I0414 06:50:40.915098 5438 tcp_utils.cc:181] The server starts to listen on IP_ANY:25088 I0414 06:50:40.915258 5438 tcp_utils.cc:130] Successfully connected to 127.0.0.1:25088 W0414 06:50:50.229275 5438 gpu_resources.cc:61] Please NOTE: device: 0, GPU Compute Capability: 8.0, Driver API Version: 11.8, Runtime API Version: 11.6 W0414 06:50:50.234449 5438 gpu_resources.cc:91] device: 0, cuDNN Version: 8.4. [2023-04-14 06:50:55,838] [ 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=12.31s) creating index... index created! [04/14 06:51:13] 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. [04/14 06:51:19] 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. [04/14 06:51:20] ppdet.data.source.coco INFO: Load [117266 samples valid, 1021 samples invalid] in file dataset/coco/annotations/instances_train2017.json. [04/14 06:51:30] ppdet.utils.checkpoint INFO: ['fc.bias', 'fc.weight', 'last_conv.weight'] in pretrained weight is not used in the model, and its will not be loaded [04/14 06:51:30] ppdet.utils.checkpoint INFO: Finish loading model weights: output/best_model_student.pdparams W0414 06:51:37.816030 5438 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 [04/14 06:51:39] ppdet.engine INFO: Epoch: [0] [ 0/7329] learning_rate: 0.000000 loss_class: 