00:49:21] ppdet.engine INFO: Epoch: [53] [4800/7329] learning_rate: 0.000100 loss_class: 0.543572 loss_bbox: 0.128033 loss_giou: 0.308007 loss_class_aux: 3.580839 loss_bbox_aux: 0.871593 loss_giou_aux: 1.986107 loss_class_dn: 0.281562 loss_bbox_dn: 0.128227 loss_giou_dn: 0.292970 loss_class_aux_dn: 1.546040 loss_bbox_aux_dn: 0.823197 loss_giou_aux_dn: 1.686856 loss: 11.974642 eta: 3 days, 15:56:04 batch_cost: 0.6683 data_cost: 0.0019 ips: 5.9853 images/s [04/13 00:50:33] ppdet.engine INFO: Epoch: [53] [4900/7329] learning_rate: 0.000100 loss_class: 0.606384 loss_bbox: 0.140422 loss_giou: 0.410648 loss_class_aux: 3.866597 loss_bbox_aux: 0.892709 loss_giou_aux: 2.654516 loss_class_dn: 0.355794 loss_bbox_dn: 0.153158 loss_giou_dn: 0.401448 loss_class_aux_dn: 1.937657 loss_bbox_aux_dn: 0.895120 loss_giou_aux_dn: 2.190146 loss: 16.056866 eta: 3 days, 15:55:00 batch_cost: 0.6610 data_cost: 0.0018 ips: 6.0517 images/s [04/13 00:51:46] ppdet.engine INFO: Epoch: [53] [5000/7329] learning_rate: 0.000100 loss_class: 0.552841 loss_bbox: 0.114700 loss_giou: 0.398536 loss_class_aux: 3.494352 loss_bbox_aux: 0.716186 loss_giou_aux: 2.432583 loss_class_dn: 0.315835 loss_bbox_dn: 0.109464 loss_giou_dn: 0.350239 loss_class_aux_dn: 1.681228 loss_bbox_aux_dn: 0.671863 loss_giou_aux_dn: 1.914591 loss: 12.901823 eta: 3 days, 15:53:57 batch_cost: 0.6680 data_cost: 0.0017 ips: 5.9880 images/s [04/13 00:52:59] ppdet.engine INFO: Epoch: [53] [5100/7329] learning_rate: 0.000100 loss_class: 0.558151 loss_bbox: 0.124027 loss_giou: 0.334918 loss_class_aux: 3.547565 loss_bbox_aux: 0.813575 loss_giou_aux: 2.125905 loss_class_dn: 0.302804 loss_bbox_dn: 0.130636 loss_giou_dn: 0.312369 loss_class_aux_dn: 1.642236 loss_bbox_aux_dn: 0.776991 loss_giou_aux_dn: 1.733953 loss: 13.418653 eta: 3 days, 15:52:53 batch_cost: 0.6650 data_cost: 0.0018 ips: 6.0154 images/s [04/13 00:54:09] ppdet.engine INFO: Epoch: [53] [5200/7329] learning_rate: 0.000100 loss_class: 0.545689 loss_bbox: 0.124116 loss_giou: 0.367237 loss_class_aux: 3.417378 loss_bbox_aux: 0.812025 loss_giou_aux: 2.327741 loss_class_dn: 0.321203 loss_bbox_dn: 0.129203 loss_giou_dn: 0.340328 loss_class_aux_dn: 1.709023 loss_bbox_aux_dn: 0.780237 loss_giou_aux_dn: 1.934690 loss: 13.870542 eta: 3 days, 15:51:48 batch_cost: 0.6496 data_cost: 0.0019 ips: 6.1580 images/s [04/13 00:55:19] ppdet.engine INFO: Epoch: [53] [5300/7329] learning_rate: 0.000100 loss_class: 0.602653 loss_bbox: 0.135988 loss_giou: 0.348197 loss_class_aux: 3.912034 loss_bbox_aux: 0.878579 loss_giou_aux: 2.256199 loss_class_dn: 0.328704 loss_bbox_dn: 0.151164 loss_giou_dn: 0.350392 loss_class_aux_dn: 1.782908 loss_bbox_aux_dn: 0.863110 loss_giou_aux_dn: 1.937828 loss: 14.373929 eta: 3 days, 15:50:42 batch_cost: 0.6422 data_cost: 0.0017 ips: 6.2282 images/s [04/13 00:56:30] ppdet.engine INFO: Epoch: [53] [5400/7329] learning_rate: 0.000100 loss_class: 0.577237 loss_bbox: 0.127950 loss_giou: 0.396433 loss_class_aux: 3.724332 loss_bbox_aux: 0.892427 loss_giou_aux: 2.521433 loss_class_dn: 0.339265 loss_bbox_dn: 0.138290 loss_giou_dn: 0.361367 loss_class_aux_dn: 1.814574 loss_bbox_aux_dn: 0.811122 loss_giou_aux_dn: 2.065399 loss: 14.718155 eta: 3 days, 15:49:37 batch_cost: 0.6515 data_cost: 0.0017 ips: 6.1397 images/s [04/13 00:57:40] ppdet.engine INFO: Epoch: [53] [5500/7329] learning_rate: 0.000100 loss_class: 0.581968 loss_bbox: 0.124785 loss_giou: 0.388956 loss_class_aux: 3.730761 loss_bbox_aux: 0.820604 loss_giou_aux: 2.467540 loss_class_dn: 0.329869 loss_bbox_dn: 0.146466 loss_giou_dn: 0.349347 loss_class_aux_dn: 1.808402 loss_bbox_aux_dn: 0.853950 loss_giou_aux_dn: 1.960523 loss: 14.469528 eta: 3 days, 15:48:31 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1567 images/s [04/13 00:58:54] ppdet.engine INFO: Epoch: [53] [5600/7329] learning_rate: 0.000100 loss_class: 0.455673 loss_bbox: 0.108866 loss_giou: 0.272425 loss_class_aux: 2.847801 loss_bbox_aux: 0.722298 loss_giou_aux: 1.714796 loss_class_dn: 0.265521 loss_bbox_dn: 0.108190 loss_giou_dn: 0.263501 loss_class_aux_dn: 1.447264 loss_bbox_aux_dn: 0.645448 loss_giou_aux_dn: 1.475455 loss: 11.314063 eta: 3 days, 15:47:29 batch_cost: 0.6695 data_cost: 0.0018 ips: 5.9742 images/s [04/13 01:00:03] ppdet.engine INFO: Epoch: [53] [5700/7329] learning_rate: 0.000100 loss_class: 0.505400 loss_bbox: 0.129244 loss_giou: 0.341339 loss_class_aux: 3.239045 loss_bbox_aux: 0.809706 loss_giou_aux: 2.147528 loss_class_dn: 0.315985 loss_bbox_dn: 0.116552 loss_giou_dn: 0.324805 loss_class_aux_dn: 1.714377 loss_bbox_aux_dn: 0.726238 loss_giou_aux_dn: 1.779867 loss: 12.730606 eta: 3 days, 15:46:22 batch_cost: 0.6390 data_cost: 0.0018 ips: 6.2596 images/s [04/13 01:01:13] ppdet.engine INFO: Epoch: [53] [5800/7329] learning_rate: 0.000100 loss_class: 0.541374 loss_bbox: 0.143007 loss_giou: 0.302467 loss_class_aux: 3.410572 loss_bbox_aux: 0.883311 loss_giou_aux: 1.934203 loss_class_dn: 0.294283 loss_bbox_dn: 0.148462 loss_giou_dn: 0.305064 loss_class_aux_dn: 1.598640 loss_bbox_aux_dn: 0.863091 loss_giou_aux_dn: 1.729663 loss: 12.897948 eta: 3 days, 15:45:16 batch_cost: 0.6457 data_cost: 0.0017 ips: 6.1951 images/s [04/13 01:02:26] ppdet.engine INFO: Epoch: [53] [5900/7329] learning_rate: 0.000100 loss_class: 0.620132 loss_bbox: 0.137048 loss_giou: 0.438928 loss_class_aux: 3.973123 loss_bbox_aux: 0.872779 loss_giou_aux: 2.803985 loss_class_dn: 0.357660 loss_bbox_dn: 0.135428 loss_giou_dn: 0.423693 loss_class_aux_dn: 1.918889 loss_bbox_aux_dn: 0.765828 loss_giou_aux_dn: 2.314527 loss: 15.826370 eta: 3 days, 15:44:13 batch_cost: 0.6675 data_cost: 0.0018 ips: 5.9924 images/s [04/13 01:03:35] ppdet.engine INFO: Epoch: [53] [6000/7329] learning_rate: 0.000100 loss_class: 0.606375 loss_bbox: 0.136401 loss_giou: 0.405863 loss_class_aux: 3.817564 loss_bbox_aux: 0.863812 loss_giou_aux: 2.721590 loss_class_dn: 0.344142 loss_bbox_dn: 0.139991 loss_giou_dn: 0.393541 loss_class_aux_dn: 1.844253 loss_bbox_aux_dn: 0.848460 loss_giou_aux_dn: 2.191729 loss: 14.855774 eta: 3 days, 15:43:07 batch_cost: 0.6415 data_cost: 0.0017 ips: 6.2356 images/s [04/13 01:04:46] ppdet.engine INFO: Epoch: [53] [6100/7329] learning_rate: 0.000100 loss_class: 0.577626 loss_bbox: 0.132879 loss_giou: 0.409240 loss_class_aux: 3.656552 loss_bbox_aux: 0.878396 loss_giou_aux: 2.651707 loss_class_dn: 0.319750 loss_bbox_dn: 0.140744 loss_giou_dn: 0.377902 loss_class_aux_dn: 1.740508 loss_bbox_aux_dn: 0.828228 loss_giou_aux_dn: 2.104551 loss: 13.972984 eta: 3 days, 15:42:01 batch_cost: 0.6464 data_cost: 0.0019 ips: 6.1878 images/s [04/13 01:05:57] ppdet.engine INFO: Epoch: [53] [6200/7329] learning_rate: 0.000100 loss_class: 0.595722 loss_bbox: 0.137095 loss_giou: 0.394239 loss_class_aux: 3.724302 loss_bbox_aux: 0.930412 loss_giou_aux: 2.394627 loss_class_dn: 0.309691 loss_bbox_dn: 0.139873 loss_giou_dn: 0.318315 loss_class_aux_dn: 1.711181 loss_bbox_aux_dn: 0.836435 loss_giou_aux_dn: 1.783749 loss: 13.033718 eta: 3 days, 15:40:57 batch_cost: 0.6560 data_cost: 0.0018 ips: 6.0974 images/s [04/13 01:07:10] ppdet.engine INFO: Epoch: [53] [6300/7329] learning_rate: 0.000100 loss_class: 0.581784 loss_bbox: 0.128436 loss_giou: 0.348157 loss_class_aux: 3.703989 loss_bbox_aux: 0.822124 loss_giou_aux: 2.254172 loss_class_dn: 0.316591 loss_bbox_dn: 0.146320 loss_giou_dn: 0.357974 loss_class_aux_dn: 1.712849 loss_bbox_aux_dn: 0.840566 loss_giou_aux_dn: 1.968287 loss: 13.671442 eta: 3 days, 15:39:54 batch_cost: 0.6708 data_cost: 0.0019 ips: 5.9631 images/s [04/13 01:08:20] ppdet.engine INFO: Epoch: [53] [6400/7329] learning_rate: 0.000100 loss_class: 0.547168 loss_bbox: 0.122792 loss_giou: 0.352952 loss_class_aux: 3.413007 loss_bbox_aux: 0.797254 loss_giou_aux: 2.224817 loss_class_dn: 0.312116 loss_bbox_dn: 0.131118 loss_giou_dn: 0.337197 loss_class_aux_dn: 1.663182 loss_bbox_aux_dn: 0.790311 loss_giou_aux_dn: 1.863927 loss: 13.479446 eta: 3 days, 15:38:48 batch_cost: 0.6409 data_cost: 0.0018 ips: 6.2413 images/s [04/13 01:09:30] ppdet.engine INFO: Epoch: [53] [6500/7329] learning_rate: 0.000100 loss_class: 0.593700 loss_bbox: 0.124756 loss_giou: 0.371539 loss_class_aux: 3.759102 loss_bbox_aux: 0.818242 loss_giou_aux: 2.256297 loss_class_dn: 0.332340 loss_bbox_dn: 0.130672 loss_giou_dn: 0.331858 loss_class_aux_dn: 1.763659 loss_bbox_aux_dn: 0.766167 loss_giou_aux_dn: 1.904043 loss: 13.349430 eta: 3 days, 15:37:43 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1472 images/s [04/13 01:10:40] ppdet.engine INFO: Epoch: [53] [6600/7329] learning_rate: 0.000100 loss_class: 0.521823 loss_bbox: 0.122176 loss_giou: 0.311116 loss_class_aux: 3.315716 loss_bbox_aux: 0.839387 loss_giou_aux: 2.026577 loss_class_dn: 0.294612 loss_bbox_dn: 0.133252 loss_giou_dn: 0.300332 loss_class_aux_dn: 1.591265 loss_bbox_aux_dn: 0.792342 loss_giou_aux_dn: 1.700999 loss: 12.271063 eta: 3 days, 15:36:37 batch_cost: 0.6460 data_cost: 0.0020 ips: 6.1923 images/s [04/13 01:11:50] ppdet.engine INFO: Epoch: [53] [6700/7329] learning_rate: 0.000100 loss_class: 0.571561 loss_bbox: 0.136271 loss_giou: 0.372593 loss_class_aux: 3.718595 loss_bbox_aux: 0.892048 loss_giou_aux: 2.450788 loss_class_dn: 0.346419 loss_bbox_dn: 0.140938 loss_giou_dn: 0.366853 loss_class_aux_dn: 1.851923 loss_bbox_aux_dn: 0.885317 loss_giou_aux_dn: 2.074440 loss: 14.252431 eta: 3 days, 15:35:31 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2034 images/s [04/13 01:13:01] ppdet.engine INFO: Epoch: [53] [6800/7329] learning_rate: 0.000100 loss_class: 0.583453 loss_bbox: 0.129473 loss_giou: 0.445332 loss_class_aux: 3.796955 loss_bbox_aux: 0.871733 loss_giou_aux: 2.776880 loss_class_dn: 0.345620 loss_bbox_dn: 0.132602 loss_giou_dn: 0.390335 loss_class_aux_dn: 1.881587 loss_bbox_aux_dn: 0.772695 loss_giou_aux_dn: 2.108922 loss: 14.818373 eta: 3 days, 15:34:26 batch_cost: 0.6487 data_cost: 0.0020 ips: 6.1660 images/s [04/13 01:14:11] ppdet.engine INFO: Epoch: [53] [6900/7329] learning_rate: 0.000100 loss_class: 0.575803 loss_bbox: 0.129150 loss_giou: 0.425396 loss_class_aux: 3.611238 loss_bbox_aux: 0.849523 loss_giou_aux: 2.659208 loss_class_dn: 0.347149 loss_bbox_dn: 0.125168 loss_giou_dn: 0.394893 loss_class_aux_dn: 1.874438 loss_bbox_aux_dn: 0.784729 loss_giou_aux_dn: 2.224766 loss: 14.580780 eta: 3 days, 15:33:20 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1708 images/s [04/13 01:15:20] ppdet.engine INFO: Epoch: [53] [7000/7329] learning_rate: 0.000100 loss_class: 0.558606 loss_bbox: 0.132506 loss_giou: 0.390463 loss_class_aux: 3.517601 loss_bbox_aux: 0.860872 loss_giou_aux: 2.378222 loss_class_dn: 0.308592 loss_bbox_dn: 0.131277 loss_giou_dn: 0.360894 loss_class_aux_dn: 1.706857 loss_bbox_aux_dn: 0.792570 loss_giou_aux_dn: 2.014028 loss: 13.536407 eta: 3 days, 15:32:13 batch_cost: 0.6386 data_cost: 0.0018 ips: 6.2632 images/s [04/13 01:16:30] ppdet.engine INFO: Epoch: [53] [7100/7329] learning_rate: 0.000100 loss_class: 0.534353 loss_bbox: 0.135891 loss_giou: 0.379508 loss_class_aux: 3.489050 loss_bbox_aux: 0.840836 loss_giou_aux: 2.349606 loss_class_dn: 0.302548 loss_bbox_dn: 0.141366 loss_giou_dn: 0.366361 loss_class_aux_dn: 1.659475 loss_bbox_aux_dn: 0.837883 loss_giou_aux_dn: 2.030633 loss: 13.704553 eta: 3 days, 15:31:08 batch_cost: 0.6455 data_cost: 0.0018 ips: 6.1967 images/s [04/13 01:17:40] ppdet.engine INFO: Epoch: [53] [7200/7329] learning_rate: 0.000100 loss_class: 0.547528 loss_bbox: 0.130014 loss_giou: 0.418387 loss_class_aux: 3.623318 loss_bbox_aux: 0.836850 loss_giou_aux: 2.623673 loss_class_dn: 0.324093 loss_bbox_dn: 0.128136 loss_giou_dn: 0.369121 loss_class_aux_dn: 1.757946 loss_bbox_aux_dn: 0.784867 loss_giou_aux_dn: 1.998369 loss: 13.557526 eta: 3 days, 15:30:01 batch_cost: 0.6409 data_cost: 0.0018 ips: 6.2411 images/s [04/13 01:18:50] ppdet.engine INFO: Epoch: [53] [7300/7329] learning_rate: 0.000100 loss_class: 0.602279 loss_bbox: 0.136796 loss_giou: 0.375859 loss_class_aux: 3.817939 loss_bbox_aux: 0.875412 loss_giou_aux: 2.269131 loss_class_dn: 0.332909 loss_bbox_dn: 0.160401 loss_giou_dn: 0.343611 loss_class_aux_dn: 1.826557 loss_bbox_aux_dn: 0.932413 loss_giou_aux_dn: 1.950897 loss: 14.421671 eta: 3 days, 15:28:56 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1464 images/s [04/13 01:19:14] ppdet.engine INFO: Eval iter: 0 [04/13 01:19:41] ppdet.engine INFO: Eval iter: 100 [04/13 01:20:09] ppdet.engine INFO: Eval iter: 200 [04/13 01:20:38] ppdet.engine INFO: Eval iter: 300 [04/13 01:21:06] ppdet.engine INFO: Eval iter: 400 [04/13 01:21:34] ppdet.engine INFO: Eval iter: 500 [04/13 01:22:01] ppdet.engine INFO: Eval iter: 600 [04/13 01:22:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 01:22:43] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.21s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.51s). Accumulating evaluation results... DONE (t=29.15s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.722 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/13 01:25:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.55913866270107 [04/13 01:25:35] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 01:25:37] ppdet.engine INFO: Epoch: [54] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596148 loss_bbox: 0.132245 loss_giou: 0.367121 loss_class_aux: 3.755731 loss_bbox_aux: 0.853956 loss_giou_aux: 2.221898 loss_class_dn: 0.324894 loss_bbox_dn: 0.157219 loss_giou_dn: 0.330657 loss_class_aux_dn: 1.809022 loss_bbox_aux_dn: 0.934011 loss_giou_aux_dn: 1.922767 loss: 13.826427 eta: 3 days, 15:28:37 batch_cost: 0.6495 data_cost: 0.0018 ips: 6.1588 images/s [04/13 01:26:48] ppdet.engine INFO: Epoch: [54] [ 100/7329] learning_rate: 0.000100 loss_class: 0.570074 loss_bbox: 0.112363 loss_giou: 0.340976 loss_class_aux: 3.622195 loss_bbox_aux: 0.701502 loss_giou_aux: 2.144649 loss_class_dn: 0.323296 loss_bbox_dn: 0.111037 loss_giou_dn: 0.325563 loss_class_aux_dn: 1.707313 loss_bbox_aux_dn: 0.666326 loss_giou_aux_dn: 1.838022 loss: 12.683178 eta: 3 days, 15:27:32 batch_cost: 0.6527 data_cost: 0.0018 ips: 6.1281 images/s [04/13 01:27:58] ppdet.engine INFO: Epoch: [54] [ 200/7329] learning_rate: 0.000100 loss_class: 0.525714 loss_bbox: 0.123367 loss_giou: 0.359118 loss_class_aux: 3.267251 loss_bbox_aux: 0.792570 loss_giou_aux: 2.383136 loss_class_dn: 0.310917 loss_bbox_dn: 0.136233 loss_giou_dn: 0.376369 loss_class_aux_dn: 1.624502 loss_bbox_aux_dn: 0.785020 loss_giou_aux_dn: 2.076689 loss: 12.583612 eta: 3 days, 15:26:27 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1804 images/s [04/13 01:29:09] ppdet.engine INFO: Epoch: [54] [ 300/7329] learning_rate: 0.000100 loss_class: 0.567557 loss_bbox: 0.134229 loss_giou: 0.379314 loss_class_aux: 3.694687 loss_bbox_aux: 0.904192 loss_giou_aux: 2.488200 loss_class_dn: 0.329460 loss_bbox_dn: 0.138582 loss_giou_dn: 0.377136 loss_class_aux_dn: 1.832330 loss_bbox_aux_dn: 0.865288 loss_giou_aux_dn: 2.059215 loss: 14.174333 eta: 3 days, 15:25:22 batch_cost: 0.6552 data_cost: 0.0019 ips: 6.1053 images/s [04/13 01:30:19] ppdet.engine INFO: Epoch: [54] [ 400/7329] learning_rate: 0.000100 loss_class: 0.690480 loss_bbox: 0.121918 loss_giou: 0.367007 loss_class_aux: 4.103408 loss_bbox_aux: 0.806205 loss_giou_aux: 2.365516 loss_class_dn: 0.343015 loss_bbox_dn: 0.131940 loss_giou_dn: 0.355527 loss_class_aux_dn: 1.842160 loss_bbox_aux_dn: 0.790209 loss_giou_aux_dn: 1.993769 loss: 14.301388 eta: 3 days, 15:24:17 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1559 images/s [04/13 01:31:31] ppdet.engine INFO: Epoch: [54] [ 500/7329] learning_rate: 0.000100 loss_class: 0.511832 loss_bbox: 0.128827 loss_giou: 0.339498 loss_class_aux: 3.309859 loss_bbox_aux: 0.819788 loss_giou_aux: 2.153034 loss_class_dn: 0.309612 loss_bbox_dn: 0.143874 loss_giou_dn: 0.315029 loss_class_aux_dn: 1.658635 loss_bbox_aux_dn: 0.818785 loss_giou_aux_dn: 1.776218 loss: 12.327495 eta: 3 days, 15:23:13 batch_cost: 0.6577 data_cost: 0.0019 ips: 6.0820 images/s [04/13 01:32:40] ppdet.engine INFO: Epoch: [54] [ 600/7329] learning_rate: 0.000100 loss_class: 0.541289 loss_bbox: 0.122757 loss_giou: 0.389437 loss_class_aux: 3.548177 loss_bbox_aux: 0.806564 loss_giou_aux: 2.374350 loss_class_dn: 0.321633 loss_bbox_dn: 0.128735 loss_giou_dn: 0.337303 loss_class_aux_dn: 1.735422 loss_bbox_aux_dn: 0.770352 loss_giou_aux_dn: 1.897592 loss: 13.469170 eta: 3 days, 15:22:06 batch_cost: 0.6410 data_cost: 0.0019 ips: 6.2407 images/s [04/13 01:33:53] ppdet.engine INFO: Epoch: [54] [ 700/7329] learning_rate: 0.000100 loss_class: 0.464682 loss_bbox: 0.129284 loss_giou: 0.301965 loss_class_aux: 3.062475 loss_bbox_aux: 0.856926 loss_giou_aux: 1.877394 loss_class_dn: 0.286470 loss_bbox_dn: 0.132989 loss_giou_dn: 0.276728 loss_class_aux_dn: 1.515906 loss_bbox_aux_dn: 0.789476 loss_giou_aux_dn: 1.595490 loss: 12.102503 eta: 3 days, 15:21:03 batch_cost: 0.6678 data_cost: 0.0018 ips: 5.9899 images/s [04/13 01:35:03] ppdet.engine INFO: Epoch: [54] [ 800/7329] learning_rate: 0.000100 loss_class: 0.530083 loss_bbox: 0.121726 loss_giou: 0.364540 loss_class_aux: 3.469043 loss_bbox_aux: 0.818507 loss_giou_aux: 2.295269 loss_class_dn: 0.319369 loss_bbox_dn: 0.119507 loss_giou_dn: 0.346911 loss_class_aux_dn: 1.706051 loss_bbox_aux_dn: 0.737777 loss_giou_aux_dn: 1.946889 loss: 12.510283 eta: 3 days, 15:19:57 batch_cost: 0.6410 data_cost: 0.0017 ips: 6.2399 images/s [04/13 01:36:13] ppdet.engine INFO: Epoch: [54] [ 900/7329] learning_rate: 0.000100 loss_class: 0.598295 loss_bbox: 0.135873 loss_giou: 0.375890 loss_class_aux: 3.706339 loss_bbox_aux: 0.871585 loss_giou_aux: 2.456384 loss_class_dn: 0.312854 loss_bbox_dn: 0.134839 loss_giou_dn: 0.341884 loss_class_aux_dn: 1.654606 loss_bbox_aux_dn: 0.813752 loss_giou_aux_dn: 1.957860 loss: 13.211405 eta: 3 days, 15:18:51 batch_cost: 0.6443 data_cost: 0.0018 ips: 6.2087 images/s [04/13 01:37:25] ppdet.engine INFO: Epoch: [54] [1000/7329] learning_rate: 0.000100 loss_class: 0.563584 loss_bbox: 0.125918 loss_giou: 0.314148 loss_class_aux: 3.443716 loss_bbox_aux: 0.818257 loss_giou_aux: 2.094389 loss_class_dn: 0.302548 loss_bbox_dn: 0.133500 loss_giou_dn: 0.335256 loss_class_aux_dn: 1.629156 loss_bbox_aux_dn: 0.765376 loss_giou_aux_dn: 1.916961 loss: 12.475483 eta: 3 days, 15:17:47 batch_cost: 0.6585 data_cost: 0.0019 ips: 6.0742 images/s [04/13 01:38:36] ppdet.engine INFO: Epoch: [54] [1100/7329] learning_rate: 0.000100 loss_class: 0.599221 loss_bbox: 0.141370 loss_giou: 0.381347 loss_class_aux: 3.809148 loss_bbox_aux: 0.907297 loss_giou_aux: 2.376949 loss_class_dn: 0.320831 loss_bbox_dn: 0.142147 loss_giou_dn: 0.359874 loss_class_aux_dn: 1.700934 loss_bbox_aux_dn: 0.832871 loss_giou_aux_dn: 1.983615 loss: 13.882660 eta: 3 days, 15:16:42 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1422 images/s [04/13 01:39:46] ppdet.engine INFO: Epoch: [54] [1200/7329] learning_rate: 0.000100 loss_class: 0.558451 loss_bbox: 0.143506 loss_giou: 0.337263 loss_class_aux: 3.572150 loss_bbox_aux: 0.934188 loss_giou_aux: 2.209962 loss_class_dn: 0.328156 loss_bbox_dn: 0.144811 loss_giou_dn: 0.357299 loss_class_aux_dn: 1.759826 loss_bbox_aux_dn: 0.863725 loss_giou_aux_dn: 2.000738 loss: 14.322992 eta: 3 days, 15:15:36 batch_cost: 0.6483 data_cost: 0.0019 ips: 6.1699 images/s [04/13 01:40:55] ppdet.engine INFO: Epoch: [54] [1300/7329] learning_rate: 0.000100 loss_class: 0.499792 loss_bbox: 0.118982 loss_giou: 0.312709 loss_class_aux: 3.116685 loss_bbox_aux: 0.780537 loss_giou_aux: 1.951163 loss_class_dn: 0.276293 loss_bbox_dn: 0.132430 loss_giou_dn: 0.284492 loss_class_aux_dn: 1.561600 loss_bbox_aux_dn: 0.762970 loss_giou_aux_dn: 1.598091 loss: 11.613220 eta: 3 days, 15:14:29 batch_cost: 0.6373 data_cost: 0.0018 ips: 6.2765 images/s [04/13 01:42:06] ppdet.engine INFO: Epoch: [54] [1400/7329] learning_rate: 0.000100 loss_class: 0.552822 loss_bbox: 0.117816 loss_giou: 0.343891 loss_class_aux: 3.437050 loss_bbox_aux: 0.811607 loss_giou_aux: 2.174073 loss_class_dn: 0.292858 loss_bbox_dn: 0.132107 loss_giou_dn: 0.312009 loss_class_aux_dn: 1.613949 loss_bbox_aux_dn: 0.824139 loss_giou_aux_dn: 1.774792 loss: 12.569834 eta: 3 days, 15:13:24 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1710 images/s [04/13 01:43:17] ppdet.engine INFO: Epoch: [54] [1500/7329] learning_rate: 0.000100 loss_class: 0.550077 loss_bbox: 0.127175 loss_giou: 0.357423 loss_class_aux: 3.493348 loss_bbox_aux: 0.846456 loss_giou_aux: 2.254912 loss_class_dn: 0.299235 loss_bbox_dn: 0.135276 loss_giou_dn: 0.343686 loss_class_aux_dn: 1.616021 loss_bbox_aux_dn: 0.817386 loss_giou_aux_dn: 1.926624 loss: 13.043628 eta: 3 days, 15:12:19 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1287 images/s [04/13 01:44:26] ppdet.engine INFO: Epoch: [54] [1600/7329] learning_rate: 0.000100 loss_class: 0.522738 loss_bbox: 0.114584 loss_giou: 0.325441 loss_class_aux: 3.300743 loss_bbox_aux: 0.784391 loss_giou_aux: 2.057769 loss_class_dn: 0.288169 loss_bbox_dn: 0.137766 loss_giou_dn: 0.307125 loss_class_aux_dn: 1.585465 loss_bbox_aux_dn: 0.861203 loss_giou_aux_dn: 1.728401 loss: 12.173235 eta: 3 days, 15:11:12 batch_cost: 0.6362 data_cost: 0.0017 ips: 6.2875 images/s [04/13 01:45:37] ppdet.engine INFO: Epoch: [54] [1700/7329] learning_rate: 0.000100 loss_class: 0.556384 loss_bbox: 0.131574 loss_giou: 0.426893 loss_class_aux: 3.511877 loss_bbox_aux: 0.861918 loss_giou_aux: 2.646860 loss_class_dn: 0.337775 loss_bbox_dn: 0.124413 loss_giou_dn: 0.385610 loss_class_aux_dn: 1.804926 loss_bbox_aux_dn: 0.762752 loss_giou_aux_dn: 2.157449 loss: 14.588877 eta: 3 days, 15:10:07 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1163 images/s [04/13 01:46:46] ppdet.engine INFO: Epoch: [54] [1800/7329] learning_rate: 0.000100 loss_class: 0.585763 loss_bbox: 0.125780 loss_giou: 0.301952 loss_class_aux: 3.786400 loss_bbox_aux: 0.803027 loss_giou_aux: 1.946247 loss_class_dn: 0.311228 loss_bbox_dn: 0.140441 loss_giou_dn: 0.332114 loss_class_aux_dn: 1.710260 loss_bbox_aux_dn: 0.796671 loss_giou_aux_dn: 1.854160 loss: 13.314014 eta: 3 days, 15:09:01 batch_cost: 0.6421 data_cost: 0.0019 ips: 6.2298 images/s [04/13 01:47:57] ppdet.engine INFO: Epoch: [54] [1900/7329] learning_rate: 0.000100 loss_class: 0.556870 loss_bbox: 0.123554 loss_giou: 0.360922 loss_class_aux: 3.586088 loss_bbox_aux: 0.849828 loss_giou_aux: 2.286348 loss_class_dn: 0.345537 loss_bbox_dn: 0.141327 loss_giou_dn: 0.374901 loss_class_aux_dn: 1.889185 loss_bbox_aux_dn: 0.867523 loss_giou_aux_dn: 2.099238 loss: 14.465326 eta: 3 days, 15:07:56 batch_cost: 0.6511 data_cost: 0.0017 ips: 6.1435 images/s [04/13 01:49:09] ppdet.engine INFO: Epoch: [54] [2000/7329] learning_rate: 0.000100 loss_class: 0.574271 loss_bbox: 0.128721 loss_giou: 0.406614 loss_class_aux: 3.618838 loss_bbox_aux: 0.834734 loss_giou_aux: 2.536116 loss_class_dn: 0.330369 loss_bbox_dn: 0.151476 loss_giou_dn: 0.342468 loss_class_aux_dn: 1.833580 loss_bbox_aux_dn: 0.847502 loss_giou_aux_dn: 1.969107 loss: 14.109001 eta: 3 days, 15:06:52 batch_cost: 0.6587 data_cost: 0.0019 ips: 6.0730 images/s [04/13 01:50:19] ppdet.engine INFO: Epoch: [54] [2100/7329] learning_rate: 0.000100 loss_class: 0.569719 loss_bbox: 0.118752 loss_giou: 0.378972 loss_class_aux: 3.557636 loss_bbox_aux: 0.796718 loss_giou_aux: 2.378623 loss_class_dn: 0.313068 loss_bbox_dn: 0.139703 loss_giou_dn: 0.332935 loss_class_aux_dn: 1.660549 loss_bbox_aux_dn: 0.846374 loss_giou_aux_dn: 1.865703 loss: 13.272791 eta: 3 days, 15:05:47 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1671 images/s [04/13 01:51:30] ppdet.engine INFO: Epoch: [54] [2200/7329] learning_rate: 0.000100 loss_class: 0.547995 loss_bbox: 0.126391 loss_giou: 0.316405 loss_class_aux: 3.418719 loss_bbox_aux: 0.829426 loss_giou_aux: 1.944862 loss_class_dn: 0.294680 loss_bbox_dn: 0.138515 loss_giou_dn: 0.304690 loss_class_aux_dn: 1.565484 loss_bbox_aux_dn: 0.843450 loss_giou_aux_dn: 1.736392 loss: 12.494387 eta: 3 days, 15:04:41 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1471 images/s [04/13 01:52:40] ppdet.engine INFO: Epoch: [54] [2300/7329] learning_rate: 0.000100 loss_class: 0.563830 loss_bbox: 0.150736 loss_giou: 0.380515 loss_class_aux: 3.734016 loss_bbox_aux: 0.990174 loss_giou_aux: 2.386691 loss_class_dn: 0.337565 loss_bbox_dn: 0.146026 loss_giou_dn: 0.359810 loss_class_aux_dn: 1.848727 loss_bbox_aux_dn: 0.865986 loss_giou_aux_dn: 1.998263 loss: 13.573452 eta: 3 days, 15:03:36 batch_cost: 0.6502 data_cost: 0.0019 ips: 6.1516 images/s [04/13 01:53:51] ppdet.engine INFO: Epoch: [54] [2400/7329] learning_rate: 0.000100 loss_class: 0.560181 loss_bbox: 0.126146 loss_giou: 0.320290 loss_class_aux: 3.631990 loss_bbox_aux: 0.834107 loss_giou_aux: 2.008657 loss_class_dn: 0.308040 loss_bbox_dn: 0.142543 loss_giou_dn: 0.294569 loss_class_aux_dn: 1.691490 loss_bbox_aux_dn: 0.857749 loss_giou_aux_dn: 1.656193 loss: 12.700275 eta: 3 days, 15:02:31 batch_cost: 0.6509 data_cost: 0.0018 ips: 6.1457 images/s [04/13 01:55:01] ppdet.engine INFO: Epoch: [54] [2500/7329] learning_rate: 0.000100 loss_class: 0.582111 loss_bbox: 0.132761 loss_giou: 0.375614 loss_class_aux: 3.744251 loss_bbox_aux: 0.869861 loss_giou_aux: 2.281765 loss_class_dn: 0.323289 loss_bbox_dn: 0.142180 loss_giou_dn: 0.352747 loss_class_aux_dn: 1.752546 loss_bbox_aux_dn: 0.851260 loss_giou_aux_dn: 1.943679 loss: 13.355369 eta: 3 days, 15:01:26 batch_cost: 0.6499 data_cost: 0.0019 ips: 6.1548 images/s [04/13 01:56:12] ppdet.engine INFO: Epoch: [54] [2600/7329] learning_rate: 0.000100 loss_class: 0.607113 loss_bbox: 0.138248 loss_giou: 0.384426 loss_class_aux: 3.817862 loss_bbox_aux: 0.904298 loss_giou_aux: 2.402259 loss_class_dn: 0.327671 loss_bbox_dn: 0.146334 loss_giou_dn: 0.371250 loss_class_aux_dn: 1.798450 loss_bbox_aux_dn: 0.916799 loss_giou_aux_dn: 2.056264 loss: 14.235151 eta: 3 days, 15:00:21 batch_cost: 0.6522 data_cost: 0.0018 ips: 6.1335 images/s [04/13 01:57:23] ppdet.engine INFO: Epoch: [54] [2700/7329] learning_rate: 0.000100 loss_class: 0.544332 loss_bbox: 0.128247 loss_giou: 0.298965 loss_class_aux: 3.457508 loss_bbox_aux: 0.789576 loss_giou_aux: 1.856589 loss_class_dn: 0.282099 loss_bbox_dn: 0.131850 loss_giou_dn: 0.286873 loss_class_aux_dn: 1.523136 loss_bbox_aux_dn: 0.778011 loss_giou_aux_dn: 1.638833 loss: 11.546017 eta: 3 days, 14:59:15 batch_cost: 0.6452 data_cost: 0.0017 ips: 6.1995 images/s [04/13 01:58:33] ppdet.engine INFO: Epoch: [54] [2800/7329] learning_rate: 0.000100 loss_class: 0.707325 loss_bbox: 0.134136 loss_giou: 0.480481 loss_class_aux: 4.291056 loss_bbox_aux: 0.910444 loss_giou_aux: 3.130901 loss_class_dn: 0.391924 loss_bbox_dn: 0.159961 loss_giou_dn: 0.470877 loss_class_aux_dn: 2.073329 loss_bbox_aux_dn: 0.939695 loss_giou_aux_dn: 2.589912 loss: 16.406311 eta: 3 days, 14:58:10 batch_cost: 0.6485 data_cost: 0.0017 ips: 6.1684 images/s [04/13 01:59:42] ppdet.engine INFO: Epoch: [54] [2900/7329] learning_rate: 0.000100 loss_class: 0.535076 loss_bbox: 0.117828 loss_giou: 0.337549 loss_class_aux: 3.332602 loss_bbox_aux: 0.804056 loss_giou_aux: 2.161209 loss_class_dn: 0.305349 loss_bbox_dn: 0.120590 loss_giou_dn: 0.327835 loss_class_aux_dn: 1.593852 loss_bbox_aux_dn: 0.761890 loss_giou_aux_dn: 1.812525 loss: 12.880623 eta: 3 days, 14:57:03 batch_cost: 0.6356 data_cost: 0.0018 ips: 6.2936 images/s [04/13 02:00:52] ppdet.engine INFO: Epoch: [54] [3000/7329] learning_rate: 0.000100 loss_class: 0.608358 loss_bbox: 0.123173 loss_giou: 0.363913 loss_class_aux: 3.771509 loss_bbox_aux: 0.846601 loss_giou_aux: 2.338850 loss_class_dn: 0.338094 loss_bbox_dn: 0.147280 loss_giou_dn: 0.336545 loss_class_aux_dn: 1.823674 loss_bbox_aux_dn: 0.873925 loss_giou_aux_dn: 1.895872 loss: 13.538589 eta: 3 days, 14:55:57 batch_cost: 0.6425 data_cost: 0.0018 ips: 6.2255 images/s [04/13 02:02:03] ppdet.engine INFO: Epoch: [54] [3100/7329] learning_rate: 0.000100 loss_class: 0.587727 loss_bbox: 0.125182 loss_giou: 0.409536 loss_class_aux: 3.804479 loss_bbox_aux: 0.824190 loss_giou_aux: 2.541012 loss_class_dn: 0.311971 loss_bbox_dn: 0.131383 loss_giou_dn: 0.353000 loss_class_aux_dn: 1.709841 loss_bbox_aux_dn: 0.798911 loss_giou_aux_dn: 1.904113 loss: 13.220267 eta: 3 days, 14:54:52 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1067 images/s [04/13 02:03:13] ppdet.engine INFO: Epoch: [54] [3200/7329] learning_rate: 0.000100 loss_class: 0.553789 loss_bbox: 0.128475 loss_giou: 0.393294 loss_class_aux: 3.524255 loss_bbox_aux: 0.836539 loss_giou_aux: 2.516325 loss_class_dn: 0.316030 loss_bbox_dn: 0.121997 loss_giou_dn: 0.375637 loss_class_aux_dn: 1.721933 loss_bbox_aux_dn: 0.726560 loss_giou_aux_dn: 2.117918 loss: 13.826990 eta: 3 days, 14:53:47 batch_cost: 0.6488 data_cost: 0.0018 ips: 6.1651 images/s [04/13 02:04:24] ppdet.engine INFO: Epoch: [54] [3300/7329] learning_rate: 0.000100 loss_class: 0.508359 loss_bbox: 0.120453 loss_giou: 0.349746 loss_class_aux: 3.343638 loss_bbox_aux: 0.831611 loss_giou_aux: 2.212432 loss_class_dn: 0.309351 loss_bbox_dn: 0.121317 loss_giou_dn: 0.349819 loss_class_aux_dn: 1.632354 loss_bbox_aux_dn: 0.734387 loss_giou_aux_dn: 1.965566 loss: 13.246719 eta: 3 days, 14:52:41 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1786 images/s [04/13 02:05:35] ppdet.engine INFO: Epoch: [54] [3400/7329] learning_rate: 0.000100 loss_class: 0.600950 loss_bbox: 0.127472 loss_giou: 0.363152 loss_class_aux: 3.802118 loss_bbox_aux: 0.815361 loss_giou_aux: 2.327365 loss_class_dn: 0.311387 loss_bbox_dn: 0.131428 loss_giou_dn: 0.327140 loss_class_aux_dn: 1.704389 loss_bbox_aux_dn: 0.810403 loss_giou_aux_dn: 1.855055 loss: 13.645750 eta: 3 days, 14:51:36 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1409 images/s [04/13 02:06:47] ppdet.engine INFO: Epoch: [54] [3500/7329] learning_rate: 0.000100 loss_class: 0.544124 loss_bbox: 0.127833 loss_giou: 0.365592 loss_class_aux: 3.412940 loss_bbox_aux: 0.829005 loss_giou_aux: 2.281989 loss_class_dn: 0.291162 loss_bbox_dn: 0.138392 loss_giou_dn: 0.327018 loss_class_aux_dn: 1.609372 loss_bbox_aux_dn: 0.848770 loss_giou_aux_dn: 1.842940 loss: 12.620059 eta: 3 days, 14:50:33 batch_cost: 0.6654 data_cost: 0.0019 ips: 6.0116 images/s [04/13 02:07:58] ppdet.engine INFO: Epoch: [54] [3600/7329] learning_rate: 0.000100 loss_class: 0.558964 loss_bbox: 0.126849 loss_giou: 0.334680 loss_class_aux: 3.596769 loss_bbox_aux: 0.843243 loss_giou_aux: 2.065764 loss_class_dn: 0.310755 loss_bbox_dn: 0.141754 loss_giou_dn: 0.326941 loss_class_aux_dn: 1.670758 loss_bbox_aux_dn: 0.834098 loss_giou_aux_dn: 1.857048 loss: 12.880791 eta: 3 days, 14:49:27 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1627 images/s [04/13 02:09:12] ppdet.engine INFO: Epoch: [54] [3700/7329] learning_rate: 0.000100 loss_class: 0.542347 loss_bbox: 0.115191 loss_giou: 0.326727 loss_class_aux: 3.585718 loss_bbox_aux: 0.747761 loss_giou_aux: 2.148571 loss_class_dn: 0.301871 loss_bbox_dn: 0.111400 loss_giou_dn: 0.319089 loss_class_aux_dn: 1.651420 loss_bbox_aux_dn: 0.694835 loss_giou_aux_dn: 1.847666 loss: 12.473061 eta: 3 days, 14:48:25 batch_cost: 0.6762 data_cost: 0.0017 ips: 5.9155 images/s [04/13 02:10:23] ppdet.engine INFO: Epoch: [54] [3800/7329] learning_rate: 0.000100 loss_class: 0.572775 loss_bbox: 0.130460 loss_giou: 0.406065 loss_class_aux: 3.627588 loss_bbox_aux: 0.912228 loss_giou_aux: 2.531926 loss_class_dn: 0.344268 loss_bbox_dn: 0.128853 loss_giou_dn: 0.375163 loss_class_aux_dn: 1.809488 loss_bbox_aux_dn: 0.774850 loss_giou_aux_dn: 2.121698 loss: 13.790997 eta: 3 days, 14:47:20 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1911 images/s [04/13 02:11:37] ppdet.engine INFO: Epoch: [54] [3900/7329] learning_rate: 0.000100 loss_class: 0.525818 loss_bbox: 0.116198 loss_giou: 0.347537 loss_class_aux: 3.417267 loss_bbox_aux: 0.764332 loss_giou_aux: 2.293603 loss_class_dn: 0.326301 loss_bbox_dn: 0.119919 loss_giou_dn: 0.353139 loss_class_aux_dn: 1.762246 loss_bbox_aux_dn: 0.712808 loss_giou_aux_dn: 1.916326 loss: 13.043707 eta: 3 days, 14:46:17 batch_cost: 0.6727 data_cost: 0.0018 ips: 5.9464 images/s [04/13 02:12:46] ppdet.engine INFO: Epoch: [54] [4000/7329] learning_rate: 0.000100 loss_class: 0.516727 loss_bbox: 0.119085 loss_giou: 0.335158 loss_class_aux: 3.424714 loss_bbox_aux: 0.777406 loss_giou_aux: 2.125371 loss_class_dn: 0.313870 loss_bbox_dn: 0.126024 loss_giou_dn: 0.321819 loss_class_aux_dn: 1.679663 loss_bbox_aux_dn: 0.755740 loss_giou_aux_dn: 1.785212 loss: 13.166579 eta: 3 days, 14:45:11 batch_cost: 0.6438 data_cost: 0.0018 ips: 6.2130 images/s [04/13 02:13:56] ppdet.engine INFO: Epoch: [54] [4100/7329] learning_rate: 0.000100 loss_class: 0.554844 loss_bbox: 0.112744 loss_giou: 0.379160 loss_class_aux: 3.649645 loss_bbox_aux: 0.758424 loss_giou_aux: 2.316997 loss_class_dn: 0.333803 loss_bbox_dn: 0.125698 loss_giou_dn: 0.330171 loss_class_aux_dn: 1.819789 loss_bbox_aux_dn: 0.756739 loss_giou_aux_dn: 1.880088 loss: 13.649405 eta: 3 days, 14:44:05 batch_cost: 0.6458 data_cost: 0.0018 ips: 6.1943 images/s [04/13 02:15:07] ppdet.engine INFO: Epoch: [54] [4200/7329] learning_rate: 0.000100 loss_class: 0.530212 loss_bbox: 0.129367 loss_giou: 0.360227 loss_class_aux: 3.421549 loss_bbox_aux: 0.799181 loss_giou_aux: 2.231468 loss_class_dn: 0.315326 loss_bbox_dn: 0.134576 loss_giou_dn: 0.315840 loss_class_aux_dn: 1.688625 loss_bbox_aux_dn: 0.810280 loss_giou_aux_dn: 1.830510 loss: 13.751894 eta: 3 days, 14:43:00 batch_cost: 0.6500 data_cost: 0.0018 ips: 6.1534 images/s [04/13 02:16:16] ppdet.engine INFO: Epoch: [54] [4300/7329] learning_rate: 0.000100 loss_class: 0.542124 loss_bbox: 0.137687 loss_giou: 0.352203 loss_class_aux: 3.512541 loss_bbox_aux: 0.859916 loss_giou_aux: 2.121674 loss_class_dn: 0.322690 loss_bbox_dn: 0.131756 loss_giou_dn: 0.327106 loss_class_aux_dn: 1.744801 loss_bbox_aux_dn: 0.790494 loss_giou_aux_dn: 1.837660 loss: 12.971496 eta: 3 days, 14:41:54 batch_cost: 0.6391 data_cost: 0.0017 ips: 6.2587 images/s [04/13 02:17:27] ppdet.engine INFO: Epoch: [54] [4400/7329] learning_rate: 0.000100 loss_class: 0.515557 loss_bbox: 0.123036 loss_giou: 0.364869 loss_class_aux: 3.282317 loss_bbox_aux: 0.831057 loss_giou_aux: 2.274064 loss_class_dn: 0.321029 loss_bbox_dn: 0.128328 loss_giou_dn: 0.336224 loss_class_aux_dn: 1.701134 loss_bbox_aux_dn: 0.800490 loss_giou_aux_dn: 1.886750 loss: 13.117565 eta: 3 days, 14:40:48 batch_cost: 0.6498 data_cost: 0.0019 ips: 6.1561 images/s [04/13 02:18:37] ppdet.engine INFO: Epoch: [54] [4500/7329] learning_rate: 0.000100 loss_class: 0.610637 loss_bbox: 0.130842 loss_giou: 0.404101 loss_class_aux: 3.660571 loss_bbox_aux: 0.889887 loss_giou_aux: 2.570785 loss_class_dn: 0.336484 loss_bbox_dn: 0.125197 loss_giou_dn: 0.397837 loss_class_aux_dn: 1.828658 loss_bbox_aux_dn: 0.775137 loss_giou_aux_dn: 2.215358 loss: 14.010231 eta: 3 days, 14:39:43 batch_cost: 0.6475 data_cost: 0.0019 ips: 6.1772 images/s [04/13 02:19:48] ppdet.engine INFO: Epoch: [54] [4600/7329] learning_rate: 0.000100 loss_class: 0.548932 loss_bbox: 0.127154 loss_giou: 0.351311 loss_class_aux: 3.407947 loss_bbox_aux: 0.800381 loss_giou_aux: 2.228227 loss_class_dn: 0.310779 loss_bbox_dn: 0.124191 loss_giou_dn: 0.339569 loss_class_aux_dn: 1.665095 loss_bbox_aux_dn: 0.729156 loss_giou_aux_dn: 1.871783 loss: 12.593372 eta: 3 days, 14:38:38 batch_cost: 0.6553 data_cost: 0.0017 ips: 6.1037 images/s [04/13 02:20:59] ppdet.engine INFO: Epoch: [54] [4700/7329] learning_rate: 0.000100 loss_class: 0.560786 loss_bbox: 0.128136 loss_giou: 0.345374 loss_class_aux: 3.827026 loss_bbox_aux: 0.870827 loss_giou_aux: 2.232297 loss_class_dn: 0.298784 loss_bbox_dn: 0.134330 loss_giou_dn: 0.332377 loss_class_aux_dn: 1.636924 loss_bbox_aux_dn: 0.829436 loss_giou_aux_dn: 1.914234 loss: 13.393887 eta: 3 days, 14:37:33 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1286 images/s [04/13 02:22:11] ppdet.engine INFO: Epoch: [54] [4800/7329] learning_rate: 0.000100 loss_class: 0.557051 loss_bbox: 0.125793 loss_giou: 0.337596 loss_class_aux: 3.513732 loss_bbox_aux: 0.780251 loss_giou_aux: 2.168181 loss_class_dn: 0.288135 loss_bbox_dn: 0.130947 loss_giou_dn: 0.319481 loss_class_aux_dn: 1.578847 loss_bbox_aux_dn: 0.775763 loss_giou_aux_dn: 1.764653 loss: 12.454537 eta: 3 days, 14:36:29 batch_cost: 0.6566 data_cost: 0.0019 ips: 6.0916 images/s [04/13 02:23:21] ppdet.engine INFO: Epoch: [54] [4900/7329] learning_rate: 0.000100 loss_class: 0.622592 loss_bbox: 0.148438 loss_giou: 0.434299 loss_class_aux: 4.002433 loss_bbox_aux: 0.973889 loss_giou_aux: 2.777958 loss_class_dn: 0.363537 loss_bbox_dn: 0.146751 loss_giou_dn: 0.418648 loss_class_aux_dn: 2.055016 loss_bbox_aux_dn: 0.846959 loss_giou_aux_dn: 2.324961 loss: 15.386831 eta: 3 days, 14:35:24 batch_cost: 0.6490 data_cost: 0.0017 ips: 6.1637 images/s [04/13 02:24:31] ppdet.engine INFO: Epoch: [54] [5000/7329] learning_rate: 0.000100 loss_class: 0.563198 loss_bbox: 0.117245 loss_giou: 0.372588 loss_class_aux: 3.441902 loss_bbox_aux: 0.805469 loss_giou_aux: 2.436653 loss_class_dn: 0.312610 loss_bbox_dn: 0.128838 loss_giou_dn: 0.337536 loss_class_aux_dn: 1.621078 loss_bbox_aux_dn: 0.748675 loss_giou_aux_dn: 1.911441 loss: 13.352146 eta: 3 days, 14:34:18 batch_cost: 0.6448 data_cost: 0.0018 ips: 6.2037 images/s [04/13 02:25:42] ppdet.engine INFO: Epoch: [54] [5100/7329] learning_rate: 0.000100 loss_class: 0.563021 loss_bbox: 0.120987 loss_giou: 0.358889 loss_class_aux: 3.464676 loss_bbox_aux: 0.804032 loss_giou_aux: 2.223659 loss_class_dn: 0.311610 loss_bbox_dn: 0.127742 loss_giou_dn: 0.312303 loss_class_aux_dn: 1.716345 loss_bbox_aux_dn: 0.748607 loss_giou_aux_dn: 1.765102 loss: 12.438978 eta: 3 days, 14:33:12 batch_cost: 0.6494 data_cost: 0.0019 ips: 6.1597 images/s [04/13 02:26:53] ppdet.engine INFO: Epoch: [54] [5200/7329] learning_rate: 0.000100 loss_class: 0.602851 loss_bbox: 0.137108 loss_giou: 0.456893 loss_class_aux: 3.848583 loss_bbox_aux: 0.886242 loss_giou_aux: 2.834525 loss_class_dn: 0.355690 loss_bbox_dn: 0.130369 loss_giou_dn: 0.429797 loss_class_aux_dn: 1.868315 loss_bbox_aux_dn: 0.800189 loss_giou_aux_dn: 2.354985 loss: 14.986079 eta: 3 days, 14:32:08 batch_cost: 0.6557 data_cost: 0.0018 ips: 6.1004 images/s [04/13 02:28:05] ppdet.engine INFO: Epoch: [54] [5300/7329] learning_rate: 0.000100 loss_class: 0.552216 loss_bbox: 0.126517 loss_giou: 0.376770 loss_class_aux: 3.557405 loss_bbox_aux: 0.869641 loss_giou_aux: 2.435827 loss_class_dn: 0.349386 loss_bbox_dn: 0.144799 loss_giou_dn: 0.353070 loss_class_aux_dn: 1.886826 loss_bbox_aux_dn: 0.869510 loss_giou_aux_dn: 1.982692 loss: 14.020479 eta: 3 days, 14:31:04 batch_cost: 0.6608 data_cost: 0.0019 ips: 6.0536 images/s [04/13 02:29:19] ppdet.engine INFO: Epoch: [54] [5400/7329] learning_rate: 0.000100 loss_class: 0.568096 loss_bbox: 0.134871 loss_giou: 0.373741 loss_class_aux: 3.731723 loss_bbox_aux: 0.894131 loss_giou_aux: 2.296048 loss_class_dn: 0.334452 loss_bbox_dn: 0.141081 loss_giou_dn: 0.336367 loss_class_aux_dn: 1.795654 loss_bbox_aux_dn: 0.843318 loss_giou_aux_dn: 1.932463 loss: 13.534554 eta: 3 days, 14:30:01 batch_cost: 0.6711 data_cost: 0.0019 ips: 5.9600 images/s [04/13 02:30:30] ppdet.engine INFO: Epoch: [54] [5500/7329] learning_rate: 0.000100 loss_class: 0.547460 loss_bbox: 0.132842 loss_giou: 0.407483 loss_class_aux: 3.619132 loss_bbox_aux: 0.858376 loss_giou_aux: 2.484017 loss_class_dn: 0.331967 loss_bbox_dn: 0.130954 loss_giou_dn: 0.366743 loss_class_aux_dn: 1.777802 loss_bbox_aux_dn: 0.811837 loss_giou_aux_dn: 2.029169 loss: 13.480379 eta: 3 days, 14:28:57 batch_cost: 0.6574 data_cost: 0.0018 ips: 6.0842 images/s [04/13 02:31:42] ppdet.engine INFO: Epoch: [54] [5600/7329] learning_rate: 0.000100 loss_class: 0.522400 loss_bbox: 0.117650 loss_giou: 0.331253 loss_class_aux: 3.379310 loss_bbox_aux: 0.816723 loss_giou_aux: 2.088333 loss_class_dn: 0.314844 loss_bbox_dn: 0.133697 loss_giou_dn: 0.327970 loss_class_aux_dn: 1.695942 loss_bbox_aux_dn: 0.781033 loss_giou_aux_dn: 1.798527 loss: 13.080158 eta: 3 days, 14:27:53 batch_cost: 0.6628 data_cost: 0.0019 ips: 6.0350 images/s [04/13 02:32:52] ppdet.engine INFO: Epoch: [54] [5700/7329] learning_rate: 0.000100 loss_class: 0.550923 loss_bbox: 0.119715 loss_giou: 0.371500 loss_class_aux: 3.552217 loss_bbox_aux: 0.799939 loss_giou_aux: 2.246417 loss_class_dn: 0.306256 loss_bbox_dn: 0.127335 loss_giou_dn: 0.336650 loss_class_aux_dn: 1.663136 loss_bbox_aux_dn: 0.784140 loss_giou_aux_dn: 1.845690 loss: 12.944876 eta: 3 days, 14:26:48 batch_cost: 0.6505 data_cost: 0.0018 ips: 6.1492 images/s [04/13 02:34:03] ppdet.engine INFO: Epoch: [54] [5800/7329] learning_rate: 0.000100 loss_class: 0.529022 loss_bbox: 0.119744 loss_giou: 0.328431 loss_class_aux: 3.430886 loss_bbox_aux: 0.750054 loss_giou_aux: 2.105359 loss_class_dn: 0.305470 loss_bbox_dn: 0.132976 loss_giou_dn: 0.305280 loss_class_aux_dn: 1.634854 loss_bbox_aux_dn: 0.786793 loss_giou_aux_dn: 1.719940 loss: 12.437877 eta: 3 days, 14:25:43 batch_cost: 0.6548 data_cost: 0.0017 ips: 6.1088 images/s [04/13 02:35:13] ppdet.engine INFO: Epoch: [54] [5900/7329] learning_rate: 0.000100 loss_class: 0.566969 loss_bbox: 0.121505 loss_giou: 0.336879 loss_class_aux: 3.487551 loss_bbox_aux: 0.798591 loss_giou_aux: 2.136564 loss_class_dn: 0.292917 loss_bbox_dn: 0.126543 loss_giou_dn: 0.336987 loss_class_aux_dn: 1.570164 loss_bbox_aux_dn: 0.782887 loss_giou_aux_dn: 1.854246 loss: 13.005808 eta: 3 days, 14:24:37 batch_cost: 0.6395 data_cost: 0.0020 ips: 6.2545 images/s [04/13 02:36:24] ppdet.engine INFO: Epoch: [54] [6000/7329] learning_rate: 0.000100 loss_class: 0.560074 loss_bbox: 0.119351 loss_giou: 0.349079 loss_class_aux: 3.445436 loss_bbox_aux: 0.765584 loss_giou_aux: 2.224455 loss_class_dn: 0.317999 loss_bbox_dn: 0.130429 loss_giou_dn: 0.327311 loss_class_aux_dn: 1.722661 loss_bbox_aux_dn: 0.757509 loss_giou_aux_dn: 1.796881 loss: 13.219648 eta: 3 days, 14:23:32 batch_cost: 0.6523 data_cost: 0.0018 ips: 6.1321 images/s [04/13 02:37:34] ppdet.engine INFO: Epoch: [54] [6100/7329] learning_rate: 0.000100 loss_class: 0.624272 loss_bbox: 0.124518 loss_giou: 0.466910 loss_class_aux: 4.040011 loss_bbox_aux: 0.816988 loss_giou_aux: 2.841201 loss_class_dn: 0.356203 loss_bbox_dn: 0.137900 loss_giou_dn: 0.411177 loss_class_aux_dn: 1.898323 loss_bbox_aux_dn: 0.816750 loss_giou_aux_dn: 2.274166 loss: 15.176496 eta: 3 days, 14:22:26 batch_cost: 0.6487 data_cost: 0.0020 ips: 6.1662 images/s [04/13 02:38:44] ppdet.engine INFO: Epoch: [54] [6200/7329] learning_rate: 0.000100 loss_class: 0.596348 loss_bbox: 0.129573 loss_giou: 0.359464 loss_class_aux: 3.632076 loss_bbox_aux: 0.847069 loss_giou_aux: 2.228983 loss_class_dn: 0.332660 loss_bbox_dn: 0.137700 loss_giou_dn: 0.340474 loss_class_aux_dn: 1.809168 loss_bbox_aux_dn: 0.822360 loss_giou_aux_dn: 1.884118 loss: 13.545807 eta: 3 days, 14:21:21 batch_cost: 0.6461 data_cost: 0.0018 ips: 6.1912 images/s [04/13 02:39:56] ppdet.engine INFO: Epoch: [54] [6300/7329] learning_rate: 0.000100 loss_class: 0.564942 loss_bbox: 0.122960 loss_giou: 0.368657 loss_class_aux: 3.626900 loss_bbox_aux: 0.817268 loss_giou_aux: 2.342744 loss_class_dn: 0.321487 loss_bbox_dn: 0.134521 loss_giou_dn: 0.358029 loss_class_aux_dn: 1.734113 loss_bbox_aux_dn: 0.851555 loss_giou_aux_dn: 1.987159 loss: 14.151747 eta: 3 days, 14:20:17 batch_cost: 0.6578 data_cost: 0.0019 ips: 6.0805 images/s [04/13 02:41:06] ppdet.engine INFO: Epoch: [54] [6400/7329] learning_rate: 0.000100 loss_class: 0.632031 loss_bbox: 0.130531 loss_giou: 0.400970 loss_class_aux: 3.939399 loss_bbox_aux: 0.881056 loss_giou_aux: 2.569224 loss_class_dn: 0.361881 loss_bbox_dn: 0.140721 loss_giou_dn: 0.376223 loss_class_aux_dn: 1.933005 loss_bbox_aux_dn: 0.838033 loss_giou_aux_dn: 2.157262 loss: 14.704976 eta: 3 days, 14:19:11 batch_cost: 0.6435 data_cost: 0.0020 ips: 6.2164 images/s [04/13 02:42:17] ppdet.engine INFO: Epoch: [54] [6500/7329] learning_rate: 0.000100 loss_class: 0.600642 loss_bbox: 0.129141 loss_giou: 0.387885 loss_class_aux: 3.942707 loss_bbox_aux: 0.821097 loss_giou_aux: 2.445647 loss_class_dn: 0.333779 loss_bbox_dn: 0.135903 loss_giou_dn: 0.358008 loss_class_aux_dn: 1.796753 loss_bbox_aux_dn: 0.822509 loss_giou_aux_dn: 2.000164 loss: 14.159857 eta: 3 days, 14:18:06 batch_cost: 0.6548 data_cost: 0.0018 ips: 6.1083 images/s [04/13 02:43:28] ppdet.engine INFO: Epoch: [54] [6600/7329] learning_rate: 0.000100 loss_class: 0.569486 loss_bbox: 0.143280 loss_giou: 0.415733 loss_class_aux: 3.557241 loss_bbox_aux: 0.958631 loss_giou_aux: 2.665664 loss_class_dn: 0.349095 loss_bbox_dn: 0.140616 loss_giou_dn: 0.370948 loss_class_aux_dn: 1.878257 loss_bbox_aux_dn: 0.841801 loss_giou_aux_dn: 2.080457 loss: 14.132183 eta: 3 days, 14:17:01 batch_cost: 0.6529 data_cost: 0.0018 ips: 6.1264 images/s [04/13 02:44:38] ppdet.engine INFO: Epoch: [54] [6700/7329] learning_rate: 0.000100 loss_class: 0.626664 loss_bbox: 0.125062 loss_giou: 0.407748 loss_class_aux: 3.733605 loss_bbox_aux: 0.848121 loss_giou_aux: 2.604944 loss_class_dn: 0.349903 loss_bbox_dn: 0.142495 loss_giou_dn: 0.383592 loss_class_aux_dn: 1.880106 loss_bbox_aux_dn: 0.857567 loss_giou_aux_dn: 2.127230 loss: 14.239683 eta: 3 days, 14:15:55 batch_cost: 0.6436 data_cost: 0.0019 ips: 6.2152 images/s [04/13 02:45:51] ppdet.engine INFO: Epoch: [54] [6800/7329] learning_rate: 0.000100 loss_class: 0.600315 loss_bbox: 0.139084 loss_giou: 0.403872 loss_class_aux: 3.684337 loss_bbox_aux: 0.914845 loss_giou_aux: 2.609550 loss_class_dn: 0.350583 loss_bbox_dn: 0.142630 loss_giou_dn: 0.397300 loss_class_aux_dn: 1.856144 loss_bbox_aux_dn: 0.843766 loss_giou_aux_dn: 2.193019 loss: 14.638729 eta: 3 days, 14:14:52 batch_cost: 0.6654 data_cost: 0.0019 ips: 6.0113 images/s [04/13 02:47:01] ppdet.engine INFO: Epoch: [54] [6900/7329] learning_rate: 0.000100 loss_class: 0.661610 loss_bbox: 0.139629 loss_giou: 0.420463 loss_class_aux: 4.047744 loss_bbox_aux: 0.926843 loss_giou_aux: 2.655699 loss_class_dn: 0.356609 loss_bbox_dn: 0.159229 loss_giou_dn: 0.414925 loss_class_aux_dn: 1.911896 loss_bbox_aux_dn: 0.943920 loss_giou_aux_dn: 2.283086 loss: 15.887240 eta: 3 days, 14:13:46 batch_cost: 0.6455 data_cost: 0.0020 ips: 6.1970 images/s [04/13 02:48:11] ppdet.engine INFO: Epoch: [54] [7000/7329] learning_rate: 0.000100 loss_class: 0.577672 loss_bbox: 0.131577 loss_giou: 0.382489 loss_class_aux: 3.560374 loss_bbox_aux: 0.868872 loss_giou_aux: 2.432272 loss_class_dn: 0.330717 loss_bbox_dn: 0.127859 loss_giou_dn: 0.358821 loss_class_aux_dn: 1.816401 loss_bbox_aux_dn: 0.771427 loss_giou_aux_dn: 1.998908 loss: 14.511282 eta: 3 days, 14:12:40 batch_cost: 0.6473 data_cost: 0.0018 ips: 6.1794 images/s [04/13 02:49:22] ppdet.engine INFO: Epoch: [54] [7100/7329] learning_rate: 0.000100 loss_class: 0.560368 loss_bbox: 0.140014 loss_giou: 0.349513 loss_class_aux: 3.664191 loss_bbox_aux: 0.893459 loss_giou_aux: 2.181596 loss_class_dn: 0.335961 loss_bbox_dn: 0.152912 loss_giou_dn: 0.329375 loss_class_aux_dn: 1.826145 loss_bbox_aux_dn: 0.892905 loss_giou_aux_dn: 1.891326 loss: 13.614834 eta: 3 days, 14:11:36 batch_cost: 0.6566 data_cost: 0.0018 ips: 6.0921 images/s [04/13 02:50:33] ppdet.engine INFO: Epoch: [54] [7200/7329] learning_rate: 0.000100 loss_class: 0.542839 loss_bbox: 0.126227 loss_giou: 0.314881 loss_class_aux: 3.395151 loss_bbox_aux: 0.827952 loss_giou_aux: 1.999379 loss_class_dn: 0.296844 loss_bbox_dn: 0.120930 loss_giou_dn: 0.310067 loss_class_aux_dn: 1.638060 loss_bbox_aux_dn: 0.713533 loss_giou_aux_dn: 1.736098 loss: 12.753653 eta: 3 days, 14:10:31 batch_cost: 0.6493 data_cost: 0.0018 ips: 6.1601 images/s [04/13 02:51:43] ppdet.engine INFO: Epoch: [54] [7300/7329] learning_rate: 0.000100 loss_class: 0.496969 loss_bbox: 0.121496 loss_giou: 0.340564 loss_class_aux: 3.203494 loss_bbox_aux: 0.813362 loss_giou_aux: 2.134307 loss_class_dn: 0.285904 loss_bbox_dn: 0.133716 loss_giou_dn: 0.320883 loss_class_aux_dn: 1.557404 loss_bbox_aux_dn: 0.826054 loss_giou_aux_dn: 1.791583 loss: 12.740194 eta: 3 days, 14:09:25 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1828 images/s [04/13 02:52:07] ppdet.engine INFO: Eval iter: 0 [04/13 02:52:34] ppdet.engine INFO: Eval iter: 100 [04/13 02:53:01] ppdet.engine INFO: Eval iter: 200 [04/13 02:53:29] ppdet.engine INFO: Eval iter: 300 [04/13 02:53:56] ppdet.engine INFO: Eval iter: 400 [04/13 02:54:24] ppdet.engine INFO: Eval iter: 500 [04/13 02:54:52] ppdet.engine INFO: Eval iter: 600 [04/13 02:55:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/13 02:55:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.65s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=130.05s). Accumulating evaluation results... DONE (t=29.15s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.722 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/13 02:58:29] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.023504335577915 [04/13 02:58:29] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 02:58:31] ppdet.engine INFO: Epoch: [55] [ 0/7329] learning_rate: 0.000100 loss_class: 0.518978 loss_bbox: 0.124576 loss_giou: 0.348260 loss_class_aux: 3.216697 loss_bbox_aux: 0.845085 loss_giou_aux: 2.215073 loss_class_dn: 0.300887 loss_bbox_dn: 0.142902 loss_giou_dn: 0.322665 loss_class_aux_dn: 1.631131 loss_bbox_aux_dn: 0.865246 loss_giou_aux_dn: 1.809353 loss: 13.149065 eta: 3 days, 14:09:05 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2331 images/s [04/13 02:59:40] ppdet.engine INFO: Epoch: [55] [ 100/7329] learning_rate: 0.000100 loss_class: 0.560118 loss_bbox: 0.132149 loss_giou: 0.327352 loss_class_aux: 3.663805 loss_bbox_aux: 0.863976 loss_giou_aux: 2.148123 loss_class_dn: 0.329318 loss_bbox_dn: 0.144037 loss_giou_dn: 0.319033 loss_class_aux_dn: 1.840642 loss_bbox_aux_dn: 0.856218 loss_giou_aux_dn: 1.874965 loss: 14.277195 eta: 3 days, 14:07:59 batch_cost: 0.6422 data_cost: 0.0018 ips: 6.2290 images/s [04/13 03:00:51] ppdet.engine INFO: Epoch: [55] [ 200/7329] learning_rate: 0.000100 loss_class: 0.531173 loss_bbox: 0.143033 loss_giou: 0.418839 loss_class_aux: 3.475047 loss_bbox_aux: 0.915130 loss_giou_aux: 2.644156 loss_class_dn: 0.342115 loss_bbox_dn: 0.138697 loss_giou_dn: 0.380364 loss_class_aux_dn: 1.798422 loss_bbox_aux_dn: 0.843823 loss_giou_aux_dn: 2.087357 loss: 14.016527 eta: 3 days, 14:06:54 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1437 images/s [04/13 03:02:01] ppdet.engine INFO: Epoch: [55] [ 300/7329] learning_rate: 0.000100 loss_class: 0.520748 loss_bbox: 0.116528 loss_giou: 0.342587 loss_class_aux: 3.368584 loss_bbox_aux: 0.757179 loss_giou_aux: 2.165722 loss_class_dn: 0.296207 loss_bbox_dn: 0.116283 loss_giou_dn: 0.309727 loss_class_aux_dn: 1.565969 loss_bbox_aux_dn: 0.680419 loss_giou_aux_dn: 1.753007 loss: 12.426245 eta: 3 days, 14:05:48 batch_cost: 0.6454 data_cost: 0.0019 ips: 6.1981 images/s [04/13 03:03:11] ppdet.engine INFO: Epoch: [55] [ 400/7329] learning_rate: 0.000100 loss_class: 0.540792 loss_bbox: 0.123095 loss_giou: 0.366233 loss_class_aux: 3.461607 loss_bbox_aux: 0.831012 loss_giou_aux: 2.272426 loss_class_dn: 0.297850 loss_bbox_dn: 0.129613 loss_giou_dn: 0.322145 loss_class_aux_dn: 1.629740 loss_bbox_aux_dn: 0.793001 loss_giou_aux_dn: 1.789261 loss: 12.994958 eta: 3 days, 14:04:43 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1750 images/s [04/13 03:04:22] ppdet.engine INFO: Epoch: [55] [ 500/7329] learning_rate: 0.000100 loss_class: 0.517056 loss_bbox: 0.116438 loss_giou: 0.288002 loss_class_aux: 3.335207 loss_bbox_aux: 0.755992 loss_giou_aux: 1.903116 loss_class_dn: 0.289509 loss_bbox_dn: 0.122413 loss_giou_dn: 0.277762 loss_class_aux_dn: 1.575458 loss_bbox_aux_dn: 0.754207 loss_giou_aux_dn: 1.552167 loss: 11.677061 eta: 3 days, 14:03:37 batch_cost: 0.6473 data_cost: 0.0017 ips: 6.1794 images/s [04/13 03:05:32] ppdet.engine INFO: Epoch: [55] [ 600/7329] learning_rate: 0.000100 loss_class: 0.554736 loss_bbox: 0.120682 loss_giou: 0.363031 loss_class_aux: 3.344689 loss_bbox_aux: 0.803718 loss_giou_aux: 2.311512 loss_class_dn: 0.321369 loss_bbox_dn: 0.136139 loss_giou_dn: 0.342284 loss_class_aux_dn: 1.691468 loss_bbox_aux_dn: 0.800970 loss_giou_aux_dn: 1.923458 loss: 12.772945 eta: 3 days, 14:02:32 batch_cost: 0.6483 data_cost: 0.0017 ips: 6.1701 images/s [04/13 03:06:41] ppdet.engine INFO: Epoch: [55] [ 700/7329] learning_rate: 0.000100 loss_class: 0.538660 loss_bbox: 0.129561 loss_giou: 0.367935 loss_class_aux: 3.424162 loss_bbox_aux: 0.855261 loss_giou_aux: 2.276466 loss_class_dn: 0.326163 loss_bbox_dn: 0.129984 loss_giou_dn: 0.326789 loss_class_aux_dn: 1.742225 loss_bbox_aux_dn: 0.762150 loss_giou_aux_dn: 1.856985 loss: 13.408827 eta: 3 days, 14:01:25 batch_cost: 0.6392 data_cost: 0.0018 ips: 6.2576 images/s [04/13 03:07:52] ppdet.engine INFO: Epoch: [55] [ 800/7329] learning_rate: 0.000100 loss_class: 0.545966 loss_bbox: 0.124825 loss_giou: 0.366570 loss_class_aux: 3.485132 loss_bbox_aux: 0.836408 loss_giou_aux: 2.398133 loss_class_dn: 0.331497 loss_bbox_dn: 0.127594 loss_giou_dn: 0.370478 loss_class_aux_dn: 1.727626 loss_bbox_aux_dn: 0.771854 loss_giou_aux_dn: 2.068368 loss: 13.482301 eta: 3 days, 14:00:20 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1460 images/s [04/13 03:09:02] ppdet.engine INFO: Epoch: [55] [ 900/7329] learning_rate: 0.000100 loss_class: 0.520233 loss_bbox: 0.133341 loss_giou: 0.289249 loss_class_aux: 3.386958 loss_bbox_aux: 0.855838 loss_giou_aux: 1.823627 loss_class_dn: 0.294227 loss_bbox_dn: 0.133106 loss_giou_dn: 0.302261 loss_class_aux_dn: 1.584891 loss_bbox_aux_dn: 0.791776 loss_giou_aux_dn: 1.704856 loss: 12.477619 eta: 3 days, 13:59:15 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1423 images/s [04/13 03:10:12] ppdet.engine INFO: Epoch: [55] [1000/7329] learning_rate: 0.000100 loss_class: 0.581317 loss_bbox: 0.125094 loss_giou: 0.378868 loss_class_aux: 3.581230 loss_bbox_aux: 0.802734 loss_giou_aux: 2.347825 loss_class_dn: 0.320416 loss_bbox_dn: 0.128376 loss_giou_dn: 0.365569 loss_class_aux_dn: 1.735241 loss_bbox_aux_dn: 0.776161 loss_giou_aux_dn: 2.038670 loss: 13.846916 eta: 3 days, 13:58:09 batch_cost: 0.6415 data_cost: 0.0018 ips: 6.2350 images/s [04/13 03:11:21] ppdet.engine INFO: Epoch: [55] [1100/7329] learning_rate: 0.000100 loss_class: 0.513099 loss_bbox: 0.121091 loss_giou: 0.347397 loss_class_aux: 3.363158 loss_bbox_aux: 0.790064 loss_giou_aux: 2.195116 loss_class_dn: 0.313307 loss_bbox_dn: 0.125546 loss_giou_dn: 0.313176 loss_class_aux_dn: 1.686683 loss_bbox_aux_dn: 0.765286 loss_giou_aux_dn: 1.777792 loss: 12.359834 eta: 3 days, 13:57:02 batch_cost: 0.6371 data_cost: 0.0018 ips: 6.2784 images/s [04/13 03:12:32] ppdet.engine INFO: Epoch: [55] [1200/7329] learning_rate: 0.000100 loss_class: 0.579918 loss_bbox: 0.133674 loss_giou: 0.322997 loss_class_aux: 3.733313 loss_bbox_aux: 0.876245 loss_giou_aux: 2.173276 loss_class_dn: 0.325311 loss_bbox_dn: 0.131573 loss_giou_dn: 0.352312 loss_class_aux_dn: 1.752466 loss_bbox_aux_dn: 0.808881 loss_giou_aux_dn: 2.005340 loss: 13.711508 eta: 3 days, 13:55:58 batch_cost: 0.6589 data_cost: 0.0018 ips: 6.0705 images/s [04/13 03:13:42] ppdet.engine INFO: Epoch: [55] [1300/7329] learning_rate: 0.000100 loss_class: 0.514036 loss_bbox: 0.128914 loss_giou: 0.310679 loss_class_aux: 3.172960 loss_bbox_aux: 0.836338 loss_giou_aux: 1.945793 loss_class_dn: 0.309464 loss_bbox_dn: 0.129693 loss_giou_dn: 0.296239 loss_class_aux_dn: 1.660687 loss_bbox_aux_dn: 0.821767 loss_giou_aux_dn: 1.695243 loss: 12.966970 eta: 3 days, 13:54:52 batch_cost: 0.6403 data_cost: 0.0017 ips: 6.2473 images/s [04/13 03:14:54] ppdet.engine INFO: Epoch: [55] [1400/7329] learning_rate: 0.000100 loss_class: 0.584578 loss_bbox: 0.130755 loss_giou: 0.344632 loss_class_aux: 3.786985 loss_bbox_aux: 0.849476 loss_giou_aux: 2.187668 loss_class_dn: 0.318978 loss_bbox_dn: 0.145909 loss_giou_dn: 0.331777 loss_class_aux_dn: 1.752364 loss_bbox_aux_dn: 0.904986 loss_giou_aux_dn: 1.827929 loss: 12.971684 eta: 3 days, 13:53:48 batch_cost: 0.6638 data_cost: 0.0018 ips: 6.0256 images/s [04/13 03:16:06] ppdet.engine INFO: Epoch: [55] [1500/7329] learning_rate: 0.000100 loss_class: 0.541311 loss_bbox: 0.134125 loss_giou: 0.362652 loss_class_aux: 3.405718 loss_bbox_aux: 0.847950 loss_giou_aux: 2.265329 loss_class_dn: 0.334432 loss_bbox_dn: 0.152987 loss_giou_dn: 0.318884 loss_class_aux_dn: 1.775557 loss_bbox_aux_dn: 0.903922 loss_giou_aux_dn: 1.839388 loss: 13.627657 eta: 3 days, 13:52:44 batch_cost: 0.6605 data_cost: 0.0017 ips: 6.0556 images/s [04/13 03:17:20] ppdet.engine INFO: Epoch: [55] [1600/7329] learning_rate: 0.000100 loss_class: 0.544985 loss_bbox: 0.127473 loss_giou: 0.350299 loss_class_aux: 3.628750 loss_bbox_aux: 0.806236 loss_giou_aux: 2.247086 loss_class_dn: 0.311144 loss_bbox_dn: 0.133474 loss_giou_dn: 0.338232 loss_class_aux_dn: 1.666888 loss_bbox_aux_dn: 0.817342 loss_giou_aux_dn: 1.934676 loss: 13.124733 eta: 3 days, 13:51:43 batch_cost: 0.6804 data_cost: 0.0018 ips: 5.8788 images/s [04/13 03:18:30] ppdet.engine INFO: Epoch: [55] [1700/7329] learning_rate: 0.000100 loss_class: 0.507580 loss_bbox: 0.103639 loss_giou: 0.270173 loss_class_aux: 3.289021 loss_bbox_aux: 0.724193 loss_giou_aux: 1.717508 loss_class_dn: 0.264552 loss_bbox_dn: 0.113580 loss_giou_dn: 0.263075 loss_class_aux_dn: 1.403402 loss_bbox_aux_dn: 0.714695 loss_giou_aux_dn: 1.502234 loss: 10.955183 eta: 3 days, 13:50:37 batch_cost: 0.6440 data_cost: 0.0019 ips: 6.2115 images/s [04/13 03:19:43] ppdet.engine INFO: Epoch: [55] [1800/7329] learning_rate: 0.000100 loss_class: 0.538715 loss_bbox: 0.113582 loss_giou: 0.350736 loss_class_aux: 3.495685 loss_bbox_aux: 0.767482 loss_giou_aux: 2.200803 loss_class_dn: 0.299431 loss_bbox_dn: 0.115614 loss_giou_dn: 0.338699 loss_class_aux_dn: 1.629807 loss_bbox_aux_dn: 0.716874 loss_giou_aux_dn: 1.879448 loss: 12.645006 eta: 3 days, 13:49:33 batch_cost: 0.6656 data_cost: 0.0019 ips: 6.0098 images/s [04/13 03:20:53] ppdet.engine INFO: Epoch: [55] [1900/7329] learning_rate: 0.000100 loss_class: 0.514600 loss_bbox: 0.122676 loss_giou: 0.361875 loss_class_aux: 3.252109 loss_bbox_aux: 0.803697 loss_giou_aux: 2.360054 loss_class_dn: 0.315804 loss_bbox_dn: 0.129583 loss_giou_dn: 0.323067 loss_class_aux_dn: 1.687312 loss_bbox_aux_dn: 0.748183 loss_giou_aux_dn: 1.822197 loss: 12.705969 eta: 3 days, 13:48:27 batch_cost: 0.6453 data_cost: 0.0018 ips: 6.1986 images/s [04/13 03:22:03] ppdet.engine INFO: Epoch: [55] [2000/7329] learning_rate: 0.000100 loss_class: 0.573913 loss_bbox: 0.151150 loss_giou: 0.424314 loss_class_aux: 3.633621 loss_bbox_aux: 0.935435 loss_giou_aux: 2.680691 loss_class_dn: 0.353011 loss_bbox_dn: 0.139020 loss_giou_dn: 0.390059 loss_class_aux_dn: 1.897869 loss_bbox_aux_dn: 0.828793 loss_giou_aux_dn: 2.101254 loss: 13.957008 eta: 3 days, 13:47:21 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2138 images/s [04/13 03:23:12] ppdet.engine INFO: Epoch: [55] [2100/7329] learning_rate: 0.000100 loss_class: 0.603888 loss_bbox: 0.126171 loss_giou: 0.499023 loss_class_aux: 3.958326 loss_bbox_aux: 0.836849 loss_giou_aux: 3.094116 loss_class_dn: 0.388749 loss_bbox_dn: 0.127894 loss_giou_dn: 0.440434 loss_class_aux_dn: 2.046914 loss_bbox_aux_dn: 0.766395 loss_giou_aux_dn: 2.393267 loss: 15.155464 eta: 3 days, 13:46:15 batch_cost: 0.6362 data_cost: 0.0019 ips: 6.2870 images/s [04/13 03:24:23] ppdet.engine INFO: Epoch: [55] [2200/7329] learning_rate: 0.000100 loss_class: 0.566918 loss_bbox: 0.137072 loss_giou: 0.360737 loss_class_aux: 3.629524 loss_bbox_aux: 0.877464 loss_giou_aux: 2.269809 loss_class_dn: 0.298078 loss_bbox_dn: 0.120945 loss_giou_dn: 0.352247 loss_class_aux_dn: 1.632063 loss_bbox_aux_dn: 0.743213 loss_giou_aux_dn: 1.978631 loss: 12.916292 eta: 3 days, 13:45:10 batch_cost: 0.6560 data_cost: 0.0018 ips: 6.0977 images/s [04/13 03:25:32] ppdet.engine INFO: Epoch: [55] [2300/7329] learning_rate: 0.000100 loss_class: 0.538450 loss_bbox: 0.127519 loss_giou: 0.324892 loss_class_aux: 3.456483 loss_bbox_aux: 0.838355 loss_giou_aux: 2.051925 loss_class_dn: 0.298461 loss_bbox_dn: 0.135849 loss_giou_dn: 0.307508 loss_class_aux_dn: 1.620752 loss_bbox_aux_dn: 0.796170 loss_giou_aux_dn: 1.738401 loss: 12.274174 eta: 3 days, 13:44:04 batch_cost: 0.6395 data_cost: 0.0017 ips: 6.2547 images/s [04/13 03:26:42] ppdet.engine INFO: Epoch: [55] [2400/7329] learning_rate: 0.000100 loss_class: 0.617191 loss_bbox: 0.135703 loss_giou: 0.346027 loss_class_aux: 3.896807 loss_bbox_aux: 0.911840 loss_giou_aux: 2.130270 loss_class_dn: 0.339016 loss_bbox_dn: 0.153008 loss_giou_dn: 0.331575 loss_class_aux_dn: 1.825417 loss_bbox_aux_dn: 0.877638 loss_giou_aux_dn: 1.861906 loss: 13.489704 eta: 3 days, 13:42:58 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2138 images/s [04/13 03:27:52] ppdet.engine INFO: Epoch: [55] [2500/7329] learning_rate: 0.000100 loss_class: 0.576925 loss_bbox: 0.133301 loss_giou: 0.372611 loss_class_aux: 3.558301 loss_bbox_aux: 0.892009 loss_giou_aux: 2.364210 loss_class_dn: 0.322374 loss_bbox_dn: 0.145160 loss_giou_dn: 0.341981 loss_class_aux_dn: 1.732377 loss_bbox_aux_dn: 0.852766 loss_giou_aux_dn: 1.903013 loss: 13.294439 eta: 3 days, 13:41:52 batch_cost: 0.6431 data_cost: 0.0018 ips: 6.2202 images/s [04/13 03:29:02] ppdet.engine INFO: Epoch: [55] [2600/7329] learning_rate: 0.000100 loss_class: 0.710567 loss_bbox: 0.145246 loss_giou: 0.455192 loss_class_aux: 4.500813 loss_bbox_aux: 0.944059 loss_giou_aux: 2.924208 loss_class_dn: 0.406426 loss_bbox_dn: 0.173154 loss_giou_dn: 0.460005 loss_class_aux_dn: 2.173874 loss_bbox_aux_dn: 1.026712 loss_giou_aux_dn: 2.532404 loss: 16.937954 eta: 3 days, 13:40:46 batch_cost: 0.6459 data_cost: 0.0019 ips: 6.1925 images/s [04/13 03:30:13] ppdet.engine INFO: Epoch: [55] [2700/7329] learning_rate: 0.000100 loss_class: 0.543784 loss_bbox: 0.128040 loss_giou: 0.311157 loss_class_aux: 3.299954 loss_bbox_aux: 0.856407 loss_giou_aux: 1.961927 loss_class_dn: 0.299244 loss_bbox_dn: 0.129740 loss_giou_dn: 0.313861 loss_class_aux_dn: 1.601504 loss_bbox_aux_dn: 0.768171 loss_giou_aux_dn: 1.744756 loss: 12.336909 eta: 3 days, 13:39:41 batch_cost: 0.6554 data_cost: 0.0020 ips: 6.1030 images/s [04/13 03:31:24] ppdet.engine INFO: Epoch: [55] [2800/7329] learning_rate: 0.000100 loss_class: 0.494880 loss_bbox: 0.124395 loss_giou: 0.330833 loss_class_aux: 3.205024 loss_bbox_aux: 0.806975 loss_giou_aux: 2.038527 loss_class_dn: 0.285113 loss_bbox_dn: 0.132980 loss_giou_dn: 0.284128 loss_class_aux_dn: 1.552412 loss_bbox_aux_dn: 0.813201 loss_giou_aux_dn: 1.582743 loss: 11.889997 eta: 3 days, 13:38:36 batch_cost: 0.6524 data_cost: 0.0020 ips: 6.1308 images/s [04/13 03:32:36] ppdet.engine INFO: Epoch: [55] [2900/7329] learning_rate: 0.000100 loss_class: 0.514769 loss_bbox: 0.130045 loss_giou: 0.353370 loss_class_aux: 3.083474 loss_bbox_aux: 0.829800 loss_giou_aux: 2.335045 loss_class_dn: 0.314552 loss_bbox_dn: 0.121295 loss_giou_dn: 0.331173 loss_class_aux_dn: 1.706423 loss_bbox_aux_dn: 0.739379 loss_giou_aux_dn: 1.929855 loss: 12.794073 eta: 3 days, 13:37:32 batch_cost: 0.6604 data_cost: 0.0020 ips: 6.0568 images/s [04/13 03:33:46] ppdet.engine INFO: Epoch: [55] [3000/7329] learning_rate: 0.000100 loss_class: 0.508060 loss_bbox: 0.110381 loss_giou: 0.370918 loss_class_aux: 3.195278 loss_bbox_aux: 0.734354 loss_giou_aux: 2.366142 loss_class_dn: 0.323132 loss_bbox_dn: 0.115861 loss_giou_dn: 0.348003 loss_class_aux_dn: 1.738653 loss_bbox_aux_dn: 0.707506 loss_giou_aux_dn: 1.959067 loss: 12.992581 eta: 3 days, 13:36:27 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2069 images/s [04/13 03:34:56] ppdet.engine INFO: Epoch: [55] [3100/7329] learning_rate: 0.000100 loss_class: 0.548874 loss_bbox: 0.134143 loss_giou: 0.399605 loss_class_aux: 3.561308 loss_bbox_aux: 0.837581 loss_giou_aux: 2.480905 loss_class_dn: 0.325450 loss_bbox_dn: 0.129043 loss_giou_dn: 0.359299 loss_class_aux_dn: 1.808719 loss_bbox_aux_dn: 0.764273 loss_giou_aux_dn: 2.078921 loss: 14.047947 eta: 3 days, 13:35:21 batch_cost: 0.6438 data_cost: 0.0018 ips: 6.2130 images/s [04/13 03:36:07] ppdet.engine INFO: Epoch: [55] [3200/7329] learning_rate: 0.000100 loss_class: 0.581728 loss_bbox: 0.140369 loss_giou: 0.429883 loss_class_aux: 3.617409 loss_bbox_aux: 0.881128 loss_giou_aux: 2.678357 loss_class_dn: 0.342692 loss_bbox_dn: 0.130629 loss_giou_dn: 0.404205 loss_class_aux_dn: 1.834682 loss_bbox_aux_dn: 0.772443 loss_giou_aux_dn: 2.287810 loss: 14.926907 eta: 3 days, 13:34:16 batch_cost: 0.6528 data_cost: 0.0018 ips: 6.1273 images/s [04/13 03:37:17] ppdet.engine INFO: Epoch: [55] [3300/7329] learning_rate: 0.000100 loss_class: 0.538874 loss_bbox: 0.126441 loss_giou: 0.338425 loss_class_aux: 3.480026 loss_bbox_aux: 0.857653 loss_giou_aux: 2.097862 loss_class_dn: 0.304056 loss_bbox_dn: 0.135286 loss_giou_dn: 0.314501 loss_class_aux_dn: 1.621065 loss_bbox_aux_dn: 0.829632 loss_giou_aux_dn: 1.769904 loss: 12.723969 eta: 3 days, 13:33:09 batch_cost: 0.6406 data_cost: 0.0018 ips: 6.2442 images/s [04/13 03:38:28] ppdet.engine INFO: Epoch: [55] [3400/7329] learning_rate: 0.000100 loss_class: 0.595839 loss_bbox: 0.148523 loss_giou: 0.372774 loss_class_aux: 3.950490 loss_bbox_aux: 0.949042 loss_giou_aux: 2.369678 loss_class_dn: 0.337886 loss_bbox_dn: 0.147071 loss_giou_dn: 0.380234 loss_class_aux_dn: 1.816396 loss_bbox_aux_dn: 0.863248 loss_giou_aux_dn: 2.054789 loss: 14.727310 eta: 3 days, 13:32:06 batch_cost: 0.6617 data_cost: 0.0019 ips: 6.0452 images/s [04/13 03:39:39] ppdet.engine INFO: Epoch: [55] [3500/7329] learning_rate: 0.000100 loss_class: 0.587521 loss_bbox: 0.134034 loss_giou: 0.344349 loss_class_aux: 3.695839 loss_bbox_aux: 0.887061 loss_giou_aux: 2.225728 loss_class_dn: 0.352774 loss_bbox_dn: 0.133516 loss_giou_dn: 0.339139 loss_class_aux_dn: 1.898783 loss_bbox_aux_dn: 0.816284 loss_giou_aux_dn: 1.943379 loss: 14.757611 eta: 3 days, 13:31:01 batch_cost: 0.6536 data_cost: 0.0019 ips: 6.1196 images/s [04/13 03:40:49] ppdet.engine INFO: Epoch: [55] [3600/7329] learning_rate: 0.000100 loss_class: 0.596782 loss_bbox: 0.144481 loss_giou: 0.372809 loss_class_aux: 3.814944 loss_bbox_aux: 0.904497 loss_giou_aux: 2.264957 loss_class_dn: 0.342158 loss_bbox_dn: 0.128566 loss_giou_dn: 0.371888 loss_class_aux_dn: 1.864670 loss_bbox_aux_dn: 0.785107 loss_giou_aux_dn: 2.051562 loss: 14.372402 eta: 3 days, 13:29:54 batch_cost: 0.6403 data_cost: 0.0018 ips: 6.2472 images/s [04/13 03:41:59] ppdet.engine INFO: Epoch: [55] [3700/7329] learning_rate: 0.000100 loss_class: 0.569473 loss_bbox: 0.131713 loss_giou: 0.384618 loss_class_aux: 3.718890 loss_bbox_aux: 0.817231 loss_giou_aux: 2.325502 loss_class_dn: 0.326992 loss_bbox_dn: 0.128238 loss_giou_dn: 0.337464 loss_class_aux_dn: 1.761884 loss_bbox_aux_dn: 0.812349 loss_giou_aux_dn: 1.867102 loss: 13.414022 eta: 3 days, 13:28:49 batch_cost: 0.6462 data_cost: 0.0018 ips: 6.1903 images/s [04/13 03:43:09] ppdet.engine INFO: Epoch: [55] [3800/7329] learning_rate: 0.000100 loss_class: 0.558473 loss_bbox: 0.132314 loss_giou: 0.382080 loss_class_aux: 3.537762 loss_bbox_aux: 0.875914 loss_giou_aux: 2.367039 loss_class_dn: 0.343145 loss_bbox_dn: 0.128398 loss_giou_dn: 0.387938 loss_class_aux_dn: 1.826572 loss_bbox_aux_dn: 0.790364 loss_giou_aux_dn: 2.184041 loss: 14.340296 eta: 3 days, 13:27:43 batch_cost: 0.6465 data_cost: 0.0019 ips: 6.1873 images/s [04/13 03:44:19] ppdet.engine INFO: Epoch: [55] [3900/7329] learning_rate: 0.000100 loss_class: 0.503013 loss_bbox: 0.126670 loss_giou: 0.307293 loss_class_aux: 3.122145 loss_bbox_aux: 0.843320 loss_giou_aux: 1.983833 loss_class_dn: 0.291567 loss_bbox_dn: 0.140499 loss_giou_dn: 0.302629 loss_class_aux_dn: 1.537679 loss_bbox_aux_dn: 0.830169 loss_giou_aux_dn: 1.716139 loss: 12.570582 eta: 3 days, 13:26:37 batch_cost: 0.6411 data_cost: 0.0017 ips: 6.2393 images/s [04/13 03:45:29] ppdet.engine INFO: Epoch: [55] [4000/7329] learning_rate: 0.000100 loss_class: 0.581489 loss_bbox: 0.122884 loss_giou: 0.373044 loss_class_aux: 3.787892 loss_bbox_aux: 0.806488 loss_giou_aux: 2.473659 loss_class_dn: 0.340375 loss_bbox_dn: 0.128016 loss_giou_dn: 0.371746 loss_class_aux_dn: 1.805111 loss_bbox_aux_dn: 0.777638 loss_giou_aux_dn: 2.072232 loss: 13.644726 eta: 3 days, 13:25:32 batch_cost: 0.6530 data_cost: 0.0018 ips: 6.1256 images/s [04/13 03:46:40] ppdet.engine INFO: Epoch: [55] [4100/7329] learning_rate: 0.000100 loss_class: 0.577772 loss_bbox: 0.134154 loss_giou: 0.395067 loss_class_aux: 3.566855 loss_bbox_aux: 0.892885 loss_giou_aux: 2.477986 loss_class_dn: 0.340060 loss_bbox_dn: 0.144219 loss_giou_dn: 0.383990 loss_class_aux_dn: 1.799385 loss_bbox_aux_dn: 0.873825 loss_giou_aux_dn: 2.116699 loss: 13.309573 eta: 3 days, 13:24:27 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1163 images/s [04/13 03:47:51] ppdet.engine INFO: Epoch: [55] [4200/7329] learning_rate: 0.000100 loss_class: 0.541431 loss_bbox: 0.113061 loss_giou: 0.394653 loss_class_aux: 3.497804 loss_bbox_aux: 0.744151 loss_giou_aux: 2.471857 loss_class_dn: 0.322084 loss_bbox_dn: 0.115773 loss_giou_dn: 0.363565 loss_class_aux_dn: 1.707612 loss_bbox_aux_dn: 0.689492 loss_giou_aux_dn: 2.004660 loss: 13.494883 eta: 3 days, 13:23:23 batch_cost: 0.6546 data_cost: 0.0018 ips: 6.1107 images/s [04/13 03:49:01] ppdet.engine INFO: Epoch: [55] [4300/7329] learning_rate: 0.000100 loss_class: 0.572932 loss_bbox: 0.132724 loss_giou: 0.358228 loss_class_aux: 3.658543 loss_bbox_aux: 0.864998 loss_giou_aux: 2.240057 loss_class_dn: 0.297107 loss_bbox_dn: 0.136547 loss_giou_dn: 0.351604 loss_class_aux_dn: 1.621063 loss_bbox_aux_dn: 0.837181 loss_giou_aux_dn: 1.906459 loss: 12.725892 eta: 3 days, 13:22:17 batch_cost: 0.6457 data_cost: 0.0018 ips: 6.1948 images/s [04/13 03:50:12] ppdet.engine INFO: Epoch: [55] [4400/7329] learning_rate: 0.000100 loss_class: 0.579813 loss_bbox: 0.120459 loss_giou: 0.336356 loss_class_aux: 3.668407 loss_bbox_aux: 0.811788 loss_giou_aux: 2.129557 loss_class_dn: 0.316777 loss_bbox_dn: 0.126755 loss_giou_dn: 0.317556 loss_class_aux_dn: 1.708018 loss_bbox_aux_dn: 0.777962 loss_giou_aux_dn: 1.767527 loss: 12.808352 eta: 3 days, 13:21:12 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1162 images/s [04/13 03:51:21] ppdet.engine INFO: Epoch: [55] [4500/7329] learning_rate: 0.000100 loss_class: 0.574162 loss_bbox: 0.126658 loss_giou: 0.370635 loss_class_aux: 3.549737 loss_bbox_aux: 0.816130 loss_giou_aux: 2.276492 loss_class_dn: 0.330841 loss_bbox_dn: 0.133710 loss_giou_dn: 0.358700 loss_class_aux_dn: 1.749570 loss_bbox_aux_dn: 0.821027 loss_giou_aux_dn: 1.997009 loss: 13.418694 eta: 3 days, 13:20:05 batch_cost: 0.6366 data_cost: 0.0016 ips: 6.2837 images/s [04/13 03:52:31] ppdet.engine INFO: Epoch: [55] [4600/7329] learning_rate: 0.000100 loss_class: 0.596597 loss_bbox: 0.132447 loss_giou: 0.353893 loss_class_aux: 3.779465 loss_bbox_aux: 0.841204 loss_giou_aux: 2.219008 loss_class_dn: 0.328242 loss_bbox_dn: 0.130671 loss_giou_dn: 0.347683 loss_class_aux_dn: 1.775074 loss_bbox_aux_dn: 0.769957 loss_giou_aux_dn: 1.975273 loss: 13.259107 eta: 3 days, 13:19:00 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1749 images/s [04/13 03:53:42] ppdet.engine INFO: Epoch: [55] [4700/7329] learning_rate: 0.000100 loss_class: 0.560178 loss_bbox: 0.124194 loss_giou: 0.341205 loss_class_aux: 3.672729 loss_bbox_aux: 0.836750 loss_giou_aux: 2.151824 loss_class_dn: 0.308676 loss_bbox_dn: 0.124968 loss_giou_dn: 0.331222 loss_class_aux_dn: 1.648532 loss_bbox_aux_dn: 0.767422 loss_giou_aux_dn: 1.914217 loss: 12.730246 eta: 3 days, 13:17:55 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1386 images/s [04/13 03:54:51] ppdet.engine INFO: Epoch: [55] [4800/7329] learning_rate: 0.000100 loss_class: 0.514531 loss_bbox: 0.119771 loss_giou: 0.331252 loss_class_aux: 3.450490 loss_bbox_aux: 0.770006 loss_giou_aux: 2.066257 loss_class_dn: 0.284122 loss_bbox_dn: 0.123839 loss_giou_dn: 0.311831 loss_class_aux_dn: 1.550181 loss_bbox_aux_dn: 0.745764 loss_giou_aux_dn: 1.731689 loss: 12.699633 eta: 3 days, 13:16:49 batch_cost: 0.6415 data_cost: 0.0019 ips: 6.2358 images/s [04/13 03:56:02] ppdet.engine INFO: Epoch: [55] [4900/7329] learning_rate: 0.000100 loss_class: 0.553831 loss_bbox: 0.122552 loss_giou: 0.362390 loss_class_aux: 3.504650 loss_bbox_aux: 0.824217 loss_giou_aux: 2.362847 loss_class_dn: 0.321582 loss_bbox_dn: 0.120194 loss_giou_dn: 0.358960 loss_class_aux_dn: 1.747447 loss_bbox_aux_dn: 0.764316 loss_giou_aux_dn: 1.990655 loss: 13.117005 eta: 3 days, 13:15:43 batch_cost: 0.6512 data_cost: 0.0018 ips: 6.1425 images/s [04/13 03:57:12] ppdet.engine INFO: Epoch: [55] [5000/7329] learning_rate: 0.000100 loss_class: 0.547969 loss_bbox: 0.128387 loss_giou: 0.331681 loss_class_aux: 3.490128 loss_bbox_aux: 0.839538 loss_giou_aux: 2.094922 loss_class_dn: 0.316499 loss_bbox_dn: 0.135477 loss_giou_dn: 0.322470 loss_class_aux_dn: 1.705422 loss_bbox_aux_dn: 0.770430 loss_giou_aux_dn: 1.797888 loss: 13.048355 eta: 3 days, 13:14:38 batch_cost: 0.6508 data_cost: 0.0016 ips: 6.1465 images/s [04/13 03:58:24] ppdet.engine INFO: Epoch: [55] [5100/7329] learning_rate: 0.000100 loss_class: 0.514625 loss_bbox: 0.127081 loss_giou: 0.384569 loss_class_aux: 3.263283 loss_bbox_aux: 0.813450 loss_giou_aux: 2.323151 loss_class_dn: 0.309862 loss_bbox_dn: 0.121761 loss_giou_dn: 0.327062 loss_class_aux_dn: 1.641948 loss_bbox_aux_dn: 0.784530 loss_giou_aux_dn: 1.843567 loss: 12.990621 eta: 3 days, 13:13:34 batch_cost: 0.6552 data_cost: 0.0019 ips: 6.1049 images/s [04/13 03:59:33] ppdet.engine INFO: Epoch: [55] [5200/7329] learning_rate: 0.000100 loss_class: 0.569060 loss_bbox: 0.122683 loss_giou: 0.310376 loss_class_aux: 3.699504 loss_bbox_aux: 0.841088 loss_giou_aux: 1.957605 loss_class_dn: 0.328547 loss_bbox_dn: 0.142118 loss_giou_dn: 0.316154 loss_class_aux_dn: 1.787140 loss_bbox_aux_dn: 0.859768 loss_giou_aux_dn: 1.832750 loss: 13.520763 eta: 3 days, 13:12:28 batch_cost: 0.6439 data_cost: 0.0018 ips: 6.2124 images/s [04/13 04:00:44] ppdet.engine INFO: Epoch: [55] [5300/7329] learning_rate: 0.000100 loss_class: 0.604149 loss_bbox: 0.141374 loss_giou: 0.371748 loss_class_aux: 3.791372 loss_bbox_aux: 0.898009 loss_giou_aux: 2.401984 loss_class_dn: 0.331676 loss_bbox_dn: 0.149033 loss_giou_dn: 0.370298 loss_class_aux_dn: 1.807360 loss_bbox_aux_dn: 0.900995 loss_giou_aux_dn: 2.084110 loss: 14.530846 eta: 3 days, 13:11:23 batch_cost: 0.6508 data_cost: 0.0018 ips: 6.1459 images/s [04/13 04:01:54] ppdet.engine INFO: Epoch: [55] [5400/7329] learning_rate: 0.000100 loss_class: 0.619031 loss_bbox: 0.138203 loss_giou: 0.379744 loss_class_aux: 3.914117 loss_bbox_aux: 0.949519 loss_giou_aux: 2.421593 loss_class_dn: 0.355441 loss_bbox_dn: 0.154426 loss_giou_dn: 0.354172 loss_class_aux_dn: 1.888419 loss_bbox_aux_dn: 0.924997 loss_giou_aux_dn: 1.968307 loss: 14.934107 eta: 3 days, 13:10:17 batch_cost: 0.6446 data_cost: 0.0017 ips: 6.2050 images/s [04/13 04:03:04] ppdet.engine INFO: Epoch: [55] [5500/7329] learning_rate: 0.000100 loss_class: 0.619471 loss_bbox: 0.138627 loss_giou: 0.410556 loss_class_aux: 3.811324 loss_bbox_aux: 0.869871 loss_giou_aux: 2.603818 loss_class_dn: 0.335551 loss_bbox_dn: 0.129872 loss_giou_dn: 0.390808 loss_class_aux_dn: 1.769681 loss_bbox_aux_dn: 0.767172 loss_giou_aux_dn: 2.190206 loss: 15.020996 eta: 3 days, 13:09:11 batch_cost: 0.6421 data_cost: 0.0018 ips: 6.2298 images/s [04/13 04:04:16] ppdet.engine INFO: Epoch: [55] [5600/7329] learning_rate: 0.000100 loss_class: 0.552760 loss_bbox: 0.145231 loss_giou: 0.333410 loss_class_aux: 3.515991 loss_bbox_aux: 0.914317 loss_giou_aux: 2.079327 loss_class_dn: 0.302491 loss_bbox_dn: 0.164438 loss_giou_dn: 0.329581 loss_class_aux_dn: 1.648892 loss_bbox_aux_dn: 0.967604 loss_giou_aux_dn: 1.858809 loss: 13.129846 eta: 3 days, 13:08:07 batch_cost: 0.6625 data_cost: 0.0017 ips: 6.0380 images/s [04/13 04:05:25] ppdet.engine INFO: Epoch: [55] [5700/7329] learning_rate: 0.000100 loss_class: 0.561510 loss_bbox: 0.133870 loss_giou: 0.367454 loss_class_aux: 3.464068 loss_bbox_aux: 0.858652 loss_giou_aux: 2.335632 loss_class_dn: 0.315564 loss_bbox_dn: 0.131353 loss_giou_dn: 0.357697 loss_class_aux_dn: 1.697541 loss_bbox_aux_dn: 0.750121 loss_giou_aux_dn: 1.990355 loss: 13.802469 eta: 3 days, 13:07:01 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2346 images/s [04/13 04:06:36] ppdet.engine INFO: Epoch: [55] [5800/7329] learning_rate: 0.000100 loss_class: 0.576565 loss_bbox: 0.118853 loss_giou: 0.386552 loss_class_aux: 3.677109 loss_bbox_aux: 0.809546 loss_giou_aux: 2.373676 loss_class_dn: 0.338119 loss_bbox_dn: 0.129421 loss_giou_dn: 0.355750 loss_class_aux_dn: 1.807000 loss_bbox_aux_dn: 0.778093 loss_giou_aux_dn: 2.026816 loss: 13.518345 eta: 3 days, 13:05:55 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1621 images/s [04/13 04:07:48] ppdet.engine INFO: Epoch: [55] [5900/7329] learning_rate: 0.000100 loss_class: 0.557907 loss_bbox: 0.137934 loss_giou: 0.346909 loss_class_aux: 3.649553 loss_bbox_aux: 0.920926 loss_giou_aux: 2.132650 loss_class_dn: 0.307806 loss_bbox_dn: 0.143330 loss_giou_dn: 0.329543 loss_class_aux_dn: 1.691647 loss_bbox_aux_dn: 0.848950 loss_giou_aux_dn: 1.913025 loss: 13.733996 eta: 3 days, 13:04:52 batch_cost: 0.6621 data_cost: 0.0017 ips: 6.0416 images/s [04/13 04:08:57] ppdet.engine INFO: Epoch: [55] [6000/7329] learning_rate: 0.000100 loss_class: 0.515544 loss_bbox: 0.107231 loss_giou: 0.326893 loss_class_aux: 3.221533 loss_bbox_aux: 0.714028 loss_giou_aux: 2.086722 loss_class_dn: 0.288789 loss_bbox_dn: 0.115506 loss_giou_dn: 0.308515 loss_class_aux_dn: 1.567677 loss_bbox_aux_dn: 0.675333 loss_giou_aux_dn: 1.751625 loss: 12.439373 eta: 3 days, 13:03:45 batch_cost: 0.6400 data_cost: 0.0019 ips: 6.2504 images/s [04/13 04:10:08] ppdet.engine INFO: Epoch: [55] [6100/7329] learning_rate: 0.000100 loss_class: 0.630902 loss_bbox: 0.123810 loss_giou: 0.388358 loss_class_aux: 3.894159 loss_bbox_aux: 0.872072 loss_giou_aux: 2.613170 loss_class_dn: 0.360304 loss_bbox_dn: 0.136346 loss_giou_dn: 0.365061 loss_class_aux_dn: 1.933004 loss_bbox_aux_dn: 0.845477 loss_giou_aux_dn: 2.093537 loss: 14.493489 eta: 3 days, 13:02:40 batch_cost: 0.6528 data_cost: 0.0019 ips: 6.1274 images/s [04/13 04:11:18] ppdet.engine INFO: Epoch: [55] [6200/7329] learning_rate: 0.000100 loss_class: 0.557856 loss_bbox: 0.129249 loss_giou: 0.388220 loss_class_aux: 3.540711 loss_bbox_aux: 0.868606 loss_giou_aux: 2.448780 loss_class_dn: 0.324681 loss_bbox_dn: 0.140445 loss_giou_dn: 0.355894 loss_class_aux_dn: 1.742349 loss_bbox_aux_dn: 0.800089 loss_giou_aux_dn: 2.008222 loss: 13.648072 eta: 3 days, 13:01:35 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1520 images/s [04/13 04:12:29] ppdet.engine INFO: Epoch: [55] [6300/7329] learning_rate: 0.000100 loss_class: 0.540635 loss_bbox: 0.124074 loss_giou: 0.349005 loss_class_aux: 3.515918 loss_bbox_aux: 0.790558 loss_giou_aux: 2.282578 loss_class_dn: 0.307082 loss_bbox_dn: 0.124144 loss_giou_dn: 0.345059 loss_class_aux_dn: 1.653544 loss_bbox_aux_dn: 0.752000 loss_giou_aux_dn: 1.874916 loss: 12.371180 eta: 3 days, 13:00:30 batch_cost: 0.6509 data_cost: 0.0018 ips: 6.1453 images/s [04/13 04:13:40] ppdet.engine INFO: Epoch: [55] [6400/7329] learning_rate: 0.000100 loss_class: 0.670305 loss_bbox: 0.145072 loss_giou: 0.412826 loss_class_aux: 4.241883 loss_bbox_aux: 0.955712 loss_giou_aux: 2.574892 loss_class_dn: 0.375323 loss_bbox_dn: 0.158313 loss_giou_dn: 0.396753 loss_class_aux_dn: 1.988334 loss_bbox_aux_dn: 0.900692 loss_giou_aux_dn: 2.262746 loss: 15.581490 eta: 3 days, 12:59:25 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1453 images/s [04/13 04:14:50] ppdet.engine INFO: Epoch: [55] [6500/7329] learning_rate: 0.000100 loss_class: 0.548591 loss_bbox: 0.128299 loss_giou: 0.411069 loss_class_aux: 3.459375 loss_bbox_aux: 0.809502 loss_giou_aux: 2.524771 loss_class_dn: 0.324351 loss_bbox_dn: 0.138420 loss_giou_dn: 0.368074 loss_class_aux_dn: 1.729881 loss_bbox_aux_dn: 0.825204 loss_giou_aux_dn: 2.019603 loss: 13.448190 eta: 3 days, 12:58:19 batch_cost: 0.6450 data_cost: 0.0018 ips: 6.2013 images/s [04/13 04:16:00] ppdet.engine INFO: Epoch: [55] [6600/7329] learning_rate: 0.000100 loss_class: 0.556034 loss_bbox: 0.138266 loss_giou: 0.385838 loss_class_aux: 3.531927 loss_bbox_aux: 0.881643 loss_giou_aux: 2.435442 loss_class_dn: 0.318510 loss_bbox_dn: 0.144444 loss_giou_dn: 0.335843 loss_class_aux_dn: 1.722659 loss_bbox_aux_dn: 0.825448 loss_giou_aux_dn: 1.930440 loss: 13.565886 eta: 3 days, 12:57:14 batch_cost: 0.6512 data_cost: 0.0017 ips: 6.1426 images/s [04/13 04:17:10] ppdet.engine INFO: Epoch: [55] [6700/7329] learning_rate: 0.000100 loss_class: 0.620395 loss_bbox: 0.132615 loss_giou: 0.419592 loss_class_aux: 3.867029 loss_bbox_aux: 0.856586 loss_giou_aux: 2.701238 loss_class_dn: 0.333348 loss_bbox_dn: 0.125705 loss_giou_dn: 0.378789 loss_class_aux_dn: 1.806407 loss_bbox_aux_dn: 0.743582 loss_giou_aux_dn: 2.153314 loss: 14.091248 eta: 3 days, 12:56:09 batch_cost: 0.6476 data_cost: 0.0017 ips: 6.1767 images/s [04/13 04:18:21] ppdet.engine INFO: Epoch: [55] [6800/7329] learning_rate: 0.000100 loss_class: 0.586023 loss_bbox: 0.129688 loss_giou: 0.362100 loss_class_aux: 3.540921 loss_bbox_aux: 0.829513 loss_giou_aux: 2.344458 loss_class_dn: 0.307819 loss_bbox_dn: 0.129080 loss_giou_dn: 0.354365 loss_class_aux_dn: 1.654006 loss_bbox_aux_dn: 0.769689 loss_giou_aux_dn: 1.983458 loss: 13.034200 eta: 3 days, 12:55:04 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1244 images/s [04/13 04:19:32] ppdet.engine INFO: Epoch: [55] [6900/7329] learning_rate: 0.000100 loss_class: 0.548591 loss_bbox: 0.129793 loss_giou: 0.317880 loss_class_aux: 3.644914 loss_bbox_aux: 0.817824 loss_giou_aux: 1.914231 loss_class_dn: 0.299359 loss_bbox_dn: 0.132588 loss_giou_dn: 0.311434 loss_class_aux_dn: 1.589954 loss_bbox_aux_dn: 0.776232 loss_giou_aux_dn: 1.711164 loss: 12.511271 eta: 3 days, 12:53:59 batch_cost: 0.6530 data_cost: 0.0018 ips: 6.1260 images/s [04/13 04:20:42] ppdet.engine INFO: Epoch: [55] [7000/7329] learning_rate: 0.000100 loss_class: 0.625076 loss_bbox: 0.128807 loss_giou: 0.396903 loss_class_aux: 4.081885 loss_bbox_aux: 0.838788 loss_giou_aux: 2.558608 loss_class_dn: 0.341255 loss_bbox_dn: 0.132610 loss_giou_dn: 0.375698 loss_class_aux_dn: 1.870204 loss_bbox_aux_dn: 0.784924 loss_giou_aux_dn: 2.070574 loss: 14.363876 eta: 3 days, 12:52:53 batch_cost: 0.6453 data_cost: 0.0017 ips: 6.1985 images/s [04/13 04:21:52] ppdet.engine INFO: Epoch: [55] [7100/7329] learning_rate: 0.000100 loss_class: 0.540840 loss_bbox: 0.118215 loss_giou: 0.296852 loss_class_aux: 3.396046 loss_bbox_aux: 0.778908 loss_giou_aux: 1.906242 loss_class_dn: 0.278369 loss_bbox_dn: 0.127929 loss_giou_dn: 0.300987 loss_class_aux_dn: 1.512917 loss_bbox_aux_dn: 0.741691 loss_giou_aux_dn: 1.692035 loss: 11.530405 eta: 3 days, 12:51:48 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1515 images/s [04/13 04:23:04] ppdet.engine INFO: Epoch: [55] [7200/7329] learning_rate: 0.000100 loss_class: 0.584390 loss_bbox: 0.137627 loss_giou: 0.402556 loss_class_aux: 3.621828 loss_bbox_aux: 0.878558 loss_giou_aux: 2.544871 loss_class_dn: 0.330734 loss_bbox_dn: 0.138275 loss_giou_dn: 0.402789 loss_class_aux_dn: 1.773110 loss_bbox_aux_dn: 0.842701 loss_giou_aux_dn: 2.266709 loss: 15.038569 eta: 3 days, 12:50:44 batch_cost: 0.6581 data_cost: 0.0018 ips: 6.0782 images/s [04/13 04:24:15] ppdet.engine INFO: Epoch: [55] [7300/7329] learning_rate: 0.000100 loss_class: 0.610862 loss_bbox: 0.129100 loss_giou: 0.391945 loss_class_aux: 3.814986 loss_bbox_aux: 0.874317 loss_giou_aux: 2.569091 loss_class_dn: 0.338171 loss_bbox_dn: 0.149568 loss_giou_dn: 0.392057 loss_class_aux_dn: 1.824277 loss_bbox_aux_dn: 0.906849 loss_giou_aux_dn: 2.155331 loss: 14.884424 eta: 3 days, 12:49:39 batch_cost: 0.6542 data_cost: 0.0018 ips: 6.1147 images/s [04/13 04:24:39] ppdet.engine INFO: Eval iter: 0 [04/13 04:25:07] ppdet.engine INFO: Eval iter: 100 [04/13 04:25:35] ppdet.engine INFO: Eval iter: 200 [04/13 04:26:03] ppdet.engine INFO: Eval iter: 300 [04/13 04:26:30] ppdet.engine INFO: Eval iter: 400 [04/13 04:26:58] ppdet.engine INFO: Eval iter: 500 [04/13 04:27:26] ppdet.engine INFO: Eval iter: 600 [04/13 04:28:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 04:28:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.68s). Accumulating evaluation results... DONE (t=28.89s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.723 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/13 04:31:00] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.68433273922269 [04/13 04:31:00] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 04:31:02] ppdet.engine INFO: Epoch: [56] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596914 loss_bbox: 0.129100 loss_giou: 0.421348 loss_class_aux: 3.726263 loss_bbox_aux: 0.868668 loss_giou_aux: 2.712729 loss_class_dn: 0.343056 loss_bbox_dn: 0.141905 loss_giou_dn: 0.414358 loss_class_aux_dn: 1.814769 loss_bbox_aux_dn: 0.844712 loss_giou_aux_dn: 2.257853 loss: 15.120934 eta: 3 days, 12:49:20 batch_cost: 0.6450 data_cost: 0.0018 ips: 6.2018 images/s [04/13 04:32:15] ppdet.engine INFO: Epoch: [56] [ 100/7329] learning_rate: 0.000100 loss_class: 0.554962 loss_bbox: 0.133486 loss_giou: 0.360283 loss_class_aux: 3.648369 loss_bbox_aux: 0.875613 loss_giou_aux: 2.206211 loss_class_dn: 0.309414 loss_bbox_dn: 0.145178 loss_giou_dn: 0.350042 loss_class_aux_dn: 1.698177 loss_bbox_aux_dn: 0.897047 loss_giou_aux_dn: 1.985643 loss: 13.738369 eta: 3 days, 12:48:17 batch_cost: 0.6725 data_cost: 0.0021 ips: 5.9480 images/s [04/13 04:33:25] ppdet.engine INFO: Epoch: [56] [ 200/7329] learning_rate: 0.000100 loss_class: 0.599626 loss_bbox: 0.122741 loss_giou: 0.364241 loss_class_aux: 3.736533 loss_bbox_aux: 0.803241 loss_giou_aux: 2.357581 loss_class_dn: 0.338943 loss_bbox_dn: 0.134141 loss_giou_dn: 0.377121 loss_class_aux_dn: 1.831530 loss_bbox_aux_dn: 0.823839 loss_giou_aux_dn: 2.121521 loss: 14.426083 eta: 3 days, 12:47:12 batch_cost: 0.6483 data_cost: 0.0019 ips: 6.1704 images/s [04/13 04:34:36] ppdet.engine INFO: Epoch: [56] [ 300/7329] learning_rate: 0.000100 loss_class: 0.580373 loss_bbox: 0.123696 loss_giou: 0.319188 loss_class_aux: 3.641919 loss_bbox_aux: 0.841647 loss_giou_aux: 2.062850 loss_class_dn: 0.310231 loss_bbox_dn: 0.132049 loss_giou_dn: 0.336370 loss_class_aux_dn: 1.675946 loss_bbox_aux_dn: 0.805660 loss_giou_aux_dn: 1.887514 loss: 13.156038 eta: 3 days, 12:46:07 batch_cost: 0.6529 data_cost: 0.0021 ips: 6.1262 images/s [04/13 04:35:47] ppdet.engine INFO: Epoch: [56] [ 400/7329] learning_rate: 0.000100 loss_class: 0.521759 loss_bbox: 0.136877 loss_giou: 0.337883 loss_class_aux: 3.243670 loss_bbox_aux: 0.865273 loss_giou_aux: 2.071116 loss_class_dn: 0.295753 loss_bbox_dn: 0.135479 loss_giou_dn: 0.302182 loss_class_aux_dn: 1.607516 loss_bbox_aux_dn: 0.830505 loss_giou_aux_dn: 1.714062 loss: 12.099722 eta: 3 days, 12:45:02 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1374 images/s [04/13 04:36:57] ppdet.engine INFO: Epoch: [56] [ 500/7329] learning_rate: 0.000100 loss_class: 0.592584 loss_bbox: 0.142327 loss_giou: 0.345900 loss_class_aux: 3.554089 loss_bbox_aux: 0.923365 loss_giou_aux: 2.212807 loss_class_dn: 0.312908 loss_bbox_dn: 0.144032 loss_giou_dn: 0.329353 loss_class_aux_dn: 1.681007 loss_bbox_aux_dn: 0.827378 loss_giou_aux_dn: 1.818441 loss: 13.089371 eta: 3 days, 12:43:56 batch_cost: 0.6473 data_cost: 0.0023 ips: 6.1795 images/s [04/13 04:38:07] ppdet.engine INFO: Epoch: [56] [ 600/7329] learning_rate: 0.000100 loss_class: 0.568279 loss_bbox: 0.119683 loss_giou: 0.361802 loss_class_aux: 3.699283 loss_bbox_aux: 0.822978 loss_giou_aux: 2.212086 loss_class_dn: 0.319810 loss_bbox_dn: 0.131702 loss_giou_dn: 0.338594 loss_class_aux_dn: 1.761527 loss_bbox_aux_dn: 0.834987 loss_giou_aux_dn: 1.930991 loss: 13.408911 eta: 3 days, 12:42:51 batch_cost: 0.6457 data_cost: 0.0021 ips: 6.1951 images/s [04/13 04:39:18] ppdet.engine INFO: Epoch: [56] [ 700/7329] learning_rate: 0.000100 loss_class: 0.584573 loss_bbox: 0.125682 loss_giou: 0.403901 loss_class_aux: 3.627800 loss_bbox_aux: 0.814582 loss_giou_aux: 2.528216 loss_class_dn: 0.327346 loss_bbox_dn: 0.127609 loss_giou_dn: 0.375295 loss_class_aux_dn: 1.727488 loss_bbox_aux_dn: 0.735039 loss_giou_aux_dn: 2.056284 loss: 13.249365 eta: 3 days, 12:41:46 batch_cost: 0.6521 data_cost: 0.0019 ips: 6.1342 images/s [04/13 04:40:29] ppdet.engine INFO: Epoch: [56] [ 800/7329] learning_rate: 0.000100 loss_class: 0.571753 loss_bbox: 0.129637 loss_giou: 0.399926 loss_class_aux: 3.553362 loss_bbox_aux: 0.870332 loss_giou_aux: 2.569540 loss_class_dn: 0.321496 loss_bbox_dn: 0.127499 loss_giou_dn: 0.366778 loss_class_aux_dn: 1.698724 loss_bbox_aux_dn: 0.788195 loss_giou_aux_dn: 2.039799 loss: 13.624247 eta: 3 days, 12:40:41 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1352 images/s [04/13 04:41:39] ppdet.engine INFO: Epoch: [56] [ 900/7329] learning_rate: 0.000100 loss_class: 0.578274 loss_bbox: 0.123749 loss_giou: 0.341698 loss_class_aux: 3.780321 loss_bbox_aux: 0.778973 loss_giou_aux: 2.169087 loss_class_dn: 0.312248 loss_bbox_dn: 0.128359 loss_giou_dn: 0.319017 loss_class_aux_dn: 1.687868 loss_bbox_aux_dn: 0.777782 loss_giou_aux_dn: 1.786936 loss: 12.978003 eta: 3 days, 12:39:35 batch_cost: 0.6466 data_cost: 0.0022 ips: 6.1858 images/s [04/13 04:42:50] ppdet.engine INFO: Epoch: [56] [1000/7329] learning_rate: 0.000100 loss_class: 0.604387 loss_bbox: 0.129822 loss_giou: 0.377341 loss_class_aux: 3.790511 loss_bbox_aux: 0.902761 loss_giou_aux: 2.292520 loss_class_dn: 0.361971 loss_bbox_dn: 0.139085 loss_giou_dn: 0.358710 loss_class_aux_dn: 1.992547 loss_bbox_aux_dn: 0.832967 loss_giou_aux_dn: 2.072604 loss: 15.175470 eta: 3 days, 12:38:30 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1686 images/s [04/13 04:44:01] ppdet.engine INFO: Epoch: [56] [1100/7329] learning_rate: 0.000100 loss_class: 0.587555 loss_bbox: 0.137598 loss_giou: 0.345881 loss_class_aux: 3.784863 loss_bbox_aux: 0.940868 loss_giou_aux: 2.251943 loss_class_dn: 0.327109 loss_bbox_dn: 0.148393 loss_giou_dn: 0.345542 loss_class_aux_dn: 1.748827 loss_bbox_aux_dn: 0.860149 loss_giou_aux_dn: 1.886317 loss: 13.959349 eta: 3 days, 12:37:25 batch_cost: 0.6543 data_cost: 0.0020 ips: 6.1135 images/s [04/13 04:45:11] ppdet.engine INFO: Epoch: [56] [1200/7329] learning_rate: 0.000100 loss_class: 0.569726 loss_bbox: 0.139991 loss_giou: 0.368794 loss_class_aux: 3.579235 loss_bbox_aux: 0.979990 loss_giou_aux: 2.334986 loss_class_dn: 0.323627 loss_bbox_dn: 0.143711 loss_giou_dn: 0.342788 loss_class_aux_dn: 1.786227 loss_bbox_aux_dn: 0.874422 loss_giou_aux_dn: 1.932202 loss: 13.937050 eta: 3 days, 12:36:19 batch_cost: 0.6457 data_cost: 0.0023 ips: 6.1950 images/s [04/13 04:46:21] ppdet.engine INFO: Epoch: [56] [1300/7329] learning_rate: 0.000100 loss_class: 0.600117 loss_bbox: 0.138250 loss_giou: 0.377943 loss_class_aux: 3.831912 loss_bbox_aux: 0.881469 loss_giou_aux: 2.324337 loss_class_dn: 0.341273 loss_bbox_dn: 0.151348 loss_giou_dn: 0.371255 loss_class_aux_dn: 1.846028 loss_bbox_aux_dn: 0.957570 loss_giou_aux_dn: 2.017678 loss: 14.033982 eta: 3 days, 12:35:13 batch_cost: 0.6421 data_cost: 0.0020 ips: 6.2292 images/s [04/13 04:47:32] ppdet.engine INFO: Epoch: [56] [1400/7329] learning_rate: 0.000100 loss_class: 0.535658 loss_bbox: 0.119753 loss_giou: 0.395122 loss_class_aux: 3.360090 loss_bbox_aux: 0.777232 loss_giou_aux: 2.500455 loss_class_dn: 0.309933 loss_bbox_dn: 0.120668 loss_giou_dn: 0.388452 loss_class_aux_dn: 1.661357 loss_bbox_aux_dn: 0.736264 loss_giou_aux_dn: 2.154355 loss: 13.708351 eta: 3 days, 12:34:08 batch_cost: 0.6510 data_cost: 0.0019 ips: 6.1448 images/s [04/13 04:48:43] ppdet.engine INFO: Epoch: [56] [1500/7329] learning_rate: 0.000100 loss_class: 0.525154 loss_bbox: 0.121468 loss_giou: 0.348518 loss_class_aux: 3.222495 loss_bbox_aux: 0.809080 loss_giou_aux: 2.257440 loss_class_dn: 0.300717 loss_bbox_dn: 0.131658 loss_giou_dn: 0.329427 loss_class_aux_dn: 1.623165 loss_bbox_aux_dn: 0.784782 loss_giou_aux_dn: 1.858256 loss: 12.896397 eta: 3 days, 12:33:04 batch_cost: 0.6571 data_cost: 0.0021 ips: 6.0877 images/s [04/13 04:49:53] ppdet.engine INFO: Epoch: [56] [1600/7329] learning_rate: 0.000100 loss_class: 0.584466 loss_bbox: 0.132477 loss_giou: 0.382393 loss_class_aux: 3.830039 loss_bbox_aux: 0.882644 loss_giou_aux: 2.407063 loss_class_dn: 0.347241 loss_bbox_dn: 0.137187 loss_giou_dn: 0.342103 loss_class_aux_dn: 1.853893 loss_bbox_aux_dn: 0.892419 loss_giou_aux_dn: 1.870639 loss: 14.838759 eta: 3 days, 12:31:58 batch_cost: 0.6448 data_cost: 0.0020 ips: 6.2032 images/s [04/13 04:51:02] ppdet.engine INFO: Epoch: [56] [1700/7329] learning_rate: 0.000100 loss_class: 0.560494 loss_bbox: 0.120490 loss_giou: 0.362496 loss_class_aux: 3.539942 loss_bbox_aux: 0.805927 loss_giou_aux: 2.313108 loss_class_dn: 0.319031 loss_bbox_dn: 0.129880 loss_giou_dn: 0.331960 loss_class_aux_dn: 1.698223 loss_bbox_aux_dn: 0.751216 loss_giou_aux_dn: 1.835596 loss: 13.288401 eta: 3 days, 12:30:51 batch_cost: 0.6359 data_cost: 0.0022 ips: 6.2901 images/s [04/13 04:52:12] ppdet.engine INFO: Epoch: [56] [1800/7329] learning_rate: 0.000100 loss_class: 0.552976 loss_bbox: 0.129820 loss_giou: 0.438110 loss_class_aux: 3.571530 loss_bbox_aux: 0.904569 loss_giou_aux: 2.768228 loss_class_dn: 0.344079 loss_bbox_dn: 0.126605 loss_giou_dn: 0.398089 loss_class_aux_dn: 1.868565 loss_bbox_aux_dn: 0.753536 loss_giou_aux_dn: 2.242440 loss: 14.281351 eta: 3 days, 12:29:45 batch_cost: 0.6431 data_cost: 0.0022 ips: 6.2199 images/s [04/13 04:53:23] ppdet.engine INFO: Epoch: [56] [1900/7329] learning_rate: 0.000100 loss_class: 0.596785 loss_bbox: 0.128218 loss_giou: 0.430827 loss_class_aux: 3.758820 loss_bbox_aux: 0.847775 loss_giou_aux: 2.678170 loss_class_dn: 0.329459 loss_bbox_dn: 0.125977 loss_giou_dn: 0.360923 loss_class_aux_dn: 1.777203 loss_bbox_aux_dn: 0.721448 loss_giou_aux_dn: 2.000887 loss: 13.645275 eta: 3 days, 12:28:40 batch_cost: 0.6489 data_cost: 0.0021 ips: 6.1645 images/s [04/13 04:54:33] ppdet.engine INFO: Epoch: [56] [2000/7329] learning_rate: 0.000100 loss_class: 0.542055 loss_bbox: 0.137205 loss_giou: 0.364301 loss_class_aux: 3.533116 loss_bbox_aux: 0.850108 loss_giou_aux: 2.269569 loss_class_dn: 0.303028 loss_bbox_dn: 0.128888 loss_giou_dn: 0.332699 loss_class_aux_dn: 1.650156 loss_bbox_aux_dn: 0.812067 loss_giou_aux_dn: 1.857791 loss: 13.163576 eta: 3 days, 12:27:34 batch_cost: 0.6471 data_cost: 0.0021 ips: 6.1816 images/s [04/13 04:55:44] ppdet.engine INFO: Epoch: [56] [2100/7329] learning_rate: 0.000100 loss_class: 0.465322 loss_bbox: 0.115807 loss_giou: 0.335286 loss_class_aux: 3.023636 loss_bbox_aux: 0.765954 loss_giou_aux: 2.109543 loss_class_dn: 0.303282 loss_bbox_dn: 0.121047 loss_giou_dn: 0.339937 loss_class_aux_dn: 1.630590 loss_bbox_aux_dn: 0.738544 loss_giou_aux_dn: 1.865137 loss: 12.252064 eta: 3 days, 12:26:30 batch_cost: 0.6569 data_cost: 0.0021 ips: 6.0894 images/s [04/13 04:56:55] ppdet.engine INFO: Epoch: [56] [2200/7329] learning_rate: 0.000100 loss_class: 0.516862 loss_bbox: 0.123491 loss_giou: 0.317398 loss_class_aux: 3.300423 loss_bbox_aux: 0.820435 loss_giou_aux: 2.061067 loss_class_dn: 0.297352 loss_bbox_dn: 0.136013 loss_giou_dn: 0.282329 loss_class_aux_dn: 1.623553 loss_bbox_aux_dn: 0.806968 loss_giou_aux_dn: 1.652072 loss: 12.422421 eta: 3 days, 12:25:25 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1141 images/s [04/13 04:58:07] ppdet.engine INFO: Epoch: [56] [2300/7329] learning_rate: 0.000100 loss_class: 0.519083 loss_bbox: 0.123448 loss_giou: 0.319090 loss_class_aux: 3.261740 loss_bbox_aux: 0.805217 loss_giou_aux: 2.016536 loss_class_dn: 0.303663 loss_bbox_dn: 0.129894 loss_giou_dn: 0.306426 loss_class_aux_dn: 1.603230 loss_bbox_aux_dn: 0.786944 loss_giou_aux_dn: 1.686107 loss: 12.332716 eta: 3 days, 12:24:21 batch_cost: 0.6599 data_cost: 0.0024 ips: 6.0619 images/s [04/13 04:59:16] ppdet.engine INFO: Epoch: [56] [2400/7329] learning_rate: 0.000100 loss_class: 0.548305 loss_bbox: 0.130662 loss_giou: 0.385945 loss_class_aux: 3.520254 loss_bbox_aux: 0.871765 loss_giou_aux: 2.400274 loss_class_dn: 0.312403 loss_bbox_dn: 0.135547 loss_giou_dn: 0.358617 loss_class_aux_dn: 1.693460 loss_bbox_aux_dn: 0.827137 loss_giou_aux_dn: 1.947660 loss: 13.376556 eta: 3 days, 12:23:14 batch_cost: 0.6386 data_cost: 0.0020 ips: 6.2634 images/s [04/13 05:00:27] ppdet.engine INFO: Epoch: [56] [2500/7329] learning_rate: 0.000100 loss_class: 0.601436 loss_bbox: 0.129877 loss_giou: 0.426460 loss_class_aux: 3.705196 loss_bbox_aux: 0.815718 loss_giou_aux: 2.700178 loss_class_dn: 0.342406 loss_bbox_dn: 0.117695 loss_giou_dn: 0.388028 loss_class_aux_dn: 1.824228 loss_bbox_aux_dn: 0.711025 loss_giou_aux_dn: 2.156499 loss: 14.926269 eta: 3 days, 12:22:09 batch_cost: 0.6464 data_cost: 0.0020 ips: 6.1884 images/s [04/13 05:01:37] ppdet.engine INFO: Epoch: [56] [2600/7329] learning_rate: 0.000100 loss_class: 0.578479 loss_bbox: 0.140737 loss_giou: 0.395720 loss_class_aux: 3.690056 loss_bbox_aux: 0.899271 loss_giou_aux: 2.506665 loss_class_dn: 0.335978 loss_bbox_dn: 0.156453 loss_giou_dn: 0.376030 loss_class_aux_dn: 1.822400 loss_bbox_aux_dn: 0.915469 loss_giou_aux_dn: 2.128964 loss: 15.167692 eta: 3 days, 12:21:03 batch_cost: 0.6422 data_cost: 0.0019 ips: 6.2287 images/s [04/13 05:02:47] ppdet.engine INFO: Epoch: [56] [2700/7329] learning_rate: 0.000100 loss_class: 0.562428 loss_bbox: 0.130815 loss_giou: 0.359915 loss_class_aux: 3.664178 loss_bbox_aux: 0.854979 loss_giou_aux: 2.286375 loss_class_dn: 0.305650 loss_bbox_dn: 0.135417 loss_giou_dn: 0.321180 loss_class_aux_dn: 1.686280 loss_bbox_aux_dn: 0.811851 loss_giou_aux_dn: 1.788087 loss: 13.301826 eta: 3 days, 12:19:57 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1734 images/s [04/13 05:03:58] ppdet.engine INFO: Epoch: [56] [2800/7329] learning_rate: 0.000100 loss_class: 0.552737 loss_bbox: 0.129028 loss_giou: 0.367107 loss_class_aux: 3.591068 loss_bbox_aux: 0.847657 loss_giou_aux: 2.282454 loss_class_dn: 0.298401 loss_bbox_dn: 0.126778 loss_giou_dn: 0.341000 loss_class_aux_dn: 1.655224 loss_bbox_aux_dn: 0.761072 loss_giou_aux_dn: 1.889054 loss: 13.127077 eta: 3 days, 12:18:52 batch_cost: 0.6536 data_cost: 0.0019 ips: 6.1204 images/s [04/13 05:05:09] ppdet.engine INFO: Epoch: [56] [2900/7329] learning_rate: 0.000100 loss_class: 0.578125 loss_bbox: 0.120441 loss_giou: 0.364374 loss_class_aux: 3.582079 loss_bbox_aux: 0.829138 loss_giou_aux: 2.314236 loss_class_dn: 0.316660 loss_bbox_dn: 0.127646 loss_giou_dn: 0.313438 loss_class_aux_dn: 1.686309 loss_bbox_aux_dn: 0.773318 loss_giou_aux_dn: 1.768435 loss: 13.067955 eta: 3 days, 12:17:48 batch_cost: 0.6569 data_cost: 0.0020 ips: 6.0888 images/s [04/13 05:06:20] ppdet.engine INFO: Epoch: [56] [3000/7329] learning_rate: 0.000100 loss_class: 0.584708 loss_bbox: 0.135526 loss_giou: 0.345401 loss_class_aux: 3.789904 loss_bbox_aux: 0.889733 loss_giou_aux: 2.244573 loss_class_dn: 0.315750 loss_bbox_dn: 0.128932 loss_giou_dn: 0.337049 loss_class_aux_dn: 1.756704 loss_bbox_aux_dn: 0.801480 loss_giou_aux_dn: 1.900878 loss: 13.771710 eta: 3 days, 12:16:42 batch_cost: 0.6470 data_cost: 0.0023 ips: 6.1826 images/s [04/13 05:07:31] ppdet.engine INFO: Epoch: [56] [3100/7329] learning_rate: 0.000100 loss_class: 0.560357 loss_bbox: 0.125413 loss_giou: 0.323040 loss_class_aux: 3.550249 loss_bbox_aux: 0.870182 loss_giou_aux: 2.070366 loss_class_dn: 0.303468 loss_bbox_dn: 0.140223 loss_giou_dn: 0.320593 loss_class_aux_dn: 1.667737 loss_bbox_aux_dn: 0.829676 loss_giou_aux_dn: 1.749444 loss: 13.037153 eta: 3 days, 12:15:38 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1197 images/s [04/13 05:08:42] ppdet.engine INFO: Epoch: [56] [3200/7329] learning_rate: 0.000100 loss_class: 0.530905 loss_bbox: 0.124695 loss_giou: 0.307449 loss_class_aux: 3.357573 loss_bbox_aux: 0.815435 loss_giou_aux: 2.005059 loss_class_dn: 0.295523 loss_bbox_dn: 0.131377 loss_giou_dn: 0.291820 loss_class_aux_dn: 1.575962 loss_bbox_aux_dn: 0.831331 loss_giou_aux_dn: 1.640099 loss: 12.572735 eta: 3 days, 12:14:33 batch_cost: 0.6566 data_cost: 0.0019 ips: 6.0919 images/s [04/13 05:09:53] ppdet.engine INFO: Epoch: [56] [3300/7329] learning_rate: 0.000100 loss_class: 0.549466 loss_bbox: 0.120973 loss_giou: 0.336941 loss_class_aux: 3.511832 loss_bbox_aux: 0.784653 loss_giou_aux: 2.175656 loss_class_dn: 0.311866 loss_bbox_dn: 0.141850 loss_giou_dn: 0.336008 loss_class_aux_dn: 1.659450 loss_bbox_aux_dn: 0.838630 loss_giou_aux_dn: 1.868152 loss: 13.267453 eta: 3 days, 12:13:28 batch_cost: 0.6509 data_cost: 0.0021 ips: 6.1456 images/s [04/13 05:11:04] ppdet.engine INFO: Epoch: [56] [3400/7329] learning_rate: 0.000100 loss_class: 0.542394 loss_bbox: 0.110067 loss_giou: 0.378384 loss_class_aux: 3.473825 loss_bbox_aux: 0.719914 loss_giou_aux: 2.490233 loss_class_dn: 0.299909 loss_bbox_dn: 0.109895 loss_giou_dn: 0.359224 loss_class_aux_dn: 1.631947 loss_bbox_aux_dn: 0.649462 loss_giou_aux_dn: 1.965851 loss: 12.441086 eta: 3 days, 12:12:24 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0802 images/s [04/13 05:12:15] ppdet.engine INFO: Epoch: [56] [3500/7329] learning_rate: 0.000100 loss_class: 0.586587 loss_bbox: 0.120709 loss_giou: 0.367144 loss_class_aux: 3.774215 loss_bbox_aux: 0.822436 loss_giou_aux: 2.307166 loss_class_dn: 0.315589 loss_bbox_dn: 0.139908 loss_giou_dn: 0.349980 loss_class_aux_dn: 1.686970 loss_bbox_aux_dn: 0.854401 loss_giou_aux_dn: 2.016537 loss: 13.823264 eta: 3 days, 12:11:19 batch_cost: 0.6552 data_cost: 0.0018 ips: 6.1049 images/s [04/13 05:13:26] ppdet.engine INFO: Epoch: [56] [3600/7329] learning_rate: 0.000100 loss_class: 0.587382 loss_bbox: 0.123767 loss_giou: 0.371636 loss_class_aux: 3.769433 loss_bbox_aux: 0.821536 loss_giou_aux: 2.330545 loss_class_dn: 0.323996 loss_bbox_dn: 0.121298 loss_giou_dn: 0.331018 loss_class_aux_dn: 1.760159 loss_bbox_aux_dn: 0.765676 loss_giou_aux_dn: 1.881528 loss: 13.709978 eta: 3 days, 12:10:13 batch_cost: 0.6448 data_cost: 0.0019 ips: 6.2036 images/s [04/13 05:14:37] ppdet.engine INFO: Epoch: [56] [3700/7329] learning_rate: 0.000100 loss_class: 0.547628 loss_bbox: 0.136972 loss_giou: 0.357204 loss_class_aux: 3.502079 loss_bbox_aux: 0.905678 loss_giou_aux: 2.228331 loss_class_dn: 0.300663 loss_bbox_dn: 0.133355 loss_giou_dn: 0.326787 loss_class_aux_dn: 1.633112 loss_bbox_aux_dn: 0.806007 loss_giou_aux_dn: 1.797000 loss: 13.243443 eta: 3 days, 12:09:08 batch_cost: 0.6541 data_cost: 0.0020 ips: 6.1151 images/s [04/13 05:15:46] ppdet.engine INFO: Epoch: [56] [3800/7329] learning_rate: 0.000100 loss_class: 0.556681 loss_bbox: 0.136840 loss_giou: 0.361915 loss_class_aux: 3.456474 loss_bbox_aux: 0.950045 loss_giou_aux: 2.186995 loss_class_dn: 0.304144 loss_bbox_dn: 0.142910 loss_giou_dn: 0.334440 loss_class_aux_dn: 1.623757 loss_bbox_aux_dn: 0.845264 loss_giou_aux_dn: 1.839899 loss: 13.826752 eta: 3 days, 12:08:02 batch_cost: 0.6418 data_cost: 0.0019 ips: 6.2325 images/s [04/13 05:16:57] ppdet.engine INFO: Epoch: [56] [3900/7329] learning_rate: 0.000100 loss_class: 0.573329 loss_bbox: 0.130999 loss_giou: 0.353138 loss_class_aux: 3.535341 loss_bbox_aux: 0.862570 loss_giou_aux: 2.261917 loss_class_dn: 0.329482 loss_bbox_dn: 0.144375 loss_giou_dn: 0.351168 loss_class_aux_dn: 1.748939 loss_bbox_aux_dn: 0.872190 loss_giou_aux_dn: 1.943311 loss: 13.298428 eta: 3 days, 12:06:57 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1686 images/s [04/13 05:18:07] ppdet.engine INFO: Epoch: [56] [4000/7329] learning_rate: 0.000100 loss_class: 0.581070 loss_bbox: 0.129046 loss_giou: 0.456624 loss_class_aux: 3.569958 loss_bbox_aux: 0.849208 loss_giou_aux: 2.859347 loss_class_dn: 0.355529 loss_bbox_dn: 0.113775 loss_giou_dn: 0.419323 loss_class_aux_dn: 1.901108 loss_bbox_aux_dn: 0.687604 loss_giou_aux_dn: 2.309556 loss: 14.740296 eta: 3 days, 12:05:52 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1572 images/s [04/13 05:19:18] ppdet.engine INFO: Epoch: [56] [4100/7329] learning_rate: 0.000100 loss_class: 0.570250 loss_bbox: 0.127367 loss_giou: 0.344814 loss_class_aux: 3.615823 loss_bbox_aux: 0.821013 loss_giou_aux: 2.191529 loss_class_dn: 0.318739 loss_bbox_dn: 0.137699 loss_giou_dn: 0.325889 loss_class_aux_dn: 1.701642 loss_bbox_aux_dn: 0.791897 loss_giou_aux_dn: 1.828887 loss: 12.666766 eta: 3 days, 12:04:47 batch_cost: 0.6543 data_cost: 0.0019 ips: 6.1132 images/s [04/13 05:20:30] ppdet.engine INFO: Epoch: [56] [4200/7329] learning_rate: 0.000100 loss_class: 0.600737 loss_bbox: 0.145545 loss_giou: 0.393998 loss_class_aux: 3.768218 loss_bbox_aux: 0.946140 loss_giou_aux: 2.460421 loss_class_dn: 0.328397 loss_bbox_dn: 0.147287 loss_giou_dn: 0.350996 loss_class_aux_dn: 1.827452 loss_bbox_aux_dn: 0.910773 loss_giou_aux_dn: 1.940667 loss: 14.337166 eta: 3 days, 12:03:42 batch_cost: 0.6553 data_cost: 0.0019 ips: 6.1037 images/s [04/13 05:21:41] ppdet.engine INFO: Epoch: [56] [4300/7329] learning_rate: 0.000100 loss_class: 0.581516 loss_bbox: 0.121120 loss_giou: 0.371224 loss_class_aux: 3.599193 loss_bbox_aux: 0.794990 loss_giou_aux: 2.359679 loss_class_dn: 0.323227 loss_bbox_dn: 0.122174 loss_giou_dn: 0.332712 loss_class_aux_dn: 1.766416 loss_bbox_aux_dn: 0.732051 loss_giou_aux_dn: 1.842782 loss: 14.426470 eta: 3 days, 12:02:38 batch_cost: 0.6599 data_cost: 0.0020 ips: 6.0616 images/s [04/13 05:22:53] ppdet.engine INFO: Epoch: [56] [4400/7329] learning_rate: 0.000100 loss_class: 0.538222 loss_bbox: 0.121837 loss_giou: 0.329625 loss_class_aux: 3.550648 loss_bbox_aux: 0.789761 loss_giou_aux: 2.090130 loss_class_dn: 0.299568 loss_bbox_dn: 0.126122 loss_giou_dn: 0.320313 loss_class_aux_dn: 1.613088 loss_bbox_aux_dn: 0.757115 loss_giou_aux_dn: 1.844390 loss: 12.437649 eta: 3 days, 12:01:34 batch_cost: 0.6546 data_cost: 0.0020 ips: 6.1104 images/s [04/13 05:24:03] ppdet.engine INFO: Epoch: [56] [4500/7329] learning_rate: 0.000100 loss_class: 0.597935 loss_bbox: 0.124247 loss_giou: 0.372577 loss_class_aux: 3.813770 loss_bbox_aux: 0.825061 loss_giou_aux: 2.331231 loss_class_dn: 0.308364 loss_bbox_dn: 0.131602 loss_giou_dn: 0.345746 loss_class_aux_dn: 1.649730 loss_bbox_aux_dn: 0.771071 loss_giou_aux_dn: 1.918243 loss: 13.569714 eta: 3 days, 12:00:28 batch_cost: 0.6501 data_cost: 0.0020 ips: 6.1531 images/s [04/13 05:25:14] ppdet.engine INFO: Epoch: [56] [4600/7329] learning_rate: 0.000100 loss_class: 0.534570 loss_bbox: 0.137053 loss_giou: 0.398403 loss_class_aux: 3.426447 loss_bbox_aux: 0.912146 loss_giou_aux: 2.466112 loss_class_dn: 0.334652 loss_bbox_dn: 0.140994 loss_giou_dn: 0.370001 loss_class_aux_dn: 1.794109 loss_bbox_aux_dn: 0.848020 loss_giou_aux_dn: 2.059172 loss: 14.187050 eta: 3 days, 11:59:24 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0956 images/s [04/13 05:26:24] ppdet.engine INFO: Epoch: [56] [4700/7329] learning_rate: 0.000100 loss_class: 0.606520 loss_bbox: 0.137082 loss_giou: 0.377098 loss_class_aux: 3.944972 loss_bbox_aux: 0.920095 loss_giou_aux: 2.460603 loss_class_dn: 0.355662 loss_bbox_dn: 0.143477 loss_giou_dn: 0.369182 loss_class_aux_dn: 1.929120 loss_bbox_aux_dn: 0.861154 loss_giou_aux_dn: 2.070948 loss: 14.598284 eta: 3 days, 11:58:18 batch_cost: 0.6444 data_cost: 0.0022 ips: 6.2076 images/s [04/13 05:27:35] ppdet.engine INFO: Epoch: [56] [4800/7329] learning_rate: 0.000100 loss_class: 0.530033 loss_bbox: 0.119406 loss_giou: 0.316974 loss_class_aux: 3.365406 loss_bbox_aux: 0.787536 loss_giou_aux: 1.972336 loss_class_dn: 0.286237 loss_bbox_dn: 0.122278 loss_giou_dn: 0.295839 loss_class_aux_dn: 1.562517 loss_bbox_aux_dn: 0.726938 loss_giou_aux_dn: 1.684368 loss: 12.241215 eta: 3 days, 11:57:13 batch_cost: 0.6477 data_cost: 0.0019 ips: 6.1756 images/s [04/13 05:28:46] ppdet.engine INFO: Epoch: [56] [4900/7329] learning_rate: 0.000100 loss_class: 0.616133 loss_bbox: 0.138453 loss_giou: 0.403483 loss_class_aux: 3.805069 loss_bbox_aux: 0.899185 loss_giou_aux: 2.509925 loss_class_dn: 0.343598 loss_bbox_dn: 0.136950 loss_giou_dn: 0.377199 loss_class_aux_dn: 1.903948 loss_bbox_aux_dn: 0.782800 loss_giou_aux_dn: 2.135557 loss: 14.723311 eta: 3 days, 11:56:07 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1503 images/s [04/13 05:29:57] ppdet.engine INFO: Epoch: [56] [5000/7329] learning_rate: 0.000100 loss_class: 0.570828 loss_bbox: 0.122705 loss_giou: 0.382024 loss_class_aux: 3.623607 loss_bbox_aux: 0.837924 loss_giou_aux: 2.307629 loss_class_dn: 0.307633 loss_bbox_dn: 0.119432 loss_giou_dn: 0.341471 loss_class_aux_dn: 1.640407 loss_bbox_aux_dn: 0.738295 loss_giou_aux_dn: 1.900486 loss: 13.503622 eta: 3 days, 11:55:03 batch_cost: 0.6570 data_cost: 0.0019 ips: 6.0881 images/s [04/13 05:31:07] ppdet.engine INFO: Epoch: [56] [5100/7329] learning_rate: 0.000100 loss_class: 0.591102 loss_bbox: 0.126053 loss_giou: 0.346944 loss_class_aux: 3.666852 loss_bbox_aux: 0.891663 loss_giou_aux: 2.171129 loss_class_dn: 0.318041 loss_bbox_dn: 0.135215 loss_giou_dn: 0.339536 loss_class_aux_dn: 1.744493 loss_bbox_aux_dn: 0.824913 loss_giou_aux_dn: 1.889723 loss: 13.570409 eta: 3 days, 11:53:57 batch_cost: 0.6459 data_cost: 0.0020 ips: 6.1931 images/s [04/13 05:32:17] ppdet.engine INFO: Epoch: [56] [5200/7329] learning_rate: 0.000100 loss_class: 0.550559 loss_bbox: 0.112518 loss_giou: 0.364000 loss_class_aux: 3.264892 loss_bbox_aux: 0.730485 loss_giou_aux: 2.407241 loss_class_dn: 0.305573 loss_bbox_dn: 0.107916 loss_giou_dn: 0.334863 loss_class_aux_dn: 1.642437 loss_bbox_aux_dn: 0.669598 loss_giou_aux_dn: 1.847635 loss: 12.464594 eta: 3 days, 11:52:52 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1792 images/s [04/13 05:33:28] ppdet.engine INFO: Epoch: [56] [5300/7329] learning_rate: 0.000100 loss_class: 0.567269 loss_bbox: 0.117253 loss_giou: 0.398308 loss_class_aux: 3.500102 loss_bbox_aux: 0.803761 loss_giou_aux: 2.589418 loss_class_dn: 0.330537 loss_bbox_dn: 0.114833 loss_giou_dn: 0.374468 loss_class_aux_dn: 1.777741 loss_bbox_aux_dn: 0.701911 loss_giou_aux_dn: 2.085571 loss: 13.704058 eta: 3 days, 11:51:46 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1640 images/s [04/13 05:34:39] ppdet.engine INFO: Epoch: [56] [5400/7329] learning_rate: 0.000100 loss_class: 0.539278 loss_bbox: 0.118874 loss_giou: 0.351939 loss_class_aux: 3.478957 loss_bbox_aux: 0.791632 loss_giou_aux: 2.209786 loss_class_dn: 0.313129 loss_bbox_dn: 0.117753 loss_giou_dn: 0.335657 loss_class_aux_dn: 1.694072 loss_bbox_aux_dn: 0.732489 loss_giou_aux_dn: 1.886645 loss: 12.548862 eta: 3 days, 11:50:42 batch_cost: 0.6535 data_cost: 0.0020 ips: 6.1208 images/s [04/13 05:35:49] ppdet.engine INFO: Epoch: [56] [5500/7329] learning_rate: 0.000100 loss_class: 0.538961 loss_bbox: 0.133166 loss_giou: 0.362185 loss_class_aux: 3.510704 loss_bbox_aux: 0.878492 loss_giou_aux: 2.318491 loss_class_dn: 0.329380 loss_bbox_dn: 0.142324 loss_giou_dn: 0.354784 loss_class_aux_dn: 1.739412 loss_bbox_aux_dn: 0.857164 loss_giou_aux_dn: 1.907627 loss: 13.648099 eta: 3 days, 11:49:36 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1685 images/s [04/13 05:37:00] ppdet.engine INFO: Epoch: [56] [5600/7329] learning_rate: 0.000100 loss_class: 0.519867 loss_bbox: 0.128529 loss_giou: 0.374768 loss_class_aux: 3.338489 loss_bbox_aux: 0.805451 loss_giou_aux: 2.357299 loss_class_dn: 0.322131 loss_bbox_dn: 0.138059 loss_giou_dn: 0.348385 loss_class_aux_dn: 1.704717 loss_bbox_aux_dn: 0.820984 loss_giou_aux_dn: 1.964257 loss: 13.171288 eta: 3 days, 11:48:32 batch_cost: 0.6553 data_cost: 0.0023 ips: 6.1037 images/s [04/13 05:38:11] ppdet.engine INFO: Epoch: [56] [5700/7329] learning_rate: 0.000100 loss_class: 0.568533 loss_bbox: 0.129744 loss_giou: 0.395025 loss_class_aux: 3.592037 loss_bbox_aux: 0.811273 loss_giou_aux: 2.419485 loss_class_dn: 0.323387 loss_bbox_dn: 0.131629 loss_giou_dn: 0.363445 loss_class_aux_dn: 1.713567 loss_bbox_aux_dn: 0.768774 loss_giou_aux_dn: 2.065327 loss: 14.428870 eta: 3 days, 11:47:27 batch_cost: 0.6513 data_cost: 0.0019 ips: 6.1420 images/s [04/13 05:39:22] ppdet.engine INFO: Epoch: [56] [5800/7329] learning_rate: 0.000100 loss_class: 0.595799 loss_bbox: 0.121026 loss_giou: 0.361000 loss_class_aux: 3.873600 loss_bbox_aux: 0.818176 loss_giou_aux: 2.242505 loss_class_dn: 0.329020 loss_bbox_dn: 0.142135 loss_giou_dn: 0.348156 loss_class_aux_dn: 1.797994 loss_bbox_aux_dn: 0.833370 loss_giou_aux_dn: 1.925505 loss: 13.477457 eta: 3 days, 11:46:22 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1175 images/s [04/13 05:40:33] ppdet.engine INFO: Epoch: [56] [5900/7329] learning_rate: 0.000100 loss_class: 0.562185 loss_bbox: 0.123395 loss_giou: 0.356813 loss_class_aux: 3.724370 loss_bbox_aux: 0.799780 loss_giou_aux: 2.219621 loss_class_dn: 0.336044 loss_bbox_dn: 0.135472 loss_giou_dn: 0.341748 loss_class_aux_dn: 1.801314 loss_bbox_aux_dn: 0.784070 loss_giou_aux_dn: 1.876403 loss: 13.773333 eta: 3 days, 11:45:17 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1444 images/s [04/13 05:41:43] ppdet.engine INFO: Epoch: [56] [6000/7329] learning_rate: 0.000100 loss_class: 0.592255 loss_bbox: 0.124203 loss_giou: 0.405671 loss_class_aux: 3.682498 loss_bbox_aux: 0.785585 loss_giou_aux: 2.607577 loss_class_dn: 0.326806 loss_bbox_dn: 0.137008 loss_giou_dn: 0.369531 loss_class_aux_dn: 1.789797 loss_bbox_aux_dn: 0.835179 loss_giou_aux_dn: 2.047869 loss: 13.758833 eta: 3 days, 11:44:11 batch_cost: 0.6487 data_cost: 0.0020 ips: 6.1665 images/s [04/13 05:42:54] ppdet.engine INFO: Epoch: [56] [6100/7329] learning_rate: 0.000100 loss_class: 0.584739 loss_bbox: 0.120441 loss_giou: 0.415890 loss_class_aux: 3.814634 loss_bbox_aux: 0.810155 loss_giou_aux: 2.564499 loss_class_dn: 0.338135 loss_bbox_dn: 0.125130 loss_giou_dn: 0.374903 loss_class_aux_dn: 1.817039 loss_bbox_aux_dn: 0.742032 loss_giou_aux_dn: 2.160523 loss: 13.899874 eta: 3 days, 11:43:06 batch_cost: 0.6501 data_cost: 0.0023 ips: 6.1529 images/s [04/13 05:44:05] ppdet.engine INFO: Epoch: [56] [6200/7329] learning_rate: 0.000100 loss_class: 0.577723 loss_bbox: 0.134813 loss_giou: 0.390874 loss_class_aux: 3.722128 loss_bbox_aux: 0.862012 loss_giou_aux: 2.475424 loss_class_dn: 0.343192 loss_bbox_dn: 0.134174 loss_giou_dn: 0.375882 loss_class_aux_dn: 1.795547 loss_bbox_aux_dn: 0.809032 loss_giou_aux_dn: 2.119705 loss: 14.659037 eta: 3 days, 11:42:01 batch_cost: 0.6520 data_cost: 0.0021 ips: 6.1348 images/s [04/13 05:45:14] ppdet.engine INFO: Epoch: [56] [6300/7329] learning_rate: 0.000100 loss_class: 0.580833 loss_bbox: 0.140274 loss_giou: 0.402914 loss_class_aux: 3.599669 loss_bbox_aux: 0.908561 loss_giou_aux: 2.569612 loss_class_dn: 0.348135 loss_bbox_dn: 0.150285 loss_giou_dn: 0.355481 loss_class_aux_dn: 1.917898 loss_bbox_aux_dn: 0.867789 loss_giou_aux_dn: 2.000738 loss: 14.546040 eta: 3 days, 11:40:55 batch_cost: 0.6414 data_cost: 0.0020 ips: 6.2360 images/s [04/13 05:46:25] ppdet.engine INFO: Epoch: [56] [6400/7329] learning_rate: 0.000100 loss_class: 0.606169 loss_bbox: 0.131844 loss_giou: 0.332706 loss_class_aux: 3.813480 loss_bbox_aux: 0.898515 loss_giou_aux: 2.075584 loss_class_dn: 0.336516 loss_bbox_dn: 0.139447 loss_giou_dn: 0.328959 loss_class_aux_dn: 1.836930 loss_bbox_aux_dn: 0.841890 loss_giou_aux_dn: 1.882773 loss: 14.087904 eta: 3 days, 11:39:50 batch_cost: 0.6519 data_cost: 0.0020 ips: 6.1363 images/s [04/13 05:47:36] ppdet.engine INFO: Epoch: [56] [6500/7329] learning_rate: 0.000100 loss_class: 0.600010 loss_bbox: 0.124006 loss_giou: 0.350083 loss_class_aux: 3.883026 loss_bbox_aux: 0.821031 loss_giou_aux: 2.251034 loss_class_dn: 0.324818 loss_bbox_dn: 0.135837 loss_giou_dn: 0.336865 loss_class_aux_dn: 1.821432 loss_bbox_aux_dn: 0.777073 loss_giou_aux_dn: 1.856484 loss: 14.458006 eta: 3 days, 11:38:45 batch_cost: 0.6547 data_cost: 0.0020 ips: 6.1098 images/s [04/13 05:48:48] ppdet.engine INFO: Epoch: [56] [6600/7329] learning_rate: 0.000100 loss_class: 0.558294 loss_bbox: 0.117052 loss_giou: 0.346505 loss_class_aux: 3.435283 loss_bbox_aux: 0.759636 loss_giou_aux: 2.214562 loss_class_dn: 0.284216 loss_bbox_dn: 0.140754 loss_giou_dn: 0.330229 loss_class_aux_dn: 1.544581 loss_bbox_aux_dn: 0.827109 loss_giou_aux_dn: 1.946447 loss: 12.613989 eta: 3 days, 11:37:41 batch_cost: 0.6556 data_cost: 0.0019 ips: 6.1010 images/s [04/13 05:49:59] ppdet.engine INFO: Epoch: [56] [6700/7329] learning_rate: 0.000100 loss_class: 0.557112 loss_bbox: 0.127593 loss_giou: 0.390195 loss_class_aux: 3.390630 loss_bbox_aux: 0.804281 loss_giou_aux: 2.400254 loss_class_dn: 0.319175 loss_bbox_dn: 0.124978 loss_giou_dn: 0.372485 loss_class_aux_dn: 1.701161 loss_bbox_aux_dn: 0.760844 loss_giou_aux_dn: 1.984269 loss: 13.190699 eta: 3 days, 11:36:36 batch_cost: 0.6527 data_cost: 0.0018 ips: 6.1281 images/s [04/13 05:51:08] ppdet.engine INFO: Epoch: [56] [6800/7329] learning_rate: 0.000100 loss_class: 0.592311 loss_bbox: 0.138686 loss_giou: 0.418035 loss_class_aux: 3.810406 loss_bbox_aux: 0.894200 loss_giou_aux: 2.564624 loss_class_dn: 0.341667 loss_bbox_dn: 0.141994 loss_giou_dn: 0.371088 loss_class_aux_dn: 1.839032 loss_bbox_aux_dn: 0.867293 loss_giou_aux_dn: 2.046508 loss: 13.863704 eta: 3 days, 11:35:29 batch_cost: 0.6398 data_cost: 0.0018 ips: 6.2515 images/s [04/13 05:52:20] ppdet.engine INFO: Epoch: [56] [6900/7329] learning_rate: 0.000100 loss_class: 0.553957 loss_bbox: 0.121911 loss_giou: 0.365535 loss_class_aux: 3.465801 loss_bbox_aux: 0.846542 loss_giou_aux: 2.305101 loss_class_dn: 0.307845 loss_bbox_dn: 0.135463 loss_giou_dn: 0.318895 loss_class_aux_dn: 1.648335 loss_bbox_aux_dn: 0.786903 loss_giou_aux_dn: 1.787660 loss: 13.008362 eta: 3 days, 11:34:25 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0800 images/s [04/13 05:53:31] ppdet.engine INFO: Epoch: [56] [7000/7329] learning_rate: 0.000100 loss_class: 0.518727 loss_bbox: 0.127048 loss_giou: 0.366292 loss_class_aux: 3.339277 loss_bbox_aux: 0.814610 loss_giou_aux: 2.180695 loss_class_dn: 0.314693 loss_bbox_dn: 0.122522 loss_giou_dn: 0.337191 loss_class_aux_dn: 1.692988 loss_bbox_aux_dn: 0.752096 loss_giou_aux_dn: 1.933304 loss: 12.617649 eta: 3 days, 11:33:21 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0904 images/s [04/13 05:54:42] ppdet.engine INFO: Epoch: [56] [7100/7329] learning_rate: 0.000100 loss_class: 0.563984 loss_bbox: 0.124929 loss_giou: 0.361110 loss_class_aux: 3.616106 loss_bbox_aux: 0.815440 loss_giou_aux: 2.270953 loss_class_dn: 0.304352 loss_bbox_dn: 0.136139 loss_giou_dn: 0.348724 loss_class_aux_dn: 1.635958 loss_bbox_aux_dn: 0.789569 loss_giou_aux_dn: 1.936049 loss: 13.207636 eta: 3 days, 11:32:16 batch_cost: 0.6538 data_cost: 0.0018 ips: 6.1183 images/s [04/13 05:55:51] ppdet.engine INFO: Epoch: [56] [7200/7329] learning_rate: 0.000100 loss_class: 0.586820 loss_bbox: 0.129663 loss_giou: 0.358524 loss_class_aux: 3.665178 loss_bbox_aux: 0.849079 loss_giou_aux: 2.264011 loss_class_dn: 0.320039 loss_bbox_dn: 0.143198 loss_giou_dn: 0.357783 loss_class_aux_dn: 1.729731 loss_bbox_aux_dn: 0.856109 loss_giou_aux_dn: 1.990175 loss: 13.494909 eta: 3 days, 11:31:10 batch_cost: 0.6401 data_cost: 0.0018 ips: 6.2491 images/s [04/13 05:57:02] ppdet.engine INFO: Epoch: [56] [7300/7329] learning_rate: 0.000100 loss_class: 0.544498 loss_bbox: 0.114676 loss_giou: 0.324063 loss_class_aux: 3.454533 loss_bbox_aux: 0.778901 loss_giou_aux: 2.057245 loss_class_dn: 0.303983 loss_bbox_dn: 0.122887 loss_giou_dn: 0.311436 loss_class_aux_dn: 1.655826 loss_bbox_aux_dn: 0.755675 loss_giou_aux_dn: 1.764210 loss: 13.200615 eta: 3 days, 11:30:05 batch_cost: 0.6528 data_cost: 0.0020 ips: 6.1278 images/s [04/13 05:57:26] ppdet.engine INFO: Eval iter: 0 [04/13 05:57:54] ppdet.engine INFO: Eval iter: 100 [04/13 05:58:21] ppdet.engine INFO: Eval iter: 200 [04/13 05:58:49] ppdet.engine INFO: Eval iter: 300 [04/13 05:59:16] ppdet.engine INFO: Eval iter: 400 [04/13 05:59:44] ppdet.engine INFO: Eval iter: 500 [04/13 06:00:12] ppdet.engine INFO: Eval iter: 600 [04/13 06:00:52] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 06:00:53] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.17s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.61s). Accumulating evaluation results... DONE (t=29.14s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/13 06:03:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.003380955807273 [04/13 06:03:44] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 06:03:46] ppdet.engine INFO: Epoch: [57] [ 0/7329] learning_rate: 0.000100 loss_class: 0.537041 loss_bbox: 0.115743 loss_giou: 0.310472 loss_class_aux: 3.404127 loss_bbox_aux: 0.775300 loss_giou_aux: 1.998778 loss_class_dn: 0.297517 loss_bbox_dn: 0.127560 loss_giou_dn: 0.300567 loss_class_aux_dn: 1.612818 loss_bbox_aux_dn: 0.782242 loss_giou_aux_dn: 1.684423 loss: 13.002790 eta: 3 days, 11:29:46 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0905 images/s [04/13 06:04:56] ppdet.engine INFO: Epoch: [57] [ 100/7329] learning_rate: 0.000100 loss_class: 0.590987 loss_bbox: 0.134344 loss_giou: 0.374867 loss_class_aux: 3.787803 loss_bbox_aux: 0.854758 loss_giou_aux: 2.189706 loss_class_dn: 0.341322 loss_bbox_dn: 0.129483 loss_giou_dn: 0.346852 loss_class_aux_dn: 1.827843 loss_bbox_aux_dn: 0.778802 loss_giou_aux_dn: 1.967693 loss: 14.270819 eta: 3 days, 11:28:41 batch_cost: 0.6508 data_cost: 0.0016 ips: 6.1461 images/s [04/13 06:06:07] ppdet.engine INFO: Epoch: [57] [ 200/7329] learning_rate: 0.000100 loss_class: 0.597323 loss_bbox: 0.126409 loss_giou: 0.396523 loss_class_aux: 3.744262 loss_bbox_aux: 0.799898 loss_giou_aux: 2.539068 loss_class_dn: 0.351540 loss_bbox_dn: 0.132707 loss_giou_dn: 0.365606 loss_class_aux_dn: 1.913567 loss_bbox_aux_dn: 0.775720 loss_giou_aux_dn: 2.010898 loss: 14.730165 eta: 3 days, 11:27:36 batch_cost: 0.6544 data_cost: 0.0020 ips: 6.1129 images/s [04/13 06:07:17] ppdet.engine INFO: Epoch: [57] [ 300/7329] learning_rate: 0.000100 loss_class: 0.497993 loss_bbox: 0.122980 loss_giou: 0.337176 loss_class_aux: 3.360214 loss_bbox_aux: 0.797850 loss_giou_aux: 2.032633 loss_class_dn: 0.300291 loss_bbox_dn: 0.120041 loss_giou_dn: 0.309869 loss_class_aux_dn: 1.655334 loss_bbox_aux_dn: 0.725742 loss_giou_aux_dn: 1.727886 loss: 12.209915 eta: 3 days, 11:26:30 batch_cost: 0.6436 data_cost: 0.0018 ips: 6.2149 images/s [04/13 06:08:28] ppdet.engine INFO: Epoch: [57] [ 400/7329] learning_rate: 0.000100 loss_class: 0.561960 loss_bbox: 0.129899 loss_giou: 0.384244 loss_class_aux: 3.586032 loss_bbox_aux: 0.844686 loss_giou_aux: 2.466945 loss_class_dn: 0.335080 loss_bbox_dn: 0.124605 loss_giou_dn: 0.338127 loss_class_aux_dn: 1.759225 loss_bbox_aux_dn: 0.780221 loss_giou_aux_dn: 1.897855 loss: 14.011569 eta: 3 days, 11:25:25 batch_cost: 0.6527 data_cost: 0.0018 ips: 6.1280 images/s [04/13 06:09:39] ppdet.engine INFO: Epoch: [57] [ 500/7329] learning_rate: 0.000100 loss_class: 0.534754 loss_bbox: 0.113673 loss_giou: 0.411890 loss_class_aux: 3.388163 loss_bbox_aux: 0.731199 loss_giou_aux: 2.592764 loss_class_dn: 0.320578 loss_bbox_dn: 0.114626 loss_giou_dn: 0.354055 loss_class_aux_dn: 1.692169 loss_bbox_aux_dn: 0.717070 loss_giou_aux_dn: 1.967833 loss: 13.507595 eta: 3 days, 11:24:20 batch_cost: 0.6480 data_cost: 0.0022 ips: 6.1726 images/s [04/13 06:10:49] ppdet.engine INFO: Epoch: [57] [ 600/7329] learning_rate: 0.000100 loss_class: 0.521829 loss_bbox: 0.117119 loss_giou: 0.369502 loss_class_aux: 3.380926 loss_bbox_aux: 0.794648 loss_giou_aux: 2.338543 loss_class_dn: 0.324668 loss_bbox_dn: 0.123700 loss_giou_dn: 0.343500 loss_class_aux_dn: 1.750484 loss_bbox_aux_dn: 0.735481 loss_giou_aux_dn: 1.930185 loss: 13.549763 eta: 3 days, 11:23:14 batch_cost: 0.6465 data_cost: 0.0023 ips: 6.1873 images/s [04/13 06:12:00] ppdet.engine INFO: Epoch: [57] [ 700/7329] learning_rate: 0.000100 loss_class: 0.499846 loss_bbox: 0.113424 loss_giou: 0.337875 loss_class_aux: 3.174048 loss_bbox_aux: 0.727998 loss_giou_aux: 2.124912 loss_class_dn: 0.287067 loss_bbox_dn: 0.123168 loss_giou_dn: 0.306262 loss_class_aux_dn: 1.510593 loss_bbox_aux_dn: 0.706893 loss_giou_aux_dn: 1.712515 loss: 12.063883 eta: 3 days, 11:22:09 batch_cost: 0.6498 data_cost: 0.0020 ips: 6.1558 images/s [04/13 06:13:11] ppdet.engine INFO: Epoch: [57] [ 800/7329] learning_rate: 0.000100 loss_class: 0.472577 loss_bbox: 0.113364 loss_giou: 0.317902 loss_class_aux: 3.087755 loss_bbox_aux: 0.784143 loss_giou_aux: 2.003333 loss_class_dn: 0.291799 loss_bbox_dn: 0.122775 loss_giou_dn: 0.303125 loss_class_aux_dn: 1.578692 loss_bbox_aux_dn: 0.750838 loss_giou_aux_dn: 1.713818 loss: 12.504101 eta: 3 days, 11:21:05 batch_cost: 0.6587 data_cost: 0.0022 ips: 6.0727 images/s [04/13 06:14:22] ppdet.engine INFO: Epoch: [57] [ 900/7329] learning_rate: 0.000100 loss_class: 0.550751 loss_bbox: 0.114426 loss_giou: 0.355056 loss_class_aux: 3.600281 loss_bbox_aux: 0.757076 loss_giou_aux: 2.229595 loss_class_dn: 0.312863 loss_bbox_dn: 0.121081 loss_giou_dn: 0.333174 loss_class_aux_dn: 1.672767 loss_bbox_aux_dn: 0.749983 loss_giou_aux_dn: 1.807949 loss: 12.585185 eta: 3 days, 11:20:00 batch_cost: 0.6525 data_cost: 0.0021 ips: 6.1307 images/s [04/13 06:15:32] ppdet.engine INFO: Epoch: [57] [1000/7329] learning_rate: 0.000100 loss_class: 0.487960 loss_bbox: 0.109073 loss_giou: 0.290380 loss_class_aux: 3.011550 loss_bbox_aux: 0.677422 loss_giou_aux: 1.853417 loss_class_dn: 0.271114 loss_bbox_dn: 0.114099 loss_giou_dn: 0.286228 loss_class_aux_dn: 1.477675 loss_bbox_aux_dn: 0.651941 loss_giou_aux_dn: 1.558431 loss: 11.362555 eta: 3 days, 11:18:54 batch_cost: 0.6462 data_cost: 0.0021 ips: 6.1903 images/s [04/13 06:16:43] ppdet.engine INFO: Epoch: [57] [1100/7329] learning_rate: 0.000100 loss_class: 0.591149 loss_bbox: 0.135148 loss_giou: 0.378146 loss_class_aux: 3.697956 loss_bbox_aux: 0.948744 loss_giou_aux: 2.401938 loss_class_dn: 0.324503 loss_bbox_dn: 0.138235 loss_giou_dn: 0.380899 loss_class_aux_dn: 1.753183 loss_bbox_aux_dn: 0.845755 loss_giou_aux_dn: 2.167536 loss: 14.167902 eta: 3 days, 11:17:48 batch_cost: 0.6450 data_cost: 0.0021 ips: 6.2014 images/s [04/13 06:17:54] ppdet.engine INFO: Epoch: [57] [1200/7329] learning_rate: 0.000100 loss_class: 0.516982 loss_bbox: 0.121939 loss_giou: 0.307344 loss_class_aux: 3.266236 loss_bbox_aux: 0.779710 loss_giou_aux: 1.987070 loss_class_dn: 0.294077 loss_bbox_dn: 0.127683 loss_giou_dn: 0.315054 loss_class_aux_dn: 1.609699 loss_bbox_aux_dn: 0.793267 loss_giou_aux_dn: 1.759429 loss: 12.200871 eta: 3 days, 11:16:44 batch_cost: 0.6617 data_cost: 0.0022 ips: 6.0450 images/s [04/13 06:19:04] ppdet.engine INFO: Epoch: [57] [1300/7329] learning_rate: 0.000100 loss_class: 0.527739 loss_bbox: 0.137328 loss_giou: 0.331242 loss_class_aux: 3.302749 loss_bbox_aux: 0.890219 loss_giou_aux: 2.089723 loss_class_dn: 0.296967 loss_bbox_dn: 0.139429 loss_giou_dn: 0.318432 loss_class_aux_dn: 1.597234 loss_bbox_aux_dn: 0.835715 loss_giou_aux_dn: 1.778327 loss: 13.249189 eta: 3 days, 11:15:38 batch_cost: 0.6412 data_cost: 0.0020 ips: 6.2384 images/s [04/13 06:20:15] ppdet.engine INFO: Epoch: [57] [1400/7329] learning_rate: 0.000100 loss_class: 0.528227 loss_bbox: 0.114286 loss_giou: 0.342225 loss_class_aux: 3.398458 loss_bbox_aux: 0.768845 loss_giou_aux: 2.217987 loss_class_dn: 0.304617 loss_bbox_dn: 0.125576 loss_giou_dn: 0.305160 loss_class_aux_dn: 1.666504 loss_bbox_aux_dn: 0.777693 loss_giou_aux_dn: 1.711480 loss: 12.221726 eta: 3 days, 11:14:33 batch_cost: 0.6508 data_cost: 0.0020 ips: 6.1458 images/s [04/13 06:21:26] ppdet.engine INFO: Epoch: [57] [1500/7329] learning_rate: 0.000100 loss_class: 0.526065 loss_bbox: 0.110321 loss_giou: 0.350719 loss_class_aux: 3.455281 loss_bbox_aux: 0.725286 loss_giou_aux: 2.248653 loss_class_dn: 0.302552 loss_bbox_dn: 0.116972 loss_giou_dn: 0.321189 loss_class_aux_dn: 1.642842 loss_bbox_aux_dn: 0.743387 loss_giou_aux_dn: 1.796536 loss: 12.880514 eta: 3 days, 11:13:29 batch_cost: 0.6585 data_cost: 0.0023 ips: 6.0747 images/s [04/13 06:22:37] ppdet.engine INFO: Epoch: [57] [1600/7329] learning_rate: 0.000100 loss_class: 0.532788 loss_bbox: 0.134872 loss_giou: 0.357068 loss_class_aux: 3.429235 loss_bbox_aux: 0.874417 loss_giou_aux: 2.204143 loss_class_dn: 0.300871 loss_bbox_dn: 0.130674 loss_giou_dn: 0.333484 loss_class_aux_dn: 1.610256 loss_bbox_aux_dn: 0.786244 loss_giou_aux_dn: 1.897674 loss: 12.445695 eta: 3 days, 11:12:24 batch_cost: 0.6535 data_cost: 0.0022 ips: 6.1213 images/s [04/13 06:23:48] ppdet.engine INFO: Epoch: [57] [1700/7329] learning_rate: 0.000100 loss_class: 0.500874 loss_bbox: 0.125791 loss_giou: 0.343260 loss_class_aux: 3.268878 loss_bbox_aux: 0.826665 loss_giou_aux: 2.166167 loss_class_dn: 0.290156 loss_bbox_dn: 0.138652 loss_giou_dn: 0.293573 loss_class_aux_dn: 1.548268 loss_bbox_aux_dn: 0.815693 loss_giou_aux_dn: 1.623452 loss: 12.094538 eta: 3 days, 11:11:19 batch_cost: 0.6524 data_cost: 0.0020 ips: 6.1311 images/s [04/13 06:25:00] ppdet.engine INFO: Epoch: [57] [1800/7329] learning_rate: 0.000100 loss_class: 0.554253 loss_bbox: 0.129764 loss_giou: 0.379514 loss_class_aux: 3.584540 loss_bbox_aux: 0.852226 loss_giou_aux: 2.395482 loss_class_dn: 0.313611 loss_bbox_dn: 0.123505 loss_giou_dn: 0.347931 loss_class_aux_dn: 1.707156 loss_bbox_aux_dn: 0.720615 loss_giou_aux_dn: 1.915230 loss: 13.325591 eta: 3 days, 11:10:15 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0840 images/s [04/13 06:26:10] ppdet.engine INFO: Epoch: [57] [1900/7329] learning_rate: 0.000100 loss_class: 0.547940 loss_bbox: 0.131888 loss_giou: 0.363557 loss_class_aux: 3.562958 loss_bbox_aux: 0.847676 loss_giou_aux: 2.268587 loss_class_dn: 0.309473 loss_bbox_dn: 0.146366 loss_giou_dn: 0.326602 loss_class_aux_dn: 1.674507 loss_bbox_aux_dn: 0.870610 loss_giou_aux_dn: 1.822096 loss: 13.355726 eta: 3 days, 11:09:09 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1572 images/s [04/13 06:27:20] ppdet.engine INFO: Epoch: [57] [2000/7329] learning_rate: 0.000100 loss_class: 0.541765 loss_bbox: 0.133187 loss_giou: 0.343530 loss_class_aux: 3.496058 loss_bbox_aux: 0.877285 loss_giou_aux: 2.211547 loss_class_dn: 0.304520 loss_bbox_dn: 0.128975 loss_giou_dn: 0.315745 loss_class_aux_dn: 1.640271 loss_bbox_aux_dn: 0.801090 loss_giou_aux_dn: 1.760704 loss: 12.700019 eta: 3 days, 11:08:04 batch_cost: 0.6470 data_cost: 0.0021 ips: 6.1827 images/s [04/13 06:28:32] ppdet.engine INFO: Epoch: [57] [2100/7329] learning_rate: 0.000100 loss_class: 0.576510 loss_bbox: 0.123295 loss_giou: 0.412632 loss_class_aux: 3.540127 loss_bbox_aux: 0.794563 loss_giou_aux: 2.607813 loss_class_dn: 0.320185 loss_bbox_dn: 0.121855 loss_giou_dn: 0.369503 loss_class_aux_dn: 1.740813 loss_bbox_aux_dn: 0.724785 loss_giou_aux_dn: 2.071118 loss: 14.651308 eta: 3 days, 11:07:00 batch_cost: 0.6589 data_cost: 0.0024 ips: 6.0703 images/s [04/13 06:29:43] ppdet.engine INFO: Epoch: [57] [2200/7329] learning_rate: 0.000100 loss_class: 0.457679 loss_bbox: 0.121044 loss_giou: 0.317979 loss_class_aux: 2.914146 loss_bbox_aux: 0.823136 loss_giou_aux: 2.027948 loss_class_dn: 0.265258 loss_bbox_dn: 0.128562 loss_giou_dn: 0.271610 loss_class_aux_dn: 1.435435 loss_bbox_aux_dn: 0.756150 loss_giou_aux_dn: 1.593299 loss: 11.287132 eta: 3 days, 11:05:55 batch_cost: 0.6552 data_cost: 0.0021 ips: 6.1053 images/s [04/13 06:30:55] ppdet.engine INFO: Epoch: [57] [2300/7329] learning_rate: 0.000100 loss_class: 0.517848 loss_bbox: 0.123802 loss_giou: 0.325823 loss_class_aux: 3.413043 loss_bbox_aux: 0.827625 loss_giou_aux: 2.020171 loss_class_dn: 0.301209 loss_bbox_dn: 0.120807 loss_giou_dn: 0.300376 loss_class_aux_dn: 1.650521 loss_bbox_aux_dn: 0.709221 loss_giou_aux_dn: 1.688648 loss: 12.782017 eta: 3 days, 11:04:51 batch_cost: 0.6587 data_cost: 0.0020 ips: 6.0730 images/s [04/13 06:32:06] ppdet.engine INFO: Epoch: [57] [2400/7329] learning_rate: 0.000100 loss_class: 0.515956 loss_bbox: 0.140155 loss_giou: 0.321650 loss_class_aux: 3.373049 loss_bbox_aux: 0.902982 loss_giou_aux: 2.054765 loss_class_dn: 0.287972 loss_bbox_dn: 0.142016 loss_giou_dn: 0.297144 loss_class_aux_dn: 1.565470 loss_bbox_aux_dn: 0.865092 loss_giou_aux_dn: 1.673962 loss: 12.396893 eta: 3 days, 11:03:46 batch_cost: 0.6565 data_cost: 0.0020 ips: 6.0925 images/s [04/13 06:33:18] ppdet.engine INFO: Epoch: [57] [2500/7329] learning_rate: 0.000100 loss_class: 0.524686 loss_bbox: 0.127553 loss_giou: 0.373224 loss_class_aux: 3.369068 loss_bbox_aux: 0.831991 loss_giou_aux: 2.407314 loss_class_dn: 0.319539 loss_bbox_dn: 0.129901 loss_giou_dn: 0.335936 loss_class_aux_dn: 1.689856 loss_bbox_aux_dn: 0.815524 loss_giou_aux_dn: 1.884213 loss: 12.929401 eta: 3 days, 11:02:42 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0720 images/s [04/13 06:34:30] ppdet.engine INFO: Epoch: [57] [2600/7329] learning_rate: 0.000100 loss_class: 0.563507 loss_bbox: 0.144085 loss_giou: 0.406173 loss_class_aux: 3.757082 loss_bbox_aux: 0.920643 loss_giou_aux: 2.578485 loss_class_dn: 0.331072 loss_bbox_dn: 0.133398 loss_giou_dn: 0.361038 loss_class_aux_dn: 1.771527 loss_bbox_aux_dn: 0.799093 loss_giou_aux_dn: 2.037474 loss: 14.159095 eta: 3 days, 11:01:37 batch_cost: 0.6553 data_cost: 0.0020 ips: 6.1040 images/s [04/13 06:35:43] ppdet.engine INFO: Epoch: [57] [2700/7329] learning_rate: 0.000100 loss_class: 0.591484 loss_bbox: 0.130849 loss_giou: 0.396529 loss_class_aux: 3.860037 loss_bbox_aux: 0.837010 loss_giou_aux: 2.482834 loss_class_dn: 0.341351 loss_bbox_dn: 0.142156 loss_giou_dn: 0.369712 loss_class_aux_dn: 1.841060 loss_bbox_aux_dn: 0.868179 loss_giou_aux_dn: 2.047209 loss: 14.470058 eta: 3 days, 11:00:34 batch_cost: 0.6675 data_cost: 0.0021 ips: 5.9921 images/s [04/13 06:36:53] ppdet.engine INFO: Epoch: [57] [2800/7329] learning_rate: 0.000100 loss_class: 0.578245 loss_bbox: 0.131589 loss_giou: 0.395366 loss_class_aux: 3.648312 loss_bbox_aux: 0.844478 loss_giou_aux: 2.494432 loss_class_dn: 0.324687 loss_bbox_dn: 0.130215 loss_giou_dn: 0.350077 loss_class_aux_dn: 1.755819 loss_bbox_aux_dn: 0.772428 loss_giou_aux_dn: 1.945565 loss: 13.582189 eta: 3 days, 10:59:29 batch_cost: 0.6486 data_cost: 0.0023 ips: 6.1669 images/s [04/13 06:38:03] ppdet.engine INFO: Epoch: [57] [2900/7329] learning_rate: 0.000100 loss_class: 0.616722 loss_bbox: 0.152475 loss_giou: 0.433111 loss_class_aux: 3.853423 loss_bbox_aux: 1.000100 loss_giou_aux: 2.715981 loss_class_dn: 0.359246 loss_bbox_dn: 0.148490 loss_giou_dn: 0.414616 loss_class_aux_dn: 1.884662 loss_bbox_aux_dn: 0.858163 loss_giou_aux_dn: 2.298897 loss: 15.151485 eta: 3 days, 10:58:22 batch_cost: 0.6387 data_cost: 0.0021 ips: 6.2627 images/s [04/13 06:39:14] ppdet.engine INFO: Epoch: [57] [3000/7329] learning_rate: 0.000100 loss_class: 0.588384 loss_bbox: 0.139797 loss_giou: 0.356115 loss_class_aux: 3.866437 loss_bbox_aux: 0.892580 loss_giou_aux: 2.255504 loss_class_dn: 0.312771 loss_bbox_dn: 0.146083 loss_giou_dn: 0.333402 loss_class_aux_dn: 1.728009 loss_bbox_aux_dn: 0.875758 loss_giou_aux_dn: 1.835261 loss: 14.032222 eta: 3 days, 10:57:17 batch_cost: 0.6537 data_cost: 0.0021 ips: 6.1193 images/s [04/13 06:40:26] ppdet.engine INFO: Epoch: [57] [3100/7329] learning_rate: 0.000100 loss_class: 0.504310 loss_bbox: 0.114602 loss_giou: 0.344712 loss_class_aux: 3.257597 loss_bbox_aux: 0.722729 loss_giou_aux: 2.199872 loss_class_dn: 0.301214 loss_bbox_dn: 0.123065 loss_giou_dn: 0.324139 loss_class_aux_dn: 1.667626 loss_bbox_aux_dn: 0.758323 loss_giou_aux_dn: 1.872674 loss: 13.623638 eta: 3 days, 10:56:14 batch_cost: 0.6630 data_cost: 0.0020 ips: 6.0329 images/s [04/13 06:41:38] ppdet.engine INFO: Epoch: [57] [3200/7329] learning_rate: 0.000100 loss_class: 0.567391 loss_bbox: 0.120187 loss_giou: 0.334509 loss_class_aux: 3.608909 loss_bbox_aux: 0.741916 loss_giou_aux: 2.020213 loss_class_dn: 0.302109 loss_bbox_dn: 0.144705 loss_giou_dn: 0.336286 loss_class_aux_dn: 1.677771 loss_bbox_aux_dn: 0.878196 loss_giou_aux_dn: 1.928193 loss: 13.308986 eta: 3 days, 10:55:09 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0795 images/s [04/13 06:42:50] ppdet.engine INFO: Epoch: [57] [3300/7329] learning_rate: 0.000100 loss_class: 0.606604 loss_bbox: 0.128389 loss_giou: 0.379460 loss_class_aux: 3.917749 loss_bbox_aux: 0.867706 loss_giou_aux: 2.398015 loss_class_dn: 0.333444 loss_bbox_dn: 0.147106 loss_giou_dn: 0.362067 loss_class_aux_dn: 1.793503 loss_bbox_aux_dn: 0.868276 loss_giou_aux_dn: 1.983782 loss: 13.892260 eta: 3 days, 10:54:05 batch_cost: 0.6625 data_cost: 0.0022 ips: 6.0376 images/s [04/13 06:44:02] ppdet.engine INFO: Epoch: [57] [3400/7329] learning_rate: 0.000100 loss_class: 0.594724 loss_bbox: 0.131378 loss_giou: 0.418393 loss_class_aux: 3.804340 loss_bbox_aux: 0.851345 loss_giou_aux: 2.631289 loss_class_dn: 0.337461 loss_bbox_dn: 0.139057 loss_giou_dn: 0.374851 loss_class_aux_dn: 1.792004 loss_bbox_aux_dn: 0.820179 loss_giou_aux_dn: 2.098081 loss: 15.058355 eta: 3 days, 10:53:01 batch_cost: 0.6585 data_cost: 0.0020 ips: 6.0747 images/s [04/13 06:45:13] ppdet.engine INFO: Epoch: [57] [3500/7329] learning_rate: 0.000100 loss_class: 0.493101 loss_bbox: 0.107902 loss_giou: 0.274087 loss_class_aux: 3.192247 loss_bbox_aux: 0.704275 loss_giou_aux: 1.753404 loss_class_dn: 0.267669 loss_bbox_dn: 0.114937 loss_giou_dn: 0.276348 loss_class_aux_dn: 1.450797 loss_bbox_aux_dn: 0.683130 loss_giou_aux_dn: 1.603067 loss: 11.614732 eta: 3 days, 10:51:56 batch_cost: 0.6522 data_cost: 0.0022 ips: 6.1331 images/s [04/13 06:46:24] ppdet.engine INFO: Epoch: [57] [3600/7329] learning_rate: 0.000100 loss_class: 0.581649 loss_bbox: 0.126034 loss_giou: 0.401555 loss_class_aux: 3.674017 loss_bbox_aux: 0.819377 loss_giou_aux: 2.490346 loss_class_dn: 0.334579 loss_bbox_dn: 0.142325 loss_giou_dn: 0.357973 loss_class_aux_dn: 1.757818 loss_bbox_aux_dn: 0.850230 loss_giou_aux_dn: 1.992797 loss: 14.294016 eta: 3 days, 10:50:52 batch_cost: 0.6561 data_cost: 0.0021 ips: 6.0962 images/s [04/13 06:47:37] ppdet.engine INFO: Epoch: [57] [3700/7329] learning_rate: 0.000100 loss_class: 0.557218 loss_bbox: 0.123528 loss_giou: 0.386652 loss_class_aux: 3.546838 loss_bbox_aux: 0.818315 loss_giou_aux: 2.456743 loss_class_dn: 0.310762 loss_bbox_dn: 0.127434 loss_giou_dn: 0.351620 loss_class_aux_dn: 1.699306 loss_bbox_aux_dn: 0.770032 loss_giou_aux_dn: 1.962216 loss: 13.361860 eta: 3 days, 10:49:48 batch_cost: 0.6644 data_cost: 0.0019 ips: 6.0203 images/s [04/13 06:48:47] ppdet.engine INFO: Epoch: [57] [3800/7329] learning_rate: 0.000100 loss_class: 0.556032 loss_bbox: 0.125038 loss_giou: 0.361264 loss_class_aux: 3.508644 loss_bbox_aux: 0.834996 loss_giou_aux: 2.225958 loss_class_dn: 0.325962 loss_bbox_dn: 0.133187 loss_giou_dn: 0.333436 loss_class_aux_dn: 1.777938 loss_bbox_aux_dn: 0.796263 loss_giou_aux_dn: 1.847260 loss: 13.504610 eta: 3 days, 10:48:42 batch_cost: 0.6416 data_cost: 0.0019 ips: 6.2345 images/s [04/13 06:49:59] ppdet.engine INFO: Epoch: [57] [3900/7329] learning_rate: 0.000100 loss_class: 0.524211 loss_bbox: 0.125316 loss_giou: 0.357156 loss_class_aux: 3.410460 loss_bbox_aux: 0.824094 loss_giou_aux: 2.288873 loss_class_dn: 0.286160 loss_bbox_dn: 0.127703 loss_giou_dn: 0.311453 loss_class_aux_dn: 1.602301 loss_bbox_aux_dn: 0.766007 loss_giou_aux_dn: 1.778346 loss: 13.280689 eta: 3 days, 10:47:38 batch_cost: 0.6660 data_cost: 0.0020 ips: 6.0058 images/s [04/13 06:51:10] ppdet.engine INFO: Epoch: [57] [4000/7329] learning_rate: 0.000100 loss_class: 0.550979 loss_bbox: 0.135297 loss_giou: 0.399178 loss_class_aux: 3.596414 loss_bbox_aux: 0.924524 loss_giou_aux: 2.533188 loss_class_dn: 0.331462 loss_bbox_dn: 0.141635 loss_giou_dn: 0.361058 loss_class_aux_dn: 1.770007 loss_bbox_aux_dn: 0.836956 loss_giou_aux_dn: 2.057852 loss: 13.352846 eta: 3 days, 10:46:33 batch_cost: 0.6521 data_cost: 0.0020 ips: 6.1338 images/s [04/13 06:52:21] ppdet.engine INFO: Epoch: [57] [4100/7329] learning_rate: 0.000100 loss_class: 0.492574 loss_bbox: 0.123629 loss_giou: 0.311775 loss_class_aux: 3.247801 loss_bbox_aux: 0.813705 loss_giou_aux: 1.945202 loss_class_dn: 0.286901 loss_bbox_dn: 0.137087 loss_giou_dn: 0.280782 loss_class_aux_dn: 1.539596 loss_bbox_aux_dn: 0.832134 loss_giou_aux_dn: 1.608095 loss: 11.554777 eta: 3 days, 10:45:29 batch_cost: 0.6559 data_cost: 0.0022 ips: 6.0983 images/s [04/13 06:53:32] ppdet.engine INFO: Epoch: [57] [4200/7329] learning_rate: 0.000100 loss_class: 0.604432 loss_bbox: 0.148884 loss_giou: 0.374935 loss_class_aux: 3.964887 loss_bbox_aux: 0.932294 loss_giou_aux: 2.303673 loss_class_dn: 0.338286 loss_bbox_dn: 0.151959 loss_giou_dn: 0.340604 loss_class_aux_dn: 1.829393 loss_bbox_aux_dn: 0.912127 loss_giou_aux_dn: 1.916564 loss: 14.104801 eta: 3 days, 10:44:24 batch_cost: 0.6542 data_cost: 0.0020 ips: 6.1146 images/s [04/13 06:54:44] ppdet.engine INFO: Epoch: [57] [4300/7329] learning_rate: 0.000100 loss_class: 0.531047 loss_bbox: 0.119066 loss_giou: 0.323786 loss_class_aux: 3.453101 loss_bbox_aux: 0.751241 loss_giou_aux: 2.155696 loss_class_dn: 0.303365 loss_bbox_dn: 0.128653 loss_giou_dn: 0.318854 loss_class_aux_dn: 1.658327 loss_bbox_aux_dn: 0.741177 loss_giou_aux_dn: 1.765485 loss: 12.836009 eta: 3 days, 10:43:20 batch_cost: 0.6604 data_cost: 0.0020 ips: 6.0568 images/s [04/13 06:55:54] ppdet.engine INFO: Epoch: [57] [4400/7329] learning_rate: 0.000100 loss_class: 0.548349 loss_bbox: 0.115387 loss_giou: 0.312852 loss_class_aux: 3.453961 loss_bbox_aux: 0.782971 loss_giou_aux: 1.980278 loss_class_dn: 0.286868 loss_bbox_dn: 0.121908 loss_giou_dn: 0.306301 loss_class_aux_dn: 1.539918 loss_bbox_aux_dn: 0.766611 loss_giou_aux_dn: 1.694865 loss: 12.367470 eta: 3 days, 10:42:14 batch_cost: 0.6456 data_cost: 0.0023 ips: 6.1959 images/s [04/13 06:57:07] ppdet.engine INFO: Epoch: [57] [4500/7329] learning_rate: 0.000100 loss_class: 0.567073 loss_bbox: 0.118869 loss_giou: 0.360458 loss_class_aux: 3.611062 loss_bbox_aux: 0.791750 loss_giou_aux: 2.301357 loss_class_dn: 0.333612 loss_bbox_dn: 0.134676 loss_giou_dn: 0.353869 loss_class_aux_dn: 1.790657 loss_bbox_aux_dn: 0.813239 loss_giou_aux_dn: 1.934626 loss: 13.606767 eta: 3 days, 10:41:11 batch_cost: 0.6678 data_cost: 0.0019 ips: 5.9896 images/s [04/13 06:58:17] ppdet.engine INFO: Epoch: [57] [4600/7329] learning_rate: 0.000100 loss_class: 0.566391 loss_bbox: 0.133607 loss_giou: 0.377889 loss_class_aux: 3.575551 loss_bbox_aux: 0.846124 loss_giou_aux: 2.337822 loss_class_dn: 0.345173 loss_bbox_dn: 0.132318 loss_giou_dn: 0.350049 loss_class_aux_dn: 1.884397 loss_bbox_aux_dn: 0.769699 loss_giou_aux_dn: 1.948019 loss: 13.483759 eta: 3 days, 10:40:05 batch_cost: 0.6467 data_cost: 0.0020 ips: 6.1855 images/s [04/13 06:59:29] ppdet.engine INFO: Epoch: [57] [4700/7329] learning_rate: 0.000100 loss_class: 0.620389 loss_bbox: 0.127208 loss_giou: 0.389706 loss_class_aux: 3.838591 loss_bbox_aux: 0.866147 loss_giou_aux: 2.456970 loss_class_dn: 0.345275 loss_bbox_dn: 0.163562 loss_giou_dn: 0.359385 loss_class_aux_dn: 1.865673 loss_bbox_aux_dn: 0.955381 loss_giou_aux_dn: 2.068825 loss: 14.116064 eta: 3 days, 10:39:01 batch_cost: 0.6573 data_cost: 0.0021 ips: 6.0859 images/s [04/13 07:00:39] ppdet.engine INFO: Epoch: [57] [4800/7329] learning_rate: 0.000100 loss_class: 0.613001 loss_bbox: 0.138537 loss_giou: 0.349306 loss_class_aux: 3.861880 loss_bbox_aux: 0.922363 loss_giou_aux: 2.271358 loss_class_dn: 0.337106 loss_bbox_dn: 0.142523 loss_giou_dn: 0.359711 loss_class_aux_dn: 1.840027 loss_bbox_aux_dn: 0.843166 loss_giou_aux_dn: 2.002427 loss: 14.450678 eta: 3 days, 10:37:55 batch_cost: 0.6474 data_cost: 0.0023 ips: 6.1790 images/s [04/13 07:01:51] ppdet.engine INFO: Epoch: [57] [4900/7329] learning_rate: 0.000100 loss_class: 0.615979 loss_bbox: 0.125995 loss_giou: 0.453176 loss_class_aux: 3.972746 loss_bbox_aux: 0.829590 loss_giou_aux: 2.818791 loss_class_dn: 0.330565 loss_bbox_dn: 0.137852 loss_giou_dn: 0.376563 loss_class_aux_dn: 1.796253 loss_bbox_aux_dn: 0.813374 loss_giou_aux_dn: 2.126930 loss: 14.449980 eta: 3 days, 10:36:52 batch_cost: 0.6635 data_cost: 0.0019 ips: 6.0282 images/s [04/13 07:03:03] ppdet.engine INFO: Epoch: [57] [5000/7329] learning_rate: 0.000100 loss_class: 0.570830 loss_bbox: 0.139042 loss_giou: 0.432136 loss_class_aux: 3.696591 loss_bbox_aux: 0.868999 loss_giou_aux: 2.703952 loss_class_dn: 0.338079 loss_bbox_dn: 0.121936 loss_giou_dn: 0.384582 loss_class_aux_dn: 1.838746 loss_bbox_aux_dn: 0.711422 loss_giou_aux_dn: 2.210063 loss: 14.333914 eta: 3 days, 10:35:47 batch_cost: 0.6560 data_cost: 0.0021 ips: 6.0978 images/s [04/13 07:04:14] ppdet.engine INFO: Epoch: [57] [5100/7329] learning_rate: 0.000100 loss_class: 0.560682 loss_bbox: 0.141751 loss_giou: 0.332534 loss_class_aux: 3.544107 loss_bbox_aux: 0.903079 loss_giou_aux: 2.104498 loss_class_dn: 0.317093 loss_bbox_dn: 0.150464 loss_giou_dn: 0.319017 loss_class_aux_dn: 1.693810 loss_bbox_aux_dn: 0.930637 loss_giou_aux_dn: 1.833182 loss: 13.592209 eta: 3 days, 10:34:42 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1379 images/s [04/13 07:05:27] ppdet.engine INFO: Epoch: [57] [5200/7329] learning_rate: 0.000100 loss_class: 0.634475 loss_bbox: 0.135912 loss_giou: 0.386780 loss_class_aux: 3.986577 loss_bbox_aux: 0.866116 loss_giou_aux: 2.445297 loss_class_dn: 0.376434 loss_bbox_dn: 0.141409 loss_giou_dn: 0.383123 loss_class_aux_dn: 2.047557 loss_bbox_aux_dn: 0.826691 loss_giou_aux_dn: 2.124802 loss: 14.375568 eta: 3 days, 10:33:39 batch_cost: 0.6727 data_cost: 0.0022 ips: 5.9466 images/s [04/13 07:06:37] ppdet.engine INFO: Epoch: [57] [5300/7329] learning_rate: 0.000100 loss_class: 0.599874 loss_bbox: 0.138123 loss_giou: 0.437650 loss_class_aux: 4.027009 loss_bbox_aux: 0.911363 loss_giou_aux: 2.681810 loss_class_dn: 0.370231 loss_bbox_dn: 0.137071 loss_giou_dn: 0.402780 loss_class_aux_dn: 1.996021 loss_bbox_aux_dn: 0.833791 loss_giou_aux_dn: 2.234304 loss: 15.935564 eta: 3 days, 10:32:34 batch_cost: 0.6494 data_cost: 0.0018 ips: 6.1593 images/s [04/13 07:07:50] ppdet.engine INFO: Epoch: [57] [5400/7329] learning_rate: 0.000100 loss_class: 0.510988 loss_bbox: 0.124982 loss_giou: 0.334296 loss_class_aux: 3.345287 loss_bbox_aux: 0.805079 loss_giou_aux: 2.108195 loss_class_dn: 0.309739 loss_bbox_dn: 0.146108 loss_giou_dn: 0.327854 loss_class_aux_dn: 1.668115 loss_bbox_aux_dn: 0.901114 loss_giou_aux_dn: 1.801684 loss: 13.170979 eta: 3 days, 10:31:31 batch_cost: 0.6688 data_cost: 0.0018 ips: 5.9812 images/s [04/13 07:09:02] ppdet.engine INFO: Epoch: [57] [5500/7329] learning_rate: 0.000100 loss_class: 0.531114 loss_bbox: 0.118746 loss_giou: 0.382825 loss_class_aux: 3.338305 loss_bbox_aux: 0.778228 loss_giou_aux: 2.441968 loss_class_dn: 0.295581 loss_bbox_dn: 0.129401 loss_giou_dn: 0.347824 loss_class_aux_dn: 1.591415 loss_bbox_aux_dn: 0.750593 loss_giou_aux_dn: 1.933881 loss: 12.856417 eta: 3 days, 10:30:27 batch_cost: 0.6592 data_cost: 0.0019 ips: 6.0683 images/s [04/13 07:10:12] ppdet.engine INFO: Epoch: [57] [5600/7329] learning_rate: 0.000100 loss_class: 0.640324 loss_bbox: 0.135214 loss_giou: 0.468300 loss_class_aux: 4.090672 loss_bbox_aux: 0.925892 loss_giou_aux: 2.928836 loss_class_dn: 0.376904 loss_bbox_dn: 0.140233 loss_giou_dn: 0.449180 loss_class_aux_dn: 2.050045 loss_bbox_aux_dn: 0.822865 loss_giou_aux_dn: 2.504954 loss: 16.422539 eta: 3 days, 10:29:20 batch_cost: 0.6412 data_cost: 0.0018 ips: 6.2384 images/s [04/13 07:11:23] ppdet.engine INFO: Epoch: [57] [5700/7329] learning_rate: 0.000100 loss_class: 0.539822 loss_bbox: 0.111857 loss_giou: 0.283952 loss_class_aux: 3.420190 loss_bbox_aux: 0.725486 loss_giou_aux: 1.793981 loss_class_dn: 0.282102 loss_bbox_dn: 0.136285 loss_giou_dn: 0.280907 loss_class_aux_dn: 1.518046 loss_bbox_aux_dn: 0.815357 loss_giou_aux_dn: 1.594934 loss: 11.552508 eta: 3 days, 10:28:15 batch_cost: 0.6494 data_cost: 0.0019 ips: 6.1591 images/s [04/13 07:12:33] ppdet.engine INFO: Epoch: [57] [5800/7329] learning_rate: 0.000100 loss_class: 0.613870 loss_bbox: 0.120838 loss_giou: 0.384592 loss_class_aux: 3.847947 loss_bbox_aux: 0.796103 loss_giou_aux: 2.419878 loss_class_dn: 0.320439 loss_bbox_dn: 0.121183 loss_giou_dn: 0.369630 loss_class_aux_dn: 1.771052 loss_bbox_aux_dn: 0.744622 loss_giou_aux_dn: 2.101434 loss: 13.746662 eta: 3 days, 10:27:10 batch_cost: 0.6470 data_cost: 0.0020 ips: 6.1823 images/s [04/13 07:13:44] ppdet.engine INFO: Epoch: [57] [5900/7329] learning_rate: 0.000100 loss_class: 0.539238 loss_bbox: 0.117917 loss_giou: 0.366577 loss_class_aux: 3.415220 loss_bbox_aux: 0.758878 loss_giou_aux: 2.341364 loss_class_dn: 0.323552 loss_bbox_dn: 0.107977 loss_giou_dn: 0.352709 loss_class_aux_dn: 1.705629 loss_bbox_aux_dn: 0.656804 loss_giou_aux_dn: 2.003027 loss: 13.194620 eta: 3 days, 10:26:05 batch_cost: 0.6561 data_cost: 0.0019 ips: 6.0963 images/s [04/13 07:14:55] ppdet.engine INFO: Epoch: [57] [6000/7329] learning_rate: 0.000100 loss_class: 0.541145 loss_bbox: 0.125986 loss_giou: 0.352599 loss_class_aux: 3.535761 loss_bbox_aux: 0.815805 loss_giou_aux: 2.241313 loss_class_dn: 0.310516 loss_bbox_dn: 0.125826 loss_giou_dn: 0.313524 loss_class_aux_dn: 1.702267 loss_bbox_aux_dn: 0.747912 loss_giou_aux_dn: 1.795118 loss: 13.071415 eta: 3 days, 10:25:00 batch_cost: 0.6553 data_cost: 0.0021 ips: 6.1042 images/s [04/13 07:16:07] ppdet.engine INFO: Epoch: [57] [6100/7329] learning_rate: 0.000100 loss_class: 0.533142 loss_bbox: 0.122109 loss_giou: 0.357248 loss_class_aux: 3.529591 loss_bbox_aux: 0.758065 loss_giou_aux: 2.276914 loss_class_dn: 0.294405 loss_bbox_dn: 0.127030 loss_giou_dn: 0.330865 loss_class_aux_dn: 1.567365 loss_bbox_aux_dn: 0.753106 loss_giou_aux_dn: 1.872724 loss: 13.185423 eta: 3 days, 10:23:56 batch_cost: 0.6588 data_cost: 0.0021 ips: 6.0721 images/s [04/13 07:17:17] ppdet.engine INFO: Epoch: [57] [6200/7329] learning_rate: 0.000100 loss_class: 0.579961 loss_bbox: 0.130191 loss_giou: 0.379391 loss_class_aux: 3.701378 loss_bbox_aux: 0.826163 loss_giou_aux: 2.348108 loss_class_dn: 0.320610 loss_bbox_dn: 0.140465 loss_giou_dn: 0.357688 loss_class_aux_dn: 1.758367 loss_bbox_aux_dn: 0.820539 loss_giou_aux_dn: 1.986460 loss: 13.967999 eta: 3 days, 10:22:51 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1793 images/s [04/13 07:18:28] ppdet.engine INFO: Epoch: [57] [6300/7329] learning_rate: 0.000100 loss_class: 0.597406 loss_bbox: 0.145469 loss_giou: 0.421525 loss_class_aux: 3.841119 loss_bbox_aux: 0.931622 loss_giou_aux: 2.697684 loss_class_dn: 0.375164 loss_bbox_dn: 0.154707 loss_giou_dn: 0.414341 loss_class_aux_dn: 1.972384 loss_bbox_aux_dn: 0.900984 loss_giou_aux_dn: 2.335087 loss: 15.563553 eta: 3 days, 10:21:45 batch_cost: 0.6459 data_cost: 0.0019 ips: 6.1933 images/s [04/13 07:19:39] ppdet.engine INFO: Epoch: [57] [6400/7329] learning_rate: 0.000100 loss_class: 0.559769 loss_bbox: 0.130282 loss_giou: 0.330327 loss_class_aux: 3.463606 loss_bbox_aux: 0.854442 loss_giou_aux: 2.185443 loss_class_dn: 0.318250 loss_bbox_dn: 0.143319 loss_giou_dn: 0.324208 loss_class_aux_dn: 1.710353 loss_bbox_aux_dn: 0.867429 loss_giou_aux_dn: 1.859115 loss: 13.229960 eta: 3 days, 10:20:40 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1014 images/s [04/13 07:20:52] ppdet.engine INFO: Epoch: [57] [6500/7329] learning_rate: 0.000100 loss_class: 0.643173 loss_bbox: 0.150305 loss_giou: 0.399515 loss_class_aux: 4.135757 loss_bbox_aux: 0.981631 loss_giou_aux: 2.557390 loss_class_dn: 0.341969 loss_bbox_dn: 0.145584 loss_giou_dn: 0.400816 loss_class_aux_dn: 1.866604 loss_bbox_aux_dn: 0.874619 loss_giou_aux_dn: 2.195605 loss: 14.786676 eta: 3 days, 10:19:36 batch_cost: 0.6624 data_cost: 0.0018 ips: 6.0385 images/s [04/13 07:22:01] ppdet.engine INFO: Epoch: [57] [6600/7329] learning_rate: 0.000100 loss_class: 0.567781 loss_bbox: 0.133901 loss_giou: 0.343237 loss_class_aux: 3.551490 loss_bbox_aux: 0.840041 loss_giou_aux: 2.289440 loss_class_dn: 0.342681 loss_bbox_dn: 0.125375 loss_giou_dn: 0.336199 loss_class_aux_dn: 1.821666 loss_bbox_aux_dn: 0.754866 loss_giou_aux_dn: 1.788027 loss: 13.248384 eta: 3 days, 10:18:30 batch_cost: 0.6427 data_cost: 0.0022 ips: 6.2236 images/s [04/13 07:23:13] ppdet.engine INFO: Epoch: [57] [6700/7329] learning_rate: 0.000100 loss_class: 0.547254 loss_bbox: 0.123644 loss_giou: 0.311451 loss_class_aux: 3.439717 loss_bbox_aux: 0.813731 loss_giou_aux: 2.020236 loss_class_dn: 0.288020 loss_bbox_dn: 0.129326 loss_giou_dn: 0.288084 loss_class_aux_dn: 1.582540 loss_bbox_aux_dn: 0.774700 loss_giou_aux_dn: 1.597027 loss: 12.018655 eta: 3 days, 10:17:26 batch_cost: 0.6599 data_cost: 0.0020 ips: 6.0613 images/s [04/13 07:24:23] ppdet.engine INFO: Epoch: [57] [6800/7329] learning_rate: 0.000100 loss_class: 0.593126 loss_bbox: 0.133769 loss_giou: 0.396538 loss_class_aux: 3.739182 loss_bbox_aux: 0.878869 loss_giou_aux: 2.535364 loss_class_dn: 0.335030 loss_bbox_dn: 0.132435 loss_giou_dn: 0.373892 loss_class_aux_dn: 1.776366 loss_bbox_aux_dn: 0.802103 loss_giou_aux_dn: 2.023950 loss: 13.741873 eta: 3 days, 10:16:20 batch_cost: 0.6412 data_cost: 0.0018 ips: 6.2387 images/s [04/13 07:25:33] ppdet.engine INFO: Epoch: [57] [6900/7329] learning_rate: 0.000100 loss_class: 0.643644 loss_bbox: 0.144399 loss_giou: 0.418747 loss_class_aux: 3.942962 loss_bbox_aux: 0.935367 loss_giou_aux: 2.581937 loss_class_dn: 0.371490 loss_bbox_dn: 0.155172 loss_giou_dn: 0.386082 loss_class_aux_dn: 1.993249 loss_bbox_aux_dn: 0.912398 loss_giou_aux_dn: 2.141075 loss: 14.788666 eta: 3 days, 10:15:14 batch_cost: 0.6429 data_cost: 0.0019 ips: 6.2217 images/s [04/13 07:26:43] ppdet.engine INFO: Epoch: [57] [7000/7329] learning_rate: 0.000100 loss_class: 0.631904 loss_bbox: 0.137637 loss_giou: 0.402078 loss_class_aux: 3.902869 loss_bbox_aux: 0.922804 loss_giou_aux: 2.558998 loss_class_dn: 0.360815 loss_bbox_dn: 0.144743 loss_giou_dn: 0.387989 loss_class_aux_dn: 1.918372 loss_bbox_aux_dn: 0.850931 loss_giou_aux_dn: 2.174641 loss: 15.213104 eta: 3 days, 10:14:08 batch_cost: 0.6455 data_cost: 0.0020 ips: 6.1966 images/s [04/13 07:27:55] ppdet.engine INFO: Epoch: [57] [7100/7329] learning_rate: 0.000100 loss_class: 0.534298 loss_bbox: 0.110823 loss_giou: 0.386572 loss_class_aux: 3.426891 loss_bbox_aux: 0.721933 loss_giou_aux: 2.465593 loss_class_dn: 0.311919 loss_bbox_dn: 0.117339 loss_giou_dn: 0.331705 loss_class_aux_dn: 1.696013 loss_bbox_aux_dn: 0.689883 loss_giou_aux_dn: 1.851576 loss: 12.892204 eta: 3 days, 10:13:04 batch_cost: 0.6569 data_cost: 0.0019 ips: 6.0894 images/s [04/13 07:29:06] ppdet.engine INFO: Epoch: [57] [7200/7329] learning_rate: 0.000100 loss_class: 0.535367 loss_bbox: 0.132780 loss_giou: 0.339815 loss_class_aux: 3.419853 loss_bbox_aux: 0.855003 loss_giou_aux: 2.200670 loss_class_dn: 0.305458 loss_bbox_dn: 0.126722 loss_giou_dn: 0.324539 loss_class_aux_dn: 1.653625 loss_bbox_aux_dn: 0.745365 loss_giou_aux_dn: 1.834204 loss: 12.427097 eta: 3 days, 10:11:59 batch_cost: 0.6538 data_cost: 0.0018 ips: 6.1184 images/s [04/13 07:30:15] ppdet.engine INFO: Epoch: [57] [7300/7329] learning_rate: 0.000100 loss_class: 0.544638 loss_bbox: 0.123619 loss_giou: 0.296995 loss_class_aux: 3.301847 loss_bbox_aux: 0.777857 loss_giou_aux: 1.851633 loss_class_dn: 0.279540 loss_bbox_dn: 0.130977 loss_giou_dn: 0.279916 loss_class_aux_dn: 1.557221 loss_bbox_aux_dn: 0.775858 loss_giou_aux_dn: 1.588784 loss: 12.119560 eta: 3 days, 10:10:53 batch_cost: 0.6442 data_cost: 0.0020 ips: 6.2088 images/s [04/13 07:30:40] ppdet.engine INFO: Eval iter: 0 [04/13 07:31:09] ppdet.engine INFO: Eval iter: 100 [04/13 07:31:36] ppdet.engine INFO: Eval iter: 200 [04/13 07:32:04] ppdet.engine INFO: Eval iter: 300 [04/13 07:32:32] ppdet.engine INFO: Eval iter: 400 [04/13 07:33:00] ppdet.engine INFO: Eval iter: 500 [04/13 07:33:28] ppdet.engine INFO: Eval iter: 600 [04/13 07:34:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/13 07:34:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.67s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.83s). Accumulating evaluation results... DONE (t=28.98s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/13 07:37:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.52603327943451 [04/13 07:37:01] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 07:37:03] ppdet.engine INFO: Epoch: [58] [ 0/7329] learning_rate: 0.000100 loss_class: 0.551005 loss_bbox: 0.130688 loss_giou: 0.314786 loss_class_aux: 3.541526 loss_bbox_aux: 0.825477 loss_giou_aux: 1.913395 loss_class_dn: 0.290972 loss_bbox_dn: 0.142744 loss_giou_dn: 0.295609 loss_class_aux_dn: 1.603583 loss_bbox_aux_dn: 0.888433 loss_giou_aux_dn: 1.673171 loss: 12.692289 eta: 3 days, 10:10:35 batch_cost: 0.6552 data_cost: 0.0019 ips: 6.1046 images/s [04/13 07:38:13] ppdet.engine INFO: Epoch: [58] [ 100/7329] learning_rate: 0.000100 loss_class: 0.518348 loss_bbox: 0.130913 loss_giou: 0.278533 loss_class_aux: 3.344328 loss_bbox_aux: 0.891641 loss_giou_aux: 1.704051 loss_class_dn: 0.264548 loss_bbox_dn: 0.142501 loss_giou_dn: 0.271457 loss_class_aux_dn: 1.427335 loss_bbox_aux_dn: 0.840064 loss_giou_aux_dn: 1.563726 loss: 11.948516 eta: 3 days, 10:09:29 batch_cost: 0.6449 data_cost: 0.0021 ips: 6.2025 images/s [04/13 07:39:23] ppdet.engine INFO: Epoch: [58] [ 200/7329] learning_rate: 0.000100 loss_class: 0.547765 loss_bbox: 0.112441 loss_giou: 0.399576 loss_class_aux: 3.484468 loss_bbox_aux: 0.744542 loss_giou_aux: 2.507051 loss_class_dn: 0.307828 loss_bbox_dn: 0.128400 loss_giou_dn: 0.370535 loss_class_aux_dn: 1.652338 loss_bbox_aux_dn: 0.754010 loss_giou_aux_dn: 2.068327 loss: 13.239545 eta: 3 days, 10:08:24 batch_cost: 0.6488 data_cost: 0.0019 ips: 6.1650 images/s [04/13 07:40:34] ppdet.engine INFO: Epoch: [58] [ 300/7329] learning_rate: 0.000100 loss_class: 0.556283 loss_bbox: 0.147973 loss_giou: 0.329259 loss_class_aux: 3.512173 loss_bbox_aux: 0.959274 loss_giou_aux: 2.152130 loss_class_dn: 0.298178 loss_bbox_dn: 0.144300 loss_giou_dn: 0.341744 loss_class_aux_dn: 1.629029 loss_bbox_aux_dn: 0.887164 loss_giou_aux_dn: 1.900841 loss: 12.715013 eta: 3 days, 10:07:18 batch_cost: 0.6467 data_cost: 0.0021 ips: 6.1852 images/s [04/13 07:41:44] ppdet.engine INFO: Epoch: [58] [ 400/7329] learning_rate: 0.000100 loss_class: 0.564098 loss_bbox: 0.140312 loss_giou: 0.384300 loss_class_aux: 3.672262 loss_bbox_aux: 0.908116 loss_giou_aux: 2.347455 loss_class_dn: 0.304636 loss_bbox_dn: 0.138493 loss_giou_dn: 0.336767 loss_class_aux_dn: 1.664162 loss_bbox_aux_dn: 0.874640 loss_giou_aux_dn: 1.882337 loss: 13.852768 eta: 3 days, 10:06:12 batch_cost: 0.6463 data_cost: 0.0023 ips: 6.1886 images/s [04/13 07:42:55] ppdet.engine INFO: Epoch: [58] [ 500/7329] learning_rate: 0.000100 loss_class: 0.472633 loss_bbox: 0.113270 loss_giou: 0.347447 loss_class_aux: 3.017670 loss_bbox_aux: 0.763846 loss_giou_aux: 2.176847 loss_class_dn: 0.289704 loss_bbox_dn: 0.127611 loss_giou_dn: 0.308013 loss_class_aux_dn: 1.577825 loss_bbox_aux_dn: 0.733979 loss_giou_aux_dn: 1.719518 loss: 11.923140 eta: 3 days, 10:05:08 batch_cost: 0.6550 data_cost: 0.0022 ips: 6.1069 images/s [04/13 07:44:06] ppdet.engine INFO: Epoch: [58] [ 600/7329] learning_rate: 0.000100 loss_class: 0.520067 loss_bbox: 0.114200 loss_giou: 0.371748 loss_class_aux: 3.395602 loss_bbox_aux: 0.752994 loss_giou_aux: 2.287590 loss_class_dn: 0.316723 loss_bbox_dn: 0.112584 loss_giou_dn: 0.348578 loss_class_aux_dn: 1.648445 loss_bbox_aux_dn: 0.728944 loss_giou_aux_dn: 1.940861 loss: 13.089169 eta: 3 days, 10:04:03 batch_cost: 0.6516 data_cost: 0.0023 ips: 6.1384 images/s [04/13 07:45:17] ppdet.engine INFO: Epoch: [58] [ 700/7329] learning_rate: 0.000100 loss_class: 0.552815 loss_bbox: 0.130439 loss_giou: 0.348061 loss_class_aux: 3.596815 loss_bbox_aux: 0.872188 loss_giou_aux: 2.207944 loss_class_dn: 0.316757 loss_bbox_dn: 0.129390 loss_giou_dn: 0.325918 loss_class_aux_dn: 1.690729 loss_bbox_aux_dn: 0.769148 loss_giou_aux_dn: 1.820373 loss: 13.620045 eta: 3 days, 10:02:58 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1290 images/s [04/13 07:46:28] ppdet.engine INFO: Epoch: [58] [ 800/7329] learning_rate: 0.000100 loss_class: 0.488451 loss_bbox: 0.121491 loss_giou: 0.307141 loss_class_aux: 3.114938 loss_bbox_aux: 0.811839 loss_giou_aux: 1.954506 loss_class_dn: 0.285716 loss_bbox_dn: 0.127193 loss_giou_dn: 0.274703 loss_class_aux_dn: 1.536178 loss_bbox_aux_dn: 0.779031 loss_giou_aux_dn: 1.537585 loss: 12.058745 eta: 3 days, 10:01:53 batch_cost: 0.6565 data_cost: 0.0021 ips: 6.0927 images/s [04/13 07:47:40] ppdet.engine INFO: Epoch: [58] [ 900/7329] learning_rate: 0.000100 loss_class: 0.594501 loss_bbox: 0.138544 loss_giou: 0.446454 loss_class_aux: 3.773252 loss_bbox_aux: 0.917414 loss_giou_aux: 2.724798 loss_class_dn: 0.351330 loss_bbox_dn: 0.134999 loss_giou_dn: 0.400548 loss_class_aux_dn: 1.889129 loss_bbox_aux_dn: 0.805573 loss_giou_aux_dn: 2.207640 loss: 14.612328 eta: 3 days, 10:00:49 batch_cost: 0.6625 data_cost: 0.0021 ips: 6.0380 images/s [04/13 07:48:52] ppdet.engine INFO: Epoch: [58] [1000/7329] learning_rate: 0.000100 loss_class: 0.605653 loss_bbox: 0.132608 loss_giou: 0.369662 loss_class_aux: 3.842840 loss_bbox_aux: 0.863707 loss_giou_aux: 2.390317 loss_class_dn: 0.326396 loss_bbox_dn: 0.135575 loss_giou_dn: 0.377983 loss_class_aux_dn: 1.758625 loss_bbox_aux_dn: 0.822016 loss_giou_aux_dn: 2.059353 loss: 13.846581 eta: 3 days, 9:59:45 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1089 images/s [04/13 07:50:03] ppdet.engine INFO: Epoch: [58] [1100/7329] learning_rate: 0.000100 loss_class: 0.498556 loss_bbox: 0.119606 loss_giou: 0.305463 loss_class_aux: 3.266222 loss_bbox_aux: 0.811096 loss_giou_aux: 1.890401 loss_class_dn: 0.275214 loss_bbox_dn: 0.132678 loss_giou_dn: 0.292921 loss_class_aux_dn: 1.493282 loss_bbox_aux_dn: 0.773122 loss_giou_aux_dn: 1.622001 loss: 12.217579 eta: 3 days, 9:58:40 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1068 images/s [04/13 07:51:13] ppdet.engine INFO: Epoch: [58] [1200/7329] learning_rate: 0.000100 loss_class: 0.607742 loss_bbox: 0.138739 loss_giou: 0.389780 loss_class_aux: 3.765604 loss_bbox_aux: 0.897656 loss_giou_aux: 2.450662 loss_class_dn: 0.320059 loss_bbox_dn: 0.147349 loss_giou_dn: 0.359615 loss_class_aux_dn: 1.769260 loss_bbox_aux_dn: 0.870424 loss_giou_aux_dn: 2.016107 loss: 14.477480 eta: 3 days, 9:57:34 batch_cost: 0.6411 data_cost: 0.0022 ips: 6.2397 images/s [04/13 07:52:23] ppdet.engine INFO: Epoch: [58] [1300/7329] learning_rate: 0.000100 loss_class: 0.525017 loss_bbox: 0.135411 loss_giou: 0.338226 loss_class_aux: 3.480767 loss_bbox_aux: 0.841339 loss_giou_aux: 2.066784 loss_class_dn: 0.298110 loss_bbox_dn: 0.131354 loss_giou_dn: 0.339174 loss_class_aux_dn: 1.629740 loss_bbox_aux_dn: 0.775383 loss_giou_aux_dn: 1.894791 loss: 12.650478 eta: 3 days, 9:56:28 batch_cost: 0.6485 data_cost: 0.0024 ips: 6.1678 images/s [04/13 07:53:34] ppdet.engine INFO: Epoch: [58] [1400/7329] learning_rate: 0.000100 loss_class: 0.562058 loss_bbox: 0.131396 loss_giou: 0.376384 loss_class_aux: 3.622238 loss_bbox_aux: 0.858961 loss_giou_aux: 2.365105 loss_class_dn: 0.341032 loss_bbox_dn: 0.135702 loss_giou_dn: 0.337582 loss_class_aux_dn: 1.836887 loss_bbox_aux_dn: 0.780449 loss_giou_aux_dn: 1.951644 loss: 14.156398 eta: 3 days, 9:55:24 batch_cost: 0.6532 data_cost: 0.0020 ips: 6.1234 images/s [04/13 07:54:45] ppdet.engine INFO: Epoch: [58] [1500/7329] learning_rate: 0.000100 loss_class: 0.603235 loss_bbox: 0.153764 loss_giou: 0.381201 loss_class_aux: 3.949511 loss_bbox_aux: 0.986128 loss_giou_aux: 2.460783 loss_class_dn: 0.361960 loss_bbox_dn: 0.162056 loss_giou_dn: 0.382929 loss_class_aux_dn: 1.926392 loss_bbox_aux_dn: 0.939446 loss_giou_aux_dn: 2.118239 loss: 14.594513 eta: 3 days, 9:54:19 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1247 images/s [04/13 07:55:56] ppdet.engine INFO: Epoch: [58] [1600/7329] learning_rate: 0.000100 loss_class: 0.585276 loss_bbox: 0.122881 loss_giou: 0.357430 loss_class_aux: 3.717572 loss_bbox_aux: 0.827561 loss_giou_aux: 2.230387 loss_class_dn: 0.307470 loss_bbox_dn: 0.140184 loss_giou_dn: 0.327797 loss_class_aux_dn: 1.654754 loss_bbox_aux_dn: 0.847356 loss_giou_aux_dn: 1.794095 loss: 13.306351 eta: 3 days, 9:53:14 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1202 images/s [04/13 07:57:09] ppdet.engine INFO: Epoch: [58] [1700/7329] learning_rate: 0.000100 loss_class: 0.542088 loss_bbox: 0.121754 loss_giou: 0.342227 loss_class_aux: 3.396328 loss_bbox_aux: 0.842588 loss_giou_aux: 2.150319 loss_class_dn: 0.295084 loss_bbox_dn: 0.126124 loss_giou_dn: 0.301978 loss_class_aux_dn: 1.566674 loss_bbox_aux_dn: 0.774711 loss_giou_aux_dn: 1.699215 loss: 12.554305 eta: 3 days, 9:52:10 batch_cost: 0.6628 data_cost: 0.0023 ips: 6.0352 images/s [04/13 07:58:20] ppdet.engine INFO: Epoch: [58] [1800/7329] learning_rate: 0.000100 loss_class: 0.534548 loss_bbox: 0.139354 loss_giou: 0.292804 loss_class_aux: 3.513985 loss_bbox_aux: 0.903737 loss_giou_aux: 1.828543 loss_class_dn: 0.301425 loss_bbox_dn: 0.136834 loss_giou_dn: 0.304705 loss_class_aux_dn: 1.610439 loss_bbox_aux_dn: 0.825924 loss_giou_aux_dn: 1.749770 loss: 12.898229 eta: 3 days, 9:51:05 batch_cost: 0.6544 data_cost: 0.0020 ips: 6.1121 images/s [04/13 07:59:31] ppdet.engine INFO: Epoch: [58] [1900/7329] learning_rate: 0.000100 loss_class: 0.526614 loss_bbox: 0.128147 loss_giou: 0.339793 loss_class_aux: 3.332862 loss_bbox_aux: 0.817353 loss_giou_aux: 2.042709 loss_class_dn: 0.296300 loss_bbox_dn: 0.133149 loss_giou_dn: 0.319403 loss_class_aux_dn: 1.601292 loss_bbox_aux_dn: 0.794532 loss_giou_aux_dn: 1.794516 loss: 12.388313 eta: 3 days, 9:50:01 batch_cost: 0.6556 data_cost: 0.0021 ips: 6.1008 images/s [04/13 08:00:43] ppdet.engine INFO: Epoch: [58] [2000/7329] learning_rate: 0.000100 loss_class: 0.558015 loss_bbox: 0.131721 loss_giou: 0.371323 loss_class_aux: 3.422559 loss_bbox_aux: 0.881396 loss_giou_aux: 2.383779 loss_class_dn: 0.329817 loss_bbox_dn: 0.128644 loss_giou_dn: 0.381933 loss_class_aux_dn: 1.754969 loss_bbox_aux_dn: 0.787447 loss_giou_aux_dn: 2.104467 loss: 13.435095 eta: 3 days, 9:48:56 batch_cost: 0.6570 data_cost: 0.0020 ips: 6.0879 images/s [04/13 08:01:54] ppdet.engine INFO: Epoch: [58] [2100/7329] learning_rate: 0.000100 loss_class: 0.592235 loss_bbox: 0.129058 loss_giou: 0.384260 loss_class_aux: 3.647157 loss_bbox_aux: 0.851317 loss_giou_aux: 2.469834 loss_class_dn: 0.351479 loss_bbox_dn: 0.134323 loss_giou_dn: 0.347221 loss_class_aux_dn: 1.857228 loss_bbox_aux_dn: 0.807566 loss_giou_aux_dn: 1.926266 loss: 14.191456 eta: 3 days, 9:47:52 batch_cost: 0.6587 data_cost: 0.0021 ips: 6.0730 images/s [04/13 08:03:07] ppdet.engine INFO: Epoch: [58] [2200/7329] learning_rate: 0.000100 loss_class: 0.596453 loss_bbox: 0.143716 loss_giou: 0.406431 loss_class_aux: 3.693582 loss_bbox_aux: 0.931747 loss_giou_aux: 2.509915 loss_class_dn: 0.357491 loss_bbox_dn: 0.149789 loss_giou_dn: 0.384642 loss_class_aux_dn: 1.919844 loss_bbox_aux_dn: 0.907598 loss_giou_aux_dn: 2.143966 loss: 15.254114 eta: 3 days, 9:46:48 batch_cost: 0.6658 data_cost: 0.0023 ips: 6.0082 images/s [04/13 08:04:19] ppdet.engine INFO: Epoch: [58] [2300/7329] learning_rate: 0.000100 loss_class: 0.568322 loss_bbox: 0.126783 loss_giou: 0.409467 loss_class_aux: 3.623295 loss_bbox_aux: 0.813562 loss_giou_aux: 2.546886 loss_class_dn: 0.335468 loss_bbox_dn: 0.135060 loss_giou_dn: 0.366395 loss_class_aux_dn: 1.782104 loss_bbox_aux_dn: 0.779900 loss_giou_aux_dn: 2.062977 loss: 14.309595 eta: 3 days, 9:45:44 batch_cost: 0.6636 data_cost: 0.0022 ips: 6.0275 images/s [04/13 08:05:31] ppdet.engine INFO: Epoch: [58] [2400/7329] learning_rate: 0.000100 loss_class: 0.492525 loss_bbox: 0.120649 loss_giou: 0.322843 loss_class_aux: 3.252827 loss_bbox_aux: 0.756397 loss_giou_aux: 2.067699 loss_class_dn: 0.291285 loss_bbox_dn: 0.116002 loss_giou_dn: 0.307929 loss_class_aux_dn: 1.573842 loss_bbox_aux_dn: 0.686482 loss_giou_aux_dn: 1.719940 loss: 11.843725 eta: 3 days, 9:44:40 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0629 images/s [04/13 08:06:43] ppdet.engine INFO: Epoch: [58] [2500/7329] learning_rate: 0.000100 loss_class: 0.514774 loss_bbox: 0.131064 loss_giou: 0.346280 loss_class_aux: 3.303387 loss_bbox_aux: 0.897345 loss_giou_aux: 2.181124 loss_class_dn: 0.305788 loss_bbox_dn: 0.135045 loss_giou_dn: 0.327058 loss_class_aux_dn: 1.653767 loss_bbox_aux_dn: 0.798042 loss_giou_aux_dn: 1.846172 loss: 13.021665 eta: 3 days, 9:43:36 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0905 images/s [04/13 08:07:53] ppdet.engine INFO: Epoch: [58] [2600/7329] learning_rate: 0.000100 loss_class: 0.587417 loss_bbox: 0.132002 loss_giou: 0.386813 loss_class_aux: 3.740776 loss_bbox_aux: 0.884389 loss_giou_aux: 2.363338 loss_class_dn: 0.342186 loss_bbox_dn: 0.144272 loss_giou_dn: 0.373272 loss_class_aux_dn: 1.834502 loss_bbox_aux_dn: 0.877056 loss_giou_aux_dn: 2.092904 loss: 14.878206 eta: 3 days, 9:42:31 batch_cost: 0.6494 data_cost: 0.0021 ips: 6.1599 images/s [04/13 08:09:04] ppdet.engine INFO: Epoch: [58] [2700/7329] learning_rate: 0.000100 loss_class: 0.515918 loss_bbox: 0.132012 loss_giou: 0.349000 loss_class_aux: 3.302634 loss_bbox_aux: 0.853034 loss_giou_aux: 2.259149 loss_class_dn: 0.289849 loss_bbox_dn: 0.132849 loss_giou_dn: 0.322664 loss_class_aux_dn: 1.573499 loss_bbox_aux_dn: 0.795955 loss_giou_aux_dn: 1.769524 loss: 12.884369 eta: 3 days, 9:41:26 batch_cost: 0.6531 data_cost: 0.0019 ips: 6.1245 images/s [04/13 08:10:15] ppdet.engine INFO: Epoch: [58] [2800/7329] learning_rate: 0.000100 loss_class: 0.614214 loss_bbox: 0.134412 loss_giou: 0.423872 loss_class_aux: 3.854915 loss_bbox_aux: 0.832118 loss_giou_aux: 2.650663 loss_class_dn: 0.346822 loss_bbox_dn: 0.140223 loss_giou_dn: 0.382279 loss_class_aux_dn: 1.856275 loss_bbox_aux_dn: 0.858068 loss_giou_aux_dn: 2.143333 loss: 15.037653 eta: 3 days, 9:40:21 batch_cost: 0.6524 data_cost: 0.0021 ips: 6.1311 images/s [04/13 08:11:26] ppdet.engine INFO: Epoch: [58] [2900/7329] learning_rate: 0.000100 loss_class: 0.595974 loss_bbox: 0.124102 loss_giou: 0.365683 loss_class_aux: 3.643374 loss_bbox_aux: 0.820214 loss_giou_aux: 2.283430 loss_class_dn: 0.324413 loss_bbox_dn: 0.134547 loss_giou_dn: 0.345324 loss_class_aux_dn: 1.719664 loss_bbox_aux_dn: 0.793160 loss_giou_aux_dn: 1.962571 loss: 13.192341 eta: 3 days, 9:39:15 batch_cost: 0.6494 data_cost: 0.0020 ips: 6.1597 images/s [04/13 08:12:37] ppdet.engine INFO: Epoch: [58] [3000/7329] learning_rate: 0.000100 loss_class: 0.530904 loss_bbox: 0.115077 loss_giou: 0.342381 loss_class_aux: 3.336070 loss_bbox_aux: 0.784781 loss_giou_aux: 2.188772 loss_class_dn: 0.321872 loss_bbox_dn: 0.123960 loss_giou_dn: 0.331859 loss_class_aux_dn: 1.729245 loss_bbox_aux_dn: 0.763194 loss_giou_aux_dn: 1.870354 loss: 13.226400 eta: 3 days, 9:38:10 batch_cost: 0.6512 data_cost: 0.0020 ips: 6.1422 images/s [04/13 08:13:48] ppdet.engine INFO: Epoch: [58] [3100/7329] learning_rate: 0.000100 loss_class: 0.581835 loss_bbox: 0.134540 loss_giou: 0.382882 loss_class_aux: 3.727118 loss_bbox_aux: 0.930789 loss_giou_aux: 2.373344 loss_class_dn: 0.342854 loss_bbox_dn: 0.138654 loss_giou_dn: 0.379325 loss_class_aux_dn: 1.862019 loss_bbox_aux_dn: 0.808853 loss_giou_aux_dn: 2.094627 loss: 14.806751 eta: 3 days, 9:37:06 batch_cost: 0.6555 data_cost: 0.0022 ips: 6.1019 images/s [04/13 08:15:01] ppdet.engine INFO: Epoch: [58] [3200/7329] learning_rate: 0.000100 loss_class: 0.569909 loss_bbox: 0.141928 loss_giou: 0.404412 loss_class_aux: 3.606078 loss_bbox_aux: 0.898609 loss_giou_aux: 2.491827 loss_class_dn: 0.343460 loss_bbox_dn: 0.137210 loss_giou_dn: 0.382213 loss_class_aux_dn: 1.833050 loss_bbox_aux_dn: 0.784610 loss_giou_aux_dn: 2.122602 loss: 14.219210 eta: 3 days, 9:36:02 batch_cost: 0.6684 data_cost: 0.0018 ips: 5.9843 images/s [04/13 08:16:13] ppdet.engine INFO: Epoch: [58] [3300/7329] learning_rate: 0.000100 loss_class: 0.545124 loss_bbox: 0.127833 loss_giou: 0.381069 loss_class_aux: 3.429606 loss_bbox_aux: 0.799208 loss_giou_aux: 2.436713 loss_class_dn: 0.318511 loss_bbox_dn: 0.131876 loss_giou_dn: 0.349191 loss_class_aux_dn: 1.715020 loss_bbox_aux_dn: 0.787740 loss_giou_aux_dn: 1.965072 loss: 13.203484 eta: 3 days, 9:34:58 batch_cost: 0.6606 data_cost: 0.0020 ips: 6.0547 images/s [04/13 08:17:25] ppdet.engine INFO: Epoch: [58] [3400/7329] learning_rate: 0.000100 loss_class: 0.480984 loss_bbox: 0.114895 loss_giou: 0.339369 loss_class_aux: 3.169311 loss_bbox_aux: 0.745081 loss_giou_aux: 2.168093 loss_class_dn: 0.287016 loss_bbox_dn: 0.118986 loss_giou_dn: 0.317542 loss_class_aux_dn: 1.561848 loss_bbox_aux_dn: 0.741416 loss_giou_aux_dn: 1.783976 loss: 11.480373 eta: 3 days, 9:33:54 batch_cost: 0.6615 data_cost: 0.0020 ips: 6.0468 images/s [04/13 08:18:37] ppdet.engine INFO: Epoch: [58] [3500/7329] learning_rate: 0.000100 loss_class: 0.595778 loss_bbox: 0.130365 loss_giou: 0.406355 loss_class_aux: 3.806892 loss_bbox_aux: 0.852550 loss_giou_aux: 2.530276 loss_class_dn: 0.319593 loss_bbox_dn: 0.125187 loss_giou_dn: 0.360018 loss_class_aux_dn: 1.724580 loss_bbox_aux_dn: 0.759269 loss_giou_aux_dn: 2.024621 loss: 13.495129 eta: 3 days, 9:32:50 batch_cost: 0.6580 data_cost: 0.0020 ips: 6.0786 images/s [04/13 08:19:49] ppdet.engine INFO: Epoch: [58] [3600/7329] learning_rate: 0.000100 loss_class: 0.586006 loss_bbox: 0.132502 loss_giou: 0.353754 loss_class_aux: 3.766363 loss_bbox_aux: 0.877956 loss_giou_aux: 2.245188 loss_class_dn: 0.321527 loss_bbox_dn: 0.139961 loss_giou_dn: 0.331840 loss_class_aux_dn: 1.747648 loss_bbox_aux_dn: 0.832847 loss_giou_aux_dn: 1.843094 loss: 13.792520 eta: 3 days, 9:31:46 batch_cost: 0.6598 data_cost: 0.0021 ips: 6.0624 images/s [04/13 08:21:00] ppdet.engine INFO: Epoch: [58] [3700/7329] learning_rate: 0.000100 loss_class: 0.587789 loss_bbox: 0.129529 loss_giou: 0.358887 loss_class_aux: 3.686953 loss_bbox_aux: 0.875981 loss_giou_aux: 2.275376 loss_class_dn: 0.333852 loss_bbox_dn: 0.134183 loss_giou_dn: 0.336058 loss_class_aux_dn: 1.806628 loss_bbox_aux_dn: 0.770298 loss_giou_aux_dn: 1.910241 loss: 13.506512 eta: 3 days, 9:30:40 batch_cost: 0.6500 data_cost: 0.0023 ips: 6.1541 images/s [04/13 08:22:11] ppdet.engine INFO: Epoch: [58] [3800/7329] learning_rate: 0.000100 loss_class: 0.557889 loss_bbox: 0.127078 loss_giou: 0.337769 loss_class_aux: 3.465777 loss_bbox_aux: 0.870749 loss_giou_aux: 2.187186 loss_class_dn: 0.301899 loss_bbox_dn: 0.132283 loss_giou_dn: 0.304446 loss_class_aux_dn: 1.649374 loss_bbox_aux_dn: 0.769605 loss_giou_aux_dn: 1.714256 loss: 12.596773 eta: 3 days, 9:29:36 batch_cost: 0.6563 data_cost: 0.0021 ips: 6.0949 images/s [04/13 08:23:20] ppdet.engine INFO: Epoch: [58] [3900/7329] learning_rate: 0.000100 loss_class: 0.568326 loss_bbox: 0.122799 loss_giou: 0.361246 loss_class_aux: 3.489791 loss_bbox_aux: 0.786164 loss_giou_aux: 2.225277 loss_class_dn: 0.335325 loss_bbox_dn: 0.123084 loss_giou_dn: 0.328803 loss_class_aux_dn: 1.766683 loss_bbox_aux_dn: 0.726729 loss_giou_aux_dn: 1.819610 loss: 14.120873 eta: 3 days, 9:28:30 batch_cost: 0.6399 data_cost: 0.0021 ips: 6.2514 images/s [04/13 08:24:31] ppdet.engine INFO: Epoch: [58] [4000/7329] learning_rate: 0.000100 loss_class: 0.577315 loss_bbox: 0.128790 loss_giou: 0.358358 loss_class_aux: 3.595918 loss_bbox_aux: 0.859054 loss_giou_aux: 2.193617 loss_class_dn: 0.314294 loss_bbox_dn: 0.130817 loss_giou_dn: 0.329517 loss_class_aux_dn: 1.665410 loss_bbox_aux_dn: 0.798562 loss_giou_aux_dn: 1.831143 loss: 12.858438 eta: 3 days, 9:27:24 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1752 images/s [04/13 08:25:41] ppdet.engine INFO: Epoch: [58] [4100/7329] learning_rate: 0.000100 loss_class: 0.551531 loss_bbox: 0.126647 loss_giou: 0.394343 loss_class_aux: 3.494791 loss_bbox_aux: 0.870912 loss_giou_aux: 2.525305 loss_class_dn: 0.334884 loss_bbox_dn: 0.124593 loss_giou_dn: 0.367661 loss_class_aux_dn: 1.778450 loss_bbox_aux_dn: 0.745106 loss_giou_aux_dn: 2.028476 loss: 13.251316 eta: 3 days, 9:26:18 batch_cost: 0.6419 data_cost: 0.0020 ips: 6.2316 images/s [04/13 08:26:53] ppdet.engine INFO: Epoch: [58] [4200/7329] learning_rate: 0.000100 loss_class: 0.557537 loss_bbox: 0.135198 loss_giou: 0.381036 loss_class_aux: 3.459208 loss_bbox_aux: 0.885563 loss_giou_aux: 2.397813 loss_class_dn: 0.331757 loss_bbox_dn: 0.121598 loss_giou_dn: 0.346750 loss_class_aux_dn: 1.796396 loss_bbox_aux_dn: 0.727203 loss_giou_aux_dn: 1.974124 loss: 13.383106 eta: 3 days, 9:25:14 batch_cost: 0.6651 data_cost: 0.0021 ips: 6.0143 images/s [04/13 08:28:04] ppdet.engine INFO: Epoch: [58] [4300/7329] learning_rate: 0.000100 loss_class: 0.572824 loss_bbox: 0.133550 loss_giou: 0.377044 loss_class_aux: 3.576767 loss_bbox_aux: 0.857818 loss_giou_aux: 2.383957 loss_class_dn: 0.340173 loss_bbox_dn: 0.139699 loss_giou_dn: 0.345693 loss_class_aux_dn: 1.818207 loss_bbox_aux_dn: 0.858765 loss_giou_aux_dn: 1.913623 loss: 14.021012 eta: 3 days, 9:24:09 batch_cost: 0.6459 data_cost: 0.0024 ips: 6.1932 images/s [04/13 08:29:16] ppdet.engine INFO: Epoch: [58] [4400/7329] learning_rate: 0.000100 loss_class: 0.618532 loss_bbox: 0.149192 loss_giou: 0.395671 loss_class_aux: 3.950623 loss_bbox_aux: 0.999228 loss_giou_aux: 2.499453 loss_class_dn: 0.352139 loss_bbox_dn: 0.145679 loss_giou_dn: 0.379251 loss_class_aux_dn: 1.893137 loss_bbox_aux_dn: 0.873168 loss_giou_aux_dn: 2.160050 loss: 14.744438 eta: 3 days, 9:23:05 batch_cost: 0.6653 data_cost: 0.0021 ips: 6.0122 images/s [04/13 08:30:31] ppdet.engine INFO: Epoch: [58] [4500/7329] learning_rate: 0.000100 loss_class: 0.580834 loss_bbox: 0.130018 loss_giou: 0.395202 loss_class_aux: 3.701517 loss_bbox_aux: 0.890797 loss_giou_aux: 2.497898 loss_class_dn: 0.341853 loss_bbox_dn: 0.142862 loss_giou_dn: 0.348652 loss_class_aux_dn: 1.823402 loss_bbox_aux_dn: 0.886225 loss_giou_aux_dn: 1.974655 loss: 14.097208 eta: 3 days, 9:22:03 batch_cost: 0.6798 data_cost: 0.0019 ips: 5.8840 images/s [04/13 08:31:41] ppdet.engine INFO: Epoch: [58] [4600/7329] learning_rate: 0.000100 loss_class: 0.564084 loss_bbox: 0.138377 loss_giou: 0.305118 loss_class_aux: 3.628755 loss_bbox_aux: 0.907262 loss_giou_aux: 1.938265 loss_class_dn: 0.321835 loss_bbox_dn: 0.147504 loss_giou_dn: 0.300768 loss_class_aux_dn: 1.729879 loss_bbox_aux_dn: 0.884881 loss_giou_aux_dn: 1.642451 loss: 13.143747 eta: 3 days, 9:20:58 batch_cost: 0.6470 data_cost: 0.0021 ips: 6.1821 images/s [04/13 08:32:53] ppdet.engine INFO: Epoch: [58] [4700/7329] learning_rate: 0.000100 loss_class: 0.588616 loss_bbox: 0.128682 loss_giou: 0.323902 loss_class_aux: 3.771270 loss_bbox_aux: 0.825737 loss_giou_aux: 2.060087 loss_class_dn: 0.319128 loss_bbox_dn: 0.134589 loss_giou_dn: 0.333999 loss_class_aux_dn: 1.751290 loss_bbox_aux_dn: 0.799094 loss_giou_aux_dn: 1.863445 loss: 13.266743 eta: 3 days, 9:19:53 batch_cost: 0.6604 data_cost: 0.0023 ips: 6.0573 images/s [04/13 08:34:04] ppdet.engine INFO: Epoch: [58] [4800/7329] learning_rate: 0.000100 loss_class: 0.584905 loss_bbox: 0.136957 loss_giou: 0.380832 loss_class_aux: 3.771516 loss_bbox_aux: 0.870924 loss_giou_aux: 2.352848 loss_class_dn: 0.325051 loss_bbox_dn: 0.145786 loss_giou_dn: 0.348259 loss_class_aux_dn: 1.810844 loss_bbox_aux_dn: 0.865601 loss_giou_aux_dn: 1.972114 loss: 14.184293 eta: 3 days, 9:18:49 batch_cost: 0.6572 data_cost: 0.0024 ips: 6.0866 images/s [04/13 08:35:14] ppdet.engine INFO: Epoch: [58] [4900/7329] learning_rate: 0.000100 loss_class: 0.549930 loss_bbox: 0.118225 loss_giou: 0.334363 loss_class_aux: 3.608196 loss_bbox_aux: 0.775021 loss_giou_aux: 2.086151 loss_class_dn: 0.300322 loss_bbox_dn: 0.118229 loss_giou_dn: 0.321919 loss_class_aux_dn: 1.636114 loss_bbox_aux_dn: 0.726276 loss_giou_aux_dn: 1.778697 loss: 13.315731 eta: 3 days, 9:17:43 batch_cost: 0.6428 data_cost: 0.0022 ips: 6.2231 images/s [04/13 08:36:27] ppdet.engine INFO: Epoch: [58] [5000/7329] learning_rate: 0.000100 loss_class: 0.564540 loss_bbox: 0.141701 loss_giou: 0.389153 loss_class_aux: 3.498065 loss_bbox_aux: 0.907276 loss_giou_aux: 2.400428 loss_class_dn: 0.312113 loss_bbox_dn: 0.139147 loss_giou_dn: 0.336591 loss_class_aux_dn: 1.652609 loss_bbox_aux_dn: 0.824512 loss_giou_aux_dn: 1.919008 loss: 13.827766 eta: 3 days, 9:16:40 batch_cost: 0.6672 data_cost: 0.0022 ips: 5.9956 images/s [04/13 08:37:39] ppdet.engine INFO: Epoch: [58] [5100/7329] learning_rate: 0.000100 loss_class: 0.572549 loss_bbox: 0.134211 loss_giou: 0.392362 loss_class_aux: 3.717688 loss_bbox_aux: 0.849796 loss_giou_aux: 2.476707 loss_class_dn: 0.338306 loss_bbox_dn: 0.136634 loss_giou_dn: 0.365655 loss_class_aux_dn: 1.793800 loss_bbox_aux_dn: 0.834161 loss_giou_aux_dn: 2.074352 loss: 13.537595 eta: 3 days, 9:15:35 batch_cost: 0.6614 data_cost: 0.0020 ips: 6.0477 images/s [04/13 08:38:52] ppdet.engine INFO: Epoch: [58] [5200/7329] learning_rate: 0.000100 loss_class: 0.533150 loss_bbox: 0.124735 loss_giou: 0.332985 loss_class_aux: 3.451596 loss_bbox_aux: 0.823246 loss_giou_aux: 2.081627 loss_class_dn: 0.317793 loss_bbox_dn: 0.124450 loss_giou_dn: 0.311020 loss_class_aux_dn: 1.671287 loss_bbox_aux_dn: 0.760436 loss_giou_aux_dn: 1.770165 loss: 13.055573 eta: 3 days, 9:14:32 batch_cost: 0.6672 data_cost: 0.0022 ips: 5.9956 images/s [04/13 08:40:02] ppdet.engine INFO: Epoch: [58] [5300/7329] learning_rate: 0.000100 loss_class: 0.597185 loss_bbox: 0.130984 loss_giou: 0.432010 loss_class_aux: 3.765548 loss_bbox_aux: 0.835322 loss_giou_aux: 2.698493 loss_class_dn: 0.350535 loss_bbox_dn: 0.123740 loss_giou_dn: 0.399459 loss_class_aux_dn: 1.863002 loss_bbox_aux_dn: 0.752671 loss_giou_aux_dn: 2.209714 loss: 14.387531 eta: 3 days, 9:13:27 batch_cost: 0.6497 data_cost: 0.0023 ips: 6.1566 images/s [04/13 08:41:14] ppdet.engine INFO: Epoch: [58] [5400/7329] learning_rate: 0.000100 loss_class: 0.514420 loss_bbox: 0.097287 loss_giou: 0.284377 loss_class_aux: 3.345707 loss_bbox_aux: 0.689065 loss_giou_aux: 1.863791 loss_class_dn: 0.295447 loss_bbox_dn: 0.109685 loss_giou_dn: 0.278797 loss_class_aux_dn: 1.568986 loss_bbox_aux_dn: 0.680934 loss_giou_aux_dn: 1.607016 loss: 12.347507 eta: 3 days, 9:12:22 batch_cost: 0.6535 data_cost: 0.0023 ips: 6.1207 images/s [04/13 08:42:23] ppdet.engine INFO: Epoch: [58] [5500/7329] learning_rate: 0.000100 loss_class: 0.551757 loss_bbox: 0.120858 loss_giou: 0.426353 loss_class_aux: 3.514526 loss_bbox_aux: 0.840223 loss_giou_aux: 2.638133 loss_class_dn: 0.342715 loss_bbox_dn: 0.119029 loss_giou_dn: 0.368989 loss_class_aux_dn: 1.804631 loss_bbox_aux_dn: 0.719156 loss_giou_aux_dn: 2.061308 loss: 13.630141 eta: 3 days, 9:11:15 batch_cost: 0.6382 data_cost: 0.0021 ips: 6.2677 images/s [04/13 08:43:34] ppdet.engine INFO: Epoch: [58] [5600/7329] learning_rate: 0.000100 loss_class: 0.515420 loss_bbox: 0.117475 loss_giou: 0.373648 loss_class_aux: 3.237768 loss_bbox_aux: 0.754866 loss_giou_aux: 2.283013 loss_class_dn: 0.293393 loss_bbox_dn: 0.121842 loss_giou_dn: 0.318661 loss_class_aux_dn: 1.587724 loss_bbox_aux_dn: 0.789044 loss_giou_aux_dn: 1.801174 loss: 12.059601 eta: 3 days, 9:10:10 batch_cost: 0.6517 data_cost: 0.0024 ips: 6.1376 images/s [04/13 08:44:45] ppdet.engine INFO: Epoch: [58] [5700/7329] learning_rate: 0.000100 loss_class: 0.610974 loss_bbox: 0.125722 loss_giou: 0.384987 loss_class_aux: 3.947062 loss_bbox_aux: 0.843010 loss_giou_aux: 2.341402 loss_class_dn: 0.340033 loss_bbox_dn: 0.122452 loss_giou_dn: 0.333338 loss_class_aux_dn: 1.852837 loss_bbox_aux_dn: 0.736164 loss_giou_aux_dn: 1.872938 loss: 13.740954 eta: 3 days, 9:09:06 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1090 images/s [04/13 08:45:57] ppdet.engine INFO: Epoch: [58] [5800/7329] learning_rate: 0.000100 loss_class: 0.570301 loss_bbox: 0.146288 loss_giou: 0.363794 loss_class_aux: 3.743783 loss_bbox_aux: 0.945946 loss_giou_aux: 2.245034 loss_class_dn: 0.345557 loss_bbox_dn: 0.144380 loss_giou_dn: 0.354025 loss_class_aux_dn: 1.843527 loss_bbox_aux_dn: 0.867710 loss_giou_aux_dn: 2.003313 loss: 13.909004 eta: 3 days, 9:08:01 batch_cost: 0.6589 data_cost: 0.0020 ips: 6.0709 images/s [04/13 08:47:09] ppdet.engine INFO: Epoch: [58] [5900/7329] learning_rate: 0.000100 loss_class: 0.622074 loss_bbox: 0.136596 loss_giou: 0.371703 loss_class_aux: 3.903599 loss_bbox_aux: 0.930991 loss_giou_aux: 2.349803 loss_class_dn: 0.349258 loss_bbox_dn: 0.153119 loss_giou_dn: 0.356545 loss_class_aux_dn: 1.900251 loss_bbox_aux_dn: 0.902439 loss_giou_aux_dn: 2.056448 loss: 14.853638 eta: 3 days, 9:06:57 batch_cost: 0.6623 data_cost: 0.0021 ips: 6.0398 images/s [04/13 08:48:21] ppdet.engine INFO: Epoch: [58] [6000/7329] learning_rate: 0.000100 loss_class: 0.582166 loss_bbox: 0.132220 loss_giou: 0.360594 loss_class_aux: 3.718045 loss_bbox_aux: 0.874805 loss_giou_aux: 2.369150 loss_class_dn: 0.331428 loss_bbox_dn: 0.123327 loss_giou_dn: 0.335694 loss_class_aux_dn: 1.816926 loss_bbox_aux_dn: 0.770275 loss_giou_aux_dn: 1.892350 loss: 13.188776 eta: 3 days, 9:05:53 batch_cost: 0.6544 data_cost: 0.0021 ips: 6.1128 images/s [04/13 08:49:32] ppdet.engine INFO: Epoch: [58] [6100/7329] learning_rate: 0.000100 loss_class: 0.556458 loss_bbox: 0.142486 loss_giou: 0.373928 loss_class_aux: 3.637866 loss_bbox_aux: 0.880491 loss_giou_aux: 2.370584 loss_class_dn: 0.342196 loss_bbox_dn: 0.142469 loss_giou_dn: 0.372785 loss_class_aux_dn: 1.834435 loss_bbox_aux_dn: 0.870757 loss_giou_aux_dn: 2.055935 loss: 14.853367 eta: 3 days, 9:04:48 batch_cost: 0.6590 data_cost: 0.0022 ips: 6.0701 images/s [04/13 08:50:45] ppdet.engine INFO: Epoch: [58] [6200/7329] learning_rate: 0.000100 loss_class: 0.585710 loss_bbox: 0.135026 loss_giou: 0.412411 loss_class_aux: 3.769033 loss_bbox_aux: 0.892070 loss_giou_aux: 2.606526 loss_class_dn: 0.340502 loss_bbox_dn: 0.133895 loss_giou_dn: 0.371651 loss_class_aux_dn: 1.872263 loss_bbox_aux_dn: 0.816364 loss_giou_aux_dn: 2.126915 loss: 13.834082 eta: 3 days, 9:03:45 batch_cost: 0.6650 data_cost: 0.0022 ips: 6.0154 images/s [04/13 08:51:56] ppdet.engine INFO: Epoch: [58] [6300/7329] learning_rate: 0.000100 loss_class: 0.517448 loss_bbox: 0.117252 loss_giou: 0.320538 loss_class_aux: 3.260614 loss_bbox_aux: 0.787538 loss_giou_aux: 2.045994 loss_class_dn: 0.292369 loss_bbox_dn: 0.113145 loss_giou_dn: 0.297315 loss_class_aux_dn: 1.587333 loss_bbox_aux_dn: 0.711506 loss_giou_aux_dn: 1.677635 loss: 12.023107 eta: 3 days, 9:02:40 batch_cost: 0.6536 data_cost: 0.0022 ips: 6.1196 images/s [04/13 08:53:07] ppdet.engine INFO: Epoch: [58] [6400/7329] learning_rate: 0.000100 loss_class: 0.467797 loss_bbox: 0.131235 loss_giou: 0.338289 loss_class_aux: 2.995614 loss_bbox_aux: 0.861883 loss_giou_aux: 2.107622 loss_class_dn: 0.276301 loss_bbox_dn: 0.141992 loss_giou_dn: 0.303034 loss_class_aux_dn: 1.479088 loss_bbox_aux_dn: 0.823509 loss_giou_aux_dn: 1.686239 loss: 11.915943 eta: 3 days, 9:01:35 batch_cost: 0.6554 data_cost: 0.0020 ips: 6.1032 images/s [04/13 08:54:21] ppdet.engine INFO: Epoch: [58] [6500/7329] learning_rate: 0.000100 loss_class: 0.551361 loss_bbox: 0.116499 loss_giou: 0.358834 loss_class_aux: 3.477113 loss_bbox_aux: 0.763841 loss_giou_aux: 2.213078 loss_class_dn: 0.311161 loss_bbox_dn: 0.125207 loss_giou_dn: 0.337697 loss_class_aux_dn: 1.677826 loss_bbox_aux_dn: 0.742831 loss_giou_aux_dn: 1.899852 loss: 12.640751 eta: 3 days, 9:00:33 batch_cost: 0.6769 data_cost: 0.0023 ips: 5.9097 images/s [04/13 08:55:32] ppdet.engine INFO: Epoch: [58] [6600/7329] learning_rate: 0.000100 loss_class: 0.551979 loss_bbox: 0.114688 loss_giou: 0.324751 loss_class_aux: 3.492192 loss_bbox_aux: 0.784845 loss_giou_aux: 2.177236 loss_class_dn: 0.326913 loss_bbox_dn: 0.130765 loss_giou_dn: 0.333060 loss_class_aux_dn: 1.763628 loss_bbox_aux_dn: 0.821213 loss_giou_aux_dn: 1.880304 loss: 13.274833 eta: 3 days, 8:59:28 batch_cost: 0.6540 data_cost: 0.0021 ips: 6.1167 images/s [04/13 08:56:43] ppdet.engine INFO: Epoch: [58] [6700/7329] learning_rate: 0.000100 loss_class: 0.574132 loss_bbox: 0.124165 loss_giou: 0.379504 loss_class_aux: 3.598884 loss_bbox_aux: 0.808346 loss_giou_aux: 2.385210 loss_class_dn: 0.326863 loss_bbox_dn: 0.136646 loss_giou_dn: 0.366272 loss_class_aux_dn: 1.731253 loss_bbox_aux_dn: 0.805268 loss_giou_aux_dn: 1.998861 loss: 13.099764 eta: 3 days, 8:58:23 batch_cost: 0.6542 data_cost: 0.0021 ips: 6.1142 images/s [04/13 08:57:56] ppdet.engine INFO: Epoch: [58] [6800/7329] learning_rate: 0.000100 loss_class: 0.612917 loss_bbox: 0.141298 loss_giou: 0.410724 loss_class_aux: 3.889719 loss_bbox_aux: 0.899533 loss_giou_aux: 2.588074 loss_class_dn: 0.358686 loss_bbox_dn: 0.131552 loss_giou_dn: 0.397430 loss_class_aux_dn: 1.956062 loss_bbox_aux_dn: 0.866217 loss_giou_aux_dn: 2.198812 loss: 15.044436 eta: 3 days, 8:57:19 batch_cost: 0.6646 data_cost: 0.0019 ips: 6.0183 images/s [04/13 08:59:10] ppdet.engine INFO: Epoch: [58] [6900/7329] learning_rate: 0.000100 loss_class: 0.549872 loss_bbox: 0.124403 loss_giou: 0.359964 loss_class_aux: 3.565842 loss_bbox_aux: 0.837847 loss_giou_aux: 2.323010 loss_class_dn: 0.306414 loss_bbox_dn: 0.139114 loss_giou_dn: 0.330917 loss_class_aux_dn: 1.697207 loss_bbox_aux_dn: 0.797185 loss_giou_aux_dn: 1.871820 loss: 13.317583 eta: 3 days, 8:56:17 batch_cost: 0.6731 data_cost: 0.0021 ips: 5.9428 images/s [04/13 09:00:21] ppdet.engine INFO: Epoch: [58] [7000/7329] learning_rate: 0.000100 loss_class: 0.530317 loss_bbox: 0.132363 loss_giou: 0.360998 loss_class_aux: 3.318501 loss_bbox_aux: 0.811582 loss_giou_aux: 2.254038 loss_class_dn: 0.311029 loss_bbox_dn: 0.134532 loss_giou_dn: 0.320481 loss_class_aux_dn: 1.685110 loss_bbox_aux_dn: 0.772922 loss_giou_aux_dn: 1.792623 loss: 13.070215 eta: 3 days, 8:55:12 batch_cost: 0.6583 data_cost: 0.0025 ips: 6.0760 images/s [04/13 09:01:32] ppdet.engine INFO: Epoch: [58] [7100/7329] learning_rate: 0.000100 loss_class: 0.491361 loss_bbox: 0.120491 loss_giou: 0.367749 loss_class_aux: 3.302948 loss_bbox_aux: 0.774231 loss_giou_aux: 2.379819 loss_class_dn: 0.299647 loss_bbox_dn: 0.127127 loss_giou_dn: 0.321339 loss_class_aux_dn: 1.610083 loss_bbox_aux_dn: 0.724357 loss_giou_aux_dn: 1.868709 loss: 12.397253 eta: 3 days, 8:54:08 batch_cost: 0.6555 data_cost: 0.0022 ips: 6.1021 images/s [04/13 09:02:47] ppdet.engine INFO: Epoch: [58] [7200/7329] learning_rate: 0.000100 loss_class: 0.563035 loss_bbox: 0.129016 loss_giou: 0.382867 loss_class_aux: 3.486048 loss_bbox_aux: 0.850538 loss_giou_aux: 2.361212 loss_class_dn: 0.333362 loss_bbox_dn: 0.127986 loss_giou_dn: 0.375147 loss_class_aux_dn: 1.839206 loss_bbox_aux_dn: 0.760552 loss_giou_aux_dn: 2.092041 loss: 14.799676 eta: 3 days, 8:53:06 batch_cost: 0.6835 data_cost: 0.0021 ips: 5.8518 images/s [04/13 09:03:59] ppdet.engine INFO: Epoch: [58] [7300/7329] learning_rate: 0.000100 loss_class: 0.546320 loss_bbox: 0.121190 loss_giou: 0.367717 loss_class_aux: 3.529785 loss_bbox_aux: 0.778883 loss_giou_aux: 2.297757 loss_class_dn: 0.308186 loss_bbox_dn: 0.141392 loss_giou_dn: 0.330705 loss_class_aux_dn: 1.659045 loss_bbox_aux_dn: 0.824296 loss_giou_aux_dn: 1.838698 loss: 13.375536 eta: 3 days, 8:52:02 batch_cost: 0.6607 data_cost: 0.0021 ips: 6.0545 images/s [04/13 09:04:23] ppdet.engine INFO: Eval iter: 0 [04/13 09:04:50] ppdet.engine INFO: Eval iter: 100 [04/13 09:05:17] ppdet.engine INFO: Eval iter: 200 [04/13 09:05:45] ppdet.engine INFO: Eval iter: 300 [04/13 09:06:12] ppdet.engine INFO: Eval iter: 400 [04/13 09:06:41] ppdet.engine INFO: Eval iter: 500 [04/13 09:07:08] ppdet.engine INFO: Eval iter: 600 [04/13 09:07:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 09:07:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.83s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.02s). Accumulating evaluation results... DONE (t=29.46s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/13 09:10:48] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.053468397020318 [04/13 09:10:48] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 09:10:49] ppdet.engine INFO: Epoch: [59] [ 0/7329] learning_rate: 0.000100 loss_class: 0.564340 loss_bbox: 0.127795 loss_giou: 0.360199 loss_class_aux: 3.710167 loss_bbox_aux: 0.821731 loss_giou_aux: 2.280499 loss_class_dn: 0.308186 loss_bbox_dn: 0.146290 loss_giou_dn: 0.332462 loss_class_aux_dn: 1.659045 loss_bbox_aux_dn: 0.863597 loss_giou_aux_dn: 1.862496 loss: 13.375536 eta: 3 days, 8:51:43 batch_cost: 0.6539 data_cost: 0.0021 ips: 6.1175 images/s [04/13 09:12:02] ppdet.engine INFO: Epoch: [59] [ 100/7329] learning_rate: 0.000100 loss_class: 0.575572 loss_bbox: 0.136141 loss_giou: 0.432516 loss_class_aux: 3.614542 loss_bbox_aux: 0.863175 loss_giou_aux: 2.649519 loss_class_dn: 0.350683 loss_bbox_dn: 0.139385 loss_giou_dn: 0.392851 loss_class_aux_dn: 1.903758 loss_bbox_aux_dn: 0.802677 loss_giou_aux_dn: 2.184757 loss: 14.735515 eta: 3 days, 8:50:39 batch_cost: 0.6622 data_cost: 0.0020 ips: 6.0408 images/s [04/13 09:13:12] ppdet.engine INFO: Epoch: [59] [ 200/7329] learning_rate: 0.000100 loss_class: 0.547265 loss_bbox: 0.117560 loss_giou: 0.385114 loss_class_aux: 3.492213 loss_bbox_aux: 0.772550 loss_giou_aux: 2.338703 loss_class_dn: 0.323483 loss_bbox_dn: 0.122450 loss_giou_dn: 0.357141 loss_class_aux_dn: 1.714118 loss_bbox_aux_dn: 0.710459 loss_giou_aux_dn: 1.976196 loss: 13.298529 eta: 3 days, 8:49:33 batch_cost: 0.6445 data_cost: 0.0021 ips: 6.2065 images/s [04/13 09:14:21] ppdet.engine INFO: Epoch: [59] [ 300/7329] learning_rate: 0.000100 loss_class: 0.513711 loss_bbox: 0.123448 loss_giou: 0.355680 loss_class_aux: 3.465032 loss_bbox_aux: 0.814866 loss_giou_aux: 2.128324 loss_class_dn: 0.290632 loss_bbox_dn: 0.129019 loss_giou_dn: 0.318614 loss_class_aux_dn: 1.575730 loss_bbox_aux_dn: 0.821345 loss_giou_aux_dn: 1.765977 loss: 12.916910 eta: 3 days, 8:48:26 batch_cost: 0.6377 data_cost: 0.0021 ips: 6.2723 images/s [04/13 09:15:32] ppdet.engine INFO: Epoch: [59] [ 400/7329] learning_rate: 0.000100 loss_class: 0.541262 loss_bbox: 0.131062 loss_giou: 0.325153 loss_class_aux: 3.408459 loss_bbox_aux: 0.855090 loss_giou_aux: 2.058786 loss_class_dn: 0.302121 loss_bbox_dn: 0.143098 loss_giou_dn: 0.330022 loss_class_aux_dn: 1.649948 loss_bbox_aux_dn: 0.824796 loss_giou_aux_dn: 1.837055 loss: 13.443522 eta: 3 days, 8:47:22 batch_cost: 0.6575 data_cost: 0.0021 ips: 6.0837 images/s [04/13 09:16:42] ppdet.engine INFO: Epoch: [59] [ 500/7329] learning_rate: 0.000100 loss_class: 0.590931 loss_bbox: 0.134928 loss_giou: 0.447011 loss_class_aux: 3.822957 loss_bbox_aux: 0.823576 loss_giou_aux: 2.843256 loss_class_dn: 0.336264 loss_bbox_dn: 0.134475 loss_giou_dn: 0.381427 loss_class_aux_dn: 1.819781 loss_bbox_aux_dn: 0.806691 loss_giou_aux_dn: 2.121182 loss: 14.554321 eta: 3 days, 8:46:16 batch_cost: 0.6468 data_cost: 0.0022 ips: 6.1842 images/s [04/13 09:17:54] ppdet.engine INFO: Epoch: [59] [ 600/7329] learning_rate: 0.000100 loss_class: 0.550260 loss_bbox: 0.129557 loss_giou: 0.336816 loss_class_aux: 3.576138 loss_bbox_aux: 0.822132 loss_giou_aux: 2.052922 loss_class_dn: 0.313026 loss_bbox_dn: 0.141882 loss_giou_dn: 0.333400 loss_class_aux_dn: 1.703729 loss_bbox_aux_dn: 0.821379 loss_giou_aux_dn: 1.903965 loss: 13.659338 eta: 3 days, 8:45:12 batch_cost: 0.6586 data_cost: 0.0025 ips: 6.0734 images/s [04/13 09:19:04] ppdet.engine INFO: Epoch: [59] [ 700/7329] learning_rate: 0.000100 loss_class: 0.589005 loss_bbox: 0.143499 loss_giou: 0.380153 loss_class_aux: 3.832704 loss_bbox_aux: 0.962459 loss_giou_aux: 2.301406 loss_class_dn: 0.334425 loss_bbox_dn: 0.148998 loss_giou_dn: 0.350910 loss_class_aux_dn: 1.795447 loss_bbox_aux_dn: 0.847072 loss_giou_aux_dn: 1.946214 loss: 13.820171 eta: 3 days, 8:44:06 batch_cost: 0.6404 data_cost: 0.0021 ips: 6.2465 images/s [04/13 09:20:15] ppdet.engine INFO: Epoch: [59] [ 800/7329] learning_rate: 0.000100 loss_class: 0.536882 loss_bbox: 0.129755 loss_giou: 0.374354 loss_class_aux: 3.536880 loss_bbox_aux: 0.872672 loss_giou_aux: 2.319988 loss_class_dn: 0.303243 loss_bbox_dn: 0.142954 loss_giou_dn: 0.323829 loss_class_aux_dn: 1.636307 loss_bbox_aux_dn: 0.827113 loss_giou_aux_dn: 1.850080 loss: 13.501683 eta: 3 days, 8:43:01 batch_cost: 0.6565 data_cost: 0.0021 ips: 6.0928 images/s [04/13 09:21:27] ppdet.engine INFO: Epoch: [59] [ 900/7329] learning_rate: 0.000100 loss_class: 0.573923 loss_bbox: 0.123276 loss_giou: 0.394716 loss_class_aux: 3.674555 loss_bbox_aux: 0.827724 loss_giou_aux: 2.391868 loss_class_dn: 0.338559 loss_bbox_dn: 0.139551 loss_giou_dn: 0.368287 loss_class_aux_dn: 1.817822 loss_bbox_aux_dn: 0.841838 loss_giou_aux_dn: 2.070758 loss: 14.342705 eta: 3 days, 8:41:57 batch_cost: 0.6589 data_cost: 0.0024 ips: 6.0710 images/s [04/13 09:22:37] ppdet.engine INFO: Epoch: [59] [1000/7329] learning_rate: 0.000100 loss_class: 0.546938 loss_bbox: 0.129425 loss_giou: 0.364149 loss_class_aux: 3.540471 loss_bbox_aux: 0.852406 loss_giou_aux: 2.252893 loss_class_dn: 0.301530 loss_bbox_dn: 0.143474 loss_giou_dn: 0.323420 loss_class_aux_dn: 1.631591 loss_bbox_aux_dn: 0.853075 loss_giou_aux_dn: 1.850453 loss: 13.532345 eta: 3 days, 8:40:52 batch_cost: 0.6504 data_cost: 0.0024 ips: 6.1499 images/s [04/13 09:23:47] ppdet.engine INFO: Epoch: [59] [1100/7329] learning_rate: 0.000100 loss_class: 0.545755 loss_bbox: 0.119448 loss_giou: 0.455878 loss_class_aux: 3.623212 loss_bbox_aux: 0.791388 loss_giou_aux: 2.845166 loss_class_dn: 0.319133 loss_bbox_dn: 0.121948 loss_giou_dn: 0.380162 loss_class_aux_dn: 1.692032 loss_bbox_aux_dn: 0.748587 loss_giou_aux_dn: 2.081510 loss: 14.235868 eta: 3 days, 8:39:46 batch_cost: 0.6445 data_cost: 0.0021 ips: 6.2067 images/s [04/13 09:24:59] ppdet.engine INFO: Epoch: [59] [1200/7329] learning_rate: 0.000100 loss_class: 0.540394 loss_bbox: 0.132028 loss_giou: 0.360758 loss_class_aux: 3.549139 loss_bbox_aux: 0.877927 loss_giou_aux: 2.222809 loss_class_dn: 0.319099 loss_bbox_dn: 0.131918 loss_giou_dn: 0.328946 loss_class_aux_dn: 1.682831 loss_bbox_aux_dn: 0.866022 loss_giou_aux_dn: 1.857071 loss: 13.226570 eta: 3 days, 8:38:42 batch_cost: 0.6612 data_cost: 0.0020 ips: 6.0496 images/s [04/13 09:26:11] ppdet.engine INFO: Epoch: [59] [1300/7329] learning_rate: 0.000100 loss_class: 0.501328 loss_bbox: 0.119180 loss_giou: 0.318349 loss_class_aux: 3.163210 loss_bbox_aux: 0.781884 loss_giou_aux: 2.022171 loss_class_dn: 0.283222 loss_bbox_dn: 0.122364 loss_giou_dn: 0.297943 loss_class_aux_dn: 1.547189 loss_bbox_aux_dn: 0.725858 loss_giou_aux_dn: 1.715626 loss: 12.304068 eta: 3 days, 8:37:37 batch_cost: 0.6548 data_cost: 0.0022 ips: 6.1086 images/s [04/13 09:27:22] ppdet.engine INFO: Epoch: [59] [1400/7329] learning_rate: 0.000100 loss_class: 0.570408 loss_bbox: 0.128712 loss_giou: 0.370410 loss_class_aux: 3.644605 loss_bbox_aux: 0.822182 loss_giou_aux: 2.345396 loss_class_dn: 0.312228 loss_bbox_dn: 0.126563 loss_giou_dn: 0.344384 loss_class_aux_dn: 1.687670 loss_bbox_aux_dn: 0.755316 loss_giou_aux_dn: 1.916101 loss: 13.065359 eta: 3 days, 8:36:33 batch_cost: 0.6565 data_cost: 0.0022 ips: 6.0930 images/s [04/13 09:28:32] ppdet.engine INFO: Epoch: [59] [1500/7329] learning_rate: 0.000100 loss_class: 0.562649 loss_bbox: 0.122410 loss_giou: 0.384023 loss_class_aux: 3.632475 loss_bbox_aux: 0.820059 loss_giou_aux: 2.576889 loss_class_dn: 0.326610 loss_bbox_dn: 0.126098 loss_giou_dn: 0.371398 loss_class_aux_dn: 1.758081 loss_bbox_aux_dn: 0.797103 loss_giou_aux_dn: 2.058899 loss: 13.895065 eta: 3 days, 8:35:27 batch_cost: 0.6496 data_cost: 0.0024 ips: 6.1579 images/s [04/13 09:29:44] ppdet.engine INFO: Epoch: [59] [1600/7329] learning_rate: 0.000100 loss_class: 0.530472 loss_bbox: 0.139560 loss_giou: 0.368558 loss_class_aux: 3.328218 loss_bbox_aux: 0.930583 loss_giou_aux: 2.333575 loss_class_dn: 0.318435 loss_bbox_dn: 0.146877 loss_giou_dn: 0.324706 loss_class_aux_dn: 1.700130 loss_bbox_aux_dn: 0.872164 loss_giou_aux_dn: 1.827721 loss: 13.096288 eta: 3 days, 8:34:23 batch_cost: 0.6626 data_cost: 0.0024 ips: 6.0369 images/s [04/13 09:30:55] ppdet.engine INFO: Epoch: [59] [1700/7329] learning_rate: 0.000100 loss_class: 0.592459 loss_bbox: 0.128661 loss_giou: 0.405146 loss_class_aux: 3.835710 loss_bbox_aux: 0.812808 loss_giou_aux: 2.528184 loss_class_dn: 0.353930 loss_bbox_dn: 0.121388 loss_giou_dn: 0.389331 loss_class_aux_dn: 1.885426 loss_bbox_aux_dn: 0.728182 loss_giou_aux_dn: 2.197933 loss: 14.576362 eta: 3 days, 8:33:18 batch_cost: 0.6467 data_cost: 0.0021 ips: 6.1853 images/s [04/13 09:32:05] ppdet.engine INFO: Epoch: [59] [1800/7329] learning_rate: 0.000100 loss_class: 0.609125 loss_bbox: 0.136837 loss_giou: 0.386994 loss_class_aux: 3.874564 loss_bbox_aux: 0.897319 loss_giou_aux: 2.403533 loss_class_dn: 0.344843 loss_bbox_dn: 0.134843 loss_giou_dn: 0.355553 loss_class_aux_dn: 1.821715 loss_bbox_aux_dn: 0.809581 loss_giou_aux_dn: 2.030088 loss: 14.368737 eta: 3 days, 8:32:13 batch_cost: 0.6493 data_cost: 0.0023 ips: 6.1603 images/s [04/13 09:33:16] ppdet.engine INFO: Epoch: [59] [1900/7329] learning_rate: 0.000100 loss_class: 0.532994 loss_bbox: 0.111804 loss_giou: 0.361873 loss_class_aux: 3.375240 loss_bbox_aux: 0.776475 loss_giou_aux: 2.352228 loss_class_dn: 0.295647 loss_bbox_dn: 0.111079 loss_giou_dn: 0.345546 loss_class_aux_dn: 1.565694 loss_bbox_aux_dn: 0.699148 loss_giou_aux_dn: 1.911514 loss: 12.994505 eta: 3 days, 8:31:08 batch_cost: 0.6558 data_cost: 0.0024 ips: 6.0990 images/s [04/13 09:34:28] ppdet.engine INFO: Epoch: [59] [2000/7329] learning_rate: 0.000100 loss_class: 0.601667 loss_bbox: 0.132721 loss_giou: 0.345208 loss_class_aux: 3.914091 loss_bbox_aux: 0.844324 loss_giou_aux: 2.175686 loss_class_dn: 0.325578 loss_bbox_dn: 0.137088 loss_giou_dn: 0.348721 loss_class_aux_dn: 1.816316 loss_bbox_aux_dn: 0.830722 loss_giou_aux_dn: 1.941016 loss: 13.917654 eta: 3 days, 8:30:03 batch_cost: 0.6533 data_cost: 0.0021 ips: 6.1227 images/s [04/13 09:35:39] ppdet.engine INFO: Epoch: [59] [2100/7329] learning_rate: 0.000100 loss_class: 0.525674 loss_bbox: 0.129919 loss_giou: 0.393460 loss_class_aux: 3.498133 loss_bbox_aux: 0.815354 loss_giou_aux: 2.485933 loss_class_dn: 0.326809 loss_bbox_dn: 0.127558 loss_giou_dn: 0.385362 loss_class_aux_dn: 1.763031 loss_bbox_aux_dn: 0.745231 loss_giou_aux_dn: 2.117668 loss: 13.594925 eta: 3 days, 8:28:58 batch_cost: 0.6566 data_cost: 0.0024 ips: 6.0919 images/s [04/13 09:36:50] ppdet.engine INFO: Epoch: [59] [2200/7329] learning_rate: 0.000100 loss_class: 0.516975 loss_bbox: 0.111816 loss_giou: 0.356484 loss_class_aux: 3.301957 loss_bbox_aux: 0.745599 loss_giou_aux: 2.304252 loss_class_dn: 0.301777 loss_bbox_dn: 0.119166 loss_giou_dn: 0.324321 loss_class_aux_dn: 1.631662 loss_bbox_aux_dn: 0.739485 loss_giou_aux_dn: 1.768097 loss: 12.416391 eta: 3 days, 8:27:53 batch_cost: 0.6517 data_cost: 0.0021 ips: 6.1377 images/s [04/13 09:38:00] ppdet.engine INFO: Epoch: [59] [2300/7329] learning_rate: 0.000100 loss_class: 0.558947 loss_bbox: 0.138067 loss_giou: 0.364485 loss_class_aux: 3.623963 loss_bbox_aux: 0.892921 loss_giou_aux: 2.276271 loss_class_dn: 0.324901 loss_bbox_dn: 0.144146 loss_giou_dn: 0.343946 loss_class_aux_dn: 1.763694 loss_bbox_aux_dn: 0.884616 loss_giou_aux_dn: 1.904187 loss: 13.352964 eta: 3 days, 8:26:48 batch_cost: 0.6505 data_cost: 0.0021 ips: 6.1491 images/s [04/13 09:39:11] ppdet.engine INFO: Epoch: [59] [2400/7329] learning_rate: 0.000100 loss_class: 0.550394 loss_bbox: 0.143450 loss_giou: 0.417768 loss_class_aux: 3.747262 loss_bbox_aux: 0.899593 loss_giou_aux: 2.618362 loss_class_dn: 0.345829 loss_bbox_dn: 0.129512 loss_giou_dn: 0.373740 loss_class_aux_dn: 1.820845 loss_bbox_aux_dn: 0.786460 loss_giou_aux_dn: 2.121406 loss: 14.609402 eta: 3 days, 8:25:43 batch_cost: 0.6463 data_cost: 0.0022 ips: 6.1886 images/s [04/13 09:40:21] ppdet.engine INFO: Epoch: [59] [2500/7329] learning_rate: 0.000100 loss_class: 0.568084 loss_bbox: 0.132276 loss_giou: 0.385649 loss_class_aux: 3.762707 loss_bbox_aux: 0.852905 loss_giou_aux: 2.417689 loss_class_dn: 0.325602 loss_bbox_dn: 0.138190 loss_giou_dn: 0.358477 loss_class_aux_dn: 1.805251 loss_bbox_aux_dn: 0.835788 loss_giou_aux_dn: 1.987537 loss: 13.735304 eta: 3 days, 8:24:38 batch_cost: 0.6519 data_cost: 0.0022 ips: 6.1363 images/s [04/13 09:41:33] ppdet.engine INFO: Epoch: [59] [2600/7329] learning_rate: 0.000100 loss_class: 0.550641 loss_bbox: 0.127611 loss_giou: 0.388677 loss_class_aux: 3.632921 loss_bbox_aux: 0.841095 loss_giou_aux: 2.496075 loss_class_dn: 0.324969 loss_bbox_dn: 0.130232 loss_giou_dn: 0.383592 loss_class_aux_dn: 1.763107 loss_bbox_aux_dn: 0.760620 loss_giou_aux_dn: 2.127011 loss: 14.174259 eta: 3 days, 8:23:34 batch_cost: 0.6624 data_cost: 0.0020 ips: 6.0388 images/s [04/13 09:42:45] ppdet.engine INFO: Epoch: [59] [2700/7329] learning_rate: 0.000100 loss_class: 0.522005 loss_bbox: 0.116417 loss_giou: 0.389917 loss_class_aux: 3.178956 loss_bbox_aux: 0.777588 loss_giou_aux: 2.499997 loss_class_dn: 0.308683 loss_bbox_dn: 0.121948 loss_giou_dn: 0.335299 loss_class_aux_dn: 1.657159 loss_bbox_aux_dn: 0.703500 loss_giou_aux_dn: 1.900832 loss: 13.262802 eta: 3 days, 8:22:29 batch_cost: 0.6590 data_cost: 0.0021 ips: 6.0695 images/s [04/13 09:43:57] ppdet.engine INFO: Epoch: [59] [2800/7329] learning_rate: 0.000100 loss_class: 0.560349 loss_bbox: 0.132256 loss_giou: 0.347812 loss_class_aux: 3.616457 loss_bbox_aux: 0.900793 loss_giou_aux: 2.220923 loss_class_dn: 0.324085 loss_bbox_dn: 0.131146 loss_giou_dn: 0.333624 loss_class_aux_dn: 1.729886 loss_bbox_aux_dn: 0.790074 loss_giou_aux_dn: 1.911172 loss: 13.539678 eta: 3 days, 8:21:25 batch_cost: 0.6611 data_cost: 0.0021 ips: 6.0503 images/s [04/13 09:45:08] ppdet.engine INFO: Epoch: [59] [2900/7329] learning_rate: 0.000100 loss_class: 0.548659 loss_bbox: 0.128313 loss_giou: 0.334809 loss_class_aux: 3.460053 loss_bbox_aux: 0.835078 loss_giou_aux: 2.109172 loss_class_dn: 0.304529 loss_bbox_dn: 0.129163 loss_giou_dn: 0.316643 loss_class_aux_dn: 1.612233 loss_bbox_aux_dn: 0.755719 loss_giou_aux_dn: 1.774802 loss: 12.126691 eta: 3 days, 8:20:20 batch_cost: 0.6526 data_cost: 0.0022 ips: 6.1294 images/s [04/13 09:46:20] ppdet.engine INFO: Epoch: [59] [3000/7329] learning_rate: 0.000100 loss_class: 0.523683 loss_bbox: 0.122597 loss_giou: 0.350125 loss_class_aux: 3.341721 loss_bbox_aux: 0.815065 loss_giou_aux: 2.168989 loss_class_dn: 0.310524 loss_bbox_dn: 0.117706 loss_giou_dn: 0.318507 loss_class_aux_dn: 1.669033 loss_bbox_aux_dn: 0.693133 loss_giou_aux_dn: 1.805423 loss: 13.003159 eta: 3 days, 8:19:16 batch_cost: 0.6602 data_cost: 0.0021 ips: 6.0588 images/s [04/13 09:47:30] ppdet.engine INFO: Epoch: [59] [3100/7329] learning_rate: 0.000100 loss_class: 0.562064 loss_bbox: 0.131125 loss_giou: 0.342856 loss_class_aux: 3.715844 loss_bbox_aux: 0.855633 loss_giou_aux: 2.191392 loss_class_dn: 0.315734 loss_bbox_dn: 0.132378 loss_giou_dn: 0.343458 loss_class_aux_dn: 1.679090 loss_bbox_aux_dn: 0.796899 loss_giou_aux_dn: 1.941472 loss: 13.372497 eta: 3 days, 8:18:11 batch_cost: 0.6481 data_cost: 0.0021 ips: 6.1718 images/s [04/13 09:48:41] ppdet.engine INFO: Epoch: [59] [3200/7329] learning_rate: 0.000100 loss_class: 0.597847 loss_bbox: 0.122654 loss_giou: 0.438465 loss_class_aux: 3.718414 loss_bbox_aux: 0.846502 loss_giou_aux: 2.746296 loss_class_dn: 0.337070 loss_bbox_dn: 0.126773 loss_giou_dn: 0.418533 loss_class_aux_dn: 1.781601 loss_bbox_aux_dn: 0.754057 loss_giou_aux_dn: 2.319816 loss: 14.493685 eta: 3 days, 8:17:05 batch_cost: 0.6492 data_cost: 0.0024 ips: 6.1615 images/s [04/13 09:49:52] ppdet.engine INFO: Epoch: [59] [3300/7329] learning_rate: 0.000100 loss_class: 0.547250 loss_bbox: 0.116791 loss_giou: 0.318292 loss_class_aux: 3.518960 loss_bbox_aux: 0.816535 loss_giou_aux: 2.148817 loss_class_dn: 0.296739 loss_bbox_dn: 0.117710 loss_giou_dn: 0.306331 loss_class_aux_dn: 1.575139 loss_bbox_aux_dn: 0.695190 loss_giou_aux_dn: 1.754657 loss: 12.329222 eta: 3 days, 8:16:00 batch_cost: 0.6523 data_cost: 0.0020 ips: 6.1318 images/s [04/13 09:51:03] ppdet.engine INFO: Epoch: [59] [3400/7329] learning_rate: 0.000100 loss_class: 0.558251 loss_bbox: 0.125714 loss_giou: 0.433341 loss_class_aux: 3.583234 loss_bbox_aux: 0.787582 loss_giou_aux: 2.626558 loss_class_dn: 0.330371 loss_bbox_dn: 0.132688 loss_giou_dn: 0.385410 loss_class_aux_dn: 1.778748 loss_bbox_aux_dn: 0.783759 loss_giou_aux_dn: 2.078435 loss: 14.341745 eta: 3 days, 8:14:56 batch_cost: 0.6584 data_cost: 0.0023 ips: 6.0755 images/s [04/13 09:52:15] ppdet.engine INFO: Epoch: [59] [3500/7329] learning_rate: 0.000100 loss_class: 0.578737 loss_bbox: 0.135321 loss_giou: 0.415261 loss_class_aux: 3.596944 loss_bbox_aux: 0.845125 loss_giou_aux: 2.540980 loss_class_dn: 0.328026 loss_bbox_dn: 0.141166 loss_giou_dn: 0.341429 loss_class_aux_dn: 1.800155 loss_bbox_aux_dn: 0.867638 loss_giou_aux_dn: 1.973416 loss: 13.115721 eta: 3 days, 8:13:51 batch_cost: 0.6546 data_cost: 0.0022 ips: 6.1109 images/s [04/13 09:53:27] ppdet.engine INFO: Epoch: [59] [3600/7329] learning_rate: 0.000100 loss_class: 0.623900 loss_bbox: 0.133625 loss_giou: 0.360958 loss_class_aux: 3.937950 loss_bbox_aux: 0.844750 loss_giou_aux: 2.317379 loss_class_dn: 0.344200 loss_bbox_dn: 0.144572 loss_giou_dn: 0.348352 loss_class_aux_dn: 1.874034 loss_bbox_aux_dn: 0.819778 loss_giou_aux_dn: 2.015438 loss: 14.140078 eta: 3 days, 8:12:47 batch_cost: 0.6630 data_cost: 0.0021 ips: 6.0329 images/s [04/13 09:54:38] ppdet.engine INFO: Epoch: [59] [3700/7329] learning_rate: 0.000100 loss_class: 0.481189 loss_bbox: 0.123700 loss_giou: 0.316438 loss_class_aux: 3.102038 loss_bbox_aux: 0.826786 loss_giou_aux: 2.005718 loss_class_dn: 0.274505 loss_bbox_dn: 0.133461 loss_giou_dn: 0.292044 loss_class_aux_dn: 1.520266 loss_bbox_aux_dn: 0.799582 loss_giou_aux_dn: 1.654889 loss: 11.562397 eta: 3 days, 8:11:43 batch_cost: 0.6582 data_cost: 0.0020 ips: 6.0776 images/s [04/13 09:55:48] ppdet.engine INFO: Epoch: [59] [3800/7329] learning_rate: 0.000100 loss_class: 0.558213 loss_bbox: 0.135399 loss_giou: 0.363628 loss_class_aux: 3.583817 loss_bbox_aux: 0.858501 loss_giou_aux: 2.312862 loss_class_dn: 0.300692 loss_bbox_dn: 0.136083 loss_giou_dn: 0.336532 loss_class_aux_dn: 1.605345 loss_bbox_aux_dn: 0.819523 loss_giou_aux_dn: 1.921095 loss: 13.615147 eta: 3 days, 8:10:37 batch_cost: 0.6460 data_cost: 0.0020 ips: 6.1924 images/s [04/13 09:57:02] ppdet.engine INFO: Epoch: [59] [3900/7329] learning_rate: 0.000100 loss_class: 0.521047 loss_bbox: 0.119271 loss_giou: 0.277450 loss_class_aux: 3.227990 loss_bbox_aux: 0.806068 loss_giou_aux: 1.775667 loss_class_dn: 0.299037 loss_bbox_dn: 0.126430 loss_giou_dn: 0.294073 loss_class_aux_dn: 1.575160 loss_bbox_aux_dn: 0.771492 loss_giou_aux_dn: 1.644063 loss: 11.806740 eta: 3 days, 8:09:34 batch_cost: 0.6714 data_cost: 0.0021 ips: 5.9581 images/s [04/13 09:58:13] ppdet.engine INFO: Epoch: [59] [4000/7329] learning_rate: 0.000100 loss_class: 0.533846 loss_bbox: 0.141921 loss_giou: 0.320163 loss_class_aux: 3.471682 loss_bbox_aux: 0.927799 loss_giou_aux: 2.014996 loss_class_dn: 0.282051 loss_bbox_dn: 0.130173 loss_giou_dn: 0.311395 loss_class_aux_dn: 1.552235 loss_bbox_aux_dn: 0.803185 loss_giou_aux_dn: 1.742849 loss: 12.694908 eta: 3 days, 8:08:30 batch_cost: 0.6570 data_cost: 0.0019 ips: 6.0879 images/s [04/13 09:59:24] ppdet.engine INFO: Epoch: [59] [4100/7329] learning_rate: 0.000100 loss_class: 0.513327 loss_bbox: 0.129395 loss_giou: 0.330180 loss_class_aux: 3.240694 loss_bbox_aux: 0.828693 loss_giou_aux: 2.071924 loss_class_dn: 0.297129 loss_bbox_dn: 0.124611 loss_giou_dn: 0.297908 loss_class_aux_dn: 1.592121 loss_bbox_aux_dn: 0.752268 loss_giou_aux_dn: 1.702274 loss: 12.631895 eta: 3 days, 8:07:25 batch_cost: 0.6553 data_cost: 0.0021 ips: 6.1041 images/s [04/13 10:00:35] ppdet.engine INFO: Epoch: [59] [4200/7329] learning_rate: 0.000100 loss_class: 0.566065 loss_bbox: 0.135879 loss_giou: 0.378947 loss_class_aux: 3.660669 loss_bbox_aux: 0.872284 loss_giou_aux: 2.396225 loss_class_dn: 0.326879 loss_bbox_dn: 0.145522 loss_giou_dn: 0.359665 loss_class_aux_dn: 1.730480 loss_bbox_aux_dn: 0.842250 loss_giou_aux_dn: 2.013453 loss: 13.589130 eta: 3 days, 8:06:20 batch_cost: 0.6518 data_cost: 0.0020 ips: 6.1369 images/s [04/13 10:01:46] ppdet.engine INFO: Epoch: [59] [4300/7329] learning_rate: 0.000100 loss_class: 0.508412 loss_bbox: 0.119390 loss_giou: 0.340807 loss_class_aux: 3.062902 loss_bbox_aux: 0.782190 loss_giou_aux: 2.240535 loss_class_dn: 0.296704 loss_bbox_dn: 0.133843 loss_giou_dn: 0.342508 loss_class_aux_dn: 1.594564 loss_bbox_aux_dn: 0.773512 loss_giou_aux_dn: 1.937106 loss: 12.409012 eta: 3 days, 8:05:15 batch_cost: 0.6508 data_cost: 0.0021 ips: 6.1463 images/s [04/13 10:02:56] ppdet.engine INFO: Epoch: [59] [4400/7329] learning_rate: 0.000100 loss_class: 0.489639 loss_bbox: 0.114973 loss_giou: 0.260453 loss_class_aux: 3.076315 loss_bbox_aux: 0.759266 loss_giou_aux: 1.630222 loss_class_dn: 0.249501 loss_bbox_dn: 0.125460 loss_giou_dn: 0.241062 loss_class_aux_dn: 1.390910 loss_bbox_aux_dn: 0.777284 loss_giou_aux_dn: 1.378857 loss: 10.225554 eta: 3 days, 8:04:09 batch_cost: 0.6494 data_cost: 0.0022 ips: 6.1600 images/s [04/13 10:04:07] ppdet.engine INFO: Epoch: [59] [4500/7329] learning_rate: 0.000100 loss_class: 0.530856 loss_bbox: 0.131014 loss_giou: 0.357179 loss_class_aux: 3.411407 loss_bbox_aux: 0.833477 loss_giou_aux: 2.204383 loss_class_dn: 0.322324 loss_bbox_dn: 0.138481 loss_giou_dn: 0.324852 loss_class_aux_dn: 1.710732 loss_bbox_aux_dn: 0.818115 loss_giou_aux_dn: 1.845265 loss: 13.225939 eta: 3 days, 8:03:04 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1605 images/s [04/13 10:05:18] ppdet.engine INFO: Epoch: [59] [4600/7329] learning_rate: 0.000100 loss_class: 0.521253 loss_bbox: 0.126044 loss_giou: 0.288491 loss_class_aux: 3.329056 loss_bbox_aux: 0.786436 loss_giou_aux: 1.889257 loss_class_dn: 0.295002 loss_bbox_dn: 0.130876 loss_giou_dn: 0.276169 loss_class_aux_dn: 1.612040 loss_bbox_aux_dn: 0.783317 loss_giou_aux_dn: 1.590799 loss: 12.114270 eta: 3 days, 8:02:00 batch_cost: 0.6608 data_cost: 0.0021 ips: 6.0534 images/s [04/13 10:06:30] ppdet.engine INFO: Epoch: [59] [4700/7329] learning_rate: 0.000100 loss_class: 0.543763 loss_bbox: 0.128775 loss_giou: 0.387613 loss_class_aux: 3.508924 loss_bbox_aux: 0.833321 loss_giou_aux: 2.536563 loss_class_dn: 0.333760 loss_bbox_dn: 0.135542 loss_giou_dn: 0.364473 loss_class_aux_dn: 1.803805 loss_bbox_aux_dn: 0.781865 loss_giou_aux_dn: 2.039639 loss: 13.861217 eta: 3 days, 8:00:55 batch_cost: 0.6563 data_cost: 0.0021 ips: 6.0943 images/s [04/13 10:07:41] ppdet.engine INFO: Epoch: [59] [4800/7329] learning_rate: 0.000100 loss_class: 0.589326 loss_bbox: 0.131029 loss_giou: 0.330659 loss_class_aux: 3.739974 loss_bbox_aux: 0.848488 loss_giou_aux: 2.070898 loss_class_dn: 0.322275 loss_bbox_dn: 0.143939 loss_giou_dn: 0.323990 loss_class_aux_dn: 1.746558 loss_bbox_aux_dn: 0.856746 loss_giou_aux_dn: 1.851137 loss: 13.104292 eta: 3 days, 7:59:51 batch_cost: 0.6544 data_cost: 0.0022 ips: 6.1125 images/s [04/13 10:08:51] ppdet.engine INFO: Epoch: [59] [4900/7329] learning_rate: 0.000100 loss_class: 0.528051 loss_bbox: 0.142396 loss_giou: 0.327344 loss_class_aux: 3.407513 loss_bbox_aux: 0.955254 loss_giou_aux: 2.119170 loss_class_dn: 0.292336 loss_bbox_dn: 0.149005 loss_giou_dn: 0.318460 loss_class_aux_dn: 1.578353 loss_bbox_aux_dn: 0.877648 loss_giou_aux_dn: 1.749097 loss: 13.358217 eta: 3 days, 7:58:45 batch_cost: 0.6496 data_cost: 0.0024 ips: 6.1579 images/s [04/13 10:10:04] ppdet.engine INFO: Epoch: [59] [5000/7329] learning_rate: 0.000100 loss_class: 0.560149 loss_bbox: 0.129584 loss_giou: 0.392839 loss_class_aux: 3.592664 loss_bbox_aux: 0.843499 loss_giou_aux: 2.557980 loss_class_dn: 0.324142 loss_bbox_dn: 0.130549 loss_giou_dn: 0.357872 loss_class_aux_dn: 1.720362 loss_bbox_aux_dn: 0.803350 loss_giou_aux_dn: 1.920531 loss: 13.703400 eta: 3 days, 7:57:41 batch_cost: 0.6631 data_cost: 0.0022 ips: 6.0326 images/s [04/13 10:11:15] ppdet.engine INFO: Epoch: [59] [5100/7329] learning_rate: 0.000100 loss_class: 0.648842 loss_bbox: 0.140570 loss_giou: 0.416431 loss_class_aux: 4.070382 loss_bbox_aux: 0.915996 loss_giou_aux: 2.600351 loss_class_dn: 0.356274 loss_bbox_dn: 0.139012 loss_giou_dn: 0.368921 loss_class_aux_dn: 1.931826 loss_bbox_aux_dn: 0.826372 loss_giou_aux_dn: 2.055155 loss: 14.905501 eta: 3 days, 7:56:37 batch_cost: 0.6571 data_cost: 0.0023 ips: 6.0876 images/s [04/13 10:12:27] ppdet.engine INFO: Epoch: [59] [5200/7329] learning_rate: 0.000100 loss_class: 0.540671 loss_bbox: 0.123946 loss_giou: 0.355996 loss_class_aux: 3.515435 loss_bbox_aux: 0.807740 loss_giou_aux: 2.293177 loss_class_dn: 0.322404 loss_bbox_dn: 0.131927 loss_giou_dn: 0.332968 loss_class_aux_dn: 1.691007 loss_bbox_aux_dn: 0.783913 loss_giou_aux_dn: 1.874148 loss: 13.632411 eta: 3 days, 7:55:33 batch_cost: 0.6629 data_cost: 0.0021 ips: 6.0344 images/s [04/13 10:13:38] ppdet.engine INFO: Epoch: [59] [5300/7329] learning_rate: 0.000100 loss_class: 0.557409 loss_bbox: 0.134480 loss_giou: 0.357973 loss_class_aux: 3.549559 loss_bbox_aux: 0.875878 loss_giou_aux: 2.213170 loss_class_dn: 0.319870 loss_bbox_dn: 0.128307 loss_giou_dn: 0.350405 loss_class_aux_dn: 1.722855 loss_bbox_aux_dn: 0.769704 loss_giou_aux_dn: 1.937496 loss: 13.596809 eta: 3 days, 7:54:27 batch_cost: 0.6475 data_cost: 0.0021 ips: 6.1771 images/s [04/13 10:14:48] ppdet.engine INFO: Epoch: [59] [5400/7329] learning_rate: 0.000100 loss_class: 0.548636 loss_bbox: 0.136703 loss_giou: 0.366401 loss_class_aux: 3.458253 loss_bbox_aux: 0.848051 loss_giou_aux: 2.294545 loss_class_dn: 0.311836 loss_bbox_dn: 0.148675 loss_giou_dn: 0.338257 loss_class_aux_dn: 1.691615 loss_bbox_aux_dn: 0.831403 loss_giou_aux_dn: 1.907929 loss: 13.441935 eta: 3 days, 7:53:22 batch_cost: 0.6496 data_cost: 0.0021 ips: 6.1573 images/s [04/13 10:16:00] ppdet.engine INFO: Epoch: [59] [5500/7329] learning_rate: 0.000100 loss_class: 0.482831 loss_bbox: 0.128457 loss_giou: 0.300689 loss_class_aux: 3.213140 loss_bbox_aux: 0.873554 loss_giou_aux: 1.838728 loss_class_dn: 0.268138 loss_bbox_dn: 0.141127 loss_giou_dn: 0.286134 loss_class_aux_dn: 1.465698 loss_bbox_aux_dn: 0.888556 loss_giou_aux_dn: 1.634550 loss: 12.020234 eta: 3 days, 7:52:18 batch_cost: 0.6626 data_cost: 0.0020 ips: 6.0370 images/s [04/13 10:17:12] ppdet.engine INFO: Epoch: [59] [5600/7329] learning_rate: 0.000100 loss_class: 0.563118 loss_bbox: 0.133329 loss_giou: 0.391865 loss_class_aux: 3.576434 loss_bbox_aux: 0.862958 loss_giou_aux: 2.411696 loss_class_dn: 0.326147 loss_bbox_dn: 0.140031 loss_giou_dn: 0.335117 loss_class_aux_dn: 1.759203 loss_bbox_aux_dn: 0.763931 loss_giou_aux_dn: 1.845036 loss: 13.498917 eta: 3 days, 7:51:14 batch_cost: 0.6550 data_cost: 0.0023 ips: 6.1072 images/s [04/13 10:18:22] ppdet.engine INFO: Epoch: [59] [5700/7329] learning_rate: 0.000100 loss_class: 0.580844 loss_bbox: 0.121374 loss_giou: 0.388148 loss_class_aux: 3.656349 loss_bbox_aux: 0.800768 loss_giou_aux: 2.444516 loss_class_dn: 0.312819 loss_bbox_dn: 0.129180 loss_giou_dn: 0.352903 loss_class_aux_dn: 1.717564 loss_bbox_aux_dn: 0.748643 loss_giou_aux_dn: 1.944017 loss: 13.168295 eta: 3 days, 7:50:08 batch_cost: 0.6489 data_cost: 0.0022 ips: 6.1647 images/s [04/13 10:19:32] ppdet.engine INFO: Epoch: [59] [5800/7329] learning_rate: 0.000100 loss_class: 0.549322 loss_bbox: 0.138988 loss_giou: 0.374351 loss_class_aux: 3.528016 loss_bbox_aux: 0.919434 loss_giou_aux: 2.401995 loss_class_dn: 0.320279 loss_bbox_dn: 0.150706 loss_giou_dn: 0.362965 loss_class_aux_dn: 1.747768 loss_bbox_aux_dn: 0.857401 loss_giou_aux_dn: 2.043515 loss: 13.668324 eta: 3 days, 7:49:03 batch_cost: 0.6471 data_cost: 0.0022 ips: 6.1810 images/s [04/13 10:20:44] ppdet.engine INFO: Epoch: [59] [5900/7329] learning_rate: 0.000100 loss_class: 0.564210 loss_bbox: 0.120488 loss_giou: 0.412971 loss_class_aux: 3.583452 loss_bbox_aux: 0.841952 loss_giou_aux: 2.649932 loss_class_dn: 0.336566 loss_bbox_dn: 0.136403 loss_giou_dn: 0.379682 loss_class_aux_dn: 1.831580 loss_bbox_aux_dn: 0.800552 loss_giou_aux_dn: 2.145403 loss: 14.109573 eta: 3 days, 7:47:58 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0961 images/s [04/13 10:21:54] ppdet.engine INFO: Epoch: [59] [6000/7329] learning_rate: 0.000100 loss_class: 0.549004 loss_bbox: 0.121776 loss_giou: 0.331963 loss_class_aux: 3.631404 loss_bbox_aux: 0.786517 loss_giou_aux: 2.122441 loss_class_dn: 0.298205 loss_bbox_dn: 0.123397 loss_giou_dn: 0.343650 loss_class_aux_dn: 1.618598 loss_bbox_aux_dn: 0.750407 loss_giou_aux_dn: 1.906808 loss: 13.089531 eta: 3 days, 7:46:53 batch_cost: 0.6518 data_cost: 0.0023 ips: 6.1364 images/s [04/13 10:23:05] ppdet.engine INFO: Epoch: [59] [6100/7329] learning_rate: 0.000100 loss_class: 0.530056 loss_bbox: 0.114583 loss_giou: 0.287798 loss_class_aux: 3.287727 loss_bbox_aux: 0.780160 loss_giou_aux: 1.826342 loss_class_dn: 0.277044 loss_bbox_dn: 0.122526 loss_giou_dn: 0.276615 loss_class_aux_dn: 1.496654 loss_bbox_aux_dn: 0.724024 loss_giou_aux_dn: 1.585282 loss: 12.150447 eta: 3 days, 7:45:47 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1965 images/s [04/13 10:24:15] ppdet.engine INFO: Epoch: [59] [6200/7329] learning_rate: 0.000100 loss_class: 0.551052 loss_bbox: 0.120308 loss_giou: 0.383813 loss_class_aux: 3.597698 loss_bbox_aux: 0.789960 loss_giou_aux: 2.397103 loss_class_dn: 0.311127 loss_bbox_dn: 0.117255 loss_giou_dn: 0.360536 loss_class_aux_dn: 1.673728 loss_bbox_aux_dn: 0.709441 loss_giou_aux_dn: 1.981083 loss: 12.705139 eta: 3 days, 7:44:42 batch_cost: 0.6527 data_cost: 0.0022 ips: 6.1280 images/s [04/13 10:25:27] ppdet.engine INFO: Epoch: [59] [6300/7329] learning_rate: 0.000100 loss_class: 0.567514 loss_bbox: 0.125762 loss_giou: 0.384314 loss_class_aux: 3.660197 loss_bbox_aux: 0.812263 loss_giou_aux: 2.378248 loss_class_dn: 0.340243 loss_bbox_dn: 0.135780 loss_giou_dn: 0.363365 loss_class_aux_dn: 1.849748 loss_bbox_aux_dn: 0.769771 loss_giou_aux_dn: 2.040777 loss: 14.569846 eta: 3 days, 7:43:37 batch_cost: 0.6537 data_cost: 0.0021 ips: 6.1187 images/s [04/13 10:26:38] ppdet.engine INFO: Epoch: [59] [6400/7329] learning_rate: 0.000100 loss_class: 0.632877 loss_bbox: 0.138317 loss_giou: 0.380230 loss_class_aux: 4.196415 loss_bbox_aux: 0.959307 loss_giou_aux: 2.414609 loss_class_dn: 0.347710 loss_bbox_dn: 0.138788 loss_giou_dn: 0.357154 loss_class_aux_dn: 1.881938 loss_bbox_aux_dn: 0.820572 loss_giou_aux_dn: 1.982105 loss: 13.663872 eta: 3 days, 7:42:33 batch_cost: 0.6578 data_cost: 0.0023 ips: 6.0812 images/s [04/13 10:27:48] ppdet.engine INFO: Epoch: [59] [6500/7329] learning_rate: 0.000100 loss_class: 0.570225 loss_bbox: 0.125254 loss_giou: 0.369130 loss_class_aux: 3.542589 loss_bbox_aux: 0.831645 loss_giou_aux: 2.402334 loss_class_dn: 0.323849 loss_bbox_dn: 0.128088 loss_giou_dn: 0.339031 loss_class_aux_dn: 1.746011 loss_bbox_aux_dn: 0.808718 loss_giou_aux_dn: 1.913128 loss: 12.843697 eta: 3 days, 7:41:27 batch_cost: 0.6448 data_cost: 0.0022 ips: 6.2035 images/s [04/13 10:29:00] ppdet.engine INFO: Epoch: [59] [6600/7329] learning_rate: 0.000100 loss_class: 0.472253 loss_bbox: 0.125947 loss_giou: 0.363846 loss_class_aux: 3.085120 loss_bbox_aux: 0.782754 loss_giou_aux: 2.246007 loss_class_dn: 0.290269 loss_bbox_dn: 0.122820 loss_giou_dn: 0.322519 loss_class_aux_dn: 1.574022 loss_bbox_aux_dn: 0.708917 loss_giou_aux_dn: 1.783247 loss: 12.414129 eta: 3 days, 7:40:23 batch_cost: 0.6571 data_cost: 0.0023 ips: 6.0877 images/s [04/13 10:30:10] ppdet.engine INFO: Epoch: [59] [6700/7329] learning_rate: 0.000100 loss_class: 0.535464 loss_bbox: 0.123673 loss_giou: 0.336015 loss_class_aux: 3.373664 loss_bbox_aux: 0.782844 loss_giou_aux: 2.171397 loss_class_dn: 0.310443 loss_bbox_dn: 0.118362 loss_giou_dn: 0.320089 loss_class_aux_dn: 1.661962 loss_bbox_aux_dn: 0.675350 loss_giou_aux_dn: 1.757215 loss: 12.552855 eta: 3 days, 7:39:17 batch_cost: 0.6471 data_cost: 0.0021 ips: 6.1815 images/s [04/13 10:31:20] ppdet.engine INFO: Epoch: [59] [6800/7329] learning_rate: 0.000100 loss_class: 0.469040 loss_bbox: 0.109019 loss_giou: 0.303490 loss_class_aux: 3.053231 loss_bbox_aux: 0.727010 loss_giou_aux: 2.010074 loss_class_dn: 0.278389 loss_bbox_dn: 0.109248 loss_giou_dn: 0.272095 loss_class_aux_dn: 1.515913 loss_bbox_aux_dn: 0.701856 loss_giou_aux_dn: 1.574862 loss: 12.096264 eta: 3 days, 7:38:12 batch_cost: 0.6483 data_cost: 0.0022 ips: 6.1704 images/s [04/13 10:32:32] ppdet.engine INFO: Epoch: [59] [6900/7329] learning_rate: 0.000100 loss_class: 0.563302 loss_bbox: 0.128673 loss_giou: 0.407363 loss_class_aux: 3.596517 loss_bbox_aux: 0.833893 loss_giou_aux: 2.506932 loss_class_dn: 0.310796 loss_bbox_dn: 0.129371 loss_giou_dn: 0.353102 loss_class_aux_dn: 1.716415 loss_bbox_aux_dn: 0.754649 loss_giou_aux_dn: 1.989491 loss: 13.761249 eta: 3 days, 7:37:08 batch_cost: 0.6607 data_cost: 0.0021 ips: 6.0546 images/s [04/13 10:33:44] ppdet.engine INFO: Epoch: [59] [7000/7329] learning_rate: 0.000100 loss_class: 0.539453 loss_bbox: 0.114942 loss_giou: 0.395726 loss_class_aux: 3.469433 loss_bbox_aux: 0.717343 loss_giou_aux: 2.443531 loss_class_dn: 0.331112 loss_bbox_dn: 0.109320 loss_giou_dn: 0.364567 loss_class_aux_dn: 1.782443 loss_bbox_aux_dn: 0.669316 loss_giou_aux_dn: 1.996609 loss: 13.762102 eta: 3 days, 7:36:04 batch_cost: 0.6649 data_cost: 0.0023 ips: 6.0158 images/s [04/13 10:34:54] ppdet.engine INFO: Epoch: [59] [7100/7329] learning_rate: 0.000100 loss_class: 0.608080 loss_bbox: 0.135069 loss_giou: 0.435376 loss_class_aux: 3.819397 loss_bbox_aux: 0.870469 loss_giou_aux: 2.741902 loss_class_dn: 0.363611 loss_bbox_dn: 0.135095 loss_giou_dn: 0.423211 loss_class_aux_dn: 1.939835 loss_bbox_aux_dn: 0.793073 loss_giou_aux_dn: 2.319918 loss: 14.822417 eta: 3 days, 7:34:58 batch_cost: 0.6428 data_cost: 0.0019 ips: 6.2224 images/s [04/13 10:36:05] ppdet.engine INFO: Epoch: [59] [7200/7329] learning_rate: 0.000100 loss_class: 0.609765 loss_bbox: 0.134556 loss_giou: 0.401745 loss_class_aux: 3.827809 loss_bbox_aux: 0.844589 loss_giou_aux: 2.575739 loss_class_dn: 0.354300 loss_bbox_dn: 0.141404 loss_giou_dn: 0.378880 loss_class_aux_dn: 1.897502 loss_bbox_aux_dn: 0.807422 loss_giou_aux_dn: 2.141298 loss: 14.838758 eta: 3 days, 7:33:53 batch_cost: 0.6502 data_cost: 0.0021 ips: 6.1515 images/s [04/13 10:37:14] ppdet.engine INFO: Epoch: [59] [7300/7329] learning_rate: 0.000100 loss_class: 0.632162 loss_bbox: 0.143110 loss_giou: 0.375225 loss_class_aux: 3.845368 loss_bbox_aux: 0.925560 loss_giou_aux: 2.340204 loss_class_dn: 0.341947 loss_bbox_dn: 0.162132 loss_giou_dn: 0.353192 loss_class_aux_dn: 1.824168 loss_bbox_aux_dn: 0.980253 loss_giou_aux_dn: 2.079552 loss: 14.451147 eta: 3 days, 7:32:46 batch_cost: 0.6398 data_cost: 0.0019 ips: 6.2517 images/s [04/13 10:37:39] ppdet.engine INFO: Eval iter: 0 [04/13 10:38:06] ppdet.engine INFO: Eval iter: 100 [04/13 10:38:33] ppdet.engine INFO: Eval iter: 200 [04/13 10:39:01] ppdet.engine INFO: Eval iter: 300 [04/13 10:39:29] ppdet.engine INFO: Eval iter: 400 [04/13 10:39:56] ppdet.engine INFO: Eval iter: 500 [04/13 10:40:25] ppdet.engine INFO: Eval iter: 600 [04/13 10:41:05] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/13 10:41:06] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=126.73s). Accumulating evaluation results... DONE (t=29.02s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.358 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/13 10:43:58] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.91637009186175 [04/13 10:43:58] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 10:43:59] ppdet.engine INFO: Epoch: [60] [ 0/7329] learning_rate: 0.000100 loss_class: 0.607020 loss_bbox: 0.132515 loss_giou: 0.376363 loss_class_aux: 3.730552 loss_bbox_aux: 0.845750 loss_giou_aux: 2.318419 loss_class_dn: 0.347839 loss_bbox_dn: 0.147629 loss_giou_dn: 0.354594 loss_class_aux_dn: 1.861611 loss_bbox_aux_dn: 0.863933 loss_giou_aux_dn: 1.987391 loss: 14.577316 eta: 3 days, 7:32:28 batch_cost: 0.6429 data_cost: 0.0019 ips: 6.2223 images/s [04/13 10:45:09] ppdet.engine INFO: Epoch: [60] [ 100/7329] learning_rate: 0.000100 loss_class: 0.524234 loss_bbox: 0.114357 loss_giou: 0.334228 loss_class_aux: 3.385695 loss_bbox_aux: 0.783655 loss_giou_aux: 2.127745 loss_class_dn: 0.305742 loss_bbox_dn: 0.120007 loss_giou_dn: 0.334593 loss_class_aux_dn: 1.604466 loss_bbox_aux_dn: 0.746616 loss_giou_aux_dn: 1.838861 loss: 12.522056 eta: 3 days, 7:31:22 batch_cost: 0.6460 data_cost: 0.0021 ips: 6.1921 images/s [04/13 10:46:20] ppdet.engine INFO: Epoch: [60] [ 200/7329] learning_rate: 0.000100 loss_class: 0.603552 loss_bbox: 0.133464 loss_giou: 0.389989 loss_class_aux: 3.937374 loss_bbox_aux: 0.877251 loss_giou_aux: 2.414141 loss_class_dn: 0.330592 loss_bbox_dn: 0.154253 loss_giou_dn: 0.341935 loss_class_aux_dn: 1.788314 loss_bbox_aux_dn: 0.912480 loss_giou_aux_dn: 1.912108 loss: 13.812254 eta: 3 days, 7:30:17 batch_cost: 0.6492 data_cost: 0.0020 ips: 6.1615 images/s [04/13 10:47:29] ppdet.engine INFO: Epoch: [60] [ 300/7329] learning_rate: 0.000100 loss_class: 0.526155 loss_bbox: 0.125752 loss_giou: 0.388731 loss_class_aux: 3.402058 loss_bbox_aux: 0.799312 loss_giou_aux: 2.426072 loss_class_dn: 0.322941 loss_bbox_dn: 0.134379 loss_giou_dn: 0.359328 loss_class_aux_dn: 1.723951 loss_bbox_aux_dn: 0.773363 loss_giou_aux_dn: 2.000966 loss: 12.968771 eta: 3 days, 7:29:11 batch_cost: 0.6434 data_cost: 0.0019 ips: 6.2170 images/s [04/13 10:48:40] ppdet.engine INFO: Epoch: [60] [ 400/7329] learning_rate: 0.000100 loss_class: 0.584683 loss_bbox: 0.141020 loss_giou: 0.325719 loss_class_aux: 3.678259 loss_bbox_aux: 0.912876 loss_giou_aux: 2.084343 loss_class_dn: 0.306793 loss_bbox_dn: 0.150369 loss_giou_dn: 0.315302 loss_class_aux_dn: 1.656528 loss_bbox_aux_dn: 0.906348 loss_giou_aux_dn: 1.761548 loss: 13.094807 eta: 3 days, 7:28:06 batch_cost: 0.6503 data_cost: 0.0020 ips: 6.1509 images/s [04/13 10:49:51] ppdet.engine INFO: Epoch: [60] [ 500/7329] learning_rate: 0.000100 loss_class: 0.573401 loss_bbox: 0.125735 loss_giou: 0.374992 loss_class_aux: 3.785312 loss_bbox_aux: 0.856367 loss_giou_aux: 2.391563 loss_class_dn: 0.344567 loss_bbox_dn: 0.136064 loss_giou_dn: 0.351688 loss_class_aux_dn: 1.862070 loss_bbox_aux_dn: 0.781660 loss_giou_aux_dn: 1.967804 loss: 13.700759 eta: 3 days, 7:27:01 batch_cost: 0.6558 data_cost: 0.0022 ips: 6.0997 images/s [04/13 10:51:01] ppdet.engine INFO: Epoch: [60] [ 600/7329] learning_rate: 0.000100 loss_class: 0.542562 loss_bbox: 0.115166 loss_giou: 0.387463 loss_class_aux: 3.424195 loss_bbox_aux: 0.834501 loss_giou_aux: 2.546950 loss_class_dn: 0.317211 loss_bbox_dn: 0.138940 loss_giou_dn: 0.357445 loss_class_aux_dn: 1.706331 loss_bbox_aux_dn: 0.806311 loss_giou_aux_dn: 1.989901 loss: 13.345896 eta: 3 days, 7:25:55 batch_cost: 0.6423 data_cost: 0.0019 ips: 6.2279 images/s [04/13 10:52:12] ppdet.engine INFO: Epoch: [60] [ 700/7329] learning_rate: 0.000100 loss_class: 0.508003 loss_bbox: 0.116868 loss_giou: 0.347454 loss_class_aux: 3.162079 loss_bbox_aux: 0.753630 loss_giou_aux: 2.217128 loss_class_dn: 0.286889 loss_bbox_dn: 0.110743 loss_giou_dn: 0.310775 loss_class_aux_dn: 1.565148 loss_bbox_aux_dn: 0.677125 loss_giou_aux_dn: 1.756537 loss: 11.715513 eta: 3 days, 7:24:51 batch_cost: 0.6568 data_cost: 0.0020 ips: 6.0899 images/s [04/13 10:53:24] ppdet.engine INFO: Epoch: [60] [ 800/7329] learning_rate: 0.000100 loss_class: 0.509901 loss_bbox: 0.128700 loss_giou: 0.285034 loss_class_aux: 3.357641 loss_bbox_aux: 0.828445 loss_giou_aux: 1.856441 loss_class_dn: 0.297631 loss_bbox_dn: 0.117701 loss_giou_dn: 0.276528 loss_class_aux_dn: 1.630184 loss_bbox_aux_dn: 0.721255 loss_giou_aux_dn: 1.561647 loss: 12.359202 eta: 3 days, 7:23:46 batch_cost: 0.6606 data_cost: 0.0022 ips: 6.0548 images/s [04/13 10:54:34] ppdet.engine INFO: Epoch: [60] [ 900/7329] learning_rate: 0.000100 loss_class: 0.476955 loss_bbox: 0.122129 loss_giou: 0.322223 loss_class_aux: 3.092652 loss_bbox_aux: 0.827880 loss_giou_aux: 1.991598 loss_class_dn: 0.277327 loss_bbox_dn: 0.127669 loss_giou_dn: 0.290487 loss_class_aux_dn: 1.484290 loss_bbox_aux_dn: 0.766042 loss_giou_aux_dn: 1.615320 loss: 12.237408 eta: 3 days, 7:22:41 batch_cost: 0.6465 data_cost: 0.0020 ips: 6.1875 images/s [04/13 10:55:44] ppdet.engine INFO: Epoch: [60] [1000/7329] learning_rate: 0.000100 loss_class: 0.532684 loss_bbox: 0.121257 loss_giou: 0.297501 loss_class_aux: 3.329140 loss_bbox_aux: 0.804705 loss_giou_aux: 1.927864 loss_class_dn: 0.290227 loss_bbox_dn: 0.127366 loss_giou_dn: 0.291069 loss_class_aux_dn: 1.523541 loss_bbox_aux_dn: 0.802330 loss_giou_aux_dn: 1.588673 loss: 11.574148 eta: 3 days, 7:21:35 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2052 images/s [04/13 10:56:54] ppdet.engine INFO: Epoch: [60] [1100/7329] learning_rate: 0.000100 loss_class: 0.574998 loss_bbox: 0.126391 loss_giou: 0.375553 loss_class_aux: 3.701106 loss_bbox_aux: 0.810859 loss_giou_aux: 2.438790 loss_class_dn: 0.320604 loss_bbox_dn: 0.143875 loss_giou_dn: 0.348436 loss_class_aux_dn: 1.726942 loss_bbox_aux_dn: 0.854889 loss_giou_aux_dn: 1.953506 loss: 13.691428 eta: 3 days, 7:20:30 batch_cost: 0.6473 data_cost: 0.0021 ips: 6.1796 images/s [04/13 10:58:04] ppdet.engine INFO: Epoch: [60] [1200/7329] learning_rate: 0.000100 loss_class: 0.544182 loss_bbox: 0.122997 loss_giou: 0.351098 loss_class_aux: 3.559214 loss_bbox_aux: 0.816162 loss_giou_aux: 2.149133 loss_class_dn: 0.318668 loss_bbox_dn: 0.141222 loss_giou_dn: 0.331167 loss_class_aux_dn: 1.732712 loss_bbox_aux_dn: 0.873296 loss_giou_aux_dn: 1.842184 loss: 12.984051 eta: 3 days, 7:19:24 batch_cost: 0.6456 data_cost: 0.0020 ips: 6.1961 images/s [04/13 10:59:13] ppdet.engine INFO: Epoch: [60] [1300/7329] learning_rate: 0.000100 loss_class: 0.537712 loss_bbox: 0.128705 loss_giou: 0.356380 loss_class_aux: 3.558417 loss_bbox_aux: 0.818428 loss_giou_aux: 2.148924 loss_class_dn: 0.315340 loss_bbox_dn: 0.139953 loss_giou_dn: 0.332534 loss_class_aux_dn: 1.715114 loss_bbox_aux_dn: 0.835763 loss_giou_aux_dn: 1.852394 loss: 13.015139 eta: 3 days, 7:18:18 batch_cost: 0.6397 data_cost: 0.0019 ips: 6.2530 images/s [04/13 11:00:24] ppdet.engine INFO: Epoch: [60] [1400/7329] learning_rate: 0.000100 loss_class: 0.537445 loss_bbox: 0.128603 loss_giou: 0.351675 loss_class_aux: 3.374769 loss_bbox_aux: 0.827390 loss_giou_aux: 2.263249 loss_class_dn: 0.317746 loss_bbox_dn: 0.136836 loss_giou_dn: 0.357709 loss_class_aux_dn: 1.661630 loss_bbox_aux_dn: 0.773888 loss_giou_aux_dn: 1.989516 loss: 13.268036 eta: 3 days, 7:17:13 batch_cost: 0.6539 data_cost: 0.0021 ips: 6.1168 images/s [04/13 11:01:35] ppdet.engine INFO: Epoch: [60] [1500/7329] learning_rate: 0.000100 loss_class: 0.505729 loss_bbox: 0.122823 loss_giou: 0.255463 loss_class_aux: 3.225353 loss_bbox_aux: 0.781103 loss_giou_aux: 1.695310 loss_class_dn: 0.272353 loss_bbox_dn: 0.133714 loss_giou_dn: 0.273548 loss_class_aux_dn: 1.484546 loss_bbox_aux_dn: 0.750089 loss_giou_aux_dn: 1.545982 loss: 11.467426 eta: 3 days, 7:16:08 batch_cost: 0.6498 data_cost: 0.0022 ips: 6.1560 images/s [04/13 11:02:48] ppdet.engine INFO: Epoch: [60] [1600/7329] learning_rate: 0.000100 loss_class: 0.518071 loss_bbox: 0.111356 loss_giou: 0.321024 loss_class_aux: 3.197135 loss_bbox_aux: 0.748699 loss_giou_aux: 1.996462 loss_class_dn: 0.306522 loss_bbox_dn: 0.126464 loss_giou_dn: 0.327455 loss_class_aux_dn: 1.608898 loss_bbox_aux_dn: 0.729068 loss_giou_aux_dn: 1.825869 loss: 12.738032 eta: 3 days, 7:15:04 batch_cost: 0.6662 data_cost: 0.0018 ips: 6.0041 images/s [04/13 11:04:00] ppdet.engine INFO: Epoch: [60] [1700/7329] learning_rate: 0.000100 loss_class: 0.552544 loss_bbox: 0.134083 loss_giou: 0.337885 loss_class_aux: 3.348635 loss_bbox_aux: 0.854760 loss_giou_aux: 2.084703 loss_class_dn: 0.306055 loss_bbox_dn: 0.143249 loss_giou_dn: 0.313102 loss_class_aux_dn: 1.660336 loss_bbox_aux_dn: 0.845253 loss_giou_aux_dn: 1.795488 loss: 12.620667 eta: 3 days, 7:13:59 batch_cost: 0.6583 data_cost: 0.0019 ips: 6.0765 images/s [04/13 11:05:11] ppdet.engine INFO: Epoch: [60] [1800/7329] learning_rate: 0.000100 loss_class: 0.544140 loss_bbox: 0.128158 loss_giou: 0.355605 loss_class_aux: 3.480985 loss_bbox_aux: 0.789829 loss_giou_aux: 2.249277 loss_class_dn: 0.298028 loss_bbox_dn: 0.128998 loss_giou_dn: 0.327408 loss_class_aux_dn: 1.594518 loss_bbox_aux_dn: 0.781451 loss_giou_aux_dn: 1.849403 loss: 12.970343 eta: 3 days, 7:12:55 batch_cost: 0.6556 data_cost: 0.0020 ips: 6.1010 images/s [04/13 11:06:22] ppdet.engine INFO: Epoch: [60] [1900/7329] learning_rate: 0.000100 loss_class: 0.539384 loss_bbox: 0.133299 loss_giou: 0.337616 loss_class_aux: 3.508060 loss_bbox_aux: 0.830019 loss_giou_aux: 2.178509 loss_class_dn: 0.320135 loss_bbox_dn: 0.116767 loss_giou_dn: 0.328419 loss_class_aux_dn: 1.758703 loss_bbox_aux_dn: 0.733660 loss_giou_aux_dn: 1.884839 loss: 13.508083 eta: 3 days, 7:11:50 batch_cost: 0.6570 data_cost: 0.0020 ips: 6.0880 images/s [04/13 11:07:34] ppdet.engine INFO: Epoch: [60] [2000/7329] learning_rate: 0.000100 loss_class: 0.536525 loss_bbox: 0.137483 loss_giou: 0.297342 loss_class_aux: 3.464386 loss_bbox_aux: 0.906744 loss_giou_aux: 1.923863 loss_class_dn: 0.290641 loss_bbox_dn: 0.136864 loss_giou_dn: 0.310395 loss_class_aux_dn: 1.579461 loss_bbox_aux_dn: 0.770818 loss_giou_aux_dn: 1.709150 loss: 12.407976 eta: 3 days, 7:10:46 batch_cost: 0.6573 data_cost: 0.0020 ips: 6.0854 images/s [04/13 11:08:43] ppdet.engine INFO: Epoch: [60] [2100/7329] learning_rate: 0.000100 loss_class: 0.530228 loss_bbox: 0.129056 loss_giou: 0.355348 loss_class_aux: 3.307136 loss_bbox_aux: 0.821136 loss_giou_aux: 2.143733 loss_class_dn: 0.285716 loss_bbox_dn: 0.138547 loss_giou_dn: 0.323064 loss_class_aux_dn: 1.586273 loss_bbox_aux_dn: 0.808432 loss_giou_aux_dn: 1.801165 loss: 12.511300 eta: 3 days, 7:09:40 batch_cost: 0.6400 data_cost: 0.0020 ips: 6.2504 images/s [04/13 11:09:55] ppdet.engine INFO: Epoch: [60] [2200/7329] learning_rate: 0.000100 loss_class: 0.563686 loss_bbox: 0.131330 loss_giou: 0.365922 loss_class_aux: 3.499632 loss_bbox_aux: 0.828493 loss_giou_aux: 2.393939 loss_class_dn: 0.325756 loss_bbox_dn: 0.140474 loss_giou_dn: 0.356016 loss_class_aux_dn: 1.734427 loss_bbox_aux_dn: 0.842665 loss_giou_aux_dn: 1.986915 loss: 13.221300 eta: 3 days, 7:08:35 batch_cost: 0.6588 data_cost: 0.0018 ips: 6.0717 images/s [04/13 11:11:05] ppdet.engine INFO: Epoch: [60] [2300/7329] learning_rate: 0.000100 loss_class: 0.555983 loss_bbox: 0.133014 loss_giou: 0.329170 loss_class_aux: 3.521710 loss_bbox_aux: 0.829835 loss_giou_aux: 1.991306 loss_class_dn: 0.307740 loss_bbox_dn: 0.136419 loss_giou_dn: 0.310973 loss_class_aux_dn: 1.651585 loss_bbox_aux_dn: 0.764316 loss_giou_aux_dn: 1.759866 loss: 13.344851 eta: 3 days, 7:07:30 batch_cost: 0.6474 data_cost: 0.0020 ips: 6.1784 images/s [04/13 11:12:17] ppdet.engine INFO: Epoch: [60] [2400/7329] learning_rate: 0.000100 loss_class: 0.554916 loss_bbox: 0.127496 loss_giou: 0.417985 loss_class_aux: 3.548133 loss_bbox_aux: 0.808593 loss_giou_aux: 2.587751 loss_class_dn: 0.331258 loss_bbox_dn: 0.123990 loss_giou_dn: 0.394348 loss_class_aux_dn: 1.830615 loss_bbox_aux_dn: 0.752111 loss_giou_aux_dn: 2.139086 loss: 14.169823 eta: 3 days, 7:06:26 batch_cost: 0.6639 data_cost: 0.0022 ips: 6.0250 images/s [04/13 11:13:28] ppdet.engine INFO: Epoch: [60] [2500/7329] learning_rate: 0.000100 loss_class: 0.540900 loss_bbox: 0.115940 loss_giou: 0.346837 loss_class_aux: 3.399284 loss_bbox_aux: 0.770449 loss_giou_aux: 2.228212 loss_class_dn: 0.309539 loss_bbox_dn: 0.127656 loss_giou_dn: 0.325641 loss_class_aux_dn: 1.706508 loss_bbox_aux_dn: 0.761790 loss_giou_aux_dn: 1.850750 loss: 12.723473 eta: 3 days, 7:05:20 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1738 images/s [04/13 11:14:39] ppdet.engine INFO: Epoch: [60] [2600/7329] learning_rate: 0.000100 loss_class: 0.547501 loss_bbox: 0.136596 loss_giou: 0.373660 loss_class_aux: 3.606048 loss_bbox_aux: 0.910342 loss_giou_aux: 2.383102 loss_class_dn: 0.320761 loss_bbox_dn: 0.145104 loss_giou_dn: 0.353472 loss_class_aux_dn: 1.720689 loss_bbox_aux_dn: 0.889784 loss_giou_aux_dn: 1.992777 loss: 13.732739 eta: 3 days, 7:04:16 batch_cost: 0.6582 data_cost: 0.0020 ips: 6.0774 images/s [04/13 11:15:50] ppdet.engine INFO: Epoch: [60] [2700/7329] learning_rate: 0.000100 loss_class: 0.599453 loss_bbox: 0.133513 loss_giou: 0.360352 loss_class_aux: 3.882554 loss_bbox_aux: 0.853301 loss_giou_aux: 2.257569 loss_class_dn: 0.309588 loss_bbox_dn: 0.128679 loss_giou_dn: 0.318721 loss_class_aux_dn: 1.708199 loss_bbox_aux_dn: 0.805194 loss_giou_aux_dn: 1.780763 loss: 13.222893 eta: 3 days, 7:03:11 batch_cost: 0.6484 data_cost: 0.0019 ips: 6.1693 images/s [04/13 11:16:59] ppdet.engine INFO: Epoch: [60] [2800/7329] learning_rate: 0.000100 loss_class: 0.556672 loss_bbox: 0.126007 loss_giou: 0.354271 loss_class_aux: 3.537912 loss_bbox_aux: 0.820714 loss_giou_aux: 2.286541 loss_class_dn: 0.303067 loss_bbox_dn: 0.126023 loss_giou_dn: 0.325035 loss_class_aux_dn: 1.628089 loss_bbox_aux_dn: 0.792452 loss_giou_aux_dn: 1.820470 loss: 12.554281 eta: 3 days, 7:02:04 batch_cost: 0.6325 data_cost: 0.0019 ips: 6.3244 images/s [04/13 11:18:08] ppdet.engine INFO: Epoch: [60] [2900/7329] learning_rate: 0.000100 loss_class: 0.537799 loss_bbox: 0.120415 loss_giou: 0.377353 loss_class_aux: 3.451758 loss_bbox_aux: 0.800068 loss_giou_aux: 2.337101 loss_class_dn: 0.327889 loss_bbox_dn: 0.115083 loss_giou_dn: 0.341589 loss_class_aux_dn: 1.735837 loss_bbox_aux_dn: 0.708600 loss_giou_aux_dn: 1.904762 loss: 12.744149 eta: 3 days, 7:00:58 batch_cost: 0.6449 data_cost: 0.0019 ips: 6.2021 images/s [04/13 11:19:18] ppdet.engine INFO: Epoch: [60] [3000/7329] learning_rate: 0.000100 loss_class: 0.600815 loss_bbox: 0.137319 loss_giou: 0.391501 loss_class_aux: 3.908768 loss_bbox_aux: 0.868532 loss_giou_aux: 2.454420 loss_class_dn: 0.348024 loss_bbox_dn: 0.138639 loss_giou_dn: 0.378144 loss_class_aux_dn: 1.889748 loss_bbox_aux_dn: 0.850586 loss_giou_aux_dn: 2.110461 loss: 14.776108 eta: 3 days, 6:59:52 batch_cost: 0.6419 data_cost: 0.0020 ips: 6.2319 images/s [04/13 11:20:29] ppdet.engine INFO: Epoch: [60] [3100/7329] learning_rate: 0.000100 loss_class: 0.475832 loss_bbox: 0.111419 loss_giou: 0.289986 loss_class_aux: 3.004818 loss_bbox_aux: 0.726796 loss_giou_aux: 1.751846 loss_class_dn: 0.271985 loss_bbox_dn: 0.122625 loss_giou_dn: 0.252287 loss_class_aux_dn: 1.481558 loss_bbox_aux_dn: 0.706173 loss_giou_aux_dn: 1.399138 loss: 10.431572 eta: 3 days, 6:58:46 batch_cost: 0.6476 data_cost: 0.0020 ips: 6.1771 images/s [04/13 11:21:38] ppdet.engine INFO: Epoch: [60] [3200/7329] learning_rate: 0.000100 loss_class: 0.547595 loss_bbox: 0.129563 loss_giou: 0.385955 loss_class_aux: 3.799665 loss_bbox_aux: 0.867615 loss_giou_aux: 2.474715 loss_class_dn: 0.338300 loss_bbox_dn: 0.139209 loss_giou_dn: 0.357947 loss_class_aux_dn: 1.766199 loss_bbox_aux_dn: 0.826509 loss_giou_aux_dn: 1.952848 loss: 13.698488 eta: 3 days, 6:57:40 batch_cost: 0.6429 data_cost: 0.0023 ips: 6.2217 images/s [04/13 11:22:49] ppdet.engine INFO: Epoch: [60] [3300/7329] learning_rate: 0.000100 loss_class: 0.604071 loss_bbox: 0.131947 loss_giou: 0.408440 loss_class_aux: 3.949695 loss_bbox_aux: 0.882910 loss_giou_aux: 2.584349 loss_class_dn: 0.362890 loss_bbox_dn: 0.127082 loss_giou_dn: 0.398102 loss_class_aux_dn: 1.943777 loss_bbox_aux_dn: 0.787038 loss_giou_aux_dn: 2.178531 loss: 14.876673 eta: 3 days, 6:56:35 batch_cost: 0.6520 data_cost: 0.0019 ips: 6.1352 images/s [04/13 11:24:00] ppdet.engine INFO: Epoch: [60] [3400/7329] learning_rate: 0.000100 loss_class: 0.576903 loss_bbox: 0.127931 loss_giou: 0.377187 loss_class_aux: 3.660151 loss_bbox_aux: 0.848628 loss_giou_aux: 2.387861 loss_class_dn: 0.315111 loss_bbox_dn: 0.131631 loss_giou_dn: 0.325824 loss_class_aux_dn: 1.732307 loss_bbox_aux_dn: 0.779771 loss_giou_aux_dn: 1.801493 loss: 12.739006 eta: 3 days, 6:55:30 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1752 images/s [04/13 11:25:12] ppdet.engine INFO: Epoch: [60] [3500/7329] learning_rate: 0.000100 loss_class: 0.578562 loss_bbox: 0.121676 loss_giou: 0.366753 loss_class_aux: 3.644284 loss_bbox_aux: 0.848450 loss_giou_aux: 2.324275 loss_class_dn: 0.327918 loss_bbox_dn: 0.123248 loss_giou_dn: 0.347189 loss_class_aux_dn: 1.773631 loss_bbox_aux_dn: 0.742528 loss_giou_aux_dn: 1.883412 loss: 13.672750 eta: 3 days, 6:54:26 batch_cost: 0.6587 data_cost: 0.0021 ips: 6.0729 images/s [04/13 11:26:22] ppdet.engine INFO: Epoch: [60] [3600/7329] learning_rate: 0.000100 loss_class: 0.524254 loss_bbox: 0.134506 loss_giou: 0.324171 loss_class_aux: 3.447276 loss_bbox_aux: 0.873861 loss_giou_aux: 2.044795 loss_class_dn: 0.288849 loss_bbox_dn: 0.139083 loss_giou_dn: 0.302696 loss_class_aux_dn: 1.537419 loss_bbox_aux_dn: 0.809218 loss_giou_aux_dn: 1.700124 loss: 12.960327 eta: 3 days, 6:53:20 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1449 images/s [04/13 11:27:32] ppdet.engine INFO: Epoch: [60] [3700/7329] learning_rate: 0.000100 loss_class: 0.599729 loss_bbox: 0.116226 loss_giou: 0.390700 loss_class_aux: 3.844593 loss_bbox_aux: 0.769230 loss_giou_aux: 2.382689 loss_class_dn: 0.335950 loss_bbox_dn: 0.130320 loss_giou_dn: 0.350159 loss_class_aux_dn: 1.816045 loss_bbox_aux_dn: 0.768225 loss_giou_aux_dn: 1.984228 loss: 13.432204 eta: 3 days, 6:52:15 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1808 images/s [04/13 11:28:43] ppdet.engine INFO: Epoch: [60] [3800/7329] learning_rate: 0.000100 loss_class: 0.574840 loss_bbox: 0.135310 loss_giou: 0.414002 loss_class_aux: 3.540413 loss_bbox_aux: 0.888008 loss_giou_aux: 2.673450 loss_class_dn: 0.333137 loss_bbox_dn: 0.149795 loss_giou_dn: 0.354564 loss_class_aux_dn: 1.770345 loss_bbox_aux_dn: 0.887579 loss_giou_aux_dn: 1.983519 loss: 13.875336 eta: 3 days, 6:51:10 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1288 images/s [04/13 11:29:57] ppdet.engine INFO: Epoch: [60] [3900/7329] learning_rate: 0.000100 loss_class: 0.613930 loss_bbox: 0.140463 loss_giou: 0.359505 loss_class_aux: 3.807190 loss_bbox_aux: 0.874318 loss_giou_aux: 2.295439 loss_class_dn: 0.328399 loss_bbox_dn: 0.149347 loss_giou_dn: 0.351173 loss_class_aux_dn: 1.778664 loss_bbox_aux_dn: 0.849862 loss_giou_aux_dn: 1.930102 loss: 13.765505 eta: 3 days, 6:50:07 batch_cost: 0.6752 data_cost: 0.0018 ips: 5.9242 images/s [04/13 11:31:09] ppdet.engine INFO: Epoch: [60] [4000/7329] learning_rate: 0.000100 loss_class: 0.530980 loss_bbox: 0.120242 loss_giou: 0.340736 loss_class_aux: 3.479330 loss_bbox_aux: 0.795896 loss_giou_aux: 2.136857 loss_class_dn: 0.327031 loss_bbox_dn: 0.136306 loss_giou_dn: 0.329491 loss_class_aux_dn: 1.751186 loss_bbox_aux_dn: 0.815240 loss_giou_aux_dn: 1.850459 loss: 13.423113 eta: 3 days, 6:49:03 batch_cost: 0.6560 data_cost: 0.0020 ips: 6.0975 images/s [04/13 11:32:21] ppdet.engine INFO: Epoch: [60] [4100/7329] learning_rate: 0.000100 loss_class: 0.519967 loss_bbox: 0.115322 loss_giou: 0.336816 loss_class_aux: 3.158397 loss_bbox_aux: 0.760536 loss_giou_aux: 2.118136 loss_class_dn: 0.326800 loss_bbox_dn: 0.114964 loss_giou_dn: 0.301103 loss_class_aux_dn: 1.736086 loss_bbox_aux_dn: 0.664265 loss_giou_aux_dn: 1.765553 loss: 13.081804 eta: 3 days, 6:47:59 batch_cost: 0.6647 data_cost: 0.0019 ips: 6.0178 images/s [04/13 11:33:32] ppdet.engine INFO: Epoch: [60] [4200/7329] learning_rate: 0.000100 loss_class: 0.586575 loss_bbox: 0.133064 loss_giou: 0.378255 loss_class_aux: 3.622400 loss_bbox_aux: 0.887880 loss_giou_aux: 2.426220 loss_class_dn: 0.338504 loss_bbox_dn: 0.129709 loss_giou_dn: 0.377310 loss_class_aux_dn: 1.770686 loss_bbox_aux_dn: 0.756585 loss_giou_aux_dn: 2.161342 loss: 15.261274 eta: 3 days, 6:46:54 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1197 images/s [04/13 11:34:43] ppdet.engine INFO: Epoch: [60] [4300/7329] learning_rate: 0.000100 loss_class: 0.568503 loss_bbox: 0.122495 loss_giou: 0.376130 loss_class_aux: 3.668354 loss_bbox_aux: 0.798170 loss_giou_aux: 2.368744 loss_class_dn: 0.330984 loss_bbox_dn: 0.133472 loss_giou_dn: 0.339639 loss_class_aux_dn: 1.767691 loss_bbox_aux_dn: 0.788301 loss_giou_aux_dn: 1.927362 loss: 13.726672 eta: 3 days, 6:45:49 batch_cost: 0.6537 data_cost: 0.0021 ips: 6.1189 images/s [04/13 11:35:55] ppdet.engine INFO: Epoch: [60] [4400/7329] learning_rate: 0.000100 loss_class: 0.533225 loss_bbox: 0.119491 loss_giou: 0.318575 loss_class_aux: 3.526156 loss_bbox_aux: 0.834252 loss_giou_aux: 2.065212 loss_class_dn: 0.301074 loss_bbox_dn: 0.129190 loss_giou_dn: 0.298793 loss_class_aux_dn: 1.650499 loss_bbox_aux_dn: 0.805692 loss_giou_aux_dn: 1.689584 loss: 12.703491 eta: 3 days, 6:44:44 batch_cost: 0.6571 data_cost: 0.0019 ips: 6.0876 images/s [04/13 11:37:06] ppdet.engine INFO: Epoch: [60] [4500/7329] learning_rate: 0.000100 loss_class: 0.528308 loss_bbox: 0.122553 loss_giou: 0.323481 loss_class_aux: 3.237173 loss_bbox_aux: 0.841667 loss_giou_aux: 2.073774 loss_class_dn: 0.290056 loss_bbox_dn: 0.130905 loss_giou_dn: 0.294999 loss_class_aux_dn: 1.561413 loss_bbox_aux_dn: 0.802790 loss_giou_aux_dn: 1.727787 loss: 11.965860 eta: 3 days, 6:43:39 batch_cost: 0.6512 data_cost: 0.0019 ips: 6.1427 images/s [04/13 11:38:17] ppdet.engine INFO: Epoch: [60] [4600/7329] learning_rate: 0.000100 loss_class: 0.534766 loss_bbox: 0.121249 loss_giou: 0.387275 loss_class_aux: 3.377104 loss_bbox_aux: 0.781316 loss_giou_aux: 2.406854 loss_class_dn: 0.316590 loss_bbox_dn: 0.132480 loss_giou_dn: 0.337089 loss_class_aux_dn: 1.708406 loss_bbox_aux_dn: 0.790035 loss_giou_aux_dn: 1.901412 loss: 13.378857 eta: 3 days, 6:42:35 batch_cost: 0.6572 data_cost: 0.0020 ips: 6.0868 images/s [04/13 11:39:27] ppdet.engine INFO: Epoch: [60] [4700/7329] learning_rate: 0.000100 loss_class: 0.584639 loss_bbox: 0.137356 loss_giou: 0.355571 loss_class_aux: 3.604119 loss_bbox_aux: 0.870962 loss_giou_aux: 2.256662 loss_class_dn: 0.317554 loss_bbox_dn: 0.142628 loss_giou_dn: 0.354775 loss_class_aux_dn: 1.696669 loss_bbox_aux_dn: 0.819390 loss_giou_aux_dn: 1.980903 loss: 14.281704 eta: 3 days, 6:41:29 batch_cost: 0.6399 data_cost: 0.0019 ips: 6.2513 images/s [04/13 11:40:37] ppdet.engine INFO: Epoch: [60] [4800/7329] learning_rate: 0.000100 loss_class: 0.591723 loss_bbox: 0.148886 loss_giou: 0.408345 loss_class_aux: 3.717341 loss_bbox_aux: 0.955167 loss_giou_aux: 2.615925 loss_class_dn: 0.332577 loss_bbox_dn: 0.136056 loss_giou_dn: 0.377434 loss_class_aux_dn: 1.764523 loss_bbox_aux_dn: 0.780988 loss_giou_aux_dn: 2.129713 loss: 13.773443 eta: 3 days, 6:40:23 batch_cost: 0.6488 data_cost: 0.0019 ips: 6.1652 images/s [04/13 11:41:46] ppdet.engine INFO: Epoch: [60] [4900/7329] learning_rate: 0.000100 loss_class: 0.583012 loss_bbox: 0.143472 loss_giou: 0.393364 loss_class_aux: 3.647842 loss_bbox_aux: 0.918845 loss_giou_aux: 2.392589 loss_class_dn: 0.327476 loss_bbox_dn: 0.133385 loss_giou_dn: 0.366140 loss_class_aux_dn: 1.800739 loss_bbox_aux_dn: 0.842922 loss_giou_aux_dn: 2.051868 loss: 14.406932 eta: 3 days, 6:39:17 batch_cost: 0.6365 data_cost: 0.0019 ips: 6.2842 images/s [04/13 11:42:58] ppdet.engine INFO: Epoch: [60] [5000/7329] learning_rate: 0.000100 loss_class: 0.559936 loss_bbox: 0.134081 loss_giou: 0.381751 loss_class_aux: 3.655452 loss_bbox_aux: 0.838953 loss_giou_aux: 2.377684 loss_class_dn: 0.312948 loss_bbox_dn: 0.130592 loss_giou_dn: 0.371289 loss_class_aux_dn: 1.681473 loss_bbox_aux_dn: 0.770037 loss_giou_aux_dn: 2.033745 loss: 13.232725 eta: 3 days, 6:38:12 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1064 images/s [04/13 11:44:07] ppdet.engine INFO: Epoch: [60] [5100/7329] learning_rate: 0.000100 loss_class: 0.512933 loss_bbox: 0.113938 loss_giou: 0.328695 loss_class_aux: 3.322837 loss_bbox_aux: 0.751869 loss_giou_aux: 1.972659 loss_class_dn: 0.288873 loss_bbox_dn: 0.126787 loss_giou_dn: 0.309463 loss_class_aux_dn: 1.540191 loss_bbox_aux_dn: 0.822659 loss_giou_aux_dn: 1.732702 loss: 11.920679 eta: 3 days, 6:37:06 batch_cost: 0.6424 data_cost: 0.0020 ips: 6.2264 images/s [04/13 11:45:19] ppdet.engine INFO: Epoch: [60] [5200/7329] learning_rate: 0.000100 loss_class: 0.598484 loss_bbox: 0.130098 loss_giou: 0.328475 loss_class_aux: 3.776920 loss_bbox_aux: 0.839453 loss_giou_aux: 2.149666 loss_class_dn: 0.331882 loss_bbox_dn: 0.129504 loss_giou_dn: 0.363694 loss_class_aux_dn: 1.802392 loss_bbox_aux_dn: 0.781105 loss_giou_aux_dn: 1.979824 loss: 14.253206 eta: 3 days, 6:36:02 batch_cost: 0.6582 data_cost: 0.0020 ips: 6.0775 images/s [04/13 11:46:29] ppdet.engine INFO: Epoch: [60] [5300/7329] learning_rate: 0.000100 loss_class: 0.573605 loss_bbox: 0.131555 loss_giou: 0.339399 loss_class_aux: 3.718563 loss_bbox_aux: 0.879187 loss_giou_aux: 2.173307 loss_class_dn: 0.314470 loss_bbox_dn: 0.135546 loss_giou_dn: 0.328818 loss_class_aux_dn: 1.707752 loss_bbox_aux_dn: 0.824654 loss_giou_aux_dn: 1.861461 loss: 13.395630 eta: 3 days, 6:34:56 batch_cost: 0.6491 data_cost: 0.0019 ips: 6.1620 images/s [04/13 11:47:41] ppdet.engine INFO: Epoch: [60] [5400/7329] learning_rate: 0.000100 loss_class: 0.496257 loss_bbox: 0.114387 loss_giou: 0.343640 loss_class_aux: 3.118390 loss_bbox_aux: 0.776014 loss_giou_aux: 2.195351 loss_class_dn: 0.304357 loss_bbox_dn: 0.129300 loss_giou_dn: 0.314056 loss_class_aux_dn: 1.682215 loss_bbox_aux_dn: 0.759357 loss_giou_aux_dn: 1.766839 loss: 12.380610 eta: 3 days, 6:33:51 batch_cost: 0.6552 data_cost: 0.0020 ips: 6.1055 images/s [04/13 11:48:52] ppdet.engine INFO: Epoch: [60] [5500/7329] learning_rate: 0.000100 loss_class: 0.551988 loss_bbox: 0.121019 loss_giou: 0.381254 loss_class_aux: 3.534691 loss_bbox_aux: 0.810045 loss_giou_aux: 2.431125 loss_class_dn: 0.311035 loss_bbox_dn: 0.125448 loss_giou_dn: 0.338052 loss_class_aux_dn: 1.717034 loss_bbox_aux_dn: 0.745136 loss_giou_aux_dn: 1.847022 loss: 12.536518 eta: 3 days, 6:32:47 batch_cost: 0.6535 data_cost: 0.0019 ips: 6.1211 images/s [04/13 11:50:03] ppdet.engine INFO: Epoch: [60] [5600/7329] learning_rate: 0.000100 loss_class: 0.541139 loss_bbox: 0.124205 loss_giou: 0.336311 loss_class_aux: 3.403557 loss_bbox_aux: 0.823369 loss_giou_aux: 2.053997 loss_class_dn: 0.305545 loss_bbox_dn: 0.129635 loss_giou_dn: 0.307091 loss_class_aux_dn: 1.672507 loss_bbox_aux_dn: 0.763720 loss_giou_aux_dn: 1.696053 loss: 12.789186 eta: 3 days, 6:31:42 batch_cost: 0.6563 data_cost: 0.0019 ips: 6.0952 images/s [04/13 11:51:13] ppdet.engine INFO: Epoch: [60] [5700/7329] learning_rate: 0.000100 loss_class: 0.581031 loss_bbox: 0.134193 loss_giou: 0.361855 loss_class_aux: 3.831933 loss_bbox_aux: 0.835138 loss_giou_aux: 2.321111 loss_class_dn: 0.339360 loss_bbox_dn: 0.129790 loss_giou_dn: 0.344945 loss_class_aux_dn: 1.814003 loss_bbox_aux_dn: 0.790564 loss_giou_aux_dn: 1.951822 loss: 13.634413 eta: 3 days, 6:30:36 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1821 images/s [04/13 11:52:23] ppdet.engine INFO: Epoch: [60] [5800/7329] learning_rate: 0.000100 loss_class: 0.558880 loss_bbox: 0.127103 loss_giou: 0.332413 loss_class_aux: 3.604183 loss_bbox_aux: 0.786842 loss_giou_aux: 2.046716 loss_class_dn: 0.316054 loss_bbox_dn: 0.142256 loss_giou_dn: 0.312853 loss_class_aux_dn: 1.736405 loss_bbox_aux_dn: 0.830052 loss_giou_aux_dn: 1.791719 loss: 13.278112 eta: 3 days, 6:29:30 batch_cost: 0.6418 data_cost: 0.0020 ips: 6.2329 images/s [04/13 11:53:33] ppdet.engine INFO: Epoch: [60] [5900/7329] learning_rate: 0.000100 loss_class: 0.575273 loss_bbox: 0.131673 loss_giou: 0.340604 loss_class_aux: 3.591599 loss_bbox_aux: 0.851194 loss_giou_aux: 2.209589 loss_class_dn: 0.339578 loss_bbox_dn: 0.128213 loss_giou_dn: 0.317778 loss_class_aux_dn: 1.815974 loss_bbox_aux_dn: 0.752812 loss_giou_aux_dn: 1.768054 loss: 13.619059 eta: 3 days, 6:28:25 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1473 images/s [04/13 11:54:44] ppdet.engine INFO: Epoch: [60] [6000/7329] learning_rate: 0.000100 loss_class: 0.507929 loss_bbox: 0.117118 loss_giou: 0.344773 loss_class_aux: 3.158288 loss_bbox_aux: 0.789089 loss_giou_aux: 2.148065 loss_class_dn: 0.279936 loss_bbox_dn: 0.116634 loss_giou_dn: 0.290758 loss_class_aux_dn: 1.519427 loss_bbox_aux_dn: 0.705556 loss_giou_aux_dn: 1.689253 loss: 12.012644 eta: 3 days, 6:27:20 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1086 images/s [04/13 11:55:54] ppdet.engine INFO: Epoch: [60] [6100/7329] learning_rate: 0.000100 loss_class: 0.517244 loss_bbox: 0.109807 loss_giou: 0.344253 loss_class_aux: 3.507910 loss_bbox_aux: 0.742038 loss_giou_aux: 2.199900 loss_class_dn: 0.313654 loss_bbox_dn: 0.118082 loss_giou_dn: 0.341015 loss_class_aux_dn: 1.749991 loss_bbox_aux_dn: 0.734269 loss_giou_aux_dn: 1.884568 loss: 13.346364 eta: 3 days, 6:26:14 batch_cost: 0.6399 data_cost: 0.0019 ips: 6.2510 images/s [04/13 11:57:04] ppdet.engine INFO: Epoch: [60] [6200/7329] learning_rate: 0.000100 loss_class: 0.646607 loss_bbox: 0.136019 loss_giou: 0.436027 loss_class_aux: 3.968530 loss_bbox_aux: 0.883637 loss_giou_aux: 2.833309 loss_class_dn: 0.360863 loss_bbox_dn: 0.146520 loss_giou_dn: 0.416693 loss_class_aux_dn: 1.865905 loss_bbox_aux_dn: 0.868116 loss_giou_aux_dn: 2.365453 loss: 15.415326 eta: 3 days, 6:25:09 batch_cost: 0.6446 data_cost: 0.0022 ips: 6.2053 images/s [04/13 11:58:15] ppdet.engine INFO: Epoch: [60] [6300/7329] learning_rate: 0.000100 loss_class: 0.607086 loss_bbox: 0.125913 loss_giou: 0.477189 loss_class_aux: 3.893274 loss_bbox_aux: 0.817275 loss_giou_aux: 2.984144 loss_class_dn: 0.367445 loss_bbox_dn: 0.135937 loss_giou_dn: 0.446574 loss_class_aux_dn: 1.945390 loss_bbox_aux_dn: 0.822396 loss_giou_aux_dn: 2.429610 loss: 15.269161 eta: 3 days, 6:24:04 batch_cost: 0.6574 data_cost: 0.0020 ips: 6.0845 images/s [04/13 11:59:25] ppdet.engine INFO: Epoch: [60] [6400/7329] learning_rate: 0.000100 loss_class: 0.568604 loss_bbox: 0.124342 loss_giou: 0.444382 loss_class_aux: 3.505988 loss_bbox_aux: 0.843541 loss_giou_aux: 2.777278 loss_class_dn: 0.344914 loss_bbox_dn: 0.134195 loss_giou_dn: 0.385139 loss_class_aux_dn: 1.827174 loss_bbox_aux_dn: 0.773228 loss_giou_aux_dn: 2.156749 loss: 14.618010 eta: 3 days, 6:22:59 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1648 images/s [04/13 12:00:36] ppdet.engine INFO: Epoch: [60] [6500/7329] learning_rate: 0.000100 loss_class: 0.503456 loss_bbox: 0.115625 loss_giou: 0.331290 loss_class_aux: 3.327936 loss_bbox_aux: 0.813603 loss_giou_aux: 2.072917 loss_class_dn: 0.290167 loss_bbox_dn: 0.122732 loss_giou_dn: 0.317943 loss_class_aux_dn: 1.579092 loss_bbox_aux_dn: 0.742687 loss_giou_aux_dn: 1.760718 loss: 12.409584 eta: 3 days, 6:21:54 batch_cost: 0.6515 data_cost: 0.0022 ips: 6.1393 images/s [04/13 12:01:46] ppdet.engine INFO: Epoch: [60] [6600/7329] learning_rate: 0.000100 loss_class: 0.563640 loss_bbox: 0.129429 loss_giou: 0.328005 loss_class_aux: 3.633472 loss_bbox_aux: 0.832285 loss_giou_aux: 2.121296 loss_class_dn: 0.314091 loss_bbox_dn: 0.133924 loss_giou_dn: 0.328659 loss_class_aux_dn: 1.724734 loss_bbox_aux_dn: 0.840013 loss_giou_aux_dn: 1.863967 loss: 13.257972 eta: 3 days, 6:20:48 batch_cost: 0.6428 data_cost: 0.0021 ips: 6.2226 images/s [04/13 12:02:56] ppdet.engine INFO: Epoch: [60] [6700/7329] learning_rate: 0.000100 loss_class: 0.480864 loss_bbox: 0.111206 loss_giou: 0.293774 loss_class_aux: 3.264160 loss_bbox_aux: 0.699840 loss_giou_aux: 1.883140 loss_class_dn: 0.275806 loss_bbox_dn: 0.115891 loss_giou_dn: 0.276353 loss_class_aux_dn: 1.524846 loss_bbox_aux_dn: 0.714613 loss_giou_aux_dn: 1.597977 loss: 11.612193 eta: 3 days, 6:19:42 batch_cost: 0.6457 data_cost: 0.0021 ips: 6.1944 images/s [04/13 12:04:07] ppdet.engine INFO: Epoch: [60] [6800/7329] learning_rate: 0.000100 loss_class: 0.526837 loss_bbox: 0.115532 loss_giou: 0.324783 loss_class_aux: 3.223576 loss_bbox_aux: 0.771406 loss_giou_aux: 2.054497 loss_class_dn: 0.295454 loss_bbox_dn: 0.122316 loss_giou_dn: 0.309251 loss_class_aux_dn: 1.589038 loss_bbox_aux_dn: 0.716307 loss_giou_aux_dn: 1.759124 loss: 12.666910 eta: 3 days, 6:18:37 batch_cost: 0.6538 data_cost: 0.0020 ips: 6.1183 images/s [04/13 12:05:17] ppdet.engine INFO: Epoch: [60] [6900/7329] learning_rate: 0.000100 loss_class: 0.612380 loss_bbox: 0.135124 loss_giou: 0.406137 loss_class_aux: 3.843817 loss_bbox_aux: 0.828485 loss_giou_aux: 2.503323 loss_class_dn: 0.362683 loss_bbox_dn: 0.120517 loss_giou_dn: 0.411997 loss_class_aux_dn: 1.941096 loss_bbox_aux_dn: 0.741247 loss_giou_aux_dn: 2.270272 loss: 15.383837 eta: 3 days, 6:17:31 batch_cost: 0.6410 data_cost: 0.0021 ips: 6.2404 images/s [04/13 12:06:29] ppdet.engine INFO: Epoch: [60] [7000/7329] learning_rate: 0.000100 loss_class: 0.550842 loss_bbox: 0.124864 loss_giou: 0.438499 loss_class_aux: 3.583117 loss_bbox_aux: 0.857318 loss_giou_aux: 2.620503 loss_class_dn: 0.321316 loss_bbox_dn: 0.124593 loss_giou_dn: 0.355731 loss_class_aux_dn: 1.701030 loss_bbox_aux_dn: 0.763793 loss_giou_aux_dn: 1.967878 loss: 13.612957 eta: 3 days, 6:16:27 batch_cost: 0.6614 data_cost: 0.0019 ips: 6.0480 images/s [04/13 12:07:39] ppdet.engine INFO: Epoch: [60] [7100/7329] learning_rate: 0.000100 loss_class: 0.567744 loss_bbox: 0.122479 loss_giou: 0.369111 loss_class_aux: 3.595528 loss_bbox_aux: 0.809438 loss_giou_aux: 2.245873 loss_class_dn: 0.331053 loss_bbox_dn: 0.122461 loss_giou_dn: 0.324547 loss_class_aux_dn: 1.814444 loss_bbox_aux_dn: 0.825178 loss_giou_aux_dn: 1.857039 loss: 14.053419 eta: 3 days, 6:15:22 batch_cost: 0.6490 data_cost: 0.0020 ips: 6.1631 images/s [04/13 12:08:51] ppdet.engine INFO: Epoch: [60] [7200/7329] learning_rate: 0.000100 loss_class: 0.493745 loss_bbox: 0.136862 loss_giou: 0.356833 loss_class_aux: 3.184515 loss_bbox_aux: 0.847649 loss_giou_aux: 2.242074 loss_class_dn: 0.302583 loss_bbox_dn: 0.146927 loss_giou_dn: 0.327921 loss_class_aux_dn: 1.646060 loss_bbox_aux_dn: 0.885608 loss_giou_aux_dn: 1.828398 loss: 12.418356 eta: 3 days, 6:14:17 batch_cost: 0.6540 data_cost: 0.0020 ips: 6.1160 images/s [04/13 12:10:00] ppdet.engine INFO: Epoch: [60] [7300/7329] learning_rate: 0.000100 loss_class: 0.554153 loss_bbox: 0.120449 loss_giou: 0.361018 loss_class_aux: 3.446052 loss_bbox_aux: 0.785235 loss_giou_aux: 2.294483 loss_class_dn: 0.314979 loss_bbox_dn: 0.122789 loss_giou_dn: 0.360951 loss_class_aux_dn: 1.692105 loss_bbox_aux_dn: 0.718949 loss_giou_aux_dn: 1.951966 loss: 13.553793 eta: 3 days, 6:13:11 batch_cost: 0.6434 data_cost: 0.0022 ips: 6.2165 images/s [04/13 12:10:24] ppdet.engine INFO: Eval iter: 0 [04/13 12:10:51] ppdet.engine INFO: Eval iter: 100 [04/13 12:11:19] ppdet.engine INFO: Eval iter: 200 [04/13 12:11:46] ppdet.engine INFO: Eval iter: 300 [04/13 12:12:14] ppdet.engine INFO: Eval iter: 400 [04/13 12:12:42] ppdet.engine INFO: Eval iter: 500 [04/13 12:13:10] ppdet.engine INFO: Eval iter: 600 [04/13 12:13:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 12:13:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.07s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=129.43s). Accumulating evaluation results... DONE (t=29.37s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/13 12:16:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.924238271467377 [04/13 12:16:45] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 12:16:49] ppdet.engine INFO: Epoch: [61] [ 0/7329] learning_rate: 0.000100 loss_class: 0.530359 loss_bbox: 0.116604 loss_giou: 0.359023 loss_class_aux: 3.384987 loss_bbox_aux: 0.755072 loss_giou_aux: 2.285660 loss_class_dn: 0.310509 loss_bbox_dn: 0.120257 loss_giou_dn: 0.344355 loss_class_aux_dn: 1.688702 loss_bbox_aux_dn: 0.711483 loss_giou_aux_dn: 1.921251 loss: 13.001539 eta: 3 days, 6:12:51 batch_cost: 0.6423 data_cost: 0.0021 ips: 6.2272 images/s [04/13 12:18:00] ppdet.engine INFO: Epoch: [61] [ 100/7329] learning_rate: 0.000100 loss_class: 0.554137 loss_bbox: 0.126527 loss_giou: 0.331292 loss_class_aux: 3.645816 loss_bbox_aux: 0.789841 loss_giou_aux: 2.063041 loss_class_dn: 0.293693 loss_bbox_dn: 0.136214 loss_giou_dn: 0.314054 loss_class_aux_dn: 1.582680 loss_bbox_aux_dn: 0.818621 loss_giou_aux_dn: 1.752172 loss: 13.474854 eta: 3 days, 6:11:46 batch_cost: 0.6506 data_cost: 0.0023 ips: 6.1485 images/s [04/13 12:19:10] ppdet.engine INFO: Epoch: [61] [ 200/7329] learning_rate: 0.000100 loss_class: 0.506766 loss_bbox: 0.133508 loss_giou: 0.329474 loss_class_aux: 3.189182 loss_bbox_aux: 0.871953 loss_giou_aux: 2.031408 loss_class_dn: 0.293132 loss_bbox_dn: 0.133340 loss_giou_dn: 0.294278 loss_class_aux_dn: 1.560786 loss_bbox_aux_dn: 0.805335 loss_giou_aux_dn: 1.641715 loss: 12.246458 eta: 3 days, 6:10:41 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1452 images/s [04/13 12:20:21] ppdet.engine INFO: Epoch: [61] [ 300/7329] learning_rate: 0.000100 loss_class: 0.588357 loss_bbox: 0.142874 loss_giou: 0.416480 loss_class_aux: 3.844524 loss_bbox_aux: 0.859800 loss_giou_aux: 2.739489 loss_class_dn: 0.377375 loss_bbox_dn: 0.138101 loss_giou_dn: 0.426232 loss_class_aux_dn: 1.971369 loss_bbox_aux_dn: 0.834741 loss_giou_aux_dn: 2.387634 loss: 16.087320 eta: 3 days, 6:09:36 batch_cost: 0.6504 data_cost: 0.0019 ips: 6.1504 images/s [04/13 12:21:31] ppdet.engine INFO: Epoch: [61] [ 400/7329] learning_rate: 0.000100 loss_class: 0.568262 loss_bbox: 0.122281 loss_giou: 0.370865 loss_class_aux: 3.636416 loss_bbox_aux: 0.797624 loss_giou_aux: 2.280312 loss_class_dn: 0.328262 loss_bbox_dn: 0.132670 loss_giou_dn: 0.345324 loss_class_aux_dn: 1.780222 loss_bbox_aux_dn: 0.787285 loss_giou_aux_dn: 1.975373 loss: 13.475039 eta: 3 days, 6:08:30 batch_cost: 0.6446 data_cost: 0.0023 ips: 6.2056 images/s [04/13 12:22:41] ppdet.engine INFO: Epoch: [61] [ 500/7329] learning_rate: 0.000100 loss_class: 0.527542 loss_bbox: 0.131007 loss_giou: 0.327570 loss_class_aux: 3.422780 loss_bbox_aux: 0.835642 loss_giou_aux: 2.040096 loss_class_dn: 0.318647 loss_bbox_dn: 0.127821 loss_giou_dn: 0.307067 loss_class_aux_dn: 1.673619 loss_bbox_aux_dn: 0.767511 loss_giou_aux_dn: 1.717527 loss: 12.535112 eta: 3 days, 6:07:24 batch_cost: 0.6425 data_cost: 0.0021 ips: 6.2254 images/s [04/13 12:23:52] ppdet.engine INFO: Epoch: [61] [ 600/7329] learning_rate: 0.000100 loss_class: 0.501419 loss_bbox: 0.126241 loss_giou: 0.337573 loss_class_aux: 3.282824 loss_bbox_aux: 0.767306 loss_giou_aux: 2.103563 loss_class_dn: 0.302185 loss_bbox_dn: 0.127622 loss_giou_dn: 0.322450 loss_class_aux_dn: 1.641389 loss_bbox_aux_dn: 0.746253 loss_giou_aux_dn: 1.786660 loss: 12.453724 eta: 3 days, 6:06:19 batch_cost: 0.6506 data_cost: 0.0022 ips: 6.1483 images/s [04/13 12:25:02] ppdet.engine INFO: Epoch: [61] [ 700/7329] learning_rate: 0.000100 loss_class: 0.533899 loss_bbox: 0.123510 loss_giou: 0.364827 loss_class_aux: 3.489469 loss_bbox_aux: 0.795942 loss_giou_aux: 2.340846 loss_class_dn: 0.327138 loss_bbox_dn: 0.125500 loss_giou_dn: 0.343103 loss_class_aux_dn: 1.765301 loss_bbox_aux_dn: 0.716394 loss_giou_aux_dn: 1.875153 loss: 13.214959 eta: 3 days, 6:05:14 batch_cost: 0.6511 data_cost: 0.0022 ips: 6.1433 images/s [04/13 12:26:13] ppdet.engine INFO: Epoch: [61] [ 800/7329] learning_rate: 0.000100 loss_class: 0.485960 loss_bbox: 0.128102 loss_giou: 0.278027 loss_class_aux: 3.129963 loss_bbox_aux: 0.830077 loss_giou_aux: 1.702023 loss_class_dn: 0.274952 loss_bbox_dn: 0.123220 loss_giou_dn: 0.264164 loss_class_aux_dn: 1.479199 loss_bbox_aux_dn: 0.779989 loss_giou_aux_dn: 1.482286 loss: 11.993048 eta: 3 days, 6:04:08 batch_cost: 0.6483 data_cost: 0.0022 ips: 6.1696 images/s [04/13 12:27:23] ppdet.engine INFO: Epoch: [61] [ 900/7329] learning_rate: 0.000100 loss_class: 0.570870 loss_bbox: 0.138895 loss_giou: 0.406268 loss_class_aux: 3.627430 loss_bbox_aux: 0.882264 loss_giou_aux: 2.506111 loss_class_dn: 0.325132 loss_bbox_dn: 0.126433 loss_giou_dn: 0.368271 loss_class_aux_dn: 1.756569 loss_bbox_aux_dn: 0.782884 loss_giou_aux_dn: 2.065681 loss: 13.969264 eta: 3 days, 6:03:03 batch_cost: 0.6500 data_cost: 0.0023 ips: 6.1535 images/s [04/13 12:28:34] ppdet.engine INFO: Epoch: [61] [1000/7329] learning_rate: 0.000100 loss_class: 0.489991 loss_bbox: 0.136033 loss_giou: 0.364143 loss_class_aux: 3.111578 loss_bbox_aux: 0.878830 loss_giou_aux: 2.318980 loss_class_dn: 0.296594 loss_bbox_dn: 0.128102 loss_giou_dn: 0.327974 loss_class_aux_dn: 1.611837 loss_bbox_aux_dn: 0.756702 loss_giou_aux_dn: 1.852187 loss: 12.720406 eta: 3 days, 6:01:58 batch_cost: 0.6478 data_cost: 0.0022 ips: 6.1744 images/s [04/13 12:29:45] ppdet.engine INFO: Epoch: [61] [1100/7329] learning_rate: 0.000100 loss_class: 0.511760 loss_bbox: 0.126887 loss_giou: 0.358392 loss_class_aux: 3.344984 loss_bbox_aux: 0.804432 loss_giou_aux: 2.255279 loss_class_dn: 0.297180 loss_bbox_dn: 0.128970 loss_giou_dn: 0.314172 loss_class_aux_dn: 1.605221 loss_bbox_aux_dn: 0.758641 loss_giou_aux_dn: 1.713552 loss: 12.459265 eta: 3 days, 6:00:53 batch_cost: 0.6587 data_cost: 0.0023 ips: 6.0729 images/s [04/13 12:30:55] ppdet.engine INFO: Epoch: [61] [1200/7329] learning_rate: 0.000100 loss_class: 0.527444 loss_bbox: 0.127504 loss_giou: 0.336168 loss_class_aux: 3.347610 loss_bbox_aux: 0.826694 loss_giou_aux: 2.062128 loss_class_dn: 0.302457 loss_bbox_dn: 0.124913 loss_giou_dn: 0.328106 loss_class_aux_dn: 1.625828 loss_bbox_aux_dn: 0.749486 loss_giou_aux_dn: 1.841521 loss: 12.826634 eta: 3 days, 5:59:48 batch_cost: 0.6444 data_cost: 0.0021 ips: 6.2077 images/s [04/13 12:32:07] ppdet.engine INFO: Epoch: [61] [1300/7329] learning_rate: 0.000100 loss_class: 0.559019 loss_bbox: 0.126516 loss_giou: 0.415506 loss_class_aux: 3.591789 loss_bbox_aux: 0.830733 loss_giou_aux: 2.671325 loss_class_dn: 0.326215 loss_bbox_dn: 0.139849 loss_giou_dn: 0.393895 loss_class_aux_dn: 1.768395 loss_bbox_aux_dn: 0.838595 loss_giou_aux_dn: 2.186244 loss: 13.802153 eta: 3 days, 5:58:43 batch_cost: 0.6555 data_cost: 0.0019 ips: 6.1023 images/s [04/13 12:33:18] ppdet.engine INFO: Epoch: [61] [1400/7329] learning_rate: 0.000100 loss_class: 0.549097 loss_bbox: 0.136183 loss_giou: 0.320726 loss_class_aux: 3.451698 loss_bbox_aux: 0.879656 loss_giou_aux: 1.961729 loss_class_dn: 0.297686 loss_bbox_dn: 0.150579 loss_giou_dn: 0.325641 loss_class_aux_dn: 1.611565 loss_bbox_aux_dn: 0.900355 loss_giou_aux_dn: 1.834062 loss: 12.948349 eta: 3 days, 5:57:39 batch_cost: 0.6588 data_cost: 0.0020 ips: 6.0717 images/s [04/13 12:34:29] ppdet.engine INFO: Epoch: [61] [1500/7329] learning_rate: 0.000100 loss_class: 0.575783 loss_bbox: 0.142766 loss_giou: 0.399964 loss_class_aux: 3.715500 loss_bbox_aux: 0.905562 loss_giou_aux: 2.472063 loss_class_dn: 0.357242 loss_bbox_dn: 0.140409 loss_giou_dn: 0.398949 loss_class_aux_dn: 1.908007 loss_bbox_aux_dn: 0.825717 loss_giou_aux_dn: 2.256655 loss: 15.538021 eta: 3 days, 5:56:34 batch_cost: 0.6526 data_cost: 0.0021 ips: 6.1292 images/s [04/13 12:35:40] ppdet.engine INFO: Epoch: [61] [1600/7329] learning_rate: 0.000100 loss_class: 0.533036 loss_bbox: 0.135304 loss_giou: 0.351675 loss_class_aux: 3.415941 loss_bbox_aux: 0.893805 loss_giou_aux: 2.175096 loss_class_dn: 0.308872 loss_bbox_dn: 0.142083 loss_giou_dn: 0.312573 loss_class_aux_dn: 1.697388 loss_bbox_aux_dn: 0.875802 loss_giou_aux_dn: 1.803136 loss: 13.075441 eta: 3 days, 5:55:28 batch_cost: 0.6499 data_cost: 0.0019 ips: 6.1549 images/s [04/13 12:36:50] ppdet.engine INFO: Epoch: [61] [1700/7329] learning_rate: 0.000100 loss_class: 0.529855 loss_bbox: 0.120619 loss_giou: 0.360722 loss_class_aux: 3.465654 loss_bbox_aux: 0.765780 loss_giou_aux: 2.164593 loss_class_dn: 0.320352 loss_bbox_dn: 0.118730 loss_giou_dn: 0.333700 loss_class_aux_dn: 1.727728 loss_bbox_aux_dn: 0.734127 loss_giou_aux_dn: 1.855896 loss: 13.267521 eta: 3 days, 5:54:23 batch_cost: 0.6482 data_cost: 0.0024 ips: 6.1708 images/s [04/13 12:38:01] ppdet.engine INFO: Epoch: [61] [1800/7329] learning_rate: 0.000100 loss_class: 0.527596 loss_bbox: 0.128235 loss_giou: 0.355785 loss_class_aux: 3.392306 loss_bbox_aux: 0.815428 loss_giou_aux: 2.350931 loss_class_dn: 0.302038 loss_bbox_dn: 0.125783 loss_giou_dn: 0.337466 loss_class_aux_dn: 1.605079 loss_bbox_aux_dn: 0.774801 loss_giou_aux_dn: 1.899985 loss: 12.716426 eta: 3 days, 5:53:18 batch_cost: 0.6488 data_cost: 0.0023 ips: 6.1648 images/s [04/13 12:39:11] ppdet.engine INFO: Epoch: [61] [1900/7329] learning_rate: 0.000100 loss_class: 0.563173 loss_bbox: 0.127088 loss_giou: 0.402007 loss_class_aux: 3.653780 loss_bbox_aux: 0.835913 loss_giou_aux: 2.469725 loss_class_dn: 0.333698 loss_bbox_dn: 0.132936 loss_giou_dn: 0.357465 loss_class_aux_dn: 1.791076 loss_bbox_aux_dn: 0.747245 loss_giou_aux_dn: 2.018695 loss: 14.309040 eta: 3 days, 5:52:12 batch_cost: 0.6508 data_cost: 0.0023 ips: 6.1467 images/s [04/13 12:40:21] ppdet.engine INFO: Epoch: [61] [2000/7329] learning_rate: 0.000100 loss_class: 0.565883 loss_bbox: 0.133461 loss_giou: 0.391857 loss_class_aux: 3.485866 loss_bbox_aux: 0.888725 loss_giou_aux: 2.509421 loss_class_dn: 0.345814 loss_bbox_dn: 0.138652 loss_giou_dn: 0.362924 loss_class_aux_dn: 1.855289 loss_bbox_aux_dn: 0.820646 loss_giou_aux_dn: 2.032969 loss: 14.272746 eta: 3 days, 5:51:07 batch_cost: 0.6437 data_cost: 0.0021 ips: 6.2145 images/s [04/13 12:41:32] ppdet.engine INFO: Epoch: [61] [2100/7329] learning_rate: 0.000100 loss_class: 0.491974 loss_bbox: 0.111494 loss_giou: 0.308722 loss_class_aux: 3.136702 loss_bbox_aux: 0.711004 loss_giou_aux: 2.001858 loss_class_dn: 0.282125 loss_bbox_dn: 0.119602 loss_giou_dn: 0.307868 loss_class_aux_dn: 1.509357 loss_bbox_aux_dn: 0.723376 loss_giou_aux_dn: 1.718449 loss: 11.852755 eta: 3 days, 5:50:02 batch_cost: 0.6553 data_cost: 0.0020 ips: 6.1041 images/s [04/13 12:42:43] ppdet.engine INFO: Epoch: [61] [2200/7329] learning_rate: 0.000100 loss_class: 0.504621 loss_bbox: 0.129624 loss_giou: 0.315784 loss_class_aux: 3.168396 loss_bbox_aux: 0.818391 loss_giou_aux: 2.038892 loss_class_dn: 0.285653 loss_bbox_dn: 0.117946 loss_giou_dn: 0.286755 loss_class_aux_dn: 1.540791 loss_bbox_aux_dn: 0.709191 loss_giou_aux_dn: 1.634292 loss: 11.494619 eta: 3 days, 5:48:57 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1477 images/s [04/13 12:43:53] ppdet.engine INFO: Epoch: [61] [2300/7329] learning_rate: 0.000100 loss_class: 0.581866 loss_bbox: 0.136189 loss_giou: 0.348284 loss_class_aux: 3.765049 loss_bbox_aux: 0.858468 loss_giou_aux: 2.241221 loss_class_dn: 0.332877 loss_bbox_dn: 0.136456 loss_giou_dn: 0.354351 loss_class_aux_dn: 1.765132 loss_bbox_aux_dn: 0.820283 loss_giou_aux_dn: 1.899176 loss: 13.765532 eta: 3 days, 5:47:51 batch_cost: 0.6486 data_cost: 0.0023 ips: 6.1675 images/s [04/13 12:45:04] ppdet.engine INFO: Epoch: [61] [2400/7329] learning_rate: 0.000100 loss_class: 0.553330 loss_bbox: 0.135418 loss_giou: 0.345660 loss_class_aux: 3.551996 loss_bbox_aux: 0.841296 loss_giou_aux: 2.213498 loss_class_dn: 0.310290 loss_bbox_dn: 0.133235 loss_giou_dn: 0.307746 loss_class_aux_dn: 1.664418 loss_bbox_aux_dn: 0.794022 loss_giou_aux_dn: 1.811697 loss: 13.198795 eta: 3 days, 5:46:46 batch_cost: 0.6492 data_cost: 0.0025 ips: 6.1612 images/s [04/13 12:46:15] ppdet.engine INFO: Epoch: [61] [2500/7329] learning_rate: 0.000100 loss_class: 0.562340 loss_bbox: 0.120904 loss_giou: 0.416378 loss_class_aux: 3.500452 loss_bbox_aux: 0.775372 loss_giou_aux: 2.723536 loss_class_dn: 0.336534 loss_bbox_dn: 0.126310 loss_giou_dn: 0.392815 loss_class_aux_dn: 1.764323 loss_bbox_aux_dn: 0.801115 loss_giou_aux_dn: 2.207739 loss: 14.097612 eta: 3 days, 5:45:41 batch_cost: 0.6559 data_cost: 0.0024 ips: 6.0986 images/s [04/13 12:47:26] ppdet.engine INFO: Epoch: [61] [2600/7329] learning_rate: 0.000100 loss_class: 0.565961 loss_bbox: 0.130000 loss_giou: 0.364550 loss_class_aux: 3.564669 loss_bbox_aux: 0.886353 loss_giou_aux: 2.288127 loss_class_dn: 0.334339 loss_bbox_dn: 0.134501 loss_giou_dn: 0.337642 loss_class_aux_dn: 1.775434 loss_bbox_aux_dn: 0.831509 loss_giou_aux_dn: 1.894111 loss: 14.202985 eta: 3 days, 5:44:37 batch_cost: 0.6551 data_cost: 0.0025 ips: 6.1058 images/s [04/13 12:48:37] ppdet.engine INFO: Epoch: [61] [2700/7329] learning_rate: 0.000100 loss_class: 0.542050 loss_bbox: 0.122911 loss_giou: 0.364910 loss_class_aux: 3.492147 loss_bbox_aux: 0.817068 loss_giou_aux: 2.279271 loss_class_dn: 0.319745 loss_bbox_dn: 0.136327 loss_giou_dn: 0.336741 loss_class_aux_dn: 1.699620 loss_bbox_aux_dn: 0.796118 loss_giou_aux_dn: 1.898729 loss: 13.563372 eta: 3 days, 5:43:32 batch_cost: 0.6528 data_cost: 0.0020 ips: 6.1274 images/s [04/13 12:49:48] ppdet.engine INFO: Epoch: [61] [2800/7329] learning_rate: 0.000100 loss_class: 0.539654 loss_bbox: 0.121433 loss_giou: 0.371971 loss_class_aux: 3.464690 loss_bbox_aux: 0.843073 loss_giou_aux: 2.390670 loss_class_dn: 0.343631 loss_bbox_dn: 0.133016 loss_giou_dn: 0.360389 loss_class_aux_dn: 1.844385 loss_bbox_aux_dn: 0.766059 loss_giou_aux_dn: 1.991830 loss: 13.867918 eta: 3 days, 5:42:26 batch_cost: 0.6481 data_cost: 0.0021 ips: 6.1722 images/s [04/13 12:50:58] ppdet.engine INFO: Epoch: [61] [2900/7329] learning_rate: 0.000100 loss_class: 0.544339 loss_bbox: 0.136128 loss_giou: 0.327797 loss_class_aux: 3.509805 loss_bbox_aux: 0.861867 loss_giou_aux: 2.001427 loss_class_dn: 0.319285 loss_bbox_dn: 0.145608 loss_giou_dn: 0.318965 loss_class_aux_dn: 1.718823 loss_bbox_aux_dn: 0.856723 loss_giou_aux_dn: 1.823421 loss: 13.041779 eta: 3 days, 5:41:21 batch_cost: 0.6513 data_cost: 0.0020 ips: 6.1412 images/s [04/13 12:52:10] ppdet.engine INFO: Epoch: [61] [3000/7329] learning_rate: 0.000100 loss_class: 0.590305 loss_bbox: 0.144951 loss_giou: 0.417908 loss_class_aux: 3.794156 loss_bbox_aux: 0.957232 loss_giou_aux: 2.571876 loss_class_dn: 0.321628 loss_bbox_dn: 0.139938 loss_giou_dn: 0.367805 loss_class_aux_dn: 1.723940 loss_bbox_aux_dn: 0.818337 loss_giou_aux_dn: 2.022736 loss: 14.852601 eta: 3 days, 5:40:17 batch_cost: 0.6623 data_cost: 0.0022 ips: 6.0399 images/s [04/13 12:53:21] ppdet.engine INFO: Epoch: [61] [3100/7329] learning_rate: 0.000100 loss_class: 0.587951 loss_bbox: 0.139910 loss_giou: 0.359970 loss_class_aux: 3.826047 loss_bbox_aux: 0.875528 loss_giou_aux: 2.260802 loss_class_dn: 0.331333 loss_bbox_dn: 0.161224 loss_giou_dn: 0.353625 loss_class_aux_dn: 1.778209 loss_bbox_aux_dn: 0.955737 loss_giou_aux_dn: 1.943761 loss: 13.752780 eta: 3 days, 5:39:12 batch_cost: 0.6517 data_cost: 0.0021 ips: 6.1383 images/s [04/13 12:54:32] ppdet.engine INFO: Epoch: [61] [3200/7329] learning_rate: 0.000100 loss_class: 0.555155 loss_bbox: 0.132392 loss_giou: 0.340217 loss_class_aux: 3.446509 loss_bbox_aux: 0.848217 loss_giou_aux: 2.205813 loss_class_dn: 0.329383 loss_bbox_dn: 0.138242 loss_giou_dn: 0.322611 loss_class_aux_dn: 1.754108 loss_bbox_aux_dn: 0.815656 loss_giou_aux_dn: 1.942782 loss: 13.138720 eta: 3 days, 5:38:07 batch_cost: 0.6564 data_cost: 0.0022 ips: 6.0939 images/s [04/13 12:55:44] ppdet.engine INFO: Epoch: [61] [3300/7329] learning_rate: 0.000100 loss_class: 0.586495 loss_bbox: 0.128614 loss_giou: 0.398463 loss_class_aux: 3.656119 loss_bbox_aux: 0.824741 loss_giou_aux: 2.473521 loss_class_dn: 0.348877 loss_bbox_dn: 0.132707 loss_giou_dn: 0.391643 loss_class_aux_dn: 1.852809 loss_bbox_aux_dn: 0.836776 loss_giou_aux_dn: 2.221805 loss: 14.798168 eta: 3 days, 5:37:03 batch_cost: 0.6621 data_cost: 0.0021 ips: 6.0416 images/s [04/13 12:56:55] ppdet.engine INFO: Epoch: [61] [3400/7329] learning_rate: 0.000100 loss_class: 0.579906 loss_bbox: 0.135416 loss_giou: 0.387586 loss_class_aux: 3.688878 loss_bbox_aux: 0.883441 loss_giou_aux: 2.376516 loss_class_dn: 0.330038 loss_bbox_dn: 0.138254 loss_giou_dn: 0.335111 loss_class_aux_dn: 1.769025 loss_bbox_aux_dn: 0.858591 loss_giou_aux_dn: 1.909511 loss: 14.034087 eta: 3 days, 5:35:59 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1070 images/s [04/13 12:58:06] ppdet.engine INFO: Epoch: [61] [3500/7329] learning_rate: 0.000100 loss_class: 0.639824 loss_bbox: 0.115237 loss_giou: 0.414135 loss_class_aux: 4.016091 loss_bbox_aux: 0.826660 loss_giou_aux: 2.614319 loss_class_dn: 0.344442 loss_bbox_dn: 0.127751 loss_giou_dn: 0.378153 loss_class_aux_dn: 1.811755 loss_bbox_aux_dn: 0.747213 loss_giou_aux_dn: 2.130084 loss: 14.516817 eta: 3 days, 5:34:54 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1244 images/s [04/13 12:59:17] ppdet.engine INFO: Epoch: [61] [3600/7329] learning_rate: 0.000100 loss_class: 0.587776 loss_bbox: 0.125957 loss_giou: 0.424440 loss_class_aux: 3.891152 loss_bbox_aux: 0.843335 loss_giou_aux: 2.615991 loss_class_dn: 0.351149 loss_bbox_dn: 0.123764 loss_giou_dn: 0.393354 loss_class_aux_dn: 1.884576 loss_bbox_aux_dn: 0.761561 loss_giou_aux_dn: 2.184672 loss: 15.131614 eta: 3 days, 5:33:49 batch_cost: 0.6519 data_cost: 0.0021 ips: 6.1357 images/s [04/13 13:00:29] ppdet.engine INFO: Epoch: [61] [3700/7329] learning_rate: 0.000100 loss_class: 0.568249 loss_bbox: 0.127368 loss_giou: 0.374793 loss_class_aux: 3.639837 loss_bbox_aux: 0.874069 loss_giou_aux: 2.320245 loss_class_dn: 0.317419 loss_bbox_dn: 0.151285 loss_giou_dn: 0.355469 loss_class_aux_dn: 1.732911 loss_bbox_aux_dn: 0.884136 loss_giou_aux_dn: 2.028761 loss: 13.502909 eta: 3 days, 5:32:44 batch_cost: 0.6556 data_cost: 0.0021 ips: 6.1012 images/s [04/13 13:01:40] ppdet.engine INFO: Epoch: [61] [3800/7329] learning_rate: 0.000100 loss_class: 0.652246 loss_bbox: 0.125393 loss_giou: 0.403472 loss_class_aux: 4.191718 loss_bbox_aux: 0.843414 loss_giou_aux: 2.535873 loss_class_dn: 0.378167 loss_bbox_dn: 0.138015 loss_giou_dn: 0.376382 loss_class_aux_dn: 2.017250 loss_bbox_aux_dn: 0.816779 loss_giou_aux_dn: 2.104796 loss: 14.562776 eta: 3 days, 5:31:39 batch_cost: 0.6523 data_cost: 0.0019 ips: 6.1318 images/s [04/13 13:02:51] ppdet.engine INFO: Epoch: [61] [3900/7329] learning_rate: 0.000100 loss_class: 0.543924 loss_bbox: 0.119963 loss_giou: 0.333721 loss_class_aux: 3.429857 loss_bbox_aux: 0.780061 loss_giou_aux: 2.066415 loss_class_dn: 0.298689 loss_bbox_dn: 0.122025 loss_giou_dn: 0.323205 loss_class_aux_dn: 1.633932 loss_bbox_aux_dn: 0.748341 loss_giou_aux_dn: 1.774871 loss: 13.058048 eta: 3 days, 5:30:35 batch_cost: 0.6590 data_cost: 0.0022 ips: 6.0701 images/s [04/13 13:04:03] ppdet.engine INFO: Epoch: [61] [4000/7329] learning_rate: 0.000100 loss_class: 0.501687 loss_bbox: 0.117229 loss_giou: 0.370884 loss_class_aux: 3.188651 loss_bbox_aux: 0.797888 loss_giou_aux: 2.292058 loss_class_dn: 0.312312 loss_bbox_dn: 0.115074 loss_giou_dn: 0.318225 loss_class_aux_dn: 1.706669 loss_bbox_aux_dn: 0.690570 loss_giou_aux_dn: 1.809777 loss: 13.385563 eta: 3 days, 5:29:30 batch_cost: 0.6580 data_cost: 0.0024 ips: 6.0794 images/s [04/13 13:05:16] ppdet.engine INFO: Epoch: [61] [4100/7329] learning_rate: 0.000100 loss_class: 0.553882 loss_bbox: 0.129405 loss_giou: 0.346997 loss_class_aux: 3.458723 loss_bbox_aux: 0.870312 loss_giou_aux: 2.260949 loss_class_dn: 0.332845 loss_bbox_dn: 0.128281 loss_giou_dn: 0.355089 loss_class_aux_dn: 1.771929 loss_bbox_aux_dn: 0.744157 loss_giou_aux_dn: 2.005796 loss: 14.044106 eta: 3 days, 5:28:27 batch_cost: 0.6708 data_cost: 0.0022 ips: 5.9628 images/s [04/13 13:06:27] ppdet.engine INFO: Epoch: [61] [4200/7329] learning_rate: 0.000100 loss_class: 0.576916 loss_bbox: 0.134981 loss_giou: 0.332524 loss_class_aux: 3.665254 loss_bbox_aux: 0.906519 loss_giou_aux: 2.131534 loss_class_dn: 0.306319 loss_bbox_dn: 0.148425 loss_giou_dn: 0.311141 loss_class_aux_dn: 1.688077 loss_bbox_aux_dn: 0.899809 loss_giou_aux_dn: 1.788108 loss: 13.057393 eta: 3 days, 5:27:22 batch_cost: 0.6524 data_cost: 0.0025 ips: 6.1314 images/s [04/13 13:07:38] ppdet.engine INFO: Epoch: [61] [4300/7329] learning_rate: 0.000100 loss_class: 0.584775 loss_bbox: 0.134615 loss_giou: 0.400308 loss_class_aux: 3.708282 loss_bbox_aux: 0.886813 loss_giou_aux: 2.435823 loss_class_dn: 0.342146 loss_bbox_dn: 0.139174 loss_giou_dn: 0.365184 loss_class_aux_dn: 1.832645 loss_bbox_aux_dn: 0.884665 loss_giou_aux_dn: 2.074521 loss: 14.040008 eta: 3 days, 5:26:17 batch_cost: 0.6554 data_cost: 0.0025 ips: 6.1031 images/s [04/13 13:08:49] ppdet.engine INFO: Epoch: [61] [4400/7329] learning_rate: 0.000100 loss_class: 0.515495 loss_bbox: 0.121771 loss_giou: 0.382439 loss_class_aux: 3.277528 loss_bbox_aux: 0.820840 loss_giou_aux: 2.536656 loss_class_dn: 0.315165 loss_bbox_dn: 0.109587 loss_giou_dn: 0.351532 loss_class_aux_dn: 1.690157 loss_bbox_aux_dn: 0.658799 loss_giou_aux_dn: 1.918222 loss: 13.499458 eta: 3 days, 5:25:12 batch_cost: 0.6498 data_cost: 0.0025 ips: 6.1561 images/s [04/13 13:09:59] ppdet.engine INFO: Epoch: [61] [4500/7329] learning_rate: 0.000100 loss_class: 0.567889 loss_bbox: 0.140337 loss_giou: 0.399292 loss_class_aux: 3.619692 loss_bbox_aux: 0.910589 loss_giou_aux: 2.378380 loss_class_dn: 0.350741 loss_bbox_dn: 0.141371 loss_giou_dn: 0.348275 loss_class_aux_dn: 1.905116 loss_bbox_aux_dn: 0.820116 loss_giou_aux_dn: 1.990622 loss: 14.437410 eta: 3 days, 5:24:07 batch_cost: 0.6488 data_cost: 0.0022 ips: 6.1655 images/s [04/13 13:11:10] ppdet.engine INFO: Epoch: [61] [4600/7329] learning_rate: 0.000100 loss_class: 0.610572 loss_bbox: 0.139449 loss_giou: 0.433375 loss_class_aux: 4.031460 loss_bbox_aux: 0.877363 loss_giou_aux: 2.693259 loss_class_dn: 0.373397 loss_bbox_dn: 0.130880 loss_giou_dn: 0.399070 loss_class_aux_dn: 1.989144 loss_bbox_aux_dn: 0.813535 loss_giou_aux_dn: 2.275159 loss: 15.067623 eta: 3 days, 5:23:02 batch_cost: 0.6557 data_cost: 0.0024 ips: 6.1008 images/s [04/13 13:12:21] ppdet.engine INFO: Epoch: [61] [4700/7329] learning_rate: 0.000100 loss_class: 0.509367 loss_bbox: 0.113182 loss_giou: 0.278936 loss_class_aux: 3.267851 loss_bbox_aux: 0.726501 loss_giou_aux: 1.751934 loss_class_dn: 0.297269 loss_bbox_dn: 0.123580 loss_giou_dn: 0.282719 loss_class_aux_dn: 1.573246 loss_bbox_aux_dn: 0.787784 loss_giou_aux_dn: 1.596125 loss: 11.765841 eta: 3 days, 5:21:57 batch_cost: 0.6517 data_cost: 0.0022 ips: 6.1382 images/s [04/13 13:13:31] ppdet.engine INFO: Epoch: [61] [4800/7329] learning_rate: 0.000100 loss_class: 0.594139 loss_bbox: 0.138390 loss_giou: 0.399090 loss_class_aux: 3.723834 loss_bbox_aux: 0.898535 loss_giou_aux: 2.468958 loss_class_dn: 0.371194 loss_bbox_dn: 0.136399 loss_giou_dn: 0.362993 loss_class_aux_dn: 1.998941 loss_bbox_aux_dn: 0.803754 loss_giou_aux_dn: 2.075481 loss: 14.272589 eta: 3 days, 5:20:51 batch_cost: 0.6403 data_cost: 0.0020 ips: 6.2469 images/s [04/13 13:14:42] ppdet.engine INFO: Epoch: [61] [4900/7329] learning_rate: 0.000100 loss_class: 0.573489 loss_bbox: 0.120974 loss_giou: 0.407039 loss_class_aux: 3.586676 loss_bbox_aux: 0.818613 loss_giou_aux: 2.481866 loss_class_dn: 0.323835 loss_bbox_dn: 0.125613 loss_giou_dn: 0.382278 loss_class_aux_dn: 1.711722 loss_bbox_aux_dn: 0.784215 loss_giou_aux_dn: 2.044603 loss: 14.111775 eta: 3 days, 5:19:46 batch_cost: 0.6534 data_cost: 0.0022 ips: 6.1219 images/s [04/13 13:15:53] ppdet.engine INFO: Epoch: [61] [5000/7329] learning_rate: 0.000100 loss_class: 0.514635 loss_bbox: 0.131420 loss_giou: 0.343232 loss_class_aux: 3.304168 loss_bbox_aux: 0.833779 loss_giou_aux: 2.196295 loss_class_dn: 0.303821 loss_bbox_dn: 0.130411 loss_giou_dn: 0.319964 loss_class_aux_dn: 1.641796 loss_bbox_aux_dn: 0.787189 loss_giou_aux_dn: 1.773666 loss: 12.649107 eta: 3 days, 5:18:41 batch_cost: 0.6515 data_cost: 0.0022 ips: 6.1394 images/s [04/13 13:17:04] ppdet.engine INFO: Epoch: [61] [5100/7329] learning_rate: 0.000100 loss_class: 0.594052 loss_bbox: 0.123697 loss_giou: 0.324398 loss_class_aux: 3.837122 loss_bbox_aux: 0.844888 loss_giou_aux: 2.110971 loss_class_dn: 0.316257 loss_bbox_dn: 0.137821 loss_giou_dn: 0.329592 loss_class_aux_dn: 1.698242 loss_bbox_aux_dn: 0.811873 loss_giou_aux_dn: 1.855883 loss: 13.540021 eta: 3 days, 5:17:36 batch_cost: 0.6574 data_cost: 0.0023 ips: 6.0848 images/s [04/13 13:18:15] ppdet.engine INFO: Epoch: [61] [5200/7329] learning_rate: 0.000100 loss_class: 0.559544 loss_bbox: 0.130039 loss_giou: 0.349448 loss_class_aux: 3.403718 loss_bbox_aux: 0.871658 loss_giou_aux: 2.185147 loss_class_dn: 0.296733 loss_bbox_dn: 0.131263 loss_giou_dn: 0.327858 loss_class_aux_dn: 1.600246 loss_bbox_aux_dn: 0.769787 loss_giou_aux_dn: 1.853248 loss: 12.790395 eta: 3 days, 5:16:31 batch_cost: 0.6497 data_cost: 0.0022 ips: 6.1566 images/s [04/13 13:19:25] ppdet.engine INFO: Epoch: [61] [5300/7329] learning_rate: 0.000100 loss_class: 0.572867 loss_bbox: 0.136483 loss_giou: 0.317059 loss_class_aux: 3.541115 loss_bbox_aux: 0.866788 loss_giou_aux: 2.044451 loss_class_dn: 0.296217 loss_bbox_dn: 0.149509 loss_giou_dn: 0.305501 loss_class_aux_dn: 1.589322 loss_bbox_aux_dn: 0.857505 loss_giou_aux_dn: 1.777284 loss: 12.916725 eta: 3 days, 5:15:25 batch_cost: 0.6492 data_cost: 0.0021 ips: 6.1618 images/s [04/13 13:20:36] ppdet.engine INFO: Epoch: [61] [5400/7329] learning_rate: 0.000100 loss_class: 0.533779 loss_bbox: 0.131211 loss_giou: 0.381441 loss_class_aux: 3.446487 loss_bbox_aux: 0.817533 loss_giou_aux: 2.465757 loss_class_dn: 0.304701 loss_bbox_dn: 0.119878 loss_giou_dn: 0.355119 loss_class_aux_dn: 1.685977 loss_bbox_aux_dn: 0.723972 loss_giou_aux_dn: 2.006534 loss: 13.247923 eta: 3 days, 5:14:20 batch_cost: 0.6517 data_cost: 0.0020 ips: 6.1377 images/s [04/13 13:21:48] ppdet.engine INFO: Epoch: [61] [5500/7329] learning_rate: 0.000100 loss_class: 0.554593 loss_bbox: 0.123177 loss_giou: 0.353257 loss_class_aux: 3.438570 loss_bbox_aux: 0.827155 loss_giou_aux: 2.233679 loss_class_dn: 0.300759 loss_bbox_dn: 0.132048 loss_giou_dn: 0.347865 loss_class_aux_dn: 1.625293 loss_bbox_aux_dn: 0.806080 loss_giou_aux_dn: 1.942649 loss: 12.953445 eta: 3 days, 5:13:16 batch_cost: 0.6620 data_cost: 0.0021 ips: 6.0421 images/s [04/13 13:22:59] ppdet.engine INFO: Epoch: [61] [5600/7329] learning_rate: 0.000100 loss_class: 0.579302 loss_bbox: 0.153086 loss_giou: 0.360536 loss_class_aux: 3.711557 loss_bbox_aux: 0.967802 loss_giou_aux: 2.341941 loss_class_dn: 0.337873 loss_bbox_dn: 0.157704 loss_giou_dn: 0.355784 loss_class_aux_dn: 1.809379 loss_bbox_aux_dn: 0.903063 loss_giou_aux_dn: 2.026575 loss: 14.728570 eta: 3 days, 5:12:11 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1688 images/s [04/13 13:24:10] ppdet.engine INFO: Epoch: [61] [5700/7329] learning_rate: 0.000100 loss_class: 0.525684 loss_bbox: 0.124030 loss_giou: 0.327009 loss_class_aux: 3.452192 loss_bbox_aux: 0.858711 loss_giou_aux: 2.046094 loss_class_dn: 0.293206 loss_bbox_dn: 0.137575 loss_giou_dn: 0.310749 loss_class_aux_dn: 1.543908 loss_bbox_aux_dn: 0.876980 loss_giou_aux_dn: 1.741085 loss: 11.979910 eta: 3 days, 5:11:06 batch_cost: 0.6518 data_cost: 0.0023 ips: 6.1367 images/s [04/13 13:25:20] ppdet.engine INFO: Epoch: [61] [5800/7329] learning_rate: 0.000100 loss_class: 0.532504 loss_bbox: 0.122777 loss_giou: 0.407626 loss_class_aux: 3.496477 loss_bbox_aux: 0.781451 loss_giou_aux: 2.527535 loss_class_dn: 0.326387 loss_bbox_dn: 0.124313 loss_giou_dn: 0.349256 loss_class_aux_dn: 1.717963 loss_bbox_aux_dn: 0.757567 loss_giou_aux_dn: 1.981273 loss: 13.292204 eta: 3 days, 5:10:00 batch_cost: 0.6463 data_cost: 0.0022 ips: 6.1893 images/s [04/13 13:26:30] ppdet.engine INFO: Epoch: [61] [5900/7329] learning_rate: 0.000100 loss_class: 0.567147 loss_bbox: 0.126909 loss_giou: 0.361350 loss_class_aux: 3.507934 loss_bbox_aux: 0.815461 loss_giou_aux: 2.269405 loss_class_dn: 0.311521 loss_bbox_dn: 0.128365 loss_giou_dn: 0.325138 loss_class_aux_dn: 1.707808 loss_bbox_aux_dn: 0.784431 loss_giou_aux_dn: 1.865985 loss: 13.018486 eta: 3 days, 5:08:55 batch_cost: 0.6503 data_cost: 0.0022 ips: 6.1513 images/s [04/13 13:27:42] ppdet.engine INFO: Epoch: [61] [6000/7329] learning_rate: 0.000100 loss_class: 0.543228 loss_bbox: 0.131923 loss_giou: 0.377581 loss_class_aux: 3.482562 loss_bbox_aux: 0.867450 loss_giou_aux: 2.325030 loss_class_dn: 0.297407 loss_bbox_dn: 0.129029 loss_giou_dn: 0.323109 loss_class_aux_dn: 1.606506 loss_bbox_aux_dn: 0.766769 loss_giou_aux_dn: 1.811436 loss: 11.979874 eta: 3 days, 5:07:51 batch_cost: 0.6593 data_cost: 0.0021 ips: 6.0668 images/s [04/13 13:28:53] ppdet.engine INFO: Epoch: [61] [6100/7329] learning_rate: 0.000100 loss_class: 0.612210 loss_bbox: 0.121448 loss_giou: 0.365960 loss_class_aux: 3.825025 loss_bbox_aux: 0.812015 loss_giou_aux: 2.271882 loss_class_dn: 0.317230 loss_bbox_dn: 0.125895 loss_giou_dn: 0.344040 loss_class_aux_dn: 1.688588 loss_bbox_aux_dn: 0.747682 loss_giou_aux_dn: 1.901132 loss: 13.442703 eta: 3 days, 5:06:45 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1605 images/s [04/13 13:30:04] ppdet.engine INFO: Epoch: [61] [6200/7329] learning_rate: 0.000100 loss_class: 0.550367 loss_bbox: 0.115932 loss_giou: 0.340820 loss_class_aux: 3.405864 loss_bbox_aux: 0.788998 loss_giou_aux: 2.124988 loss_class_dn: 0.289547 loss_bbox_dn: 0.123656 loss_giou_dn: 0.318521 loss_class_aux_dn: 1.554743 loss_bbox_aux_dn: 0.739531 loss_giou_aux_dn: 1.774329 loss: 13.114151 eta: 3 days, 5:05:41 batch_cost: 0.6572 data_cost: 0.0021 ips: 6.0860 images/s [04/13 13:31:16] ppdet.engine INFO: Epoch: [61] [6300/7329] learning_rate: 0.000100 loss_class: 0.513033 loss_bbox: 0.116457 loss_giou: 0.302649 loss_class_aux: 3.289569 loss_bbox_aux: 0.764257 loss_giou_aux: 1.903226 loss_class_dn: 0.296359 loss_bbox_dn: 0.120908 loss_giou_dn: 0.329380 loss_class_aux_dn: 1.584941 loss_bbox_aux_dn: 0.743849 loss_giou_aux_dn: 1.875097 loss: 12.501431 eta: 3 days, 5:04:36 batch_cost: 0.6572 data_cost: 0.0022 ips: 6.0861 images/s [04/13 13:32:26] ppdet.engine INFO: Epoch: [61] [6400/7329] learning_rate: 0.000100 loss_class: 0.546272 loss_bbox: 0.137284 loss_giou: 0.407523 loss_class_aux: 3.538988 loss_bbox_aux: 0.901345 loss_giou_aux: 2.619754 loss_class_dn: 0.335839 loss_bbox_dn: 0.133496 loss_giou_dn: 0.373399 loss_class_aux_dn: 1.794273 loss_bbox_aux_dn: 0.829217 loss_giou_aux_dn: 2.098583 loss: 13.888918 eta: 3 days, 5:03:31 batch_cost: 0.6491 data_cost: 0.0021 ips: 6.1624 images/s [04/13 13:33:38] ppdet.engine INFO: Epoch: [61] [6500/7329] learning_rate: 0.000100 loss_class: 0.578836 loss_bbox: 0.117403 loss_giou: 0.314948 loss_class_aux: 3.808588 loss_bbox_aux: 0.823437 loss_giou_aux: 2.122289 loss_class_dn: 0.333341 loss_bbox_dn: 0.145783 loss_giou_dn: 0.303632 loss_class_aux_dn: 1.781846 loss_bbox_aux_dn: 0.870743 loss_giou_aux_dn: 1.743740 loss: 14.320568 eta: 3 days, 5:02:27 batch_cost: 0.6582 data_cost: 0.0021 ips: 6.0770 images/s [04/13 13:34:47] ppdet.engine INFO: Epoch: [61] [6600/7329] learning_rate: 0.000100 loss_class: 0.583904 loss_bbox: 0.145291 loss_giou: 0.397272 loss_class_aux: 3.644046 loss_bbox_aux: 0.924144 loss_giou_aux: 2.553978 loss_class_dn: 0.367810 loss_bbox_dn: 0.141118 loss_giou_dn: 0.388193 loss_class_aux_dn: 1.995749 loss_bbox_aux_dn: 0.884396 loss_giou_aux_dn: 2.164266 loss: 14.604408 eta: 3 days, 5:01:20 batch_cost: 0.6382 data_cost: 0.0020 ips: 6.2680 images/s [04/13 13:35:57] ppdet.engine INFO: Epoch: [61] [6700/7329] learning_rate: 0.000100 loss_class: 0.593350 loss_bbox: 0.137735 loss_giou: 0.377735 loss_class_aux: 3.880960 loss_bbox_aux: 0.878377 loss_giou_aux: 2.337706 loss_class_dn: 0.337378 loss_bbox_dn: 0.134982 loss_giou_dn: 0.373043 loss_class_aux_dn: 1.802048 loss_bbox_aux_dn: 0.836207 loss_giou_aux_dn: 2.062899 loss: 14.506182 eta: 3 days, 5:00:15 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1931 images/s [04/13 13:37:09] ppdet.engine INFO: Epoch: [61] [6800/7329] learning_rate: 0.000100 loss_class: 0.552186 loss_bbox: 0.135264 loss_giou: 0.345810 loss_class_aux: 3.523121 loss_bbox_aux: 0.836944 loss_giou_aux: 2.126091 loss_class_dn: 0.316922 loss_bbox_dn: 0.124351 loss_giou_dn: 0.362274 loss_class_aux_dn: 1.690525 loss_bbox_aux_dn: 0.726995 loss_giou_aux_dn: 2.050740 loss: 13.608364 eta: 3 days, 4:59:10 batch_cost: 0.6565 data_cost: 0.0020 ips: 6.0932 images/s [04/13 13:38:19] ppdet.engine INFO: Epoch: [61] [6900/7329] learning_rate: 0.000100 loss_class: 0.587655 loss_bbox: 0.135140 loss_giou: 0.376036 loss_class_aux: 3.742936 loss_bbox_aux: 0.855554 loss_giou_aux: 2.372123 loss_class_dn: 0.333220 loss_bbox_dn: 0.135490 loss_giou_dn: 0.344294 loss_class_aux_dn: 1.831093 loss_bbox_aux_dn: 0.754019 loss_giou_aux_dn: 1.972834 loss: 13.717844 eta: 3 days, 4:58:05 batch_cost: 0.6488 data_cost: 0.0020 ips: 6.1657 images/s [04/13 13:39:31] ppdet.engine INFO: Epoch: [61] [7000/7329] learning_rate: 0.000100 loss_class: 0.533762 loss_bbox: 0.120163 loss_giou: 0.344335 loss_class_aux: 3.389086 loss_bbox_aux: 0.738307 loss_giou_aux: 2.171342 loss_class_dn: 0.296053 loss_bbox_dn: 0.120573 loss_giou_dn: 0.300111 loss_class_aux_dn: 1.569135 loss_bbox_aux_dn: 0.720883 loss_giou_aux_dn: 1.649439 loss: 11.884319 eta: 3 days, 4:57:00 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1092 images/s [04/13 13:40:41] ppdet.engine INFO: Epoch: [61] [7100/7329] learning_rate: 0.000100 loss_class: 0.516578 loss_bbox: 0.133536 loss_giou: 0.377582 loss_class_aux: 3.335558 loss_bbox_aux: 0.857049 loss_giou_aux: 2.397188 loss_class_dn: 0.312345 loss_bbox_dn: 0.140709 loss_giou_dn: 0.335962 loss_class_aux_dn: 1.685501 loss_bbox_aux_dn: 0.825677 loss_giou_aux_dn: 1.872173 loss: 12.998229 eta: 3 days, 4:55:54 batch_cost: 0.6451 data_cost: 0.0020 ips: 6.2002 images/s [04/13 13:41:52] ppdet.engine INFO: Epoch: [61] [7200/7329] learning_rate: 0.000100 loss_class: 0.582801 loss_bbox: 0.147536 loss_giou: 0.397814 loss_class_aux: 3.872539 loss_bbox_aux: 0.975276 loss_giou_aux: 2.572988 loss_class_dn: 0.355696 loss_bbox_dn: 0.153790 loss_giou_dn: 0.386999 loss_class_aux_dn: 1.939408 loss_bbox_aux_dn: 0.881616 loss_giou_aux_dn: 2.187485 loss: 14.884705 eta: 3 days, 4:54:50 batch_cost: 0.6594 data_cost: 0.0022 ips: 6.0664 images/s [04/13 13:43:03] ppdet.engine INFO: Epoch: [61] [7300/7329] learning_rate: 0.000100 loss_class: 0.582166 loss_bbox: 0.124603 loss_giou: 0.394281 loss_class_aux: 3.815846 loss_bbox_aux: 0.860057 loss_giou_aux: 2.497073 loss_class_dn: 0.374239 loss_bbox_dn: 0.135595 loss_giou_dn: 0.386560 loss_class_aux_dn: 1.987149 loss_bbox_aux_dn: 0.800669 loss_giou_aux_dn: 2.148261 loss: 15.139330 eta: 3 days, 4:53:45 batch_cost: 0.6524 data_cost: 0.0021 ips: 6.1308 images/s [04/13 13:43:27] ppdet.engine INFO: Eval iter: 0 [04/13 13:43:55] ppdet.engine INFO: Eval iter: 100 [04/13 13:44:22] ppdet.engine INFO: Eval iter: 200 [04/13 13:44:50] ppdet.engine INFO: Eval iter: 300 [04/13 13:45:17] ppdet.engine INFO: Eval iter: 400 [04/13 13:45:44] ppdet.engine INFO: Eval iter: 500 [04/13 13:46:12] ppdet.engine INFO: Eval iter: 600 [04/13 13:46:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 13:46:54] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.69s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.21s). Accumulating evaluation results... DONE (t=29.34s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.556 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/13 13:49:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.08520615598456 [04/13 13:49:52] ppdet.engine INFO: Best test bbox ap is 0.541. [04/13 13:49:56] ppdet.engine INFO: Epoch: [62] [ 0/7329] learning_rate: 0.000100 loss_class: 0.626114 loss_bbox: 0.131840 loss_giou: 0.409077 loss_class_aux: 4.065080 loss_bbox_aux: 0.873724 loss_giou_aux: 2.651929 loss_class_dn: 0.387767 loss_bbox_dn: 0.140721 loss_giou_dn: 0.404350 loss_class_aux_dn: 2.080515 loss_bbox_aux_dn: 0.838867 loss_giou_aux_dn: 2.242621 loss: 15.705242 eta: 3 days, 4:53:26 batch_cost: 0.6532 data_cost: 0.0021 ips: 6.1242 images/s [04/13 13:51:06] ppdet.engine INFO: Epoch: [62] [ 100/7329] learning_rate: 0.000100 loss_class: 0.537829 loss_bbox: 0.132579 loss_giou: 0.401820 loss_class_aux: 3.571449 loss_bbox_aux: 0.804289 loss_giou_aux: 2.486183 loss_class_dn: 0.324599 loss_bbox_dn: 0.139937 loss_giou_dn: 0.360770 loss_class_aux_dn: 1.742895 loss_bbox_aux_dn: 0.832540 loss_giou_aux_dn: 2.032928 loss: 14.229113 eta: 3 days, 4:52:20 batch_cost: 0.6406 data_cost: 0.0020 ips: 6.2439 images/s [04/13 13:52:16] ppdet.engine INFO: Epoch: [62] [ 200/7329] learning_rate: 0.000100 loss_class: 0.527537 loss_bbox: 0.128000 loss_giou: 0.378290 loss_class_aux: 3.368931 loss_bbox_aux: 0.813384 loss_giou_aux: 2.401912 loss_class_dn: 0.310832 loss_bbox_dn: 0.133705 loss_giou_dn: 0.354993 loss_class_aux_dn: 1.658128 loss_bbox_aux_dn: 0.773579 loss_giou_aux_dn: 1.999768 loss: 13.043770 eta: 3 days, 4:51:15 batch_cost: 0.6507 data_cost: 0.0017 ips: 6.1470 images/s [04/13 13:53:26] ppdet.engine INFO: Epoch: [62] [ 300/7329] learning_rate: 0.000100 loss_class: 0.576730 loss_bbox: 0.134870 loss_giou: 0.357863 loss_class_aux: 3.704215 loss_bbox_aux: 0.856732 loss_giou_aux: 2.170085 loss_class_dn: 0.328911 loss_bbox_dn: 0.148508 loss_giou_dn: 0.335595 loss_class_aux_dn: 1.792904 loss_bbox_aux_dn: 0.846780 loss_giou_aux_dn: 1.907596 loss: 13.346201 eta: 3 days, 4:50:09 batch_cost: 0.6400 data_cost: 0.0019 ips: 6.2504 images/s [04/13 13:54:35] ppdet.engine INFO: Epoch: [62] [ 400/7329] learning_rate: 0.000100 loss_class: 0.546741 loss_bbox: 0.118867 loss_giou: 0.339602 loss_class_aux: 3.369817 loss_bbox_aux: 0.754738 loss_giou_aux: 2.195074 loss_class_dn: 0.304848 loss_bbox_dn: 0.123283 loss_giou_dn: 0.309010 loss_class_aux_dn: 1.648095 loss_bbox_aux_dn: 0.719026 loss_giou_aux_dn: 1.748961 loss: 12.092371 eta: 3 days, 4:49:03 batch_cost: 0.6403 data_cost: 0.0021 ips: 6.2469 images/s [04/13 13:55:46] ppdet.engine INFO: Epoch: [62] [ 500/7329] learning_rate: 0.000100 loss_class: 0.554390 loss_bbox: 0.122171 loss_giou: 0.319339 loss_class_aux: 3.645124 loss_bbox_aux: 0.801075 loss_giou_aux: 1.993742 loss_class_dn: 0.297892 loss_bbox_dn: 0.126923 loss_giou_dn: 0.302607 loss_class_aux_dn: 1.585921 loss_bbox_aux_dn: 0.769842 loss_giou_aux_dn: 1.682654 loss: 12.600383 eta: 3 days, 4:47:57 batch_cost: 0.6478 data_cost: 0.0021 ips: 6.1745 images/s [04/13 13:56:58] ppdet.engine INFO: Epoch: [62] [ 600/7329] learning_rate: 0.000100 loss_class: 0.521421 loss_bbox: 0.121305 loss_giou: 0.340006 loss_class_aux: 3.355032 loss_bbox_aux: 0.803187 loss_giou_aux: 2.119303 loss_class_dn: 0.302367 loss_bbox_dn: 0.129255 loss_giou_dn: 0.321253 loss_class_aux_dn: 1.657122 loss_bbox_aux_dn: 0.817231 loss_giou_aux_dn: 1.771667 loss: 12.851430 eta: 3 days, 4:46:53 batch_cost: 0.6627 data_cost: 0.0021 ips: 6.0362 images/s [04/13 13:58:10] ppdet.engine INFO: Epoch: [62] [ 700/7329] learning_rate: 0.000100 loss_class: 0.568413 loss_bbox: 0.121417 loss_giou: 0.339873 loss_class_aux: 3.597458 loss_bbox_aux: 0.787926 loss_giou_aux: 2.154133 loss_class_dn: 0.309603 loss_bbox_dn: 0.128772 loss_giou_dn: 0.312943 loss_class_aux_dn: 1.690377 loss_bbox_aux_dn: 0.770259 loss_giou_aux_dn: 1.756470 loss: 12.942497 eta: 3 days, 4:45:49 batch_cost: 0.6635 data_cost: 0.0021 ips: 6.0283 images/s [04/13 13:59:20] ppdet.engine INFO: Epoch: [62] [ 800/7329] learning_rate: 0.000100 loss_class: 0.575839 loss_bbox: 0.142263 loss_giou: 0.422346 loss_class_aux: 3.708919 loss_bbox_aux: 0.897355 loss_giou_aux: 2.564351 loss_class_dn: 0.316719 loss_bbox_dn: 0.144325 loss_giou_dn: 0.357000 loss_class_aux_dn: 1.727969 loss_bbox_aux_dn: 0.843867 loss_giou_aux_dn: 2.002704 loss: 14.330647 eta: 3 days, 4:44:43 batch_cost: 0.6409 data_cost: 0.0019 ips: 6.2408 images/s [04/13 14:00:30] ppdet.engine INFO: Epoch: [62] [ 900/7329] learning_rate: 0.000100 loss_class: 0.576861 loss_bbox: 0.116190 loss_giou: 0.331836 loss_class_aux: 3.619176 loss_bbox_aux: 0.827766 loss_giou_aux: 2.119352 loss_class_dn: 0.303680 loss_bbox_dn: 0.136190 loss_giou_dn: 0.311049 loss_class_aux_dn: 1.660478 loss_bbox_aux_dn: 0.813124 loss_giou_aux_dn: 1.757690 loss: 12.993045 eta: 3 days, 4:43:37 batch_cost: 0.6444 data_cost: 0.0019 ips: 6.2075 images/s [04/13 14:01:41] ppdet.engine INFO: Epoch: [62] [1000/7329] learning_rate: 0.000100 loss_class: 0.594218 loss_bbox: 0.118241 loss_giou: 0.368436 loss_class_aux: 3.725160 loss_bbox_aux: 0.810284 loss_giou_aux: 2.354520 loss_class_dn: 0.315122 loss_bbox_dn: 0.122180 loss_giou_dn: 0.336718 loss_class_aux_dn: 1.714839 loss_bbox_aux_dn: 0.759337 loss_giou_aux_dn: 1.924391 loss: 13.500951 eta: 3 days, 4:42:33 batch_cost: 0.6581 data_cost: 0.0020 ips: 6.0779 images/s [04/13 14:02:52] ppdet.engine INFO: Epoch: [62] [1100/7329] learning_rate: 0.000100 loss_class: 0.525537 loss_bbox: 0.120370 loss_giou: 0.349812 loss_class_aux: 3.276288 loss_bbox_aux: 0.783407 loss_giou_aux: 2.186828 loss_class_dn: 0.297241 loss_bbox_dn: 0.126641 loss_giou_dn: 0.344501 loss_class_aux_dn: 1.631049 loss_bbox_aux_dn: 0.750040 loss_giou_aux_dn: 1.906790 loss: 12.174061 eta: 3 days, 4:41:28 batch_cost: 0.6515 data_cost: 0.0022 ips: 6.1399 images/s [04/13 14:04:02] ppdet.engine INFO: Epoch: [62] [1200/7329] learning_rate: 0.000100 loss_class: 0.497563 loss_bbox: 0.116991 loss_giou: 0.360460 loss_class_aux: 3.203398 loss_bbox_aux: 0.769085 loss_giou_aux: 2.252586 loss_class_dn: 0.312946 loss_bbox_dn: 0.120124 loss_giou_dn: 0.337821 loss_class_aux_dn: 1.700136 loss_bbox_aux_dn: 0.688357 loss_giou_aux_dn: 1.894764 loss: 12.839582 eta: 3 days, 4:40:22 batch_cost: 0.6477 data_cost: 0.0020 ips: 6.1754 images/s [04/13 14:05:13] ppdet.engine INFO: Epoch: [62] [1300/7329] learning_rate: 0.000100 loss_class: 0.564180 loss_bbox: 0.118630 loss_giou: 0.351841 loss_class_aux: 3.500685 loss_bbox_aux: 0.811414 loss_giou_aux: 2.208766 loss_class_dn: 0.316378 loss_bbox_dn: 0.124522 loss_giou_dn: 0.325449 loss_class_aux_dn: 1.693455 loss_bbox_aux_dn: 0.743157 loss_giou_aux_dn: 1.811606 loss: 13.285635 eta: 3 days, 4:39:18 batch_cost: 0.6564 data_cost: 0.0020 ips: 6.0942 images/s [04/13 14:06:25] ppdet.engine INFO: Epoch: [62] [1400/7329] learning_rate: 0.000100 loss_class: 0.527563 loss_bbox: 0.123610 loss_giou: 0.355328 loss_class_aux: 3.432165 loss_bbox_aux: 0.795127 loss_giou_aux: 2.170091 loss_class_dn: 0.330409 loss_bbox_dn: 0.127824 loss_giou_dn: 0.336849 loss_class_aux_dn: 1.779033 loss_bbox_aux_dn: 0.801281 loss_giou_aux_dn: 1.894944 loss: 13.639277 eta: 3 days, 4:38:13 batch_cost: 0.6565 data_cost: 0.0020 ips: 6.0926 images/s [04/13 14:07:35] ppdet.engine INFO: Epoch: [62] [1500/7329] learning_rate: 0.000100 loss_class: 0.546103 loss_bbox: 0.123424 loss_giou: 0.322609 loss_class_aux: 3.446457 loss_bbox_aux: 0.818645 loss_giou_aux: 2.069973 loss_class_dn: 0.294455 loss_bbox_dn: 0.143758 loss_giou_dn: 0.316258 loss_class_aux_dn: 1.594322 loss_bbox_aux_dn: 0.843938 loss_giou_aux_dn: 1.765936 loss: 13.436294 eta: 3 days, 4:37:07 batch_cost: 0.6451 data_cost: 0.0020 ips: 6.2006 images/s [04/13 14:08:46] ppdet.engine INFO: Epoch: [62] [1600/7329] learning_rate: 0.000100 loss_class: 0.623723 loss_bbox: 0.134191 loss_giou: 0.397511 loss_class_aux: 4.031605 loss_bbox_aux: 0.845992 loss_giou_aux: 2.502153 loss_class_dn: 0.359677 loss_bbox_dn: 0.136438 loss_giou_dn: 0.373932 loss_class_aux_dn: 1.946068 loss_bbox_aux_dn: 0.808417 loss_giou_aux_dn: 2.119220 loss: 14.391816 eta: 3 days, 4:36:02 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1159 images/s [04/13 14:09:56] ppdet.engine INFO: Epoch: [62] [1700/7329] learning_rate: 0.000100 loss_class: 0.552167 loss_bbox: 0.128148 loss_giou: 0.360686 loss_class_aux: 3.499341 loss_bbox_aux: 0.813787 loss_giou_aux: 2.287893 loss_class_dn: 0.325555 loss_bbox_dn: 0.130753 loss_giou_dn: 0.326402 loss_class_aux_dn: 1.753422 loss_bbox_aux_dn: 0.851043 loss_giou_aux_dn: 1.837755 loss: 13.285931 eta: 3 days, 4:34:57 batch_cost: 0.6423 data_cost: 0.0019 ips: 6.2273 images/s [04/13 14:11:06] ppdet.engine INFO: Epoch: [62] [1800/7329] learning_rate: 0.000100 loss_class: 0.608234 loss_bbox: 0.140630 loss_giou: 0.415670 loss_class_aux: 3.848379 loss_bbox_aux: 0.926309 loss_giou_aux: 2.617962 loss_class_dn: 0.343003 loss_bbox_dn: 0.154844 loss_giou_dn: 0.392782 loss_class_aux_dn: 1.843729 loss_bbox_aux_dn: 0.910811 loss_giou_aux_dn: 2.162594 loss: 14.411106 eta: 3 days, 4:33:51 batch_cost: 0.6493 data_cost: 0.0019 ips: 6.1602 images/s [04/13 14:12:16] ppdet.engine INFO: Epoch: [62] [1900/7329] learning_rate: 0.000100 loss_class: 0.536407 loss_bbox: 0.122318 loss_giou: 0.330743 loss_class_aux: 3.533324 loss_bbox_aux: 0.844889 loss_giou_aux: 2.144087 loss_class_dn: 0.295087 loss_bbox_dn: 0.132153 loss_giou_dn: 0.293869 loss_class_aux_dn: 1.608386 loss_bbox_aux_dn: 0.808339 loss_giou_aux_dn: 1.640567 loss: 11.998762 eta: 3 days, 4:32:46 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1850 images/s [04/13 14:13:28] ppdet.engine INFO: Epoch: [62] [2000/7329] learning_rate: 0.000100 loss_class: 0.529083 loss_bbox: 0.121077 loss_giou: 0.362339 loss_class_aux: 3.397745 loss_bbox_aux: 0.816724 loss_giou_aux: 2.401028 loss_class_dn: 0.308982 loss_bbox_dn: 0.128741 loss_giou_dn: 0.361223 loss_class_aux_dn: 1.682689 loss_bbox_aux_dn: 0.773129 loss_giou_aux_dn: 2.035287 loss: 13.205452 eta: 3 days, 4:31:41 batch_cost: 0.6597 data_cost: 0.0019 ips: 6.0637 images/s [04/13 14:14:41] ppdet.engine INFO: Epoch: [62] [2100/7329] learning_rate: 0.000100 loss_class: 0.539504 loss_bbox: 0.120948 loss_giou: 0.335483 loss_class_aux: 3.470921 loss_bbox_aux: 0.823308 loss_giou_aux: 2.126269 loss_class_dn: 0.304821 loss_bbox_dn: 0.131135 loss_giou_dn: 0.328144 loss_class_aux_dn: 1.627391 loss_bbox_aux_dn: 0.769083 loss_giou_aux_dn: 1.836058 loss: 13.666091 eta: 3 days, 4:30:38 batch_cost: 0.6661 data_cost: 0.0018 ips: 6.0053 images/s [04/13 14:15:52] ppdet.engine INFO: Epoch: [62] [2200/7329] learning_rate: 0.000100 loss_class: 0.528705 loss_bbox: 0.119836 loss_giou: 0.345943 loss_class_aux: 3.239982 loss_bbox_aux: 0.804798 loss_giou_aux: 2.189842 loss_class_dn: 0.296708 loss_bbox_dn: 0.126544 loss_giou_dn: 0.321515 loss_class_aux_dn: 1.573385 loss_bbox_aux_dn: 0.761847 loss_giou_aux_dn: 1.790079 loss: 12.080399 eta: 3 days, 4:29:32 batch_cost: 0.6484 data_cost: 0.0020 ips: 6.1693 images/s [04/13 14:17:02] ppdet.engine INFO: Epoch: [62] [2300/7329] learning_rate: 0.000100 loss_class: 0.561878 loss_bbox: 0.125235 loss_giou: 0.407641 loss_class_aux: 3.546919 loss_bbox_aux: 0.802815 loss_giou_aux: 2.558032 loss_class_dn: 0.332147 loss_bbox_dn: 0.126573 loss_giou_dn: 0.393393 loss_class_aux_dn: 1.778832 loss_bbox_aux_dn: 0.795914 loss_giou_aux_dn: 2.151572 loss: 13.893587 eta: 3 days, 4:28:27 batch_cost: 0.6460 data_cost: 0.0022 ips: 6.1918 images/s [04/13 14:18:13] ppdet.engine INFO: Epoch: [62] [2400/7329] learning_rate: 0.000100 loss_class: 0.539002 loss_bbox: 0.123634 loss_giou: 0.358645 loss_class_aux: 3.358868 loss_bbox_aux: 0.840530 loss_giou_aux: 2.275574 loss_class_dn: 0.308880 loss_bbox_dn: 0.128501 loss_giou_dn: 0.334543 loss_class_aux_dn: 1.680720 loss_bbox_aux_dn: 0.771580 loss_giou_aux_dn: 1.864666 loss: 13.463638 eta: 3 days, 4:27:22 batch_cost: 0.6592 data_cost: 0.0018 ips: 6.0677 images/s [04/13 14:19:27] ppdet.engine INFO: Epoch: [62] [2500/7329] learning_rate: 0.000100 loss_class: 0.585313 loss_bbox: 0.130761 loss_giou: 0.328503 loss_class_aux: 3.741971 loss_bbox_aux: 0.862004 loss_giou_aux: 2.078129 loss_class_dn: 0.323774 loss_bbox_dn: 0.135050 loss_giou_dn: 0.350951 loss_class_aux_dn: 1.743008 loss_bbox_aux_dn: 0.797844 loss_giou_aux_dn: 1.951571 loss: 14.157280 eta: 3 days, 4:26:19 batch_cost: 0.6709 data_cost: 0.0020 ips: 5.9623 images/s [04/13 14:20:38] ppdet.engine INFO: Epoch: [62] [2600/7329] learning_rate: 0.000100 loss_class: 0.516613 loss_bbox: 0.113687 loss_giou: 0.303815 loss_class_aux: 3.333892 loss_bbox_aux: 0.764152 loss_giou_aux: 1.913334 loss_class_dn: 0.284699 loss_bbox_dn: 0.125970 loss_giou_dn: 0.284439 loss_class_aux_dn: 1.503370 loss_bbox_aux_dn: 0.742378 loss_giou_aux_dn: 1.583148 loss: 11.694373 eta: 3 days, 4:25:14 batch_cost: 0.6568 data_cost: 0.0019 ips: 6.0901 images/s [04/13 14:21:49] ppdet.engine INFO: Epoch: [62] [2700/7329] learning_rate: 0.000100 loss_class: 0.589524 loss_bbox: 0.124443 loss_giou: 0.361462 loss_class_aux: 3.809596 loss_bbox_aux: 0.845723 loss_giou_aux: 2.258243 loss_class_dn: 0.333100 loss_bbox_dn: 0.136598 loss_giou_dn: 0.361144 loss_class_aux_dn: 1.791209 loss_bbox_aux_dn: 0.790081 loss_giou_aux_dn: 1.965596 loss: 13.611925 eta: 3 days, 4:24:09 batch_cost: 0.6477 data_cost: 0.0019 ips: 6.1754 images/s [04/13 14:23:02] ppdet.engine INFO: Epoch: [62] [2800/7329] learning_rate: 0.000100 loss_class: 0.446958 loss_bbox: 0.105299 loss_giou: 0.289135 loss_class_aux: 2.973898 loss_bbox_aux: 0.682462 loss_giou_aux: 1.823627 loss_class_dn: 0.280115 loss_bbox_dn: 0.099035 loss_giou_dn: 0.269678 loss_class_aux_dn: 1.525049 loss_bbox_aux_dn: 0.609044 loss_giou_aux_dn: 1.505331 loss: 11.396378 eta: 3 days, 4:23:05 batch_cost: 0.6682 data_cost: 0.0021 ips: 5.9860 images/s [04/13 14:24:13] ppdet.engine INFO: Epoch: [62] [2900/7329] learning_rate: 0.000100 loss_class: 0.492058 loss_bbox: 0.123441 loss_giou: 0.313878 loss_class_aux: 3.253897 loss_bbox_aux: 0.832134 loss_giou_aux: 2.042739 loss_class_dn: 0.283478 loss_bbox_dn: 0.130908 loss_giou_dn: 0.295044 loss_class_aux_dn: 1.483226 loss_bbox_aux_dn: 0.801320 loss_giou_aux_dn: 1.641588 loss: 12.104056 eta: 3 days, 4:22:00 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1346 images/s [04/13 14:25:25] ppdet.engine INFO: Epoch: [62] [3000/7329] learning_rate: 0.000100 loss_class: 0.528651 loss_bbox: 0.128979 loss_giou: 0.383283 loss_class_aux: 3.381413 loss_bbox_aux: 0.811895 loss_giou_aux: 2.429661 loss_class_dn: 0.325974 loss_bbox_dn: 0.119391 loss_giou_dn: 0.366813 loss_class_aux_dn: 1.752431 loss_bbox_aux_dn: 0.736611 loss_giou_aux_dn: 2.019627 loss: 13.774112 eta: 3 days, 4:20:56 batch_cost: 0.6608 data_cost: 0.0018 ips: 6.0531 images/s [04/13 14:26:37] ppdet.engine INFO: Epoch: [62] [3100/7329] learning_rate: 0.000100 loss_class: 0.548151 loss_bbox: 0.125101 loss_giou: 0.410460 loss_class_aux: 3.363008 loss_bbox_aux: 0.849268 loss_giou_aux: 2.539010 loss_class_dn: 0.334260 loss_bbox_dn: 0.122228 loss_giou_dn: 0.382352 loss_class_aux_dn: 1.740139 loss_bbox_aux_dn: 0.737383 loss_giou_aux_dn: 2.113846 loss: 14.316759 eta: 3 days, 4:19:52 batch_cost: 0.6613 data_cost: 0.0020 ips: 6.0487 images/s [04/13 14:27:50] ppdet.engine INFO: Epoch: [62] [3200/7329] learning_rate: 0.000100 loss_class: 0.542382 loss_bbox: 0.134886 loss_giou: 0.427055 loss_class_aux: 3.548256 loss_bbox_aux: 0.876778 loss_giou_aux: 2.677016 loss_class_dn: 0.325445 loss_bbox_dn: 0.135959 loss_giou_dn: 0.400532 loss_class_aux_dn: 1.748000 loss_bbox_aux_dn: 0.811452 loss_giou_aux_dn: 2.210973 loss: 14.418111 eta: 3 days, 4:18:49 batch_cost: 0.6701 data_cost: 0.0019 ips: 5.9689 images/s [04/13 14:29:02] ppdet.engine INFO: Epoch: [62] [3300/7329] learning_rate: 0.000100 loss_class: 0.594237 loss_bbox: 0.118652 loss_giou: 0.426682 loss_class_aux: 3.743726 loss_bbox_aux: 0.803514 loss_giou_aux: 2.744014 loss_class_dn: 0.362623 loss_bbox_dn: 0.117265 loss_giou_dn: 0.389700 loss_class_aux_dn: 1.930378 loss_bbox_aux_dn: 0.720791 loss_giou_aux_dn: 2.156579 loss: 14.907437 eta: 3 days, 4:17:44 batch_cost: 0.6577 data_cost: 0.0020 ips: 6.0820 images/s [04/13 14:30:12] ppdet.engine INFO: Epoch: [62] [3400/7329] learning_rate: 0.000100 loss_class: 0.586788 loss_bbox: 0.137220 loss_giou: 0.355212 loss_class_aux: 3.716240 loss_bbox_aux: 0.874594 loss_giou_aux: 2.224895 loss_class_dn: 0.334946 loss_bbox_dn: 0.163390 loss_giou_dn: 0.353545 loss_class_aux_dn: 1.805220 loss_bbox_aux_dn: 0.943133 loss_giou_aux_dn: 1.970328 loss: 14.247385 eta: 3 days, 4:16:39 batch_cost: 0.6490 data_cost: 0.0019 ips: 6.1637 images/s [04/13 14:31:22] ppdet.engine INFO: Epoch: [62] [3500/7329] learning_rate: 0.000100 loss_class: 0.538347 loss_bbox: 0.129859 loss_giou: 0.362280 loss_class_aux: 3.626159 loss_bbox_aux: 0.831359 loss_giou_aux: 2.238792 loss_class_dn: 0.323356 loss_bbox_dn: 0.134541 loss_giou_dn: 0.344948 loss_class_aux_dn: 1.745391 loss_bbox_aux_dn: 0.795047 loss_giou_aux_dn: 1.991268 loss: 14.031546 eta: 3 days, 4:15:33 batch_cost: 0.6456 data_cost: 0.0021 ips: 6.1957 images/s [04/13 14:32:34] ppdet.engine INFO: Epoch: [62] [3600/7329] learning_rate: 0.000100 loss_class: 0.594282 loss_bbox: 0.136189 loss_giou: 0.360866 loss_class_aux: 3.765631 loss_bbox_aux: 0.904818 loss_giou_aux: 2.287460 loss_class_dn: 0.322452 loss_bbox_dn: 0.126130 loss_giou_dn: 0.348595 loss_class_aux_dn: 1.749709 loss_bbox_aux_dn: 0.763978 loss_giou_aux_dn: 1.919697 loss: 13.852410 eta: 3 days, 4:14:29 batch_cost: 0.6587 data_cost: 0.0021 ips: 6.0726 images/s [04/13 14:33:45] ppdet.engine INFO: Epoch: [62] [3700/7329] learning_rate: 0.000100 loss_class: 0.643984 loss_bbox: 0.156369 loss_giou: 0.422764 loss_class_aux: 4.112744 loss_bbox_aux: 1.028452 loss_giou_aux: 2.621214 loss_class_dn: 0.356400 loss_bbox_dn: 0.142136 loss_giou_dn: 0.398676 loss_class_aux_dn: 1.933446 loss_bbox_aux_dn: 0.835442 loss_giou_aux_dn: 2.232574 loss: 14.977978 eta: 3 days, 4:13:23 batch_cost: 0.6485 data_cost: 0.0021 ips: 6.1681 images/s [04/13 14:34:57] ppdet.engine INFO: Epoch: [62] [3800/7329] learning_rate: 0.000100 loss_class: 0.512204 loss_bbox: 0.125954 loss_giou: 0.387315 loss_class_aux: 3.364863 loss_bbox_aux: 0.805229 loss_giou_aux: 2.450554 loss_class_dn: 0.321999 loss_bbox_dn: 0.118177 loss_giou_dn: 0.374131 loss_class_aux_dn: 1.698217 loss_bbox_aux_dn: 0.723123 loss_giou_aux_dn: 2.017464 loss: 13.927669 eta: 3 days, 4:12:19 batch_cost: 0.6616 data_cost: 0.0019 ips: 6.0462 images/s [04/13 14:36:07] ppdet.engine INFO: Epoch: [62] [3900/7329] learning_rate: 0.000100 loss_class: 0.525215 loss_bbox: 0.122315 loss_giou: 0.321340 loss_class_aux: 3.337440 loss_bbox_aux: 0.811954 loss_giou_aux: 2.065596 loss_class_dn: 0.319145 loss_bbox_dn: 0.133201 loss_giou_dn: 0.311577 loss_class_aux_dn: 1.691381 loss_bbox_aux_dn: 0.789341 loss_giou_aux_dn: 1.820551 loss: 12.911631 eta: 3 days, 4:11:14 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1475 images/s [04/13 14:37:19] ppdet.engine INFO: Epoch: [62] [4000/7329] learning_rate: 0.000100 loss_class: 0.508312 loss_bbox: 0.122164 loss_giou: 0.327652 loss_class_aux: 3.242721 loss_bbox_aux: 0.822533 loss_giou_aux: 2.096431 loss_class_dn: 0.282308 loss_bbox_dn: 0.139323 loss_giou_dn: 0.322330 loss_class_aux_dn: 1.517596 loss_bbox_aux_dn: 0.834711 loss_giou_aux_dn: 1.816695 loss: 12.125655 eta: 3 days, 4:10:10 batch_cost: 0.6617 data_cost: 0.0022 ips: 6.0450 images/s [04/13 14:38:30] ppdet.engine INFO: Epoch: [62] [4100/7329] learning_rate: 0.000100 loss_class: 0.545018 loss_bbox: 0.125374 loss_giou: 0.379130 loss_class_aux: 3.402039 loss_bbox_aux: 0.833122 loss_giou_aux: 2.343881 loss_class_dn: 0.317004 loss_bbox_dn: 0.118211 loss_giou_dn: 0.359598 loss_class_aux_dn: 1.712438 loss_bbox_aux_dn: 0.699023 loss_giou_aux_dn: 2.035125 loss: 13.308142 eta: 3 days, 4:09:04 batch_cost: 0.6493 data_cost: 0.0020 ips: 6.1609 images/s [04/13 14:39:40] ppdet.engine INFO: Epoch: [62] [4200/7329] learning_rate: 0.000100 loss_class: 0.548637 loss_bbox: 0.119029 loss_giou: 0.392147 loss_class_aux: 3.439050 loss_bbox_aux: 0.753474 loss_giou_aux: 2.439278 loss_class_dn: 0.331821 loss_bbox_dn: 0.116413 loss_giou_dn: 0.354399 loss_class_aux_dn: 1.779307 loss_bbox_aux_dn: 0.733622 loss_giou_aux_dn: 1.985914 loss: 13.523535 eta: 3 days, 4:07:59 batch_cost: 0.6490 data_cost: 0.0020 ips: 6.1633 images/s [04/13 14:40:51] ppdet.engine INFO: Epoch: [62] [4300/7329] learning_rate: 0.000100 loss_class: 0.588877 loss_bbox: 0.128795 loss_giou: 0.401582 loss_class_aux: 3.867000 loss_bbox_aux: 0.816918 loss_giou_aux: 2.524063 loss_class_dn: 0.361450 loss_bbox_dn: 0.124386 loss_giou_dn: 0.390156 loss_class_aux_dn: 1.931081 loss_bbox_aux_dn: 0.738136 loss_giou_aux_dn: 2.114059 loss: 15.015747 eta: 3 days, 4:06:54 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1388 images/s [04/13 14:42:02] ppdet.engine INFO: Epoch: [62] [4400/7329] learning_rate: 0.000100 loss_class: 0.594612 loss_bbox: 0.131926 loss_giou: 0.425388 loss_class_aux: 3.770712 loss_bbox_aux: 0.875851 loss_giou_aux: 2.661609 loss_class_dn: 0.367213 loss_bbox_dn: 0.141607 loss_giou_dn: 0.389841 loss_class_aux_dn: 1.910937 loss_bbox_aux_dn: 0.820653 loss_giou_aux_dn: 2.179533 loss: 15.362923 eta: 3 days, 4:05:49 batch_cost: 0.6560 data_cost: 0.0019 ips: 6.0976 images/s [04/13 14:43:13] ppdet.engine INFO: Epoch: [62] [4500/7329] learning_rate: 0.000100 loss_class: 0.514184 loss_bbox: 0.117361 loss_giou: 0.384117 loss_class_aux: 3.292270 loss_bbox_aux: 0.780877 loss_giou_aux: 2.354679 loss_class_dn: 0.309415 loss_bbox_dn: 0.120839 loss_giou_dn: 0.333361 loss_class_aux_dn: 1.630567 loss_bbox_aux_dn: 0.716432 loss_giou_aux_dn: 1.861704 loss: 13.432623 eta: 3 days, 4:04:44 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1443 images/s [04/13 14:44:22] ppdet.engine INFO: Epoch: [62] [4600/7329] learning_rate: 0.000100 loss_class: 0.514991 loss_bbox: 0.115067 loss_giou: 0.352801 loss_class_aux: 3.179883 loss_bbox_aux: 0.759402 loss_giou_aux: 2.303167 loss_class_dn: 0.292663 loss_bbox_dn: 0.117306 loss_giou_dn: 0.332776 loss_class_aux_dn: 1.583293 loss_bbox_aux_dn: 0.697579 loss_giou_aux_dn: 1.826796 loss: 12.378860 eta: 3 days, 4:03:38 batch_cost: 0.6409 data_cost: 0.0018 ips: 6.2417 images/s [04/13 14:45:32] ppdet.engine INFO: Epoch: [62] [4700/7329] learning_rate: 0.000100 loss_class: 0.525733 loss_bbox: 0.128828 loss_giou: 0.409215 loss_class_aux: 3.410888 loss_bbox_aux: 0.841932 loss_giou_aux: 2.538936 loss_class_dn: 0.307087 loss_bbox_dn: 0.130383 loss_giou_dn: 0.352027 loss_class_aux_dn: 1.638347 loss_bbox_aux_dn: 0.765207 loss_giou_aux_dn: 2.002594 loss: 13.662102 eta: 3 days, 4:02:32 batch_cost: 0.6430 data_cost: 0.0019 ips: 6.2211 images/s [04/13 14:46:43] ppdet.engine INFO: Epoch: [62] [4800/7329] learning_rate: 0.000100 loss_class: 0.505206 loss_bbox: 0.127519 loss_giou: 0.332841 loss_class_aux: 3.223907 loss_bbox_aux: 0.832168 loss_giou_aux: 2.089433 loss_class_dn: 0.309488 loss_bbox_dn: 0.121594 loss_giou_dn: 0.326718 loss_class_aux_dn: 1.669125 loss_bbox_aux_dn: 0.757210 loss_giou_aux_dn: 1.791513 loss: 12.617004 eta: 3 days, 4:01:27 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1674 images/s [04/13 14:47:54] ppdet.engine INFO: Epoch: [62] [4900/7329] learning_rate: 0.000100 loss_class: 0.503705 loss_bbox: 0.127737 loss_giou: 0.318776 loss_class_aux: 3.187443 loss_bbox_aux: 0.831425 loss_giou_aux: 2.013718 loss_class_dn: 0.288179 loss_bbox_dn: 0.123541 loss_giou_dn: 0.292456 loss_class_aux_dn: 1.531293 loss_bbox_aux_dn: 0.734673 loss_giou_aux_dn: 1.652405 loss: 12.534013 eta: 3 days, 4:00:22 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1434 images/s [04/13 14:49:06] ppdet.engine INFO: Epoch: [62] [5000/7329] learning_rate: 0.000100 loss_class: 0.505115 loss_bbox: 0.141494 loss_giou: 0.381754 loss_class_aux: 3.177830 loss_bbox_aux: 0.948794 loss_giou_aux: 2.379147 loss_class_dn: 0.314627 loss_bbox_dn: 0.158821 loss_giou_dn: 0.327063 loss_class_aux_dn: 1.705731 loss_bbox_aux_dn: 0.949966 loss_giou_aux_dn: 1.860436 loss: 13.288954 eta: 3 days, 3:59:17 batch_cost: 0.6584 data_cost: 0.0021 ips: 6.0750 images/s [04/13 14:50:18] ppdet.engine INFO: Epoch: [62] [5100/7329] learning_rate: 0.000100 loss_class: 0.527709 loss_bbox: 0.119562 loss_giou: 0.396257 loss_class_aux: 3.520687 loss_bbox_aux: 0.757431 loss_giou_aux: 2.462491 loss_class_dn: 0.328010 loss_bbox_dn: 0.122866 loss_giou_dn: 0.348439 loss_class_aux_dn: 1.757941 loss_bbox_aux_dn: 0.711177 loss_giou_aux_dn: 1.907101 loss: 13.148460 eta: 3 days, 3:58:13 batch_cost: 0.6641 data_cost: 0.0021 ips: 6.0231 images/s [04/13 14:51:29] ppdet.engine INFO: Epoch: [62] [5200/7329] learning_rate: 0.000100 loss_class: 0.678112 loss_bbox: 0.151282 loss_giou: 0.429656 loss_class_aux: 4.235180 loss_bbox_aux: 0.956560 loss_giou_aux: 2.751615 loss_class_dn: 0.374944 loss_bbox_dn: 0.148748 loss_giou_dn: 0.401984 loss_class_aux_dn: 1.973933 loss_bbox_aux_dn: 0.884458 loss_giou_aux_dn: 2.281722 loss: 15.947313 eta: 3 days, 3:57:09 batch_cost: 0.6579 data_cost: 0.0018 ips: 6.0799 images/s [04/13 14:52:40] ppdet.engine INFO: Epoch: [62] [5300/7329] learning_rate: 0.000100 loss_class: 0.491835 loss_bbox: 0.123646 loss_giou: 0.362940 loss_class_aux: 3.191730 loss_bbox_aux: 0.819544 loss_giou_aux: 2.204662 loss_class_dn: 0.305950 loss_bbox_dn: 0.124279 loss_giou_dn: 0.334992 loss_class_aux_dn: 1.641937 loss_bbox_aux_dn: 0.762984 loss_giou_aux_dn: 1.866701 loss: 13.019146 eta: 3 days, 3:56:04 batch_cost: 0.6503 data_cost: 0.0020 ips: 6.1512 images/s [04/13 14:53:51] ppdet.engine INFO: Epoch: [62] [5400/7329] learning_rate: 0.000100 loss_class: 0.623612 loss_bbox: 0.133010 loss_giou: 0.395975 loss_class_aux: 3.887214 loss_bbox_aux: 0.857907 loss_giou_aux: 2.566336 loss_class_dn: 0.339705 loss_bbox_dn: 0.136373 loss_giou_dn: 0.374493 loss_class_aux_dn: 1.823692 loss_bbox_aux_dn: 0.808455 loss_giou_aux_dn: 2.082544 loss: 14.018424 eta: 3 days, 3:54:59 batch_cost: 0.6576 data_cost: 0.0022 ips: 6.0828 images/s [04/13 14:55:04] ppdet.engine INFO: Epoch: [62] [5500/7329] learning_rate: 0.000100 loss_class: 0.538102 loss_bbox: 0.133821 loss_giou: 0.331015 loss_class_aux: 3.511878 loss_bbox_aux: 0.869004 loss_giou_aux: 2.099265 loss_class_dn: 0.318253 loss_bbox_dn: 0.147267 loss_giou_dn: 0.337451 loss_class_aux_dn: 1.693049 loss_bbox_aux_dn: 0.855179 loss_giou_aux_dn: 1.882347 loss: 13.231876 eta: 3 days, 3:53:55 batch_cost: 0.6664 data_cost: 0.0020 ips: 6.0023 images/s [04/13 14:56:14] ppdet.engine INFO: Epoch: [62] [5600/7329] learning_rate: 0.000100 loss_class: 0.671112 loss_bbox: 0.160660 loss_giou: 0.465977 loss_class_aux: 4.294559 loss_bbox_aux: 1.044316 loss_giou_aux: 2.926389 loss_class_dn: 0.395092 loss_bbox_dn: 0.166606 loss_giou_dn: 0.421230 loss_class_aux_dn: 2.117859 loss_bbox_aux_dn: 0.993043 loss_giou_aux_dn: 2.346225 loss: 15.736912 eta: 3 days, 3:52:50 batch_cost: 0.6460 data_cost: 0.0020 ips: 6.1923 images/s [04/13 14:57:25] ppdet.engine INFO: Epoch: [62] [5700/7329] learning_rate: 0.000100 loss_class: 0.533248 loss_bbox: 0.144211 loss_giou: 0.337347 loss_class_aux: 3.380290 loss_bbox_aux: 0.911823 loss_giou_aux: 2.099861 loss_class_dn: 0.325522 loss_bbox_dn: 0.145435 loss_giou_dn: 0.333170 loss_class_aux_dn: 1.785293 loss_bbox_aux_dn: 0.880617 loss_giou_aux_dn: 1.870781 loss: 13.539706 eta: 3 days, 3:51:45 batch_cost: 0.6511 data_cost: 0.0018 ips: 6.1438 images/s [04/13 14:58:35] ppdet.engine INFO: Epoch: [62] [5800/7329] learning_rate: 0.000100 loss_class: 0.495632 loss_bbox: 0.115291 loss_giou: 0.328628 loss_class_aux: 3.151415 loss_bbox_aux: 0.777714 loss_giou_aux: 2.094580 loss_class_dn: 0.301000 loss_bbox_dn: 0.118469 loss_giou_dn: 0.322729 loss_class_aux_dn: 1.618327 loss_bbox_aux_dn: 0.718599 loss_giou_aux_dn: 1.825864 loss: 12.721758 eta: 3 days, 3:50:39 batch_cost: 0.6449 data_cost: 0.0018 ips: 6.2026 images/s [04/13 14:59:46] ppdet.engine INFO: Epoch: [62] [5900/7329] learning_rate: 0.000100 loss_class: 0.500277 loss_bbox: 0.117898 loss_giou: 0.309504 loss_class_aux: 3.138441 loss_bbox_aux: 0.716142 loss_giou_aux: 1.974344 loss_class_dn: 0.276921 loss_bbox_dn: 0.117215 loss_giou_dn: 0.276581 loss_class_aux_dn: 1.514400 loss_bbox_aux_dn: 0.704395 loss_giou_aux_dn: 1.605198 loss: 11.512914 eta: 3 days, 3:49:34 batch_cost: 0.6501 data_cost: 0.0021 ips: 6.1527 images/s [04/13 15:00:58] ppdet.engine INFO: Epoch: [62] [6000/7329] learning_rate: 0.000100 loss_class: 0.526213 loss_bbox: 0.115106 loss_giou: 0.302241 loss_class_aux: 3.436643 loss_bbox_aux: 0.774239 loss_giou_aux: 1.994177 loss_class_dn: 0.313855 loss_bbox_dn: 0.121357 loss_giou_dn: 0.314284 loss_class_aux_dn: 1.677824 loss_bbox_aux_dn: 0.758729 loss_giou_aux_dn: 1.783656 loss: 12.151253 eta: 3 days, 3:48:29 batch_cost: 0.6599 data_cost: 0.0020 ips: 6.0616 images/s [04/13 15:02:09] ppdet.engine INFO: Epoch: [62] [6100/7329] learning_rate: 0.000100 loss_class: 0.568700 loss_bbox: 0.130257 loss_giou: 0.358757 loss_class_aux: 3.625669 loss_bbox_aux: 0.849184 loss_giou_aux: 2.278316 loss_class_dn: 0.306994 loss_bbox_dn: 0.140843 loss_giou_dn: 0.339063 loss_class_aux_dn: 1.633564 loss_bbox_aux_dn: 0.813829 loss_giou_aux_dn: 1.921647 loss: 13.251051 eta: 3 days, 3:47:25 batch_cost: 0.6575 data_cost: 0.0020 ips: 6.0834 images/s [04/13 15:03:20] ppdet.engine INFO: Epoch: [62] [6200/7329] learning_rate: 0.000100 loss_class: 0.591287 loss_bbox: 0.137488 loss_giou: 0.395405 loss_class_aux: 3.690495 loss_bbox_aux: 0.908912 loss_giou_aux: 2.433052 loss_class_dn: 0.343784 loss_bbox_dn: 0.133147 loss_giou_dn: 0.370593 loss_class_aux_dn: 1.830425 loss_bbox_aux_dn: 0.815311 loss_giou_aux_dn: 2.001535 loss: 13.566669 eta: 3 days, 3:46:20 batch_cost: 0.6516 data_cost: 0.0017 ips: 6.1389 images/s [04/13 15:04:30] ppdet.engine INFO: Epoch: [62] [6300/7329] learning_rate: 0.000100 loss_class: 0.565935 loss_bbox: 0.143200 loss_giou: 0.401844 loss_class_aux: 3.563635 loss_bbox_aux: 0.905431 loss_giou_aux: 2.582167 loss_class_dn: 0.352537 loss_bbox_dn: 0.142118 loss_giou_dn: 0.374817 loss_class_aux_dn: 1.785067 loss_bbox_aux_dn: 0.848772 loss_giou_aux_dn: 2.063347 loss: 13.834391 eta: 3 days, 3:45:14 batch_cost: 0.6415 data_cost: 0.0019 ips: 6.2359 images/s [04/13 15:05:39] ppdet.engine INFO: Epoch: [62] [6400/7329] learning_rate: 0.000100 loss_class: 0.567390 loss_bbox: 0.131517 loss_giou: 0.324698 loss_class_aux: 3.589025 loss_bbox_aux: 0.884758 loss_giou_aux: 2.062977 loss_class_dn: 0.324904 loss_bbox_dn: 0.130267 loss_giou_dn: 0.326694 loss_class_aux_dn: 1.746090 loss_bbox_aux_dn: 0.821758 loss_giou_aux_dn: 1.855855 loss: 13.515427 eta: 3 days, 3:44:08 batch_cost: 0.6392 data_cost: 0.0019 ips: 6.2575 images/s [04/13 15:06:49] ppdet.engine INFO: Epoch: [62] [6500/7329] learning_rate: 0.000100 loss_class: 0.525591 loss_bbox: 0.123875 loss_giou: 0.346440 loss_class_aux: 3.344471 loss_bbox_aux: 0.828145 loss_giou_aux: 2.180422 loss_class_dn: 0.319581 loss_bbox_dn: 0.120299 loss_giou_dn: 0.326135 loss_class_aux_dn: 1.731289 loss_bbox_aux_dn: 0.733922 loss_giou_aux_dn: 1.877089 loss: 13.484997 eta: 3 days, 3:43:02 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1847 images/s [04/13 15:07:59] ppdet.engine INFO: Epoch: [62] [6600/7329] learning_rate: 0.000100 loss_class: 0.586031 loss_bbox: 0.136591 loss_giou: 0.430669 loss_class_aux: 3.750002 loss_bbox_aux: 0.858993 loss_giou_aux: 2.654769 loss_class_dn: 0.364435 loss_bbox_dn: 0.137914 loss_giou_dn: 0.419092 loss_class_aux_dn: 1.917328 loss_bbox_aux_dn: 0.805625 loss_giou_aux_dn: 2.318560 loss: 14.850208 eta: 3 days, 3:41:56 batch_cost: 0.6457 data_cost: 0.0018 ips: 6.1949 images/s [04/13 15:09:10] ppdet.engine INFO: Epoch: [62] [6700/7329] learning_rate: 0.000100 loss_class: 0.567657 loss_bbox: 0.134322 loss_giou: 0.330393 loss_class_aux: 3.482456 loss_bbox_aux: 0.902633 loss_giou_aux: 2.051393 loss_class_dn: 0.322072 loss_bbox_dn: 0.143751 loss_giou_dn: 0.315110 loss_class_aux_dn: 1.737995 loss_bbox_aux_dn: 0.830092 loss_giou_aux_dn: 1.782415 loss: 13.448400 eta: 3 days, 3:40:51 batch_cost: 0.6496 data_cost: 0.0019 ips: 6.1575 images/s [04/13 15:10:21] ppdet.engine INFO: Epoch: [62] [6800/7329] learning_rate: 0.000100 loss_class: 0.486485 loss_bbox: 0.120157 loss_giou: 0.267165 loss_class_aux: 3.187603 loss_bbox_aux: 0.791642 loss_giou_aux: 1.653271 loss_class_dn: 0.263454 loss_bbox_dn: 0.122468 loss_giou_dn: 0.255589 loss_class_aux_dn: 1.435474 loss_bbox_aux_dn: 0.728626 loss_giou_aux_dn: 1.429760 loss: 10.676519 eta: 3 days, 3:39:46 batch_cost: 0.6515 data_cost: 0.0020 ips: 6.1401 images/s [04/13 15:11:30] ppdet.engine INFO: Epoch: [62] [6900/7329] learning_rate: 0.000100 loss_class: 0.605088 loss_bbox: 0.135443 loss_giou: 0.410915 loss_class_aux: 3.830038 loss_bbox_aux: 0.904960 loss_giou_aux: 2.642504 loss_class_dn: 0.336860 loss_bbox_dn: 0.139334 loss_giou_dn: 0.403364 loss_class_aux_dn: 1.771130 loss_bbox_aux_dn: 0.844130 loss_giou_aux_dn: 2.205769 loss: 13.966728 eta: 3 days, 3:38:40 batch_cost: 0.6445 data_cost: 0.0018 ips: 6.2059 images/s [04/13 15:12:42] ppdet.engine INFO: Epoch: [62] [7000/7329] learning_rate: 0.000100 loss_class: 0.559121 loss_bbox: 0.132188 loss_giou: 0.363726 loss_class_aux: 3.568405 loss_bbox_aux: 0.877025 loss_giou_aux: 2.203312 loss_class_dn: 0.324483 loss_bbox_dn: 0.140268 loss_giou_dn: 0.336925 loss_class_aux_dn: 1.733470 loss_bbox_aux_dn: 0.812549 loss_giou_aux_dn: 1.906137 loss: 13.898407 eta: 3 days, 3:37:36 batch_cost: 0.6570 data_cost: 0.0019 ips: 6.0884 images/s [04/13 15:13:54] ppdet.engine INFO: Epoch: [62] [7100/7329] learning_rate: 0.000100 loss_class: 0.601621 loss_bbox: 0.130776 loss_giou: 0.413785 loss_class_aux: 3.834846 loss_bbox_aux: 0.860726 loss_giou_aux: 2.565120 loss_class_dn: 0.344130 loss_bbox_dn: 0.117222 loss_giou_dn: 0.357988 loss_class_aux_dn: 1.873651 loss_bbox_aux_dn: 0.712481 loss_giou_aux_dn: 1.987198 loss: 14.669776 eta: 3 days, 3:36:32 batch_cost: 0.6645 data_cost: 0.0019 ips: 6.0197 images/s [04/13 15:15:04] ppdet.engine INFO: Epoch: [62] [7200/7329] learning_rate: 0.000100 loss_class: 0.580345 loss_bbox: 0.132606 loss_giou: 0.366293 loss_class_aux: 3.751177 loss_bbox_aux: 0.865582 loss_giou_aux: 2.298245 loss_class_dn: 0.344039 loss_bbox_dn: 0.121369 loss_giou_dn: 0.349372 loss_class_aux_dn: 1.851019 loss_bbox_aux_dn: 0.722203 loss_giou_aux_dn: 1.948202 loss: 13.912730 eta: 3 days, 3:35:26 batch_cost: 0.6447 data_cost: 0.0018 ips: 6.2048 images/s [04/13 15:16:17] ppdet.engine INFO: Epoch: [62] [7300/7329] learning_rate: 0.000100 loss_class: 0.537775 loss_bbox: 0.126972 loss_giou: 0.406405 loss_class_aux: 3.607834 loss_bbox_aux: 0.789330 loss_giou_aux: 2.548079 loss_class_dn: 0.328616 loss_bbox_dn: 0.134874 loss_giou_dn: 0.372259 loss_class_aux_dn: 1.801100 loss_bbox_aux_dn: 0.811715 loss_giou_aux_dn: 2.080998 loss: 13.891401 eta: 3 days, 3:34:22 batch_cost: 0.6642 data_cost: 0.0018 ips: 6.0223 images/s [04/13 15:16:41] ppdet.engine INFO: Eval iter: 0 [04/13 15:17:09] ppdet.engine INFO: Eval iter: 100 [04/13 15:17:36] ppdet.engine INFO: Eval iter: 200 [04/13 15:18:04] ppdet.engine INFO: Eval iter: 300 [04/13 15:18:32] ppdet.engine INFO: Eval iter: 400 [04/13 15:19:00] ppdet.engine INFO: Eval iter: 500 [04/13 15:19:28] ppdet.engine INFO: Eval iter: 600 [04/13 15:20:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/13 15:20:10] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.70s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=130.27s). Accumulating evaluation results... DONE (t=29.09s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/13 15:23:04] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.69547175255839 [04/13 15:23:04] ppdet.engine INFO: Best test bbox ap is 0.542. [04/13 15:23:08] ppdet.engine INFO: Epoch: [63] [ 0/7329] learning_rate: 0.000100 loss_class: 0.513286 loss_bbox: 0.119359 loss_giou: 0.389274 loss_class_aux: 3.333404 loss_bbox_aux: 0.782439 loss_giou_aux: 2.428637 loss_class_dn: 0.312863 loss_bbox_dn: 0.134895 loss_giou_dn: 0.364537 loss_class_aux_dn: 1.705621 loss_bbox_aux_dn: 0.805678 loss_giou_aux_dn: 2.045048 loss: 13.115244 eta: 3 days, 3:34:03 batch_cost: 0.6624 data_cost: 0.0021 ips: 6.0386 images/s [04/13 15:24:19] ppdet.engine INFO: Epoch: [63] [ 100/7329] learning_rate: 0.000100 loss_class: 0.618586 loss_bbox: 0.122441 loss_giou: 0.357740 loss_class_aux: 3.857345 loss_bbox_aux: 0.846422 loss_giou_aux: 2.242162 loss_class_dn: 0.338588 loss_bbox_dn: 0.146514 loss_giou_dn: 0.364329 loss_class_aux_dn: 1.855323 loss_bbox_aux_dn: 0.839303 loss_giou_aux_dn: 2.030018 loss: 13.665594 eta: 3 days, 3:32:58 batch_cost: 0.6541 data_cost: 0.0022 ips: 6.1149 images/s [04/13 15:25:29] ppdet.engine INFO: Epoch: [63] [ 200/7329] learning_rate: 0.000100 loss_class: 0.584631 loss_bbox: 0.149071 loss_giou: 0.392835 loss_class_aux: 3.846412 loss_bbox_aux: 0.864113 loss_giou_aux: 2.414397 loss_class_dn: 0.333282 loss_bbox_dn: 0.135357 loss_giou_dn: 0.337082 loss_class_aux_dn: 1.768022 loss_bbox_aux_dn: 0.816223 loss_giou_aux_dn: 1.930979 loss: 13.762218 eta: 3 days, 3:31:52 batch_cost: 0.6385 data_cost: 0.0016 ips: 6.2644 images/s [04/13 15:26:39] ppdet.engine INFO: Epoch: [63] [ 300/7329] learning_rate: 0.000100 loss_class: 0.587317 loss_bbox: 0.126098 loss_giou: 0.405506 loss_class_aux: 3.808642 loss_bbox_aux: 0.835936 loss_giou_aux: 2.480812 loss_class_dn: 0.349056 loss_bbox_dn: 0.142110 loss_giou_dn: 0.390025 loss_class_aux_dn: 1.852468 loss_bbox_aux_dn: 0.857022 loss_giou_aux_dn: 2.162834 loss: 14.499927 eta: 3 days, 3:30:47 batch_cost: 0.6515 data_cost: 0.0018 ips: 6.1399 images/s [04/13 15:27:49] ppdet.engine INFO: Epoch: [63] [ 400/7329] learning_rate: 0.000100 loss_class: 0.551621 loss_bbox: 0.138147 loss_giou: 0.386904 loss_class_aux: 3.602402 loss_bbox_aux: 0.886210 loss_giou_aux: 2.445438 loss_class_dn: 0.330124 loss_bbox_dn: 0.140295 loss_giou_dn: 0.328054 loss_class_aux_dn: 1.768832 loss_bbox_aux_dn: 0.816851 loss_giou_aux_dn: 1.859546 loss: 13.632365 eta: 3 days, 3:29:41 batch_cost: 0.6379 data_cost: 0.0018 ips: 6.2709 images/s [04/13 15:29:01] ppdet.engine INFO: Epoch: [63] [ 500/7329] learning_rate: 0.000100 loss_class: 0.567335 loss_bbox: 0.140648 loss_giou: 0.410203 loss_class_aux: 3.709900 loss_bbox_aux: 0.933570 loss_giou_aux: 2.549523 loss_class_dn: 0.346521 loss_bbox_dn: 0.143970 loss_giou_dn: 0.361778 loss_class_aux_dn: 1.852053 loss_bbox_aux_dn: 0.864128 loss_giou_aux_dn: 2.084561 loss: 14.417048 eta: 3 days, 3:28:37 batch_cost: 0.6624 data_cost: 0.0020 ips: 6.0387 images/s [04/13 15:30:10] ppdet.engine INFO: Epoch: [63] [ 600/7329] learning_rate: 0.000100 loss_class: 0.523961 loss_bbox: 0.122883 loss_giou: 0.351549 loss_class_aux: 3.339113 loss_bbox_aux: 0.824526 loss_giou_aux: 2.201704 loss_class_dn: 0.297552 loss_bbox_dn: 0.123991 loss_giou_dn: 0.314982 loss_class_aux_dn: 1.613723 loss_bbox_aux_dn: 0.735281 loss_giou_aux_dn: 1.758897 loss: 13.577409 eta: 3 days, 3:27:31 batch_cost: 0.6436 data_cost: 0.0019 ips: 6.2154 images/s [04/13 15:31:21] ppdet.engine INFO: Epoch: [63] [ 700/7329] learning_rate: 0.000100 loss_class: 0.625937 loss_bbox: 0.135601 loss_giou: 0.441802 loss_class_aux: 4.040403 loss_bbox_aux: 0.961524 loss_giou_aux: 2.771538 loss_class_dn: 0.358307 loss_bbox_dn: 0.144066 loss_giou_dn: 0.390184 loss_class_aux_dn: 1.962967 loss_bbox_aux_dn: 0.894971 loss_giou_aux_dn: 2.207780 loss: 14.756741 eta: 3 days, 3:26:26 batch_cost: 0.6517 data_cost: 0.0019 ips: 6.1378 images/s [04/13 15:32:33] ppdet.engine INFO: Epoch: [63] [ 800/7329] learning_rate: 0.000100 loss_class: 0.628685 loss_bbox: 0.130641 loss_giou: 0.345347 loss_class_aux: 3.867596 loss_bbox_aux: 0.816272 loss_giou_aux: 2.228446 loss_class_dn: 0.333121 loss_bbox_dn: 0.142091 loss_giou_dn: 0.326308 loss_class_aux_dn: 1.821629 loss_bbox_aux_dn: 0.862342 loss_giou_aux_dn: 1.906649 loss: 14.055289 eta: 3 days, 3:25:21 batch_cost: 0.6547 data_cost: 0.0017 ips: 6.1099 images/s [04/13 15:33:41] ppdet.engine INFO: Epoch: [63] [ 900/7329] learning_rate: 0.000100 loss_class: 0.541675 loss_bbox: 0.123884 loss_giou: 0.397727 loss_class_aux: 3.404711 loss_bbox_aux: 0.763608 loss_giou_aux: 2.549090 loss_class_dn: 0.331920 loss_bbox_dn: 0.115958 loss_giou_dn: 0.337546 loss_class_aux_dn: 1.795318 loss_bbox_aux_dn: 0.706477 loss_giou_aux_dn: 1.926511 loss: 13.014133 eta: 3 days, 3:24:14 batch_cost: 0.6343 data_cost: 0.0017 ips: 6.3064 images/s [04/13 15:34:51] ppdet.engine INFO: Epoch: [63] [1000/7329] learning_rate: 0.000100 loss_class: 0.583602 loss_bbox: 0.130141 loss_giou: 0.388839 loss_class_aux: 3.742104 loss_bbox_aux: 0.847926 loss_giou_aux: 2.433679 loss_class_dn: 0.323792 loss_bbox_dn: 0.128694 loss_giou_dn: 0.355487 loss_class_aux_dn: 1.768249 loss_bbox_aux_dn: 0.764118 loss_giou_aux_dn: 1.990738 loss: 13.637100 eta: 3 days, 3:23:08 batch_cost: 0.6381 data_cost: 0.0019 ips: 6.2687 images/s [04/13 15:36:02] ppdet.engine INFO: Epoch: [63] [1100/7329] learning_rate: 0.000100 loss_class: 0.551622 loss_bbox: 0.134355 loss_giou: 0.388220 loss_class_aux: 3.430831 loss_bbox_aux: 0.883489 loss_giou_aux: 2.457268 loss_class_dn: 0.327429 loss_bbox_dn: 0.137635 loss_giou_dn: 0.353980 loss_class_aux_dn: 1.769811 loss_bbox_aux_dn: 0.814073 loss_giou_aux_dn: 1.994705 loss: 14.095720 eta: 3 days, 3:22:03 batch_cost: 0.6550 data_cost: 0.0019 ips: 6.1064 images/s [04/13 15:37:11] ppdet.engine INFO: Epoch: [63] [1200/7329] learning_rate: 0.000100 loss_class: 0.468423 loss_bbox: 0.109528 loss_giou: 0.321803 loss_class_aux: 3.103383 loss_bbox_aux: 0.716967 loss_giou_aux: 2.032574 loss_class_dn: 0.289521 loss_bbox_dn: 0.118375 loss_giou_dn: 0.312147 loss_class_aux_dn: 1.509181 loss_bbox_aux_dn: 0.700274 loss_giou_aux_dn: 1.732423 loss: 11.553134 eta: 3 days, 3:20:57 batch_cost: 0.6391 data_cost: 0.0021 ips: 6.2588 images/s [04/13 15:38:21] ppdet.engine INFO: Epoch: [63] [1300/7329] learning_rate: 0.000100 loss_class: 0.593061 loss_bbox: 0.146627 loss_giou: 0.377081 loss_class_aux: 3.880645 loss_bbox_aux: 0.989622 loss_giou_aux: 2.485096 loss_class_dn: 0.357841 loss_bbox_dn: 0.149417 loss_giou_dn: 0.374260 loss_class_aux_dn: 1.932676 loss_bbox_aux_dn: 0.926823 loss_giou_aux_dn: 2.131105 loss: 15.137372 eta: 3 days, 3:19:52 batch_cost: 0.6466 data_cost: 0.0019 ips: 6.1859 images/s [04/13 15:39:31] ppdet.engine INFO: Epoch: [63] [1400/7329] learning_rate: 0.000100 loss_class: 0.486610 loss_bbox: 0.121083 loss_giou: 0.332863 loss_class_aux: 3.104726 loss_bbox_aux: 0.795856 loss_giou_aux: 2.070734 loss_class_dn: 0.292401 loss_bbox_dn: 0.144613 loss_giou_dn: 0.332165 loss_class_aux_dn: 1.609414 loss_bbox_aux_dn: 0.841466 loss_giou_aux_dn: 1.819160 loss: 12.469265 eta: 3 days, 3:18:45 batch_cost: 0.6390 data_cost: 0.0018 ips: 6.2600 images/s [04/13 15:40:42] ppdet.engine INFO: Epoch: [63] [1500/7329] learning_rate: 0.000100 loss_class: 0.498893 loss_bbox: 0.122372 loss_giou: 0.353005 loss_class_aux: 3.224091 loss_bbox_aux: 0.795431 loss_giou_aux: 2.388613 loss_class_dn: 0.302454 loss_bbox_dn: 0.122806 loss_giou_dn: 0.350047 loss_class_aux_dn: 1.610425 loss_bbox_aux_dn: 0.748673 loss_giou_aux_dn: 1.930731 loss: 13.080876 eta: 3 days, 3:17:41 batch_cost: 0.6550 data_cost: 0.0019 ips: 6.1072 images/s [04/13 15:41:53] ppdet.engine INFO: Epoch: [63] [1600/7329] learning_rate: 0.000100 loss_class: 0.539887 loss_bbox: 0.123019 loss_giou: 0.302911 loss_class_aux: 3.359571 loss_bbox_aux: 0.813044 loss_giou_aux: 1.937913 loss_class_dn: 0.288961 loss_bbox_dn: 0.132188 loss_giou_dn: 0.293298 loss_class_aux_dn: 1.587174 loss_bbox_aux_dn: 0.804220 loss_giou_aux_dn: 1.670259 loss: 12.171261 eta: 3 days, 3:16:36 batch_cost: 0.6556 data_cost: 0.0019 ips: 6.1017 images/s [04/13 15:43:03] ppdet.engine INFO: Epoch: [63] [1700/7329] learning_rate: 0.000100 loss_class: 0.475606 loss_bbox: 0.117164 loss_giou: 0.327005 loss_class_aux: 3.122945 loss_bbox_aux: 0.760395 loss_giou_aux: 2.045390 loss_class_dn: 0.289111 loss_bbox_dn: 0.120597 loss_giou_dn: 0.310490 loss_class_aux_dn: 1.566244 loss_bbox_aux_dn: 0.710030 loss_giou_aux_dn: 1.721891 loss: 12.147387 eta: 3 days, 3:15:30 batch_cost: 0.6425 data_cost: 0.0019 ips: 6.2257 images/s [04/13 15:44:14] ppdet.engine INFO: Epoch: [63] [1800/7329] learning_rate: 0.000100 loss_class: 0.567829 loss_bbox: 0.119543 loss_giou: 0.332593 loss_class_aux: 3.636882 loss_bbox_aux: 0.789561 loss_giou_aux: 2.185375 loss_class_dn: 0.333370 loss_bbox_dn: 0.118018 loss_giou_dn: 0.331086 loss_class_aux_dn: 1.772945 loss_bbox_aux_dn: 0.701055 loss_giou_aux_dn: 1.887492 loss: 13.617670 eta: 3 days, 3:14:25 batch_cost: 0.6552 data_cost: 0.0018 ips: 6.1049 images/s [04/13 15:45:26] ppdet.engine INFO: Epoch: [63] [1900/7329] learning_rate: 0.000100 loss_class: 0.581232 loss_bbox: 0.134140 loss_giou: 0.333914 loss_class_aux: 3.740178 loss_bbox_aux: 0.828277 loss_giou_aux: 2.246221 loss_class_dn: 0.332339 loss_bbox_dn: 0.122581 loss_giou_dn: 0.310749 loss_class_aux_dn: 1.756941 loss_bbox_aux_dn: 0.750224 loss_giou_aux_dn: 1.707674 loss: 12.354710 eta: 3 days, 3:13:21 batch_cost: 0.6579 data_cost: 0.0018 ips: 6.0796 images/s [04/13 15:46:36] ppdet.engine INFO: Epoch: [63] [2000/7329] learning_rate: 0.000100 loss_class: 0.515520 loss_bbox: 0.121908 loss_giou: 0.333697 loss_class_aux: 3.270732 loss_bbox_aux: 0.801268 loss_giou_aux: 2.090967 loss_class_dn: 0.303033 loss_bbox_dn: 0.119385 loss_giou_dn: 0.327015 loss_class_aux_dn: 1.647124 loss_bbox_aux_dn: 0.742201 loss_giou_aux_dn: 1.826710 loss: 13.091618 eta: 3 days, 3:12:15 batch_cost: 0.6502 data_cost: 0.0021 ips: 6.1518 images/s [04/13 15:47:49] ppdet.engine INFO: Epoch: [63] [2100/7329] learning_rate: 0.000100 loss_class: 0.557957 loss_bbox: 0.135945 loss_giou: 0.358492 loss_class_aux: 3.563795 loss_bbox_aux: 0.885585 loss_giou_aux: 2.261245 loss_class_dn: 0.334389 loss_bbox_dn: 0.146546 loss_giou_dn: 0.330666 loss_class_aux_dn: 1.764358 loss_bbox_aux_dn: 0.852761 loss_giou_aux_dn: 1.884176 loss: 13.321507 eta: 3 days, 3:11:11 batch_cost: 0.6631 data_cost: 0.0020 ips: 6.0326 images/s [04/13 15:48:58] ppdet.engine INFO: Epoch: [63] [2200/7329] learning_rate: 0.000100 loss_class: 0.599767 loss_bbox: 0.134475 loss_giou: 0.374089 loss_class_aux: 3.747276 loss_bbox_aux: 0.845000 loss_giou_aux: 2.377099 loss_class_dn: 0.369790 loss_bbox_dn: 0.132741 loss_giou_dn: 0.379879 loss_class_aux_dn: 1.955276 loss_bbox_aux_dn: 0.808927 loss_giou_aux_dn: 2.103508 loss: 14.952956 eta: 3 days, 3:10:05 batch_cost: 0.6423 data_cost: 0.0022 ips: 6.2280 images/s [04/13 15:50:08] ppdet.engine INFO: Epoch: [63] [2300/7329] learning_rate: 0.000100 loss_class: 0.569352 loss_bbox: 0.124882 loss_giou: 0.372038 loss_class_aux: 3.670937 loss_bbox_aux: 0.810417 loss_giou_aux: 2.244877 loss_class_dn: 0.313470 loss_bbox_dn: 0.123915 loss_giou_dn: 0.339909 loss_class_aux_dn: 1.701827 loss_bbox_aux_dn: 0.721284 loss_giou_aux_dn: 1.933624 loss: 13.531168 eta: 3 days, 3:09:00 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1964 images/s [04/13 15:51:21] ppdet.engine INFO: Epoch: [63] [2400/7329] learning_rate: 0.000100 loss_class: 0.532525 loss_bbox: 0.124425 loss_giou: 0.413928 loss_class_aux: 3.429924 loss_bbox_aux: 0.830382 loss_giou_aux: 2.601934 loss_class_dn: 0.329593 loss_bbox_dn: 0.121176 loss_giou_dn: 0.349990 loss_class_aux_dn: 1.770612 loss_bbox_aux_dn: 0.748852 loss_giou_aux_dn: 1.966484 loss: 13.301306 eta: 3 days, 3:07:56 batch_cost: 0.6663 data_cost: 0.0019 ips: 6.0035 images/s [04/13 15:52:32] ppdet.engine INFO: Epoch: [63] [2500/7329] learning_rate: 0.000100 loss_class: 0.564850 loss_bbox: 0.133078 loss_giou: 0.381712 loss_class_aux: 3.741493 loss_bbox_aux: 0.893895 loss_giou_aux: 2.395508 loss_class_dn: 0.330044 loss_bbox_dn: 0.136392 loss_giou_dn: 0.367684 loss_class_aux_dn: 1.835151 loss_bbox_aux_dn: 0.791402 loss_giou_aux_dn: 2.020757 loss: 14.127115 eta: 3 days, 3:06:51 batch_cost: 0.6570 data_cost: 0.0019 ips: 6.0884 images/s [04/13 15:53:43] ppdet.engine INFO: Epoch: [63] [2600/7329] learning_rate: 0.000100 loss_class: 0.583420 loss_bbox: 0.140896 loss_giou: 0.424358 loss_class_aux: 3.814958 loss_bbox_aux: 0.920438 loss_giou_aux: 2.596100 loss_class_dn: 0.334655 loss_bbox_dn: 0.132437 loss_giou_dn: 0.373057 loss_class_aux_dn: 1.803538 loss_bbox_aux_dn: 0.767332 loss_giou_aux_dn: 2.068406 loss: 14.645559 eta: 3 days, 3:05:46 batch_cost: 0.6507 data_cost: 0.0019 ips: 6.1471 images/s [04/13 15:54:53] ppdet.engine INFO: Epoch: [63] [2700/7329] learning_rate: 0.000100 loss_class: 0.593234 loss_bbox: 0.131998 loss_giou: 0.400051 loss_class_aux: 4.003190 loss_bbox_aux: 0.853922 loss_giou_aux: 2.572491 loss_class_dn: 0.351882 loss_bbox_dn: 0.123784 loss_giou_dn: 0.365820 loss_class_aux_dn: 1.909263 loss_bbox_aux_dn: 0.764876 loss_giou_aux_dn: 2.017089 loss: 14.487032 eta: 3 days, 3:04:41 batch_cost: 0.6532 data_cost: 0.0019 ips: 6.1239 images/s [04/13 15:56:05] ppdet.engine INFO: Epoch: [63] [2800/7329] learning_rate: 0.000100 loss_class: 0.539281 loss_bbox: 0.122199 loss_giou: 0.381011 loss_class_aux: 3.403791 loss_bbox_aux: 0.804204 loss_giou_aux: 2.385355 loss_class_dn: 0.328097 loss_bbox_dn: 0.128486 loss_giou_dn: 0.342818 loss_class_aux_dn: 1.763222 loss_bbox_aux_dn: 0.782050 loss_giou_aux_dn: 1.891634 loss: 12.938702 eta: 3 days, 3:03:37 batch_cost: 0.6567 data_cost: 0.0020 ips: 6.0914 images/s [04/13 15:57:16] ppdet.engine INFO: Epoch: [63] [2900/7329] learning_rate: 0.000100 loss_class: 0.587104 loss_bbox: 0.133954 loss_giou: 0.474661 loss_class_aux: 3.746682 loss_bbox_aux: 0.856368 loss_giou_aux: 2.980815 loss_class_dn: 0.353101 loss_bbox_dn: 0.131719 loss_giou_dn: 0.431113 loss_class_aux_dn: 1.884667 loss_bbox_aux_dn: 0.774415 loss_giou_aux_dn: 2.318757 loss: 15.338294 eta: 3 days, 3:02:32 batch_cost: 0.6535 data_cost: 0.0018 ips: 6.1208 images/s [04/13 15:58:27] ppdet.engine INFO: Epoch: [63] [3000/7329] learning_rate: 0.000100 loss_class: 0.587612 loss_bbox: 0.125608 loss_giou: 0.368737 loss_class_aux: 3.615791 loss_bbox_aux: 0.826031 loss_giou_aux: 2.205317 loss_class_dn: 0.324633 loss_bbox_dn: 0.127134 loss_giou_dn: 0.351572 loss_class_aux_dn: 1.749532 loss_bbox_aux_dn: 0.770269 loss_giou_aux_dn: 1.948696 loss: 13.672127 eta: 3 days, 3:01:27 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1578 images/s [04/13 15:59:37] ppdet.engine INFO: Epoch: [63] [3100/7329] learning_rate: 0.000100 loss_class: 0.500709 loss_bbox: 0.118320 loss_giou: 0.291983 loss_class_aux: 3.202541 loss_bbox_aux: 0.752651 loss_giou_aux: 1.826864 loss_class_dn: 0.273523 loss_bbox_dn: 0.125584 loss_giou_dn: 0.271980 loss_class_aux_dn: 1.436879 loss_bbox_aux_dn: 0.733869 loss_giou_aux_dn: 1.537757 loss: 10.942148 eta: 3 days, 3:00:21 batch_cost: 0.6515 data_cost: 0.0020 ips: 6.1399 images/s [04/13 16:00:48] ppdet.engine INFO: Epoch: [63] [3200/7329] learning_rate: 0.000100 loss_class: 0.627807 loss_bbox: 0.129589 loss_giou: 0.378348 loss_class_aux: 3.958194 loss_bbox_aux: 0.877878 loss_giou_aux: 2.381401 loss_class_dn: 0.349488 loss_bbox_dn: 0.145603 loss_giou_dn: 0.368006 loss_class_aux_dn: 1.891757 loss_bbox_aux_dn: 0.858789 loss_giou_aux_dn: 2.039654 loss: 13.695610 eta: 3 days, 2:59:16 batch_cost: 0.6528 data_cost: 0.0018 ips: 6.1276 images/s [04/13 16:01:59] ppdet.engine INFO: Epoch: [63] [3300/7329] learning_rate: 0.000100 loss_class: 0.619416 loss_bbox: 0.139365 loss_giou: 0.362553 loss_class_aux: 3.836471 loss_bbox_aux: 0.898862 loss_giou_aux: 2.323590 loss_class_dn: 0.340660 loss_bbox_dn: 0.118662 loss_giou_dn: 0.384184 loss_class_aux_dn: 1.867975 loss_bbox_aux_dn: 0.699257 loss_giou_aux_dn: 2.110395 loss: 14.388008 eta: 3 days, 2:58:12 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1201 images/s [04/13 16:03:10] ppdet.engine INFO: Epoch: [63] [3400/7329] learning_rate: 0.000100 loss_class: 0.580610 loss_bbox: 0.136620 loss_giou: 0.412698 loss_class_aux: 3.714611 loss_bbox_aux: 0.887371 loss_giou_aux: 2.576713 loss_class_dn: 0.348988 loss_bbox_dn: 0.122505 loss_giou_dn: 0.388795 loss_class_aux_dn: 1.825967 loss_bbox_aux_dn: 0.747009 loss_giou_aux_dn: 2.102425 loss: 14.337134 eta: 3 days, 2:57:07 batch_cost: 0.6523 data_cost: 0.0018 ips: 6.1322 images/s [04/13 16:04:21] ppdet.engine INFO: Epoch: [63] [3500/7329] learning_rate: 0.000100 loss_class: 0.498788 loss_bbox: 0.132605 loss_giou: 0.333645 loss_class_aux: 3.403213 loss_bbox_aux: 0.857315 loss_giou_aux: 2.144617 loss_class_dn: 0.310650 loss_bbox_dn: 0.131655 loss_giou_dn: 0.320639 loss_class_aux_dn: 1.716901 loss_bbox_aux_dn: 0.775910 loss_giou_aux_dn: 1.841374 loss: 13.228803 eta: 3 days, 2:56:02 batch_cost: 0.6559 data_cost: 0.0019 ips: 6.0985 images/s [04/13 16:05:32] ppdet.engine INFO: Epoch: [63] [3600/7329] learning_rate: 0.000100 loss_class: 0.555417 loss_bbox: 0.128118 loss_giou: 0.386175 loss_class_aux: 3.641526 loss_bbox_aux: 0.814492 loss_giou_aux: 2.380216 loss_class_dn: 0.312612 loss_bbox_dn: 0.129010 loss_giou_dn: 0.348602 loss_class_aux_dn: 1.701188 loss_bbox_aux_dn: 0.761140 loss_giou_aux_dn: 1.930091 loss: 13.079416 eta: 3 days, 2:54:56 batch_cost: 0.6476 data_cost: 0.0019 ips: 6.1767 images/s [04/13 16:06:41] ppdet.engine INFO: Epoch: [63] [3700/7329] learning_rate: 0.000100 loss_class: 0.544492 loss_bbox: 0.109841 loss_giou: 0.304450 loss_class_aux: 3.453849 loss_bbox_aux: 0.740584 loss_giou_aux: 1.972544 loss_class_dn: 0.285210 loss_bbox_dn: 0.110867 loss_giou_dn: 0.292784 loss_class_aux_dn: 1.523535 loss_bbox_aux_dn: 0.659183 loss_giou_aux_dn: 1.637236 loss: 12.192165 eta: 3 days, 2:53:50 batch_cost: 0.6427 data_cost: 0.0019 ips: 6.2235 images/s [04/13 16:07:52] ppdet.engine INFO: Epoch: [63] [3800/7329] learning_rate: 0.000100 loss_class: 0.516155 loss_bbox: 0.120910 loss_giou: 0.285712 loss_class_aux: 3.286211 loss_bbox_aux: 0.787546 loss_giou_aux: 1.817595 loss_class_dn: 0.278155 loss_bbox_dn: 0.119505 loss_giou_dn: 0.272582 loss_class_aux_dn: 1.521564 loss_bbox_aux_dn: 0.714714 loss_giou_aux_dn: 1.544316 loss: 11.687808 eta: 3 days, 2:52:45 batch_cost: 0.6514 data_cost: 0.0019 ips: 6.1409 images/s [04/13 16:09:02] ppdet.engine INFO: Epoch: [63] [3900/7329] learning_rate: 0.000100 loss_class: 0.567760 loss_bbox: 0.124498 loss_giou: 0.409021 loss_class_aux: 3.612554 loss_bbox_aux: 0.835156 loss_giou_aux: 2.504059 loss_class_dn: 0.345485 loss_bbox_dn: 0.139262 loss_giou_dn: 0.373160 loss_class_aux_dn: 1.824711 loss_bbox_aux_dn: 0.854283 loss_giou_aux_dn: 2.087099 loss: 13.537879 eta: 3 days, 2:51:40 batch_cost: 0.6449 data_cost: 0.0018 ips: 6.2023 images/s [04/13 16:10:13] ppdet.engine INFO: Epoch: [63] [4000/7329] learning_rate: 0.000100 loss_class: 0.583770 loss_bbox: 0.121600 loss_giou: 0.373857 loss_class_aux: 3.611794 loss_bbox_aux: 0.850380 loss_giou_aux: 2.302625 loss_class_dn: 0.332571 loss_bbox_dn: 0.135767 loss_giou_dn: 0.350673 loss_class_aux_dn: 1.796596 loss_bbox_aux_dn: 0.785051 loss_giou_aux_dn: 1.962701 loss: 13.548424 eta: 3 days, 2:50:34 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1781 images/s [04/13 16:11:23] ppdet.engine INFO: Epoch: [63] [4100/7329] learning_rate: 0.000100 loss_class: 0.536553 loss_bbox: 0.121320 loss_giou: 0.323655 loss_class_aux: 3.364587 loss_bbox_aux: 0.813413 loss_giou_aux: 2.044858 loss_class_dn: 0.294621 loss_bbox_dn: 0.137884 loss_giou_dn: 0.319243 loss_class_aux_dn: 1.632582 loss_bbox_aux_dn: 0.797322 loss_giou_aux_dn: 1.783585 loss: 13.356053 eta: 3 days, 2:49:29 batch_cost: 0.6454 data_cost: 0.0020 ips: 6.1975 images/s [04/13 16:12:33] ppdet.engine INFO: Epoch: [63] [4200/7329] learning_rate: 0.000100 loss_class: 0.650214 loss_bbox: 0.157656 loss_giou: 0.503714 loss_class_aux: 4.066069 loss_bbox_aux: 0.996696 loss_giou_aux: 3.139711 loss_class_dn: 0.394918 loss_bbox_dn: 0.162923 loss_giou_dn: 0.478090 loss_class_aux_dn: 2.090574 loss_bbox_aux_dn: 0.946120 loss_giou_aux_dn: 2.645265 loss: 16.857269 eta: 3 days, 2:48:24 batch_cost: 0.6516 data_cost: 0.0021 ips: 6.1390 images/s [04/13 16:13:44] ppdet.engine INFO: Epoch: [63] [4300/7329] learning_rate: 0.000100 loss_class: 0.595186 loss_bbox: 0.123513 loss_giou: 0.349865 loss_class_aux: 3.776404 loss_bbox_aux: 0.812951 loss_giou_aux: 2.151276 loss_class_dn: 0.305807 loss_bbox_dn: 0.125990 loss_giou_dn: 0.347667 loss_class_aux_dn: 1.651521 loss_bbox_aux_dn: 0.737674 loss_giou_aux_dn: 1.899588 loss: 13.660119 eta: 3 days, 2:47:19 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1290 images/s [04/13 16:14:55] ppdet.engine INFO: Epoch: [63] [4400/7329] learning_rate: 0.000100 loss_class: 0.614984 loss_bbox: 0.121834 loss_giou: 0.406807 loss_class_aux: 3.914920 loss_bbox_aux: 0.821972 loss_giou_aux: 2.545063 loss_class_dn: 0.364066 loss_bbox_dn: 0.120208 loss_giou_dn: 0.378433 loss_class_aux_dn: 1.929485 loss_bbox_aux_dn: 0.701409 loss_giou_aux_dn: 2.127062 loss: 14.948516 eta: 3 days, 2:46:14 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0934 images/s [04/13 16:16:06] ppdet.engine INFO: Epoch: [63] [4500/7329] learning_rate: 0.000100 loss_class: 0.593037 loss_bbox: 0.132781 loss_giou: 0.403126 loss_class_aux: 3.749416 loss_bbox_aux: 0.864763 loss_giou_aux: 2.568863 loss_class_dn: 0.333740 loss_bbox_dn: 0.129502 loss_giou_dn: 0.363446 loss_class_aux_dn: 1.802089 loss_bbox_aux_dn: 0.740734 loss_giou_aux_dn: 2.005087 loss: 13.843189 eta: 3 days, 2:45:09 batch_cost: 0.6514 data_cost: 0.0018 ips: 6.1402 images/s [04/13 16:17:16] ppdet.engine INFO: Epoch: [63] [4600/7329] learning_rate: 0.000100 loss_class: 0.573693 loss_bbox: 0.127033 loss_giou: 0.403425 loss_class_aux: 3.663202 loss_bbox_aux: 0.840349 loss_giou_aux: 2.562129 loss_class_dn: 0.325346 loss_bbox_dn: 0.131302 loss_giou_dn: 0.368461 loss_class_aux_dn: 1.811218 loss_bbox_aux_dn: 0.754487 loss_giou_aux_dn: 2.074774 loss: 13.941684 eta: 3 days, 2:44:03 batch_cost: 0.6444 data_cost: 0.0019 ips: 6.2075 images/s [04/13 16:18:27] ppdet.engine INFO: Epoch: [63] [4700/7329] learning_rate: 0.000100 loss_class: 0.542402 loss_bbox: 0.122093 loss_giou: 0.337573 loss_class_aux: 3.443117 loss_bbox_aux: 0.784365 loss_giou_aux: 2.138936 loss_class_dn: 0.307488 loss_bbox_dn: 0.124792 loss_giou_dn: 0.332570 loss_class_aux_dn: 1.642395 loss_bbox_aux_dn: 0.757172 loss_giou_aux_dn: 1.857421 loss: 12.466325 eta: 3 days, 2:42:58 batch_cost: 0.6508 data_cost: 0.0019 ips: 6.1459 images/s [04/13 16:19:37] ppdet.engine INFO: Epoch: [63] [4800/7329] learning_rate: 0.000100 loss_class: 0.516256 loss_bbox: 0.130633 loss_giou: 0.341696 loss_class_aux: 3.422236 loss_bbox_aux: 0.849046 loss_giou_aux: 2.195265 loss_class_dn: 0.296148 loss_bbox_dn: 0.131527 loss_giou_dn: 0.333143 loss_class_aux_dn: 1.605580 loss_bbox_aux_dn: 0.770855 loss_giou_aux_dn: 1.881863 loss: 13.231615 eta: 3 days, 2:41:53 batch_cost: 0.6486 data_cost: 0.0019 ips: 6.1670 images/s [04/13 16:20:48] ppdet.engine INFO: Epoch: [63] [4900/7329] learning_rate: 0.000100 loss_class: 0.501314 loss_bbox: 0.128927 loss_giou: 0.403721 loss_class_aux: 3.167359 loss_bbox_aux: 0.840800 loss_giou_aux: 2.590967 loss_class_dn: 0.299848 loss_bbox_dn: 0.117402 loss_giou_dn: 0.365814 loss_class_aux_dn: 1.557680 loss_bbox_aux_dn: 0.696959 loss_giou_aux_dn: 1.986464 loss: 13.715065 eta: 3 days, 2:40:48 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1249 images/s [04/13 16:21:59] ppdet.engine INFO: Epoch: [63] [5000/7329] learning_rate: 0.000100 loss_class: 0.512462 loss_bbox: 0.123680 loss_giou: 0.314584 loss_class_aux: 3.490197 loss_bbox_aux: 0.804289 loss_giou_aux: 1.993175 loss_class_dn: 0.276442 loss_bbox_dn: 0.135547 loss_giou_dn: 0.282125 loss_class_aux_dn: 1.496531 loss_bbox_aux_dn: 0.832837 loss_giou_aux_dn: 1.585856 loss: 12.438689 eta: 3 days, 2:39:43 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1143 images/s [04/13 16:23:09] ppdet.engine INFO: Epoch: [63] [5100/7329] learning_rate: 0.000100 loss_class: 0.542694 loss_bbox: 0.121938 loss_giou: 0.411884 loss_class_aux: 3.504912 loss_bbox_aux: 0.813333 loss_giou_aux: 2.609733 loss_class_dn: 0.315690 loss_bbox_dn: 0.123802 loss_giou_dn: 0.349144 loss_class_aux_dn: 1.702699 loss_bbox_aux_dn: 0.741795 loss_giou_aux_dn: 1.925109 loss: 12.963703 eta: 3 days, 2:38:37 batch_cost: 0.6456 data_cost: 0.0019 ips: 6.1961 images/s [04/13 16:24:20] ppdet.engine INFO: Epoch: [63] [5200/7329] learning_rate: 0.000100 loss_class: 0.551785 loss_bbox: 0.116282 loss_giou: 0.353261 loss_class_aux: 3.363070 loss_bbox_aux: 0.778137 loss_giou_aux: 2.234755 loss_class_dn: 0.306421 loss_bbox_dn: 0.122470 loss_giou_dn: 0.329821 loss_class_aux_dn: 1.681807 loss_bbox_aux_dn: 0.718174 loss_giou_aux_dn: 1.849018 loss: 12.893540 eta: 3 days, 2:37:32 batch_cost: 0.6497 data_cost: 0.0018 ips: 6.1567 images/s [04/13 16:25:31] ppdet.engine INFO: Epoch: [63] [5300/7329] learning_rate: 0.000100 loss_class: 0.537757 loss_bbox: 0.123331 loss_giou: 0.300250 loss_class_aux: 3.351670 loss_bbox_aux: 0.824875 loss_giou_aux: 1.929605 loss_class_dn: 0.301430 loss_bbox_dn: 0.131536 loss_giou_dn: 0.300571 loss_class_aux_dn: 1.640735 loss_bbox_aux_dn: 0.809637 loss_giou_aux_dn: 1.682345 loss: 12.130125 eta: 3 days, 2:36:27 batch_cost: 0.6518 data_cost: 0.0019 ips: 6.1372 images/s [04/13 16:26:42] ppdet.engine INFO: Epoch: [63] [5400/7329] learning_rate: 0.000100 loss_class: 0.609548 loss_bbox: 0.129871 loss_giou: 0.378017 loss_class_aux: 4.037002 loss_bbox_aux: 0.819475 loss_giou_aux: 2.401914 loss_class_dn: 0.347981 loss_bbox_dn: 0.130199 loss_giou_dn: 0.352635 loss_class_aux_dn: 1.864114 loss_bbox_aux_dn: 0.782511 loss_giou_aux_dn: 2.036368 loss: 14.181669 eta: 3 days, 2:35:22 batch_cost: 0.6584 data_cost: 0.0020 ips: 6.0757 images/s [04/13 16:27:52] ppdet.engine INFO: Epoch: [63] [5500/7329] learning_rate: 0.000100 loss_class: 0.611237 loss_bbox: 0.137767 loss_giou: 0.411405 loss_class_aux: 3.812960 loss_bbox_aux: 0.931736 loss_giou_aux: 2.796983 loss_class_dn: 0.365632 loss_bbox_dn: 0.138204 loss_giou_dn: 0.403043 loss_class_aux_dn: 2.007747 loss_bbox_aux_dn: 0.846127 loss_giou_aux_dn: 2.202686 loss: 15.359396 eta: 3 days, 2:34:16 batch_cost: 0.6429 data_cost: 0.0020 ips: 6.2218 images/s [04/13 16:29:02] ppdet.engine INFO: Epoch: [63] [5600/7329] learning_rate: 0.000100 loss_class: 0.590161 loss_bbox: 0.120748 loss_giou: 0.344910 loss_class_aux: 3.832578 loss_bbox_aux: 0.818464 loss_giou_aux: 2.179170 loss_class_dn: 0.314444 loss_bbox_dn: 0.128428 loss_giou_dn: 0.335602 loss_class_aux_dn: 1.649578 loss_bbox_aux_dn: 0.787417 loss_giou_aux_dn: 1.928377 loss: 13.031277 eta: 3 days, 2:33:11 batch_cost: 0.6419 data_cost: 0.0019 ips: 6.2315 images/s [04/13 16:30:13] ppdet.engine INFO: Epoch: [63] [5700/7329] learning_rate: 0.000100 loss_class: 0.608044 loss_bbox: 0.120766 loss_giou: 0.441991 loss_class_aux: 3.788570 loss_bbox_aux: 0.782947 loss_giou_aux: 2.819915 loss_class_dn: 0.352852 loss_bbox_dn: 0.118465 loss_giou_dn: 0.401486 loss_class_aux_dn: 1.868459 loss_bbox_aux_dn: 0.716357 loss_giou_aux_dn: 2.197925 loss: 14.722469 eta: 3 days, 2:32:06 batch_cost: 0.6538 data_cost: 0.0019 ips: 6.1183 images/s [04/13 16:31:28] ppdet.engine INFO: Epoch: [63] [5800/7329] learning_rate: 0.000100 loss_class: 0.493859 loss_bbox: 0.115005 loss_giou: 0.325751 loss_class_aux: 3.321074 loss_bbox_aux: 0.743333 loss_giou_aux: 2.095278 loss_class_dn: 0.296741 loss_bbox_dn: 0.117276 loss_giou_dn: 0.287926 loss_class_aux_dn: 1.566666 loss_bbox_aux_dn: 0.743356 loss_giou_aux_dn: 1.659706 loss: 11.953810 eta: 3 days, 2:31:03 batch_cost: 0.6751 data_cost: 0.0018 ips: 5.9253 images/s [04/13 16:32:40] ppdet.engine INFO: Epoch: [63] [5900/7329] learning_rate: 0.000100 loss_class: 0.564397 loss_bbox: 0.126311 loss_giou: 0.374465 loss_class_aux: 3.592543 loss_bbox_aux: 0.823008 loss_giou_aux: 2.422357 loss_class_dn: 0.325466 loss_bbox_dn: 0.121401 loss_giou_dn: 0.346442 loss_class_aux_dn: 1.741527 loss_bbox_aux_dn: 0.759472 loss_giou_aux_dn: 1.946679 loss: 13.755181 eta: 3 days, 2:29:59 batch_cost: 0.6625 data_cost: 0.0020 ips: 6.0378 images/s [04/13 16:33:50] ppdet.engine INFO: Epoch: [63] [6000/7329] learning_rate: 0.000100 loss_class: 0.595202 loss_bbox: 0.155264 loss_giou: 0.393369 loss_class_aux: 3.913665 loss_bbox_aux: 0.968756 loss_giou_aux: 2.480877 loss_class_dn: 0.349628 loss_bbox_dn: 0.152037 loss_giou_dn: 0.367574 loss_class_aux_dn: 1.916548 loss_bbox_aux_dn: 0.878071 loss_giou_aux_dn: 2.120743 loss: 14.248906 eta: 3 days, 2:28:53 batch_cost: 0.6448 data_cost: 0.0019 ips: 6.2035 images/s [04/13 16:35:00] ppdet.engine INFO: Epoch: [63] [6100/7329] learning_rate: 0.000100 loss_class: 0.527713 loss_bbox: 0.112873 loss_giou: 0.349350 loss_class_aux: 3.325960 loss_bbox_aux: 0.785252 loss_giou_aux: 2.187574 loss_class_dn: 0.287264 loss_bbox_dn: 0.125495 loss_giou_dn: 0.318502 loss_class_aux_dn: 1.548778 loss_bbox_aux_dn: 0.782458 loss_giou_aux_dn: 1.793695 loss: 12.555661 eta: 3 days, 2:27:47 batch_cost: 0.6448 data_cost: 0.0019 ips: 6.2034 images/s [04/13 16:36:10] ppdet.engine INFO: Epoch: [63] [6200/7329] learning_rate: 0.000100 loss_class: 0.549048 loss_bbox: 0.132950 loss_giou: 0.316126 loss_class_aux: 3.481372 loss_bbox_aux: 0.906209 loss_giou_aux: 2.006947 loss_class_dn: 0.302793 loss_bbox_dn: 0.126562 loss_giou_dn: 0.286884 loss_class_aux_dn: 1.613807 loss_bbox_aux_dn: 0.795526 loss_giou_aux_dn: 1.608298 loss: 12.524910 eta: 3 days, 2:26:42 batch_cost: 0.6479 data_cost: 0.0020 ips: 6.1741 images/s [04/13 16:37:22] ppdet.engine INFO: Epoch: [63] [6300/7329] learning_rate: 0.000100 loss_class: 0.560247 loss_bbox: 0.139198 loss_giou: 0.374265 loss_class_aux: 3.659433 loss_bbox_aux: 0.878209 loss_giou_aux: 2.455316 loss_class_dn: 0.321145 loss_bbox_dn: 0.134578 loss_giou_dn: 0.353602 loss_class_aux_dn: 1.733730 loss_bbox_aux_dn: 0.802709 loss_giou_aux_dn: 2.020979 loss: 13.719622 eta: 3 days, 2:25:37 batch_cost: 0.6566 data_cost: 0.0019 ips: 6.0919 images/s [04/13 16:38:32] ppdet.engine INFO: Epoch: [63] [6400/7329] learning_rate: 0.000100 loss_class: 0.516159 loss_bbox: 0.124945 loss_giou: 0.377872 loss_class_aux: 3.343219 loss_bbox_aux: 0.796658 loss_giou_aux: 2.350688 loss_class_dn: 0.309281 loss_bbox_dn: 0.131953 loss_giou_dn: 0.316204 loss_class_aux_dn: 1.636916 loss_bbox_aux_dn: 0.781925 loss_giou_aux_dn: 1.772958 loss: 11.868091 eta: 3 days, 2:24:32 batch_cost: 0.6472 data_cost: 0.0022 ips: 6.1805 images/s [04/13 16:39:42] ppdet.engine INFO: Epoch: [63] [6500/7329] learning_rate: 0.000100 loss_class: 0.649814 loss_bbox: 0.143863 loss_giou: 0.461281 loss_class_aux: 4.219658 loss_bbox_aux: 0.915898 loss_giou_aux: 2.938143 loss_class_dn: 0.377526 loss_bbox_dn: 0.149780 loss_giou_dn: 0.404493 loss_class_aux_dn: 2.041261 loss_bbox_aux_dn: 0.840301 loss_giou_aux_dn: 2.253889 loss: 15.894795 eta: 3 days, 2:23:26 batch_cost: 0.6439 data_cost: 0.0022 ips: 6.2122 images/s [04/13 16:40:54] ppdet.engine INFO: Epoch: [63] [6600/7329] learning_rate: 0.000100 loss_class: 0.565362 loss_bbox: 0.126760 loss_giou: 0.375351 loss_class_aux: 3.672879 loss_bbox_aux: 0.855764 loss_giou_aux: 2.447874 loss_class_dn: 0.335489 loss_bbox_dn: 0.139363 loss_giou_dn: 0.331934 loss_class_aux_dn: 1.809636 loss_bbox_aux_dn: 0.825590 loss_giou_aux_dn: 1.885298 loss: 14.151686 eta: 3 days, 2:22:21 batch_cost: 0.6589 data_cost: 0.0020 ips: 6.0706 images/s [04/13 16:42:05] ppdet.engine INFO: Epoch: [63] [6700/7329] learning_rate: 0.000100 loss_class: 0.596018 loss_bbox: 0.150825 loss_giou: 0.423891 loss_class_aux: 3.825843 loss_bbox_aux: 0.988772 loss_giou_aux: 2.644264 loss_class_dn: 0.344731 loss_bbox_dn: 0.143761 loss_giou_dn: 0.378086 loss_class_aux_dn: 1.876623 loss_bbox_aux_dn: 0.829732 loss_giou_aux_dn: 2.134590 loss: 14.444559 eta: 3 days, 2:21:17 batch_cost: 0.6572 data_cost: 0.0021 ips: 6.0862 images/s [04/13 16:43:15] ppdet.engine INFO: Epoch: [63] [6800/7329] learning_rate: 0.000100 loss_class: 0.584717 loss_bbox: 0.140128 loss_giou: 0.349180 loss_class_aux: 3.651888 loss_bbox_aux: 0.883111 loss_giou_aux: 2.283303 loss_class_dn: 0.327890 loss_bbox_dn: 0.131548 loss_giou_dn: 0.359934 loss_class_aux_dn: 1.739079 loss_bbox_aux_dn: 0.763120 loss_giou_aux_dn: 2.083202 loss: 13.298019 eta: 3 days, 2:20:11 batch_cost: 0.6478 data_cost: 0.0019 ips: 6.1749 images/s [04/13 16:44:25] ppdet.engine INFO: Epoch: [63] [6900/7329] learning_rate: 0.000100 loss_class: 0.529920 loss_bbox: 0.139888 loss_giou: 0.325431 loss_class_aux: 3.488401 loss_bbox_aux: 0.914385 loss_giou_aux: 2.128517 loss_class_dn: 0.301227 loss_bbox_dn: 0.136823 loss_giou_dn: 0.304681 loss_class_aux_dn: 1.619386 loss_bbox_aux_dn: 0.801269 loss_giou_aux_dn: 1.678899 loss: 12.827805 eta: 3 days, 2:19:05 batch_cost: 0.6371 data_cost: 0.0018 ips: 6.2780 images/s [04/13 16:45:35] ppdet.engine INFO: Epoch: [63] [7000/7329] learning_rate: 0.000100 loss_class: 0.595771 loss_bbox: 0.128120 loss_giou: 0.413707 loss_class_aux: 3.562613 loss_bbox_aux: 0.863883 loss_giou_aux: 2.604554 loss_class_dn: 0.334390 loss_bbox_dn: 0.129151 loss_giou_dn: 0.355944 loss_class_aux_dn: 1.782227 loss_bbox_aux_dn: 0.804809 loss_giou_aux_dn: 1.968882 loss: 14.348450 eta: 3 days, 2:18:00 batch_cost: 0.6474 data_cost: 0.0020 ips: 6.1781 images/s [04/13 16:46:44] ppdet.engine INFO: Epoch: [63] [7100/7329] learning_rate: 0.000100 loss_class: 0.590349 loss_bbox: 0.138771 loss_giou: 0.355239 loss_class_aux: 3.728085 loss_bbox_aux: 0.937178 loss_giou_aux: 2.260389 loss_class_dn: 0.328152 loss_bbox_dn: 0.134404 loss_giou_dn: 0.351780 loss_class_aux_dn: 1.781087 loss_bbox_aux_dn: 0.803413 loss_giou_aux_dn: 1.982223 loss: 13.866488 eta: 3 days, 2:16:53 batch_cost: 0.6387 data_cost: 0.0018 ips: 6.2631 images/s [04/13 16:47:56] ppdet.engine INFO: Epoch: [63] [7200/7329] learning_rate: 0.000100 loss_class: 0.489076 loss_bbox: 0.111105 loss_giou: 0.286275 loss_class_aux: 3.088293 loss_bbox_aux: 0.752538 loss_giou_aux: 1.857194 loss_class_dn: 0.294791 loss_bbox_dn: 0.126237 loss_giou_dn: 0.303839 loss_class_aux_dn: 1.551705 loss_bbox_aux_dn: 0.760351 loss_giou_aux_dn: 1.688414 loss: 12.216058 eta: 3 days, 2:15:49 batch_cost: 0.6552 data_cost: 0.0018 ips: 6.1048 images/s [04/13 16:49:07] ppdet.engine INFO: Epoch: [63] [7300/7329] learning_rate: 0.000100 loss_class: 0.558531 loss_bbox: 0.130637 loss_giou: 0.339053 loss_class_aux: 3.487127 loss_bbox_aux: 0.866557 loss_giou_aux: 2.164807 loss_class_dn: 0.316455 loss_bbox_dn: 0.137488 loss_giou_dn: 0.316408 loss_class_aux_dn: 1.709491 loss_bbox_aux_dn: 0.825091 loss_giou_aux_dn: 1.757623 loss: 13.060133 eta: 3 days, 2:14:44 batch_cost: 0.6571 data_cost: 0.0020 ips: 6.0869 images/s [04/13 16:49:32] ppdet.engine INFO: Eval iter: 0 [04/13 16:49:59] ppdet.engine INFO: Eval iter: 100 [04/13 16:50:26] ppdet.engine INFO: Eval iter: 200 [04/13 16:50:53] ppdet.engine INFO: Eval iter: 300 [04/13 16:51:20] ppdet.engine INFO: Eval iter: 400 [04/13 16:51:48] ppdet.engine INFO: Eval iter: 500 [04/13 16:52:16] ppdet.engine INFO: Eval iter: 600 [04/13 16:52:56] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 16:52:57] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.25s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=129.15s). Accumulating evaluation results... DONE (t=29.16s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/13 16:55:50] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.221171138890085 [04/13 16:55:50] ppdet.engine INFO: Best test bbox ap is 0.542. [04/13 16:55:54] ppdet.engine INFO: Epoch: [64] [ 0/7329] learning_rate: 0.000100 loss_class: 0.527031 loss_bbox: 0.139586 loss_giou: 0.339053 loss_class_aux: 3.423151 loss_bbox_aux: 0.880158 loss_giou_aux: 2.204742 loss_class_dn: 0.309421 loss_bbox_dn: 0.129925 loss_giou_dn: 0.317140 loss_class_aux_dn: 1.692018 loss_bbox_aux_dn: 0.801161 loss_giou_aux_dn: 1.730190 loss: 12.804462 eta: 3 days, 2:14:26 batch_cost: 0.6619 data_cost: 0.0021 ips: 6.0435 images/s [04/13 16:57:04] ppdet.engine INFO: Epoch: [64] [ 100/7329] learning_rate: 0.000100 loss_class: 0.562113 loss_bbox: 0.123956 loss_giou: 0.378694 loss_class_aux: 3.647670 loss_bbox_aux: 0.832374 loss_giou_aux: 2.357415 loss_class_dn: 0.331647 loss_bbox_dn: 0.134138 loss_giou_dn: 0.336543 loss_class_aux_dn: 1.788648 loss_bbox_aux_dn: 0.805075 loss_giou_aux_dn: 1.938838 loss: 13.715966 eta: 3 days, 2:13:20 batch_cost: 0.6504 data_cost: 0.0016 ips: 6.1501 images/s [04/13 16:58:14] ppdet.engine INFO: Epoch: [64] [ 200/7329] learning_rate: 0.000100 loss_class: 0.603203 loss_bbox: 0.142721 loss_giou: 0.418773 loss_class_aux: 3.859065 loss_bbox_aux: 0.877777 loss_giou_aux: 2.656060 loss_class_dn: 0.345890 loss_bbox_dn: 0.138904 loss_giou_dn: 0.378046 loss_class_aux_dn: 1.882804 loss_bbox_aux_dn: 0.786459 loss_giou_aux_dn: 2.129422 loss: 14.217238 eta: 3 days, 2:12:14 batch_cost: 0.6415 data_cost: 0.0018 ips: 6.2356 images/s [04/13 16:59:23] ppdet.engine INFO: Epoch: [64] [ 300/7329] learning_rate: 0.000100 loss_class: 0.570909 loss_bbox: 0.122500 loss_giou: 0.380133 loss_class_aux: 3.702918 loss_bbox_aux: 0.807377 loss_giou_aux: 2.457582 loss_class_dn: 0.325413 loss_bbox_dn: 0.127837 loss_giou_dn: 0.356952 loss_class_aux_dn: 1.806288 loss_bbox_aux_dn: 0.757231 loss_giou_aux_dn: 2.025746 loss: 14.757095 eta: 3 days, 2:11:08 batch_cost: 0.6345 data_cost: 0.0019 ips: 6.3039 images/s [04/13 17:00:36] ppdet.engine INFO: Epoch: [64] [ 400/7329] learning_rate: 0.000100 loss_class: 0.567818 loss_bbox: 0.121402 loss_giou: 0.382737 loss_class_aux: 3.594785 loss_bbox_aux: 0.821661 loss_giou_aux: 2.378143 loss_class_dn: 0.301199 loss_bbox_dn: 0.130155 loss_giou_dn: 0.357541 loss_class_aux_dn: 1.614534 loss_bbox_aux_dn: 0.804839 loss_giou_aux_dn: 1.961732 loss: 13.115051 eta: 3 days, 2:10:04 batch_cost: 0.6662 data_cost: 0.0019 ips: 6.0044 images/s [04/13 17:01:47] ppdet.engine INFO: Epoch: [64] [ 500/7329] learning_rate: 0.000100 loss_class: 0.594332 loss_bbox: 0.137695 loss_giou: 0.421345 loss_class_aux: 3.821751 loss_bbox_aux: 0.906682 loss_giou_aux: 2.704512 loss_class_dn: 0.363845 loss_bbox_dn: 0.136354 loss_giou_dn: 0.397173 loss_class_aux_dn: 1.908242 loss_bbox_aux_dn: 0.857146 loss_giou_aux_dn: 2.195940 loss: 15.921176 eta: 3 days, 2:08:59 batch_cost: 0.6580 data_cost: 0.0019 ips: 6.0793 images/s [04/13 17:02:58] ppdet.engine INFO: Epoch: [64] [ 600/7329] learning_rate: 0.000100 loss_class: 0.547737 loss_bbox: 0.124637 loss_giou: 0.374886 loss_class_aux: 3.454799 loss_bbox_aux: 0.838750 loss_giou_aux: 2.328927 loss_class_dn: 0.333955 loss_bbox_dn: 0.127359 loss_giou_dn: 0.359252 loss_class_aux_dn: 1.795691 loss_bbox_aux_dn: 0.742551 loss_giou_aux_dn: 2.042233 loss: 13.514135 eta: 3 days, 2:07:54 batch_cost: 0.6528 data_cost: 0.0019 ips: 6.1272 images/s [04/13 17:04:08] ppdet.engine INFO: Epoch: [64] [ 700/7329] learning_rate: 0.000100 loss_class: 0.556631 loss_bbox: 0.111469 loss_giou: 0.336217 loss_class_aux: 3.438698 loss_bbox_aux: 0.759412 loss_giou_aux: 2.149117 loss_class_dn: 0.303757 loss_bbox_dn: 0.116232 loss_giou_dn: 0.312630 loss_class_aux_dn: 1.615604 loss_bbox_aux_dn: 0.740382 loss_giou_aux_dn: 1.781482 loss: 13.152822 eta: 3 days, 2:06:49 batch_cost: 0.6443 data_cost: 0.0019 ips: 6.2088 images/s [04/13 17:05:18] ppdet.engine INFO: Epoch: [64] [ 800/7329] learning_rate: 0.000100 loss_class: 0.595842 loss_bbox: 0.126773 loss_giou: 0.361238 loss_class_aux: 3.781840 loss_bbox_aux: 0.826247 loss_giou_aux: 2.334898 loss_class_dn: 0.334860 loss_bbox_dn: 0.132355 loss_giou_dn: 0.361081 loss_class_aux_dn: 1.764250 loss_bbox_aux_dn: 0.743307 loss_giou_aux_dn: 2.009214 loss: 14.327465 eta: 3 days, 2:05:43 batch_cost: 0.6454 data_cost: 0.0020 ips: 6.1980 images/s [04/13 17:06:29] ppdet.engine INFO: Epoch: [64] [ 900/7329] learning_rate: 0.000100 loss_class: 0.521625 loss_bbox: 0.129167 loss_giou: 0.344218 loss_class_aux: 3.363240 loss_bbox_aux: 0.834371 loss_giou_aux: 2.190372 loss_class_dn: 0.314850 loss_bbox_dn: 0.134513 loss_giou_dn: 0.328381 loss_class_aux_dn: 1.671395 loss_bbox_aux_dn: 0.769245 loss_giou_aux_dn: 1.810744 loss: 12.779507 eta: 3 days, 2:04:38 batch_cost: 0.6490 data_cost: 0.0017 ips: 6.1630 images/s [04/13 17:07:39] ppdet.engine INFO: Epoch: [64] [1000/7329] learning_rate: 0.000100 loss_class: 0.565620 loss_bbox: 0.120983 loss_giou: 0.396430 loss_class_aux: 3.780818 loss_bbox_aux: 0.801643 loss_giou_aux: 2.499017 loss_class_dn: 0.343312 loss_bbox_dn: 0.145891 loss_giou_dn: 0.383935 loss_class_aux_dn: 1.802032 loss_bbox_aux_dn: 0.832496 loss_giou_aux_dn: 2.085727 loss: 14.780179 eta: 3 days, 2:03:33 batch_cost: 0.6511 data_cost: 0.0020 ips: 6.1431 images/s [04/13 17:08:50] ppdet.engine INFO: Epoch: [64] [1100/7329] learning_rate: 0.000100 loss_class: 0.495683 loss_bbox: 0.107491 loss_giou: 0.313008 loss_class_aux: 3.172447 loss_bbox_aux: 0.722122 loss_giou_aux: 1.974608 loss_class_dn: 0.270324 loss_bbox_dn: 0.113125 loss_giou_dn: 0.297192 loss_class_aux_dn: 1.483835 loss_bbox_aux_dn: 0.689271 loss_giou_aux_dn: 1.632607 loss: 11.231847 eta: 3 days, 2:02:27 batch_cost: 0.6498 data_cost: 0.0018 ips: 6.1557 images/s [04/13 17:10:02] ppdet.engine INFO: Epoch: [64] [1200/7329] learning_rate: 0.000100 loss_class: 0.561960 loss_bbox: 0.116457 loss_giou: 0.362363 loss_class_aux: 3.328453 loss_bbox_aux: 0.753933 loss_giou_aux: 2.242250 loss_class_dn: 0.314561 loss_bbox_dn: 0.121781 loss_giou_dn: 0.363777 loss_class_aux_dn: 1.709388 loss_bbox_aux_dn: 0.731364 loss_giou_aux_dn: 1.978438 loss: 13.341944 eta: 3 days, 2:01:23 batch_cost: 0.6573 data_cost: 0.0018 ips: 6.0856 images/s [04/13 17:11:11] ppdet.engine INFO: Epoch: [64] [1300/7329] learning_rate: 0.000100 loss_class: 0.587660 loss_bbox: 0.142521 loss_giou: 0.451854 loss_class_aux: 3.753409 loss_bbox_aux: 0.908451 loss_giou_aux: 2.967777 loss_class_dn: 0.358597 loss_bbox_dn: 0.136491 loss_giou_dn: 0.415111 loss_class_aux_dn: 1.890508 loss_bbox_aux_dn: 0.834646 loss_giou_aux_dn: 2.306897 loss: 14.728026 eta: 3 days, 2:00:17 batch_cost: 0.6404 data_cost: 0.0020 ips: 6.2459 images/s [04/13 17:12:21] ppdet.engine INFO: Epoch: [64] [1400/7329] learning_rate: 0.000100 loss_class: 0.552508 loss_bbox: 0.119591 loss_giou: 0.339606 loss_class_aux: 3.378461 loss_bbox_aux: 0.788116 loss_giou_aux: 2.147808 loss_class_dn: 0.298007 loss_bbox_dn: 0.129423 loss_giou_dn: 0.326498 loss_class_aux_dn: 1.646489 loss_bbox_aux_dn: 0.767741 loss_giou_aux_dn: 1.792314 loss: 12.683522 eta: 3 days, 1:59:11 batch_cost: 0.6413 data_cost: 0.0019 ips: 6.2377 images/s [04/13 17:13:31] ppdet.engine INFO: Epoch: [64] [1500/7329] learning_rate: 0.000100 loss_class: 0.509882 loss_bbox: 0.131314 loss_giou: 0.331617 loss_class_aux: 3.290680 loss_bbox_aux: 0.854723 loss_giou_aux: 2.068558 loss_class_dn: 0.287780 loss_bbox_dn: 0.136811 loss_giou_dn: 0.327079 loss_class_aux_dn: 1.548053 loss_bbox_aux_dn: 0.834495 loss_giou_aux_dn: 1.860738 loss: 12.512615 eta: 3 days, 1:58:05 batch_cost: 0.6458 data_cost: 0.0019 ips: 6.1936 images/s [04/13 17:14:42] ppdet.engine INFO: Epoch: [64] [1600/7329] learning_rate: 0.000100 loss_class: 0.598591 loss_bbox: 0.123578 loss_giou: 0.352888 loss_class_aux: 3.825910 loss_bbox_aux: 0.799677 loss_giou_aux: 2.277299 loss_class_dn: 0.298639 loss_bbox_dn: 0.136748 loss_giou_dn: 0.324608 loss_class_aux_dn: 1.630769 loss_bbox_aux_dn: 0.797058 loss_giou_aux_dn: 1.850025 loss: 13.125400 eta: 3 days, 1:57:01 batch_cost: 0.6563 data_cost: 0.0017 ips: 6.0948 images/s [04/13 17:15:53] ppdet.engine INFO: Epoch: [64] [1700/7329] learning_rate: 0.000100 loss_class: 0.511842 loss_bbox: 0.110006 loss_giou: 0.353884 loss_class_aux: 3.298335 loss_bbox_aux: 0.726595 loss_giou_aux: 2.177163 loss_class_dn: 0.295336 loss_bbox_dn: 0.137736 loss_giou_dn: 0.328873 loss_class_aux_dn: 1.571665 loss_bbox_aux_dn: 0.789205 loss_giou_aux_dn: 1.844914 loss: 12.784924 eta: 3 days, 1:55:55 batch_cost: 0.6502 data_cost: 0.0020 ips: 6.1517 images/s [04/13 17:17:02] ppdet.engine INFO: Epoch: [64] [1800/7329] learning_rate: 0.000100 loss_class: 0.509961 loss_bbox: 0.133864 loss_giou: 0.362458 loss_class_aux: 3.225332 loss_bbox_aux: 0.886343 loss_giou_aux: 2.268861 loss_class_dn: 0.299150 loss_bbox_dn: 0.133086 loss_giou_dn: 0.298658 loss_class_aux_dn: 1.599696 loss_bbox_aux_dn: 0.807624 loss_giou_aux_dn: 1.705219 loss: 12.791689 eta: 3 days, 1:54:49 batch_cost: 0.6411 data_cost: 0.0018 ips: 6.2388 images/s [04/13 17:18:12] ppdet.engine INFO: Epoch: [64] [1900/7329] learning_rate: 0.000100 loss_class: 0.572416 loss_bbox: 0.138169 loss_giou: 0.384516 loss_class_aux: 3.735024 loss_bbox_aux: 0.871919 loss_giou_aux: 2.366694 loss_class_dn: 0.321429 loss_bbox_dn: 0.139419 loss_giou_dn: 0.352626 loss_class_aux_dn: 1.729978 loss_bbox_aux_dn: 0.805658 loss_giou_aux_dn: 2.003628 loss: 14.171621 eta: 3 days, 1:53:44 batch_cost: 0.6472 data_cost: 0.0018 ips: 6.1808 images/s [04/13 17:19:23] ppdet.engine INFO: Epoch: [64] [2000/7329] learning_rate: 0.000100 loss_class: 0.509399 loss_bbox: 0.116572 loss_giou: 0.309416 loss_class_aux: 3.301763 loss_bbox_aux: 0.769667 loss_giou_aux: 1.969480 loss_class_dn: 0.291687 loss_bbox_dn: 0.127386 loss_giou_dn: 0.283471 loss_class_aux_dn: 1.572937 loss_bbox_aux_dn: 0.773618 loss_giou_aux_dn: 1.635860 loss: 11.585871 eta: 3 days, 1:52:39 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1713 images/s [04/13 17:20:35] ppdet.engine INFO: Epoch: [64] [2100/7329] learning_rate: 0.000100 loss_class: 0.580209 loss_bbox: 0.129309 loss_giou: 0.367203 loss_class_aux: 3.848699 loss_bbox_aux: 0.895132 loss_giou_aux: 2.256677 loss_class_dn: 0.341241 loss_bbox_dn: 0.133810 loss_giou_dn: 0.339844 loss_class_aux_dn: 1.846912 loss_bbox_aux_dn: 0.831015 loss_giou_aux_dn: 1.862424 loss: 14.189270 eta: 3 days, 1:51:35 batch_cost: 0.6645 data_cost: 0.0019 ips: 6.0197 images/s [04/13 17:21:45] ppdet.engine INFO: Epoch: [64] [2200/7329] learning_rate: 0.000100 loss_class: 0.503502 loss_bbox: 0.123673 loss_giou: 0.266040 loss_class_aux: 3.274312 loss_bbox_aux: 0.803368 loss_giou_aux: 1.727933 loss_class_dn: 0.280862 loss_bbox_dn: 0.129624 loss_giou_dn: 0.299433 loss_class_aux_dn: 1.526655 loss_bbox_aux_dn: 0.789972 loss_giou_aux_dn: 1.667725 loss: 11.833769 eta: 3 days, 1:50:29 batch_cost: 0.6458 data_cost: 0.0019 ips: 6.1941 images/s [04/13 17:22:55] ppdet.engine INFO: Epoch: [64] [2300/7329] learning_rate: 0.000100 loss_class: 0.558654 loss_bbox: 0.122052 loss_giou: 0.346250 loss_class_aux: 3.556017 loss_bbox_aux: 0.819529 loss_giou_aux: 2.249222 loss_class_dn: 0.321003 loss_bbox_dn: 0.116835 loss_giou_dn: 0.326886 loss_class_aux_dn: 1.751890 loss_bbox_aux_dn: 0.691592 loss_giou_aux_dn: 1.834301 loss: 13.050121 eta: 3 days, 1:49:23 batch_cost: 0.6432 data_cost: 0.0020 ips: 6.2190 images/s [04/13 17:24:05] ppdet.engine INFO: Epoch: [64] [2400/7329] learning_rate: 0.000100 loss_class: 0.533570 loss_bbox: 0.133811 loss_giou: 0.395116 loss_class_aux: 3.578452 loss_bbox_aux: 0.857907 loss_giou_aux: 2.402491 loss_class_dn: 0.325077 loss_bbox_dn: 0.134274 loss_giou_dn: 0.352723 loss_class_aux_dn: 1.768226 loss_bbox_aux_dn: 0.788589 loss_giou_aux_dn: 1.936351 loss: 13.272487 eta: 3 days, 1:48:17 batch_cost: 0.6423 data_cost: 0.0020 ips: 6.2280 images/s [04/13 17:25:18] ppdet.engine INFO: Epoch: [64] [2500/7329] learning_rate: 0.000100 loss_class: 0.465387 loss_bbox: 0.121826 loss_giou: 0.338281 loss_class_aux: 2.957812 loss_bbox_aux: 0.763275 loss_giou_aux: 2.136378 loss_class_dn: 0.277047 loss_bbox_dn: 0.118305 loss_giou_dn: 0.300152 loss_class_aux_dn: 1.529924 loss_bbox_aux_dn: 0.713238 loss_giou_aux_dn: 1.682735 loss: 11.786957 eta: 3 days, 1:47:14 batch_cost: 0.6722 data_cost: 0.0018 ips: 5.9505 images/s [04/13 17:26:30] ppdet.engine INFO: Epoch: [64] [2600/7329] learning_rate: 0.000100 loss_class: 0.604703 loss_bbox: 0.104689 loss_giou: 0.393841 loss_class_aux: 3.782346 loss_bbox_aux: 0.678967 loss_giou_aux: 2.500744 loss_class_dn: 0.328462 loss_bbox_dn: 0.111999 loss_giou_dn: 0.378143 loss_class_aux_dn: 1.763697 loss_bbox_aux_dn: 0.684865 loss_giou_aux_dn: 2.129862 loss: 13.796497 eta: 3 days, 1:46:10 batch_cost: 0.6647 data_cost: 0.0017 ips: 6.0181 images/s [04/13 17:27:41] ppdet.engine INFO: Epoch: [64] [2700/7329] learning_rate: 0.000100 loss_class: 0.565092 loss_bbox: 0.127519 loss_giou: 0.349134 loss_class_aux: 3.551095 loss_bbox_aux: 0.857295 loss_giou_aux: 2.202939 loss_class_dn: 0.299051 loss_bbox_dn: 0.127551 loss_giou_dn: 0.334783 loss_class_aux_dn: 1.595062 loss_bbox_aux_dn: 0.755578 loss_giou_aux_dn: 1.878726 loss: 13.029961 eta: 3 days, 1:45:05 batch_cost: 0.6488 data_cost: 0.0019 ips: 6.1654 images/s [04/13 17:28:51] ppdet.engine INFO: Epoch: [64] [2800/7329] learning_rate: 0.000100 loss_class: 0.587761 loss_bbox: 0.140176 loss_giou: 0.354216 loss_class_aux: 3.728925 loss_bbox_aux: 0.872358 loss_giou_aux: 2.218666 loss_class_dn: 0.334013 loss_bbox_dn: 0.145224 loss_giou_dn: 0.325879 loss_class_aux_dn: 1.799361 loss_bbox_aux_dn: 0.854352 loss_giou_aux_dn: 1.815107 loss: 12.770013 eta: 3 days, 1:43:59 batch_cost: 0.6481 data_cost: 0.0018 ips: 6.1718 images/s [04/13 17:30:01] ppdet.engine INFO: Epoch: [64] [2900/7329] learning_rate: 0.000100 loss_class: 0.554839 loss_bbox: 0.111295 loss_giou: 0.333400 loss_class_aux: 3.414883 loss_bbox_aux: 0.745979 loss_giou_aux: 2.121514 loss_class_dn: 0.297612 loss_bbox_dn: 0.111456 loss_giou_dn: 0.312050 loss_class_aux_dn: 1.624197 loss_bbox_aux_dn: 0.671168 loss_giou_aux_dn: 1.782598 loss: 12.116411 eta: 3 days, 1:42:53 batch_cost: 0.6402 data_cost: 0.0017 ips: 6.2481 images/s [04/13 17:31:13] ppdet.engine INFO: Epoch: [64] [3000/7329] learning_rate: 0.000100 loss_class: 0.520338 loss_bbox: 0.127816 loss_giou: 0.335142 loss_class_aux: 3.436118 loss_bbox_aux: 0.818504 loss_giou_aux: 2.146866 loss_class_dn: 0.325580 loss_bbox_dn: 0.131246 loss_giou_dn: 0.299921 loss_class_aux_dn: 1.776835 loss_bbox_aux_dn: 0.808015 loss_giou_aux_dn: 1.671796 loss: 13.396788 eta: 3 days, 1:41:49 batch_cost: 0.6620 data_cost: 0.0017 ips: 6.0419 images/s [04/13 17:32:23] ppdet.engine INFO: Epoch: [64] [3100/7329] learning_rate: 0.000100 loss_class: 0.599481 loss_bbox: 0.132774 loss_giou: 0.418429 loss_class_aux: 3.899209 loss_bbox_aux: 0.854595 loss_giou_aux: 2.733193 loss_class_dn: 0.376227 loss_bbox_dn: 0.134203 loss_giou_dn: 0.406086 loss_class_aux_dn: 2.039737 loss_bbox_aux_dn: 0.815821 loss_giou_aux_dn: 2.223588 loss: 15.484508 eta: 3 days, 1:40:44 batch_cost: 0.6525 data_cost: 0.0019 ips: 6.1299 images/s [04/13 17:33:35] ppdet.engine INFO: Epoch: [64] [3200/7329] learning_rate: 0.000100 loss_class: 0.560066 loss_bbox: 0.121429 loss_giou: 0.344679 loss_class_aux: 3.510021 loss_bbox_aux: 0.828173 loss_giou_aux: 2.138749 loss_class_dn: 0.314340 loss_bbox_dn: 0.124100 loss_giou_dn: 0.322882 loss_class_aux_dn: 1.693217 loss_bbox_aux_dn: 0.766049 loss_giou_aux_dn: 1.846213 loss: 13.061129 eta: 3 days, 1:39:40 batch_cost: 0.6586 data_cost: 0.0020 ips: 6.0732 images/s [04/13 17:34:46] ppdet.engine INFO: Epoch: [64] [3300/7329] learning_rate: 0.000100 loss_class: 0.505722 loss_bbox: 0.121362 loss_giou: 0.327536 loss_class_aux: 3.311481 loss_bbox_aux: 0.786176 loss_giou_aux: 2.057138 loss_class_dn: 0.288702 loss_bbox_dn: 0.132358 loss_giou_dn: 0.310113 loss_class_aux_dn: 1.569284 loss_bbox_aux_dn: 0.763991 loss_giou_aux_dn: 1.713962 loss: 12.100906 eta: 3 days, 1:38:35 batch_cost: 0.6532 data_cost: 0.0019 ips: 6.1233 images/s [04/13 17:35:59] ppdet.engine INFO: Epoch: [64] [3400/7329] learning_rate: 0.000100 loss_class: 0.619675 loss_bbox: 0.125950 loss_giou: 0.372895 loss_class_aux: 3.856005 loss_bbox_aux: 0.845532 loss_giou_aux: 2.447395 loss_class_dn: 0.337082 loss_bbox_dn: 0.127694 loss_giou_dn: 0.386975 loss_class_aux_dn: 1.808034 loss_bbox_aux_dn: 0.758512 loss_giou_aux_dn: 2.183505 loss: 13.764275 eta: 3 days, 1:37:31 batch_cost: 0.6704 data_cost: 0.0018 ips: 5.9663 images/s [04/13 17:37:09] ppdet.engine INFO: Epoch: [64] [3500/7329] learning_rate: 0.000100 loss_class: 0.496588 loss_bbox: 0.118665 loss_giou: 0.338198 loss_class_aux: 3.137166 loss_bbox_aux: 0.772607 loss_giou_aux: 2.093828 loss_class_dn: 0.288644 loss_bbox_dn: 0.119951 loss_giou_dn: 0.309844 loss_class_aux_dn: 1.524751 loss_bbox_aux_dn: 0.759426 loss_giou_aux_dn: 1.729961 loss: 11.899418 eta: 3 days, 1:36:26 batch_cost: 0.6504 data_cost: 0.0021 ips: 6.1500 images/s [04/13 17:38:22] ppdet.engine INFO: Epoch: [64] [3600/7329] learning_rate: 0.000100 loss_class: 0.564382 loss_bbox: 0.161784 loss_giou: 0.424444 loss_class_aux: 3.730658 loss_bbox_aux: 0.981641 loss_giou_aux: 2.701453 loss_class_dn: 0.360280 loss_bbox_dn: 0.152982 loss_giou_dn: 0.401594 loss_class_aux_dn: 1.895805 loss_bbox_aux_dn: 0.900002 loss_giou_aux_dn: 2.275208 loss: 15.501007 eta: 3 days, 1:35:22 batch_cost: 0.6688 data_cost: 0.0019 ips: 5.9807 images/s [04/13 17:39:33] ppdet.engine INFO: Epoch: [64] [3700/7329] learning_rate: 0.000100 loss_class: 0.603181 loss_bbox: 0.140166 loss_giou: 0.446555 loss_class_aux: 3.873154 loss_bbox_aux: 0.925340 loss_giou_aux: 2.891312 loss_class_dn: 0.349653 loss_bbox_dn: 0.140864 loss_giou_dn: 0.400680 loss_class_aux_dn: 1.848195 loss_bbox_aux_dn: 0.838699 loss_giou_aux_dn: 2.267667 loss: 15.488371 eta: 3 days, 1:34:17 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1385 images/s [04/13 17:40:44] ppdet.engine INFO: Epoch: [64] [3800/7329] learning_rate: 0.000100 loss_class: 0.504550 loss_bbox: 0.126444 loss_giou: 0.371831 loss_class_aux: 3.266676 loss_bbox_aux: 0.882220 loss_giou_aux: 2.343396 loss_class_dn: 0.327648 loss_bbox_dn: 0.127860 loss_giou_dn: 0.344462 loss_class_aux_dn: 1.706832 loss_bbox_aux_dn: 0.759979 loss_giou_aux_dn: 1.922431 loss: 12.364740 eta: 3 days, 1:33:11 batch_cost: 0.6428 data_cost: 0.0018 ips: 6.2226 images/s [04/13 17:41:54] ppdet.engine INFO: Epoch: [64] [3900/7329] learning_rate: 0.000100 loss_class: 0.582517 loss_bbox: 0.116803 loss_giou: 0.298174 loss_class_aux: 3.630368 loss_bbox_aux: 0.797223 loss_giou_aux: 1.971071 loss_class_dn: 0.307414 loss_bbox_dn: 0.130891 loss_giou_dn: 0.298743 loss_class_aux_dn: 1.671085 loss_bbox_aux_dn: 0.809905 loss_giou_aux_dn: 1.687216 loss: 12.421419 eta: 3 days, 1:32:06 batch_cost: 0.6470 data_cost: 0.0019 ips: 6.1825 images/s [04/13 17:43:05] ppdet.engine INFO: Epoch: [64] [4000/7329] learning_rate: 0.000100 loss_class: 0.535551 loss_bbox: 0.118589 loss_giou: 0.395709 loss_class_aux: 3.384089 loss_bbox_aux: 0.762667 loss_giou_aux: 2.502169 loss_class_dn: 0.326060 loss_bbox_dn: 0.115344 loss_giou_dn: 0.357850 loss_class_aux_dn: 1.746356 loss_bbox_aux_dn: 0.683379 loss_giou_aux_dn: 1.984179 loss: 12.914487 eta: 3 days, 1:31:01 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1171 images/s [04/13 17:44:16] ppdet.engine INFO: Epoch: [64] [4100/7329] learning_rate: 0.000100 loss_class: 0.536075 loss_bbox: 0.129702 loss_giou: 0.341456 loss_class_aux: 3.508281 loss_bbox_aux: 0.851191 loss_giou_aux: 2.178848 loss_class_dn: 0.304461 loss_bbox_dn: 0.140815 loss_giou_dn: 0.324543 loss_class_aux_dn: 1.650095 loss_bbox_aux_dn: 0.833778 loss_giou_aux_dn: 1.823725 loss: 12.557690 eta: 3 days, 1:29:56 batch_cost: 0.6550 data_cost: 0.0020 ips: 6.1066 images/s [04/13 17:45:27] ppdet.engine INFO: Epoch: [64] [4200/7329] learning_rate: 0.000100 loss_class: 0.513740 loss_bbox: 0.137878 loss_giou: 0.371193 loss_class_aux: 3.297327 loss_bbox_aux: 0.907829 loss_giou_aux: 2.338105 loss_class_dn: 0.293455 loss_bbox_dn: 0.136069 loss_giou_dn: 0.325279 loss_class_aux_dn: 1.588578 loss_bbox_aux_dn: 0.789093 loss_giou_aux_dn: 1.840552 loss: 12.742100 eta: 3 days, 1:28:51 batch_cost: 0.6516 data_cost: 0.0019 ips: 6.1385 images/s [04/13 17:46:39] ppdet.engine INFO: Epoch: [64] [4300/7329] learning_rate: 0.000100 loss_class: 0.562176 loss_bbox: 0.135124 loss_giou: 0.368545 loss_class_aux: 3.570348 loss_bbox_aux: 0.817941 loss_giou_aux: 2.318655 loss_class_dn: 0.312245 loss_bbox_dn: 0.140216 loss_giou_dn: 0.328772 loss_class_aux_dn: 1.724900 loss_bbox_aux_dn: 0.858201 loss_giou_aux_dn: 1.861981 loss: 13.188028 eta: 3 days, 1:27:47 batch_cost: 0.6668 data_cost: 0.0018 ips: 5.9987 images/s [04/13 17:47:51] ppdet.engine INFO: Epoch: [64] [4400/7329] learning_rate: 0.000100 loss_class: 0.567566 loss_bbox: 0.131277 loss_giou: 0.364500 loss_class_aux: 3.497054 loss_bbox_aux: 0.887958 loss_giou_aux: 2.287823 loss_class_dn: 0.302944 loss_bbox_dn: 0.131823 loss_giou_dn: 0.324467 loss_class_aux_dn: 1.668298 loss_bbox_aux_dn: 0.793393 loss_giou_aux_dn: 1.846824 loss: 13.347470 eta: 3 days, 1:26:43 batch_cost: 0.6634 data_cost: 0.0019 ips: 6.0299 images/s [04/13 17:49:02] ppdet.engine INFO: Epoch: [64] [4500/7329] learning_rate: 0.000100 loss_class: 0.512578 loss_bbox: 0.112601 loss_giou: 0.339205 loss_class_aux: 3.267077 loss_bbox_aux: 0.742878 loss_giou_aux: 2.082393 loss_class_dn: 0.314655 loss_bbox_dn: 0.123232 loss_giou_dn: 0.333352 loss_class_aux_dn: 1.735475 loss_bbox_aux_dn: 0.737337 loss_giou_aux_dn: 1.859348 loss: 12.698970 eta: 3 days, 1:25:38 batch_cost: 0.6518 data_cost: 0.0018 ips: 6.1369 images/s [04/13 17:50:13] ppdet.engine INFO: Epoch: [64] [4600/7329] learning_rate: 0.000100 loss_class: 0.482729 loss_bbox: 0.122604 loss_giou: 0.312436 loss_class_aux: 3.055327 loss_bbox_aux: 0.791128 loss_giou_aux: 2.054653 loss_class_dn: 0.296490 loss_bbox_dn: 0.114843 loss_giou_dn: 0.277172 loss_class_aux_dn: 1.588254 loss_bbox_aux_dn: 0.683227 loss_giou_aux_dn: 1.576514 loss: 11.574624 eta: 3 days, 1:24:33 batch_cost: 0.6550 data_cost: 0.0019 ips: 6.1066 images/s [04/13 17:51:23] ppdet.engine INFO: Epoch: [64] [4700/7329] learning_rate: 0.000100 loss_class: 0.538751 loss_bbox: 0.118723 loss_giou: 0.388591 loss_class_aux: 3.455167 loss_bbox_aux: 0.811798 loss_giou_aux: 2.453847 loss_class_dn: 0.318723 loss_bbox_dn: 0.114896 loss_giou_dn: 0.350146 loss_class_aux_dn: 1.696635 loss_bbox_aux_dn: 0.677785 loss_giou_aux_dn: 1.898029 loss: 12.935154 eta: 3 days, 1:23:28 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1568 images/s [04/13 17:52:37] ppdet.engine INFO: Epoch: [64] [4800/7329] learning_rate: 0.000100 loss_class: 0.525318 loss_bbox: 0.130447 loss_giou: 0.286610 loss_class_aux: 3.272733 loss_bbox_aux: 0.855115 loss_giou_aux: 1.807657 loss_class_dn: 0.277752 loss_bbox_dn: 0.134705 loss_giou_dn: 0.264047 loss_class_aux_dn: 1.539642 loss_bbox_aux_dn: 0.802838 loss_giou_aux_dn: 1.554165 loss: 11.624146 eta: 3 days, 1:22:25 batch_cost: 0.6752 data_cost: 0.0019 ips: 5.9246 images/s [04/13 17:53:47] ppdet.engine INFO: Epoch: [64] [4900/7329] learning_rate: 0.000100 loss_class: 0.539149 loss_bbox: 0.111576 loss_giou: 0.340233 loss_class_aux: 3.309065 loss_bbox_aux: 0.741850 loss_giou_aux: 2.157612 loss_class_dn: 0.277242 loss_bbox_dn: 0.112926 loss_giou_dn: 0.301288 loss_class_aux_dn: 1.518528 loss_bbox_aux_dn: 0.680450 loss_giou_aux_dn: 1.658765 loss: 11.895227 eta: 3 days, 1:21:20 batch_cost: 0.6510 data_cost: 0.0018 ips: 6.1442 images/s [04/13 17:54:58] ppdet.engine INFO: Epoch: [64] [5000/7329] learning_rate: 0.000100 loss_class: 0.485991 loss_bbox: 0.134918 loss_giou: 0.308402 loss_class_aux: 3.150972 loss_bbox_aux: 0.869465 loss_giou_aux: 1.940673 loss_class_dn: 0.291360 loss_bbox_dn: 0.135926 loss_giou_dn: 0.283826 loss_class_aux_dn: 1.569695 loss_bbox_aux_dn: 0.819606 loss_giou_aux_dn: 1.638642 loss: 11.729109 eta: 3 days, 1:20:15 batch_cost: 0.6479 data_cost: 0.0018 ips: 6.1736 images/s [04/13 17:56:08] ppdet.engine INFO: Epoch: [64] [5100/7329] learning_rate: 0.000100 loss_class: 0.487165 loss_bbox: 0.125119 loss_giou: 0.317522 loss_class_aux: 3.177766 loss_bbox_aux: 0.831615 loss_giou_aux: 1.985518 loss_class_dn: 0.285273 loss_bbox_dn: 0.131316 loss_giou_dn: 0.295156 loss_class_aux_dn: 1.520455 loss_bbox_aux_dn: 0.799245 loss_giou_aux_dn: 1.763183 loss: 12.335052 eta: 3 days, 1:19:09 batch_cost: 0.6466 data_cost: 0.0017 ips: 6.1866 images/s [04/13 17:57:19] ppdet.engine INFO: Epoch: [64] [5200/7329] learning_rate: 0.000100 loss_class: 0.495424 loss_bbox: 0.110852 loss_giou: 0.281296 loss_class_aux: 3.199496 loss_bbox_aux: 0.725675 loss_giou_aux: 1.782369 loss_class_dn: 0.278768 loss_bbox_dn: 0.102877 loss_giou_dn: 0.273205 loss_class_aux_dn: 1.556538 loss_bbox_aux_dn: 0.631922 loss_giou_aux_dn: 1.533607 loss: 11.816036 eta: 3 days, 1:18:04 batch_cost: 0.6532 data_cost: 0.0019 ips: 6.1233 images/s [04/13 17:58:30] ppdet.engine INFO: Epoch: [64] [5300/7329] learning_rate: 0.000100 loss_class: 0.542466 loss_bbox: 0.112966 loss_giou: 0.333253 loss_class_aux: 3.389528 loss_bbox_aux: 0.764102 loss_giou_aux: 2.145766 loss_class_dn: 0.286795 loss_bbox_dn: 0.106881 loss_giou_dn: 0.299489 loss_class_aux_dn: 1.530423 loss_bbox_aux_dn: 0.667620 loss_giou_aux_dn: 1.711655 loss: 12.219006 eta: 3 days, 1:16:59 batch_cost: 0.6489 data_cost: 0.0019 ips: 6.1639 images/s [04/13 17:59:42] ppdet.engine INFO: Epoch: [64] [5400/7329] learning_rate: 0.000100 loss_class: 0.563477 loss_bbox: 0.130738 loss_giou: 0.346598 loss_class_aux: 3.560926 loss_bbox_aux: 0.896964 loss_giou_aux: 2.287345 loss_class_dn: 0.315178 loss_bbox_dn: 0.133667 loss_giou_dn: 0.347680 loss_class_aux_dn: 1.734850 loss_bbox_aux_dn: 0.785306 loss_giou_aux_dn: 1.883537 loss: 13.539463 eta: 3 days, 1:15:54 batch_cost: 0.6591 data_cost: 0.0020 ips: 6.0689 images/s [04/13 18:00:51] ppdet.engine INFO: Epoch: [64] [5500/7329] learning_rate: 0.000100 loss_class: 0.532945 loss_bbox: 0.133286 loss_giou: 0.365088 loss_class_aux: 3.435589 loss_bbox_aux: 0.877483 loss_giou_aux: 2.308395 loss_class_dn: 0.317130 loss_bbox_dn: 0.150335 loss_giou_dn: 0.361210 loss_class_aux_dn: 1.681063 loss_bbox_aux_dn: 0.888117 loss_giou_aux_dn: 2.011378 loss: 13.263475 eta: 3 days, 1:14:48 batch_cost: 0.6377 data_cost: 0.0019 ips: 6.2722 images/s [04/13 18:02:01] ppdet.engine INFO: Epoch: [64] [5600/7329] learning_rate: 0.000100 loss_class: 0.507611 loss_bbox: 0.124061 loss_giou: 0.383961 loss_class_aux: 3.284970 loss_bbox_aux: 0.806502 loss_giou_aux: 2.430403 loss_class_dn: 0.300531 loss_bbox_dn: 0.118086 loss_giou_dn: 0.352347 loss_class_aux_dn: 1.606483 loss_bbox_aux_dn: 0.739305 loss_giou_aux_dn: 1.960632 loss: 13.041966 eta: 3 days, 1:13:43 batch_cost: 0.6519 data_cost: 0.0020 ips: 6.1364 images/s [04/13 18:03:14] ppdet.engine INFO: Epoch: [64] [5700/7329] learning_rate: 0.000100 loss_class: 0.588357 loss_bbox: 0.128076 loss_giou: 0.336313 loss_class_aux: 3.612790 loss_bbox_aux: 0.826434 loss_giou_aux: 2.214509 loss_class_dn: 0.327589 loss_bbox_dn: 0.127524 loss_giou_dn: 0.347106 loss_class_aux_dn: 1.780359 loss_bbox_aux_dn: 0.783725 loss_giou_aux_dn: 1.983706 loss: 13.972898 eta: 3 days, 1:12:39 batch_cost: 0.6637 data_cost: 0.0019 ips: 6.0268 images/s [04/13 18:04:25] ppdet.engine INFO: Epoch: [64] [5800/7329] learning_rate: 0.000100 loss_class: 0.566651 loss_bbox: 0.132666 loss_giou: 0.308321 loss_class_aux: 3.558588 loss_bbox_aux: 0.878912 loss_giou_aux: 1.932310 loss_class_dn: 0.301549 loss_bbox_dn: 0.138958 loss_giou_dn: 0.306589 loss_class_aux_dn: 1.623235 loss_bbox_aux_dn: 0.849655 loss_giou_aux_dn: 1.731500 loss: 12.992349 eta: 3 days, 1:11:34 batch_cost: 0.6548 data_cost: 0.0021 ips: 6.1091 images/s [04/13 18:05:36] ppdet.engine INFO: Epoch: [64] [5900/7329] learning_rate: 0.000100 loss_class: 0.570322 loss_bbox: 0.117292 loss_giou: 0.392690 loss_class_aux: 3.634420 loss_bbox_aux: 0.805452 loss_giou_aux: 2.499414 loss_class_dn: 0.317439 loss_bbox_dn: 0.123993 loss_giou_dn: 0.350034 loss_class_aux_dn: 1.675164 loss_bbox_aux_dn: 0.728257 loss_giou_aux_dn: 1.939901 loss: 12.874009 eta: 3 days, 1:10:29 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1258 images/s [04/13 18:06:47] ppdet.engine INFO: Epoch: [64] [6000/7329] learning_rate: 0.000100 loss_class: 0.563167 loss_bbox: 0.129186 loss_giou: 0.341267 loss_class_aux: 3.579811 loss_bbox_aux: 0.866173 loss_giou_aux: 2.189722 loss_class_dn: 0.313215 loss_bbox_dn: 0.149620 loss_giou_dn: 0.324176 loss_class_aux_dn: 1.673797 loss_bbox_aux_dn: 0.876083 loss_giou_aux_dn: 1.875528 loss: 13.555176 eta: 3 days, 1:09:24 batch_cost: 0.6518 data_cost: 0.0018 ips: 6.1372 images/s [04/13 18:07:58] ppdet.engine INFO: Epoch: [64] [6100/7329] learning_rate: 0.000100 loss_class: 0.530388 loss_bbox: 0.132701 loss_giou: 0.391594 loss_class_aux: 3.469203 loss_bbox_aux: 0.870036 loss_giou_aux: 2.638701 loss_class_dn: 0.322443 loss_bbox_dn: 0.132982 loss_giou_dn: 0.350375 loss_class_aux_dn: 1.756232 loss_bbox_aux_dn: 0.790204 loss_giou_aux_dn: 1.934682 loss: 13.461690 eta: 3 days, 1:08:19 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1737 images/s [04/13 18:09:10] ppdet.engine INFO: Epoch: [64] [6200/7329] learning_rate: 0.000100 loss_class: 0.596983 loss_bbox: 0.119882 loss_giou: 0.403139 loss_class_aux: 3.953737 loss_bbox_aux: 0.800882 loss_giou_aux: 2.503328 loss_class_dn: 0.347155 loss_bbox_dn: 0.127912 loss_giou_dn: 0.358760 loss_class_aux_dn: 1.841941 loss_bbox_aux_dn: 0.751605 loss_giou_aux_dn: 2.007235 loss: 14.709598 eta: 3 days, 1:07:14 batch_cost: 0.6593 data_cost: 0.0017 ips: 6.0667 images/s [04/13 18:10:19] ppdet.engine INFO: Epoch: [64] [6300/7329] learning_rate: 0.000100 loss_class: 0.591155 loss_bbox: 0.130965 loss_giou: 0.393861 loss_class_aux: 3.785490 loss_bbox_aux: 0.824481 loss_giou_aux: 2.524790 loss_class_dn: 0.358076 loss_bbox_dn: 0.125691 loss_giou_dn: 0.387399 loss_class_aux_dn: 1.911565 loss_bbox_aux_dn: 0.765535 loss_giou_aux_dn: 2.135729 loss: 14.659125 eta: 3 days, 1:06:08 batch_cost: 0.6413 data_cost: 0.0017 ips: 6.2370 images/s [04/13 18:11:30] ppdet.engine INFO: Epoch: [64] [6400/7329] learning_rate: 0.000100 loss_class: 0.554676 loss_bbox: 0.129433 loss_giou: 0.437856 loss_class_aux: 3.510280 loss_bbox_aux: 0.805052 loss_giou_aux: 2.762814 loss_class_dn: 0.353194 loss_bbox_dn: 0.140641 loss_giou_dn: 0.391895 loss_class_aux_dn: 1.915108 loss_bbox_aux_dn: 0.794772 loss_giou_aux_dn: 2.202389 loss: 14.539478 eta: 3 days, 1:05:03 batch_cost: 0.6479 data_cost: 0.0019 ips: 6.1738 images/s [04/13 18:12:41] ppdet.engine INFO: Epoch: [64] [6500/7329] learning_rate: 0.000100 loss_class: 0.610414 loss_bbox: 0.142929 loss_giou: 0.409537 loss_class_aux: 3.824036 loss_bbox_aux: 0.888872 loss_giou_aux: 2.669099 loss_class_dn: 0.356532 loss_bbox_dn: 0.138233 loss_giou_dn: 0.413762 loss_class_aux_dn: 1.858727 loss_bbox_aux_dn: 0.784941 loss_giou_aux_dn: 2.348164 loss: 15.355628 eta: 3 days, 1:03:58 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1163 images/s [04/13 18:13:53] ppdet.engine INFO: Epoch: [64] [6600/7329] learning_rate: 0.000100 loss_class: 0.535624 loss_bbox: 0.125712 loss_giou: 0.360173 loss_class_aux: 3.254726 loss_bbox_aux: 0.805147 loss_giou_aux: 2.221510 loss_class_dn: 0.316531 loss_bbox_dn: 0.125573 loss_giou_dn: 0.324009 loss_class_aux_dn: 1.696882 loss_bbox_aux_dn: 0.767475 loss_giou_aux_dn: 1.772667 loss: 12.769682 eta: 3 days, 1:02:54 batch_cost: 0.6615 data_cost: 0.0019 ips: 6.0473 images/s [04/13 18:15:05] ppdet.engine INFO: Epoch: [64] [6700/7329] learning_rate: 0.000100 loss_class: 0.571480 loss_bbox: 0.128215 loss_giou: 0.331788 loss_class_aux: 3.509214 loss_bbox_aux: 0.850323 loss_giou_aux: 2.145052 loss_class_dn: 0.313995 loss_bbox_dn: 0.129028 loss_giou_dn: 0.310228 loss_class_aux_dn: 1.739778 loss_bbox_aux_dn: 0.769544 loss_giou_aux_dn: 1.775851 loss: 13.058817 eta: 3 days, 1:01:49 batch_cost: 0.6580 data_cost: 0.0019 ips: 6.0793 images/s [04/13 18:16:15] ppdet.engine INFO: Epoch: [64] [6800/7329] learning_rate: 0.000100 loss_class: 0.452702 loss_bbox: 0.115101 loss_giou: 0.258631 loss_class_aux: 2.982787 loss_bbox_aux: 0.754331 loss_giou_aux: 1.628741 loss_class_dn: 0.265379 loss_bbox_dn: 0.117466 loss_giou_dn: 0.260141 loss_class_aux_dn: 1.424150 loss_bbox_aux_dn: 0.742444 loss_giou_aux_dn: 1.488216 loss: 11.285543 eta: 3 days, 1:00:44 batch_cost: 0.6452 data_cost: 0.0019 ips: 6.1997 images/s [04/13 18:17:25] ppdet.engine INFO: Epoch: [64] [6900/7329] learning_rate: 0.000100 loss_class: 0.573208 loss_bbox: 0.122423 loss_giou: 0.405001 loss_class_aux: 3.735840 loss_bbox_aux: 0.763516 loss_giou_aux: 2.570748 loss_class_dn: 0.325409 loss_bbox_dn: 0.120386 loss_giou_dn: 0.362349 loss_class_aux_dn: 1.714710 loss_bbox_aux_dn: 0.743064 loss_giou_aux_dn: 2.043753 loss: 13.695143 eta: 3 days, 0:59:38 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1472 images/s [04/13 18:18:36] ppdet.engine INFO: Epoch: [64] [7000/7329] learning_rate: 0.000100 loss_class: 0.509005 loss_bbox: 0.120745 loss_giou: 0.343725 loss_class_aux: 3.189700 loss_bbox_aux: 0.797828 loss_giou_aux: 2.132906 loss_class_dn: 0.284450 loss_bbox_dn: 0.119892 loss_giou_dn: 0.309800 loss_class_aux_dn: 1.532620 loss_bbox_aux_dn: 0.733520 loss_giou_aux_dn: 1.747520 loss: 12.069813 eta: 3 days, 0:58:33 batch_cost: 0.6525 data_cost: 0.0019 ips: 6.1301 images/s [04/13 18:19:46] ppdet.engine INFO: Epoch: [64] [7100/7329] learning_rate: 0.000100 loss_class: 0.562896 loss_bbox: 0.117703 loss_giou: 0.379057 loss_class_aux: 3.600454 loss_bbox_aux: 0.769466 loss_giou_aux: 2.394070 loss_class_dn: 0.337500 loss_bbox_dn: 0.119630 loss_giou_dn: 0.344982 loss_class_aux_dn: 1.821195 loss_bbox_aux_dn: 0.703415 loss_giou_aux_dn: 1.918494 loss: 13.344218 eta: 3 days, 0:57:28 batch_cost: 0.6426 data_cost: 0.0018 ips: 6.2249 images/s [04/13 18:20:55] ppdet.engine INFO: Epoch: [64] [7200/7329] learning_rate: 0.000100 loss_class: 0.587216 loss_bbox: 0.132066 loss_giou: 0.394430 loss_class_aux: 3.784895 loss_bbox_aux: 0.864438 loss_giou_aux: 2.609375 loss_class_dn: 0.341492 loss_bbox_dn: 0.138548 loss_giou_dn: 0.362005 loss_class_aux_dn: 1.843706 loss_bbox_aux_dn: 0.825147 loss_giou_aux_dn: 2.052742 loss: 14.162558 eta: 3 days, 0:56:22 batch_cost: 0.6429 data_cost: 0.0019 ips: 6.2217 images/s [04/13 18:22:05] ppdet.engine INFO: Epoch: [64] [7300/7329] learning_rate: 0.000100 loss_class: 0.568218 loss_bbox: 0.128235 loss_giou: 0.295277 loss_class_aux: 3.466114 loss_bbox_aux: 0.837566 loss_giou_aux: 1.912856 loss_class_dn: 0.317783 loss_bbox_dn: 0.125005 loss_giou_dn: 0.320693 loss_class_aux_dn: 1.708217 loss_bbox_aux_dn: 0.744284 loss_giou_aux_dn: 1.797710 loss: 13.158758 eta: 3 days, 0:55:16 batch_cost: 0.6403 data_cost: 0.0018 ips: 6.2470 images/s [04/13 18:22:28] ppdet.engine INFO: Eval iter: 0 [04/13 18:22:55] ppdet.engine INFO: Eval iter: 100 [04/13 18:23:23] ppdet.engine INFO: Eval iter: 200 [04/13 18:23:50] ppdet.engine INFO: Eval iter: 300 [04/13 18:24:18] ppdet.engine INFO: Eval iter: 400 [04/13 18:24:45] ppdet.engine INFO: Eval iter: 500 [04/13 18:25:13] ppdet.engine INFO: Eval iter: 600 [04/13 18:25:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 18:25:54] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.01s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=129.63s). Accumulating evaluation results... DONE (t=29.06s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/13 18:28:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.97564262951116 [04/13 18:28:49] ppdet.engine INFO: Best test bbox ap is 0.542. [04/13 18:28:53] ppdet.engine INFO: Epoch: [65] [ 0/7329] learning_rate: 0.000100 loss_class: 0.612934 loss_bbox: 0.129888 loss_giou: 0.315700 loss_class_aux: 3.776509 loss_bbox_aux: 0.848481 loss_giou_aux: 2.035478 loss_class_dn: 0.330380 loss_bbox_dn: 0.130703 loss_giou_dn: 0.346318 loss_class_aux_dn: 1.779601 loss_bbox_aux_dn: 0.770936 loss_giou_aux_dn: 1.960091 loss: 14.244051 eta: 3 days, 0:54:56 batch_cost: 0.6366 data_cost: 0.0018 ips: 6.2831 images/s [04/13 18:30:02] ppdet.engine INFO: Epoch: [65] [ 100/7329] learning_rate: 0.000100 loss_class: 0.561769 loss_bbox: 0.130168 loss_giou: 0.393227 loss_class_aux: 3.623171 loss_bbox_aux: 0.882948 loss_giou_aux: 2.548662 loss_class_dn: 0.326042 loss_bbox_dn: 0.145701 loss_giou_dn: 0.346226 loss_class_aux_dn: 1.733382 loss_bbox_aux_dn: 0.890826 loss_giou_aux_dn: 1.903283 loss: 14.156103 eta: 3 days, 0:53:50 batch_cost: 0.6421 data_cost: 0.0017 ips: 6.2300 images/s [04/13 18:31:12] ppdet.engine INFO: Epoch: [65] [ 200/7329] learning_rate: 0.000100 loss_class: 0.518302 loss_bbox: 0.123108 loss_giou: 0.314798 loss_class_aux: 3.313102 loss_bbox_aux: 0.768379 loss_giou_aux: 1.995116 loss_class_dn: 0.288634 loss_bbox_dn: 0.126494 loss_giou_dn: 0.300664 loss_class_aux_dn: 1.555440 loss_bbox_aux_dn: 0.746129 loss_giou_aux_dn: 1.674837 loss: 12.394924 eta: 3 days, 0:52:45 batch_cost: 0.6436 data_cost: 0.0018 ips: 6.2150 images/s [04/13 18:32:22] ppdet.engine INFO: Epoch: [65] [ 300/7329] learning_rate: 0.000100 loss_class: 0.489693 loss_bbox: 0.125323 loss_giou: 0.333266 loss_class_aux: 3.224642 loss_bbox_aux: 0.799602 loss_giou_aux: 2.023789 loss_class_dn: 0.298409 loss_bbox_dn: 0.122065 loss_giou_dn: 0.295779 loss_class_aux_dn: 1.624986 loss_bbox_aux_dn: 0.749764 loss_giou_aux_dn: 1.728549 loss: 12.769526 eta: 3 days, 0:51:39 batch_cost: 0.6435 data_cost: 0.0018 ips: 6.2158 images/s [04/13 18:33:34] ppdet.engine INFO: Epoch: [65] [ 400/7329] learning_rate: 0.000100 loss_class: 0.540625 loss_bbox: 0.131046 loss_giou: 0.350384 loss_class_aux: 3.501027 loss_bbox_aux: 0.809890 loss_giou_aux: 2.192983 loss_class_dn: 0.308952 loss_bbox_dn: 0.133488 loss_giou_dn: 0.311100 loss_class_aux_dn: 1.670463 loss_bbox_aux_dn: 0.769106 loss_giou_aux_dn: 1.754394 loss: 12.684189 eta: 3 days, 0:50:35 batch_cost: 0.6618 data_cost: 0.0018 ips: 6.0441 images/s [04/13 18:34:46] ppdet.engine INFO: Epoch: [65] [ 500/7329] learning_rate: 0.000100 loss_class: 0.588326 loss_bbox: 0.132111 loss_giou: 0.371105 loss_class_aux: 3.753624 loss_bbox_aux: 0.846508 loss_giou_aux: 2.309736 loss_class_dn: 0.324153 loss_bbox_dn: 0.132215 loss_giou_dn: 0.358316 loss_class_aux_dn: 1.736998 loss_bbox_aux_dn: 0.805950 loss_giou_aux_dn: 2.005497 loss: 13.457513 eta: 3 days, 0:49:30 batch_cost: 0.6593 data_cost: 0.0019 ips: 6.0671 images/s [04/13 18:35:56] ppdet.engine INFO: Epoch: [65] [ 600/7329] learning_rate: 0.000100 loss_class: 0.531401 loss_bbox: 0.143287 loss_giou: 0.382214 loss_class_aux: 3.421429 loss_bbox_aux: 0.920150 loss_giou_aux: 2.433983 loss_class_dn: 0.323822 loss_bbox_dn: 0.138649 loss_giou_dn: 0.354621 loss_class_aux_dn: 1.855390 loss_bbox_aux_dn: 0.839897 loss_giou_aux_dn: 1.968160 loss: 14.046055 eta: 3 days, 0:48:24 batch_cost: 0.6430 data_cost: 0.0018 ips: 6.2204 images/s [04/13 18:37:07] ppdet.engine INFO: Epoch: [65] [ 700/7329] learning_rate: 0.000100 loss_class: 0.586414 loss_bbox: 0.126509 loss_giou: 0.356586 loss_class_aux: 3.604359 loss_bbox_aux: 0.809475 loss_giou_aux: 2.286524 loss_class_dn: 0.309039 loss_bbox_dn: 0.129229 loss_giou_dn: 0.337091 loss_class_aux_dn: 1.680969 loss_bbox_aux_dn: 0.737395 loss_giou_aux_dn: 1.858766 loss: 12.837879 eta: 3 days, 0:47:20 batch_cost: 0.6581 data_cost: 0.0019 ips: 6.0778 images/s [04/13 18:38:19] ppdet.engine INFO: Epoch: [65] [ 800/7329] learning_rate: 0.000100 loss_class: 0.534586 loss_bbox: 0.130175 loss_giou: 0.383078 loss_class_aux: 3.435680 loss_bbox_aux: 0.873644 loss_giou_aux: 2.481098 loss_class_dn: 0.323812 loss_bbox_dn: 0.133114 loss_giou_dn: 0.348251 loss_class_aux_dn: 1.719477 loss_bbox_aux_dn: 0.787293 loss_giou_aux_dn: 1.965436 loss: 13.046823 eta: 3 days, 0:46:16 batch_cost: 0.6602 data_cost: 0.0018 ips: 6.0592 images/s [04/13 18:39:32] ppdet.engine INFO: Epoch: [65] [ 900/7329] learning_rate: 0.000100 loss_class: 0.557772 loss_bbox: 0.119214 loss_giou: 0.345750 loss_class_aux: 3.463650 loss_bbox_aux: 0.789149 loss_giou_aux: 2.164948 loss_class_dn: 0.292604 loss_bbox_dn: 0.117430 loss_giou_dn: 0.296667 loss_class_aux_dn: 1.572794 loss_bbox_aux_dn: 0.708176 loss_giou_aux_dn: 1.684494 loss: 12.528871 eta: 3 days, 0:45:12 batch_cost: 0.6657 data_cost: 0.0018 ips: 6.0087 images/s [04/13 18:40:43] ppdet.engine INFO: Epoch: [65] [1000/7329] learning_rate: 0.000100 loss_class: 0.613372 loss_bbox: 0.133585 loss_giou: 0.415681 loss_class_aux: 3.984808 loss_bbox_aux: 0.911346 loss_giou_aux: 2.615040 loss_class_dn: 0.337987 loss_bbox_dn: 0.128191 loss_giou_dn: 0.373880 loss_class_aux_dn: 1.802396 loss_bbox_aux_dn: 0.801267 loss_giou_aux_dn: 2.123565 loss: 14.678758 eta: 3 days, 0:44:07 batch_cost: 0.6568 data_cost: 0.0021 ips: 6.0898 images/s [04/13 18:41:54] ppdet.engine INFO: Epoch: [65] [1100/7329] learning_rate: 0.000100 loss_class: 0.535722 loss_bbox: 0.122347 loss_giou: 0.342552 loss_class_aux: 3.336138 loss_bbox_aux: 0.768244 loss_giou_aux: 2.165245 loss_class_dn: 0.311309 loss_bbox_dn: 0.123997 loss_giou_dn: 0.316526 loss_class_aux_dn: 1.661710 loss_bbox_aux_dn: 0.730286 loss_giou_aux_dn: 1.773188 loss: 12.057390 eta: 3 days, 0:43:02 batch_cost: 0.6520 data_cost: 0.0020 ips: 6.1349 images/s [04/13 18:43:05] ppdet.engine INFO: Epoch: [65] [1200/7329] learning_rate: 0.000100 loss_class: 0.534526 loss_bbox: 0.124641 loss_giou: 0.350973 loss_class_aux: 3.275971 loss_bbox_aux: 0.784238 loss_giou_aux: 2.187500 loss_class_dn: 0.302504 loss_bbox_dn: 0.121964 loss_giou_dn: 0.320965 loss_class_aux_dn: 1.631950 loss_bbox_aux_dn: 0.736729 loss_giou_aux_dn: 1.777570 loss: 12.194571 eta: 3 days, 0:41:57 batch_cost: 0.6538 data_cost: 0.0019 ips: 6.1181 images/s [04/13 18:44:15] ppdet.engine INFO: Epoch: [65] [1300/7329] learning_rate: 0.000100 loss_class: 0.587037 loss_bbox: 0.124784 loss_giou: 0.401019 loss_class_aux: 3.786914 loss_bbox_aux: 0.803856 loss_giou_aux: 2.564732 loss_class_dn: 0.337912 loss_bbox_dn: 0.131453 loss_giou_dn: 0.351683 loss_class_aux_dn: 1.785261 loss_bbox_aux_dn: 0.762720 loss_giou_aux_dn: 1.979696 loss: 13.683396 eta: 3 days, 0:40:52 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1784 images/s [04/13 18:45:25] ppdet.engine INFO: Epoch: [65] [1400/7329] learning_rate: 0.000100 loss_class: 0.472130 loss_bbox: 0.129127 loss_giou: 0.341319 loss_class_aux: 3.006004 loss_bbox_aux: 0.823951 loss_giou_aux: 2.124676 loss_class_dn: 0.275879 loss_bbox_dn: 0.126956 loss_giou_dn: 0.300355 loss_class_aux_dn: 1.517217 loss_bbox_aux_dn: 0.767878 loss_giou_aux_dn: 1.689327 loss: 11.937952 eta: 3 days, 0:39:46 batch_cost: 0.6450 data_cost: 0.0020 ips: 6.2019 images/s [04/13 18:46:35] ppdet.engine INFO: Epoch: [65] [1500/7329] learning_rate: 0.000100 loss_class: 0.579820 loss_bbox: 0.130028 loss_giou: 0.357164 loss_class_aux: 3.696309 loss_bbox_aux: 0.884662 loss_giou_aux: 2.268103 loss_class_dn: 0.325894 loss_bbox_dn: 0.141157 loss_giou_dn: 0.331974 loss_class_aux_dn: 1.742130 loss_bbox_aux_dn: 0.862858 loss_giou_aux_dn: 1.852744 loss: 13.689353 eta: 3 days, 0:38:40 batch_cost: 0.6461 data_cost: 0.0019 ips: 6.1908 images/s [04/13 18:47:46] ppdet.engine INFO: Epoch: [65] [1600/7329] learning_rate: 0.000100 loss_class: 0.568718 loss_bbox: 0.124589 loss_giou: 0.394755 loss_class_aux: 3.615039 loss_bbox_aux: 0.821474 loss_giou_aux: 2.568242 loss_class_dn: 0.330247 loss_bbox_dn: 0.123392 loss_giou_dn: 0.373796 loss_class_aux_dn: 1.791946 loss_bbox_aux_dn: 0.731699 loss_giou_aux_dn: 2.026215 loss: 13.419985 eta: 3 days, 0:37:35 batch_cost: 0.6525 data_cost: 0.0019 ips: 6.1304 images/s [04/13 18:48:56] ppdet.engine INFO: Epoch: [65] [1700/7329] learning_rate: 0.000100 loss_class: 0.551701 loss_bbox: 0.118342 loss_giou: 0.352237 loss_class_aux: 3.500128 loss_bbox_aux: 0.756242 loss_giou_aux: 2.310389 loss_class_dn: 0.325297 loss_bbox_dn: 0.113771 loss_giou_dn: 0.339098 loss_class_aux_dn: 1.717057 loss_bbox_aux_dn: 0.710374 loss_giou_aux_dn: 1.845642 loss: 12.950303 eta: 3 days, 0:36:30 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1541 images/s [04/13 18:50:11] ppdet.engine INFO: Epoch: [65] [1800/7329] learning_rate: 0.000100 loss_class: 0.503752 loss_bbox: 0.123007 loss_giou: 0.340474 loss_class_aux: 3.424040 loss_bbox_aux: 0.748838 loss_giou_aux: 2.150004 loss_class_dn: 0.300987 loss_bbox_dn: 0.120313 loss_giou_dn: 0.320594 loss_class_aux_dn: 1.591692 loss_bbox_aux_dn: 0.725828 loss_giou_aux_dn: 1.825517 loss: 12.987126 eta: 3 days, 0:35:27 batch_cost: 0.6798 data_cost: 0.0018 ips: 5.8842 images/s [04/13 18:51:22] ppdet.engine INFO: Epoch: [65] [1900/7329] learning_rate: 0.000100 loss_class: 0.504540 loss_bbox: 0.116967 loss_giou: 0.295691 loss_class_aux: 3.372581 loss_bbox_aux: 0.803834 loss_giou_aux: 1.876912 loss_class_dn: 0.276984 loss_bbox_dn: 0.139478 loss_giou_dn: 0.279256 loss_class_aux_dn: 1.520716 loss_bbox_aux_dn: 0.804648 loss_giou_aux_dn: 1.554594 loss: 11.891222 eta: 3 days, 0:34:22 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1524 images/s [04/13 18:52:31] ppdet.engine INFO: Epoch: [65] [2000/7329] learning_rate: 0.000100 loss_class: 0.607897 loss_bbox: 0.124509 loss_giou: 0.377449 loss_class_aux: 3.873418 loss_bbox_aux: 0.832293 loss_giou_aux: 2.339158 loss_class_dn: 0.332296 loss_bbox_dn: 0.134664 loss_giou_dn: 0.350959 loss_class_aux_dn: 1.783387 loss_bbox_aux_dn: 0.803951 loss_giou_aux_dn: 1.939479 loss: 13.677126 eta: 3 days, 0:33:16 batch_cost: 0.6431 data_cost: 0.0020 ips: 6.2197 images/s [04/13 18:53:43] ppdet.engine INFO: Epoch: [65] [2100/7329] learning_rate: 0.000100 loss_class: 0.572151 loss_bbox: 0.130152 loss_giou: 0.353608 loss_class_aux: 3.541185 loss_bbox_aux: 0.847014 loss_giou_aux: 2.331961 loss_class_dn: 0.315937 loss_bbox_dn: 0.135706 loss_giou_dn: 0.351611 loss_class_aux_dn: 1.675209 loss_bbox_aux_dn: 0.842281 loss_giou_aux_dn: 1.977400 loss: 13.503267 eta: 3 days, 0:32:12 batch_cost: 0.6570 data_cost: 0.0020 ips: 6.0887 images/s [04/13 18:54:53] ppdet.engine INFO: Epoch: [65] [2200/7329] learning_rate: 0.000100 loss_class: 0.540932 loss_bbox: 0.132032 loss_giou: 0.332271 loss_class_aux: 3.476348 loss_bbox_aux: 0.842235 loss_giou_aux: 2.055476 loss_class_dn: 0.296202 loss_bbox_dn: 0.130805 loss_giou_dn: 0.291703 loss_class_aux_dn: 1.648975 loss_bbox_aux_dn: 0.788572 loss_giou_aux_dn: 1.656087 loss: 13.083221 eta: 3 days, 0:31:06 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1817 images/s [04/13 18:56:04] ppdet.engine INFO: Epoch: [65] [2300/7329] learning_rate: 0.000100 loss_class: 0.573047 loss_bbox: 0.136937 loss_giou: 0.337929 loss_class_aux: 3.578093 loss_bbox_aux: 0.896098 loss_giou_aux: 2.143266 loss_class_dn: 0.350090 loss_bbox_dn: 0.132994 loss_giou_dn: 0.350802 loss_class_aux_dn: 1.885936 loss_bbox_aux_dn: 0.812491 loss_giou_aux_dn: 1.992195 loss: 14.656693 eta: 3 days, 0:30:02 batch_cost: 0.6564 data_cost: 0.0018 ips: 6.0938 images/s [04/13 18:57:15] ppdet.engine INFO: Epoch: [65] [2400/7329] learning_rate: 0.000100 loss_class: 0.595055 loss_bbox: 0.141079 loss_giou: 0.389138 loss_class_aux: 3.919090 loss_bbox_aux: 0.900028 loss_giou_aux: 2.372101 loss_class_dn: 0.344114 loss_bbox_dn: 0.128055 loss_giou_dn: 0.367706 loss_class_aux_dn: 1.860383 loss_bbox_aux_dn: 0.794675 loss_giou_aux_dn: 2.075987 loss: 14.177872 eta: 3 days, 0:28:57 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1388 images/s [04/13 18:58:30] ppdet.engine INFO: Epoch: [65] [2500/7329] learning_rate: 0.000100 loss_class: 0.607547 loss_bbox: 0.138251 loss_giou: 0.450556 loss_class_aux: 3.822523 loss_bbox_aux: 0.925250 loss_giou_aux: 2.942098 loss_class_dn: 0.359173 loss_bbox_dn: 0.142030 loss_giou_dn: 0.412157 loss_class_aux_dn: 1.897349 loss_bbox_aux_dn: 0.879062 loss_giou_aux_dn: 2.321009 loss: 16.004925 eta: 3 days, 0:27:54 batch_cost: 0.6808 data_cost: 0.0017 ips: 5.8753 images/s [04/13 18:59:40] ppdet.engine INFO: Epoch: [65] [2600/7329] learning_rate: 0.000100 loss_class: 0.555038 loss_bbox: 0.132729 loss_giou: 0.375004 loss_class_aux: 3.690129 loss_bbox_aux: 0.865823 loss_giou_aux: 2.238546 loss_class_dn: 0.319187 loss_bbox_dn: 0.123271 loss_giou_dn: 0.342034 loss_class_aux_dn: 1.734213 loss_bbox_aux_dn: 0.761372 loss_giou_aux_dn: 1.941218 loss: 13.634420 eta: 3 days, 0:26:48 batch_cost: 0.6437 data_cost: 0.0019 ips: 6.2141 images/s [04/13 19:00:52] ppdet.engine INFO: Epoch: [65] [2700/7329] learning_rate: 0.000100 loss_class: 0.519061 loss_bbox: 0.117325 loss_giou: 0.349090 loss_class_aux: 3.414085 loss_bbox_aux: 0.772807 loss_giou_aux: 2.135075 loss_class_dn: 0.311720 loss_bbox_dn: 0.117597 loss_giou_dn: 0.316249 loss_class_aux_dn: 1.674330 loss_bbox_aux_dn: 0.686298 loss_giou_aux_dn: 1.785374 loss: 12.818484 eta: 3 days, 0:25:44 batch_cost: 0.6593 data_cost: 0.0018 ips: 6.0670 images/s [04/13 19:02:04] ppdet.engine INFO: Epoch: [65] [2800/7329] learning_rate: 0.000100 loss_class: 0.543574 loss_bbox: 0.116222 loss_giou: 0.342950 loss_class_aux: 3.535867 loss_bbox_aux: 0.774305 loss_giou_aux: 2.146142 loss_class_dn: 0.304960 loss_bbox_dn: 0.120488 loss_giou_dn: 0.306963 loss_class_aux_dn: 1.667803 loss_bbox_aux_dn: 0.725265 loss_giou_aux_dn: 1.751617 loss: 12.843039 eta: 3 days, 0:24:40 batch_cost: 0.6639 data_cost: 0.0019 ips: 6.0254 images/s [04/13 19:03:16] ppdet.engine INFO: Epoch: [65] [2900/7329] learning_rate: 0.000100 loss_class: 0.562433 loss_bbox: 0.139573 loss_giou: 0.362080 loss_class_aux: 3.621051 loss_bbox_aux: 0.902880 loss_giou_aux: 2.248600 loss_class_dn: 0.331505 loss_bbox_dn: 0.137954 loss_giou_dn: 0.323962 loss_class_aux_dn: 1.774722 loss_bbox_aux_dn: 0.812038 loss_giou_aux_dn: 1.837276 loss: 13.598249 eta: 3 days, 0:23:35 batch_cost: 0.6578 data_cost: 0.0018 ips: 6.0807 images/s [04/13 19:04:26] ppdet.engine INFO: Epoch: [65] [3000/7329] learning_rate: 0.000100 loss_class: 0.554083 loss_bbox: 0.123232 loss_giou: 0.379075 loss_class_aux: 3.445720 loss_bbox_aux: 0.834571 loss_giou_aux: 2.368032 loss_class_dn: 0.317939 loss_bbox_dn: 0.134884 loss_giou_dn: 0.389295 loss_class_aux_dn: 1.711021 loss_bbox_aux_dn: 0.812553 loss_giou_aux_dn: 2.137985 loss: 13.847576 eta: 3 days, 0:22:30 batch_cost: 0.6487 data_cost: 0.0017 ips: 6.1664 images/s [04/13 19:05:38] ppdet.engine INFO: Epoch: [65] [3100/7329] learning_rate: 0.000100 loss_class: 0.513414 loss_bbox: 0.127112 loss_giou: 0.343156 loss_class_aux: 3.173449 loss_bbox_aux: 0.800763 loss_giou_aux: 2.175821 loss_class_dn: 0.292562 loss_bbox_dn: 0.135318 loss_giou_dn: 0.302488 loss_class_aux_dn: 1.594836 loss_bbox_aux_dn: 0.781319 loss_giou_aux_dn: 1.601727 loss: 12.183239 eta: 3 days, 0:21:25 batch_cost: 0.6612 data_cost: 0.0021 ips: 6.0493 images/s [04/13 19:06:48] ppdet.engine INFO: Epoch: [65] [3200/7329] learning_rate: 0.000100 loss_class: 0.566532 loss_bbox: 0.128632 loss_giou: 0.389829 loss_class_aux: 3.512242 loss_bbox_aux: 0.861926 loss_giou_aux: 2.484199 loss_class_dn: 0.341333 loss_bbox_dn: 0.129781 loss_giou_dn: 0.357988 loss_class_aux_dn: 1.819868 loss_bbox_aux_dn: 0.775677 loss_giou_aux_dn: 1.994658 loss: 14.358186 eta: 3 days, 0:20:20 batch_cost: 0.6498 data_cost: 0.0018 ips: 6.1556 images/s [04/13 19:08:01] ppdet.engine INFO: Epoch: [65] [3300/7329] learning_rate: 0.000100 loss_class: 0.535789 loss_bbox: 0.120176 loss_giou: 0.412308 loss_class_aux: 3.472120 loss_bbox_aux: 0.777261 loss_giou_aux: 2.622802 loss_class_dn: 0.328685 loss_bbox_dn: 0.115140 loss_giou_dn: 0.365446 loss_class_aux_dn: 1.757902 loss_bbox_aux_dn: 0.750192 loss_giou_aux_dn: 2.071258 loss: 14.055719 eta: 3 days, 0:19:17 batch_cost: 0.6686 data_cost: 0.0018 ips: 5.9822 images/s [04/13 19:09:11] ppdet.engine INFO: Epoch: [65] [3400/7329] learning_rate: 0.000100 loss_class: 0.519522 loss_bbox: 0.123908 loss_giou: 0.406698 loss_class_aux: 3.335465 loss_bbox_aux: 0.822735 loss_giou_aux: 2.546720 loss_class_dn: 0.306232 loss_bbox_dn: 0.123002 loss_giou_dn: 0.371995 loss_class_aux_dn: 1.699944 loss_bbox_aux_dn: 0.740676 loss_giou_aux_dn: 2.059158 loss: 13.762270 eta: 3 days, 0:18:11 batch_cost: 0.6456 data_cost: 0.0018 ips: 6.1961 images/s [04/13 19:10:22] ppdet.engine INFO: Epoch: [65] [3500/7329] learning_rate: 0.000100 loss_class: 0.566375 loss_bbox: 0.121364 loss_giou: 0.377208 loss_class_aux: 3.499352 loss_bbox_aux: 0.827763 loss_giou_aux: 2.413716 loss_class_dn: 0.307080 loss_bbox_dn: 0.121662 loss_giou_dn: 0.369671 loss_class_aux_dn: 1.620013 loss_bbox_aux_dn: 0.751922 loss_giou_aux_dn: 2.109970 loss: 13.760820 eta: 3 days, 0:17:06 batch_cost: 0.6516 data_cost: 0.0018 ips: 6.1387 images/s [04/13 19:11:32] ppdet.engine INFO: Epoch: [65] [3600/7329] learning_rate: 0.000100 loss_class: 0.540545 loss_bbox: 0.116108 loss_giou: 0.310322 loss_class_aux: 3.435990 loss_bbox_aux: 0.802216 loss_giou_aux: 2.028499 loss_class_dn: 0.305788 loss_bbox_dn: 0.120909 loss_giou_dn: 0.296847 loss_class_aux_dn: 1.656946 loss_bbox_aux_dn: 0.703512 loss_giou_aux_dn: 1.670331 loss: 12.753624 eta: 3 days, 0:16:00 batch_cost: 0.6461 data_cost: 0.0019 ips: 6.1912 images/s [04/13 19:12:42] ppdet.engine INFO: Epoch: [65] [3700/7329] learning_rate: 0.000100 loss_class: 0.587375 loss_bbox: 0.142942 loss_giou: 0.373569 loss_class_aux: 3.711470 loss_bbox_aux: 0.905300 loss_giou_aux: 2.359762 loss_class_dn: 0.341228 loss_bbox_dn: 0.146342 loss_giou_dn: 0.346930 loss_class_aux_dn: 1.848148 loss_bbox_aux_dn: 0.874330 loss_giou_aux_dn: 1.950024 loss: 13.856396 eta: 3 days, 0:14:55 batch_cost: 0.6455 data_cost: 0.0019 ips: 6.1970 images/s [04/13 19:13:54] ppdet.engine INFO: Epoch: [65] [3800/7329] learning_rate: 0.000100 loss_class: 0.616703 loss_bbox: 0.142554 loss_giou: 0.398042 loss_class_aux: 3.965668 loss_bbox_aux: 0.922069 loss_giou_aux: 2.547649 loss_class_dn: 0.339724 loss_bbox_dn: 0.146479 loss_giou_dn: 0.367186 loss_class_aux_dn: 1.848156 loss_bbox_aux_dn: 0.875658 loss_giou_aux_dn: 2.083437 loss: 14.062551 eta: 3 days, 0:13:51 batch_cost: 0.6626 data_cost: 0.0018 ips: 6.0364 images/s [04/13 19:15:05] ppdet.engine INFO: Epoch: [65] [3900/7329] learning_rate: 0.000100 loss_class: 0.547587 loss_bbox: 0.112885 loss_giou: 0.260970 loss_class_aux: 3.381911 loss_bbox_aux: 0.741222 loss_giou_aux: 1.694948 loss_class_dn: 0.272799 loss_bbox_dn: 0.134080 loss_giou_dn: 0.264242 loss_class_aux_dn: 1.531749 loss_bbox_aux_dn: 0.769593 loss_giou_aux_dn: 1.510768 loss: 11.367123 eta: 3 days, 0:12:45 batch_cost: 0.6499 data_cost: 0.0019 ips: 6.1545 images/s [04/13 19:16:15] ppdet.engine INFO: Epoch: [65] [4000/7329] learning_rate: 0.000100 loss_class: 0.622338 loss_bbox: 0.127773 loss_giou: 0.405090 loss_class_aux: 3.982628 loss_bbox_aux: 0.883091 loss_giou_aux: 2.702378 loss_class_dn: 0.356585 loss_bbox_dn: 0.139853 loss_giou_dn: 0.418088 loss_class_aux_dn: 1.878290 loss_bbox_aux_dn: 0.857727 loss_giou_aux_dn: 2.309913 loss: 15.335711 eta: 3 days, 0:11:40 batch_cost: 0.6441 data_cost: 0.0020 ips: 6.2104 images/s [04/13 19:17:26] ppdet.engine INFO: Epoch: [65] [4100/7329] learning_rate: 0.000100 loss_class: 0.610574 loss_bbox: 0.129606 loss_giou: 0.382429 loss_class_aux: 3.987926 loss_bbox_aux: 0.835454 loss_giou_aux: 2.368753 loss_class_dn: 0.338527 loss_bbox_dn: 0.136275 loss_giou_dn: 0.367040 loss_class_aux_dn: 1.806978 loss_bbox_aux_dn: 0.821480 loss_giou_aux_dn: 2.055184 loss: 14.466225 eta: 3 days, 0:10:35 batch_cost: 0.6556 data_cost: 0.0018 ips: 6.1017 images/s [04/13 19:18:36] ppdet.engine INFO: Epoch: [65] [4200/7329] learning_rate: 0.000100 loss_class: 0.609510 loss_bbox: 0.135839 loss_giou: 0.476186 loss_class_aux: 4.105583 loss_bbox_aux: 0.886743 loss_giou_aux: 2.915489 loss_class_dn: 0.358639 loss_bbox_dn: 0.136185 loss_giou_dn: 0.438017 loss_class_aux_dn: 1.969468 loss_bbox_aux_dn: 0.850385 loss_giou_aux_dn: 2.356004 loss: 15.627436 eta: 3 days, 0:09:29 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1888 images/s [04/13 19:19:46] ppdet.engine INFO: Epoch: [65] [4300/7329] learning_rate: 0.000100 loss_class: 0.498697 loss_bbox: 0.117194 loss_giou: 0.309944 loss_class_aux: 3.324555 loss_bbox_aux: 0.822364 loss_giou_aux: 2.020366 loss_class_dn: 0.281579 loss_bbox_dn: 0.134661 loss_giou_dn: 0.295433 loss_class_aux_dn: 1.540480 loss_bbox_aux_dn: 0.792722 loss_giou_aux_dn: 1.701458 loss: 11.576307 eta: 3 days, 0:08:23 batch_cost: 0.6411 data_cost: 0.0018 ips: 6.2392 images/s [04/13 19:20:56] ppdet.engine INFO: Epoch: [65] [4400/7329] learning_rate: 0.000100 loss_class: 0.516745 loss_bbox: 0.131618 loss_giou: 0.321012 loss_class_aux: 3.301553 loss_bbox_aux: 0.798570 loss_giou_aux: 2.071488 loss_class_dn: 0.293392 loss_bbox_dn: 0.137783 loss_giou_dn: 0.317651 loss_class_aux_dn: 1.567538 loss_bbox_aux_dn: 0.802921 loss_giou_aux_dn: 1.730658 loss: 12.257919 eta: 3 days, 0:07:18 batch_cost: 0.6475 data_cost: 0.0018 ips: 6.1775 images/s [04/13 19:22:09] ppdet.engine INFO: Epoch: [65] [4500/7329] learning_rate: 0.000100 loss_class: 0.567921 loss_bbox: 0.123190 loss_giou: 0.368970 loss_class_aux: 3.492246 loss_bbox_aux: 0.802281 loss_giou_aux: 2.310766 loss_class_dn: 0.309923 loss_bbox_dn: 0.125837 loss_giou_dn: 0.332240 loss_class_aux_dn: 1.668266 loss_bbox_aux_dn: 0.778291 loss_giou_aux_dn: 1.861692 loss: 13.061188 eta: 3 days, 0:06:14 batch_cost: 0.6673 data_cost: 0.0019 ips: 5.9940 images/s [04/13 19:23:20] ppdet.engine INFO: Epoch: [65] [4600/7329] learning_rate: 0.000100 loss_class: 0.563944 loss_bbox: 0.123072 loss_giou: 0.362334 loss_class_aux: 3.678679 loss_bbox_aux: 0.813428 loss_giou_aux: 2.306039 loss_class_dn: 0.328314 loss_bbox_dn: 0.128076 loss_giou_dn: 0.345793 loss_class_aux_dn: 1.762554 loss_bbox_aux_dn: 0.779851 loss_giou_aux_dn: 1.933809 loss: 13.678034 eta: 3 days, 0:05:09 batch_cost: 0.6477 data_cost: 0.0018 ips: 6.1753 images/s [04/13 19:24:29] ppdet.engine INFO: Epoch: [65] [4700/7329] learning_rate: 0.000100 loss_class: 0.578593 loss_bbox: 0.130565 loss_giou: 0.373960 loss_class_aux: 3.657783 loss_bbox_aux: 0.847180 loss_giou_aux: 2.318013 loss_class_dn: 0.306235 loss_bbox_dn: 0.120182 loss_giou_dn: 0.338363 loss_class_aux_dn: 1.678980 loss_bbox_aux_dn: 0.750722 loss_giou_aux_dn: 1.905597 loss: 12.847255 eta: 3 days, 0:04:03 batch_cost: 0.6445 data_cost: 0.0019 ips: 6.2059 images/s [04/13 19:25:40] ppdet.engine INFO: Epoch: [65] [4800/7329] learning_rate: 0.000100 loss_class: 0.549861 loss_bbox: 0.115487 loss_giou: 0.364169 loss_class_aux: 3.553363 loss_bbox_aux: 0.766266 loss_giou_aux: 2.237333 loss_class_dn: 0.319148 loss_bbox_dn: 0.112641 loss_giou_dn: 0.344813 loss_class_aux_dn: 1.736041 loss_bbox_aux_dn: 0.665200 loss_giou_aux_dn: 1.880464 loss: 12.696198 eta: 3 days, 0:02:58 batch_cost: 0.6466 data_cost: 0.0020 ips: 6.1862 images/s [04/13 19:26:51] ppdet.engine INFO: Epoch: [65] [4900/7329] learning_rate: 0.000100 loss_class: 0.592899 loss_bbox: 0.125157 loss_giou: 0.378448 loss_class_aux: 3.762665 loss_bbox_aux: 0.823373 loss_giou_aux: 2.368404 loss_class_dn: 0.310500 loss_bbox_dn: 0.126243 loss_giou_dn: 0.335270 loss_class_aux_dn: 1.656254 loss_bbox_aux_dn: 0.766227 loss_giou_aux_dn: 1.840199 loss: 13.611423 eta: 3 days, 0:01:53 batch_cost: 0.6564 data_cost: 0.0019 ips: 6.0942 images/s [04/13 19:28:02] ppdet.engine INFO: Epoch: [65] [5000/7329] learning_rate: 0.000100 loss_class: 0.531067 loss_bbox: 0.116917 loss_giou: 0.332924 loss_class_aux: 3.439011 loss_bbox_aux: 0.788373 loss_giou_aux: 2.133105 loss_class_dn: 0.320937 loss_bbox_dn: 0.120103 loss_giou_dn: 0.304221 loss_class_aux_dn: 1.716867 loss_bbox_aux_dn: 0.744125 loss_giou_aux_dn: 1.692304 loss: 12.548561 eta: 3 days, 0:00:48 batch_cost: 0.6560 data_cost: 0.0019 ips: 6.0980 images/s [04/13 19:29:13] ppdet.engine INFO: Epoch: [65] [5100/7329] learning_rate: 0.000100 loss_class: 0.557771 loss_bbox: 0.129731 loss_giou: 0.392699 loss_class_aux: 3.511442 loss_bbox_aux: 0.857291 loss_giou_aux: 2.470751 loss_class_dn: 0.334272 loss_bbox_dn: 0.122433 loss_giou_dn: 0.351457 loss_class_aux_dn: 1.802267 loss_bbox_aux_dn: 0.754120 loss_giou_aux_dn: 2.007923 loss: 14.131581 eta: 2 days, 23:59:43 batch_cost: 0.6508 data_cost: 0.0019 ips: 6.1463 images/s [04/13 19:30:24] ppdet.engine INFO: Epoch: [65] [5200/7329] learning_rate: 0.000100 loss_class: 0.553504 loss_bbox: 0.127916 loss_giou: 0.391884 loss_class_aux: 3.373365 loss_bbox_aux: 0.855326 loss_giou_aux: 2.523310 loss_class_dn: 0.323654 loss_bbox_dn: 0.135093 loss_giou_dn: 0.344516 loss_class_aux_dn: 1.759848 loss_bbox_aux_dn: 0.820886 loss_giou_aux_dn: 1.980027 loss: 13.456274 eta: 2 days, 23:58:38 batch_cost: 0.6552 data_cost: 0.0019 ips: 6.1050 images/s [04/13 19:31:35] ppdet.engine INFO: Epoch: [65] [5300/7329] learning_rate: 0.000100 loss_class: 0.539909 loss_bbox: 0.124262 loss_giou: 0.414292 loss_class_aux: 3.586190 loss_bbox_aux: 0.794571 loss_giou_aux: 2.538713 loss_class_dn: 0.328749 loss_bbox_dn: 0.126117 loss_giou_dn: 0.357284 loss_class_aux_dn: 1.782847 loss_bbox_aux_dn: 0.787599 loss_giou_aux_dn: 2.033095 loss: 13.672066 eta: 2 days, 23:57:33 batch_cost: 0.6560 data_cost: 0.0019 ips: 6.0976 images/s [04/13 19:32:45] ppdet.engine INFO: Epoch: [65] [5400/7329] learning_rate: 0.000100 loss_class: 0.544064 loss_bbox: 0.131094 loss_giou: 0.397286 loss_class_aux: 3.487977 loss_bbox_aux: 0.890042 loss_giou_aux: 2.431597 loss_class_dn: 0.327223 loss_bbox_dn: 0.141444 loss_giou_dn: 0.350614 loss_class_aux_dn: 1.737336 loss_bbox_aux_dn: 0.799753 loss_giou_aux_dn: 1.955626 loss: 13.700651 eta: 2 days, 23:56:28 batch_cost: 0.6497 data_cost: 0.0019 ips: 6.1563 images/s [04/13 19:33:59] ppdet.engine INFO: Epoch: [65] [5500/7329] learning_rate: 0.000100 loss_class: 0.639629 loss_bbox: 0.135112 loss_giou: 0.466213 loss_class_aux: 4.074082 loss_bbox_aux: 0.876978 loss_giou_aux: 2.972464 loss_class_dn: 0.383733 loss_bbox_dn: 0.149086 loss_giou_dn: 0.418215 loss_class_aux_dn: 2.006291 loss_bbox_aux_dn: 0.832185 loss_giou_aux_dn: 2.303331 loss: 15.567420 eta: 2 days, 23:55:25 batch_cost: 0.6686 data_cost: 0.0018 ips: 5.9828 images/s [04/13 19:35:09] ppdet.engine INFO: Epoch: [65] [5600/7329] learning_rate: 0.000100 loss_class: 0.532503 loss_bbox: 0.130001 loss_giou: 0.357218 loss_class_aux: 3.539053 loss_bbox_aux: 0.876327 loss_giou_aux: 2.289643 loss_class_dn: 0.327525 loss_bbox_dn: 0.127216 loss_giou_dn: 0.329619 loss_class_aux_dn: 1.769946 loss_bbox_aux_dn: 0.760084 loss_giou_aux_dn: 1.864979 loss: 13.504913 eta: 2 days, 23:54:19 batch_cost: 0.6495 data_cost: 0.0019 ips: 6.1587 images/s [04/13 19:36:19] ppdet.engine INFO: Epoch: [65] [5700/7329] learning_rate: 0.000100 loss_class: 0.549463 loss_bbox: 0.136635 loss_giou: 0.314923 loss_class_aux: 3.319034 loss_bbox_aux: 0.915332 loss_giou_aux: 1.989449 loss_class_dn: 0.306000 loss_bbox_dn: 0.124311 loss_giou_dn: 0.299754 loss_class_aux_dn: 1.651546 loss_bbox_aux_dn: 0.724711 loss_giou_aux_dn: 1.711861 loss: 12.278652 eta: 2 days, 23:53:14 batch_cost: 0.6473 data_cost: 0.0022 ips: 6.1797 images/s [04/13 19:37:28] ppdet.engine INFO: Epoch: [65] [5800/7329] learning_rate: 0.000100 loss_class: 0.568932 loss_bbox: 0.126515 loss_giou: 0.396802 loss_class_aux: 3.638719 loss_bbox_aux: 0.814863 loss_giou_aux: 2.473228 loss_class_dn: 0.316990 loss_bbox_dn: 0.137726 loss_giou_dn: 0.356821 loss_class_aux_dn: 1.726383 loss_bbox_aux_dn: 0.862445 loss_giou_aux_dn: 1.961676 loss: 13.282226 eta: 2 days, 23:52:07 batch_cost: 0.6339 data_cost: 0.0018 ips: 6.3098 images/s [04/13 19:38:38] ppdet.engine INFO: Epoch: [65] [5900/7329] learning_rate: 0.000100 loss_class: 0.579352 loss_bbox: 0.138657 loss_giou: 0.413254 loss_class_aux: 3.796637 loss_bbox_aux: 0.885048 loss_giou_aux: 2.596383 loss_class_dn: 0.340510 loss_bbox_dn: 0.134405 loss_giou_dn: 0.358269 loss_class_aux_dn: 1.803060 loss_bbox_aux_dn: 0.809789 loss_giou_aux_dn: 2.020396 loss: 14.161917 eta: 2 days, 23:51:02 batch_cost: 0.6456 data_cost: 0.0017 ips: 6.1961 images/s [04/13 19:39:49] ppdet.engine INFO: Epoch: [65] [6000/7329] learning_rate: 0.000100 loss_class: 0.529883 loss_bbox: 0.124282 loss_giou: 0.398396 loss_class_aux: 3.347855 loss_bbox_aux: 0.837439 loss_giou_aux: 2.568685 loss_class_dn: 0.319884 loss_bbox_dn: 0.113794 loss_giou_dn: 0.365891 loss_class_aux_dn: 1.677897 loss_bbox_aux_dn: 0.723479 loss_giou_aux_dn: 2.037164 loss: 13.319403 eta: 2 days, 23:49:57 batch_cost: 0.6529 data_cost: 0.0018 ips: 6.1265 images/s [04/13 19:41:01] ppdet.engine INFO: Epoch: [65] [6100/7329] learning_rate: 0.000100 loss_class: 0.513280 loss_bbox: 0.124052 loss_giou: 0.384670 loss_class_aux: 3.382502 loss_bbox_aux: 0.813986 loss_giou_aux: 2.290617 loss_class_dn: 0.317421 loss_bbox_dn: 0.136243 loss_giou_dn: 0.337695 loss_class_aux_dn: 1.713321 loss_bbox_aux_dn: 0.793158 loss_giou_aux_dn: 1.852845 loss: 13.174335 eta: 2 days, 23:48:52 batch_cost: 0.6562 data_cost: 0.0017 ips: 6.0953 images/s [04/13 19:42:12] ppdet.engine INFO: Epoch: [65] [6200/7329] learning_rate: 0.000100 loss_class: 0.552690 loss_bbox: 0.122399 loss_giou: 0.335956 loss_class_aux: 3.440346 loss_bbox_aux: 0.818726 loss_giou_aux: 2.132747 loss_class_dn: 0.323323 loss_bbox_dn: 0.143456 loss_giou_dn: 0.332680 loss_class_aux_dn: 1.714304 loss_bbox_aux_dn: 0.843515 loss_giou_aux_dn: 1.907804 loss: 13.036406 eta: 2 days, 23:47:47 batch_cost: 0.6505 data_cost: 0.0018 ips: 6.1492 images/s [04/13 19:43:22] ppdet.engine INFO: Epoch: [65] [6300/7329] learning_rate: 0.000100 loss_class: 0.621445 loss_bbox: 0.120636 loss_giou: 0.365713 loss_class_aux: 3.925362 loss_bbox_aux: 0.802239 loss_giou_aux: 2.256549 loss_class_dn: 0.352151 loss_bbox_dn: 0.124435 loss_giou_dn: 0.364259 loss_class_aux_dn: 1.885731 loss_bbox_aux_dn: 0.747059 loss_giou_aux_dn: 2.044516 loss: 14.281435 eta: 2 days, 23:46:41 batch_cost: 0.6485 data_cost: 0.0018 ips: 6.1676 images/s [04/13 19:44:32] ppdet.engine INFO: Epoch: [65] [6400/7329] learning_rate: 0.000100 loss_class: 0.461346 loss_bbox: 0.115127 loss_giou: 0.337141 loss_class_aux: 2.910060 loss_bbox_aux: 0.755620 loss_giou_aux: 2.104783 loss_class_dn: 0.269121 loss_bbox_dn: 0.121596 loss_giou_dn: 0.282783 loss_class_aux_dn: 1.497589 loss_bbox_aux_dn: 0.727470 loss_giou_aux_dn: 1.606280 loss: 11.416393 eta: 2 days, 23:45:36 batch_cost: 0.6437 data_cost: 0.0018 ips: 6.2144 images/s [04/13 19:45:44] ppdet.engine INFO: Epoch: [65] [6500/7329] learning_rate: 0.000100 loss_class: 0.567935 loss_bbox: 0.138097 loss_giou: 0.468540 loss_class_aux: 3.660288 loss_bbox_aux: 0.905084 loss_giou_aux: 2.882306 loss_class_dn: 0.355317 loss_bbox_dn: 0.135527 loss_giou_dn: 0.404493 loss_class_aux_dn: 1.919245 loss_bbox_aux_dn: 0.799613 loss_giou_aux_dn: 2.261489 loss: 15.733356 eta: 2 days, 23:44:31 batch_cost: 0.6578 data_cost: 0.0019 ips: 6.0807 images/s [04/13 19:46:54] ppdet.engine INFO: Epoch: [65] [6600/7329] learning_rate: 0.000100 loss_class: 0.513141 loss_bbox: 0.116020 loss_giou: 0.284721 loss_class_aux: 3.340135 loss_bbox_aux: 0.780419 loss_giou_aux: 1.874216 loss_class_dn: 0.289489 loss_bbox_dn: 0.126327 loss_giou_dn: 0.277736 loss_class_aux_dn: 1.570377 loss_bbox_aux_dn: 0.757863 loss_giou_aux_dn: 1.537573 loss: 11.536516 eta: 2 days, 23:43:26 batch_cost: 0.6454 data_cost: 0.0017 ips: 6.1974 images/s [04/13 19:48:05] ppdet.engine INFO: Epoch: [65] [6700/7329] learning_rate: 0.000100 loss_class: 0.509363 loss_bbox: 0.117183 loss_giou: 0.300588 loss_class_aux: 3.234807 loss_bbox_aux: 0.761338 loss_giou_aux: 1.951425 loss_class_dn: 0.294151 loss_bbox_dn: 0.130948 loss_giou_dn: 0.304645 loss_class_aux_dn: 1.614009 loss_bbox_aux_dn: 0.819725 loss_giou_aux_dn: 1.697658 loss: 11.803841 eta: 2 days, 23:42:21 batch_cost: 0.6547 data_cost: 0.0018 ips: 6.1100 images/s [04/13 19:49:15] ppdet.engine INFO: Epoch: [65] [6800/7329] learning_rate: 0.000100 loss_class: 0.593088 loss_bbox: 0.135541 loss_giou: 0.377462 loss_class_aux: 3.818043 loss_bbox_aux: 0.919755 loss_giou_aux: 2.393960 loss_class_dn: 0.334950 loss_bbox_dn: 0.137786 loss_giou_dn: 0.357028 loss_class_aux_dn: 1.801899 loss_bbox_aux_dn: 0.822332 loss_giou_aux_dn: 1.972060 loss: 14.160638 eta: 2 days, 23:41:15 batch_cost: 0.6420 data_cost: 0.0018 ips: 6.2307 images/s [04/13 19:50:27] ppdet.engine INFO: Epoch: [65] [6900/7329] learning_rate: 0.000100 loss_class: 0.574955 loss_bbox: 0.145160 loss_giou: 0.370119 loss_class_aux: 3.894837 loss_bbox_aux: 0.907844 loss_giou_aux: 2.283695 loss_class_dn: 0.327794 loss_bbox_dn: 0.150198 loss_giou_dn: 0.352129 loss_class_aux_dn: 1.738616 loss_bbox_aux_dn: 0.862540 loss_giou_aux_dn: 1.936134 loss: 13.854851 eta: 2 days, 23:40:10 batch_cost: 0.6608 data_cost: 0.0019 ips: 6.0531 images/s [04/13 19:51:37] ppdet.engine INFO: Epoch: [65] [7000/7329] learning_rate: 0.000100 loss_class: 0.607632 loss_bbox: 0.131212 loss_giou: 0.370131 loss_class_aux: 3.745713 loss_bbox_aux: 0.838611 loss_giou_aux: 2.317845 loss_class_dn: 0.344893 loss_bbox_dn: 0.126514 loss_giou_dn: 0.359243 loss_class_aux_dn: 1.851524 loss_bbox_aux_dn: 0.736444 loss_giou_aux_dn: 2.031798 loss: 14.258697 eta: 2 days, 23:39:05 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1537 images/s [04/13 19:52:48] ppdet.engine INFO: Epoch: [65] [7100/7329] learning_rate: 0.000100 loss_class: 0.527980 loss_bbox: 0.118510 loss_giou: 0.335896 loss_class_aux: 3.239120 loss_bbox_aux: 0.745675 loss_giou_aux: 2.154685 loss_class_dn: 0.288898 loss_bbox_dn: 0.105606 loss_giou_dn: 0.325501 loss_class_aux_dn: 1.512195 loss_bbox_aux_dn: 0.626304 loss_giou_aux_dn: 1.772056 loss: 12.998469 eta: 2 days, 23:38:00 batch_cost: 0.6491 data_cost: 0.0018 ips: 6.1625 images/s [04/13 19:53:59] ppdet.engine INFO: Epoch: [65] [7200/7329] learning_rate: 0.000100 loss_class: 0.571713 loss_bbox: 0.136438 loss_giou: 0.371291 loss_class_aux: 3.548527 loss_bbox_aux: 0.899140 loss_giou_aux: 2.377479 loss_class_dn: 0.319055 loss_bbox_dn: 0.131085 loss_giou_dn: 0.342049 loss_class_aux_dn: 1.738355 loss_bbox_aux_dn: 0.750470 loss_giou_aux_dn: 1.933853 loss: 13.893665 eta: 2 days, 23:36:55 batch_cost: 0.6529 data_cost: 0.0018 ips: 6.1262 images/s [04/13 19:55:10] ppdet.engine INFO: Epoch: [65] [7300/7329] learning_rate: 0.000100 loss_class: 0.559052 loss_bbox: 0.134107 loss_giou: 0.348349 loss_class_aux: 3.654211 loss_bbox_aux: 0.871562 loss_giou_aux: 2.171700 loss_class_dn: 0.303741 loss_bbox_dn: 0.132567 loss_giou_dn: 0.320994 loss_class_aux_dn: 1.656390 loss_bbox_aux_dn: 0.795198 loss_giou_aux_dn: 1.830644 loss: 13.282186 eta: 2 days, 23:35:50 batch_cost: 0.6526 data_cost: 0.0019 ips: 6.1289 images/s [04/13 19:55:34] ppdet.engine INFO: Eval iter: 0 [04/13 19:56:01] ppdet.engine INFO: Eval iter: 100 [04/13 19:56:29] ppdet.engine INFO: Eval iter: 200 [04/13 19:56:56] ppdet.engine INFO: Eval iter: 300 [04/13 19:57:23] ppdet.engine INFO: Eval iter: 400 [04/13 19:57:50] ppdet.engine INFO: Eval iter: 500 [04/13 19:58:18] ppdet.engine INFO: Eval iter: 600 [04/13 19:58:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 19:59:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.83s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.18s). Accumulating evaluation results... DONE (t=29.20s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.358 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/13 20:01:56] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.116500734726703 [04/13 20:01:56] ppdet.engine INFO: Best test bbox ap is 0.542. [04/13 20:02:00] ppdet.engine INFO: Epoch: [66] [ 0/7329] learning_rate: 0.000100 loss_class: 0.546382 loss_bbox: 0.133123 loss_giou: 0.347738 loss_class_aux: 3.513944 loss_bbox_aux: 0.878819 loss_giou_aux: 2.190454 loss_class_dn: 0.305300 loss_bbox_dn: 0.137841 loss_giou_dn: 0.318766 loss_class_aux_dn: 1.648625 loss_bbox_aux_dn: 0.796652 loss_giou_aux_dn: 1.807559 loss: 12.811760 eta: 2 days, 23:35:31 batch_cost: 0.6585 data_cost: 0.0019 ips: 6.0745 images/s [04/13 20:03:11] ppdet.engine INFO: Epoch: [66] [ 100/7329] learning_rate: 0.000100 loss_class: 0.547956 loss_bbox: 0.125764 loss_giou: 0.333588 loss_class_aux: 3.557688 loss_bbox_aux: 0.832851 loss_giou_aux: 2.008790 loss_class_dn: 0.305247 loss_bbox_dn: 0.131633 loss_giou_dn: 0.305798 loss_class_aux_dn: 1.617137 loss_bbox_aux_dn: 0.813265 loss_giou_aux_dn: 1.739312 loss: 12.829218 eta: 2 days, 23:34:26 batch_cost: 0.6549 data_cost: 0.0016 ips: 6.1079 images/s [04/13 20:04:22] ppdet.engine INFO: Epoch: [66] [ 200/7329] learning_rate: 0.000100 loss_class: 0.573713 loss_bbox: 0.150051 loss_giou: 0.419222 loss_class_aux: 3.716540 loss_bbox_aux: 0.989719 loss_giou_aux: 2.651836 loss_class_dn: 0.346317 loss_bbox_dn: 0.142770 loss_giou_dn: 0.378375 loss_class_aux_dn: 1.882210 loss_bbox_aux_dn: 0.890532 loss_giou_aux_dn: 2.036862 loss: 14.337442 eta: 2 days, 23:33:21 batch_cost: 0.6516 data_cost: 0.0017 ips: 6.1390 images/s [04/13 20:05:33] ppdet.engine INFO: Epoch: [66] [ 300/7329] learning_rate: 0.000100 loss_class: 0.552922 loss_bbox: 0.121935 loss_giou: 0.410045 loss_class_aux: 3.647697 loss_bbox_aux: 0.800754 loss_giou_aux: 2.572460 loss_class_dn: 0.348361 loss_bbox_dn: 0.128017 loss_giou_dn: 0.367043 loss_class_aux_dn: 1.807311 loss_bbox_aux_dn: 0.772717 loss_giou_aux_dn: 2.099341 loss: 14.536161 eta: 2 days, 23:32:16 batch_cost: 0.6533 data_cost: 0.0017 ips: 6.1225 images/s [04/13 20:06:43] ppdet.engine INFO: Epoch: [66] [ 400/7329] learning_rate: 0.000100 loss_class: 0.536064 loss_bbox: 0.124574 loss_giou: 0.319986 loss_class_aux: 3.539049 loss_bbox_aux: 0.834692 loss_giou_aux: 1.994967 loss_class_dn: 0.298192 loss_bbox_dn: 0.146704 loss_giou_dn: 0.304798 loss_class_aux_dn: 1.594419 loss_bbox_aux_dn: 0.888900 loss_giou_aux_dn: 1.694820 loss: 12.523806 eta: 2 days, 23:31:11 batch_cost: 0.6478 data_cost: 0.0017 ips: 6.1749 images/s [04/13 20:07:55] ppdet.engine INFO: Epoch: [66] [ 500/7329] learning_rate: 0.000100 loss_class: 0.566212 loss_bbox: 0.140867 loss_giou: 0.399363 loss_class_aux: 3.780285 loss_bbox_aux: 0.950697 loss_giou_aux: 2.486979 loss_class_dn: 0.320217 loss_bbox_dn: 0.149808 loss_giou_dn: 0.370539 loss_class_aux_dn: 1.760695 loss_bbox_aux_dn: 0.880939 loss_giou_aux_dn: 2.010906 loss: 14.380781 eta: 2 days, 23:30:06 batch_cost: 0.6600 data_cost: 0.0018 ips: 6.0608 images/s [04/13 20:09:04] ppdet.engine INFO: Epoch: [66] [ 600/7329] learning_rate: 0.000100 loss_class: 0.505304 loss_bbox: 0.117529 loss_giou: 0.322200 loss_class_aux: 3.315574 loss_bbox_aux: 0.745616 loss_giou_aux: 2.083963 loss_class_dn: 0.304815 loss_bbox_dn: 0.117229 loss_giou_dn: 0.322041 loss_class_aux_dn: 1.659884 loss_bbox_aux_dn: 0.732964 loss_giou_aux_dn: 1.794522 loss: 12.884768 eta: 2 days, 23:29:01 batch_cost: 0.6433 data_cost: 0.0016 ips: 6.2178 images/s [04/13 20:10:14] ppdet.engine INFO: Epoch: [66] [ 700/7329] learning_rate: 0.000100 loss_class: 0.574544 loss_bbox: 0.131833 loss_giou: 0.380729 loss_class_aux: 3.722452 loss_bbox_aux: 0.888951 loss_giou_aux: 2.433069 loss_class_dn: 0.338270 loss_bbox_dn: 0.142705 loss_giou_dn: 0.348689 loss_class_aux_dn: 1.791040 loss_bbox_aux_dn: 0.850486 loss_giou_aux_dn: 2.023588 loss: 14.097984 eta: 2 days, 23:27:55 batch_cost: 0.6435 data_cost: 0.0017 ips: 6.2162 images/s [04/13 20:11:26] ppdet.engine INFO: Epoch: [66] [ 800/7329] learning_rate: 0.000100 loss_class: 0.540572 loss_bbox: 0.122658 loss_giou: 0.354299 loss_class_aux: 3.357611 loss_bbox_aux: 0.820167 loss_giou_aux: 2.206712 loss_class_dn: 0.309778 loss_bbox_dn: 0.124994 loss_giou_dn: 0.347700 loss_class_aux_dn: 1.688963 loss_bbox_aux_dn: 0.741196 loss_giou_aux_dn: 1.958157 loss: 12.281791 eta: 2 days, 23:26:50 batch_cost: 0.6578 data_cost: 0.0017 ips: 6.0812 images/s [04/13 20:12:36] ppdet.engine INFO: Epoch: [66] [ 900/7329] learning_rate: 0.000100 loss_class: 0.523159 loss_bbox: 0.126565 loss_giou: 0.322243 loss_class_aux: 3.435977 loss_bbox_aux: 0.895102 loss_giou_aux: 2.053138 loss_class_dn: 0.286073 loss_bbox_dn: 0.139770 loss_giou_dn: 0.313671 loss_class_aux_dn: 1.557217 loss_bbox_aux_dn: 0.818349 loss_giou_aux_dn: 1.770011 loss: 12.802446 eta: 2 days, 23:25:45 batch_cost: 0.6446 data_cost: 0.0017 ips: 6.2056 images/s [04/13 20:13:46] ppdet.engine INFO: Epoch: [66] [1000/7329] learning_rate: 0.000100 loss_class: 0.599791 loss_bbox: 0.125891 loss_giou: 0.350422 loss_class_aux: 3.650504 loss_bbox_aux: 0.855742 loss_giou_aux: 2.305951 loss_class_dn: 0.342061 loss_bbox_dn: 0.131995 loss_giou_dn: 0.346590 loss_class_aux_dn: 1.847381 loss_bbox_aux_dn: 0.814458 loss_giou_aux_dn: 1.951856 loss: 13.976694 eta: 2 days, 23:24:39 batch_cost: 0.6492 data_cost: 0.0017 ips: 6.1610 images/s [04/13 20:14:56] ppdet.engine INFO: Epoch: [66] [1100/7329] learning_rate: 0.000100 loss_class: 0.552241 loss_bbox: 0.126301 loss_giou: 0.332309 loss_class_aux: 3.468431 loss_bbox_aux: 0.825452 loss_giou_aux: 2.118250 loss_class_dn: 0.320548 loss_bbox_dn: 0.131842 loss_giou_dn: 0.333245 loss_class_aux_dn: 1.712706 loss_bbox_aux_dn: 0.788391 loss_giou_aux_dn: 1.842697 loss: 12.995781 eta: 2 days, 23:23:34 batch_cost: 0.6441 data_cost: 0.0018 ips: 6.2100 images/s [04/13 20:16:05] ppdet.engine INFO: Epoch: [66] [1200/7329] learning_rate: 0.000100 loss_class: 0.514998 loss_bbox: 0.112661 loss_giou: 0.362467 loss_class_aux: 3.221006 loss_bbox_aux: 0.717790 loss_giou_aux: 2.231448 loss_class_dn: 0.304707 loss_bbox_dn: 0.112667 loss_giou_dn: 0.310775 loss_class_aux_dn: 1.638196 loss_bbox_aux_dn: 0.696532 loss_giou_aux_dn: 1.720771 loss: 12.555973 eta: 2 days, 23:22:28 batch_cost: 0.6435 data_cost: 0.0017 ips: 6.2161 images/s [04/13 20:17:17] ppdet.engine INFO: Epoch: [66] [1300/7329] learning_rate: 0.000100 loss_class: 0.524266 loss_bbox: 0.127250 loss_giou: 0.334731 loss_class_aux: 3.407874 loss_bbox_aux: 0.809361 loss_giou_aux: 2.062636 loss_class_dn: 0.294255 loss_bbox_dn: 0.134021 loss_giou_dn: 0.305721 loss_class_aux_dn: 1.583826 loss_bbox_aux_dn: 0.800609 loss_giou_aux_dn: 1.783380 loss: 12.273639 eta: 2 days, 23:21:23 batch_cost: 0.6581 data_cost: 0.0018 ips: 6.0778 images/s [04/13 20:18:26] ppdet.engine INFO: Epoch: [66] [1400/7329] learning_rate: 0.000100 loss_class: 0.523770 loss_bbox: 0.121049 loss_giou: 0.372237 loss_class_aux: 3.256271 loss_bbox_aux: 0.796789 loss_giou_aux: 2.334684 loss_class_dn: 0.322084 loss_bbox_dn: 0.117794 loss_giou_dn: 0.326363 loss_class_aux_dn: 1.699755 loss_bbox_aux_dn: 0.675117 loss_giou_aux_dn: 1.800778 loss: 12.900309 eta: 2 days, 23:20:18 batch_cost: 0.6430 data_cost: 0.0017 ips: 6.2212 images/s [04/13 20:19:36] ppdet.engine INFO: Epoch: [66] [1500/7329] learning_rate: 0.000100 loss_class: 0.534108 loss_bbox: 0.134038 loss_giou: 0.421647 loss_class_aux: 3.463929 loss_bbox_aux: 0.909284 loss_giou_aux: 2.666514 loss_class_dn: 0.366997 loss_bbox_dn: 0.128162 loss_giou_dn: 0.366584 loss_class_aux_dn: 1.928241 loss_bbox_aux_dn: 0.778733 loss_giou_aux_dn: 2.041117 loss: 14.271547 eta: 2 days, 23:19:12 batch_cost: 0.6404 data_cost: 0.0017 ips: 6.2459 images/s [04/13 20:20:46] ppdet.engine INFO: Epoch: [66] [1600/7329] learning_rate: 0.000100 loss_class: 0.519692 loss_bbox: 0.120619 loss_giou: 0.339016 loss_class_aux: 3.304192 loss_bbox_aux: 0.791414 loss_giou_aux: 2.216679 loss_class_dn: 0.308565 loss_bbox_dn: 0.124212 loss_giou_dn: 0.308793 loss_class_aux_dn: 1.640759 loss_bbox_aux_dn: 0.749602 loss_giou_aux_dn: 1.706725 loss: 11.371587 eta: 2 days, 23:18:06 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1814 images/s [04/13 20:21:56] ppdet.engine INFO: Epoch: [66] [1700/7329] learning_rate: 0.000100 loss_class: 0.578583 loss_bbox: 0.122269 loss_giou: 0.363762 loss_class_aux: 3.695919 loss_bbox_aux: 0.803364 loss_giou_aux: 2.290555 loss_class_dn: 0.335816 loss_bbox_dn: 0.128806 loss_giou_dn: 0.351903 loss_class_aux_dn: 1.791329 loss_bbox_aux_dn: 0.729133 loss_giou_aux_dn: 1.929100 loss: 13.686941 eta: 2 days, 23:17:01 batch_cost: 0.6469 data_cost: 0.0016 ips: 6.1832 images/s [04/13 20:23:06] ppdet.engine INFO: Epoch: [66] [1800/7329] learning_rate: 0.000100 loss_class: 0.560376 loss_bbox: 0.118856 loss_giou: 0.338581 loss_class_aux: 3.520396 loss_bbox_aux: 0.788160 loss_giou_aux: 2.248417 loss_class_dn: 0.309941 loss_bbox_dn: 0.126119 loss_giou_dn: 0.340026 loss_class_aux_dn: 1.674871 loss_bbox_aux_dn: 0.744953 loss_giou_aux_dn: 1.912264 loss: 13.173727 eta: 2 days, 23:15:55 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1969 images/s [04/13 20:24:16] ppdet.engine INFO: Epoch: [66] [1900/7329] learning_rate: 0.000100 loss_class: 0.506096 loss_bbox: 0.111340 loss_giou: 0.369299 loss_class_aux: 3.307346 loss_bbox_aux: 0.741596 loss_giou_aux: 2.259711 loss_class_dn: 0.291623 loss_bbox_dn: 0.113018 loss_giou_dn: 0.319144 loss_class_aux_dn: 1.622107 loss_bbox_aux_dn: 0.651745 loss_giou_aux_dn: 1.819494 loss: 12.148929 eta: 2 days, 23:14:49 batch_cost: 0.6431 data_cost: 0.0016 ips: 6.2199 images/s [04/13 20:25:27] ppdet.engine INFO: Epoch: [66] [2000/7329] learning_rate: 0.000100 loss_class: 0.599849 loss_bbox: 0.144038 loss_giou: 0.417274 loss_class_aux: 3.764482 loss_bbox_aux: 0.920670 loss_giou_aux: 2.646503 loss_class_dn: 0.358167 loss_bbox_dn: 0.151694 loss_giou_dn: 0.364135 loss_class_aux_dn: 1.951714 loss_bbox_aux_dn: 0.917512 loss_giou_aux_dn: 2.057824 loss: 14.590965 eta: 2 days, 23:13:45 batch_cost: 0.6600 data_cost: 0.0017 ips: 6.0607 images/s [04/13 20:26:40] ppdet.engine INFO: Epoch: [66] [2100/7329] learning_rate: 0.000100 loss_class: 0.530905 loss_bbox: 0.128403 loss_giou: 0.347261 loss_class_aux: 3.458233 loss_bbox_aux: 0.830459 loss_giou_aux: 2.198904 loss_class_dn: 0.302530 loss_bbox_dn: 0.129366 loss_giou_dn: 0.338359 loss_class_aux_dn: 1.608792 loss_bbox_aux_dn: 0.767933 loss_giou_aux_dn: 1.874144 loss: 13.061234 eta: 2 days, 23:12:41 batch_cost: 0.6700 data_cost: 0.0019 ips: 5.9702 images/s [04/13 20:27:51] ppdet.engine INFO: Epoch: [66] [2200/7329] learning_rate: 0.000100 loss_class: 0.493518 loss_bbox: 0.122066 loss_giou: 0.332726 loss_class_aux: 3.310123 loss_bbox_aux: 0.801140 loss_giou_aux: 2.083715 loss_class_dn: 0.300603 loss_bbox_dn: 0.120580 loss_giou_dn: 0.306644 loss_class_aux_dn: 1.624134 loss_bbox_aux_dn: 0.736459 loss_giou_aux_dn: 1.769522 loss: 12.117229 eta: 2 days, 23:11:36 batch_cost: 0.6535 data_cost: 0.0017 ips: 6.1209 images/s [04/13 20:29:00] ppdet.engine INFO: Epoch: [66] [2300/7329] learning_rate: 0.000100 loss_class: 0.555882 loss_bbox: 0.134856 loss_giou: 0.321761 loss_class_aux: 3.587809 loss_bbox_aux: 0.859958 loss_giou_aux: 2.027464 loss_class_dn: 0.307790 loss_bbox_dn: 0.151184 loss_giou_dn: 0.308479 loss_class_aux_dn: 1.660108 loss_bbox_aux_dn: 0.845240 loss_giou_aux_dn: 1.773896 loss: 12.871065 eta: 2 days, 23:10:30 batch_cost: 0.6380 data_cost: 0.0016 ips: 6.2701 images/s [04/13 20:30:11] ppdet.engine INFO: Epoch: [66] [2400/7329] learning_rate: 0.000100 loss_class: 0.562815 loss_bbox: 0.136028 loss_giou: 0.368591 loss_class_aux: 3.434432 loss_bbox_aux: 0.903311 loss_giou_aux: 2.369822 loss_class_dn: 0.319589 loss_bbox_dn: 0.134893 loss_giou_dn: 0.358931 loss_class_aux_dn: 1.716455 loss_bbox_aux_dn: 0.772798 loss_giou_aux_dn: 2.025451 loss: 13.932544 eta: 2 days, 23:09:25 batch_cost: 0.6466 data_cost: 0.0019 ips: 6.1860 images/s [04/13 20:31:20] ppdet.engine INFO: Epoch: [66] [2500/7329] learning_rate: 0.000100 loss_class: 0.587139 loss_bbox: 0.137599 loss_giou: 0.346642 loss_class_aux: 3.643479 loss_bbox_aux: 0.907597 loss_giou_aux: 2.218683 loss_class_dn: 0.311244 loss_bbox_dn: 0.152994 loss_giou_dn: 0.331334 loss_class_aux_dn: 1.707594 loss_bbox_aux_dn: 0.909504 loss_giou_aux_dn: 1.830662 loss: 13.393023 eta: 2 days, 23:08:19 batch_cost: 0.6449 data_cost: 0.0016 ips: 6.2025 images/s [04/13 20:32:30] ppdet.engine INFO: Epoch: [66] [2600/7329] learning_rate: 0.000100 loss_class: 0.537029 loss_bbox: 0.119205 loss_giou: 0.282550 loss_class_aux: 3.422282 loss_bbox_aux: 0.814972 loss_giou_aux: 1.898395 loss_class_dn: 0.293356 loss_bbox_dn: 0.127605 loss_giou_dn: 0.313512 loss_class_aux_dn: 1.572058 loss_bbox_aux_dn: 0.780495 loss_giou_aux_dn: 1.792875 loss: 12.867441 eta: 2 days, 23:07:13 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2057 images/s [04/13 20:33:41] ppdet.engine INFO: Epoch: [66] [2700/7329] learning_rate: 0.000100 loss_class: 0.567116 loss_bbox: 0.125853 loss_giou: 0.365213 loss_class_aux: 3.734203 loss_bbox_aux: 0.814387 loss_giou_aux: 2.234470 loss_class_dn: 0.307034 loss_bbox_dn: 0.129515 loss_giou_dn: 0.324417 loss_class_aux_dn: 1.712247 loss_bbox_aux_dn: 0.796573 loss_giou_aux_dn: 1.894937 loss: 13.408366 eta: 2 days, 23:06:08 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1414 images/s [04/13 20:34:53] ppdet.engine INFO: Epoch: [66] [2800/7329] learning_rate: 0.000100 loss_class: 0.543457 loss_bbox: 0.121035 loss_giou: 0.320342 loss_class_aux: 3.572428 loss_bbox_aux: 0.784149 loss_giou_aux: 2.041449 loss_class_dn: 0.310263 loss_bbox_dn: 0.126183 loss_giou_dn: 0.311375 loss_class_aux_dn: 1.705437 loss_bbox_aux_dn: 0.768567 loss_giou_aux_dn: 1.750223 loss: 13.207397 eta: 2 days, 23:05:04 batch_cost: 0.6591 data_cost: 0.0018 ips: 6.0692 images/s [04/13 20:36:03] ppdet.engine INFO: Epoch: [66] [2900/7329] learning_rate: 0.000100 loss_class: 0.610219 loss_bbox: 0.138885 loss_giou: 0.323015 loss_class_aux: 3.750077 loss_bbox_aux: 0.886451 loss_giou_aux: 2.070415 loss_class_dn: 0.298280 loss_bbox_dn: 0.143136 loss_giou_dn: 0.335717 loss_class_aux_dn: 1.619797 loss_bbox_aux_dn: 0.839476 loss_giou_aux_dn: 1.919447 loss: 13.064354 eta: 2 days, 23:03:59 batch_cost: 0.6522 data_cost: 0.0018 ips: 6.1330 images/s [04/13 20:37:13] ppdet.engine INFO: Epoch: [66] [3000/7329] learning_rate: 0.000100 loss_class: 0.525225 loss_bbox: 0.120121 loss_giou: 0.358028 loss_class_aux: 3.326853 loss_bbox_aux: 0.799385 loss_giou_aux: 2.307419 loss_class_dn: 0.307341 loss_bbox_dn: 0.132933 loss_giou_dn: 0.317128 loss_class_aux_dn: 1.678629 loss_bbox_aux_dn: 0.796070 loss_giou_aux_dn: 1.749538 loss: 12.173780 eta: 2 days, 23:02:53 batch_cost: 0.6412 data_cost: 0.0018 ips: 6.2385 images/s [04/13 20:38:23] ppdet.engine INFO: Epoch: [66] [3100/7329] learning_rate: 0.000100 loss_class: 0.539681 loss_bbox: 0.120600 loss_giou: 0.345578 loss_class_aux: 3.442789 loss_bbox_aux: 0.798633 loss_giou_aux: 2.230579 loss_class_dn: 0.300827 loss_bbox_dn: 0.124467 loss_giou_dn: 0.321907 loss_class_aux_dn: 1.646363 loss_bbox_aux_dn: 0.764810 loss_giou_aux_dn: 1.884959 loss: 12.974553 eta: 2 days, 23:01:47 batch_cost: 0.6478 data_cost: 0.0017 ips: 6.1748 images/s [04/13 20:39:35] ppdet.engine INFO: Epoch: [66] [3200/7329] learning_rate: 0.000100 loss_class: 0.500924 loss_bbox: 0.127623 loss_giou: 0.303670 loss_class_aux: 3.289045 loss_bbox_aux: 0.822709 loss_giou_aux: 1.940991 loss_class_dn: 0.304455 loss_bbox_dn: 0.131796 loss_giou_dn: 0.299275 loss_class_aux_dn: 1.634117 loss_bbox_aux_dn: 0.790847 loss_giou_aux_dn: 1.687133 loss: 12.877991 eta: 2 days, 23:00:43 batch_cost: 0.6575 data_cost: 0.0019 ips: 6.0837 images/s [04/13 20:40:47] ppdet.engine INFO: Epoch: [66] [3300/7329] learning_rate: 0.000100 loss_class: 0.478229 loss_bbox: 0.113601 loss_giou: 0.327494 loss_class_aux: 2.995348 loss_bbox_aux: 0.757301 loss_giou_aux: 2.107560 loss_class_dn: 0.282047 loss_bbox_dn: 0.121358 loss_giou_dn: 0.299308 loss_class_aux_dn: 1.543528 loss_bbox_aux_dn: 0.748725 loss_giou_aux_dn: 1.653864 loss: 11.315023 eta: 2 days, 22:59:38 batch_cost: 0.6593 data_cost: 0.0018 ips: 6.0671 images/s [04/13 20:41:58] ppdet.engine INFO: Epoch: [66] [3400/7329] learning_rate: 0.000100 loss_class: 0.536014 loss_bbox: 0.127405 loss_giou: 0.311003 loss_class_aux: 3.415703 loss_bbox_aux: 0.826543 loss_giou_aux: 1.949713 loss_class_dn: 0.310082 loss_bbox_dn: 0.146314 loss_giou_dn: 0.324327 loss_class_aux_dn: 1.656170 loss_bbox_aux_dn: 0.860247 loss_giou_aux_dn: 1.791597 loss: 13.327206 eta: 2 days, 22:58:34 batch_cost: 0.6609 data_cost: 0.0018 ips: 6.0523 images/s [04/13 20:43:08] ppdet.engine INFO: Epoch: [66] [3500/7329] learning_rate: 0.000100 loss_class: 0.556378 loss_bbox: 0.129683 loss_giou: 0.370865 loss_class_aux: 3.634408 loss_bbox_aux: 0.820601 loss_giou_aux: 2.351849 loss_class_dn: 0.350577 loss_bbox_dn: 0.120044 loss_giou_dn: 0.338057 loss_class_aux_dn: 1.906111 loss_bbox_aux_dn: 0.681675 loss_giou_aux_dn: 1.931677 loss: 13.825283 eta: 2 days, 22:57:29 batch_cost: 0.6476 data_cost: 0.0017 ips: 6.1767 images/s [04/13 20:44:19] ppdet.engine INFO: Epoch: [66] [3600/7329] learning_rate: 0.000100 loss_class: 0.557551 loss_bbox: 0.120935 loss_giou: 0.318145 loss_class_aux: 3.623111 loss_bbox_aux: 0.807524 loss_giou_aux: 1.893643 loss_class_dn: 0.311980 loss_bbox_dn: 0.135441 loss_giou_dn: 0.290525 loss_class_aux_dn: 1.639531 loss_bbox_aux_dn: 0.782772 loss_giou_aux_dn: 1.637705 loss: 13.281887 eta: 2 days, 22:56:23 batch_cost: 0.6506 data_cost: 0.0017 ips: 6.1483 images/s [04/13 20:45:29] ppdet.engine INFO: Epoch: [66] [3700/7329] learning_rate: 0.000100 loss_class: 0.564585 loss_bbox: 0.127379 loss_giou: 0.404273 loss_class_aux: 3.595142 loss_bbox_aux: 0.808898 loss_giou_aux: 2.598716 loss_class_dn: 0.309791 loss_bbox_dn: 0.124035 loss_giou_dn: 0.345196 loss_class_aux_dn: 1.710344 loss_bbox_aux_dn: 0.739297 loss_giou_aux_dn: 1.891432 loss: 13.047161 eta: 2 days, 22:55:18 batch_cost: 0.6503 data_cost: 0.0018 ips: 6.1506 images/s [04/13 20:46:39] ppdet.engine INFO: Epoch: [66] [3800/7329] learning_rate: 0.000100 loss_class: 0.569101 loss_bbox: 0.129125 loss_giou: 0.369897 loss_class_aux: 3.455186 loss_bbox_aux: 0.856936 loss_giou_aux: 2.338262 loss_class_dn: 0.300714 loss_bbox_dn: 0.125428 loss_giou_dn: 0.342183 loss_class_aux_dn: 1.641789 loss_bbox_aux_dn: 0.742962 loss_giou_aux_dn: 1.917438 loss: 13.520590 eta: 2 days, 22:54:13 batch_cost: 0.6458 data_cost: 0.0018 ips: 6.1934 images/s [04/13 20:47:51] ppdet.engine INFO: Epoch: [66] [3900/7329] learning_rate: 0.000100 loss_class: 0.582287 loss_bbox: 0.136850 loss_giou: 0.422004 loss_class_aux: 3.642533 loss_bbox_aux: 0.880460 loss_giou_aux: 2.644293 loss_class_dn: 0.335717 loss_bbox_dn: 0.127804 loss_giou_dn: 0.371284 loss_class_aux_dn: 1.775755 loss_bbox_aux_dn: 0.744702 loss_giou_aux_dn: 2.046213 loss: 13.404451 eta: 2 days, 22:53:08 batch_cost: 0.6556 data_cost: 0.0017 ips: 6.1009 images/s [04/13 20:49:01] ppdet.engine INFO: Epoch: [66] [4000/7329] learning_rate: 0.000100 loss_class: 0.533577 loss_bbox: 0.113722 loss_giou: 0.317903 loss_class_aux: 3.354048 loss_bbox_aux: 0.759663 loss_giou_aux: 2.033858 loss_class_dn: 0.292433 loss_bbox_dn: 0.120897 loss_giou_dn: 0.307039 loss_class_aux_dn: 1.575438 loss_bbox_aux_dn: 0.715877 loss_giou_aux_dn: 1.782532 loss: 12.552366 eta: 2 days, 22:52:02 batch_cost: 0.6477 data_cost: 0.0018 ips: 6.1760 images/s [04/13 20:50:12] ppdet.engine INFO: Epoch: [66] [4100/7329] learning_rate: 0.000100 loss_class: 0.540662 loss_bbox: 0.117303 loss_giou: 0.372313 loss_class_aux: 3.381286 loss_bbox_aux: 0.786900 loss_giou_aux: 2.351930 loss_class_dn: 0.314690 loss_bbox_dn: 0.121879 loss_giou_dn: 0.338950 loss_class_aux_dn: 1.693315 loss_bbox_aux_dn: 0.733231 loss_giou_aux_dn: 1.889619 loss: 13.490524 eta: 2 days, 22:50:58 batch_cost: 0.6545 data_cost: 0.0017 ips: 6.1111 images/s [04/13 20:51:23] ppdet.engine INFO: Epoch: [66] [4200/7329] learning_rate: 0.000100 loss_class: 0.527249 loss_bbox: 0.131833 loss_giou: 0.373069 loss_class_aux: 3.361708 loss_bbox_aux: 0.871262 loss_giou_aux: 2.322707 loss_class_dn: 0.315732 loss_bbox_dn: 0.134433 loss_giou_dn: 0.362340 loss_class_aux_dn: 1.690092 loss_bbox_aux_dn: 0.793022 loss_giou_aux_dn: 2.004641 loss: 13.027412 eta: 2 days, 22:49:53 batch_cost: 0.6530 data_cost: 0.0019 ips: 6.1257 images/s [04/13 20:52:33] ppdet.engine INFO: Epoch: [66] [4300/7329] learning_rate: 0.000100 loss_class: 0.579940 loss_bbox: 0.118719 loss_giou: 0.375771 loss_class_aux: 3.591663 loss_bbox_aux: 0.840613 loss_giou_aux: 2.445390 loss_class_dn: 0.325040 loss_bbox_dn: 0.119758 loss_giou_dn: 0.372264 loss_class_aux_dn: 1.773004 loss_bbox_aux_dn: 0.781593 loss_giou_aux_dn: 2.111217 loss: 14.112869 eta: 2 days, 22:48:47 batch_cost: 0.6451 data_cost: 0.0018 ips: 6.2006 images/s [04/13 20:53:46] ppdet.engine INFO: Epoch: [66] [4400/7329] learning_rate: 0.000100 loss_class: 0.589714 loss_bbox: 0.135154 loss_giou: 0.380180 loss_class_aux: 3.827408 loss_bbox_aux: 0.913572 loss_giou_aux: 2.387930 loss_class_dn: 0.316608 loss_bbox_dn: 0.140474 loss_giou_dn: 0.350117 loss_class_aux_dn: 1.744524 loss_bbox_aux_dn: 0.834898 loss_giou_aux_dn: 1.964066 loss: 13.642877 eta: 2 days, 22:47:43 batch_cost: 0.6661 data_cost: 0.0017 ips: 6.0054 images/s [04/13 20:54:57] ppdet.engine INFO: Epoch: [66] [4500/7329] learning_rate: 0.000100 loss_class: 0.499054 loss_bbox: 0.111251 loss_giou: 0.329534 loss_class_aux: 3.099727 loss_bbox_aux: 0.740183 loss_giou_aux: 2.060275 loss_class_dn: 0.281559 loss_bbox_dn: 0.105035 loss_giou_dn: 0.308683 loss_class_aux_dn: 1.537996 loss_bbox_aux_dn: 0.681150 loss_giou_aux_dn: 1.720612 loss: 11.555267 eta: 2 days, 22:46:38 batch_cost: 0.6502 data_cost: 0.0017 ips: 6.1522 images/s [04/13 20:56:05] ppdet.engine INFO: Epoch: [66] [4600/7329] learning_rate: 0.000100 loss_class: 0.546127 loss_bbox: 0.136827 loss_giou: 0.311637 loss_class_aux: 3.431930 loss_bbox_aux: 0.885515 loss_giou_aux: 1.978014 loss_class_dn: 0.302604 loss_bbox_dn: 0.142463 loss_giou_dn: 0.306358 loss_class_aux_dn: 1.635087 loss_bbox_aux_dn: 0.874685 loss_giou_aux_dn: 1.788163 loss: 13.248138 eta: 2 days, 22:45:31 batch_cost: 0.6290 data_cost: 0.0017 ips: 6.3591 images/s [04/13 20:57:18] ppdet.engine INFO: Epoch: [66] [4700/7329] learning_rate: 0.000100 loss_class: 0.579713 loss_bbox: 0.138502 loss_giou: 0.412124 loss_class_aux: 3.707878 loss_bbox_aux: 0.869019 loss_giou_aux: 2.569734 loss_class_dn: 0.354375 loss_bbox_dn: 0.138246 loss_giou_dn: 0.370681 loss_class_aux_dn: 1.864987 loss_bbox_aux_dn: 0.815306 loss_giou_aux_dn: 2.108820 loss: 14.486366 eta: 2 days, 22:44:27 batch_cost: 0.6622 data_cost: 0.0016 ips: 6.0402 images/s [04/13 20:58:28] ppdet.engine INFO: Epoch: [66] [4800/7329] learning_rate: 0.000100 loss_class: 0.623416 loss_bbox: 0.133664 loss_giou: 0.421853 loss_class_aux: 3.845226 loss_bbox_aux: 0.851619 loss_giou_aux: 2.702982 loss_class_dn: 0.347153 loss_bbox_dn: 0.128243 loss_giou_dn: 0.398632 loss_class_aux_dn: 1.871933 loss_bbox_aux_dn: 0.777001 loss_giou_aux_dn: 2.202538 loss: 14.745970 eta: 2 days, 22:43:21 batch_cost: 0.6472 data_cost: 0.0017 ips: 6.1802 images/s [04/13 20:59:38] ppdet.engine INFO: Epoch: [66] [4900/7329] learning_rate: 0.000100 loss_class: 0.510940 loss_bbox: 0.115696 loss_giou: 0.310467 loss_class_aux: 3.200899 loss_bbox_aux: 0.744209 loss_giou_aux: 1.992135 loss_class_dn: 0.283199 loss_bbox_dn: 0.115026 loss_giou_dn: 0.285562 loss_class_aux_dn: 1.546311 loss_bbox_aux_dn: 0.701780 loss_giou_aux_dn: 1.591431 loss: 11.835764 eta: 2 days, 22:42:16 batch_cost: 0.6468 data_cost: 0.0018 ips: 6.1844 images/s [04/13 21:00:49] ppdet.engine INFO: Epoch: [66] [5000/7329] learning_rate: 0.000100 loss_class: 0.492846 loss_bbox: 0.123189 loss_giou: 0.313278 loss_class_aux: 3.205275 loss_bbox_aux: 0.812619 loss_giou_aux: 1.963021 loss_class_dn: 0.294226 loss_bbox_dn: 0.128415 loss_giou_dn: 0.285969 loss_class_aux_dn: 1.591022 loss_bbox_aux_dn: 0.802753 loss_giou_aux_dn: 1.611438 loss: 11.820376 eta: 2 days, 22:41:11 batch_cost: 0.6538 data_cost: 0.0018 ips: 6.1177 images/s [04/13 21:02:00] ppdet.engine INFO: Epoch: [66] [5100/7329] learning_rate: 0.000100 loss_class: 0.517957 loss_bbox: 0.130820 loss_giou: 0.313137 loss_class_aux: 3.343408 loss_bbox_aux: 0.833938 loss_giou_aux: 1.944187 loss_class_dn: 0.303138 loss_bbox_dn: 0.136642 loss_giou_dn: 0.330071 loss_class_aux_dn: 1.628004 loss_bbox_aux_dn: 0.820332 loss_giou_aux_dn: 1.903131 loss: 12.764606 eta: 2 days, 22:40:06 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1221 images/s [04/13 21:03:09] ppdet.engine INFO: Epoch: [66] [5200/7329] learning_rate: 0.000100 loss_class: 0.512117 loss_bbox: 0.124173 loss_giou: 0.329913 loss_class_aux: 3.329406 loss_bbox_aux: 0.831013 loss_giou_aux: 2.139475 loss_class_dn: 0.290678 loss_bbox_dn: 0.130889 loss_giou_dn: 0.310873 loss_class_aux_dn: 1.584136 loss_bbox_aux_dn: 0.791043 loss_giou_aux_dn: 1.788752 loss: 13.172863 eta: 2 days, 22:39:00 batch_cost: 0.6407 data_cost: 0.0018 ips: 6.2435 images/s [04/13 21:04:19] ppdet.engine INFO: Epoch: [66] [5300/7329] learning_rate: 0.000100 loss_class: 0.581844 loss_bbox: 0.133674 loss_giou: 0.316623 loss_class_aux: 3.608230 loss_bbox_aux: 0.855319 loss_giou_aux: 2.055563 loss_class_dn: 0.329072 loss_bbox_dn: 0.138786 loss_giou_dn: 0.328605 loss_class_aux_dn: 1.766750 loss_bbox_aux_dn: 0.822230 loss_giou_aux_dn: 1.873880 loss: 13.887972 eta: 2 days, 22:37:55 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1887 images/s [04/13 21:05:31] ppdet.engine INFO: Epoch: [66] [5400/7329] learning_rate: 0.000100 loss_class: 0.554640 loss_bbox: 0.128757 loss_giou: 0.370898 loss_class_aux: 3.568321 loss_bbox_aux: 0.828672 loss_giou_aux: 2.384397 loss_class_dn: 0.326577 loss_bbox_dn: 0.129868 loss_giou_dn: 0.339782 loss_class_aux_dn: 1.707433 loss_bbox_aux_dn: 0.767532 loss_giou_aux_dn: 1.870052 loss: 13.405873 eta: 2 days, 22:36:50 batch_cost: 0.6584 data_cost: 0.0017 ips: 6.0757 images/s [04/13 21:06:41] ppdet.engine INFO: Epoch: [66] [5500/7329] learning_rate: 0.000100 loss_class: 0.516538 loss_bbox: 0.125171 loss_giou: 0.331319 loss_class_aux: 3.350516 loss_bbox_aux: 0.781610 loss_giou_aux: 2.197750 loss_class_dn: 0.309613 loss_bbox_dn: 0.123417 loss_giou_dn: 0.334797 loss_class_aux_dn: 1.647137 loss_bbox_aux_dn: 0.740715 loss_giou_aux_dn: 1.887355 loss: 12.961761 eta: 2 days, 22:35:45 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1522 images/s [04/13 21:07:52] ppdet.engine INFO: Epoch: [66] [5600/7329] learning_rate: 0.000100 loss_class: 0.630055 loss_bbox: 0.134254 loss_giou: 0.394154 loss_class_aux: 3.802808 loss_bbox_aux: 0.861557 loss_giou_aux: 2.535727 loss_class_dn: 0.372904 loss_bbox_dn: 0.126919 loss_giou_dn: 0.386376 loss_class_aux_dn: 1.970821 loss_bbox_aux_dn: 0.773092 loss_giou_aux_dn: 2.131942 loss: 14.198423 eta: 2 days, 22:34:39 batch_cost: 0.6484 data_cost: 0.0017 ips: 6.1691 images/s [04/13 21:09:03] ppdet.engine INFO: Epoch: [66] [5700/7329] learning_rate: 0.000100 loss_class: 0.564548 loss_bbox: 0.128689 loss_giou: 0.335970 loss_class_aux: 3.662367 loss_bbox_aux: 0.818742 loss_giou_aux: 2.146770 loss_class_dn: 0.318144 loss_bbox_dn: 0.129299 loss_giou_dn: 0.323343 loss_class_aux_dn: 1.703284 loss_bbox_aux_dn: 0.763707 loss_giou_aux_dn: 1.865286 loss: 13.490377 eta: 2 days, 22:33:35 batch_cost: 0.6586 data_cost: 0.0018 ips: 6.0733 images/s [04/13 21:10:17] ppdet.engine INFO: Epoch: [66] [5800/7329] learning_rate: 0.000100 loss_class: 0.556551 loss_bbox: 0.122992 loss_giou: 0.349263 loss_class_aux: 3.509430 loss_bbox_aux: 0.826001 loss_giou_aux: 2.218770 loss_class_dn: 0.287501 loss_bbox_dn: 0.139973 loss_giou_dn: 0.319939 loss_class_aux_dn: 1.588788 loss_bbox_aux_dn: 0.792760 loss_giou_aux_dn: 1.855312 loss: 13.042641 eta: 2 days, 22:32:31 batch_cost: 0.6714 data_cost: 0.0017 ips: 5.9581 images/s [04/13 21:11:28] ppdet.engine INFO: Epoch: [66] [5900/7329] learning_rate: 0.000100 loss_class: 0.522916 loss_bbox: 0.122864 loss_giou: 0.357398 loss_class_aux: 3.352931 loss_bbox_aux: 0.821508 loss_giou_aux: 2.218148 loss_class_dn: 0.298235 loss_bbox_dn: 0.129704 loss_giou_dn: 0.320892 loss_class_aux_dn: 1.598256 loss_bbox_aux_dn: 0.765534 loss_giou_aux_dn: 1.767677 loss: 12.431798 eta: 2 days, 22:31:26 batch_cost: 0.6517 data_cost: 0.0017 ips: 6.1380 images/s [04/13 21:12:41] ppdet.engine INFO: Epoch: [66] [6000/7329] learning_rate: 0.000100 loss_class: 0.505893 loss_bbox: 0.127194 loss_giou: 0.305193 loss_class_aux: 3.190845 loss_bbox_aux: 0.826388 loss_giou_aux: 1.986881 loss_class_dn: 0.295692 loss_bbox_dn: 0.131463 loss_giou_dn: 0.308411 loss_class_aux_dn: 1.625637 loss_bbox_aux_dn: 0.839334 loss_giou_aux_dn: 1.726753 loss: 12.350967 eta: 2 days, 22:30:23 batch_cost: 0.6707 data_cost: 0.0017 ips: 5.9638 images/s [04/13 21:13:51] ppdet.engine INFO: Epoch: [66] [6100/7329] learning_rate: 0.000100 loss_class: 0.532014 loss_bbox: 0.121688 loss_giou: 0.382220 loss_class_aux: 3.401437 loss_bbox_aux: 0.809697 loss_giou_aux: 2.385017 loss_class_dn: 0.313026 loss_bbox_dn: 0.125868 loss_giou_dn: 0.334272 loss_class_aux_dn: 1.692987 loss_bbox_aux_dn: 0.736800 loss_giou_aux_dn: 1.913387 loss: 13.435587 eta: 2 days, 22:29:17 batch_cost: 0.6461 data_cost: 0.0017 ips: 6.1913 images/s [04/13 21:15:02] ppdet.engine INFO: Epoch: [66] [6200/7329] learning_rate: 0.000100 loss_class: 0.572229 loss_bbox: 0.121750 loss_giou: 0.387258 loss_class_aux: 3.614211 loss_bbox_aux: 0.817318 loss_giou_aux: 2.572902 loss_class_dn: 0.347958 loss_bbox_dn: 0.124567 loss_giou_dn: 0.366055 loss_class_aux_dn: 1.835868 loss_bbox_aux_dn: 0.779213 loss_giou_aux_dn: 2.040438 loss: 13.437208 eta: 2 days, 22:28:12 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1223 images/s [04/13 21:16:13] ppdet.engine INFO: Epoch: [66] [6300/7329] learning_rate: 0.000100 loss_class: 0.510225 loss_bbox: 0.122326 loss_giou: 0.379759 loss_class_aux: 3.296340 loss_bbox_aux: 0.753488 loss_giou_aux: 2.356009 loss_class_dn: 0.291504 loss_bbox_dn: 0.115226 loss_giou_dn: 0.328946 loss_class_aux_dn: 1.570515 loss_bbox_aux_dn: 0.752766 loss_giou_aux_dn: 1.872255 loss: 13.091172 eta: 2 days, 22:27:07 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1060 images/s [04/13 21:17:23] ppdet.engine INFO: Epoch: [66] [6400/7329] learning_rate: 0.000100 loss_class: 0.509450 loss_bbox: 0.132083 loss_giou: 0.376796 loss_class_aux: 3.408366 loss_bbox_aux: 0.859869 loss_giou_aux: 2.406296 loss_class_dn: 0.316982 loss_bbox_dn: 0.137155 loss_giou_dn: 0.338993 loss_class_aux_dn: 1.757611 loss_bbox_aux_dn: 0.853275 loss_giou_aux_dn: 1.922689 loss: 13.745781 eta: 2 days, 22:26:02 batch_cost: 0.6453 data_cost: 0.0017 ips: 6.1987 images/s [04/13 21:18:34] ppdet.engine INFO: Epoch: [66] [6500/7329] learning_rate: 0.000100 loss_class: 0.544460 loss_bbox: 0.115097 loss_giou: 0.371488 loss_class_aux: 3.492636 loss_bbox_aux: 0.806986 loss_giou_aux: 2.319016 loss_class_dn: 0.322076 loss_bbox_dn: 0.124396 loss_giou_dn: 0.338072 loss_class_aux_dn: 1.700110 loss_bbox_aux_dn: 0.760233 loss_giou_aux_dn: 1.888276 loss: 12.963831 eta: 2 days, 22:24:57 batch_cost: 0.6507 data_cost: 0.0018 ips: 6.1475 images/s [04/13 21:19:44] ppdet.engine INFO: Epoch: [66] [6600/7329] learning_rate: 0.000100 loss_class: 0.539305 loss_bbox: 0.117983 loss_giou: 0.364021 loss_class_aux: 3.372140 loss_bbox_aux: 0.763112 loss_giou_aux: 2.315348 loss_class_dn: 0.327628 loss_bbox_dn: 0.120772 loss_giou_dn: 0.342628 loss_class_aux_dn: 1.787128 loss_bbox_aux_dn: 0.760476 loss_giou_aux_dn: 1.946232 loss: 13.274445 eta: 2 days, 22:23:51 batch_cost: 0.6446 data_cost: 0.0019 ips: 6.2052 images/s [04/13 21:20:54] ppdet.engine INFO: Epoch: [66] [6700/7329] learning_rate: 0.000100 loss_class: 0.577779 loss_bbox: 0.127442 loss_giou: 0.340029 loss_class_aux: 3.593267 loss_bbox_aux: 0.835932 loss_giou_aux: 2.094712 loss_class_dn: 0.291759 loss_bbox_dn: 0.127630 loss_giou_dn: 0.325799 loss_class_aux_dn: 1.598837 loss_bbox_aux_dn: 0.803587 loss_giou_aux_dn: 1.821747 loss: 13.712694 eta: 2 days, 22:22:45 batch_cost: 0.6440 data_cost: 0.0018 ips: 6.2112 images/s [04/13 21:22:03] ppdet.engine INFO: Epoch: [66] [6800/7329] learning_rate: 0.000100 loss_class: 0.571693 loss_bbox: 0.132032 loss_giou: 0.363360 loss_class_aux: 3.633621 loss_bbox_aux: 0.884336 loss_giou_aux: 2.299196 loss_class_dn: 0.305659 loss_bbox_dn: 0.139703 loss_giou_dn: 0.327134 loss_class_aux_dn: 1.666091 loss_bbox_aux_dn: 0.812874 loss_giou_aux_dn: 1.819117 loss: 13.348913 eta: 2 days, 22:21:39 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2335 images/s [04/13 21:23:16] ppdet.engine INFO: Epoch: [66] [6900/7329] learning_rate: 0.000100 loss_class: 0.585179 loss_bbox: 0.123801 loss_giou: 0.353769 loss_class_aux: 3.737594 loss_bbox_aux: 0.805966 loss_giou_aux: 2.261047 loss_class_dn: 0.337480 loss_bbox_dn: 0.124899 loss_giou_dn: 0.347742 loss_class_aux_dn: 1.781575 loss_bbox_aux_dn: 0.764871 loss_giou_aux_dn: 1.973907 loss: 14.183420 eta: 2 days, 22:20:35 batch_cost: 0.6651 data_cost: 0.0018 ips: 6.0144 images/s [04/13 21:24:26] ppdet.engine INFO: Epoch: [66] [7000/7329] learning_rate: 0.000100 loss_class: 0.598333 loss_bbox: 0.137251 loss_giou: 0.363327 loss_class_aux: 3.702057 loss_bbox_aux: 0.932318 loss_giou_aux: 2.303354 loss_class_dn: 0.343682 loss_bbox_dn: 0.155176 loss_giou_dn: 0.354423 loss_class_aux_dn: 1.782431 loss_bbox_aux_dn: 0.910955 loss_giou_aux_dn: 1.949325 loss: 14.200321 eta: 2 days, 22:19:30 batch_cost: 0.6458 data_cost: 0.0017 ips: 6.1937 images/s [04/13 21:25:36] ppdet.engine INFO: Epoch: [66] [7100/7329] learning_rate: 0.000100 loss_class: 0.552408 loss_bbox: 0.131201 loss_giou: 0.365445 loss_class_aux: 3.631160 loss_bbox_aux: 0.868456 loss_giou_aux: 2.370366 loss_class_dn: 0.313891 loss_bbox_dn: 0.124753 loss_giou_dn: 0.320681 loss_class_aux_dn: 1.692831 loss_bbox_aux_dn: 0.772402 loss_giou_aux_dn: 1.819549 loss: 13.363066 eta: 2 days, 22:18:24 batch_cost: 0.6459 data_cost: 0.0018 ips: 6.1929 images/s [04/13 21:26:47] ppdet.engine INFO: Epoch: [66] [7200/7329] learning_rate: 0.000100 loss_class: 0.607512 loss_bbox: 0.141358 loss_giou: 0.373228 loss_class_aux: 3.717389 loss_bbox_aux: 0.923149 loss_giou_aux: 2.347675 loss_class_dn: 0.331248 loss_bbox_dn: 0.143860 loss_giou_dn: 0.352714 loss_class_aux_dn: 1.766221 loss_bbox_aux_dn: 0.842272 loss_giou_aux_dn: 1.985910 loss: 15.060895 eta: 2 days, 22:17:19 batch_cost: 0.6535 data_cost: 0.0018 ips: 6.1211 images/s [04/13 21:27:57] ppdet.engine INFO: Epoch: [66] [7300/7329] learning_rate: 0.000100 loss_class: 0.566981 loss_bbox: 0.123297 loss_giou: 0.356332 loss_class_aux: 3.635804 loss_bbox_aux: 0.809355 loss_giou_aux: 2.259220 loss_class_dn: 0.332424 loss_bbox_dn: 0.136703 loss_giou_dn: 0.339805 loss_class_aux_dn: 1.844057 loss_bbox_aux_dn: 0.783010 loss_giou_aux_dn: 1.897771 loss: 13.384798 eta: 2 days, 22:16:14 batch_cost: 0.6509 data_cost: 0.0020 ips: 6.1457 images/s [04/13 21:28:21] ppdet.engine INFO: Eval iter: 0 [04/13 21:28:49] ppdet.engine INFO: Eval iter: 100 [04/13 21:29:16] ppdet.engine INFO: Eval iter: 200 [04/13 21:29:44] ppdet.engine INFO: Eval iter: 300 [04/13 21:30:12] ppdet.engine INFO: Eval iter: 400 [04/13 21:30:39] ppdet.engine INFO: Eval iter: 500 [04/13 21:31:07] ppdet.engine INFO: Eval iter: 600 [04/13 21:31:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/13 21:31:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.93s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.07s). Accumulating evaluation results... DONE (t=29.22s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/13 21:34:41] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.969428540037136 [04/13 21:34:41] ppdet.engine INFO: Best test bbox ap is 0.543. [04/13 21:34:45] ppdet.engine INFO: Epoch: [67] [ 0/7329] learning_rate: 0.000100 loss_class: 0.561947 loss_bbox: 0.118925 loss_giou: 0.345634 loss_class_aux: 3.482828 loss_bbox_aux: 0.752548 loss_giou_aux: 2.178931 loss_class_dn: 0.324569 loss_bbox_dn: 0.127314 loss_giou_dn: 0.337553 loss_class_aux_dn: 1.771870 loss_bbox_aux_dn: 0.741360 loss_giou_aux_dn: 1.873510 loss: 13.358771 eta: 2 days, 22:15:55 batch_cost: 0.6524 data_cost: 0.0019 ips: 6.1314 images/s [04/13 21:35:55] ppdet.engine INFO: Epoch: [67] [ 100/7329] learning_rate: 0.000100 loss_class: 0.550626 loss_bbox: 0.119590 loss_giou: 0.396619 loss_class_aux: 3.476039 loss_bbox_aux: 0.781477 loss_giou_aux: 2.472403 loss_class_dn: 0.323907 loss_bbox_dn: 0.120228 loss_giou_dn: 0.372303 loss_class_aux_dn: 1.721073 loss_bbox_aux_dn: 0.765490 loss_giou_aux_dn: 2.054914 loss: 13.978918 eta: 2 days, 22:14:50 batch_cost: 0.6521 data_cost: 0.0017 ips: 6.1344 images/s [04/13 21:37:04] ppdet.engine INFO: Epoch: [67] [ 200/7329] learning_rate: 0.000100 loss_class: 0.576069 loss_bbox: 0.131772 loss_giou: 0.390557 loss_class_aux: 3.623676 loss_bbox_aux: 0.850293 loss_giou_aux: 2.478395 loss_class_dn: 0.330605 loss_bbox_dn: 0.127082 loss_giou_dn: 0.384988 loss_class_aux_dn: 1.767751 loss_bbox_aux_dn: 0.767719 loss_giou_aux_dn: 2.133097 loss: 14.405213 eta: 2 days, 22:13:44 batch_cost: 0.6367 data_cost: 0.0018 ips: 6.2823 images/s [04/13 21:38:13] ppdet.engine INFO: Epoch: [67] [ 300/7329] learning_rate: 0.000100 loss_class: 0.494955 loss_bbox: 0.113959 loss_giou: 0.332164 loss_class_aux: 3.244567 loss_bbox_aux: 0.737760 loss_giou_aux: 2.078962 loss_class_dn: 0.281353 loss_bbox_dn: 0.120870 loss_giou_dn: 0.300860 loss_class_aux_dn: 1.540234 loss_bbox_aux_dn: 0.734113 loss_giou_aux_dn: 1.677127 loss: 11.952176 eta: 2 days, 22:12:38 batch_cost: 0.6336 data_cost: 0.0017 ips: 6.3135 images/s [04/13 21:39:24] ppdet.engine INFO: Epoch: [67] [ 400/7329] learning_rate: 0.000100 loss_class: 0.516063 loss_bbox: 0.119174 loss_giou: 0.342744 loss_class_aux: 3.271373 loss_bbox_aux: 0.792994 loss_giou_aux: 2.176569 loss_class_dn: 0.290854 loss_bbox_dn: 0.124098 loss_giou_dn: 0.301983 loss_class_aux_dn: 1.633050 loss_bbox_aux_dn: 0.724311 loss_giou_aux_dn: 1.646456 loss: 12.324619 eta: 2 days, 22:11:32 batch_cost: 0.6513 data_cost: 0.0018 ips: 6.1418 images/s [04/13 21:40:35] ppdet.engine INFO: Epoch: [67] [ 500/7329] learning_rate: 0.000100 loss_class: 0.622172 loss_bbox: 0.141653 loss_giou: 0.476821 loss_class_aux: 4.009208 loss_bbox_aux: 0.949633 loss_giou_aux: 2.873174 loss_class_dn: 0.377144 loss_bbox_dn: 0.141374 loss_giou_dn: 0.431905 loss_class_aux_dn: 2.041014 loss_bbox_aux_dn: 0.835416 loss_giou_aux_dn: 2.376112 loss: 16.243591 eta: 2 days, 22:10:28 batch_cost: 0.6565 data_cost: 0.0019 ips: 6.0926 images/s [04/13 21:41:46] ppdet.engine INFO: Epoch: [67] [ 600/7329] learning_rate: 0.000100 loss_class: 0.548153 loss_bbox: 0.117538 loss_giou: 0.375952 loss_class_aux: 3.489583 loss_bbox_aux: 0.747674 loss_giou_aux: 2.453999 loss_class_dn: 0.323226 loss_bbox_dn: 0.118703 loss_giou_dn: 0.348507 loss_class_aux_dn: 1.742260 loss_bbox_aux_dn: 0.748911 loss_giou_aux_dn: 1.954139 loss: 13.596005 eta: 2 days, 22:09:23 batch_cost: 0.6524 data_cost: 0.0018 ips: 6.1312 images/s [04/13 21:42:57] ppdet.engine INFO: Epoch: [67] [ 700/7329] learning_rate: 0.000100 loss_class: 0.534744 loss_bbox: 0.156312 loss_giou: 0.336817 loss_class_aux: 3.421528 loss_bbox_aux: 1.002918 loss_giou_aux: 2.124741 loss_class_dn: 0.322203 loss_bbox_dn: 0.138824 loss_giou_dn: 0.309588 loss_class_aux_dn: 1.722920 loss_bbox_aux_dn: 0.819773 loss_giou_aux_dn: 1.763234 loss: 13.270199 eta: 2 days, 22:08:17 batch_cost: 0.6474 data_cost: 0.0019 ips: 6.1781 images/s [04/13 21:44:06] ppdet.engine INFO: Epoch: [67] [ 800/7329] learning_rate: 0.000100 loss_class: 0.570655 loss_bbox: 0.131990 loss_giou: 0.442312 loss_class_aux: 3.778768 loss_bbox_aux: 0.873278 loss_giou_aux: 2.796100 loss_class_dn: 0.338575 loss_bbox_dn: 0.142662 loss_giou_dn: 0.390354 loss_class_aux_dn: 1.802433 loss_bbox_aux_dn: 0.826472 loss_giou_aux_dn: 2.178349 loss: 13.961458 eta: 2 days, 22:07:11 batch_cost: 0.6410 data_cost: 0.0019 ips: 6.2403 images/s [04/13 21:45:16] ppdet.engine INFO: Epoch: [67] [ 900/7329] learning_rate: 0.000100 loss_class: 0.549538 loss_bbox: 0.131333 loss_giou: 0.344832 loss_class_aux: 3.577556 loss_bbox_aux: 0.856000 loss_giou_aux: 2.177333 loss_class_dn: 0.323050 loss_bbox_dn: 0.126687 loss_giou_dn: 0.308841 loss_class_aux_dn: 1.771377 loss_bbox_aux_dn: 0.782875 loss_giou_aux_dn: 1.744078 loss: 13.097934 eta: 2 days, 22:06:06 batch_cost: 0.6418 data_cost: 0.0018 ips: 6.2329 images/s [04/13 21:46:26] ppdet.engine INFO: Epoch: [67] [1000/7329] learning_rate: 0.000100 loss_class: 0.529341 loss_bbox: 0.107294 loss_giou: 0.352732 loss_class_aux: 3.313855 loss_bbox_aux: 0.692271 loss_giou_aux: 2.229631 loss_class_dn: 0.315351 loss_bbox_dn: 0.103752 loss_giou_dn: 0.326234 loss_class_aux_dn: 1.710296 loss_bbox_aux_dn: 0.648920 loss_giou_aux_dn: 1.844378 loss: 13.045418 eta: 2 days, 22:05:00 batch_cost: 0.6436 data_cost: 0.0020 ips: 6.2153 images/s [04/13 21:47:35] ppdet.engine INFO: Epoch: [67] [1100/7329] learning_rate: 0.000100 loss_class: 0.527836 loss_bbox: 0.124663 loss_giou: 0.289882 loss_class_aux: 3.362606 loss_bbox_aux: 0.845586 loss_giou_aux: 1.919869 loss_class_dn: 0.275910 loss_bbox_dn: 0.130132 loss_giou_dn: 0.292508 loss_class_aux_dn: 1.486797 loss_bbox_aux_dn: 0.805802 loss_giou_aux_dn: 1.643347 loss: 12.096769 eta: 2 days, 22:03:54 batch_cost: 0.6415 data_cost: 0.0019 ips: 6.2356 images/s [04/13 21:48:46] ppdet.engine INFO: Epoch: [67] [1200/7329] learning_rate: 0.000100 loss_class: 0.527385 loss_bbox: 0.129866 loss_giou: 0.299543 loss_class_aux: 3.397907 loss_bbox_aux: 0.829528 loss_giou_aux: 1.860301 loss_class_dn: 0.290291 loss_bbox_dn: 0.127229 loss_giou_dn: 0.286545 loss_class_aux_dn: 1.574159 loss_bbox_aux_dn: 0.762225 loss_giou_aux_dn: 1.630676 loss: 12.100744 eta: 2 days, 22:02:49 batch_cost: 0.6496 data_cost: 0.0020 ips: 6.1581 images/s [04/13 21:49:58] ppdet.engine INFO: Epoch: [67] [1300/7329] learning_rate: 0.000100 loss_class: 0.499960 loss_bbox: 0.114769 loss_giou: 0.284866 loss_class_aux: 3.349662 loss_bbox_aux: 0.774502 loss_giou_aux: 1.757702 loss_class_dn: 0.291910 loss_bbox_dn: 0.120650 loss_giou_dn: 0.286222 loss_class_aux_dn: 1.558120 loss_bbox_aux_dn: 0.752038 loss_giou_aux_dn: 1.656457 loss: 11.760752 eta: 2 days, 22:01:44 batch_cost: 0.6628 data_cost: 0.0019 ips: 6.0351 images/s [04/13 21:51:09] ppdet.engine INFO: Epoch: [67] [1400/7329] learning_rate: 0.000100 loss_class: 0.560110 loss_bbox: 0.119240 loss_giou: 0.351417 loss_class_aux: 3.703153 loss_bbox_aux: 0.774038 loss_giou_aux: 2.260742 loss_class_dn: 0.329361 loss_bbox_dn: 0.121293 loss_giou_dn: 0.327774 loss_class_aux_dn: 1.775522 loss_bbox_aux_dn: 0.718957 loss_giou_aux_dn: 1.876293 loss: 13.591259 eta: 2 days, 22:00:39 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1681 images/s [04/13 21:52:19] ppdet.engine INFO: Epoch: [67] [1500/7329] learning_rate: 0.000100 loss_class: 0.601209 loss_bbox: 0.159879 loss_giou: 0.428735 loss_class_aux: 3.797788 loss_bbox_aux: 1.017677 loss_giou_aux: 2.674229 loss_class_dn: 0.363555 loss_bbox_dn: 0.160544 loss_giou_dn: 0.387479 loss_class_aux_dn: 1.941860 loss_bbox_aux_dn: 0.961874 loss_giou_aux_dn: 2.177167 loss: 15.421431 eta: 2 days, 21:59:34 batch_cost: 0.6494 data_cost: 0.0019 ips: 6.1600 images/s [04/13 21:53:30] ppdet.engine INFO: Epoch: [67] [1600/7329] learning_rate: 0.000100 loss_class: 0.592531 loss_bbox: 0.137443 loss_giou: 0.427929 loss_class_aux: 3.791846 loss_bbox_aux: 0.907317 loss_giou_aux: 2.638097 loss_class_dn: 0.341031 loss_bbox_dn: 0.139666 loss_giou_dn: 0.391025 loss_class_aux_dn: 1.863715 loss_bbox_aux_dn: 0.846735 loss_giou_aux_dn: 2.145871 loss: 14.535646 eta: 2 days, 21:58:29 batch_cost: 0.6564 data_cost: 0.0022 ips: 6.0937 images/s [04/13 21:54:41] ppdet.engine INFO: Epoch: [67] [1700/7329] learning_rate: 0.000100 loss_class: 0.539796 loss_bbox: 0.121185 loss_giou: 0.338466 loss_class_aux: 3.426424 loss_bbox_aux: 0.816821 loss_giou_aux: 2.117056 loss_class_dn: 0.299795 loss_bbox_dn: 0.127545 loss_giou_dn: 0.306238 loss_class_aux_dn: 1.606947 loss_bbox_aux_dn: 0.729426 loss_giou_aux_dn: 1.737620 loss: 12.904036 eta: 2 days, 21:57:24 batch_cost: 0.6498 data_cost: 0.0022 ips: 6.1559 images/s [04/13 21:55:52] ppdet.engine INFO: Epoch: [67] [1800/7329] learning_rate: 0.000100 loss_class: 0.542587 loss_bbox: 0.128202 loss_giou: 0.325487 loss_class_aux: 3.496613 loss_bbox_aux: 0.837283 loss_giou_aux: 2.116918 loss_class_dn: 0.328664 loss_bbox_dn: 0.119122 loss_giou_dn: 0.334275 loss_class_aux_dn: 1.721449 loss_bbox_aux_dn: 0.757773 loss_giou_aux_dn: 1.932559 loss: 13.277674 eta: 2 days, 21:56:19 batch_cost: 0.6542 data_cost: 0.0018 ips: 6.1145 images/s [04/13 21:57:03] ppdet.engine INFO: Epoch: [67] [1900/7329] learning_rate: 0.000100 loss_class: 0.525654 loss_bbox: 0.121244 loss_giou: 0.334611 loss_class_aux: 3.260698 loss_bbox_aux: 0.820363 loss_giou_aux: 2.021612 loss_class_dn: 0.282075 loss_bbox_dn: 0.124958 loss_giou_dn: 0.308166 loss_class_aux_dn: 1.521475 loss_bbox_aux_dn: 0.737736 loss_giou_aux_dn: 1.743742 loss: 12.570839 eta: 2 days, 21:55:14 batch_cost: 0.6559 data_cost: 0.0020 ips: 6.0985 images/s [04/13 21:58:14] ppdet.engine INFO: Epoch: [67] [2000/7329] learning_rate: 0.000100 loss_class: 0.525716 loss_bbox: 0.120861 loss_giou: 0.322217 loss_class_aux: 3.339154 loss_bbox_aux: 0.766052 loss_giou_aux: 2.039050 loss_class_dn: 0.297873 loss_bbox_dn: 0.122287 loss_giou_dn: 0.303857 loss_class_aux_dn: 1.594215 loss_bbox_aux_dn: 0.755256 loss_giou_aux_dn: 1.689706 loss: 12.381505 eta: 2 days, 21:54:09 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1806 images/s [04/13 21:59:24] ppdet.engine INFO: Epoch: [67] [2100/7329] learning_rate: 0.000100 loss_class: 0.587028 loss_bbox: 0.139202 loss_giou: 0.382038 loss_class_aux: 3.650995 loss_bbox_aux: 0.953940 loss_giou_aux: 2.527643 loss_class_dn: 0.346054 loss_bbox_dn: 0.143062 loss_giou_dn: 0.376299 loss_class_aux_dn: 1.846171 loss_bbox_aux_dn: 0.847794 loss_giou_aux_dn: 2.093102 loss: 14.195265 eta: 2 days, 21:53:03 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1805 images/s [04/13 22:00:33] ppdet.engine INFO: Epoch: [67] [2200/7329] learning_rate: 0.000100 loss_class: 0.505245 loss_bbox: 0.126247 loss_giou: 0.321007 loss_class_aux: 3.286690 loss_bbox_aux: 0.860461 loss_giou_aux: 2.003570 loss_class_dn: 0.295635 loss_bbox_dn: 0.142385 loss_giou_dn: 0.312978 loss_class_aux_dn: 1.590148 loss_bbox_aux_dn: 0.827026 loss_giou_aux_dn: 1.738699 loss: 11.935673 eta: 2 days, 21:51:57 batch_cost: 0.6379 data_cost: 0.0020 ips: 6.2704 images/s [04/13 22:01:43] ppdet.engine INFO: Epoch: [67] [2300/7329] learning_rate: 0.000100 loss_class: 0.514708 loss_bbox: 0.139634 loss_giou: 0.371144 loss_class_aux: 3.255363 loss_bbox_aux: 0.890904 loss_giou_aux: 2.400052 loss_class_dn: 0.319914 loss_bbox_dn: 0.132538 loss_giou_dn: 0.348901 loss_class_aux_dn: 1.744603 loss_bbox_aux_dn: 0.768612 loss_giou_aux_dn: 1.978577 loss: 13.295424 eta: 2 days, 21:50:51 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2407 images/s [04/13 22:02:54] ppdet.engine INFO: Epoch: [67] [2400/7329] learning_rate: 0.000100 loss_class: 0.634827 loss_bbox: 0.142238 loss_giou: 0.462674 loss_class_aux: 3.952325 loss_bbox_aux: 0.888031 loss_giou_aux: 2.884775 loss_class_dn: 0.359074 loss_bbox_dn: 0.135248 loss_giou_dn: 0.421867 loss_class_aux_dn: 1.948988 loss_bbox_aux_dn: 0.819835 loss_giou_aux_dn: 2.344133 loss: 16.014795 eta: 2 days, 21:49:46 batch_cost: 0.6513 data_cost: 0.0019 ips: 6.1412 images/s [04/13 22:04:05] ppdet.engine INFO: Epoch: [67] [2500/7329] learning_rate: 0.000100 loss_class: 0.591253 loss_bbox: 0.121691 loss_giou: 0.368278 loss_class_aux: 3.547816 loss_bbox_aux: 0.820796 loss_giou_aux: 2.318473 loss_class_dn: 0.332550 loss_bbox_dn: 0.124078 loss_giou_dn: 0.341683 loss_class_aux_dn: 1.720987 loss_bbox_aux_dn: 0.770463 loss_giou_aux_dn: 1.931559 loss: 13.261190 eta: 2 days, 21:48:41 batch_cost: 0.6535 data_cost: 0.0019 ips: 6.1210 images/s [04/13 22:05:16] ppdet.engine INFO: Epoch: [67] [2600/7329] learning_rate: 0.000100 loss_class: 0.496920 loss_bbox: 0.124897 loss_giou: 0.349484 loss_class_aux: 3.189178 loss_bbox_aux: 0.818750 loss_giou_aux: 2.225691 loss_class_dn: 0.310162 loss_bbox_dn: 0.123333 loss_giou_dn: 0.314067 loss_class_aux_dn: 1.658630 loss_bbox_aux_dn: 0.730292 loss_giou_aux_dn: 1.761196 loss: 12.146626 eta: 2 days, 21:47:36 batch_cost: 0.6523 data_cost: 0.0018 ips: 6.1323 images/s [04/13 22:06:26] ppdet.engine INFO: Epoch: [67] [2700/7329] learning_rate: 0.000100 loss_class: 0.497070 loss_bbox: 0.115256 loss_giou: 0.330364 loss_class_aux: 3.179194 loss_bbox_aux: 0.764662 loss_giou_aux: 2.074868 loss_class_dn: 0.289057 loss_bbox_dn: 0.127770 loss_giou_dn: 0.325616 loss_class_aux_dn: 1.550712 loss_bbox_aux_dn: 0.818099 loss_giou_aux_dn: 1.834711 loss: 12.166440 eta: 2 days, 21:46:31 batch_cost: 0.6471 data_cost: 0.0018 ips: 6.1810 images/s [04/13 22:07:37] ppdet.engine INFO: Epoch: [67] [2800/7329] learning_rate: 0.000100 loss_class: 0.533754 loss_bbox: 0.109537 loss_giou: 0.368100 loss_class_aux: 3.360987 loss_bbox_aux: 0.706019 loss_giou_aux: 2.490365 loss_class_dn: 0.325796 loss_bbox_dn: 0.115198 loss_giou_dn: 0.352946 loss_class_aux_dn: 1.731527 loss_bbox_aux_dn: 0.768551 loss_giou_aux_dn: 1.965214 loss: 12.917638 eta: 2 days, 21:45:26 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1147 images/s [04/13 22:08:48] ppdet.engine INFO: Epoch: [67] [2900/7329] learning_rate: 0.000100 loss_class: 0.502285 loss_bbox: 0.113033 loss_giou: 0.325372 loss_class_aux: 3.161108 loss_bbox_aux: 0.746801 loss_giou_aux: 2.009596 loss_class_dn: 0.276203 loss_bbox_dn: 0.131981 loss_giou_dn: 0.294384 loss_class_aux_dn: 1.489532 loss_bbox_aux_dn: 0.750124 loss_giou_aux_dn: 1.703637 loss: 11.454333 eta: 2 days, 21:44:21 batch_cost: 0.6530 data_cost: 0.0018 ips: 6.1255 images/s [04/13 22:09:59] ppdet.engine INFO: Epoch: [67] [3000/7329] learning_rate: 0.000100 loss_class: 0.565399 loss_bbox: 0.116144 loss_giou: 0.330607 loss_class_aux: 3.621765 loss_bbox_aux: 0.735367 loss_giou_aux: 2.152433 loss_class_dn: 0.326754 loss_bbox_dn: 0.126587 loss_giou_dn: 0.329353 loss_class_aux_dn: 1.758692 loss_bbox_aux_dn: 0.756424 loss_giou_aux_dn: 1.829639 loss: 12.458138 eta: 2 days, 21:43:16 batch_cost: 0.6536 data_cost: 0.0021 ips: 6.1200 images/s [04/13 22:11:09] ppdet.engine INFO: Epoch: [67] [3100/7329] learning_rate: 0.000100 loss_class: 0.564623 loss_bbox: 0.152082 loss_giou: 0.403243 loss_class_aux: 3.467887 loss_bbox_aux: 0.981414 loss_giou_aux: 2.542089 loss_class_dn: 0.326132 loss_bbox_dn: 0.144497 loss_giou_dn: 0.350470 loss_class_aux_dn: 1.756305 loss_bbox_aux_dn: 0.840418 loss_giou_aux_dn: 1.998363 loss: 13.848660 eta: 2 days, 21:42:10 batch_cost: 0.6438 data_cost: 0.0020 ips: 6.2132 images/s [04/13 22:12:20] ppdet.engine INFO: Epoch: [67] [3200/7329] learning_rate: 0.000100 loss_class: 0.594298 loss_bbox: 0.124724 loss_giou: 0.399908 loss_class_aux: 3.667012 loss_bbox_aux: 0.763659 loss_giou_aux: 2.503554 loss_class_dn: 0.348125 loss_bbox_dn: 0.127516 loss_giou_dn: 0.386275 loss_class_aux_dn: 1.824523 loss_bbox_aux_dn: 0.760354 loss_giou_aux_dn: 2.089108 loss: 14.439194 eta: 2 days, 21:41:06 batch_cost: 0.6563 data_cost: 0.0019 ips: 6.0946 images/s [04/13 22:13:32] ppdet.engine INFO: Epoch: [67] [3300/7329] learning_rate: 0.000100 loss_class: 0.614680 loss_bbox: 0.122784 loss_giou: 0.398644 loss_class_aux: 3.861073 loss_bbox_aux: 0.805335 loss_giou_aux: 2.578022 loss_class_dn: 0.341674 loss_bbox_dn: 0.125428 loss_giou_dn: 0.368438 loss_class_aux_dn: 1.818254 loss_bbox_aux_dn: 0.776241 loss_giou_aux_dn: 2.069828 loss: 14.069145 eta: 2 days, 21:40:01 batch_cost: 0.6579 data_cost: 0.0021 ips: 6.0796 images/s [04/13 22:14:42] ppdet.engine INFO: Epoch: [67] [3400/7329] learning_rate: 0.000100 loss_class: 0.514698 loss_bbox: 0.130611 loss_giou: 0.301940 loss_class_aux: 3.258183 loss_bbox_aux: 0.849091 loss_giou_aux: 1.887138 loss_class_dn: 0.290012 loss_bbox_dn: 0.127126 loss_giou_dn: 0.298415 loss_class_aux_dn: 1.598057 loss_bbox_aux_dn: 0.769202 loss_giou_aux_dn: 1.635120 loss: 12.144857 eta: 2 days, 21:38:56 batch_cost: 0.6473 data_cost: 0.0019 ips: 6.1792 images/s [04/13 22:15:52] ppdet.engine INFO: Epoch: [67] [3500/7329] learning_rate: 0.000100 loss_class: 0.572965 loss_bbox: 0.129160 loss_giou: 0.324101 loss_class_aux: 3.563783 loss_bbox_aux: 0.839277 loss_giou_aux: 2.038303 loss_class_dn: 0.310972 loss_bbox_dn: 0.130047 loss_giou_dn: 0.314194 loss_class_aux_dn: 1.690578 loss_bbox_aux_dn: 0.778161 loss_giou_aux_dn: 1.704382 loss: 13.040519 eta: 2 days, 21:37:50 batch_cost: 0.6399 data_cost: 0.0020 ips: 6.2506 images/s [04/13 22:17:03] ppdet.engine INFO: Epoch: [67] [3600/7329] learning_rate: 0.000100 loss_class: 0.586432 loss_bbox: 0.121031 loss_giou: 0.322344 loss_class_aux: 3.649417 loss_bbox_aux: 0.798066 loss_giou_aux: 1.998745 loss_class_dn: 0.309535 loss_bbox_dn: 0.129652 loss_giou_dn: 0.312325 loss_class_aux_dn: 1.619296 loss_bbox_aux_dn: 0.757993 loss_giou_aux_dn: 1.710701 loss: 13.451130 eta: 2 days, 21:36:45 batch_cost: 0.6579 data_cost: 0.0019 ips: 6.0801 images/s [04/13 22:18:14] ppdet.engine INFO: Epoch: [67] [3700/7329] learning_rate: 0.000100 loss_class: 0.507541 loss_bbox: 0.117150 loss_giou: 0.342806 loss_class_aux: 3.140939 loss_bbox_aux: 0.796685 loss_giou_aux: 2.115026 loss_class_dn: 0.290842 loss_bbox_dn: 0.119463 loss_giou_dn: 0.329364 loss_class_aux_dn: 1.549836 loss_bbox_aux_dn: 0.708435 loss_giou_aux_dn: 1.842292 loss: 12.003756 eta: 2 days, 21:35:40 batch_cost: 0.6492 data_cost: 0.0020 ips: 6.1615 images/s [04/13 22:19:23] ppdet.engine INFO: Epoch: [67] [3800/7329] learning_rate: 0.000100 loss_class: 0.610624 loss_bbox: 0.129095 loss_giou: 0.410667 loss_class_aux: 3.928835 loss_bbox_aux: 0.819228 loss_giou_aux: 2.520785 loss_class_dn: 0.335140 loss_bbox_dn: 0.128903 loss_giou_dn: 0.380255 loss_class_aux_dn: 1.828229 loss_bbox_aux_dn: 0.842231 loss_giou_aux_dn: 2.110430 loss: 13.778873 eta: 2 days, 21:34:33 batch_cost: 0.6362 data_cost: 0.0018 ips: 6.2872 images/s [04/13 22:20:34] ppdet.engine INFO: Epoch: [67] [3900/7329] learning_rate: 0.000100 loss_class: 0.558898 loss_bbox: 0.116946 loss_giou: 0.322972 loss_class_aux: 3.532566 loss_bbox_aux: 0.771433 loss_giou_aux: 2.056719 loss_class_dn: 0.300665 loss_bbox_dn: 0.137538 loss_giou_dn: 0.307790 loss_class_aux_dn: 1.663057 loss_bbox_aux_dn: 0.830989 loss_giou_aux_dn: 1.711879 loss: 12.998684 eta: 2 days, 21:33:29 batch_cost: 0.6536 data_cost: 0.0020 ips: 6.1198 images/s [04/13 22:21:47] ppdet.engine INFO: Epoch: [67] [4000/7329] learning_rate: 0.000100 loss_class: 0.522645 loss_bbox: 0.126035 loss_giou: 0.355440 loss_class_aux: 3.378071 loss_bbox_aux: 0.804943 loss_giou_aux: 2.288557 loss_class_dn: 0.321429 loss_bbox_dn: 0.128235 loss_giou_dn: 0.342525 loss_class_aux_dn: 1.678452 loss_bbox_aux_dn: 0.769343 loss_giou_aux_dn: 1.907109 loss: 13.663717 eta: 2 days, 21:32:25 batch_cost: 0.6668 data_cost: 0.0019 ips: 5.9984 images/s [04/13 22:22:58] ppdet.engine INFO: Epoch: [67] [4100/7329] learning_rate: 0.000100 loss_class: 0.583608 loss_bbox: 0.125468 loss_giou: 0.340839 loss_class_aux: 3.674103 loss_bbox_aux: 0.837486 loss_giou_aux: 2.173821 loss_class_dn: 0.325100 loss_bbox_dn: 0.119714 loss_giou_dn: 0.325801 loss_class_aux_dn: 1.714620 loss_bbox_aux_dn: 0.700369 loss_giou_aux_dn: 1.875906 loss: 13.892382 eta: 2 days, 21:31:20 batch_cost: 0.6531 data_cost: 0.0021 ips: 6.1247 images/s [04/13 22:24:07] ppdet.engine INFO: Epoch: [67] [4200/7329] learning_rate: 0.000100 loss_class: 0.481326 loss_bbox: 0.111099 loss_giou: 0.307643 loss_class_aux: 3.174625 loss_bbox_aux: 0.757860 loss_giou_aux: 1.916014 loss_class_dn: 0.278027 loss_bbox_dn: 0.121206 loss_giou_dn: 0.287654 loss_class_aux_dn: 1.485396 loss_bbox_aux_dn: 0.722864 loss_giou_aux_dn: 1.643986 loss: 12.254539 eta: 2 days, 21:30:14 batch_cost: 0.6407 data_cost: 0.0019 ips: 6.2434 images/s [04/13 22:25:19] ppdet.engine INFO: Epoch: [67] [4300/7329] learning_rate: 0.000100 loss_class: 0.527042 loss_bbox: 0.123944 loss_giou: 0.349775 loss_class_aux: 3.494748 loss_bbox_aux: 0.784695 loss_giou_aux: 2.206797 loss_class_dn: 0.321041 loss_bbox_dn: 0.133533 loss_giou_dn: 0.321735 loss_class_aux_dn: 1.698814 loss_bbox_aux_dn: 0.790223 loss_giou_aux_dn: 1.818154 loss: 13.005476 eta: 2 days, 21:29:10 batch_cost: 0.6642 data_cost: 0.0022 ips: 6.0224 images/s [04/13 22:26:30] ppdet.engine INFO: Epoch: [67] [4400/7329] learning_rate: 0.000100 loss_class: 0.530530 loss_bbox: 0.131678 loss_giou: 0.341325 loss_class_aux: 3.358359 loss_bbox_aux: 0.850234 loss_giou_aux: 2.123078 loss_class_dn: 0.311306 loss_bbox_dn: 0.134067 loss_giou_dn: 0.319158 loss_class_aux_dn: 1.647374 loss_bbox_aux_dn: 0.816069 loss_giou_aux_dn: 1.798560 loss: 12.441916 eta: 2 days, 21:28:04 batch_cost: 0.6491 data_cost: 0.0019 ips: 6.1619 images/s [04/13 22:27:41] ppdet.engine INFO: Epoch: [67] [4500/7329] learning_rate: 0.000100 loss_class: 0.544256 loss_bbox: 0.127260 loss_giou: 0.317092 loss_class_aux: 3.424372 loss_bbox_aux: 0.836780 loss_giou_aux: 2.022143 loss_class_dn: 0.298820 loss_bbox_dn: 0.116601 loss_giou_dn: 0.308284 loss_class_aux_dn: 1.565340 loss_bbox_aux_dn: 0.739702 loss_giou_aux_dn: 1.756833 loss: 12.274929 eta: 2 days, 21:26:59 batch_cost: 0.6526 data_cost: 0.0022 ips: 6.1292 images/s [04/13 22:28:51] ppdet.engine INFO: Epoch: [67] [4600/7329] learning_rate: 0.000100 loss_class: 0.595630 loss_bbox: 0.127070 loss_giou: 0.395182 loss_class_aux: 3.789420 loss_bbox_aux: 0.815996 loss_giou_aux: 2.538430 loss_class_dn: 0.327715 loss_bbox_dn: 0.123889 loss_giou_dn: 0.384812 loss_class_aux_dn: 1.838162 loss_bbox_aux_dn: 0.732197 loss_giou_aux_dn: 2.091249 loss: 14.181404 eta: 2 days, 21:25:54 batch_cost: 0.6508 data_cost: 0.0017 ips: 6.1466 images/s [04/13 22:30:02] ppdet.engine INFO: Epoch: [67] [4700/7329] learning_rate: 0.000100 loss_class: 0.615147 loss_bbox: 0.122796 loss_giou: 0.401992 loss_class_aux: 3.818252 loss_bbox_aux: 0.801434 loss_giou_aux: 2.482941 loss_class_dn: 0.344253 loss_bbox_dn: 0.140356 loss_giou_dn: 0.364584 loss_class_aux_dn: 1.818433 loss_bbox_aux_dn: 0.834330 loss_giou_aux_dn: 2.061593 loss: 14.758524 eta: 2 days, 21:24:49 batch_cost: 0.6456 data_cost: 0.0019 ips: 6.1953 images/s [04/13 22:31:11] ppdet.engine INFO: Epoch: [67] [4800/7329] learning_rate: 0.000100 loss_class: 0.633299 loss_bbox: 0.137604 loss_giou: 0.432780 loss_class_aux: 3.972193 loss_bbox_aux: 0.890196 loss_giou_aux: 2.713367 loss_class_dn: 0.350318 loss_bbox_dn: 0.147454 loss_giou_dn: 0.379918 loss_class_aux_dn: 1.888745 loss_bbox_aux_dn: 0.848772 loss_giou_aux_dn: 2.159715 loss: 14.850104 eta: 2 days, 21:23:43 batch_cost: 0.6409 data_cost: 0.0020 ips: 6.2409 images/s [04/13 22:32:21] ppdet.engine INFO: Epoch: [67] [4900/7329] learning_rate: 0.000100 loss_class: 0.552032 loss_bbox: 0.121184 loss_giou: 0.353066 loss_class_aux: 3.434827 loss_bbox_aux: 0.792330 loss_giou_aux: 2.302271 loss_class_dn: 0.316844 loss_bbox_dn: 0.133349 loss_giou_dn: 0.347751 loss_class_aux_dn: 1.677362 loss_bbox_aux_dn: 0.769847 loss_giou_aux_dn: 1.935355 loss: 13.562490 eta: 2 days, 21:22:37 batch_cost: 0.6491 data_cost: 0.0019 ips: 6.1620 images/s [04/13 22:33:32] ppdet.engine INFO: Epoch: [67] [5000/7329] learning_rate: 0.000100 loss_class: 0.578157 loss_bbox: 0.113915 loss_giou: 0.348796 loss_class_aux: 3.648385 loss_bbox_aux: 0.725990 loss_giou_aux: 2.248448 loss_class_dn: 0.340037 loss_bbox_dn: 0.131026 loss_giou_dn: 0.340919 loss_class_aux_dn: 1.793050 loss_bbox_aux_dn: 0.777650 loss_giou_aux_dn: 1.948292 loss: 14.260702 eta: 2 days, 21:21:32 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1787 images/s [04/13 22:34:43] ppdet.engine INFO: Epoch: [67] [5100/7329] learning_rate: 0.000100 loss_class: 0.565391 loss_bbox: 0.126339 loss_giou: 0.378928 loss_class_aux: 3.636673 loss_bbox_aux: 0.851694 loss_giou_aux: 2.379386 loss_class_dn: 0.327619 loss_bbox_dn: 0.140915 loss_giou_dn: 0.367036 loss_class_aux_dn: 1.707608 loss_bbox_aux_dn: 0.827160 loss_giou_aux_dn: 2.045525 loss: 13.340559 eta: 2 days, 21:20:27 batch_cost: 0.6551 data_cost: 0.0019 ips: 6.1060 images/s [04/13 22:35:52] ppdet.engine INFO: Epoch: [67] [5200/7329] learning_rate: 0.000100 loss_class: 0.587523 loss_bbox: 0.135250 loss_giou: 0.408805 loss_class_aux: 3.716829 loss_bbox_aux: 0.833698 loss_giou_aux: 2.687604 loss_class_dn: 0.334642 loss_bbox_dn: 0.130920 loss_giou_dn: 0.381473 loss_class_aux_dn: 1.772693 loss_bbox_aux_dn: 0.792051 loss_giou_aux_dn: 2.118008 loss: 14.808619 eta: 2 days, 21:19:21 batch_cost: 0.6373 data_cost: 0.0018 ips: 6.2768 images/s [04/13 22:37:03] ppdet.engine INFO: Epoch: [67] [5300/7329] learning_rate: 0.000100 loss_class: 0.536477 loss_bbox: 0.126708 loss_giou: 0.393379 loss_class_aux: 3.320516 loss_bbox_aux: 0.870396 loss_giou_aux: 2.535405 loss_class_dn: 0.323416 loss_bbox_dn: 0.129325 loss_giou_dn: 0.354841 loss_class_aux_dn: 1.709267 loss_bbox_aux_dn: 0.758348 loss_giou_aux_dn: 2.016237 loss: 12.995064 eta: 2 days, 21:18:16 batch_cost: 0.6518 data_cost: 0.0017 ips: 6.1364 images/s [04/13 22:38:13] ppdet.engine INFO: Epoch: [67] [5400/7329] learning_rate: 0.000100 loss_class: 0.527928 loss_bbox: 0.123788 loss_giou: 0.371152 loss_class_aux: 3.344309 loss_bbox_aux: 0.820112 loss_giou_aux: 2.221517 loss_class_dn: 0.299778 loss_bbox_dn: 0.125065 loss_giou_dn: 0.310466 loss_class_aux_dn: 1.644192 loss_bbox_aux_dn: 0.757681 loss_giou_aux_dn: 1.775233 loss: 13.511559 eta: 2 days, 21:17:11 batch_cost: 0.6495 data_cost: 0.0018 ips: 6.1589 images/s [04/13 22:39:23] ppdet.engine INFO: Epoch: [67] [5500/7329] learning_rate: 0.000100 loss_class: 0.535093 loss_bbox: 0.132859 loss_giou: 0.324976 loss_class_aux: 3.357377 loss_bbox_aux: 0.902279 loss_giou_aux: 2.016627 loss_class_dn: 0.310652 loss_bbox_dn: 0.130843 loss_giou_dn: 0.298482 loss_class_aux_dn: 1.710994 loss_bbox_aux_dn: 0.790164 loss_giou_aux_dn: 1.738081 loss: 13.450277 eta: 2 days, 21:16:05 batch_cost: 0.6406 data_cost: 0.0020 ips: 6.2439 images/s [04/13 22:40:34] ppdet.engine INFO: Epoch: [67] [5600/7329] learning_rate: 0.000100 loss_class: 0.529415 loss_bbox: 0.122466 loss_giou: 0.376145 loss_class_aux: 3.479240 loss_bbox_aux: 0.774242 loss_giou_aux: 2.349464 loss_class_dn: 0.327825 loss_bbox_dn: 0.117151 loss_giou_dn: 0.333292 loss_class_aux_dn: 1.787881 loss_bbox_aux_dn: 0.692832 loss_giou_aux_dn: 1.894441 loss: 13.182782 eta: 2 days, 21:15:00 batch_cost: 0.6507 data_cost: 0.0020 ips: 6.1470 images/s [04/13 22:41:44] ppdet.engine INFO: Epoch: [67] [5700/7329] learning_rate: 0.000100 loss_class: 0.608376 loss_bbox: 0.135222 loss_giou: 0.423488 loss_class_aux: 3.832676 loss_bbox_aux: 0.858623 loss_giou_aux: 2.613088 loss_class_dn: 0.345329 loss_bbox_dn: 0.124285 loss_giou_dn: 0.354120 loss_class_aux_dn: 1.865350 loss_bbox_aux_dn: 0.763521 loss_giou_aux_dn: 2.005918 loss: 14.569202 eta: 2 days, 21:13:54 batch_cost: 0.6441 data_cost: 0.0019 ips: 6.2098 images/s [04/13 22:42:53] ppdet.engine INFO: Epoch: [67] [5800/7329] learning_rate: 0.000100 loss_class: 0.615497 loss_bbox: 0.139841 loss_giou: 0.400801 loss_class_aux: 3.965631 loss_bbox_aux: 0.912799 loss_giou_aux: 2.479917 loss_class_dn: 0.357502 loss_bbox_dn: 0.136383 loss_giou_dn: 0.360202 loss_class_aux_dn: 1.860173 loss_bbox_aux_dn: 0.808908 loss_giou_aux_dn: 2.006236 loss: 15.074631 eta: 2 days, 21:12:48 batch_cost: 0.6422 data_cost: 0.0019 ips: 6.2283 images/s [04/13 22:44:02] ppdet.engine INFO: Epoch: [67] [5900/7329] learning_rate: 0.000100 loss_class: 0.557346 loss_bbox: 0.140373 loss_giou: 0.474275 loss_class_aux: 3.457672 loss_bbox_aux: 0.894463 loss_giou_aux: 2.944999 loss_class_dn: 0.336557 loss_bbox_dn: 0.124120 loss_giou_dn: 0.424294 loss_class_aux_dn: 1.812160 loss_bbox_aux_dn: 0.752644 loss_giou_aux_dn: 2.293796 loss: 15.050604 eta: 2 days, 21:11:42 batch_cost: 0.6370 data_cost: 0.0019 ips: 6.2799 images/s [04/13 22:45:12] ppdet.engine INFO: Epoch: [67] [6000/7329] learning_rate: 0.000100 loss_class: 0.619418 loss_bbox: 0.135855 loss_giou: 0.416245 loss_class_aux: 3.809739 loss_bbox_aux: 0.894075 loss_giou_aux: 2.603154 loss_class_dn: 0.362428 loss_bbox_dn: 0.125799 loss_giou_dn: 0.399078 loss_class_aux_dn: 1.927336 loss_bbox_aux_dn: 0.772310 loss_giou_aux_dn: 2.240325 loss: 15.049251 eta: 2 days, 21:10:36 batch_cost: 0.6443 data_cost: 0.0017 ips: 6.2081 images/s [04/13 22:46:23] ppdet.engine INFO: Epoch: [67] [6100/7329] learning_rate: 0.000100 loss_class: 0.562597 loss_bbox: 0.119691 loss_giou: 0.345158 loss_class_aux: 3.514279 loss_bbox_aux: 0.817141 loss_giou_aux: 2.118268 loss_class_dn: 0.324676 loss_bbox_dn: 0.118558 loss_giou_dn: 0.315361 loss_class_aux_dn: 1.756195 loss_bbox_aux_dn: 0.689674 loss_giou_aux_dn: 1.858957 loss: 12.810752 eta: 2 days, 21:09:31 batch_cost: 0.6537 data_cost: 0.0020 ips: 6.1194 images/s [04/13 22:47:33] ppdet.engine INFO: Epoch: [67] [6200/7329] learning_rate: 0.000100 loss_class: 0.548598 loss_bbox: 0.133084 loss_giou: 0.383064 loss_class_aux: 3.594688 loss_bbox_aux: 0.844465 loss_giou_aux: 2.422143 loss_class_dn: 0.330479 loss_bbox_dn: 0.142153 loss_giou_dn: 0.364903 loss_class_aux_dn: 1.759845 loss_bbox_aux_dn: 0.835746 loss_giou_aux_dn: 2.042892 loss: 14.055676 eta: 2 days, 21:08:26 batch_cost: 0.6424 data_cost: 0.0019 ips: 6.2268 images/s [04/13 22:48:46] ppdet.engine INFO: Epoch: [67] [6300/7329] learning_rate: 0.000100 loss_class: 0.545835 loss_bbox: 0.144805 loss_giou: 0.316090 loss_class_aux: 3.486044 loss_bbox_aux: 0.906264 loss_giou_aux: 1.924509 loss_class_dn: 0.289805 loss_bbox_dn: 0.141586 loss_giou_dn: 0.308387 loss_class_aux_dn: 1.603881 loss_bbox_aux_dn: 0.853316 loss_giou_aux_dn: 1.774330 loss: 12.538706 eta: 2 days, 21:07:21 batch_cost: 0.6643 data_cost: 0.0019 ips: 6.0210 images/s [04/13 22:49:56] ppdet.engine INFO: Epoch: [67] [6400/7329] learning_rate: 0.000100 loss_class: 0.536408 loss_bbox: 0.123468 loss_giou: 0.320394 loss_class_aux: 3.479620 loss_bbox_aux: 0.856769 loss_giou_aux: 2.063632 loss_class_dn: 0.314885 loss_bbox_dn: 0.134412 loss_giou_dn: 0.315769 loss_class_aux_dn: 1.690708 loss_bbox_aux_dn: 0.798656 loss_giou_aux_dn: 1.790757 loss: 12.903793 eta: 2 days, 21:06:16 batch_cost: 0.6446 data_cost: 0.0017 ips: 6.2054 images/s [04/13 22:51:06] ppdet.engine INFO: Epoch: [67] [6500/7329] learning_rate: 0.000100 loss_class: 0.547688 loss_bbox: 0.116658 loss_giou: 0.343167 loss_class_aux: 3.434008 loss_bbox_aux: 0.776499 loss_giou_aux: 2.135307 loss_class_dn: 0.326472 loss_bbox_dn: 0.119205 loss_giou_dn: 0.330945 loss_class_aux_dn: 1.756472 loss_bbox_aux_dn: 0.721767 loss_giou_aux_dn: 1.798011 loss: 13.422565 eta: 2 days, 21:05:10 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1738 images/s [04/13 22:52:17] ppdet.engine INFO: Epoch: [67] [6600/7329] learning_rate: 0.000100 loss_class: 0.534096 loss_bbox: 0.119787 loss_giou: 0.369498 loss_class_aux: 3.305490 loss_bbox_aux: 0.761415 loss_giou_aux: 2.273993 loss_class_dn: 0.285873 loss_bbox_dn: 0.127386 loss_giou_dn: 0.325208 loss_class_aux_dn: 1.560613 loss_bbox_aux_dn: 0.770291 loss_giou_aux_dn: 1.801503 loss: 12.384891 eta: 2 days, 21:04:06 batch_cost: 0.6548 data_cost: 0.0019 ips: 6.1090 images/s [04/13 22:53:27] ppdet.engine INFO: Epoch: [67] [6700/7329] learning_rate: 0.000100 loss_class: 0.539682 loss_bbox: 0.103674 loss_giou: 0.348468 loss_class_aux: 3.368807 loss_bbox_aux: 0.723241 loss_giou_aux: 2.234719 loss_class_dn: 0.290954 loss_bbox_dn: 0.116203 loss_giou_dn: 0.327668 loss_class_aux_dn: 1.578074 loss_bbox_aux_dn: 0.742672 loss_giou_aux_dn: 1.801932 loss: 12.281097 eta: 2 days, 21:03:00 batch_cost: 0.6482 data_cost: 0.0019 ips: 6.1708 images/s [04/13 22:54:38] ppdet.engine INFO: Epoch: [67] [6800/7329] learning_rate: 0.000100 loss_class: 0.534470 loss_bbox: 0.121551 loss_giou: 0.356348 loss_class_aux: 3.409463 loss_bbox_aux: 0.806851 loss_giou_aux: 2.202031 loss_class_dn: 0.321687 loss_bbox_dn: 0.121852 loss_giou_dn: 0.325561 loss_class_aux_dn: 1.719367 loss_bbox_aux_dn: 0.745654 loss_giou_aux_dn: 1.814623 loss: 12.839821 eta: 2 days, 21:01:55 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1498 images/s [04/13 22:55:49] ppdet.engine INFO: Epoch: [67] [6900/7329] learning_rate: 0.000100 loss_class: 0.588352 loss_bbox: 0.124408 loss_giou: 0.322175 loss_class_aux: 3.628366 loss_bbox_aux: 0.788243 loss_giou_aux: 2.076248 loss_class_dn: 0.300294 loss_bbox_dn: 0.130810 loss_giou_dn: 0.308894 loss_class_aux_dn: 1.643471 loss_bbox_aux_dn: 0.778223 loss_giou_aux_dn: 1.762753 loss: 12.646200 eta: 2 days, 21:00:50 batch_cost: 0.6518 data_cost: 0.0017 ips: 6.1372 images/s [04/13 22:57:02] ppdet.engine INFO: Epoch: [67] [7000/7329] learning_rate: 0.000100 loss_class: 0.599784 loss_bbox: 0.130374 loss_giou: 0.389522 loss_class_aux: 3.748632 loss_bbox_aux: 0.847118 loss_giou_aux: 2.437243 loss_class_dn: 0.349662 loss_bbox_dn: 0.121056 loss_giou_dn: 0.355623 loss_class_aux_dn: 1.862488 loss_bbox_aux_dn: 0.744172 loss_giou_aux_dn: 1.958381 loss: 14.235642 eta: 2 days, 20:59:46 batch_cost: 0.6660 data_cost: 0.0021 ips: 6.0064 images/s [04/13 22:58:12] ppdet.engine INFO: Epoch: [67] [7100/7329] learning_rate: 0.000100 loss_class: 0.569150 loss_bbox: 0.117256 loss_giou: 0.370710 loss_class_aux: 3.594879 loss_bbox_aux: 0.797201 loss_giou_aux: 2.334552 loss_class_dn: 0.338624 loss_bbox_dn: 0.118557 loss_giou_dn: 0.328304 loss_class_aux_dn: 1.798814 loss_bbox_aux_dn: 0.729159 loss_giou_aux_dn: 1.865010 loss: 14.191452 eta: 2 days, 20:58:41 batch_cost: 0.6494 data_cost: 0.0018 ips: 6.1596 images/s [04/13 22:59:25] ppdet.engine INFO: Epoch: [67] [7200/7329] learning_rate: 0.000100 loss_class: 0.525766 loss_bbox: 0.127003 loss_giou: 0.363205 loss_class_aux: 3.396434 loss_bbox_aux: 0.828380 loss_giou_aux: 2.188694 loss_class_dn: 0.306659 loss_bbox_dn: 0.134754 loss_giou_dn: 0.335805 loss_class_aux_dn: 1.679704 loss_bbox_aux_dn: 0.848813 loss_giou_aux_dn: 1.901094 loss: 13.133956 eta: 2 days, 20:57:37 batch_cost: 0.6669 data_cost: 0.0019 ips: 5.9977 images/s [04/13 23:00:35] ppdet.engine INFO: Epoch: [67] [7300/7329] learning_rate: 0.000100 loss_class: 0.542198 loss_bbox: 0.127628 loss_giou: 0.322921 loss_class_aux: 3.408023 loss_bbox_aux: 0.821736 loss_giou_aux: 2.101124 loss_class_dn: 0.305383 loss_bbox_dn: 0.126102 loss_giou_dn: 0.311510 loss_class_aux_dn: 1.677656 loss_bbox_aux_dn: 0.776419 loss_giou_aux_dn: 1.735279 loss: 12.580076 eta: 2 days, 20:56:31 batch_cost: 0.6443 data_cost: 0.0017 ips: 6.2081 images/s [04/13 23:00:59] ppdet.engine INFO: Eval iter: 0 [04/13 23:01:27] ppdet.engine INFO: Eval iter: 100 [04/13 23:01:54] ppdet.engine INFO: Eval iter: 200 [04/13 23:02:22] ppdet.engine INFO: Eval iter: 300 [04/13 23:02:49] ppdet.engine INFO: Eval iter: 400 [04/13 23:03:17] ppdet.engine INFO: Eval iter: 500 [04/13 23:03:45] ppdet.engine INFO: Eval iter: 600 [04/13 23:04:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/13 23:04:26] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.26s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=128.47s). Accumulating evaluation results... DONE (t=28.94s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/13 23:07:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.942558644725032 [04/13 23:07:18] ppdet.engine INFO: Best test bbox ap is 0.543. [04/13 23:07:19] ppdet.engine INFO: Epoch: [68] [ 0/7329] learning_rate: 0.000100 loss_class: 0.529079 loss_bbox: 0.128630 loss_giou: 0.323390 loss_class_aux: 3.389129 loss_bbox_aux: 0.800559 loss_giou_aux: 1.979222 loss_class_dn: 0.282966 loss_bbox_dn: 0.127344 loss_giou_dn: 0.311463 loss_class_aux_dn: 1.548132 loss_bbox_aux_dn: 0.801811 loss_giou_aux_dn: 1.729309 loss: 12.297329 eta: 2 days, 20:56:13 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1645 images/s [04/13 23:08:29] ppdet.engine INFO: Epoch: [68] [ 100/7329] learning_rate: 0.000100 loss_class: 0.618774 loss_bbox: 0.130873 loss_giou: 0.376957 loss_class_aux: 3.931005 loss_bbox_aux: 0.826030 loss_giou_aux: 2.338802 loss_class_dn: 0.339708 loss_bbox_dn: 0.139923 loss_giou_dn: 0.356329 loss_class_aux_dn: 1.836691 loss_bbox_aux_dn: 0.870412 loss_giou_aux_dn: 1.949386 loss: 14.014561 eta: 2 days, 20:55:07 batch_cost: 0.6413 data_cost: 0.0025 ips: 6.2377 images/s [04/13 23:09:40] ppdet.engine INFO: Epoch: [68] [ 200/7329] learning_rate: 0.000100 loss_class: 0.606813 loss_bbox: 0.127323 loss_giou: 0.418767 loss_class_aux: 3.877192 loss_bbox_aux: 0.827769 loss_giou_aux: 2.599027 loss_class_dn: 0.348903 loss_bbox_dn: 0.127388 loss_giou_dn: 0.384730 loss_class_aux_dn: 1.890247 loss_bbox_aux_dn: 0.772695 loss_giou_aux_dn: 2.147130 loss: 14.700300 eta: 2 days, 20:54:02 batch_cost: 0.6536 data_cost: 0.0023 ips: 6.1198 images/s [04/13 23:10:51] ppdet.engine INFO: Epoch: [68] [ 300/7329] learning_rate: 0.000100 loss_class: 0.563383 loss_bbox: 0.120171 loss_giou: 0.336888 loss_class_aux: 3.546111 loss_bbox_aux: 0.802234 loss_giou_aux: 2.105143 loss_class_dn: 0.301153 loss_bbox_dn: 0.113882 loss_giou_dn: 0.305232 loss_class_aux_dn: 1.639639 loss_bbox_aux_dn: 0.683852 loss_giou_aux_dn: 1.763012 loss: 12.461919 eta: 2 days, 20:52:57 batch_cost: 0.6553 data_cost: 0.0022 ips: 6.1041 images/s [04/13 23:12:02] ppdet.engine INFO: Epoch: [68] [ 400/7329] learning_rate: 0.000100 loss_class: 0.473521 loss_bbox: 0.114856 loss_giou: 0.322979 loss_class_aux: 3.039791 loss_bbox_aux: 0.733080 loss_giou_aux: 2.060595 loss_class_dn: 0.262939 loss_bbox_dn: 0.116376 loss_giou_dn: 0.307521 loss_class_aux_dn: 1.428769 loss_bbox_aux_dn: 0.680012 loss_giou_aux_dn: 1.681529 loss: 11.469320 eta: 2 days, 20:51:52 batch_cost: 0.6541 data_cost: 0.0023 ips: 6.1151 images/s [04/13 23:13:15] ppdet.engine INFO: Epoch: [68] [ 500/7329] learning_rate: 0.000100 loss_class: 0.540862 loss_bbox: 0.121967 loss_giou: 0.329351 loss_class_aux: 3.258917 loss_bbox_aux: 0.826894 loss_giou_aux: 2.084680 loss_class_dn: 0.309559 loss_bbox_dn: 0.134282 loss_giou_dn: 0.324543 loss_class_aux_dn: 1.679025 loss_bbox_aux_dn: 0.874186 loss_giou_aux_dn: 1.803607 loss: 12.690859 eta: 2 days, 20:50:48 batch_cost: 0.6671 data_cost: 0.0026 ips: 5.9959 images/s [04/13 23:14:26] ppdet.engine INFO: Epoch: [68] [ 600/7329] learning_rate: 0.000100 loss_class: 0.527004 loss_bbox: 0.117736 loss_giou: 0.298956 loss_class_aux: 3.279183 loss_bbox_aux: 0.787094 loss_giou_aux: 1.911519 loss_class_dn: 0.291455 loss_bbox_dn: 0.115562 loss_giou_dn: 0.290935 loss_class_aux_dn: 1.593534 loss_bbox_aux_dn: 0.696476 loss_giou_aux_dn: 1.708718 loss: 12.207325 eta: 2 days, 20:49:43 batch_cost: 0.6499 data_cost: 0.0021 ips: 6.1547 images/s [04/13 23:15:36] ppdet.engine INFO: Epoch: [68] [ 700/7329] learning_rate: 0.000100 loss_class: 0.549889 loss_bbox: 0.140715 loss_giou: 0.392377 loss_class_aux: 3.508808 loss_bbox_aux: 0.913581 loss_giou_aux: 2.449032 loss_class_dn: 0.339265 loss_bbox_dn: 0.117992 loss_giou_dn: 0.369408 loss_class_aux_dn: 1.840750 loss_bbox_aux_dn: 0.727127 loss_giou_aux_dn: 2.085386 loss: 13.762560 eta: 2 days, 20:48:38 batch_cost: 0.6489 data_cost: 0.0023 ips: 6.1646 images/s [04/13 23:16:47] ppdet.engine INFO: Epoch: [68] [ 800/7329] learning_rate: 0.000100 loss_class: 0.545422 loss_bbox: 0.124362 loss_giou: 0.299322 loss_class_aux: 3.510059 loss_bbox_aux: 0.815306 loss_giou_aux: 1.898161 loss_class_dn: 0.293985 loss_bbox_dn: 0.123808 loss_giou_dn: 0.299774 loss_class_aux_dn: 1.650585 loss_bbox_aux_dn: 0.742985 loss_giou_aux_dn: 1.692514 loss: 12.639743 eta: 2 days, 20:47:33 batch_cost: 0.6548 data_cost: 0.0022 ips: 6.1090 images/s [04/13 23:17:58] ppdet.engine INFO: Epoch: [68] [ 900/7329] learning_rate: 0.000100 loss_class: 0.548111 loss_bbox: 0.141605 loss_giou: 0.388945 loss_class_aux: 3.403397 loss_bbox_aux: 0.914771 loss_giou_aux: 2.434938 loss_class_dn: 0.318423 loss_bbox_dn: 0.144483 loss_giou_dn: 0.354016 loss_class_aux_dn: 1.707250 loss_bbox_aux_dn: 0.808631 loss_giou_aux_dn: 1.922725 loss: 13.472392 eta: 2 days, 20:46:28 batch_cost: 0.6563 data_cost: 0.0024 ips: 6.0945 images/s [04/13 23:19:08] ppdet.engine INFO: Epoch: [68] [1000/7329] learning_rate: 0.000100 loss_class: 0.602116 loss_bbox: 0.122409 loss_giou: 0.455162 loss_class_aux: 3.848052 loss_bbox_aux: 0.787484 loss_giou_aux: 2.894418 loss_class_dn: 0.356465 loss_bbox_dn: 0.130242 loss_giou_dn: 0.404351 loss_class_aux_dn: 1.905536 loss_bbox_aux_dn: 0.760626 loss_giou_aux_dn: 2.302899 loss: 14.699665 eta: 2 days, 20:45:22 batch_cost: 0.6449 data_cost: 0.0023 ips: 6.2024 images/s [04/13 23:20:20] ppdet.engine INFO: Epoch: [68] [1100/7329] learning_rate: 0.000100 loss_class: 0.558616 loss_bbox: 0.107892 loss_giou: 0.328098 loss_class_aux: 3.521931 loss_bbox_aux: 0.745682 loss_giou_aux: 2.040907 loss_class_dn: 0.310381 loss_bbox_dn: 0.116521 loss_giou_dn: 0.299186 loss_class_aux_dn: 1.622222 loss_bbox_aux_dn: 0.716025 loss_giou_aux_dn: 1.663421 loss: 12.648821 eta: 2 days, 20:44:18 batch_cost: 0.6594 data_cost: 0.0025 ips: 6.0659 images/s [04/13 23:21:33] ppdet.engine INFO: Epoch: [68] [1200/7329] learning_rate: 0.000100 loss_class: 0.547019 loss_bbox: 0.134985 loss_giou: 0.330178 loss_class_aux: 3.437363 loss_bbox_aux: 0.867593 loss_giou_aux: 2.074779 loss_class_dn: 0.305021 loss_bbox_dn: 0.141234 loss_giou_dn: 0.311711 loss_class_aux_dn: 1.656519 loss_bbox_aux_dn: 0.855570 loss_giou_aux_dn: 1.744213 loss: 12.871931 eta: 2 days, 20:43:14 batch_cost: 0.6668 data_cost: 0.0022 ips: 5.9991 images/s [04/13 23:22:44] ppdet.engine INFO: Epoch: [68] [1300/7329] learning_rate: 0.000100 loss_class: 0.561587 loss_bbox: 0.116738 loss_giou: 0.407854 loss_class_aux: 3.594474 loss_bbox_aux: 0.795777 loss_giou_aux: 2.497754 loss_class_dn: 0.321323 loss_bbox_dn: 0.123088 loss_giou_dn: 0.349862 loss_class_aux_dn: 1.746383 loss_bbox_aux_dn: 0.774057 loss_giou_aux_dn: 2.004159 loss: 13.227489 eta: 2 days, 20:42:09 batch_cost: 0.6520 data_cost: 0.0025 ips: 6.1348 images/s [04/13 23:23:54] ppdet.engine INFO: Epoch: [68] [1400/7329] learning_rate: 0.000100 loss_class: 0.595972 loss_bbox: 0.131021 loss_giou: 0.416989 loss_class_aux: 3.776454 loss_bbox_aux: 0.887323 loss_giou_aux: 2.653962 loss_class_dn: 0.357664 loss_bbox_dn: 0.140633 loss_giou_dn: 0.401034 loss_class_aux_dn: 1.914282 loss_bbox_aux_dn: 0.847422 loss_giou_aux_dn: 2.263211 loss: 14.836585 eta: 2 days, 20:41:04 batch_cost: 0.6484 data_cost: 0.0022 ips: 6.1688 images/s [04/13 23:25:06] ppdet.engine INFO: Epoch: [68] [1500/7329] learning_rate: 0.000100 loss_class: 0.556812 loss_bbox: 0.123717 loss_giou: 0.336565 loss_class_aux: 3.579941 loss_bbox_aux: 0.836500 loss_giou_aux: 2.127304 loss_class_dn: 0.293103 loss_bbox_dn: 0.124979 loss_giou_dn: 0.308779 loss_class_aux_dn: 1.552697 loss_bbox_aux_dn: 0.727668 loss_giou_aux_dn: 1.739380 loss: 12.565410 eta: 2 days, 20:39:59 batch_cost: 0.6561 data_cost: 0.0025 ips: 6.0967 images/s [04/13 23:26:16] ppdet.engine INFO: Epoch: [68] [1600/7329] learning_rate: 0.000100 loss_class: 0.499672 loss_bbox: 0.129260 loss_giou: 0.371380 loss_class_aux: 3.272580 loss_bbox_aux: 0.829232 loss_giou_aux: 2.361411 loss_class_dn: 0.313746 loss_bbox_dn: 0.135372 loss_giou_dn: 0.324837 loss_class_aux_dn: 1.726130 loss_bbox_aux_dn: 0.809464 loss_giou_aux_dn: 1.845150 loss: 12.856766 eta: 2 days, 20:38:54 batch_cost: 0.6497 data_cost: 0.0024 ips: 6.1571 images/s [04/13 23:27:26] ppdet.engine INFO: Epoch: [68] [1700/7329] learning_rate: 0.000100 loss_class: 0.530165 loss_bbox: 0.122539 loss_giou: 0.324140 loss_class_aux: 3.519004 loss_bbox_aux: 0.797478 loss_giou_aux: 2.014199 loss_class_dn: 0.315550 loss_bbox_dn: 0.121078 loss_giou_dn: 0.294151 loss_class_aux_dn: 1.699832 loss_bbox_aux_dn: 0.736664 loss_giou_aux_dn: 1.665965 loss: 13.112522 eta: 2 days, 20:37:48 batch_cost: 0.6407 data_cost: 0.0022 ips: 6.2428 images/s [04/13 23:28:37] ppdet.engine INFO: Epoch: [68] [1800/7329] learning_rate: 0.000100 loss_class: 0.529751 loss_bbox: 0.116237 loss_giou: 0.345936 loss_class_aux: 3.116175 loss_bbox_aux: 0.773075 loss_giou_aux: 2.186674 loss_class_dn: 0.283484 loss_bbox_dn: 0.125781 loss_giou_dn: 0.312138 loss_class_aux_dn: 1.545768 loss_bbox_aux_dn: 0.750022 loss_giou_aux_dn: 1.708336 loss: 12.435862 eta: 2 days, 20:36:43 batch_cost: 0.6540 data_cost: 0.0024 ips: 6.1164 images/s [04/13 23:29:49] ppdet.engine INFO: Epoch: [68] [1900/7329] learning_rate: 0.000100 loss_class: 0.540449 loss_bbox: 0.126703 loss_giou: 0.443129 loss_class_aux: 3.584568 loss_bbox_aux: 0.807809 loss_giou_aux: 2.778535 loss_class_dn: 0.348614 loss_bbox_dn: 0.115686 loss_giou_dn: 0.391369 loss_class_aux_dn: 1.844695 loss_bbox_aux_dn: 0.702117 loss_giou_aux_dn: 2.230547 loss: 14.365702 eta: 2 days, 20:35:38 batch_cost: 0.6593 data_cost: 0.0023 ips: 6.0672 images/s [04/13 23:30:59] ppdet.engine INFO: Epoch: [68] [2000/7329] learning_rate: 0.000100 loss_class: 0.596972 loss_bbox: 0.128762 loss_giou: 0.447353 loss_class_aux: 3.769533 loss_bbox_aux: 0.836787 loss_giou_aux: 2.847537 loss_class_dn: 0.354975 loss_bbox_dn: 0.131051 loss_giou_dn: 0.408821 loss_class_aux_dn: 1.961198 loss_bbox_aux_dn: 0.757105 loss_giou_aux_dn: 2.257634 loss: 15.352478 eta: 2 days, 20:34:33 batch_cost: 0.6474 data_cost: 0.0021 ips: 6.1785 images/s [04/13 23:32:10] ppdet.engine INFO: Epoch: [68] [2100/7329] learning_rate: 0.000100 loss_class: 0.500324 loss_bbox: 0.134922 loss_giou: 0.355544 loss_class_aux: 3.290592 loss_bbox_aux: 0.870711 loss_giou_aux: 2.277781 loss_class_dn: 0.284655 loss_bbox_dn: 0.126441 loss_giou_dn: 0.325618 loss_class_aux_dn: 1.538859 loss_bbox_aux_dn: 0.774351 loss_giou_aux_dn: 1.790985 loss: 12.263315 eta: 2 days, 20:33:28 batch_cost: 0.6522 data_cost: 0.0023 ips: 6.1328 images/s [04/13 23:33:21] ppdet.engine INFO: Epoch: [68] [2200/7329] learning_rate: 0.000100 loss_class: 0.555738 loss_bbox: 0.117937 loss_giou: 0.329665 loss_class_aux: 3.457711 loss_bbox_aux: 0.829034 loss_giou_aux: 2.013803 loss_class_dn: 0.318164 loss_bbox_dn: 0.137045 loss_giou_dn: 0.302677 loss_class_aux_dn: 1.741340 loss_bbox_aux_dn: 0.816797 loss_giou_aux_dn: 1.792785 loss: 13.997519 eta: 2 days, 20:32:23 batch_cost: 0.6587 data_cost: 0.0024 ips: 6.0726 images/s [04/13 23:34:32] ppdet.engine INFO: Epoch: [68] [2300/7329] learning_rate: 0.000100 loss_class: 0.495220 loss_bbox: 0.115948 loss_giou: 0.321444 loss_class_aux: 3.062780 loss_bbox_aux: 0.717382 loss_giou_aux: 2.099077 loss_class_dn: 0.297358 loss_bbox_dn: 0.105805 loss_giou_dn: 0.296685 loss_class_aux_dn: 1.579572 loss_bbox_aux_dn: 0.655971 loss_giou_aux_dn: 1.664647 loss: 12.173658 eta: 2 days, 20:31:18 batch_cost: 0.6457 data_cost: 0.0023 ips: 6.1945 images/s [04/13 23:35:43] ppdet.engine INFO: Epoch: [68] [2400/7329] learning_rate: 0.000100 loss_class: 0.554497 loss_bbox: 0.122184 loss_giou: 0.364801 loss_class_aux: 3.528737 loss_bbox_aux: 0.836219 loss_giou_aux: 2.235985 loss_class_dn: 0.336509 loss_bbox_dn: 0.122968 loss_giou_dn: 0.338182 loss_class_aux_dn: 1.780617 loss_bbox_aux_dn: 0.733018 loss_giou_aux_dn: 1.887531 loss: 13.893084 eta: 2 days, 20:30:13 batch_cost: 0.6538 data_cost: 0.0024 ips: 6.1183 images/s [04/13 23:36:53] ppdet.engine INFO: Epoch: [68] [2500/7329] learning_rate: 0.000100 loss_class: 0.491530 loss_bbox: 0.112677 loss_giou: 0.363975 loss_class_aux: 3.195552 loss_bbox_aux: 0.701133 loss_giou_aux: 2.212885 loss_class_dn: 0.289825 loss_bbox_dn: 0.111283 loss_giou_dn: 0.308157 loss_class_aux_dn: 1.526294 loss_bbox_aux_dn: 0.685885 loss_giou_aux_dn: 1.727152 loss: 11.532173 eta: 2 days, 20:29:07 batch_cost: 0.6453 data_cost: 0.0023 ips: 6.1986 images/s [04/13 23:38:03] ppdet.engine INFO: Epoch: [68] [2600/7329] learning_rate: 0.000100 loss_class: 0.539396 loss_bbox: 0.124744 loss_giou: 0.328405 loss_class_aux: 3.426358 loss_bbox_aux: 0.792816 loss_giou_aux: 2.042787 loss_class_dn: 0.303789 loss_bbox_dn: 0.126673 loss_giou_dn: 0.303841 loss_class_aux_dn: 1.618638 loss_bbox_aux_dn: 0.757463 loss_giou_aux_dn: 1.723667 loss: 12.479404 eta: 2 days, 20:28:02 batch_cost: 0.6497 data_cost: 0.0022 ips: 6.1564 images/s [04/13 23:39:14] ppdet.engine INFO: Epoch: [68] [2700/7329] learning_rate: 0.000100 loss_class: 0.533661 loss_bbox: 0.113238 loss_giou: 0.373386 loss_class_aux: 3.399574 loss_bbox_aux: 0.747686 loss_giou_aux: 2.369652 loss_class_dn: 0.321505 loss_bbox_dn: 0.115339 loss_giou_dn: 0.331462 loss_class_aux_dn: 1.718342 loss_bbox_aux_dn: 0.706106 loss_giou_aux_dn: 1.891091 loss: 13.844501 eta: 2 days, 20:26:57 batch_cost: 0.6553 data_cost: 0.0022 ips: 6.1045 images/s [04/13 23:40:26] ppdet.engine INFO: Epoch: [68] [2800/7329] learning_rate: 0.000100 loss_class: 0.529645 loss_bbox: 0.131298 loss_giou: 0.401925 loss_class_aux: 3.413314 loss_bbox_aux: 0.864582 loss_giou_aux: 2.508367 loss_class_dn: 0.349373 loss_bbox_dn: 0.117826 loss_giou_dn: 0.379346 loss_class_aux_dn: 1.791384 loss_bbox_aux_dn: 0.739841 loss_giou_aux_dn: 2.084802 loss: 13.890831 eta: 2 days, 20:25:53 batch_cost: 0.6582 data_cost: 0.0026 ips: 6.0770 images/s [04/13 23:41:36] ppdet.engine INFO: Epoch: [68] [2900/7329] learning_rate: 0.000100 loss_class: 0.584688 loss_bbox: 0.140276 loss_giou: 0.392490 loss_class_aux: 3.689576 loss_bbox_aux: 0.929116 loss_giou_aux: 2.450798 loss_class_dn: 0.341928 loss_bbox_dn: 0.141975 loss_giou_dn: 0.366267 loss_class_aux_dn: 1.845962 loss_bbox_aux_dn: 0.838777 loss_giou_aux_dn: 2.054194 loss: 14.318642 eta: 2 days, 20:24:47 batch_cost: 0.6453 data_cost: 0.0029 ips: 6.1985 images/s [04/13 23:42:46] ppdet.engine INFO: Epoch: [68] [3000/7329] learning_rate: 0.000100 loss_class: 0.538377 loss_bbox: 0.109433 loss_giou: 0.343955 loss_class_aux: 3.472952 loss_bbox_aux: 0.748513 loss_giou_aux: 2.168389 loss_class_dn: 0.326830 loss_bbox_dn: 0.109099 loss_giou_dn: 0.310760 loss_class_aux_dn: 1.728309 loss_bbox_aux_dn: 0.667152 loss_giou_aux_dn: 1.764469 loss: 12.676634 eta: 2 days, 20:23:42 batch_cost: 0.6468 data_cost: 0.0024 ips: 6.1845 images/s [04/13 23:43:57] ppdet.engine INFO: Epoch: [68] [3100/7329] learning_rate: 0.000100 loss_class: 0.613751 loss_bbox: 0.133544 loss_giou: 0.363394 loss_class_aux: 3.842343 loss_bbox_aux: 0.888938 loss_giou_aux: 2.338728 loss_class_dn: 0.331280 loss_bbox_dn: 0.139011 loss_giou_dn: 0.348241 loss_class_aux_dn: 1.757097 loss_bbox_aux_dn: 0.855436 loss_giou_aux_dn: 1.925885 loss: 14.004910 eta: 2 days, 20:22:37 batch_cost: 0.6541 data_cost: 0.0025 ips: 6.1150 images/s [04/13 23:45:08] ppdet.engine INFO: Epoch: [68] [3200/7329] learning_rate: 0.000100 loss_class: 0.574178 loss_bbox: 0.128812 loss_giou: 0.367320 loss_class_aux: 3.780830 loss_bbox_aux: 0.855474 loss_giou_aux: 2.414153 loss_class_dn: 0.336537 loss_bbox_dn: 0.138796 loss_giou_dn: 0.360768 loss_class_aux_dn: 1.824330 loss_bbox_aux_dn: 0.858362 loss_giou_aux_dn: 2.043189 loss: 13.594226 eta: 2 days, 20:21:32 batch_cost: 0.6511 data_cost: 0.0023 ips: 6.1433 images/s [04/13 23:46:17] ppdet.engine INFO: Epoch: [68] [3300/7329] learning_rate: 0.000100 loss_class: 0.514741 loss_bbox: 0.133296 loss_giou: 0.344813 loss_class_aux: 3.274861 loss_bbox_aux: 0.836319 loss_giou_aux: 2.108171 loss_class_dn: 0.297854 loss_bbox_dn: 0.114542 loss_giou_dn: 0.314675 loss_class_aux_dn: 1.601739 loss_bbox_aux_dn: 0.719157 loss_giou_aux_dn: 1.705114 loss: 11.921318 eta: 2 days, 20:20:26 batch_cost: 0.6386 data_cost: 0.0024 ips: 6.2634 images/s [04/13 23:47:28] ppdet.engine INFO: Epoch: [68] [3400/7329] learning_rate: 0.000100 loss_class: 0.499503 loss_bbox: 0.119818 loss_giou: 0.324654 loss_class_aux: 3.099283 loss_bbox_aux: 0.793876 loss_giou_aux: 2.083051 loss_class_dn: 0.300095 loss_bbox_dn: 0.134538 loss_giou_dn: 0.313415 loss_class_aux_dn: 1.615747 loss_bbox_aux_dn: 0.825203 loss_giou_aux_dn: 1.685111 loss: 11.984004 eta: 2 days, 20:19:21 batch_cost: 0.6546 data_cost: 0.0021 ips: 6.1105 images/s [04/13 23:48:39] ppdet.engine INFO: Epoch: [68] [3500/7329] learning_rate: 0.000100 loss_class: 0.537574 loss_bbox: 0.135186 loss_giou: 0.320681 loss_class_aux: 3.582237 loss_bbox_aux: 0.917890 loss_giou_aux: 1.944823 loss_class_dn: 0.307565 loss_bbox_dn: 0.148922 loss_giou_dn: 0.295094 loss_class_aux_dn: 1.665652 loss_bbox_aux_dn: 0.866108 loss_giou_aux_dn: 1.622976 loss: 12.258070 eta: 2 days, 20:18:16 batch_cost: 0.6518 data_cost: 0.0024 ips: 6.1366 images/s [04/13 23:49:50] ppdet.engine INFO: Epoch: [68] [3600/7329] learning_rate: 0.000100 loss_class: 0.598582 loss_bbox: 0.126388 loss_giou: 0.383652 loss_class_aux: 3.772814 loss_bbox_aux: 0.841398 loss_giou_aux: 2.479046 loss_class_dn: 0.329283 loss_bbox_dn: 0.133208 loss_giou_dn: 0.339374 loss_class_aux_dn: 1.812978 loss_bbox_aux_dn: 0.776729 loss_giou_aux_dn: 1.940798 loss: 14.154505 eta: 2 days, 20:17:11 batch_cost: 0.6527 data_cost: 0.0020 ips: 6.1284 images/s [04/13 23:51:00] ppdet.engine INFO: Epoch: [68] [3700/7329] learning_rate: 0.000100 loss_class: 0.509018 loss_bbox: 0.131729 loss_giou: 0.266844 loss_class_aux: 3.227479 loss_bbox_aux: 0.860590 loss_giou_aux: 1.690408 loss_class_dn: 0.267057 loss_bbox_dn: 0.132528 loss_giou_dn: 0.271296 loss_class_aux_dn: 1.479123 loss_bbox_aux_dn: 0.801848 loss_giou_aux_dn: 1.551842 loss: 11.707297 eta: 2 days, 20:16:05 batch_cost: 0.6448 data_cost: 0.0021 ips: 6.2032 images/s [04/13 23:52:11] ppdet.engine INFO: Epoch: [68] [3800/7329] learning_rate: 0.000100 loss_class: 0.541222 loss_bbox: 0.123517 loss_giou: 0.336588 loss_class_aux: 3.503964 loss_bbox_aux: 0.830940 loss_giou_aux: 2.080837 loss_class_dn: 0.282034 loss_bbox_dn: 0.122446 loss_giou_dn: 0.311630 loss_class_aux_dn: 1.563164 loss_bbox_aux_dn: 0.775004 loss_giou_aux_dn: 1.777248 loss: 12.468563 eta: 2 days, 20:15:00 batch_cost: 0.6568 data_cost: 0.0025 ips: 6.0906 images/s [04/13 23:53:22] ppdet.engine INFO: Epoch: [68] [3900/7329] learning_rate: 0.000100 loss_class: 0.539255 loss_bbox: 0.118797 loss_giou: 0.296374 loss_class_aux: 3.381636 loss_bbox_aux: 0.779099 loss_giou_aux: 1.843577 loss_class_dn: 0.282956 loss_bbox_dn: 0.119937 loss_giou_dn: 0.275065 loss_class_aux_dn: 1.566523 loss_bbox_aux_dn: 0.711293 loss_giou_aux_dn: 1.573484 loss: 11.697458 eta: 2 days, 20:13:55 batch_cost: 0.6549 data_cost: 0.0022 ips: 6.1081 images/s [04/13 23:54:33] ppdet.engine INFO: Epoch: [68] [4000/7329] learning_rate: 0.000100 loss_class: 0.551748 loss_bbox: 0.108738 loss_giou: 0.328610 loss_class_aux: 3.447428 loss_bbox_aux: 0.732471 loss_giou_aux: 2.120881 loss_class_dn: 0.305394 loss_bbox_dn: 0.107658 loss_giou_dn: 0.299422 loss_class_aux_dn: 1.683404 loss_bbox_aux_dn: 0.644430 loss_giou_aux_dn: 1.701815 loss: 12.592114 eta: 2 days, 20:12:51 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1172 images/s [04/13 23:55:44] ppdet.engine INFO: Epoch: [68] [4100/7329] learning_rate: 0.000100 loss_class: 0.636495 loss_bbox: 0.151203 loss_giou: 0.440152 loss_class_aux: 4.043319 loss_bbox_aux: 0.973704 loss_giou_aux: 2.673856 loss_class_dn: 0.355825 loss_bbox_dn: 0.149410 loss_giou_dn: 0.395521 loss_class_aux_dn: 1.900166 loss_bbox_aux_dn: 0.927424 loss_giou_aux_dn: 2.179656 loss: 15.740274 eta: 2 days, 20:11:45 batch_cost: 0.6477 data_cost: 0.0021 ips: 6.1760 images/s [04/13 23:56:55] ppdet.engine INFO: Epoch: [68] [4200/7329] learning_rate: 0.000100 loss_class: 0.596967 loss_bbox: 0.127775 loss_giou: 0.424453 loss_class_aux: 3.774883 loss_bbox_aux: 0.834383 loss_giou_aux: 2.656218 loss_class_dn: 0.363832 loss_bbox_dn: 0.120946 loss_giou_dn: 0.408687 loss_class_aux_dn: 1.931547 loss_bbox_aux_dn: 0.725254 loss_giou_aux_dn: 2.347471 loss: 15.155680 eta: 2 days, 20:10:40 batch_cost: 0.6525 data_cost: 0.0027 ips: 6.1299 images/s [04/13 23:58:05] ppdet.engine INFO: Epoch: [68] [4300/7329] learning_rate: 0.000100 loss_class: 0.570418 loss_bbox: 0.134512 loss_giou: 0.354958 loss_class_aux: 3.551990 loss_bbox_aux: 0.872402 loss_giou_aux: 2.332957 loss_class_dn: 0.335914 loss_bbox_dn: 0.142302 loss_giou_dn: 0.324285 loss_class_aux_dn: 1.761905 loss_bbox_aux_dn: 0.790881 loss_giou_aux_dn: 1.823423 loss: 13.837804 eta: 2 days, 20:09:35 batch_cost: 0.6444 data_cost: 0.0020 ips: 6.2073 images/s [04/13 23:59:15] ppdet.engine INFO: Epoch: [68] [4400/7329] learning_rate: 0.000100 loss_class: 0.537619 loss_bbox: 0.130371 loss_giou: 0.348820 loss_class_aux: 3.426633 loss_bbox_aux: 0.835348 loss_giou_aux: 2.245572 loss_class_dn: 0.305575 loss_bbox_dn: 0.123801 loss_giou_dn: 0.320428 loss_class_aux_dn: 1.705046 loss_bbox_aux_dn: 0.749487 loss_giou_aux_dn: 1.816945 loss: 13.047133 eta: 2 days, 20:08:29 batch_cost: 0.6438 data_cost: 0.0022 ips: 6.2127 images/s [04/14 00:00:26] ppdet.engine INFO: Epoch: [68] [4500/7329] learning_rate: 0.000100 loss_class: 0.501073 loss_bbox: 0.116540 loss_giou: 0.339310 loss_class_aux: 3.240976 loss_bbox_aux: 0.767222 loss_giou_aux: 2.159118 loss_class_dn: 0.311175 loss_bbox_dn: 0.120642 loss_giou_dn: 0.306017 loss_class_aux_dn: 1.655792 loss_bbox_aux_dn: 0.735655 loss_giou_aux_dn: 1.683372 loss: 12.271170 eta: 2 days, 20:07:24 batch_cost: 0.6532 data_cost: 0.0022 ips: 6.1234 images/s [04/14 00:01:36] ppdet.engine INFO: Epoch: [68] [4600/7329] learning_rate: 0.000100 loss_class: 0.599035 loss_bbox: 0.126239 loss_giou: 0.383529 loss_class_aux: 3.772028 loss_bbox_aux: 0.809455 loss_giou_aux: 2.405107 loss_class_dn: 0.330429 loss_bbox_dn: 0.130249 loss_giou_dn: 0.341322 loss_class_aux_dn: 1.762133 loss_bbox_aux_dn: 0.768812 loss_giou_aux_dn: 1.948952 loss: 14.075394 eta: 2 days, 20:06:19 batch_cost: 0.6494 data_cost: 0.0025 ips: 6.1596 images/s [04/14 00:02:47] ppdet.engine INFO: Epoch: [68] [4700/7329] learning_rate: 0.000100 loss_class: 0.574673 loss_bbox: 0.145648 loss_giou: 0.377756 loss_class_aux: 3.740952 loss_bbox_aux: 0.976428 loss_giou_aux: 2.295805 loss_class_dn: 0.308521 loss_bbox_dn: 0.138348 loss_giou_dn: 0.304811 loss_class_aux_dn: 1.705652 loss_bbox_aux_dn: 0.830115 loss_giou_aux_dn: 1.727935 loss: 13.430086 eta: 2 days, 20:05:14 batch_cost: 0.6539 data_cost: 0.0021 ips: 6.1169 images/s [04/14 00:03:59] ppdet.engine INFO: Epoch: [68] [4800/7329] learning_rate: 0.000100 loss_class: 0.520356 loss_bbox: 0.126930 loss_giou: 0.338144 loss_class_aux: 3.355011 loss_bbox_aux: 0.822983 loss_giou_aux: 2.111256 loss_class_dn: 0.316830 loss_bbox_dn: 0.123174 loss_giou_dn: 0.317992 loss_class_aux_dn: 1.708441 loss_bbox_aux_dn: 0.760165 loss_giou_aux_dn: 1.804994 loss: 12.649939 eta: 2 days, 20:04:09 batch_cost: 0.6543 data_cost: 0.0021 ips: 6.1133 images/s [04/14 00:05:09] ppdet.engine INFO: Epoch: [68] [4900/7329] learning_rate: 0.000100 loss_class: 0.568041 loss_bbox: 0.145405 loss_giou: 0.365799 loss_class_aux: 3.475629 loss_bbox_aux: 0.982406 loss_giou_aux: 2.222236 loss_class_dn: 0.305660 loss_bbox_dn: 0.144479 loss_giou_dn: 0.319623 loss_class_aux_dn: 1.649411 loss_bbox_aux_dn: 0.856195 loss_giou_aux_dn: 1.806396 loss: 13.817642 eta: 2 days, 20:03:03 batch_cost: 0.6436 data_cost: 0.0021 ips: 6.2152 images/s [04/14 00:06:19] ppdet.engine INFO: Epoch: [68] [5000/7329] learning_rate: 0.000100 loss_class: 0.524873 loss_bbox: 0.123778 loss_giou: 0.362183 loss_class_aux: 3.347469 loss_bbox_aux: 0.804598 loss_giou_aux: 2.227902 loss_class_dn: 0.290580 loss_bbox_dn: 0.117478 loss_giou_dn: 0.317412 loss_class_aux_dn: 1.596932 loss_bbox_aux_dn: 0.699720 loss_giou_aux_dn: 1.735102 loss: 12.807276 eta: 2 days, 20:01:58 batch_cost: 0.6517 data_cost: 0.0025 ips: 6.1377 images/s [04/14 00:07:29] ppdet.engine INFO: Epoch: [68] [5100/7329] learning_rate: 0.000100 loss_class: 0.589629 loss_bbox: 0.139952 loss_giou: 0.373842 loss_class_aux: 3.733579 loss_bbox_aux: 0.877903 loss_giou_aux: 2.346748 loss_class_dn: 0.340897 loss_bbox_dn: 0.126547 loss_giou_dn: 0.330894 loss_class_aux_dn: 1.868013 loss_bbox_aux_dn: 0.763463 loss_giou_aux_dn: 1.872151 loss: 14.923439 eta: 2 days, 20:00:52 batch_cost: 0.6449 data_cost: 0.0020 ips: 6.2027 images/s [04/14 00:08:41] ppdet.engine INFO: Epoch: [68] [5200/7329] learning_rate: 0.000100 loss_class: 0.555939 loss_bbox: 0.119502 loss_giou: 0.351514 loss_class_aux: 3.525985 loss_bbox_aux: 0.806531 loss_giou_aux: 2.274179 loss_class_dn: 0.313160 loss_bbox_dn: 0.136716 loss_giou_dn: 0.333948 loss_class_aux_dn: 1.682015 loss_bbox_aux_dn: 0.781017 loss_giou_aux_dn: 1.864354 loss: 12.848612 eta: 2 days, 19:59:48 batch_cost: 0.6608 data_cost: 0.0023 ips: 6.0531 images/s [04/14 00:09:52] ppdet.engine INFO: Epoch: [68] [5300/7329] learning_rate: 0.000100 loss_class: 0.636064 loss_bbox: 0.143943 loss_giou: 0.413726 loss_class_aux: 4.098396 loss_bbox_aux: 0.919255 loss_giou_aux: 2.614925 loss_class_dn: 0.363801 loss_bbox_dn: 0.139954 loss_giou_dn: 0.392317 loss_class_aux_dn: 1.954636 loss_bbox_aux_dn: 0.815843 loss_giou_aux_dn: 2.199936 loss: 15.686632 eta: 2 days, 19:58:43 batch_cost: 0.6524 data_cost: 0.0024 ips: 6.1308 images/s [04/14 00:11:03] ppdet.engine INFO: Epoch: [68] [5400/7329] learning_rate: 0.000100 loss_class: 0.544274 loss_bbox: 0.136443 loss_giou: 0.396984 loss_class_aux: 3.474618 loss_bbox_aux: 0.873406 loss_giou_aux: 2.510999 loss_class_dn: 0.338621 loss_bbox_dn: 0.123410 loss_giou_dn: 0.366546 loss_class_aux_dn: 1.806890 loss_bbox_aux_dn: 0.750021 loss_giou_aux_dn: 2.061032 loss: 13.782512 eta: 2 days, 19:57:38 batch_cost: 0.6537 data_cost: 0.0024 ips: 6.1193 images/s [04/14 00:12:14] ppdet.engine INFO: Epoch: [68] [5500/7329] learning_rate: 0.000100 loss_class: 0.550599 loss_bbox: 0.128181 loss_giou: 0.384293 loss_class_aux: 3.582442 loss_bbox_aux: 0.811952 loss_giou_aux: 2.466569 loss_class_dn: 0.321327 loss_bbox_dn: 0.118102 loss_giou_dn: 0.360030 loss_class_aux_dn: 1.742053 loss_bbox_aux_dn: 0.695361 loss_giou_aux_dn: 2.033020 loss: 13.516107 eta: 2 days, 19:56:33 batch_cost: 0.6505 data_cost: 0.0022 ips: 6.1495 images/s [04/14 00:13:24] ppdet.engine INFO: Epoch: [68] [5600/7329] learning_rate: 0.000100 loss_class: 0.517802 loss_bbox: 0.110598 loss_giou: 0.368806 loss_class_aux: 3.221522 loss_bbox_aux: 0.742801 loss_giou_aux: 2.308372 loss_class_dn: 0.306072 loss_bbox_dn: 0.104932 loss_giou_dn: 0.325133 loss_class_aux_dn: 1.652702 loss_bbox_aux_dn: 0.650289 loss_giou_aux_dn: 1.796859 loss: 12.626335 eta: 2 days, 19:55:27 batch_cost: 0.6466 data_cost: 0.0021 ips: 6.1858 images/s [04/14 00:14:33] ppdet.engine INFO: Epoch: [68] [5700/7329] learning_rate: 0.000100 loss_class: 0.566038 loss_bbox: 0.126987 loss_giou: 0.322733 loss_class_aux: 3.580653 loss_bbox_aux: 0.811741 loss_giou_aux: 2.015405 loss_class_dn: 0.332943 loss_bbox_dn: 0.133726 loss_giou_dn: 0.318272 loss_class_aux_dn: 1.771501 loss_bbox_aux_dn: 0.818405 loss_giou_aux_dn: 1.782730 loss: 12.747977 eta: 2 days, 19:54:21 batch_cost: 0.6383 data_cost: 0.0025 ips: 6.2668 images/s [04/14 00:15:44] ppdet.engine INFO: Epoch: [68] [5800/7329] learning_rate: 0.000100 loss_class: 0.587417 loss_bbox: 0.137599 loss_giou: 0.323340 loss_class_aux: 3.624825 loss_bbox_aux: 0.881903 loss_giou_aux: 2.036617 loss_class_dn: 0.321184 loss_bbox_dn: 0.132438 loss_giou_dn: 0.328165 loss_class_aux_dn: 1.731728 loss_bbox_aux_dn: 0.783791 loss_giou_aux_dn: 1.880433 loss: 13.766994 eta: 2 days, 19:53:16 batch_cost: 0.6467 data_cost: 0.0020 ips: 6.1849 images/s [04/14 00:16:55] ppdet.engine INFO: Epoch: [68] [5900/7329] learning_rate: 0.000100 loss_class: 0.482390 loss_bbox: 0.102105 loss_giou: 0.291120 loss_class_aux: 3.262031 loss_bbox_aux: 0.689405 loss_giou_aux: 1.934595 loss_class_dn: 0.281573 loss_bbox_dn: 0.111481 loss_giou_dn: 0.300485 loss_class_aux_dn: 1.536330 loss_bbox_aux_dn: 0.653224 loss_giou_aux_dn: 1.693333 loss: 11.458582 eta: 2 days, 19:52:11 batch_cost: 0.6553 data_cost: 0.0022 ips: 6.1038 images/s [04/14 00:18:06] ppdet.engine INFO: Epoch: [68] [6000/7329] learning_rate: 0.000100 loss_class: 0.572448 loss_bbox: 0.127115 loss_giou: 0.423078 loss_class_aux: 3.742765 loss_bbox_aux: 0.852022 loss_giou_aux: 2.680014 loss_class_dn: 0.345500 loss_bbox_dn: 0.123689 loss_giou_dn: 0.401810 loss_class_aux_dn: 1.855374 loss_bbox_aux_dn: 0.781770 loss_giou_aux_dn: 2.199724 loss: 14.918310 eta: 2 days, 19:51:06 batch_cost: 0.6522 data_cost: 0.0023 ips: 6.1329 images/s [04/14 00:19:16] ppdet.engine INFO: Epoch: [68] [6100/7329] learning_rate: 0.000100 loss_class: 0.606943 loss_bbox: 0.135421 loss_giou: 0.444849 loss_class_aux: 3.758820 loss_bbox_aux: 0.898382 loss_giou_aux: 2.662476 loss_class_dn: 0.352176 loss_bbox_dn: 0.142513 loss_giou_dn: 0.420876 loss_class_aux_dn: 1.902372 loss_bbox_aux_dn: 0.877510 loss_giou_aux_dn: 2.353495 loss: 14.932826 eta: 2 days, 19:50:01 batch_cost: 0.6503 data_cost: 0.0021 ips: 6.1508 images/s [04/14 00:20:27] ppdet.engine INFO: Epoch: [68] [6200/7329] learning_rate: 0.000100 loss_class: 0.538738 loss_bbox: 0.120497 loss_giou: 0.321128 loss_class_aux: 3.494190 loss_bbox_aux: 0.790197 loss_giou_aux: 2.112375 loss_class_dn: 0.298132 loss_bbox_dn: 0.126258 loss_giou_dn: 0.297868 loss_class_aux_dn: 1.587086 loss_bbox_aux_dn: 0.770813 loss_giou_aux_dn: 1.713881 loss: 12.405285 eta: 2 days, 19:48:56 batch_cost: 0.6489 data_cost: 0.0021 ips: 6.1640 images/s [04/14 00:21:37] ppdet.engine INFO: Epoch: [68] [6300/7329] learning_rate: 0.000100 loss_class: 0.453973 loss_bbox: 0.116494 loss_giou: 0.247215 loss_class_aux: 3.015460 loss_bbox_aux: 0.798758 loss_giou_aux: 1.551512 loss_class_dn: 0.257188 loss_bbox_dn: 0.131534 loss_giou_dn: 0.247220 loss_class_aux_dn: 1.387041 loss_bbox_aux_dn: 0.796897 loss_giou_aux_dn: 1.407635 loss: 10.850783 eta: 2 days, 19:47:50 batch_cost: 0.6420 data_cost: 0.0023 ips: 6.2303 images/s [04/14 00:22:46] ppdet.engine INFO: Epoch: [68] [6400/7329] learning_rate: 0.000100 loss_class: 0.557978 loss_bbox: 0.124526 loss_giou: 0.324490 loss_class_aux: 3.560178 loss_bbox_aux: 0.783580 loss_giou_aux: 2.081438 loss_class_dn: 0.309612 loss_bbox_dn: 0.123182 loss_giou_dn: 0.307801 loss_class_aux_dn: 1.661934 loss_bbox_aux_dn: 0.748866 loss_giou_aux_dn: 1.731748 loss: 12.169497 eta: 2 days, 19:46:44 batch_cost: 0.6389 data_cost: 0.0020 ips: 6.2603 images/s [04/14 00:23:57] ppdet.engine INFO: Epoch: [68] [6500/7329] learning_rate: 0.000100 loss_class: 0.533341 loss_bbox: 0.133066 loss_giou: 0.331452 loss_class_aux: 3.428256 loss_bbox_aux: 0.841306 loss_giou_aux: 2.135135 loss_class_dn: 0.298856 loss_bbox_dn: 0.127904 loss_giou_dn: 0.302787 loss_class_aux_dn: 1.624949 loss_bbox_aux_dn: 0.781401 loss_giou_aux_dn: 1.736399 loss: 12.623994 eta: 2 days, 19:45:39 batch_cost: 0.6538 data_cost: 0.0022 ips: 6.1185 images/s [04/14 00:25:09] ppdet.engine INFO: Epoch: [68] [6600/7329] learning_rate: 0.000100 loss_class: 0.617878 loss_bbox: 0.126481 loss_giou: 0.389736 loss_class_aux: 3.996188 loss_bbox_aux: 0.876310 loss_giou_aux: 2.492601 loss_class_dn: 0.329582 loss_bbox_dn: 0.126553 loss_giou_dn: 0.371306 loss_class_aux_dn: 1.789305 loss_bbox_aux_dn: 0.770600 loss_giou_aux_dn: 2.050177 loss: 14.213562 eta: 2 days, 19:44:34 batch_cost: 0.6567 data_cost: 0.0021 ips: 6.0909 images/s [04/14 00:26:19] ppdet.engine INFO: Epoch: [68] [6700/7329] learning_rate: 0.000100 loss_class: 0.597516 loss_bbox: 0.119509 loss_giou: 0.431815 loss_class_aux: 3.704104 loss_bbox_aux: 0.816414 loss_giou_aux: 2.631860 loss_class_dn: 0.341366 loss_bbox_dn: 0.119096 loss_giou_dn: 0.372911 loss_class_aux_dn: 1.820812 loss_bbox_aux_dn: 0.729703 loss_giou_aux_dn: 2.131410 loss: 14.390994 eta: 2 days, 19:43:29 batch_cost: 0.6497 data_cost: 0.0023 ips: 6.1562 images/s [04/14 00:27:30] ppdet.engine INFO: Epoch: [68] [6800/7329] learning_rate: 0.000100 loss_class: 0.481820 loss_bbox: 0.108366 loss_giou: 0.292936 loss_class_aux: 3.095657 loss_bbox_aux: 0.720277 loss_giou_aux: 1.837523 loss_class_dn: 0.278617 loss_bbox_dn: 0.102295 loss_giou_dn: 0.263303 loss_class_aux_dn: 1.477093 loss_bbox_aux_dn: 0.637765 loss_giou_aux_dn: 1.473506 loss: 11.358158 eta: 2 days, 19:42:24 batch_cost: 0.6526 data_cost: 0.0022 ips: 6.1298 images/s [04/14 00:28:40] ppdet.engine INFO: Epoch: [68] [6900/7329] learning_rate: 0.000100 loss_class: 0.606717 loss_bbox: 0.140169 loss_giou: 0.408759 loss_class_aux: 3.834269 loss_bbox_aux: 0.926568 loss_giou_aux: 2.569509 loss_class_dn: 0.332348 loss_bbox_dn: 0.147306 loss_giou_dn: 0.363162 loss_class_aux_dn: 1.780388 loss_bbox_aux_dn: 0.868089 loss_giou_aux_dn: 2.059264 loss: 14.269951 eta: 2 days, 19:41:18 batch_cost: 0.6409 data_cost: 0.0022 ips: 6.2411 images/s [04/14 00:29:51] ppdet.engine INFO: Epoch: [68] [7000/7329] learning_rate: 0.000100 loss_class: 0.488308 loss_bbox: 0.114914 loss_giou: 0.295918 loss_class_aux: 3.026777 loss_bbox_aux: 0.767901 loss_giou_aux: 1.914474 loss_class_dn: 0.258746 loss_bbox_dn: 0.124582 loss_giou_dn: 0.251314 loss_class_aux_dn: 1.391104 loss_bbox_aux_dn: 0.738666 loss_giou_aux_dn: 1.471073 loss: 10.790708 eta: 2 days, 19:40:13 batch_cost: 0.6541 data_cost: 0.0022 ips: 6.1157 images/s [04/14 00:31:03] ppdet.engine INFO: Epoch: [68] [7100/7329] learning_rate: 0.000100 loss_class: 0.552406 loss_bbox: 0.129084 loss_giou: 0.357104 loss_class_aux: 3.443093 loss_bbox_aux: 0.825560 loss_giou_aux: 2.211304 loss_class_dn: 0.351411 loss_bbox_dn: 0.122957 loss_giou_dn: 0.333780 loss_class_aux_dn: 1.896964 loss_bbox_aux_dn: 0.714643 loss_giou_aux_dn: 1.896119 loss: 14.113075 eta: 2 days, 19:39:09 batch_cost: 0.6590 data_cost: 0.0022 ips: 6.0701 images/s [04/14 00:32:13] ppdet.engine INFO: Epoch: [68] [7200/7329] learning_rate: 0.000100 loss_class: 0.501452 loss_bbox: 0.120814 loss_giou: 0.336403 loss_class_aux: 3.191408 loss_bbox_aux: 0.762517 loss_giou_aux: 2.099440 loss_class_dn: 0.297438 loss_bbox_dn: 0.118886 loss_giou_dn: 0.288129 loss_class_aux_dn: 1.593103 loss_bbox_aux_dn: 0.700119 loss_giou_aux_dn: 1.659952 loss: 12.289350 eta: 2 days, 19:38:03 batch_cost: 0.6459 data_cost: 0.0021 ips: 6.1926 images/s [04/14 00:33:23] ppdet.engine INFO: Epoch: [68] [7300/7329] learning_rate: 0.000100 loss_class: 0.550918 loss_bbox: 0.134194 loss_giou: 0.401906 loss_class_aux: 3.742522 loss_bbox_aux: 0.877207 loss_giou_aux: 2.534053 loss_class_dn: 0.326806 loss_bbox_dn: 0.144046 loss_giou_dn: 0.348419 loss_class_aux_dn: 1.783548 loss_bbox_aux_dn: 0.859188 loss_giou_aux_dn: 1.956819 loss: 13.938688 eta: 2 days, 19:36:58 batch_cost: 0.6470 data_cost: 0.0025 ips: 6.1827 images/s [04/14 00:33:47] ppdet.engine INFO: Eval iter: 0 [04/14 00:34:15] ppdet.engine INFO: Eval iter: 100 [04/14 00:34:42] ppdet.engine INFO: Eval iter: 200 [04/14 00:35:10] ppdet.engine INFO: Eval iter: 300 [04/14 00:35:38] ppdet.engine INFO: Eval iter: 400 [04/14 00:36:05] ppdet.engine INFO: Eval iter: 500 [04/14 00:36:33] ppdet.engine INFO: Eval iter: 600 [04/14 00:37:14] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.16s) creating index... index created! [04/14 00:37:15] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.41s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=129.09s). Accumulating evaluation results... DONE (t=29.09s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.586 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/14 00:40:08] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.882694159937206 [04/14 00:40:08] ppdet.engine INFO: Best test bbox ap is 0.543. [04/14 00:40:09] ppdet.engine INFO: Epoch: [69] [ 0/7329] learning_rate: 0.000100 loss_class: 0.606697 loss_bbox: 0.130422 loss_giou: 0.390075 loss_class_aux: 3.824478 loss_bbox_aux: 0.847678 loss_giou_aux: 2.534053 loss_class_dn: 0.357398 loss_bbox_dn: 0.144046 loss_giou_dn: 0.366825 loss_class_aux_dn: 1.891973 loss_bbox_aux_dn: 0.856102 loss_giou_aux_dn: 2.071899 loss: 14.191890 eta: 2 days, 19:36:39 batch_cost: 0.6458 data_cost: 0.0025 ips: 6.1942 images/s [04/14 00:41:19] ppdet.engine INFO: Epoch: [69] [ 100/7329] learning_rate: 0.000100 loss_class: 0.557184 loss_bbox: 0.119513 loss_giou: 0.391266 loss_class_aux: 3.485273 loss_bbox_aux: 0.759091 loss_giou_aux: 2.497474 loss_class_dn: 0.327574 loss_bbox_dn: 0.120358 loss_giou_dn: 0.381093 loss_class_aux_dn: 1.752968 loss_bbox_aux_dn: 0.786190 loss_giou_aux_dn: 2.105828 loss: 13.816879 eta: 2 days, 19:35:33 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1739 images/s [04/14 00:42:29] ppdet.engine INFO: Epoch: [69] [ 200/7329] learning_rate: 0.000100 loss_class: 0.544435 loss_bbox: 0.137131 loss_giou: 0.419752 loss_class_aux: 3.392820 loss_bbox_aux: 0.916264 loss_giou_aux: 2.554048 loss_class_dn: 0.333838 loss_bbox_dn: 0.144674 loss_giou_dn: 0.373971 loss_class_aux_dn: 1.802997 loss_bbox_aux_dn: 0.846206 loss_giou_aux_dn: 2.091734 loss: 14.132029 eta: 2 days, 19:34:27 batch_cost: 0.6398 data_cost: 0.0016 ips: 6.2516 images/s [04/14 00:43:39] ppdet.engine INFO: Epoch: [69] [ 300/7329] learning_rate: 0.000100 loss_class: 0.513700 loss_bbox: 0.111793 loss_giou: 0.306576 loss_class_aux: 3.185812 loss_bbox_aux: 0.775907 loss_giou_aux: 2.031407 loss_class_dn: 0.298778 loss_bbox_dn: 0.114188 loss_giou_dn: 0.308395 loss_class_aux_dn: 1.601970 loss_bbox_aux_dn: 0.689826 loss_giou_aux_dn: 1.789470 loss: 12.939051 eta: 2 days, 19:33:22 batch_cost: 0.6515 data_cost: 0.0017 ips: 6.1398 images/s [04/14 00:44:50] ppdet.engine INFO: Epoch: [69] [ 400/7329] learning_rate: 0.000100 loss_class: 0.549657 loss_bbox: 0.136226 loss_giou: 0.303192 loss_class_aux: 3.705803 loss_bbox_aux: 0.882097 loss_giou_aux: 1.953045 loss_class_dn: 0.317699 loss_bbox_dn: 0.147446 loss_giou_dn: 0.303777 loss_class_aux_dn: 1.701552 loss_bbox_aux_dn: 0.860628 loss_giou_aux_dn: 1.740227 loss: 13.707111 eta: 2 days, 19:32:17 batch_cost: 0.6459 data_cost: 0.0016 ips: 6.1929 images/s [04/14 00:46:01] ppdet.engine INFO: Epoch: [69] [ 500/7329] learning_rate: 0.000100 loss_class: 0.536104 loss_bbox: 0.120018 loss_giou: 0.381700 loss_class_aux: 3.406314 loss_bbox_aux: 0.826420 loss_giou_aux: 2.418498 loss_class_dn: 0.297997 loss_bbox_dn: 0.126669 loss_giou_dn: 0.345776 loss_class_aux_dn: 1.662261 loss_bbox_aux_dn: 0.754933 loss_giou_aux_dn: 1.953266 loss: 13.109416 eta: 2 days, 19:31:12 batch_cost: 0.6585 data_cost: 0.0017 ips: 6.0742 images/s [04/14 00:47:11] ppdet.engine INFO: Epoch: [69] [ 600/7329] learning_rate: 0.000100 loss_class: 0.597071 loss_bbox: 0.137431 loss_giou: 0.408387 loss_class_aux: 3.718692 loss_bbox_aux: 0.874215 loss_giou_aux: 2.529471 loss_class_dn: 0.342781 loss_bbox_dn: 0.136432 loss_giou_dn: 0.359055 loss_class_aux_dn: 1.863319 loss_bbox_aux_dn: 0.800360 loss_giou_aux_dn: 2.024513 loss: 14.423298 eta: 2 days, 19:30:06 batch_cost: 0.6437 data_cost: 0.0017 ips: 6.2139 images/s [04/14 00:48:22] ppdet.engine INFO: Epoch: [69] [ 700/7329] learning_rate: 0.000100 loss_class: 0.517832 loss_bbox: 0.121964 loss_giou: 0.325440 loss_class_aux: 3.237212 loss_bbox_aux: 0.805821 loss_giou_aux: 2.093548 loss_class_dn: 0.300908 loss_bbox_dn: 0.121874 loss_giou_dn: 0.290488 loss_class_aux_dn: 1.625110 loss_bbox_aux_dn: 0.721726 loss_giou_aux_dn: 1.630491 loss: 12.046155 eta: 2 days, 19:29:01 batch_cost: 0.6473 data_cost: 0.0016 ips: 6.1798 images/s [04/14 00:49:31] ppdet.engine INFO: Epoch: [69] [ 800/7329] learning_rate: 0.000100 loss_class: 0.580046 loss_bbox: 0.129570 loss_giou: 0.438300 loss_class_aux: 3.770752 loss_bbox_aux: 0.837589 loss_giou_aux: 2.785813 loss_class_dn: 0.374527 loss_bbox_dn: 0.116947 loss_giou_dn: 0.400090 loss_class_aux_dn: 2.020271 loss_bbox_aux_dn: 0.679616 loss_giou_aux_dn: 2.195345 loss: 14.708080 eta: 2 days, 19:27:55 batch_cost: 0.6444 data_cost: 0.0017 ips: 6.2073 images/s [04/14 00:50:41] ppdet.engine INFO: Epoch: [69] [ 900/7329] learning_rate: 0.000100 loss_class: 0.557868 loss_bbox: 0.127324 loss_giou: 0.394901 loss_class_aux: 3.449556 loss_bbox_aux: 0.871868 loss_giou_aux: 2.504795 loss_class_dn: 0.353018 loss_bbox_dn: 0.122606 loss_giou_dn: 0.389888 loss_class_aux_dn: 1.855706 loss_bbox_aux_dn: 0.726097 loss_giou_aux_dn: 2.165603 loss: 14.509104 eta: 2 days, 19:26:50 batch_cost: 0.6423 data_cost: 0.0016 ips: 6.2272 images/s [04/14 00:51:51] ppdet.engine INFO: Epoch: [69] [1000/7329] learning_rate: 0.000100 loss_class: 0.544718 loss_bbox: 0.128872 loss_giou: 0.368296 loss_class_aux: 3.524413 loss_bbox_aux: 0.849308 loss_giou_aux: 2.292557 loss_class_dn: 0.298407 loss_bbox_dn: 0.141136 loss_giou_dn: 0.319861 loss_class_aux_dn: 1.618021 loss_bbox_aux_dn: 0.835453 loss_giou_aux_dn: 1.809627 loss: 13.506452 eta: 2 days, 19:25:44 batch_cost: 0.6476 data_cost: 0.0017 ips: 6.1767 images/s [04/14 00:53:02] ppdet.engine INFO: Epoch: [69] [1100/7329] learning_rate: 0.000100 loss_class: 0.564515 loss_bbox: 0.112503 loss_giou: 0.359197 loss_class_aux: 3.587635 loss_bbox_aux: 0.759236 loss_giou_aux: 2.244522 loss_class_dn: 0.326178 loss_bbox_dn: 0.113060 loss_giou_dn: 0.309215 loss_class_aux_dn: 1.795151 loss_bbox_aux_dn: 0.669361 loss_giou_aux_dn: 1.728856 loss: 12.962400 eta: 2 days, 19:24:39 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1523 images/s [04/14 00:54:11] ppdet.engine INFO: Epoch: [69] [1200/7329] learning_rate: 0.000100 loss_class: 0.529785 loss_bbox: 0.107292 loss_giou: 0.327064 loss_class_aux: 3.390320 loss_bbox_aux: 0.708499 loss_giou_aux: 2.076590 loss_class_dn: 0.292458 loss_bbox_dn: 0.109171 loss_giou_dn: 0.321694 loss_class_aux_dn: 1.545323 loss_bbox_aux_dn: 0.630627 loss_giou_aux_dn: 1.778897 loss: 12.731805 eta: 2 days, 19:23:33 batch_cost: 0.6433 data_cost: 0.0016 ips: 6.2176 images/s [04/14 00:55:22] ppdet.engine INFO: Epoch: [69] [1300/7329] learning_rate: 0.000100 loss_class: 0.528997 loss_bbox: 0.135983 loss_giou: 0.327695 loss_class_aux: 3.422260 loss_bbox_aux: 0.852106 loss_giou_aux: 2.142387 loss_class_dn: 0.300548 loss_bbox_dn: 0.125572 loss_giou_dn: 0.300643 loss_class_aux_dn: 1.607198 loss_bbox_aux_dn: 0.768786 loss_giou_aux_dn: 1.687606 loss: 12.427450 eta: 2 days, 19:22:28 batch_cost: 0.6461 data_cost: 0.0016 ips: 6.1910 images/s [04/14 00:56:31] ppdet.engine INFO: Epoch: [69] [1400/7329] learning_rate: 0.000100 loss_class: 0.558139 loss_bbox: 0.137156 loss_giou: 0.357749 loss_class_aux: 3.581566 loss_bbox_aux: 0.917295 loss_giou_aux: 2.234965 loss_class_dn: 0.319899 loss_bbox_dn: 0.147573 loss_giou_dn: 0.348468 loss_class_aux_dn: 1.687136 loss_bbox_aux_dn: 0.854229 loss_giou_aux_dn: 1.906891 loss: 13.493704 eta: 2 days, 19:21:22 batch_cost: 0.6434 data_cost: 0.0017 ips: 6.2172 images/s [04/14 00:57:42] ppdet.engine INFO: Epoch: [69] [1500/7329] learning_rate: 0.000100 loss_class: 0.520088 loss_bbox: 0.124732 loss_giou: 0.310881 loss_class_aux: 3.488005 loss_bbox_aux: 0.870096 loss_giou_aux: 1.988554 loss_class_dn: 0.313129 loss_bbox_dn: 0.126240 loss_giou_dn: 0.300503 loss_class_aux_dn: 1.698928 loss_bbox_aux_dn: 0.747704 loss_giou_aux_dn: 1.669897 loss: 13.569786 eta: 2 days, 19:20:17 batch_cost: 0.6479 data_cost: 0.0016 ips: 6.1738 images/s [04/14 00:58:52] ppdet.engine INFO: Epoch: [69] [1600/7329] learning_rate: 0.000100 loss_class: 0.520126 loss_bbox: 0.106043 loss_giou: 0.315842 loss_class_aux: 3.371232 loss_bbox_aux: 0.708976 loss_giou_aux: 2.055697 loss_class_dn: 0.279988 loss_bbox_dn: 0.126213 loss_giou_dn: 0.317330 loss_class_aux_dn: 1.505319 loss_bbox_aux_dn: 0.764401 loss_giou_aux_dn: 1.792455 loss: 11.911821 eta: 2 days, 19:19:12 batch_cost: 0.6508 data_cost: 0.0016 ips: 6.1466 images/s [04/14 01:00:04] ppdet.engine INFO: Epoch: [69] [1700/7329] learning_rate: 0.000100 loss_class: 0.608631 loss_bbox: 0.125869 loss_giou: 0.385520 loss_class_aux: 3.859642 loss_bbox_aux: 0.815367 loss_giou_aux: 2.389391 loss_class_dn: 0.331826 loss_bbox_dn: 0.144914 loss_giou_dn: 0.363320 loss_class_aux_dn: 1.830515 loss_bbox_aux_dn: 0.856956 loss_giou_aux_dn: 2.065786 loss: 14.299829 eta: 2 days, 19:18:07 batch_cost: 0.6579 data_cost: 0.0017 ips: 6.0798 images/s [04/14 01:01:14] ppdet.engine INFO: Epoch: [69] [1800/7329] learning_rate: 0.000100 loss_class: 0.489959 loss_bbox: 0.124179 loss_giou: 0.328986 loss_class_aux: 3.279547 loss_bbox_aux: 0.846494 loss_giou_aux: 2.010236 loss_class_dn: 0.295896 loss_bbox_dn: 0.132558 loss_giou_dn: 0.312479 loss_class_aux_dn: 1.613445 loss_bbox_aux_dn: 0.801913 loss_giou_aux_dn: 1.806747 loss: 12.624716 eta: 2 days, 19:17:02 batch_cost: 0.6474 data_cost: 0.0017 ips: 6.1782 images/s [04/14 01:02:24] ppdet.engine INFO: Epoch: [69] [1900/7329] learning_rate: 0.000100 loss_class: 0.551410 loss_bbox: 0.126708 loss_giou: 0.327558 loss_class_aux: 3.563090 loss_bbox_aux: 0.837882 loss_giou_aux: 2.105931 loss_class_dn: 0.335344 loss_bbox_dn: 0.136916 loss_giou_dn: 0.318728 loss_class_aux_dn: 1.820265 loss_bbox_aux_dn: 0.839009 loss_giou_aux_dn: 1.818151 loss: 13.194130 eta: 2 days, 19:15:57 batch_cost: 0.6501 data_cost: 0.0018 ips: 6.1530 images/s [04/14 01:03:35] ppdet.engine INFO: Epoch: [69] [2000/7329] learning_rate: 0.000100 loss_class: 0.533583 loss_bbox: 0.116590 loss_giou: 0.405656 loss_class_aux: 3.454807 loss_bbox_aux: 0.756799 loss_giou_aux: 2.557632 loss_class_dn: 0.318904 loss_bbox_dn: 0.118383 loss_giou_dn: 0.368172 loss_class_aux_dn: 1.699921 loss_bbox_aux_dn: 0.736626 loss_giou_aux_dn: 2.034354 loss: 13.329671 eta: 2 days, 19:14:52 batch_cost: 0.6539 data_cost: 0.0018 ips: 6.1175 images/s [04/14 01:04:46] ppdet.engine INFO: Epoch: [69] [2100/7329] learning_rate: 0.000100 loss_class: 0.536229 loss_bbox: 0.111248 loss_giou: 0.323641 loss_class_aux: 3.375046 loss_bbox_aux: 0.755558 loss_giou_aux: 2.090411 loss_class_dn: 0.293987 loss_bbox_dn: 0.111940 loss_giou_dn: 0.314541 loss_class_aux_dn: 1.572596 loss_bbox_aux_dn: 0.660821 loss_giou_aux_dn: 1.752890 loss: 12.072803 eta: 2 days, 19:13:47 batch_cost: 0.6521 data_cost: 0.0017 ips: 6.1338 images/s [04/14 01:05:55] ppdet.engine INFO: Epoch: [69] [2200/7329] learning_rate: 0.000100 loss_class: 0.495270 loss_bbox: 0.116366 loss_giou: 0.283369 loss_class_aux: 3.197935 loss_bbox_aux: 0.755655 loss_giou_aux: 1.815230 loss_class_dn: 0.286951 loss_bbox_dn: 0.108720 loss_giou_dn: 0.291152 loss_class_aux_dn: 1.555938 loss_bbox_aux_dn: 0.658761 loss_giou_aux_dn: 1.608925 loss: 11.936070 eta: 2 days, 19:12:41 batch_cost: 0.6390 data_cost: 0.0017 ips: 6.2597 images/s [04/14 01:07:05] ppdet.engine INFO: Epoch: [69] [2300/7329] learning_rate: 0.000100 loss_class: 0.479448 loss_bbox: 0.111562 loss_giou: 0.348505 loss_class_aux: 3.132295 loss_bbox_aux: 0.734263 loss_giou_aux: 2.153446 loss_class_dn: 0.288170 loss_bbox_dn: 0.119378 loss_giou_dn: 0.306029 loss_class_aux_dn: 1.559811 loss_bbox_aux_dn: 0.697383 loss_giou_aux_dn: 1.735622 loss: 12.227329 eta: 2 days, 19:11:35 batch_cost: 0.6479 data_cost: 0.0018 ips: 6.1739 images/s [04/14 01:08:16] ppdet.engine INFO: Epoch: [69] [2400/7329] learning_rate: 0.000100 loss_class: 0.502666 loss_bbox: 0.123890 loss_giou: 0.331565 loss_class_aux: 3.280634 loss_bbox_aux: 0.827658 loss_giou_aux: 2.116224 loss_class_dn: 0.292419 loss_bbox_dn: 0.120315 loss_giou_dn: 0.309901 loss_class_aux_dn: 1.590616 loss_bbox_aux_dn: 0.729234 loss_giou_aux_dn: 1.747999 loss: 12.544481 eta: 2 days, 19:10:30 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1589 images/s [04/14 01:09:25] ppdet.engine INFO: Epoch: [69] [2500/7329] learning_rate: 0.000100 loss_class: 0.544797 loss_bbox: 0.112262 loss_giou: 0.335547 loss_class_aux: 3.494010 loss_bbox_aux: 0.752513 loss_giou_aux: 2.063415 loss_class_dn: 0.310504 loss_bbox_dn: 0.121715 loss_giou_dn: 0.303402 loss_class_aux_dn: 1.659622 loss_bbox_aux_dn: 0.744976 loss_giou_aux_dn: 1.691792 loss: 12.718969 eta: 2 days, 19:09:24 batch_cost: 0.6435 data_cost: 0.0017 ips: 6.2161 images/s [04/14 01:10:36] ppdet.engine INFO: Epoch: [69] [2600/7329] learning_rate: 0.000100 loss_class: 0.570381 loss_bbox: 0.131172 loss_giou: 0.377253 loss_class_aux: 3.737253 loss_bbox_aux: 0.839928 loss_giou_aux: 2.340100 loss_class_dn: 0.316165 loss_bbox_dn: 0.131171 loss_giou_dn: 0.339417 loss_class_aux_dn: 1.721262 loss_bbox_aux_dn: 0.777599 loss_giou_aux_dn: 1.938019 loss: 13.666138 eta: 2 days, 19:08:19 batch_cost: 0.6493 data_cost: 0.0017 ips: 6.1603 images/s [04/14 01:11:47] ppdet.engine INFO: Epoch: [69] [2700/7329] learning_rate: 0.000100 loss_class: 0.571637 loss_bbox: 0.120272 loss_giou: 0.370987 loss_class_aux: 3.595870 loss_bbox_aux: 0.816199 loss_giou_aux: 2.337811 loss_class_dn: 0.320431 loss_bbox_dn: 0.114892 loss_giou_dn: 0.348549 loss_class_aux_dn: 1.741816 loss_bbox_aux_dn: 0.688792 loss_giou_aux_dn: 1.890083 loss: 13.579309 eta: 2 days, 19:07:14 batch_cost: 0.6540 data_cost: 0.0018 ips: 6.1161 images/s [04/14 01:12:57] ppdet.engine INFO: Epoch: [69] [2800/7329] learning_rate: 0.000100 loss_class: 0.541433 loss_bbox: 0.124740 loss_giou: 0.342946 loss_class_aux: 3.420843 loss_bbox_aux: 0.813124 loss_giou_aux: 2.150669 loss_class_dn: 0.331564 loss_bbox_dn: 0.138388 loss_giou_dn: 0.313827 loss_class_aux_dn: 1.770024 loss_bbox_aux_dn: 0.812382 loss_giou_aux_dn: 1.769988 loss: 13.004014 eta: 2 days, 19:06:09 batch_cost: 0.6523 data_cost: 0.0018 ips: 6.1317 images/s [04/14 01:14:08] ppdet.engine INFO: Epoch: [69] [2900/7329] learning_rate: 0.000100 loss_class: 0.580875 loss_bbox: 0.126792 loss_giou: 0.327385 loss_class_aux: 3.662891 loss_bbox_aux: 0.824048 loss_giou_aux: 2.132692 loss_class_dn: 0.324099 loss_bbox_dn: 0.129440 loss_giou_dn: 0.323057 loss_class_aux_dn: 1.747150 loss_bbox_aux_dn: 0.783805 loss_giou_aux_dn: 1.854475 loss: 13.276135 eta: 2 days, 19:05:04 batch_cost: 0.6483 data_cost: 0.0019 ips: 6.1696 images/s [04/14 01:15:19] ppdet.engine INFO: Epoch: [69] [3000/7329] learning_rate: 0.000100 loss_class: 0.551420 loss_bbox: 0.124175 loss_giou: 0.367296 loss_class_aux: 3.504483 loss_bbox_aux: 0.788250 loss_giou_aux: 2.246988 loss_class_dn: 0.314628 loss_bbox_dn: 0.117161 loss_giou_dn: 0.326970 loss_class_aux_dn: 1.724168 loss_bbox_aux_dn: 0.721423 loss_giou_aux_dn: 1.823827 loss: 13.336096 eta: 2 days, 19:03:59 batch_cost: 0.6494 data_cost: 0.0017 ips: 6.1593 images/s [04/14 01:16:29] ppdet.engine INFO: Epoch: [69] [3100/7329] learning_rate: 0.000100 loss_class: 0.539775 loss_bbox: 0.124486 loss_giou: 0.353635 loss_class_aux: 3.481634 loss_bbox_aux: 0.803776 loss_giou_aux: 2.256893 loss_class_dn: 0.319901 loss_bbox_dn: 0.135850 loss_giou_dn: 0.347777 loss_class_aux_dn: 1.718696 loss_bbox_aux_dn: 0.828021 loss_giou_aux_dn: 1.938186 loss: 13.087582 eta: 2 days, 19:02:53 batch_cost: 0.6461 data_cost: 0.0017 ips: 6.1906 images/s [04/14 01:17:39] ppdet.engine INFO: Epoch: [69] [3200/7329] learning_rate: 0.000100 loss_class: 0.517463 loss_bbox: 0.124251 loss_giou: 0.317665 loss_class_aux: 3.278575 loss_bbox_aux: 0.771984 loss_giou_aux: 2.023320 loss_class_dn: 0.285758 loss_bbox_dn: 0.122006 loss_giou_dn: 0.297761 loss_class_aux_dn: 1.533349 loss_bbox_aux_dn: 0.736759 loss_giou_aux_dn: 1.643640 loss: 11.816455 eta: 2 days, 19:01:48 batch_cost: 0.6474 data_cost: 0.0018 ips: 6.1784 images/s [04/14 01:18:49] ppdet.engine INFO: Epoch: [69] [3300/7329] learning_rate: 0.000100 loss_class: 0.589797 loss_bbox: 0.152424 loss_giou: 0.384113 loss_class_aux: 3.773001 loss_bbox_aux: 0.998236 loss_giou_aux: 2.402259 loss_class_dn: 0.328270 loss_bbox_dn: 0.148294 loss_giou_dn: 0.360186 loss_class_aux_dn: 1.767159 loss_bbox_aux_dn: 0.889009 loss_giou_aux_dn: 2.026220 loss: 14.995499 eta: 2 days, 19:00:42 batch_cost: 0.6495 data_cost: 0.0017 ips: 6.1588 images/s [04/14 01:20:00] ppdet.engine INFO: Epoch: [69] [3400/7329] learning_rate: 0.000100 loss_class: 0.629746 loss_bbox: 0.127566 loss_giou: 0.395723 loss_class_aux: 3.978029 loss_bbox_aux: 0.813852 loss_giou_aux: 2.486800 loss_class_dn: 0.352132 loss_bbox_dn: 0.123570 loss_giou_dn: 0.374758 loss_class_aux_dn: 1.865834 loss_bbox_aux_dn: 0.728077 loss_giou_aux_dn: 2.132101 loss: 14.639933 eta: 2 days, 18:59:37 batch_cost: 0.6525 data_cost: 0.0017 ips: 6.1306 images/s [04/14 01:21:09] ppdet.engine INFO: Epoch: [69] [3500/7329] learning_rate: 0.000100 loss_class: 0.603855 loss_bbox: 0.132722 loss_giou: 0.394875 loss_class_aux: 3.752516 loss_bbox_aux: 0.857801 loss_giou_aux: 2.511088 loss_class_dn: 0.333002 loss_bbox_dn: 0.139377 loss_giou_dn: 0.351467 loss_class_aux_dn: 1.820466 loss_bbox_aux_dn: 0.836594 loss_giou_aux_dn: 1.951640 loss: 13.712084 eta: 2 days, 18:58:31 batch_cost: 0.6365 data_cost: 0.0018 ips: 6.2843 images/s [04/14 01:22:19] ppdet.engine INFO: Epoch: [69] [3600/7329] learning_rate: 0.000100 loss_class: 0.499614 loss_bbox: 0.124208 loss_giou: 0.327817 loss_class_aux: 3.246162 loss_bbox_aux: 0.800535 loss_giou_aux: 2.032930 loss_class_dn: 0.290793 loss_bbox_dn: 0.123110 loss_giou_dn: 0.308640 loss_class_aux_dn: 1.555522 loss_bbox_aux_dn: 0.742498 loss_giou_aux_dn: 1.772810 loss: 12.610500 eta: 2 days, 18:57:26 batch_cost: 0.6494 data_cost: 0.0018 ips: 6.1599 images/s [04/14 01:23:30] ppdet.engine INFO: Epoch: [69] [3700/7329] learning_rate: 0.000100 loss_class: 0.593739 loss_bbox: 0.139084 loss_giou: 0.355942 loss_class_aux: 3.630491 loss_bbox_aux: 0.849560 loss_giou_aux: 2.273621 loss_class_dn: 0.338388 loss_bbox_dn: 0.144186 loss_giou_dn: 0.339697 loss_class_aux_dn: 1.776849 loss_bbox_aux_dn: 0.841186 loss_giou_aux_dn: 2.013284 loss: 14.063624 eta: 2 days, 18:56:21 batch_cost: 0.6531 data_cost: 0.0018 ips: 6.1242 images/s [04/14 01:24:40] ppdet.engine INFO: Epoch: [69] [3800/7329] learning_rate: 0.000100 loss_class: 0.499579 loss_bbox: 0.118707 loss_giou: 0.310241 loss_class_aux: 3.222409 loss_bbox_aux: 0.773523 loss_giou_aux: 1.991246 loss_class_dn: 0.283219 loss_bbox_dn: 0.117868 loss_giou_dn: 0.293317 loss_class_aux_dn: 1.525059 loss_bbox_aux_dn: 0.720080 loss_giou_aux_dn: 1.632870 loss: 11.455223 eta: 2 days, 18:55:15 batch_cost: 0.6402 data_cost: 0.0018 ips: 6.2477 images/s [04/14 01:25:50] ppdet.engine INFO: Epoch: [69] [3900/7329] learning_rate: 0.000100 loss_class: 0.510590 loss_bbox: 0.117820 loss_giou: 0.306158 loss_class_aux: 3.238022 loss_bbox_aux: 0.815560 loss_giou_aux: 1.931913 loss_class_dn: 0.275227 loss_bbox_dn: 0.139389 loss_giou_dn: 0.288952 loss_class_aux_dn: 1.502498 loss_bbox_aux_dn: 0.796297 loss_giou_aux_dn: 1.639414 loss: 11.936478 eta: 2 days, 18:54:10 batch_cost: 0.6502 data_cost: 0.0018 ips: 6.1520 images/s [04/14 01:27:00] ppdet.engine INFO: Epoch: [69] [4000/7329] learning_rate: 0.000100 loss_class: 0.506836 loss_bbox: 0.112294 loss_giou: 0.323150 loss_class_aux: 3.176150 loss_bbox_aux: 0.756034 loss_giou_aux: 1.986454 loss_class_dn: 0.278145 loss_bbox_dn: 0.108155 loss_giou_dn: 0.302871 loss_class_aux_dn: 1.482293 loss_bbox_aux_dn: 0.671109 loss_giou_aux_dn: 1.715303 loss: 11.649099 eta: 2 days, 18:53:04 batch_cost: 0.6471 data_cost: 0.0017 ips: 6.1811 images/s [04/14 01:28:10] ppdet.engine INFO: Epoch: [69] [4100/7329] learning_rate: 0.000100 loss_class: 0.570918 loss_bbox: 0.119253 loss_giou: 0.360820 loss_class_aux: 3.541561 loss_bbox_aux: 0.848841 loss_giou_aux: 2.373416 loss_class_dn: 0.326707 loss_bbox_dn: 0.127882 loss_giou_dn: 0.347059 loss_class_aux_dn: 1.761225 loss_bbox_aux_dn: 0.791573 loss_giou_aux_dn: 1.943457 loss: 13.619570 eta: 2 days, 18:51:59 batch_cost: 0.6460 data_cost: 0.0018 ips: 6.1921 images/s [04/14 01:29:19] ppdet.engine INFO: Epoch: [69] [4200/7329] learning_rate: 0.000100 loss_class: 0.586562 loss_bbox: 0.141993 loss_giou: 0.405391 loss_class_aux: 3.785855 loss_bbox_aux: 0.911086 loss_giou_aux: 2.587965 loss_class_dn: 0.337523 loss_bbox_dn: 0.146628 loss_giou_dn: 0.388101 loss_class_aux_dn: 1.850393 loss_bbox_aux_dn: 0.867760 loss_giou_aux_dn: 2.142109 loss: 14.431728 eta: 2 days, 18:50:53 batch_cost: 0.6392 data_cost: 0.0018 ips: 6.2580 images/s [04/14 01:30:29] ppdet.engine INFO: Epoch: [69] [4300/7329] learning_rate: 0.000100 loss_class: 0.452197 loss_bbox: 0.114375 loss_giou: 0.302213 loss_class_aux: 3.019691 loss_bbox_aux: 0.768714 loss_giou_aux: 1.888724 loss_class_dn: 0.275548 loss_bbox_dn: 0.130547 loss_giou_dn: 0.275019 loss_class_aux_dn: 1.471658 loss_bbox_aux_dn: 0.829562 loss_giou_aux_dn: 1.499146 loss: 11.582782 eta: 2 days, 18:49:47 batch_cost: 0.6455 data_cost: 0.0017 ips: 6.1963 images/s [04/14 01:31:40] ppdet.engine INFO: Epoch: [69] [4400/7329] learning_rate: 0.000100 loss_class: 0.541071 loss_bbox: 0.116238 loss_giou: 0.393131 loss_class_aux: 3.493924 loss_bbox_aux: 0.779584 loss_giou_aux: 2.412944 loss_class_dn: 0.321433 loss_bbox_dn: 0.119626 loss_giou_dn: 0.332932 loss_class_aux_dn: 1.737923 loss_bbox_aux_dn: 0.718430 loss_giou_aux_dn: 1.862048 loss: 13.441168 eta: 2 days, 18:48:42 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1837 images/s [04/14 01:32:50] ppdet.engine INFO: Epoch: [69] [4500/7329] learning_rate: 0.000100 loss_class: 0.540215 loss_bbox: 0.124695 loss_giou: 0.371992 loss_class_aux: 3.408394 loss_bbox_aux: 0.851534 loss_giou_aux: 2.343707 loss_class_dn: 0.306737 loss_bbox_dn: 0.131009 loss_giou_dn: 0.339666 loss_class_aux_dn: 1.653774 loss_bbox_aux_dn: 0.823465 loss_giou_aux_dn: 1.897338 loss: 12.467979 eta: 2 days, 18:47:37 batch_cost: 0.6534 data_cost: 0.0017 ips: 6.1215 images/s [04/14 01:34:00] ppdet.engine INFO: Epoch: [69] [4600/7329] learning_rate: 0.000100 loss_class: 0.546411 loss_bbox: 0.132323 loss_giou: 0.335985 loss_class_aux: 3.414103 loss_bbox_aux: 0.843542 loss_giou_aux: 2.142176 loss_class_dn: 0.307979 loss_bbox_dn: 0.126083 loss_giou_dn: 0.307349 loss_class_aux_dn: 1.690683 loss_bbox_aux_dn: 0.778102 loss_giou_aux_dn: 1.720833 loss: 12.516802 eta: 2 days, 18:46:32 batch_cost: 0.6466 data_cost: 0.0017 ips: 6.1862 images/s [04/14 01:35:10] ppdet.engine INFO: Epoch: [69] [4700/7329] learning_rate: 0.000100 loss_class: 0.521673 loss_bbox: 0.129027 loss_giou: 0.415652 loss_class_aux: 3.273795 loss_bbox_aux: 0.823514 loss_giou_aux: 2.539661 loss_class_dn: 0.319200 loss_bbox_dn: 0.121027 loss_giou_dn: 0.356804 loss_class_aux_dn: 1.702155 loss_bbox_aux_dn: 0.727382 loss_giou_aux_dn: 2.003477 loss: 13.194229 eta: 2 days, 18:45:26 batch_cost: 0.6451 data_cost: 0.0016 ips: 6.2005 images/s [04/14 01:36:20] ppdet.engine INFO: Epoch: [69] [4800/7329] learning_rate: 0.000100 loss_class: 0.542173 loss_bbox: 0.128320 loss_giou: 0.369354 loss_class_aux: 3.475778 loss_bbox_aux: 0.838714 loss_giou_aux: 2.320698 loss_class_dn: 0.326065 loss_bbox_dn: 0.128177 loss_giou_dn: 0.333081 loss_class_aux_dn: 1.757233 loss_bbox_aux_dn: 0.806128 loss_giou_aux_dn: 1.871620 loss: 13.488585 eta: 2 days, 18:44:20 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2339 images/s [04/14 01:37:29] ppdet.engine INFO: Epoch: [69] [4900/7329] learning_rate: 0.000100 loss_class: 0.527376 loss_bbox: 0.126943 loss_giou: 0.371265 loss_class_aux: 3.196067 loss_bbox_aux: 0.794095 loss_giou_aux: 2.321512 loss_class_dn: 0.324010 loss_bbox_dn: 0.113898 loss_giou_dn: 0.342155 loss_class_aux_dn: 1.754542 loss_bbox_aux_dn: 0.671993 loss_giou_aux_dn: 1.899948 loss: 12.896174 eta: 2 days, 18:43:14 batch_cost: 0.6380 data_cost: 0.0018 ips: 6.2691 images/s [04/14 01:38:38] ppdet.engine INFO: Epoch: [69] [5000/7329] learning_rate: 0.000100 loss_class: 0.527707 loss_bbox: 0.116457 loss_giou: 0.313473 loss_class_aux: 3.317674 loss_bbox_aux: 0.805085 loss_giou_aux: 1.955937 loss_class_dn: 0.290870 loss_bbox_dn: 0.120549 loss_giou_dn: 0.269380 loss_class_aux_dn: 1.561807 loss_bbox_aux_dn: 0.750714 loss_giou_aux_dn: 1.518150 loss: 12.100044 eta: 2 days, 18:42:08 batch_cost: 0.6378 data_cost: 0.0018 ips: 6.2711 images/s [04/14 01:39:49] ppdet.engine INFO: Epoch: [69] [5100/7329] learning_rate: 0.000100 loss_class: 0.545600 loss_bbox: 0.128076 loss_giou: 0.349445 loss_class_aux: 3.435280 loss_bbox_aux: 0.810111 loss_giou_aux: 2.329297 loss_class_dn: 0.303715 loss_bbox_dn: 0.136181 loss_giou_dn: 0.342932 loss_class_aux_dn: 1.666523 loss_bbox_aux_dn: 0.758162 loss_giou_aux_dn: 1.923681 loss: 13.090738 eta: 2 days, 18:41:03 batch_cost: 0.6540 data_cost: 0.0019 ips: 6.1163 images/s [04/14 01:41:02] ppdet.engine INFO: Epoch: [69] [5200/7329] learning_rate: 0.000100 loss_class: 0.515754 loss_bbox: 0.124615 loss_giou: 0.386757 loss_class_aux: 3.256785 loss_bbox_aux: 0.807889 loss_giou_aux: 2.449793 loss_class_dn: 0.307489 loss_bbox_dn: 0.128527 loss_giou_dn: 0.357056 loss_class_aux_dn: 1.683640 loss_bbox_aux_dn: 0.796836 loss_giou_aux_dn: 1.995175 loss: 13.778111 eta: 2 days, 18:39:59 batch_cost: 0.6687 data_cost: 0.0017 ips: 5.9817 images/s [04/14 01:42:14] ppdet.engine INFO: Epoch: [69] [5300/7329] learning_rate: 0.000100 loss_class: 0.576278 loss_bbox: 0.140625 loss_giou: 0.434491 loss_class_aux: 3.654599 loss_bbox_aux: 0.911489 loss_giou_aux: 2.743601 loss_class_dn: 0.329022 loss_bbox_dn: 0.137263 loss_giou_dn: 0.386626 loss_class_aux_dn: 1.754593 loss_bbox_aux_dn: 0.827462 loss_giou_aux_dn: 2.141383 loss: 14.359794 eta: 2 days, 18:38:55 batch_cost: 0.6572 data_cost: 0.0017 ips: 6.0862 images/s [04/14 01:43:24] ppdet.engine INFO: Epoch: [69] [5400/7329] learning_rate: 0.000100 loss_class: 0.529999 loss_bbox: 0.129049 loss_giou: 0.374736 loss_class_aux: 3.312193 loss_bbox_aux: 0.845052 loss_giou_aux: 2.430254 loss_class_dn: 0.307007 loss_bbox_dn: 0.129625 loss_giou_dn: 0.356735 loss_class_aux_dn: 1.658408 loss_bbox_aux_dn: 0.768005 loss_giou_aux_dn: 1.981038 loss: 13.095751 eta: 2 days, 18:37:49 batch_cost: 0.6416 data_cost: 0.0018 ips: 6.2347 images/s [04/14 01:44:33] ppdet.engine INFO: Epoch: [69] [5500/7329] learning_rate: 0.000100 loss_class: 0.496814 loss_bbox: 0.135941 loss_giou: 0.330330 loss_class_aux: 3.260998 loss_bbox_aux: 0.813998 loss_giou_aux: 2.066982 loss_class_dn: 0.301277 loss_bbox_dn: 0.129798 loss_giou_dn: 0.306997 loss_class_aux_dn: 1.610605 loss_bbox_aux_dn: 0.781050 loss_giou_aux_dn: 1.756329 loss: 12.263771 eta: 2 days, 18:36:43 batch_cost: 0.6445 data_cost: 0.0017 ips: 6.2061 images/s [04/14 01:45:43] ppdet.engine INFO: Epoch: [69] [5600/7329] learning_rate: 0.000100 loss_class: 0.565276 loss_bbox: 0.129284 loss_giou: 0.407544 loss_class_aux: 3.676535 loss_bbox_aux: 0.844305 loss_giou_aux: 2.563672 loss_class_dn: 0.345672 loss_bbox_dn: 0.137336 loss_giou_dn: 0.351915 loss_class_aux_dn: 1.829671 loss_bbox_aux_dn: 0.795655 loss_giou_aux_dn: 1.944427 loss: 13.312618 eta: 2 days, 18:35:38 batch_cost: 0.6436 data_cost: 0.0019 ips: 6.2153 images/s [04/14 01:46:54] ppdet.engine INFO: Epoch: [69] [5700/7329] learning_rate: 0.000100 loss_class: 0.530039 loss_bbox: 0.108076 loss_giou: 0.364963 loss_class_aux: 3.330067 loss_bbox_aux: 0.689581 loss_giou_aux: 2.329407 loss_class_dn: 0.289721 loss_bbox_dn: 0.108764 loss_giou_dn: 0.325347 loss_class_aux_dn: 1.564012 loss_bbox_aux_dn: 0.613160 loss_giou_aux_dn: 1.809788 loss: 12.380903 eta: 2 days, 18:34:32 batch_cost: 0.6490 data_cost: 0.0018 ips: 6.1637 images/s [04/14 01:48:04] ppdet.engine INFO: Epoch: [69] [5800/7329] learning_rate: 0.000100 loss_class: 0.552919 loss_bbox: 0.110380 loss_giou: 0.382970 loss_class_aux: 3.537040 loss_bbox_aux: 0.740269 loss_giou_aux: 2.379797 loss_class_dn: 0.312634 loss_bbox_dn: 0.129169 loss_giou_dn: 0.345023 loss_class_aux_dn: 1.646531 loss_bbox_aux_dn: 0.784658 loss_giou_aux_dn: 1.931538 loss: 13.206426 eta: 2 days, 18:33:27 batch_cost: 0.6458 data_cost: 0.0018 ips: 6.1943 images/s [04/14 01:49:14] ppdet.engine INFO: Epoch: [69] [5900/7329] learning_rate: 0.000100 loss_class: 0.584215 loss_bbox: 0.132073 loss_giou: 0.358190 loss_class_aux: 3.684085 loss_bbox_aux: 0.847449 loss_giou_aux: 2.305464 loss_class_dn: 0.341506 loss_bbox_dn: 0.135158 loss_giou_dn: 0.361029 loss_class_aux_dn: 1.799478 loss_bbox_aux_dn: 0.810794 loss_giou_aux_dn: 2.028857 loss: 13.883781 eta: 2 days, 18:32:22 batch_cost: 0.6472 data_cost: 0.0019 ips: 6.1801 images/s [04/14 01:50:24] ppdet.engine INFO: Epoch: [69] [6000/7329] learning_rate: 0.000100 loss_class: 0.548620 loss_bbox: 0.128789 loss_giou: 0.400548 loss_class_aux: 3.472858 loss_bbox_aux: 0.817904 loss_giou_aux: 2.473568 loss_class_dn: 0.314016 loss_bbox_dn: 0.132928 loss_giou_dn: 0.353205 loss_class_aux_dn: 1.638487 loss_bbox_aux_dn: 0.770367 loss_giou_aux_dn: 1.929422 loss: 13.379293 eta: 2 days, 18:31:16 batch_cost: 0.6417 data_cost: 0.0018 ips: 6.2333 images/s [04/14 01:51:35] ppdet.engine INFO: Epoch: [69] [6100/7329] learning_rate: 0.000100 loss_class: 0.609218 loss_bbox: 0.156120 loss_giou: 0.388557 loss_class_aux: 3.905684 loss_bbox_aux: 1.017810 loss_giou_aux: 2.481505 loss_class_dn: 0.370991 loss_bbox_dn: 0.165373 loss_giou_dn: 0.356917 loss_class_aux_dn: 2.020161 loss_bbox_aux_dn: 0.970251 loss_giou_aux_dn: 2.057573 loss: 14.754120 eta: 2 days, 18:30:11 batch_cost: 0.6552 data_cost: 0.0018 ips: 6.1046 images/s [04/14 01:52:45] ppdet.engine INFO: Epoch: [69] [6200/7329] learning_rate: 0.000100 loss_class: 0.543059 loss_bbox: 0.127110 loss_giou: 0.343238 loss_class_aux: 3.516230 loss_bbox_aux: 0.851768 loss_giou_aux: 2.141112 loss_class_dn: 0.315984 loss_bbox_dn: 0.128455 loss_giou_dn: 0.308455 loss_class_aux_dn: 1.713544 loss_bbox_aux_dn: 0.766555 loss_giou_aux_dn: 1.703813 loss: 13.229956 eta: 2 days, 18:29:05 batch_cost: 0.6452 data_cost: 0.0018 ips: 6.1999 images/s [04/14 01:53:54] ppdet.engine INFO: Epoch: [69] [6300/7329] learning_rate: 0.000100 loss_class: 0.617816 loss_bbox: 0.139686 loss_giou: 0.452110 loss_class_aux: 3.926891 loss_bbox_aux: 0.922843 loss_giou_aux: 2.742522 loss_class_dn: 0.356246 loss_bbox_dn: 0.143783 loss_giou_dn: 0.387129 loss_class_aux_dn: 1.898589 loss_bbox_aux_dn: 0.859796 loss_giou_aux_dn: 2.164146 loss: 14.842520 eta: 2 days, 18:27:59 batch_cost: 0.6353 data_cost: 0.0017 ips: 6.2958 images/s [04/14 01:55:04] ppdet.engine INFO: Epoch: [69] [6400/7329] learning_rate: 0.000100 loss_class: 0.655906 loss_bbox: 0.150314 loss_giou: 0.454612 loss_class_aux: 4.286846 loss_bbox_aux: 0.983796 loss_giou_aux: 2.902275 loss_class_dn: 0.369570 loss_bbox_dn: 0.161249 loss_giou_dn: 0.412373 loss_class_aux_dn: 1.958764 loss_bbox_aux_dn: 0.923072 loss_giou_aux_dn: 2.382854 loss: 15.614166 eta: 2 days, 18:26:54 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1831 images/s [04/14 01:56:14] ppdet.engine INFO: Epoch: [69] [6500/7329] learning_rate: 0.000100 loss_class: 0.540094 loss_bbox: 0.126268 loss_giou: 0.354217 loss_class_aux: 3.487822 loss_bbox_aux: 0.828409 loss_giou_aux: 2.294737 loss_class_dn: 0.316484 loss_bbox_dn: 0.120582 loss_giou_dn: 0.323558 loss_class_aux_dn: 1.654706 loss_bbox_aux_dn: 0.736543 loss_giou_aux_dn: 1.800756 loss: 12.839829 eta: 2 days, 18:25:48 batch_cost: 0.6469 data_cost: 0.0018 ips: 6.1830 images/s [04/14 01:57:24] ppdet.engine INFO: Epoch: [69] [6600/7329] learning_rate: 0.000100 loss_class: 0.547058 loss_bbox: 0.137405 loss_giou: 0.371522 loss_class_aux: 3.373795 loss_bbox_aux: 0.830267 loss_giou_aux: 2.294173 loss_class_dn: 0.319578 loss_bbox_dn: 0.128739 loss_giou_dn: 0.366829 loss_class_aux_dn: 1.713495 loss_bbox_aux_dn: 0.762773 loss_giou_aux_dn: 2.045401 loss: 13.743500 eta: 2 days, 18:24:43 batch_cost: 0.6491 data_cost: 0.0017 ips: 6.1623 images/s [04/14 01:58:34] ppdet.engine INFO: Epoch: [69] [6700/7329] learning_rate: 0.000100 loss_class: 0.550789 loss_bbox: 0.117486 loss_giou: 0.383756 loss_class_aux: 3.463628 loss_bbox_aux: 0.785980 loss_giou_aux: 2.391732 loss_class_dn: 0.343023 loss_bbox_dn: 0.116633 loss_giou_dn: 0.365764 loss_class_aux_dn: 1.838690 loss_bbox_aux_dn: 0.721731 loss_giou_aux_dn: 2.083524 loss: 13.516011 eta: 2 days, 18:23:37 batch_cost: 0.6410 data_cost: 0.0018 ips: 6.2398 images/s [04/14 01:59:44] ppdet.engine INFO: Epoch: [69] [6800/7329] learning_rate: 0.000100 loss_class: 0.494256 loss_bbox: 0.116995 loss_giou: 0.279339 loss_class_aux: 3.291657 loss_bbox_aux: 0.797111 loss_giou_aux: 1.771368 loss_class_dn: 0.285438 loss_bbox_dn: 0.126733 loss_giou_dn: 0.281013 loss_class_aux_dn: 1.570567 loss_bbox_aux_dn: 0.722330 loss_giou_aux_dn: 1.592632 loss: 11.668922 eta: 2 days, 18:22:32 batch_cost: 0.6478 data_cost: 0.0018 ips: 6.1745 images/s [04/14 02:00:56] ppdet.engine INFO: Epoch: [69] [6900/7329] learning_rate: 0.000100 loss_class: 0.515480 loss_bbox: 0.139664 loss_giou: 0.386372 loss_class_aux: 3.285934 loss_bbox_aux: 0.903001 loss_giou_aux: 2.439200 loss_class_dn: 0.300462 loss_bbox_dn: 0.136465 loss_giou_dn: 0.342955 loss_class_aux_dn: 1.598314 loss_bbox_aux_dn: 0.788924 loss_giou_aux_dn: 1.904955 loss: 13.027424 eta: 2 days, 18:21:28 batch_cost: 0.6624 data_cost: 0.0017 ips: 6.0390 images/s [04/14 02:02:07] ppdet.engine INFO: Epoch: [69] [7000/7329] learning_rate: 0.000100 loss_class: 0.571404 loss_bbox: 0.119524 loss_giou: 0.430219 loss_class_aux: 3.627472 loss_bbox_aux: 0.796606 loss_giou_aux: 2.792015 loss_class_dn: 0.324172 loss_bbox_dn: 0.117935 loss_giou_dn: 0.385240 loss_class_aux_dn: 1.741683 loss_bbox_aux_dn: 0.704821 loss_giou_aux_dn: 2.181608 loss: 13.861585 eta: 2 days, 18:20:23 batch_cost: 0.6534 data_cost: 0.0018 ips: 6.1222 images/s [04/14 02:03:17] ppdet.engine INFO: Epoch: [69] [7100/7329] learning_rate: 0.000100 loss_class: 0.533587 loss_bbox: 0.108394 loss_giou: 0.326429 loss_class_aux: 3.360058 loss_bbox_aux: 0.727456 loss_giou_aux: 2.090022 loss_class_dn: 0.281177 loss_bbox_dn: 0.117686 loss_giou_dn: 0.292560 loss_class_aux_dn: 1.521309 loss_bbox_aux_dn: 0.701748 loss_giou_aux_dn: 1.648154 loss: 12.017799 eta: 2 days, 18:19:17 batch_cost: 0.6470 data_cost: 0.0018 ips: 6.1826 images/s [04/14 02:04:26] ppdet.engine INFO: Epoch: [69] [7200/7329] learning_rate: 0.000100 loss_class: 0.570746 loss_bbox: 0.123953 loss_giou: 0.344285 loss_class_aux: 3.662552 loss_bbox_aux: 0.846832 loss_giou_aux: 2.188305 loss_class_dn: 0.330046 loss_bbox_dn: 0.134531 loss_giou_dn: 0.335330 loss_class_aux_dn: 1.759853 loss_bbox_aux_dn: 0.782350 loss_giou_aux_dn: 1.881379 loss: 13.486044 eta: 2 days, 18:18:11 batch_cost: 0.6385 data_cost: 0.0018 ips: 6.2649 images/s [04/14 02:05:37] ppdet.engine INFO: Epoch: [69] [7300/7329] learning_rate: 0.000100 loss_class: 0.538902 loss_bbox: 0.124315 loss_giou: 0.373409 loss_class_aux: 3.322982 loss_bbox_aux: 0.882031 loss_giou_aux: 2.385926 loss_class_dn: 0.325606 loss_bbox_dn: 0.129152 loss_giou_dn: 0.339230 loss_class_aux_dn: 1.781629 loss_bbox_aux_dn: 0.748083 loss_giou_aux_dn: 1.912579 loss: 13.382610 eta: 2 days, 18:17:06 batch_cost: 0.6488 data_cost: 0.0017 ips: 6.1648 images/s [04/14 02:06:00] ppdet.engine INFO: Eval iter: 0 [04/14 02:06:28] ppdet.engine INFO: Eval iter: 100 [04/14 02:06:55] ppdet.engine INFO: Eval iter: 200 [04/14 02:07:22] ppdet.engine INFO: Eval iter: 300 [04/14 02:07:49] ppdet.engine INFO: Eval iter: 400 [04/14 02:08:17] ppdet.engine INFO: Eval iter: 500 [04/14 02:08:44] ppdet.engine INFO: Eval iter: 600 [04/14 02:09:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/14 02:09:25] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.54s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.10s). Accumulating evaluation results... DONE (t=29.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.587 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.358 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 [04/14 02:12:17] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.190032171458835 [04/14 02:12:17] ppdet.engine INFO: Best test bbox ap is 0.543. [04/14 02:12:19] ppdet.engine INFO: Epoch: [70] [ 0/7329] learning_rate: 0.000100 loss_class: 0.585998 loss_bbox: 0.116877 loss_giou: 0.379743 loss_class_aux: 3.648437 loss_bbox_aux: 0.809902 loss_giou_aux: 2.440746 loss_class_dn: 0.335782 loss_bbox_dn: 0.124687 loss_giou_dn: 0.350157 loss_class_aux_dn: 1.828090 loss_bbox_aux_dn: 0.717626 loss_giou_aux_dn: 2.048335 loss: 13.656797 eta: 2 days, 18:16:47 batch_cost: 0.6408 data_cost: 0.0017 ips: 6.2418 images/s [04/14 02:13:28] ppdet.engine INFO: Epoch: [70] [ 100/7329] learning_rate: 0.000100 loss_class: 0.516691 loss_bbox: 0.117937 loss_giou: 0.348670 loss_class_aux: 3.273108 loss_bbox_aux: 0.741506 loss_giou_aux: 2.116778 loss_class_dn: 0.281425 loss_bbox_dn: 0.121247 loss_giou_dn: 0.288036 loss_class_aux_dn: 1.516376 loss_bbox_aux_dn: 0.733076 loss_giou_aux_dn: 1.655348 loss: 11.873125 eta: 2 days, 18:15:40 batch_cost: 0.6330 data_cost: 0.0019 ips: 6.3187 images/s [04/14 02:14:37] ppdet.engine INFO: Epoch: [70] [ 200/7329] learning_rate: 0.000100 loss_class: 0.533206 loss_bbox: 0.121336 loss_giou: 0.341507 loss_class_aux: 3.420199 loss_bbox_aux: 0.804102 loss_giou_aux: 2.109573 loss_class_dn: 0.317599 loss_bbox_dn: 0.138461 loss_giou_dn: 0.319575 loss_class_aux_dn: 1.659433 loss_bbox_aux_dn: 0.813707 loss_giou_aux_dn: 1.798103 loss: 12.749001 eta: 2 days, 18:14:34 batch_cost: 0.6420 data_cost: 0.0019 ips: 6.2303 images/s [04/14 02:15:48] ppdet.engine INFO: Epoch: [70] [ 300/7329] learning_rate: 0.000100 loss_class: 0.520363 loss_bbox: 0.116044 loss_giou: 0.399192 loss_class_aux: 3.381876 loss_bbox_aux: 0.777237 loss_giou_aux: 2.456743 loss_class_dn: 0.331908 loss_bbox_dn: 0.127432 loss_giou_dn: 0.355672 loss_class_aux_dn: 1.765045 loss_bbox_aux_dn: 0.749089 loss_giou_aux_dn: 2.010028 loss: 13.632599 eta: 2 days, 18:13:30 batch_cost: 0.6552 data_cost: 0.0018 ips: 6.1049 images/s [04/14 02:16:58] ppdet.engine INFO: Epoch: [70] [ 400/7329] learning_rate: 0.000100 loss_class: 0.544248 loss_bbox: 0.129116 loss_giou: 0.345250 loss_class_aux: 3.430192 loss_bbox_aux: 0.821335 loss_giou_aux: 2.187058 loss_class_dn: 0.281641 loss_bbox_dn: 0.117405 loss_giou_dn: 0.312510 loss_class_aux_dn: 1.532035 loss_bbox_aux_dn: 0.720755 loss_giou_aux_dn: 1.706507 loss: 12.057297 eta: 2 days, 18:12:24 batch_cost: 0.6444 data_cost: 0.0018 ips: 6.2076 images/s [04/14 02:18:09] ppdet.engine INFO: Epoch: [70] [ 500/7329] learning_rate: 0.000100 loss_class: 0.574333 loss_bbox: 0.137733 loss_giou: 0.359771 loss_class_aux: 3.684890 loss_bbox_aux: 0.888496 loss_giou_aux: 2.297149 loss_class_dn: 0.331904 loss_bbox_dn: 0.129202 loss_giou_dn: 0.343181 loss_class_aux_dn: 1.765824 loss_bbox_aux_dn: 0.788647 loss_giou_aux_dn: 1.985631 loss: 13.937893 eta: 2 days, 18:11:19 batch_cost: 0.6556 data_cost: 0.0023 ips: 6.1011 images/s [04/14 02:19:20] ppdet.engine INFO: Epoch: [70] [ 600/7329] learning_rate: 0.000100 loss_class: 0.606467 loss_bbox: 0.131725 loss_giou: 0.380038 loss_class_aux: 3.873291 loss_bbox_aux: 0.895859 loss_giou_aux: 2.405167 loss_class_dn: 0.349312 loss_bbox_dn: 0.128640 loss_giou_dn: 0.344116 loss_class_aux_dn: 1.868597 loss_bbox_aux_dn: 0.775436 loss_giou_aux_dn: 1.997631 loss: 14.326103 eta: 2 days, 18:10:14 batch_cost: 0.6460 data_cost: 0.0020 ips: 6.1917 images/s [04/14 02:20:31] ppdet.engine INFO: Epoch: [70] [ 700/7329] learning_rate: 0.000100 loss_class: 0.605030 loss_bbox: 0.126209 loss_giou: 0.373575 loss_class_aux: 3.833265 loss_bbox_aux: 0.854375 loss_giou_aux: 2.386486 loss_class_dn: 0.346710 loss_bbox_dn: 0.120857 loss_giou_dn: 0.342509 loss_class_aux_dn: 1.885969 loss_bbox_aux_dn: 0.720101 loss_giou_aux_dn: 1.916152 loss: 14.257723 eta: 2 days, 18:09:09 batch_cost: 0.6606 data_cost: 0.0022 ips: 6.0552 images/s [04/14 02:21:42] ppdet.engine INFO: Epoch: [70] [ 800/7329] learning_rate: 0.000100 loss_class: 0.596881 loss_bbox: 0.124084 loss_giou: 0.397673 loss_class_aux: 4.076034 loss_bbox_aux: 0.827055 loss_giou_aux: 2.571531 loss_class_dn: 0.346419 loss_bbox_dn: 0.133666 loss_giou_dn: 0.373613 loss_class_aux_dn: 1.830537 loss_bbox_aux_dn: 0.737846 loss_giou_aux_dn: 2.127388 loss: 14.667469 eta: 2 days, 18:08:04 batch_cost: 0.6488 data_cost: 0.0021 ips: 6.1655 images/s [04/14 02:22:52] ppdet.engine INFO: Epoch: [70] [ 900/7329] learning_rate: 0.000100 loss_class: 0.535162 loss_bbox: 0.132174 loss_giou: 0.346826 loss_class_aux: 3.454003 loss_bbox_aux: 0.854242 loss_giou_aux: 2.149033 loss_class_dn: 0.305296 loss_bbox_dn: 0.126322 loss_giou_dn: 0.306686 loss_class_aux_dn: 1.662292 loss_bbox_aux_dn: 0.791371 loss_giou_aux_dn: 1.741991 loss: 13.189259 eta: 2 days, 18:06:59 batch_cost: 0.6494 data_cost: 0.0023 ips: 6.1592 images/s [04/14 02:24:04] ppdet.engine INFO: Epoch: [70] [1000/7329] learning_rate: 0.000100 loss_class: 0.594322 loss_bbox: 0.120271 loss_giou: 0.378902 loss_class_aux: 3.765429 loss_bbox_aux: 0.793242 loss_giou_aux: 2.382658 loss_class_dn: 0.326654 loss_bbox_dn: 0.129265 loss_giou_dn: 0.335259 loss_class_aux_dn: 1.802020 loss_bbox_aux_dn: 0.784120 loss_giou_aux_dn: 1.896497 loss: 14.079107 eta: 2 days, 18:05:54 batch_cost: 0.6557 data_cost: 0.0020 ips: 6.1005 images/s [04/14 02:25:14] ppdet.engine INFO: Epoch: [70] [1100/7329] learning_rate: 0.000100 loss_class: 0.558893 loss_bbox: 0.141094 loss_giou: 0.395288 loss_class_aux: 3.602864 loss_bbox_aux: 0.915345 loss_giou_aux: 2.562768 loss_class_dn: 0.349631 loss_bbox_dn: 0.136438 loss_giou_dn: 0.366446 loss_class_aux_dn: 1.864150 loss_bbox_aux_dn: 0.800486 loss_giou_aux_dn: 2.054434 loss: 13.564126 eta: 2 days, 18:04:49 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1685 images/s [04/14 02:26:26] ppdet.engine INFO: Epoch: [70] [1200/7329] learning_rate: 0.000100 loss_class: 0.484878 loss_bbox: 0.114403 loss_giou: 0.310692 loss_class_aux: 3.071456 loss_bbox_aux: 0.755068 loss_giou_aux: 1.918880 loss_class_dn: 0.278056 loss_bbox_dn: 0.127952 loss_giou_dn: 0.276595 loss_class_aux_dn: 1.498387 loss_bbox_aux_dn: 0.744465 loss_giou_aux_dn: 1.572183 loss: 11.497221 eta: 2 days, 18:03:44 batch_cost: 0.6589 data_cost: 0.0021 ips: 6.0704 images/s [04/14 02:27:37] ppdet.engine INFO: Epoch: [70] [1300/7329] learning_rate: 0.000100 loss_class: 0.585025 loss_bbox: 0.129670 loss_giou: 0.378581 loss_class_aux: 3.727543 loss_bbox_aux: 0.871756 loss_giou_aux: 2.357622 loss_class_dn: 0.341857 loss_bbox_dn: 0.138311 loss_giou_dn: 0.370565 loss_class_aux_dn: 1.841273 loss_bbox_aux_dn: 0.797506 loss_giou_aux_dn: 2.125887 loss: 14.437057 eta: 2 days, 18:02:39 batch_cost: 0.6558 data_cost: 0.0020 ips: 6.0995 images/s [04/14 02:28:48] ppdet.engine INFO: Epoch: [70] [1400/7329] learning_rate: 0.000100 loss_class: 0.616601 loss_bbox: 0.137469 loss_giou: 0.376603 loss_class_aux: 4.082485 loss_bbox_aux: 0.904376 loss_giou_aux: 2.400660 loss_class_dn: 0.360690 loss_bbox_dn: 0.145141 loss_giou_dn: 0.364891 loss_class_aux_dn: 1.938144 loss_bbox_aux_dn: 0.887556 loss_giou_aux_dn: 2.036990 loss: 14.337040 eta: 2 days, 18:01:34 batch_cost: 0.6504 data_cost: 0.0021 ips: 6.1500 images/s [04/14 02:30:00] ppdet.engine INFO: Epoch: [70] [1500/7329] learning_rate: 0.000100 loss_class: 0.594255 loss_bbox: 0.129273 loss_giou: 0.370066 loss_class_aux: 3.670500 loss_bbox_aux: 0.883792 loss_giou_aux: 2.328263 loss_class_dn: 0.342068 loss_bbox_dn: 0.132023 loss_giou_dn: 0.365534 loss_class_aux_dn: 1.873949 loss_bbox_aux_dn: 0.796670 loss_giou_aux_dn: 2.031924 loss: 13.886245 eta: 2 days, 18:00:30 batch_cost: 0.6616 data_cost: 0.0020 ips: 6.0464 images/s [04/14 02:31:10] ppdet.engine INFO: Epoch: [70] [1600/7329] learning_rate: 0.000100 loss_class: 0.596704 loss_bbox: 0.136586 loss_giou: 0.403064 loss_class_aux: 3.712598 loss_bbox_aux: 0.908063 loss_giou_aux: 2.541345 loss_class_dn: 0.360480 loss_bbox_dn: 0.128202 loss_giou_dn: 0.406256 loss_class_aux_dn: 1.960754 loss_bbox_aux_dn: 0.768719 loss_giou_aux_dn: 2.301978 loss: 15.138172 eta: 2 days, 17:59:24 batch_cost: 0.6385 data_cost: 0.0020 ips: 6.2650 images/s [04/14 02:32:20] ppdet.engine INFO: Epoch: [70] [1700/7329] learning_rate: 0.000100 loss_class: 0.564229 loss_bbox: 0.116691 loss_giou: 0.382819 loss_class_aux: 3.497754 loss_bbox_aux: 0.797285 loss_giou_aux: 2.453583 loss_class_dn: 0.332013 loss_bbox_dn: 0.129324 loss_giou_dn: 0.353873 loss_class_aux_dn: 1.725883 loss_bbox_aux_dn: 0.754883 loss_giou_aux_dn: 1.937994 loss: 13.881547 eta: 2 days, 17:58:18 batch_cost: 0.6439 data_cost: 0.0020 ips: 6.2124 images/s [04/14 02:33:30] ppdet.engine INFO: Epoch: [70] [1800/7329] learning_rate: 0.000100 loss_class: 0.538841 loss_bbox: 0.111078 loss_giou: 0.353658 loss_class_aux: 3.501846 loss_bbox_aux: 0.742444 loss_giou_aux: 2.337614 loss_class_dn: 0.324361 loss_bbox_dn: 0.115724 loss_giou_dn: 0.359608 loss_class_aux_dn: 1.741409 loss_bbox_aux_dn: 0.710950 loss_giou_aux_dn: 1.979677 loss: 13.738081 eta: 2 days, 17:57:13 batch_cost: 0.6447 data_cost: 0.0020 ips: 6.2047 images/s [04/14 02:34:42] ppdet.engine INFO: Epoch: [70] [1900/7329] learning_rate: 0.000100 loss_class: 0.527489 loss_bbox: 0.119059 loss_giou: 0.362674 loss_class_aux: 3.352458 loss_bbox_aux: 0.766237 loss_giou_aux: 2.248434 loss_class_dn: 0.315386 loss_bbox_dn: 0.123548 loss_giou_dn: 0.320015 loss_class_aux_dn: 1.701834 loss_bbox_aux_dn: 0.747302 loss_giou_aux_dn: 1.822796 loss: 13.293121 eta: 2 days, 17:56:08 batch_cost: 0.6593 data_cost: 0.0019 ips: 6.0671 images/s [04/14 02:35:52] ppdet.engine INFO: Epoch: [70] [2000/7329] learning_rate: 0.000100 loss_class: 0.580703 loss_bbox: 0.131842 loss_giou: 0.324119 loss_class_aux: 3.634305 loss_bbox_aux: 0.839146 loss_giou_aux: 2.122391 loss_class_dn: 0.300454 loss_bbox_dn: 0.123269 loss_giou_dn: 0.312243 loss_class_aux_dn: 1.635732 loss_bbox_aux_dn: 0.765163 loss_giou_aux_dn: 1.715964 loss: 13.035103 eta: 2 days, 17:55:03 batch_cost: 0.6523 data_cost: 0.0022 ips: 6.1322 images/s [04/14 02:37:05] ppdet.engine INFO: Epoch: [70] [2100/7329] learning_rate: 0.000100 loss_class: 0.525063 loss_bbox: 0.115519 loss_giou: 0.317394 loss_class_aux: 3.324543 loss_bbox_aux: 0.771040 loss_giou_aux: 2.023172 loss_class_dn: 0.292618 loss_bbox_dn: 0.116996 loss_giou_dn: 0.302357 loss_class_aux_dn: 1.592444 loss_bbox_aux_dn: 0.706977 loss_giou_aux_dn: 1.677623 loss: 12.223318 eta: 2 days, 17:53:59 batch_cost: 0.6668 data_cost: 0.0022 ips: 5.9992 images/s [04/14 02:38:16] ppdet.engine INFO: Epoch: [70] [2200/7329] learning_rate: 0.000100 loss_class: 0.543404 loss_bbox: 0.117829 loss_giou: 0.324096 loss_class_aux: 3.445305 loss_bbox_aux: 0.812198 loss_giou_aux: 2.158183 loss_class_dn: 0.316869 loss_bbox_dn: 0.125689 loss_giou_dn: 0.339959 loss_class_aux_dn: 1.713612 loss_bbox_aux_dn: 0.742793 loss_giou_aux_dn: 1.881447 loss: 13.347683 eta: 2 days, 17:52:54 batch_cost: 0.6510 data_cost: 0.0021 ips: 6.1440 images/s [04/14 02:39:26] ppdet.engine INFO: Epoch: [70] [2300/7329] learning_rate: 0.000100 loss_class: 0.670338 loss_bbox: 0.147165 loss_giou: 0.462128 loss_class_aux: 4.174200 loss_bbox_aux: 0.923224 loss_giou_aux: 2.930428 loss_class_dn: 0.389987 loss_bbox_dn: 0.147779 loss_giou_dn: 0.405192 loss_class_aux_dn: 2.091231 loss_bbox_aux_dn: 0.852846 loss_giou_aux_dn: 2.219037 loss: 16.120766 eta: 2 days, 17:51:49 batch_cost: 0.6521 data_cost: 0.0022 ips: 6.1341 images/s [04/14 02:40:37] ppdet.engine INFO: Epoch: [70] [2400/7329] learning_rate: 0.000100 loss_class: 0.586832 loss_bbox: 0.133717 loss_giou: 0.389834 loss_class_aux: 3.729623 loss_bbox_aux: 0.926623 loss_giou_aux: 2.449802 loss_class_dn: 0.334482 loss_bbox_dn: 0.143039 loss_giou_dn: 0.347130 loss_class_aux_dn: 1.808772 loss_bbox_aux_dn: 0.835891 loss_giou_aux_dn: 1.892942 loss: 13.597144 eta: 2 days, 17:50:44 batch_cost: 0.6522 data_cost: 0.0020 ips: 6.1328 images/s [04/14 02:41:48] ppdet.engine INFO: Epoch: [70] [2500/7329] learning_rate: 0.000100 loss_class: 0.545089 loss_bbox: 0.112136 loss_giou: 0.312145 loss_class_aux: 3.376077 loss_bbox_aux: 0.750164 loss_giou_aux: 1.956689 loss_class_dn: 0.294627 loss_bbox_dn: 0.109690 loss_giou_dn: 0.325603 loss_class_aux_dn: 1.620690 loss_bbox_aux_dn: 0.693287 loss_giou_aux_dn: 1.812108 loss: 12.912884 eta: 2 days, 17:49:39 batch_cost: 0.6546 data_cost: 0.0023 ips: 6.1109 images/s [04/14 02:43:01] ppdet.engine INFO: Epoch: [70] [2600/7329] learning_rate: 0.000100 loss_class: 0.575834 loss_bbox: 0.144611 loss_giou: 0.387803 loss_class_aux: 3.698042 loss_bbox_aux: 0.929492 loss_giou_aux: 2.378359 loss_class_dn: 0.339485 loss_bbox_dn: 0.140195 loss_giou_dn: 0.326029 loss_class_aux_dn: 1.837789 loss_bbox_aux_dn: 0.816216 loss_giou_aux_dn: 1.853476 loss: 14.329872 eta: 2 days, 17:48:35 batch_cost: 0.6653 data_cost: 0.0020 ips: 6.0126 images/s [04/14 02:44:11] ppdet.engine INFO: Epoch: [70] [2700/7329] learning_rate: 0.000100 loss_class: 0.527354 loss_bbox: 0.135052 loss_giou: 0.359674 loss_class_aux: 3.375881 loss_bbox_aux: 0.831650 loss_giou_aux: 2.240417 loss_class_dn: 0.306628 loss_bbox_dn: 0.128764 loss_giou_dn: 0.308700 loss_class_aux_dn: 1.687800 loss_bbox_aux_dn: 0.805345 loss_giou_aux_dn: 1.672414 loss: 12.697095 eta: 2 days, 17:47:29 batch_cost: 0.6469 data_cost: 0.0023 ips: 6.1835 images/s [04/14 02:45:22] ppdet.engine INFO: Epoch: [70] [2800/7329] learning_rate: 0.000100 loss_class: 0.603979 loss_bbox: 0.121093 loss_giou: 0.376444 loss_class_aux: 3.778303 loss_bbox_aux: 0.787086 loss_giou_aux: 2.398623 loss_class_dn: 0.340270 loss_bbox_dn: 0.118361 loss_giou_dn: 0.368240 loss_class_aux_dn: 1.812903 loss_bbox_aux_dn: 0.728997 loss_giou_aux_dn: 2.075560 loss: 14.229368 eta: 2 days, 17:46:24 batch_cost: 0.6484 data_cost: 0.0021 ips: 6.1687 images/s [04/14 02:46:33] ppdet.engine INFO: Epoch: [70] [2900/7329] learning_rate: 0.000100 loss_class: 0.581468 loss_bbox: 0.122565 loss_giou: 0.402799 loss_class_aux: 3.588013 loss_bbox_aux: 0.844941 loss_giou_aux: 2.542107 loss_class_dn: 0.328335 loss_bbox_dn: 0.129950 loss_giou_dn: 0.368685 loss_class_aux_dn: 1.790606 loss_bbox_aux_dn: 0.765051 loss_giou_aux_dn: 2.014723 loss: 13.980909 eta: 2 days, 17:45:19 batch_cost: 0.6554 data_cost: 0.0022 ips: 6.1033 images/s [04/14 02:47:44] ppdet.engine INFO: Epoch: [70] [3000/7329] learning_rate: 0.000100 loss_class: 0.515655 loss_bbox: 0.122585 loss_giou: 0.290113 loss_class_aux: 3.210884 loss_bbox_aux: 0.792902 loss_giou_aux: 1.920072 loss_class_dn: 0.304891 loss_bbox_dn: 0.123615 loss_giou_dn: 0.306311 loss_class_aux_dn: 1.642313 loss_bbox_aux_dn: 0.742889 loss_giou_aux_dn: 1.759627 loss: 12.012346 eta: 2 days, 17:44:14 batch_cost: 0.6535 data_cost: 0.0021 ips: 6.1212 images/s [04/14 02:48:55] ppdet.engine INFO: Epoch: [70] [3100/7329] learning_rate: 0.000100 loss_class: 0.587561 loss_bbox: 0.114838 loss_giou: 0.370818 loss_class_aux: 3.570224 loss_bbox_aux: 0.788133 loss_giou_aux: 2.357799 loss_class_dn: 0.332984 loss_bbox_dn: 0.128416 loss_giou_dn: 0.365221 loss_class_aux_dn: 1.791137 loss_bbox_aux_dn: 0.776238 loss_giou_aux_dn: 2.037224 loss: 13.437670 eta: 2 days, 17:43:09 batch_cost: 0.6500 data_cost: 0.0021 ips: 6.1543 images/s [04/14 02:50:05] ppdet.engine INFO: Epoch: [70] [3200/7329] learning_rate: 0.000100 loss_class: 0.542625 loss_bbox: 0.124435 loss_giou: 0.353626 loss_class_aux: 3.495155 loss_bbox_aux: 0.827852 loss_giou_aux: 2.175292 loss_class_dn: 0.325331 loss_bbox_dn: 0.141298 loss_giou_dn: 0.332567 loss_class_aux_dn: 1.754415 loss_bbox_aux_dn: 0.814307 loss_giou_aux_dn: 1.886549 loss: 13.789198 eta: 2 days, 17:42:04 batch_cost: 0.6516 data_cost: 0.0020 ips: 6.1386 images/s [04/14 02:51:18] ppdet.engine INFO: Epoch: [70] [3300/7329] learning_rate: 0.000100 loss_class: 0.502320 loss_bbox: 0.121947 loss_giou: 0.310880 loss_class_aux: 3.267371 loss_bbox_aux: 0.782904 loss_giou_aux: 2.007271 loss_class_dn: 0.296042 loss_bbox_dn: 0.120138 loss_giou_dn: 0.279288 loss_class_aux_dn: 1.614621 loss_bbox_aux_dn: 0.703146 loss_giou_aux_dn: 1.645820 loss: 11.935937 eta: 2 days, 17:41:00 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0635 images/s [04/14 02:52:28] ppdet.engine INFO: Epoch: [70] [3400/7329] learning_rate: 0.000100 loss_class: 0.543474 loss_bbox: 0.122395 loss_giou: 0.359830 loss_class_aux: 3.462741 loss_bbox_aux: 0.752235 loss_giou_aux: 2.250746 loss_class_dn: 0.328110 loss_bbox_dn: 0.128926 loss_giou_dn: 0.336045 loss_class_aux_dn: 1.730100 loss_bbox_aux_dn: 0.753299 loss_giou_aux_dn: 1.837275 loss: 13.073139 eta: 2 days, 17:39:54 batch_cost: 0.6484 data_cost: 0.0022 ips: 6.1695 images/s [04/14 02:53:38] ppdet.engine INFO: Epoch: [70] [3500/7329] learning_rate: 0.000100 loss_class: 0.578701 loss_bbox: 0.137585 loss_giou: 0.335079 loss_class_aux: 3.605501 loss_bbox_aux: 0.897901 loss_giou_aux: 2.037116 loss_class_dn: 0.331605 loss_bbox_dn: 0.129727 loss_giou_dn: 0.341390 loss_class_aux_dn: 1.843512 loss_bbox_aux_dn: 0.782733 loss_giou_aux_dn: 1.906317 loss: 13.543268 eta: 2 days, 17:38:49 batch_cost: 0.6449 data_cost: 0.0022 ips: 6.2023 images/s [04/14 02:54:49] ppdet.engine INFO: Epoch: [70] [3600/7329] learning_rate: 0.000100 loss_class: 0.567248 loss_bbox: 0.133233 loss_giou: 0.413301 loss_class_aux: 3.836854 loss_bbox_aux: 0.857861 loss_giou_aux: 2.530056 loss_class_dn: 0.314388 loss_bbox_dn: 0.142173 loss_giou_dn: 0.383361 loss_class_aux_dn: 1.719086 loss_bbox_aux_dn: 0.811218 loss_giou_aux_dn: 2.124061 loss: 14.049862 eta: 2 days, 17:37:44 batch_cost: 0.6562 data_cost: 0.0020 ips: 6.0953 images/s [04/14 02:56:01] ppdet.engine INFO: Epoch: [70] [3700/7329] learning_rate: 0.000100 loss_class: 0.509919 loss_bbox: 0.118789 loss_giou: 0.354440 loss_class_aux: 3.199682 loss_bbox_aux: 0.760422 loss_giou_aux: 2.262840 loss_class_dn: 0.300712 loss_bbox_dn: 0.131191 loss_giou_dn: 0.329196 loss_class_aux_dn: 1.617890 loss_bbox_aux_dn: 0.794855 loss_giou_aux_dn: 1.852725 loss: 12.384222 eta: 2 days, 17:36:39 batch_cost: 0.6597 data_cost: 0.0020 ips: 6.0633 images/s [04/14 02:57:12] ppdet.engine INFO: Epoch: [70] [3800/7329] learning_rate: 0.000100 loss_class: 0.453392 loss_bbox: 0.128964 loss_giou: 0.316807 loss_class_aux: 3.112458 loss_bbox_aux: 0.823561 loss_giou_aux: 2.077116 loss_class_dn: 0.293730 loss_bbox_dn: 0.124636 loss_giou_dn: 0.298845 loss_class_aux_dn: 1.632171 loss_bbox_aux_dn: 0.729893 loss_giou_aux_dn: 1.650365 loss: 12.595778 eta: 2 days, 17:35:34 batch_cost: 0.6519 data_cost: 0.0021 ips: 6.1358 images/s [04/14 02:58:22] ppdet.engine INFO: Epoch: [70] [3900/7329] learning_rate: 0.000100 loss_class: 0.629329 loss_bbox: 0.134342 loss_giou: 0.450559 loss_class_aux: 3.979127 loss_bbox_aux: 0.879803 loss_giou_aux: 2.832588 loss_class_dn: 0.337303 loss_bbox_dn: 0.152750 loss_giou_dn: 0.412229 loss_class_aux_dn: 1.823649 loss_bbox_aux_dn: 0.903388 loss_giou_aux_dn: 2.282999 loss: 14.333358 eta: 2 days, 17:34:29 batch_cost: 0.6440 data_cost: 0.0020 ips: 6.2111 images/s [04/14 02:59:33] ppdet.engine INFO: Epoch: [70] [4000/7329] learning_rate: 0.000100 loss_class: 0.586530 loss_bbox: 0.129743 loss_giou: 0.425858 loss_class_aux: 3.761382 loss_bbox_aux: 0.822591 loss_giou_aux: 2.806702 loss_class_dn: 0.341061 loss_bbox_dn: 0.137841 loss_giou_dn: 0.373054 loss_class_aux_dn: 1.796250 loss_bbox_aux_dn: 0.794905 loss_giou_aux_dn: 2.053837 loss: 13.733480 eta: 2 days, 17:33:24 batch_cost: 0.6544 data_cost: 0.0019 ips: 6.1124 images/s [04/14 03:00:44] ppdet.engine INFO: Epoch: [70] [4100/7329] learning_rate: 0.000100 loss_class: 0.554079 loss_bbox: 0.112834 loss_giou: 0.337144 loss_class_aux: 3.409042 loss_bbox_aux: 0.756251 loss_giou_aux: 2.038294 loss_class_dn: 0.322780 loss_bbox_dn: 0.112028 loss_giou_dn: 0.315644 loss_class_aux_dn: 1.757097 loss_bbox_aux_dn: 0.689262 loss_giou_aux_dn: 1.767650 loss: 12.964149 eta: 2 days, 17:32:19 batch_cost: 0.6526 data_cost: 0.0021 ips: 6.1294 images/s [04/14 03:01:54] ppdet.engine INFO: Epoch: [70] [4200/7329] learning_rate: 0.000100 loss_class: 0.581151 loss_bbox: 0.125193 loss_giou: 0.350759 loss_class_aux: 3.728127 loss_bbox_aux: 0.825838 loss_giou_aux: 2.177544 loss_class_dn: 0.307439 loss_bbox_dn: 0.126546 loss_giou_dn: 0.324075 loss_class_aux_dn: 1.673514 loss_bbox_aux_dn: 0.769799 loss_giou_aux_dn: 1.798619 loss: 13.082316 eta: 2 days, 17:31:13 batch_cost: 0.6443 data_cost: 0.0019 ips: 6.2087 images/s [04/14 03:03:04] ppdet.engine INFO: Epoch: [70] [4300/7329] learning_rate: 0.000100 loss_class: 0.541893 loss_bbox: 0.136549 loss_giou: 0.355705 loss_class_aux: 3.426338 loss_bbox_aux: 0.846472 loss_giou_aux: 2.141147 loss_class_dn: 0.307363 loss_bbox_dn: 0.121122 loss_giou_dn: 0.307962 loss_class_aux_dn: 1.748488 loss_bbox_aux_dn: 0.734206 loss_giou_aux_dn: 1.736816 loss: 12.749456 eta: 2 days, 17:30:08 batch_cost: 0.6538 data_cost: 0.0023 ips: 6.1179 images/s [04/14 03:04:15] ppdet.engine INFO: Epoch: [70] [4400/7329] learning_rate: 0.000100 loss_class: 0.549009 loss_bbox: 0.135990 loss_giou: 0.368159 loss_class_aux: 3.493815 loss_bbox_aux: 0.841426 loss_giou_aux: 2.360963 loss_class_dn: 0.321048 loss_bbox_dn: 0.125668 loss_giou_dn: 0.341489 loss_class_aux_dn: 1.730441 loss_bbox_aux_dn: 0.806574 loss_giou_aux_dn: 1.917604 loss: 14.152569 eta: 2 days, 17:29:03 batch_cost: 0.6506 data_cost: 0.0022 ips: 6.1480 images/s [04/14 03:05:26] ppdet.engine INFO: Epoch: [70] [4500/7329] learning_rate: 0.000100 loss_class: 0.505211 loss_bbox: 0.109204 loss_giou: 0.383275 loss_class_aux: 3.318534 loss_bbox_aux: 0.785023 loss_giou_aux: 2.414886 loss_class_dn: 0.315788 loss_bbox_dn: 0.110793 loss_giou_dn: 0.351208 loss_class_aux_dn: 1.692156 loss_bbox_aux_dn: 0.684526 loss_giou_aux_dn: 1.926350 loss: 13.566444 eta: 2 days, 17:27:58 batch_cost: 0.6522 data_cost: 0.0022 ips: 6.1332 images/s [04/14 03:06:37] ppdet.engine INFO: Epoch: [70] [4600/7329] learning_rate: 0.000100 loss_class: 0.591433 loss_bbox: 0.130187 loss_giou: 0.441141 loss_class_aux: 3.817355 loss_bbox_aux: 0.833475 loss_giou_aux: 2.679502 loss_class_dn: 0.328497 loss_bbox_dn: 0.121367 loss_giou_dn: 0.399022 loss_class_aux_dn: 1.769122 loss_bbox_aux_dn: 0.764337 loss_giou_aux_dn: 2.192843 loss: 14.589552 eta: 2 days, 17:26:53 batch_cost: 0.6546 data_cost: 0.0021 ips: 6.1105 images/s [04/14 03:07:49] ppdet.engine INFO: Epoch: [70] [4700/7329] learning_rate: 0.000100 loss_class: 0.532402 loss_bbox: 0.129912 loss_giou: 0.338771 loss_class_aux: 3.455495 loss_bbox_aux: 0.843547 loss_giou_aux: 2.133919 loss_class_dn: 0.298518 loss_bbox_dn: 0.135168 loss_giou_dn: 0.300812 loss_class_aux_dn: 1.647185 loss_bbox_aux_dn: 0.818197 loss_giou_aux_dn: 1.724707 loss: 11.743796 eta: 2 days, 17:25:49 batch_cost: 0.6560 data_cost: 0.0021 ips: 6.0975 images/s [04/14 03:09:00] ppdet.engine INFO: Epoch: [70] [4800/7329] learning_rate: 0.000100 loss_class: 0.510423 loss_bbox: 0.126238 loss_giou: 0.306188 loss_class_aux: 3.196783 loss_bbox_aux: 0.834399 loss_giou_aux: 1.875996 loss_class_dn: 0.295712 loss_bbox_dn: 0.126726 loss_giou_dn: 0.312060 loss_class_aux_dn: 1.606190 loss_bbox_aux_dn: 0.735282 loss_giou_aux_dn: 1.764823 loss: 12.910619 eta: 2 days, 17:24:44 batch_cost: 0.6539 data_cost: 0.0020 ips: 6.1174 images/s [04/14 03:10:11] ppdet.engine INFO: Epoch: [70] [4900/7329] learning_rate: 0.000100 loss_class: 0.612882 loss_bbox: 0.133494 loss_giou: 0.397909 loss_class_aux: 3.842859 loss_bbox_aux: 0.855016 loss_giou_aux: 2.497126 loss_class_dn: 0.354842 loss_bbox_dn: 0.131073 loss_giou_dn: 0.364125 loss_class_aux_dn: 1.896626 loss_bbox_aux_dn: 0.830134 loss_giou_aux_dn: 2.053558 loss: 14.099230 eta: 2 days, 17:23:39 batch_cost: 0.6551 data_cost: 0.0022 ips: 6.1060 images/s [04/14 03:11:22] ppdet.engine INFO: Epoch: [70] [5000/7329] learning_rate: 0.000100 loss_class: 0.627135 loss_bbox: 0.136476 loss_giou: 0.391245 loss_class_aux: 4.052621 loss_bbox_aux: 0.851089 loss_giou_aux: 2.420771 loss_class_dn: 0.334434 loss_bbox_dn: 0.144740 loss_giou_dn: 0.345902 loss_class_aux_dn: 1.802369 loss_bbox_aux_dn: 0.858639 loss_giou_aux_dn: 1.973390 loss: 13.953896 eta: 2 days, 17:22:34 batch_cost: 0.6502 data_cost: 0.0021 ips: 6.1524 images/s [04/14 03:12:32] ppdet.engine INFO: Epoch: [70] [5100/7329] learning_rate: 0.000100 loss_class: 0.488322 loss_bbox: 0.136225 loss_giou: 0.279898 loss_class_aux: 3.212837 loss_bbox_aux: 0.889307 loss_giou_aux: 1.774399 loss_class_dn: 0.282717 loss_bbox_dn: 0.131489 loss_giou_dn: 0.275272 loss_class_aux_dn: 1.554134 loss_bbox_aux_dn: 0.761743 loss_giou_aux_dn: 1.585605 loss: 12.019709 eta: 2 days, 17:21:28 batch_cost: 0.6504 data_cost: 0.0020 ips: 6.1496 images/s [04/14 03:13:45] ppdet.engine INFO: Epoch: [70] [5200/7329] learning_rate: 0.000100 loss_class: 0.545105 loss_bbox: 0.128188 loss_giou: 0.358170 loss_class_aux: 3.595846 loss_bbox_aux: 0.845901 loss_giou_aux: 2.233058 loss_class_dn: 0.321522 loss_bbox_dn: 0.141834 loss_giou_dn: 0.313316 loss_class_aux_dn: 1.747197 loss_bbox_aux_dn: 0.869374 loss_giou_aux_dn: 1.759128 loss: 13.595028 eta: 2 days, 17:20:24 batch_cost: 0.6649 data_cost: 0.0020 ips: 6.0161 images/s [04/14 03:14:57] ppdet.engine INFO: Epoch: [70] [5300/7329] learning_rate: 0.000100 loss_class: 0.595884 loss_bbox: 0.139556 loss_giou: 0.344570 loss_class_aux: 3.816646 loss_bbox_aux: 0.858992 loss_giou_aux: 2.161143 loss_class_dn: 0.321088 loss_bbox_dn: 0.132088 loss_giou_dn: 0.338144 loss_class_aux_dn: 1.750360 loss_bbox_aux_dn: 0.804863 loss_giou_aux_dn: 1.886722 loss: 13.451958 eta: 2 days, 17:19:20 batch_cost: 0.6588 data_cost: 0.0023 ips: 6.0719 images/s [04/14 03:16:08] ppdet.engine INFO: Epoch: [70] [5400/7329] learning_rate: 0.000100 loss_class: 0.523459 loss_bbox: 0.124124 loss_giou: 0.357189 loss_class_aux: 3.371027 loss_bbox_aux: 0.794050 loss_giou_aux: 2.304311 loss_class_dn: 0.316686 loss_bbox_dn: 0.125255 loss_giou_dn: 0.314321 loss_class_aux_dn: 1.699655 loss_bbox_aux_dn: 0.746313 loss_giou_aux_dn: 1.770982 loss: 12.868483 eta: 2 days, 17:18:15 batch_cost: 0.6569 data_cost: 0.0020 ips: 6.0887 images/s [04/14 03:17:20] ppdet.engine INFO: Epoch: [70] [5500/7329] learning_rate: 0.000100 loss_class: 0.542420 loss_bbox: 0.122827 loss_giou: 0.359521 loss_class_aux: 3.539991 loss_bbox_aux: 0.786536 loss_giou_aux: 2.292566 loss_class_dn: 0.315727 loss_bbox_dn: 0.108702 loss_giou_dn: 0.312116 loss_class_aux_dn: 1.711088 loss_bbox_aux_dn: 0.635809 loss_giou_aux_dn: 1.733181 loss: 13.214947 eta: 2 days, 17:17:11 batch_cost: 0.6634 data_cost: 0.0020 ips: 6.0296 images/s [04/14 03:18:31] ppdet.engine INFO: Epoch: [70] [5600/7329] learning_rate: 0.000100 loss_class: 0.534530 loss_bbox: 0.135179 loss_giou: 0.336280 loss_class_aux: 3.440673 loss_bbox_aux: 0.867247 loss_giou_aux: 2.151920 loss_class_dn: 0.315288 loss_bbox_dn: 0.151739 loss_giou_dn: 0.312900 loss_class_aux_dn: 1.710694 loss_bbox_aux_dn: 0.918464 loss_giou_aux_dn: 1.796647 loss: 13.458562 eta: 2 days, 17:16:06 batch_cost: 0.6545 data_cost: 0.0020 ips: 6.1118 images/s [04/14 03:19:42] ppdet.engine INFO: Epoch: [70] [5700/7329] learning_rate: 0.000100 loss_class: 0.566953 loss_bbox: 0.117221 loss_giou: 0.371153 loss_class_aux: 3.520793 loss_bbox_aux: 0.765392 loss_giou_aux: 2.261350 loss_class_dn: 0.345568 loss_bbox_dn: 0.122712 loss_giou_dn: 0.349993 loss_class_aux_dn: 1.796165 loss_bbox_aux_dn: 0.746772 loss_giou_aux_dn: 1.931984 loss: 14.172712 eta: 2 days, 17:15:00 batch_cost: 0.6474 data_cost: 0.0022 ips: 6.1789 images/s [04/14 03:20:52] ppdet.engine INFO: Epoch: [70] [5800/7329] learning_rate: 0.000100 loss_class: 0.565739 loss_bbox: 0.132823 loss_giou: 0.343181 loss_class_aux: 3.506905 loss_bbox_aux: 0.826235 loss_giou_aux: 2.155282 loss_class_dn: 0.316441 loss_bbox_dn: 0.122218 loss_giou_dn: 0.339334 loss_class_aux_dn: 1.695154 loss_bbox_aux_dn: 0.699463 loss_giou_aux_dn: 1.888148 loss: 13.282942 eta: 2 days, 17:13:55 batch_cost: 0.6433 data_cost: 0.0022 ips: 6.2176 images/s [04/14 03:22:02] ppdet.engine INFO: Epoch: [70] [5900/7329] learning_rate: 0.000100 loss_class: 0.559369 loss_bbox: 0.119535 loss_giou: 0.335652 loss_class_aux: 3.631520 loss_bbox_aux: 0.785132 loss_giou_aux: 2.164062 loss_class_dn: 0.321305 loss_bbox_dn: 0.123899 loss_giou_dn: 0.308354 loss_class_aux_dn: 1.654314 loss_bbox_aux_dn: 0.738350 loss_giou_aux_dn: 1.725095 loss: 12.748296 eta: 2 days, 17:12:49 batch_cost: 0.6477 data_cost: 0.0019 ips: 6.1756 images/s [04/14 03:23:12] ppdet.engine INFO: Epoch: [70] [6000/7329] learning_rate: 0.000100 loss_class: 0.501946 loss_bbox: 0.107078 loss_giou: 0.355418 loss_class_aux: 3.253195 loss_bbox_aux: 0.724417 loss_giou_aux: 2.240096 loss_class_dn: 0.298989 loss_bbox_dn: 0.118514 loss_giou_dn: 0.329682 loss_class_aux_dn: 1.641167 loss_bbox_aux_dn: 0.711327 loss_giou_aux_dn: 1.820893 loss: 12.395628 eta: 2 days, 17:11:44 batch_cost: 0.6444 data_cost: 0.0020 ips: 6.2071 images/s [04/14 03:24:22] ppdet.engine INFO: Epoch: [70] [6100/7329] learning_rate: 0.000100 loss_class: 0.513993 loss_bbox: 0.137829 loss_giou: 0.309089 loss_class_aux: 3.251734 loss_bbox_aux: 0.856453 loss_giou_aux: 1.887185 loss_class_dn: 0.297356 loss_bbox_dn: 0.135802 loss_giou_dn: 0.279362 loss_class_aux_dn: 1.618105 loss_bbox_aux_dn: 0.827325 loss_giou_aux_dn: 1.540871 loss: 11.854722 eta: 2 days, 17:10:38 batch_cost: 0.6456 data_cost: 0.0019 ips: 6.1960 images/s [04/14 03:25:34] ppdet.engine INFO: Epoch: [70] [6200/7329] learning_rate: 0.000100 loss_class: 0.563396 loss_bbox: 0.138738 loss_giou: 0.372073 loss_class_aux: 3.613858 loss_bbox_aux: 0.871320 loss_giou_aux: 2.310401 loss_class_dn: 0.323183 loss_bbox_dn: 0.139850 loss_giou_dn: 0.314772 loss_class_aux_dn: 1.753545 loss_bbox_aux_dn: 0.815365 loss_giou_aux_dn: 1.797938 loss: 13.803648 eta: 2 days, 17:09:34 batch_cost: 0.6563 data_cost: 0.0020 ips: 6.0949 images/s [04/14 03:26:46] ppdet.engine INFO: Epoch: [70] [6300/7329] learning_rate: 0.000100 loss_class: 0.521825 loss_bbox: 0.122480 loss_giou: 0.325965 loss_class_aux: 3.436573 loss_bbox_aux: 0.809909 loss_giou_aux: 2.114596 loss_class_dn: 0.300553 loss_bbox_dn: 0.120202 loss_giou_dn: 0.297454 loss_class_aux_dn: 1.631742 loss_bbox_aux_dn: 0.756174 loss_giou_aux_dn: 1.734056 loss: 12.493482 eta: 2 days, 17:08:29 batch_cost: 0.6628 data_cost: 0.0022 ips: 6.0346 images/s [04/14 03:27:57] ppdet.engine INFO: Epoch: [70] [6400/7329] learning_rate: 0.000100 loss_class: 0.532116 loss_bbox: 0.119640 loss_giou: 0.342674 loss_class_aux: 3.562010 loss_bbox_aux: 0.789625 loss_giou_aux: 2.137712 loss_class_dn: 0.309232 loss_bbox_dn: 0.136976 loss_giou_dn: 0.305894 loss_class_aux_dn: 1.677194 loss_bbox_aux_dn: 0.806123 loss_giou_aux_dn: 1.786601 loss: 13.494757 eta: 2 days, 17:07:25 batch_cost: 0.6590 data_cost: 0.0020 ips: 6.0701 images/s [04/14 03:29:09] ppdet.engine INFO: Epoch: [70] [6500/7329] learning_rate: 0.000100 loss_class: 0.582779 loss_bbox: 0.127411 loss_giou: 0.374361 loss_class_aux: 3.718505 loss_bbox_aux: 0.816745 loss_giou_aux: 2.369281 loss_class_dn: 0.329839 loss_bbox_dn: 0.133069 loss_giou_dn: 0.327978 loss_class_aux_dn: 1.760636 loss_bbox_aux_dn: 0.774111 loss_giou_aux_dn: 1.798967 loss: 13.398232 eta: 2 days, 17:06:20 batch_cost: 0.6521 data_cost: 0.0018 ips: 6.1342 images/s [04/14 03:30:19] ppdet.engine INFO: Epoch: [70] [6600/7329] learning_rate: 0.000100 loss_class: 0.559713 loss_bbox: 0.125789 loss_giou: 0.348828 loss_class_aux: 3.593347 loss_bbox_aux: 0.843243 loss_giou_aux: 2.203858 loss_class_dn: 0.338939 loss_bbox_dn: 0.147175 loss_giou_dn: 0.326270 loss_class_aux_dn: 1.792736 loss_bbox_aux_dn: 0.887817 loss_giou_aux_dn: 1.896550 loss: 13.665474 eta: 2 days, 17:05:14 batch_cost: 0.6485 data_cost: 0.0019 ips: 6.1680 images/s [04/14 03:31:29] ppdet.engine INFO: Epoch: [70] [6700/7329] learning_rate: 0.000100 loss_class: 0.590674 loss_bbox: 0.129336 loss_giou: 0.375841 loss_class_aux: 3.710632 loss_bbox_aux: 0.874412 loss_giou_aux: 2.311364 loss_class_dn: 0.335815 loss_bbox_dn: 0.132510 loss_giou_dn: 0.368795 loss_class_aux_dn: 1.807853 loss_bbox_aux_dn: 0.747535 loss_giou_aux_dn: 2.065731 loss: 14.180819 eta: 2 days, 17:04:09 batch_cost: 0.6453 data_cost: 0.0021 ips: 6.1988 images/s [04/14 03:32:40] ppdet.engine INFO: Epoch: [70] [6800/7329] learning_rate: 0.000100 loss_class: 0.574319 loss_bbox: 0.114613 loss_giou: 0.366846 loss_class_aux: 3.513357 loss_bbox_aux: 0.726796 loss_giou_aux: 2.247573 loss_class_dn: 0.327402 loss_bbox_dn: 0.113206 loss_giou_dn: 0.307114 loss_class_aux_dn: 1.744503 loss_bbox_aux_dn: 0.704443 loss_giou_aux_dn: 1.768896 loss: 13.578503 eta: 2 days, 17:03:04 batch_cost: 0.6479 data_cost: 0.0021 ips: 6.1740 images/s [04/14 03:33:51] ppdet.engine INFO: Epoch: [70] [6900/7329] learning_rate: 0.000100 loss_class: 0.512730 loss_bbox: 0.121295 loss_giou: 0.308007 loss_class_aux: 3.179040 loss_bbox_aux: 0.779881 loss_giou_aux: 2.071417 loss_class_dn: 0.296247 loss_bbox_dn: 0.125417 loss_giou_dn: 0.313897 loss_class_aux_dn: 1.568441 loss_bbox_aux_dn: 0.752381 loss_giou_aux_dn: 1.717455 loss: 12.192618 eta: 2 days, 17:01:59 batch_cost: 0.6538 data_cost: 0.0023 ips: 6.1180 images/s [04/14 03:35:02] ppdet.engine INFO: Epoch: [70] [7000/7329] learning_rate: 0.000100 loss_class: 0.591126 loss_bbox: 0.134362 loss_giou: 0.437373 loss_class_aux: 3.652040 loss_bbox_aux: 0.883462 loss_giou_aux: 2.682658 loss_class_dn: 0.340488 loss_bbox_dn: 0.149625 loss_giou_dn: 0.387875 loss_class_aux_dn: 1.821228 loss_bbox_aux_dn: 0.878745 loss_giou_aux_dn: 2.150270 loss: 14.760134 eta: 2 days, 17:00:53 batch_cost: 0.6515 data_cost: 0.0022 ips: 6.1396 images/s [04/14 03:36:15] ppdet.engine INFO: Epoch: [70] [7100/7329] learning_rate: 0.000100 loss_class: 0.519297 loss_bbox: 0.137482 loss_giou: 0.381280 loss_class_aux: 3.333685 loss_bbox_aux: 0.890843 loss_giou_aux: 2.392129 loss_class_dn: 0.324194 loss_bbox_dn: 0.131992 loss_giou_dn: 0.366870 loss_class_aux_dn: 1.772670 loss_bbox_aux_dn: 0.786087 loss_giou_aux_dn: 2.058799 loss: 13.284231 eta: 2 days, 16:59:49 batch_cost: 0.6672 data_cost: 0.0020 ips: 5.9949 images/s [04/14 03:37:26] ppdet.engine INFO: Epoch: [70] [7200/7329] learning_rate: 0.000100 loss_class: 0.464625 loss_bbox: 0.108981 loss_giou: 0.279450 loss_class_aux: 2.997388 loss_bbox_aux: 0.732995 loss_giou_aux: 1.769002 loss_class_dn: 0.259761 loss_bbox_dn: 0.109077 loss_giou_dn: 0.276999 loss_class_aux_dn: 1.420674 loss_bbox_aux_dn: 0.669816 loss_giou_aux_dn: 1.479573 loss: 10.931751 eta: 2 days, 16:58:45 batch_cost: 0.6542 data_cost: 0.0019 ips: 6.1141 images/s [04/14 03:38:38] ppdet.engine INFO: Epoch: [70] [7300/7329] learning_rate: 0.000100 loss_class: 0.580511 loss_bbox: 0.118137 loss_giou: 0.379395 loss_class_aux: 3.899130 loss_bbox_aux: 0.771896 loss_giou_aux: 2.406056 loss_class_dn: 0.327602 loss_bbox_dn: 0.122132 loss_giou_dn: 0.354520 loss_class_aux_dn: 1.814411 loss_bbox_aux_dn: 0.760303 loss_giou_aux_dn: 2.010770 loss: 13.955623 eta: 2 days, 16:57:40 batch_cost: 0.6617 data_cost: 0.0020 ips: 6.0450 images/s [04/14 03:39:02] ppdet.engine INFO: Eval iter: 0 [04/14 03:39:29] ppdet.engine INFO: Eval iter: 100 [04/14 03:39:56] ppdet.engine INFO: Eval iter: 200 [04/14 03:40:24] ppdet.engine INFO: Eval iter: 300 [04/14 03:40:51] ppdet.engine INFO: Eval iter: 400 [04/14 03:41:19] ppdet.engine INFO: Eval iter: 500 [04/14 03:41:47] ppdet.engine INFO: Eval iter: 600 [04/14 03:42:27] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.56s) creating index... index created! [04/14 03:42:28] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.70s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=127.06s). Accumulating evaluation results... DONE (t=29.10s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.554 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.769 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.884 [04/14 03:45:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 29.129016634282603 [04/14 03:45:20] ppdet.engine INFO: Best test bbox ap is 0.543. [04/14 03:45:21] ppdet.engine INFO: Epoch: [71] [ 0/7329] learning_rate: 0.000100 loss_class: 0.550974 loss_bbox: 0.118137 loss_giou: 0.366480 loss_class_aux: 3.572558 loss_bbox_aux: 0.764981 loss_giou_aux: 2.270891 loss_class_dn: 0.315387 loss_bbox_dn: 0.122522 loss_giou_dn: 0.324027 loss_class_aux_dn: 1.691891 loss_bbox_aux_dn: 0.774580 loss_giou_aux_dn: 1.859967 loss: 12.980188 eta: 2 days, 16:57:21 batch_cost: 0.6461 data_cost: 0.0020 ips: 6.1907 images/s [04/14 03:46:35] ppdet.engine INFO: Epoch: [71] [ 100/7329] learning_rate: 0.000100 loss_class: 0.527687 loss_bbox: 0.113261 loss_giou: 0.317065 loss_class_aux: 3.248363 loss_bbox_aux: 0.747821 loss_giou_aux: 2.007823 loss_class_dn: 0.297450 loss_bbox_dn: 0.114988 loss_giou_dn: 0.332652 loss_class_aux_dn: 1.600179 loss_bbox_aux_dn: 0.660811 loss_giou_aux_dn: 1.801741 loss: 12.548759 eta: 2 days, 16:56:17 batch_cost: 0.6699 data_cost: 0.0019 ips: 5.9709 images/s [04/14 03:47:45] ppdet.engine INFO: Epoch: [71] [ 200/7329] learning_rate: 0.000100 loss_class: 0.594127 loss_bbox: 0.130028 loss_giou: 0.388073 loss_class_aux: 3.944850 loss_bbox_aux: 0.834518 loss_giou_aux: 2.466207 loss_class_dn: 0.322255 loss_bbox_dn: 0.128123 loss_giou_dn: 0.341093 loss_class_aux_dn: 1.798481 loss_bbox_aux_dn: 0.727072 loss_giou_aux_dn: 1.971402 loss: 13.572409 eta: 2 days, 16:55:12 batch_cost: 0.6467 data_cost: 0.0018 ips: 6.1848 images/s [04/14 03:48:56] ppdet.engine INFO: Epoch: [71] [ 300/7329] learning_rate: 0.000100 loss_class: 0.530770 loss_bbox: 0.123766 loss_giou: 0.330193 loss_class_aux: 3.369781 loss_bbox_aux: 0.797244 loss_giou_aux: 2.100461 loss_class_dn: 0.289596 loss_bbox_dn: 0.125257 loss_giou_dn: 0.299747 loss_class_aux_dn: 1.545356 loss_bbox_aux_dn: 0.704223 loss_giou_aux_dn: 1.697427 loss: 12.240511 eta: 2 days, 16:54:07 batch_cost: 0.6528 data_cost: 0.0018 ips: 6.1273 images/s [04/14 03:50:06] ppdet.engine INFO: Epoch: [71] [ 400/7329] learning_rate: 0.000100 loss_class: 0.535589 loss_bbox: 0.116916 loss_giou: 0.325974 loss_class_aux: 3.480982 loss_bbox_aux: 0.772605 loss_giou_aux: 2.112278 loss_class_dn: 0.307660 loss_bbox_dn: 0.132517 loss_giou_dn: 0.329686 loss_class_aux_dn: 1.652316 loss_bbox_aux_dn: 0.781043 loss_giou_aux_dn: 1.794607 loss: 12.863495 eta: 2 days, 16:53:01 batch_cost: 0.6433 data_cost: 0.0018 ips: 6.2181 images/s [04/14 03:51:16] ppdet.engine INFO: Epoch: [71] [ 500/7329] learning_rate: 0.000100 loss_class: 0.522127 loss_bbox: 0.129986 loss_giou: 0.387507 loss_class_aux: 3.478686 loss_bbox_aux: 0.826467 loss_giou_aux: 2.419623 loss_class_dn: 0.304249 loss_bbox_dn: 0.126104 loss_giou_dn: 0.344976 loss_class_aux_dn: 1.653092 loss_bbox_aux_dn: 0.766677 loss_giou_aux_dn: 1.870414 loss: 13.162157 eta: 2 days, 16:51:56 batch_cost: 0.6432 data_cost: 0.0018 ips: 6.2189 images/s [04/14 03:52:25] ppdet.engine INFO: Epoch: [71] [ 600/7329] learning_rate: 0.000100 loss_class: 0.554441 loss_bbox: 0.128578 loss_giou: 0.329705 loss_class_aux: 3.817258 loss_bbox_aux: 0.831132 loss_giou_aux: 2.129117 loss_class_dn: 0.327936 loss_bbox_dn: 0.129658 loss_giou_dn: 0.316520 loss_class_aux_dn: 1.782229 loss_bbox_aux_dn: 0.778610 loss_giou_aux_dn: 1.789236 loss: 13.500120 eta: 2 days, 16:50:50 batch_cost: 0.6387 data_cost: 0.0020 ips: 6.2625 images/s [04/14 03:53:34] ppdet.engine INFO: Epoch: [71] [ 700/7329] learning_rate: 0.000100 loss_class: 0.549472 loss_bbox: 0.111992 loss_giou: 0.353819 loss_class_aux: 3.602592 loss_bbox_aux: 0.789857 loss_giou_aux: 2.218420 loss_class_dn: 0.313487 loss_bbox_dn: 0.137547 loss_giou_dn: 0.321636 loss_class_aux_dn: 1.711726 loss_bbox_aux_dn: 0.818814 loss_giou_aux_dn: 1.809006 loss: 13.027836 eta: 2 days, 16:49:44 batch_cost: 0.6374 data_cost: 0.0017 ips: 6.2754 images/s [04/14 03:54:45] ppdet.engine INFO: Epoch: [71] [ 800/7329] learning_rate: 0.000100 loss_class: 0.557659 loss_bbox: 0.129575 loss_giou: 0.354377 loss_class_aux: 3.557306 loss_bbox_aux: 0.874288 loss_giou_aux: 2.221459 loss_class_dn: 0.313661 loss_bbox_dn: 0.136892 loss_giou_dn: 0.364617 loss_class_aux_dn: 1.694705 loss_bbox_aux_dn: 0.824220 loss_giou_aux_dn: 2.027619 loss: 13.078747 eta: 2 days, 16:48:38 batch_cost: 0.6495 data_cost: 0.0021 ips: 6.1583 images/s [04/14 03:55:54] ppdet.engine INFO: Epoch: [71] [ 900/7329] learning_rate: 0.000100 loss_class: 0.528126 loss_bbox: 0.131442 loss_giou: 0.308511 loss_class_aux: 3.451302 loss_bbox_aux: 0.835346 loss_giou_aux: 1.909229 loss_class_dn: 0.293528 loss_bbox_dn: 0.142230 loss_giou_dn: 0.299489 loss_class_aux_dn: 1.601549 loss_bbox_aux_dn: 0.868603 loss_giou_aux_dn: 1.711853 loss: 12.692213 eta: 2 days, 16:47:32 batch_cost: 0.6391 data_cost: 0.0019 ips: 6.2585 images/s [04/14 03:57:05] ppdet.engine INFO: Epoch: [71] [1000/7329] learning_rate: 0.000100 loss_class: 0.551518 loss_bbox: 0.131748 loss_giou: 0.400086 loss_class_aux: 3.530268 loss_bbox_aux: 0.864506 loss_giou_aux: 2.440170 loss_class_dn: 0.308475 loss_bbox_dn: 0.129154 loss_giou_dn: 0.369939 loss_class_aux_dn: 1.659871 loss_bbox_aux_dn: 0.731467 loss_giou_aux_dn: 2.018428 loss: 13.678839 eta: 2 days, 16:46:27 batch_cost: 0.6500 data_cost: 0.0018 ips: 6.1535 images/s [04/14 03:58:15] ppdet.engine INFO: Epoch: [71] [1100/7329] learning_rate: 0.000100 loss_class: 0.577760 loss_bbox: 0.133395 loss_giou: 0.395868 loss_class_aux: 3.741431 loss_bbox_aux: 0.872318 loss_giou_aux: 2.565321 loss_class_dn: 0.345540 loss_bbox_dn: 0.148470 loss_giou_dn: 0.377243 loss_class_aux_dn: 1.857839 loss_bbox_aux_dn: 0.882787 loss_giou_aux_dn: 2.118259 loss: 14.411381 eta: 2 days, 16:45:22 batch_cost: 0.6417 data_cost: 0.0020 ips: 6.2332 images/s [04/14 03:59:25] ppdet.engine INFO: Epoch: [71] [1200/7329] learning_rate: 0.000100 loss_class: 0.545188 loss_bbox: 0.119673 loss_giou: 0.386950 loss_class_aux: 3.512976 loss_bbox_aux: 0.781031 loss_giou_aux: 2.398423 loss_class_dn: 0.326851 loss_bbox_dn: 0.118119 loss_giou_dn: 0.345833 loss_class_aux_dn: 1.732035 loss_bbox_aux_dn: 0.692947 loss_giou_aux_dn: 1.997045 loss: 13.836208 eta: 2 days, 16:44:16 batch_cost: 0.6463 data_cost: 0.0019 ips: 6.1887 images/s [04/14 04:00:35] ppdet.engine INFO: Epoch: [71] [1300/7329] learning_rate: 0.000100 loss_class: 0.527123 loss_bbox: 0.129342 loss_giou: 0.298069 loss_class_aux: 3.340569 loss_bbox_aux: 0.809382 loss_giou_aux: 1.964483 loss_class_dn: 0.307064 loss_bbox_dn: 0.132204 loss_giou_dn: 0.292885 loss_class_aux_dn: 1.648617 loss_bbox_aux_dn: 0.777714 loss_giou_aux_dn: 1.656755 loss: 12.795933 eta: 2 days, 16:43:11 batch_cost: 0.6471 data_cost: 0.0020 ips: 6.1817 images/s [04/14 04:01:47] ppdet.engine INFO: Epoch: [71] [1400/7329] learning_rate: 0.000100 loss_class: 0.541270 loss_bbox: 0.122488 loss_giou: 0.380349 loss_class_aux: 3.524540 loss_bbox_aux: 0.808102 loss_giou_aux: 2.379463 loss_class_dn: 0.334845 loss_bbox_dn: 0.123176 loss_giou_dn: 0.357532 loss_class_aux_dn: 1.845006 loss_bbox_aux_dn: 0.733207 loss_giou_aux_dn: 1.991016 loss: 14.367526 eta: 2 days, 16:42:06 batch_cost: 0.6589 data_cost: 0.0020 ips: 6.0711 images/s [04/14 04:02:56] ppdet.engine INFO: Epoch: [71] [1500/7329] learning_rate: 0.000100 loss_class: 0.498208 loss_bbox: 0.124070 loss_giou: 0.299436 loss_class_aux: 3.180748 loss_bbox_aux: 0.836809 loss_giou_aux: 1.826048 loss_class_dn: 0.279088 loss_bbox_dn: 0.132636 loss_giou_dn: 0.283649 loss_class_aux_dn: 1.508060 loss_bbox_aux_dn: 0.783857 loss_giou_aux_dn: 1.580710 loss: 12.142180 eta: 2 days, 16:41:00 batch_cost: 0.6371 data_cost: 0.0020 ips: 6.2789 images/s [04/14 04:04:06] ppdet.engine INFO: Epoch: [71] [1600/7329] learning_rate: 0.000100 loss_class: 0.515005 loss_bbox: 0.121205 loss_giou: 0.316849 loss_class_aux: 3.387424 loss_bbox_aux: 0.811065 loss_giou_aux: 1.981829 loss_class_dn: 0.285883 loss_bbox_dn: 0.128771 loss_giou_dn: 0.300587 loss_class_aux_dn: 1.587152 loss_bbox_aux_dn: 0.767885 loss_giou_aux_dn: 1.742530 loss: 12.451693 eta: 2 days, 16:39:55 batch_cost: 0.6483 data_cost: 0.0021 ips: 6.1698 images/s [04/14 04:05:16] ppdet.engine INFO: Epoch: [71] [1700/7329] learning_rate: 0.000100 loss_class: 0.544443 loss_bbox: 0.113148 loss_giou: 0.377628 loss_class_aux: 3.413670 loss_bbox_aux: 0.739678 loss_giou_aux: 2.454215 loss_class_dn: 0.327116 loss_bbox_dn: 0.116845 loss_giou_dn: 0.346586 loss_class_aux_dn: 1.727639 loss_bbox_aux_dn: 0.697568 loss_giou_aux_dn: 1.958094 loss: 13.400544 eta: 2 days, 16:38:49 batch_cost: 0.6448 data_cost: 0.0022 ips: 6.2033 images/s [04/14 04:06:27] ppdet.engine INFO: Epoch: [71] [1800/7329] learning_rate: 0.000100 loss_class: 0.585947 loss_bbox: 0.129186 loss_giou: 0.395532 loss_class_aux: 3.710676 loss_bbox_aux: 0.825910 loss_giou_aux: 2.502704 loss_class_dn: 0.360671 loss_bbox_dn: 0.124370 loss_giou_dn: 0.393913 loss_class_aux_dn: 1.923458 loss_bbox_aux_dn: 0.749961 loss_giou_aux_dn: 2.163491 loss: 14.346827 eta: 2 days, 16:37:44 batch_cost: 0.6512 data_cost: 0.0019 ips: 6.1426 images/s [04/14 04:07:38] ppdet.engine INFO: Epoch: [71] [1900/7329] learning_rate: 0.000100 loss_class: 0.581925 loss_bbox: 0.131068 loss_giou: 0.347320 loss_class_aux: 3.704699 loss_bbox_aux: 0.849625 loss_giou_aux: 2.322535 loss_class_dn: 0.319550 loss_bbox_dn: 0.138827 loss_giou_dn: 0.324193 loss_class_aux_dn: 1.733464 loss_bbox_aux_dn: 0.850731 loss_giou_aux_dn: 1.884700 loss: 13.468470 eta: 2 days, 16:36:39 batch_cost: 0.6493 data_cost: 0.0021 ips: 6.1606 images/s [04/14 04:08:48] ppdet.engine INFO: Epoch: [71] [2000/7329] learning_rate: 0.000100 loss_class: 0.583203 loss_bbox: 0.135788 loss_giou: 0.401670 loss_class_aux: 3.680032 loss_bbox_aux: 0.870130 loss_giou_aux: 2.476668 loss_class_dn: 0.328403 loss_bbox_dn: 0.138994 loss_giou_dn: 0.372623 loss_class_aux_dn: 1.774648 loss_bbox_aux_dn: 0.818193 loss_giou_aux_dn: 2.051847 loss: 13.698092 eta: 2 days, 16:35:33 batch_cost: 0.6450 data_cost: 0.0020 ips: 6.2020 images/s [04/14 04:09:58] ppdet.engine INFO: Epoch: [71] [2100/7329] learning_rate: 0.000100 loss_class: 0.558912 loss_bbox: 0.112941 loss_giou: 0.317273 loss_class_aux: 3.550978 loss_bbox_aux: 0.764409 loss_giou_aux: 2.064517 loss_class_dn: 0.307532 loss_bbox_dn: 0.108229 loss_giou_dn: 0.306991 loss_class_aux_dn: 1.629442 loss_bbox_aux_dn: 0.687140 loss_giou_aux_dn: 1.756487 loss: 12.752867 eta: 2 days, 16:34:28 batch_cost: 0.6508 data_cost: 0.0019 ips: 6.1464 images/s [04/14 04:11:08] ppdet.engine INFO: Epoch: [71] [2200/7329] learning_rate: 0.000100 loss_class: 0.559945 loss_bbox: 0.122623 loss_giou: 0.376589 loss_class_aux: 3.537192 loss_bbox_aux: 0.788292 loss_giou_aux: 2.332015 loss_class_dn: 0.323553 loss_bbox_dn: 0.124155 loss_giou_dn: 0.337944 loss_class_aux_dn: 1.755821 loss_bbox_aux_dn: 0.727621 loss_giou_aux_dn: 1.889103 loss: 12.984819 eta: 2 days, 16:33:22 batch_cost: 0.6384 data_cost: 0.0019 ips: 6.2660 images/s [04/14 04:12:19] ppdet.engine INFO: Epoch: [71] [2300/7329] learning_rate: 0.000100 loss_class: 0.592968 loss_bbox: 0.133298 loss_giou: 0.361014 loss_class_aux: 3.702988 loss_bbox_aux: 0.852326 loss_giou_aux: 2.414631 loss_class_dn: 0.325681 loss_bbox_dn: 0.117004 loss_giou_dn: 0.355219 loss_class_aux_dn: 1.746236 loss_bbox_aux_dn: 0.711408 loss_giou_aux_dn: 2.050524 loss: 14.160216 eta: 2 days, 16:32:17 batch_cost: 0.6517 data_cost: 0.0019 ips: 6.1381 images/s [04/14 04:13:30] ppdet.engine INFO: Epoch: [71] [2400/7329] learning_rate: 0.000100 loss_class: 0.551371 loss_bbox: 0.133564 loss_giou: 0.381358 loss_class_aux: 3.417101 loss_bbox_aux: 0.883139 loss_giou_aux: 2.460628 loss_class_dn: 0.331805 loss_bbox_dn: 0.134806 loss_giou_dn: 0.347316 loss_class_aux_dn: 1.802968 loss_bbox_aux_dn: 0.796073 loss_giou_aux_dn: 2.033536 loss: 13.809326 eta: 2 days, 16:31:12 batch_cost: 0.6553 data_cost: 0.0019 ips: 6.1039 images/s [04/14 04:14:42] ppdet.engine INFO: Epoch: [71] [2500/7329] learning_rate: 0.000100 loss_class: 0.544654 loss_bbox: 0.120873 loss_giou: 0.390563 loss_class_aux: 3.371123 loss_bbox_aux: 0.793732 loss_giou_aux: 2.458118 loss_class_dn: 0.335095 loss_bbox_dn: 0.117578 loss_giou_dn: 0.358260 loss_class_aux_dn: 1.770810 loss_bbox_aux_dn: 0.686254 loss_giou_aux_dn: 2.018118 loss: 13.802910 eta: 2 days, 16:30:08 batch_cost: 0.6638 data_cost: 0.0019 ips: 6.0263 images/s [04/14 04:15:52] ppdet.engine INFO: Epoch: [71] [2600/7329] learning_rate: 0.000100 loss_class: 0.563781 loss_bbox: 0.121744 loss_giou: 0.332423 loss_class_aux: 3.569591 loss_bbox_aux: 0.786337 loss_giou_aux: 2.153759 loss_class_dn: 0.294647 loss_bbox_dn: 0.126891 loss_giou_dn: 0.313560 loss_class_aux_dn: 1.587253 loss_bbox_aux_dn: 0.755037 loss_giou_aux_dn: 1.733514 loss: 12.757584 eta: 2 days, 16:29:02 batch_cost: 0.6440 data_cost: 0.0018 ips: 6.2111 images/s [04/14 04:17:02] ppdet.engine INFO: Epoch: [71] [2700/7329] learning_rate: 0.000100 loss_class: 0.584595 loss_bbox: 0.134350 loss_giou: 0.365507 loss_class_aux: 3.834555 loss_bbox_aux: 0.887222 loss_giou_aux: 2.280440 loss_class_dn: 0.326320 loss_bbox_dn: 0.143285 loss_giou_dn: 0.338094 loss_class_aux_dn: 1.735786 loss_bbox_aux_dn: 0.856652 loss_giou_aux_dn: 1.940142 loss: 13.872676 eta: 2 days, 16:27:57 batch_cost: 0.6451 data_cost: 0.0019 ips: 6.2006 images/s [04/14 04:18:13] ppdet.engine INFO: Epoch: [71] [2800/7329] learning_rate: 0.000100 loss_class: 0.586684 loss_bbox: 0.119989 loss_giou: 0.385226 loss_class_aux: 3.652078 loss_bbox_aux: 0.779860 loss_giou_aux: 2.390971 loss_class_dn: 0.327053 loss_bbox_dn: 0.111447 loss_giou_dn: 0.365178 loss_class_aux_dn: 1.720867 loss_bbox_aux_dn: 0.673346 loss_giou_aux_dn: 2.020320 loss: 14.129230 eta: 2 days, 16:26:52 batch_cost: 0.6471 data_cost: 0.0021 ips: 6.1811 images/s [04/14 04:19:24] ppdet.engine INFO: Epoch: [71] [2900/7329] learning_rate: 0.000100 loss_class: 0.547158 loss_bbox: 0.139385 loss_giou: 0.367232 loss_class_aux: 3.493236 loss_bbox_aux: 0.881951 loss_giou_aux: 2.246643 loss_class_dn: 0.327195 loss_bbox_dn: 0.125498 loss_giou_dn: 0.339300 loss_class_aux_dn: 1.788565 loss_bbox_aux_dn: 0.707738 loss_giou_aux_dn: 1.925746 loss: 13.326618 eta: 2 days, 16:25:47 batch_cost: 0.6599 data_cost: 0.0019 ips: 6.0612 images/s [04/14 04:20:34] ppdet.engine INFO: Epoch: [71] [3000/7329] learning_rate: 0.000100 loss_class: 0.629344 loss_bbox: 0.136374 loss_giou: 0.402642 loss_class_aux: 3.853311 loss_bbox_aux: 0.844782 loss_giou_aux: 2.590781 loss_class_dn: 0.347928 loss_bbox_dn: 0.144571 loss_giou_dn: 0.369354 loss_class_aux_dn: 1.875405 loss_bbox_aux_dn: 0.861659 loss_giou_aux_dn: 2.136462 loss: 14.739637 eta: 2 days, 16:24:41 batch_cost: 0.6446 data_cost: 0.0018 ips: 6.2051 images/s [04/14 04:21:45] ppdet.engine INFO: Epoch: [71] [3100/7329] learning_rate: 0.000100 loss_class: 0.552333 loss_bbox: 0.135685 loss_giou: 0.354015 loss_class_aux: 3.471149 loss_bbox_aux: 0.880146 loss_giou_aux: 2.182198 loss_class_dn: 0.331900 loss_bbox_dn: 0.135592 loss_giou_dn: 0.335727 loss_class_aux_dn: 1.765347 loss_bbox_aux_dn: 0.830469 loss_giou_aux_dn: 1.871914 loss: 13.159879 eta: 2 days, 16:23:36 batch_cost: 0.6509 data_cost: 0.0019 ips: 6.1449 images/s [04/14 04:22:55] ppdet.engine INFO: Epoch: [71] [3200/7329] learning_rate: 0.000100 loss_class: 0.560805 loss_bbox: 0.124871 loss_giou: 0.339230 loss_class_aux: 3.598130 loss_bbox_aux: 0.815898 loss_giou_aux: 2.197494 loss_class_dn: 0.321815 loss_bbox_dn: 0.126983 loss_giou_dn: 0.317417 loss_class_aux_dn: 1.707137 loss_bbox_aux_dn: 0.746191 loss_giou_aux_dn: 1.792689 loss: 12.730378 eta: 2 days, 16:22:30 batch_cost: 0.6390 data_cost: 0.0019 ips: 6.2596 images/s [04/14 04:24:06] ppdet.engine INFO: Epoch: [71] [3300/7329] learning_rate: 0.000100 loss_class: 0.554591 loss_bbox: 0.125913 loss_giou: 0.329575 loss_class_aux: 3.371875 loss_bbox_aux: 0.833042 loss_giou_aux: 2.098355 loss_class_dn: 0.315955 loss_bbox_dn: 0.136297 loss_giou_dn: 0.300764 loss_class_aux_dn: 1.743102 loss_bbox_aux_dn: 0.779703 loss_giou_aux_dn: 1.682748 loss: 12.557011 eta: 2 days, 16:21:26 batch_cost: 0.6597 data_cost: 0.0022 ips: 6.0635 images/s [04/14 04:25:16] ppdet.engine INFO: Epoch: [71] [3400/7329] learning_rate: 0.000100 loss_class: 0.561262 loss_bbox: 0.118940 loss_giou: 0.423404 loss_class_aux: 3.738413 loss_bbox_aux: 0.768046 loss_giou_aux: 2.643034 loss_class_dn: 0.345219 loss_bbox_dn: 0.107215 loss_giou_dn: 0.377941 loss_class_aux_dn: 1.811012 loss_bbox_aux_dn: 0.659031 loss_giou_aux_dn: 2.107981 loss: 14.607183 eta: 2 days, 16:20:20 batch_cost: 0.6426 data_cost: 0.0018 ips: 6.2251 images/s [04/14 04:26:27] ppdet.engine INFO: Epoch: [71] [3500/7329] learning_rate: 0.000100 loss_class: 0.525512 loss_bbox: 0.130843 loss_giou: 0.345650 loss_class_aux: 3.336643 loss_bbox_aux: 0.853139 loss_giou_aux: 2.194414 loss_class_dn: 0.316035 loss_bbox_dn: 0.126540 loss_giou_dn: 0.336157 loss_class_aux_dn: 1.731912 loss_bbox_aux_dn: 0.801382 loss_giou_aux_dn: 1.826288 loss: 12.983139 eta: 2 days, 16:19:16 batch_cost: 0.6582 data_cost: 0.0019 ips: 6.0771 images/s [04/14 04:27:37] ppdet.engine INFO: Epoch: [71] [3600/7329] learning_rate: 0.000100 loss_class: 0.564845 loss_bbox: 0.131324 loss_giou: 0.365487 loss_class_aux: 3.713962 loss_bbox_aux: 0.858135 loss_giou_aux: 2.309625 loss_class_dn: 0.319879 loss_bbox_dn: 0.130938 loss_giou_dn: 0.311515 loss_class_aux_dn: 1.720070 loss_bbox_aux_dn: 0.809839 loss_giou_aux_dn: 1.724089 loss: 13.079298 eta: 2 days, 16:18:10 batch_cost: 0.6392 data_cost: 0.0019 ips: 6.2581 images/s [04/14 04:28:48] ppdet.engine INFO: Epoch: [71] [3700/7329] learning_rate: 0.000100 loss_class: 0.524747 loss_bbox: 0.129552 loss_giou: 0.336244 loss_class_aux: 3.644542 loss_bbox_aux: 0.812654 loss_giou_aux: 2.161080 loss_class_dn: 0.292724 loss_bbox_dn: 0.130635 loss_giou_dn: 0.320667 loss_class_aux_dn: 1.600564 loss_bbox_aux_dn: 0.719912 loss_giou_aux_dn: 1.783684 loss: 12.264875 eta: 2 days, 16:17:05 batch_cost: 0.6546 data_cost: 0.0018 ips: 6.1108 images/s [04/14 04:29:57] ppdet.engine INFO: Epoch: [71] [3800/7329] learning_rate: 0.000100 loss_class: 0.598375 loss_bbox: 0.130141 loss_giou: 0.370037 loss_class_aux: 3.704397 loss_bbox_aux: 0.859464 loss_giou_aux: 2.309642 loss_class_dn: 0.351848 loss_bbox_dn: 0.130418 loss_giou_dn: 0.342007 loss_class_aux_dn: 1.878163 loss_bbox_aux_dn: 0.772632 loss_giou_aux_dn: 1.971445 loss: 13.554056 eta: 2 days, 16:15:59 batch_cost: 0.6455 data_cost: 0.0020 ips: 6.1966 images/s [04/14 04:31:08] ppdet.engine INFO: Epoch: [71] [3900/7329] learning_rate: 0.000100 loss_class: 0.509255 loss_bbox: 0.117365 loss_giou: 0.345645 loss_class_aux: 3.323075 loss_bbox_aux: 0.740373 loss_giou_aux: 2.166534 loss_class_dn: 0.287313 loss_bbox_dn: 0.112850 loss_giou_dn: 0.300779 loss_class_aux_dn: 1.570061 loss_bbox_aux_dn: 0.663567 loss_giou_aux_dn: 1.707220 loss: 11.826275 eta: 2 days, 16:14:54 batch_cost: 0.6500 data_cost: 0.0019 ips: 6.1540 images/s [04/14 04:32:20] ppdet.engine INFO: Epoch: [71] [4000/7329] learning_rate: 0.000100 loss_class: 0.525362 loss_bbox: 0.120651 loss_giou: 0.414357 loss_class_aux: 3.418196 loss_bbox_aux: 0.789447 loss_giou_aux: 2.552694 loss_class_dn: 0.326409 loss_bbox_dn: 0.121972 loss_giou_dn: 0.373204 loss_class_aux_dn: 1.726539 loss_bbox_aux_dn: 0.717420 loss_giou_aux_dn: 2.100786 loss: 14.170574 eta: 2 days, 16:13:49 batch_cost: 0.6574 data_cost: 0.0021 ips: 6.0842 images/s [04/14 04:33:32] ppdet.engine INFO: Epoch: [71] [4100/7329] learning_rate: 0.000100 loss_class: 0.537818 loss_bbox: 0.131595 loss_giou: 0.352944 loss_class_aux: 3.427730 loss_bbox_aux: 0.860422 loss_giou_aux: 2.255009 loss_class_dn: 0.304628 loss_bbox_dn: 0.127537 loss_giou_dn: 0.330102 loss_class_aux_dn: 1.625340 loss_bbox_aux_dn: 0.755041 loss_giou_aux_dn: 1.819428 loss: 12.877270 eta: 2 days, 16:12:45 batch_cost: 0.6608 data_cost: 0.0019 ips: 6.0536 images/s [04/14 04:34:41] ppdet.engine INFO: Epoch: [71] [4200/7329] learning_rate: 0.000100 loss_class: 0.545806 loss_bbox: 0.123355 loss_giou: 0.321716 loss_class_aux: 3.493279 loss_bbox_aux: 0.810255 loss_giou_aux: 2.089060 loss_class_dn: 0.302384 loss_bbox_dn: 0.141328 loss_giou_dn: 0.304019 loss_class_aux_dn: 1.626521 loss_bbox_aux_dn: 0.798714 loss_giou_aux_dn: 1.752268 loss: 12.449244 eta: 2 days, 16:11:39 batch_cost: 0.6393 data_cost: 0.0021 ips: 6.2568 images/s [04/14 04:35:51] ppdet.engine INFO: Epoch: [71] [4300/7329] learning_rate: 0.000100 loss_class: 0.519958 loss_bbox: 0.117317 loss_giou: 0.340947 loss_class_aux: 3.250686 loss_bbox_aux: 0.761860 loss_giou_aux: 2.138514 loss_class_dn: 0.296196 loss_bbox_dn: 0.116194 loss_giou_dn: 0.294535 loss_class_aux_dn: 1.594961 loss_bbox_aux_dn: 0.693854 loss_giou_aux_dn: 1.675803 loss: 11.971306 eta: 2 days, 16:10:33 batch_cost: 0.6389 data_cost: 0.0020 ips: 6.2603 images/s [04/14 04:37:02] ppdet.engine INFO: Epoch: [71] [4400/7329] learning_rate: 0.000100 loss_class: 0.586750 loss_bbox: 0.131395 loss_giou: 0.385277 loss_class_aux: 3.700511 loss_bbox_aux: 0.910608 loss_giou_aux: 2.374230 loss_class_dn: 0.336295 loss_bbox_dn: 0.135693 loss_giou_dn: 0.351335 loss_class_aux_dn: 1.804571 loss_bbox_aux_dn: 0.795113 loss_giou_aux_dn: 1.940725 loss: 13.972441 eta: 2 days, 16:09:28 batch_cost: 0.6499 data_cost: 0.0017 ips: 6.1552 images/s [04/14 04:38:15] ppdet.engine INFO: Epoch: [71] [4500/7329] learning_rate: 0.000100 loss_class: 0.566072 loss_bbox: 0.132703 loss_giou: 0.461852 loss_class_aux: 3.488446 loss_bbox_aux: 0.842366 loss_giou_aux: 2.888885 loss_class_dn: 0.341723 loss_bbox_dn: 0.121562 loss_giou_dn: 0.396683 loss_class_aux_dn: 1.850190 loss_bbox_aux_dn: 0.703887 loss_giou_aux_dn: 2.199743 loss: 14.949051 eta: 2 days, 16:08:24 batch_cost: 0.6700 data_cost: 0.0020 ips: 5.9699 images/s [04/14 04:39:24] ppdet.engine INFO: Epoch: [71] [4600/7329] learning_rate: 0.000100 loss_class: 0.583810 loss_bbox: 0.131070 loss_giou: 0.351190 loss_class_aux: 3.503612 loss_bbox_aux: 0.829342 loss_giou_aux: 2.173190 loss_class_dn: 0.300882 loss_bbox_dn: 0.121731 loss_giou_dn: 0.337038 loss_class_aux_dn: 1.609335 loss_bbox_aux_dn: 0.709641 loss_giou_aux_dn: 1.893185 loss: 12.738885 eta: 2 days, 16:07:18 batch_cost: 0.6397 data_cost: 0.0020 ips: 6.2527 images/s [04/14 04:40:36] ppdet.engine INFO: Epoch: [71] [4700/7329] learning_rate: 0.000100 loss_class: 0.561066 loss_bbox: 0.114320 loss_giou: 0.357749 loss_class_aux: 3.611615 loss_bbox_aux: 0.800736 loss_giou_aux: 2.442835 loss_class_dn: 0.337974 loss_bbox_dn: 0.122574 loss_giou_dn: 0.389729 loss_class_aux_dn: 1.800939 loss_bbox_aux_dn: 0.749791 loss_giou_aux_dn: 2.151117 loss: 14.091785 eta: 2 days, 16:06:13 batch_cost: 0.6536 data_cost: 0.0019 ips: 6.1199 images/s [04/14 04:41:46] ppdet.engine INFO: Epoch: [71] [4800/7329] learning_rate: 0.000100 loss_class: 0.491257 loss_bbox: 0.117399 loss_giou: 0.301623 loss_class_aux: 3.179326 loss_bbox_aux: 0.766689 loss_giou_aux: 1.912193 loss_class_dn: 0.269065 loss_bbox_dn: 0.121474 loss_giou_dn: 0.288084 loss_class_aux_dn: 1.414943 loss_bbox_aux_dn: 0.729643 loss_giou_aux_dn: 1.581760 loss: 11.097405 eta: 2 days, 16:05:08 batch_cost: 0.6515 data_cost: 0.0021 ips: 6.1401 images/s [04/14 04:42:56] ppdet.engine INFO: Epoch: [71] [4900/7329] learning_rate: 0.000100 loss_class: 0.545705 loss_bbox: 0.123258 loss_giou: 0.406675 loss_class_aux: 3.500659 loss_bbox_aux: 0.816962 loss_giou_aux: 2.492049 loss_class_dn: 0.323623 loss_bbox_dn: 0.120582 loss_giou_dn: 0.340091 loss_class_aux_dn: 1.737487 loss_bbox_aux_dn: 0.722621 loss_giou_aux_dn: 1.865806 loss: 13.099211 eta: 2 days, 16:04:03 batch_cost: 0.6459 data_cost: 0.0020 ips: 6.1933 images/s [04/14 04:44:07] ppdet.engine INFO: Epoch: [71] [5000/7329] learning_rate: 0.000100 loss_class: 0.620057 loss_bbox: 0.139996 loss_giou: 0.421299 loss_class_aux: 3.920945 loss_bbox_aux: 0.886235 loss_giou_aux: 2.644228 loss_class_dn: 0.356312 loss_bbox_dn: 0.135048 loss_giou_dn: 0.390906 loss_class_aux_dn: 1.896004 loss_bbox_aux_dn: 0.778252 loss_giou_aux_dn: 2.187780 loss: 14.966393 eta: 2 days, 16:02:58 batch_cost: 0.6519 data_cost: 0.0022 ips: 6.1360 images/s [04/14 04:45:17] ppdet.engine INFO: Epoch: [71] [5100/7329] learning_rate: 0.000100 loss_class: 0.487672 loss_bbox: 0.121472 loss_giou: 0.286800 loss_class_aux: 3.167182 loss_bbox_aux: 0.765782 loss_giou_aux: 1.875801 loss_class_dn: 0.280689 loss_bbox_dn: 0.121117 loss_giou_dn: 0.276669 loss_class_aux_dn: 1.537315 loss_bbox_aux_dn: 0.718639 loss_giou_aux_dn: 1.555613 loss: 11.502072 eta: 2 days, 16:01:52 batch_cost: 0.6410 data_cost: 0.0020 ips: 6.2403 images/s [04/14 04:46:27] ppdet.engine INFO: Epoch: [71] [5200/7329] learning_rate: 0.000100 loss_class: 0.567747 loss_bbox: 0.127788 loss_giou: 0.356464 loss_class_aux: 3.571971 loss_bbox_aux: 0.822479 loss_giou_aux: 2.230074 loss_class_dn: 0.297332 loss_bbox_dn: 0.127784 loss_giou_dn: 0.331245 loss_class_aux_dn: 1.629138 loss_bbox_aux_dn: 0.777945 loss_giou_aux_dn: 1.842717 loss: 13.157043 eta: 2 days, 16:00:46 batch_cost: 0.6441 data_cost: 0.0021 ips: 6.2098 images/s [04/14 04:47:36] ppdet.engine INFO: Epoch: [71] [5300/7329] learning_rate: 0.000100 loss_class: 0.538730 loss_bbox: 0.135126 loss_giou: 0.358358 loss_class_aux: 3.527876 loss_bbox_aux: 0.869623 loss_giou_aux: 2.217458 loss_class_dn: 0.330331 loss_bbox_dn: 0.134445 loss_giou_dn: 0.330938 loss_class_aux_dn: 1.766652 loss_bbox_aux_dn: 0.797904 loss_giou_aux_dn: 1.861373 loss: 13.207767 eta: 2 days, 15:59:40 batch_cost: 0.6399 data_cost: 0.0020 ips: 6.2507 images/s [04/14 04:48:46] ppdet.engine INFO: Epoch: [71] [5400/7329] learning_rate: 0.000100 loss_class: 0.579709 loss_bbox: 0.133771 loss_giou: 0.390745 loss_class_aux: 3.556327 loss_bbox_aux: 0.872715 loss_giou_aux: 2.534515 loss_class_dn: 0.350950 loss_bbox_dn: 0.124715 loss_giou_dn: 0.377987 loss_class_aux_dn: 1.874863 loss_bbox_aux_dn: 0.775929 loss_giou_aux_dn: 2.124137 loss: 14.591078 eta: 2 days, 15:58:35 batch_cost: 0.6435 data_cost: 0.0020 ips: 6.2164 images/s [04/14 04:49:57] ppdet.engine INFO: Epoch: [71] [5500/7329] learning_rate: 0.000100 loss_class: 0.475247 loss_bbox: 0.121958 loss_giou: 0.302170 loss_class_aux: 3.070513 loss_bbox_aux: 0.778253 loss_giou_aux: 1.907427 loss_class_dn: 0.264992 loss_bbox_dn: 0.112472 loss_giou_dn: 0.277978 loss_class_aux_dn: 1.456818 loss_bbox_aux_dn: 0.699254 loss_giou_aux_dn: 1.559232 loss: 11.076291 eta: 2 days, 15:57:29 batch_cost: 0.6467 data_cost: 0.0019 ips: 6.1848 images/s [04/14 04:51:09] ppdet.engine INFO: Epoch: [71] [5600/7329] learning_rate: 0.000100 loss_class: 0.554582 loss_bbox: 0.129721 loss_giou: 0.372599 loss_class_aux: 3.558228 loss_bbox_aux: 0.809492 loss_giou_aux: 2.327224 loss_class_dn: 0.315926 loss_bbox_dn: 0.123298 loss_giou_dn: 0.326469 loss_class_aux_dn: 1.694231 loss_bbox_aux_dn: 0.742019 loss_giou_aux_dn: 1.850990 loss: 12.890080 eta: 2 days, 15:56:25 batch_cost: 0.6643 data_cost: 0.0019 ips: 6.0214 images/s [04/14 04:52:19] ppdet.engine INFO: Epoch: [71] [5700/7329] learning_rate: 0.000100 loss_class: 0.582233 loss_bbox: 0.117738 loss_giou: 0.330492 loss_class_aux: 3.747480 loss_bbox_aux: 0.804370 loss_giou_aux: 2.034819 loss_class_dn: 0.328695 loss_bbox_dn: 0.121842 loss_giou_dn: 0.313602 loss_class_aux_dn: 1.761989 loss_bbox_aux_dn: 0.782352 loss_giou_aux_dn: 1.834714 loss: 12.879686 eta: 2 days, 15:55:20 batch_cost: 0.6473 data_cost: 0.0020 ips: 6.1794 images/s [04/14 04:53:29] ppdet.engine INFO: Epoch: [71] [5800/7329] learning_rate: 0.000100 loss_class: 0.540306 loss_bbox: 0.117832 loss_giou: 0.358348 loss_class_aux: 3.481031 loss_bbox_aux: 0.767491 loss_giou_aux: 2.289564 loss_class_dn: 0.301386 loss_bbox_dn: 0.121861 loss_giou_dn: 0.330557 loss_class_aux_dn: 1.643024 loss_bbox_aux_dn: 0.735774 loss_giou_aux_dn: 1.854724 loss: 12.119045 eta: 2 days, 15:54:14 batch_cost: 0.6489 data_cost: 0.0018 ips: 6.1640 images/s [04/14 04:54:43] ppdet.engine INFO: Epoch: [71] [5900/7329] learning_rate: 0.000100 loss_class: 0.557482 loss_bbox: 0.115706 loss_giou: 0.398558 loss_class_aux: 3.696958 loss_bbox_aux: 0.764142 loss_giou_aux: 2.492786 loss_class_dn: 0.321142 loss_bbox_dn: 0.131608 loss_giou_dn: 0.374036 loss_class_aux_dn: 1.709914 loss_bbox_aux_dn: 0.787751 loss_giou_aux_dn: 2.094029 loss: 13.727654 eta: 2 days, 15:53:11 batch_cost: 0.6710 data_cost: 0.0020 ips: 5.9608 images/s [04/14 04:55:53] ppdet.engine INFO: Epoch: [71] [6000/7329] learning_rate: 0.000100 loss_class: 0.495756 loss_bbox: 0.133645 loss_giou: 0.293323 loss_class_aux: 3.215571 loss_bbox_aux: 0.826550 loss_giou_aux: 1.825842 loss_class_dn: 0.272518 loss_bbox_dn: 0.120196 loss_giou_dn: 0.280115 loss_class_aux_dn: 1.466060 loss_bbox_aux_dn: 0.734965 loss_giou_aux_dn: 1.568396 loss: 11.628648 eta: 2 days, 15:52:05 batch_cost: 0.6468 data_cost: 0.0019 ips: 6.1845 images/s [04/14 04:57:05] ppdet.engine INFO: Epoch: [71] [6100/7329] learning_rate: 0.000100 loss_class: 0.594154 loss_bbox: 0.116977 loss_giou: 0.405071 loss_class_aux: 3.820751 loss_bbox_aux: 0.784577 loss_giou_aux: 2.476424 loss_class_dn: 0.345512 loss_bbox_dn: 0.118346 loss_giou_dn: 0.377147 loss_class_aux_dn: 1.844817 loss_bbox_aux_dn: 0.727571 loss_giou_aux_dn: 2.096665 loss: 13.773781 eta: 2 days, 15:51:00 batch_cost: 0.6562 data_cost: 0.0019 ips: 6.0956 images/s [04/14 04:58:14] ppdet.engine INFO: Epoch: [71] [6200/7329] learning_rate: 0.000100 loss_class: 0.544495 loss_bbox: 0.145617 loss_giou: 0.402389 loss_class_aux: 3.670446 loss_bbox_aux: 0.923471 loss_giou_aux: 2.378434 loss_class_dn: 0.307647 loss_bbox_dn: 0.124644 loss_giou_dn: 0.352732 loss_class_aux_dn: 1.636475 loss_bbox_aux_dn: 0.783866 loss_giou_aux_dn: 1.917622 loss: 13.441695 eta: 2 days, 15:49:55 batch_cost: 0.6432 data_cost: 0.0019 ips: 6.2192 images/s [04/14 04:59:24] ppdet.engine INFO: Epoch: [71] [6300/7329] learning_rate: 0.000100 loss_class: 0.553547 loss_bbox: 0.138463 loss_giou: 0.371979 loss_class_aux: 3.453358 loss_bbox_aux: 0.901681 loss_giou_aux: 2.408973 loss_class_dn: 0.313520 loss_bbox_dn: 0.137446 loss_giou_dn: 0.356690 loss_class_aux_dn: 1.702979 loss_bbox_aux_dn: 0.842563 loss_giou_aux_dn: 2.014324 loss: 13.030217 eta: 2 days, 15:48:49 batch_cost: 0.6380 data_cost: 0.0018 ips: 6.2698 images/s [04/14 05:00:33] ppdet.engine INFO: Epoch: [71] [6400/7329] learning_rate: 0.000100 loss_class: 0.550050 loss_bbox: 0.121382 loss_giou: 0.358559 loss_class_aux: 3.654839 loss_bbox_aux: 0.771101 loss_giou_aux: 2.350293 loss_class_dn: 0.336711 loss_bbox_dn: 0.133515 loss_giou_dn: 0.336259 loss_class_aux_dn: 1.801485 loss_bbox_aux_dn: 0.794352 loss_giou_aux_dn: 1.906682 loss: 13.004288 eta: 2 days, 15:47:43 batch_cost: 0.6409 data_cost: 0.0019 ips: 6.2410 images/s [04/14 05:01:43] ppdet.engine INFO: Epoch: [71] [6500/7329] learning_rate: 0.000100 loss_class: 0.525035 loss_bbox: 0.111714 loss_giou: 0.322366 loss_class_aux: 3.426542 loss_bbox_aux: 0.762421 loss_giou_aux: 2.072113 loss_class_dn: 0.315817 loss_bbox_dn: 0.135309 loss_giou_dn: 0.340301 loss_class_aux_dn: 1.697353 loss_bbox_aux_dn: 0.824457 loss_giou_aux_dn: 1.928509 loss: 12.894723 eta: 2 days, 15:46:37 batch_cost: 0.6444 data_cost: 0.0020 ips: 6.2077 images/s [04/14 05:02:56] ppdet.engine INFO: Epoch: [71] [6600/7329] learning_rate: 0.000100 loss_class: 0.559046 loss_bbox: 0.119270 loss_giou: 0.344540 loss_class_aux: 3.526876 loss_bbox_aux: 0.789478 loss_giou_aux: 2.152793 loss_class_dn: 0.318314 loss_bbox_dn: 0.123221 loss_giou_dn: 0.311611 loss_class_aux_dn: 1.699978 loss_bbox_aux_dn: 0.736948 loss_giou_aux_dn: 1.803639 loss: 12.841568 eta: 2 days, 15:45:33 batch_cost: 0.6646 data_cost: 0.0019 ips: 6.0190 images/s [04/14 05:04:09] ppdet.engine INFO: Epoch: [71] [6700/7329] learning_rate: 0.000100 loss_class: 0.539037 loss_bbox: 0.120675 loss_giou: 0.412791 loss_class_aux: 3.420359 loss_bbox_aux: 0.808907 loss_giou_aux: 2.547961 loss_class_dn: 0.319024 loss_bbox_dn: 0.120656 loss_giou_dn: 0.354426 loss_class_aux_dn: 1.729447 loss_bbox_aux_dn: 0.691135 loss_giou_aux_dn: 1.916740 loss: 13.409301 eta: 2 days, 15:44:29 batch_cost: 0.6689 data_cost: 0.0020 ips: 5.9801 images/s [04/14 05:05:19] ppdet.engine INFO: Epoch: [71] [6800/7329] learning_rate: 0.000100 loss_class: 0.591766 loss_bbox: 0.128096 loss_giou: 0.438475 loss_class_aux: 3.878265 loss_bbox_aux: 0.863265 loss_giou_aux: 2.709027 loss_class_dn: 0.347996 loss_bbox_dn: 0.128711 loss_giou_dn: 0.396791 loss_class_aux_dn: 1.869275 loss_bbox_aux_dn: 0.798878 loss_giou_aux_dn: 2.208446 loss: 14.415081 eta: 2 days, 15:43:23 batch_cost: 0.6399 data_cost: 0.0019 ips: 6.2508 images/s [04/14 05:06:29] ppdet.engine INFO: Epoch: [71] [6900/7329] learning_rate: 0.000100 loss_class: 0.482964 loss_bbox: 0.132322 loss_giou: 0.319288 loss_class_aux: 3.181132 loss_bbox_aux: 0.779503 loss_giou_aux: 2.061417 loss_class_dn: 0.290775 loss_bbox_dn: 0.119676 loss_giou_dn: 0.286730 loss_class_aux_dn: 1.590488 loss_bbox_aux_dn: 0.750228 loss_giou_aux_dn: 1.626393 loss: 11.451410 eta: 2 days, 15:42:18 batch_cost: 0.6490 data_cost: 0.0020 ips: 6.1629 images/s [04/14 05:07:40] ppdet.engine INFO: Epoch: [71] [7000/7329] learning_rate: 0.000100 loss_class: 0.547935 loss_bbox: 0.142753 loss_giou: 0.339872 loss_class_aux: 3.531577 loss_bbox_aux: 0.967743 loss_giou_aux: 2.092407 loss_class_dn: 0.296579 loss_bbox_dn: 0.146010 loss_giou_dn: 0.301263 loss_class_aux_dn: 1.628568 loss_bbox_aux_dn: 0.873542 loss_giou_aux_dn: 1.719172 loss: 13.306084 eta: 2 days, 15:41:13 batch_cost: 0.6490 data_cost: 0.0018 ips: 6.1635 images/s [04/14 05:08:50] ppdet.engine INFO: Epoch: [71] [7100/7329] learning_rate: 0.000100 loss_class: 0.625957 loss_bbox: 0.128970 loss_giou: 0.410939 loss_class_aux: 3.880289 loss_bbox_aux: 0.842802 loss_giou_aux: 2.583766 loss_class_dn: 0.342516 loss_bbox_dn: 0.139781 loss_giou_dn: 0.370413 loss_class_aux_dn: 1.860137 loss_bbox_aux_dn: 0.814405 loss_giou_aux_dn: 2.099398 loss: 14.665807 eta: 2 days, 15:40:07 batch_cost: 0.6455 data_cost: 0.0018 ips: 6.1968 images/s [04/14 05:10:00] ppdet.engine INFO: Epoch: [71] [7200/7329] learning_rate: 0.000100 loss_class: 0.630849 loss_bbox: 0.134008 loss_giou: 0.443112 loss_class_aux: 3.985354 loss_bbox_aux: 0.846510 loss_giou_aux: 2.785003 loss_class_dn: 0.376751 loss_bbox_dn: 0.127440 loss_giou_dn: 0.383079 loss_class_aux_dn: 2.012551 loss_bbox_aux_dn: 0.747879 loss_giou_aux_dn: 2.229438 loss: 15.801031 eta: 2 days, 15:39:02 batch_cost: 0.6485 data_cost: 0.0020 ips: 6.1679 images/s [04/14 05:11:11] ppdet.engine INFO: Epoch: [71] [7300/7329] learning_rate: 0.000100 loss_class: 0.530829 loss_bbox: 0.126417 loss_giou: 0.357502 loss_class_aux: 3.208119 loss_bbox_aux: 0.799851 loss_giou_aux: 2.246325 loss_class_dn: 0.316761 loss_bbox_dn: 0.129087 loss_giou_dn: 0.336023 loss_class_aux_dn: 1.678441 loss_bbox_aux_dn: 0.789097 loss_giou_aux_dn: 1.845387 loss: 13.191532 eta: 2 days, 15:37:57 batch_cost: 0.6551 data_cost: 0.0020 ips: 6.1063 images/s [04/14 05:11:35] ppdet.engine INFO: Eval iter: 0 [04/14 05:12:02] ppdet.engine INFO: Eval iter: 100 [04/14 05:12:30] ppdet.engine INFO: Eval iter: 200 [04/14 05:12:57] ppdet.engine INFO: Eval iter: 300 [04/14 05:13:25] ppdet.engine INFO: Eval iter: 400 [04/14 05:13:53] ppdet.engine INFO: Eval iter: 500 [04/14 05:14:21] ppdet.engine INFO: Eval iter: 600 [04/14 05:15:01] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.57s) creating index... index created! [04/14 05:15:02] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=12.86s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=132.86s). Accumulating evaluation results... DONE (t=29.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.585 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 [04/14 05:18:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 28.920630741565084 [04/14 05:18:01] ppdet.engine INFO: Best test bbox ap is 0.543.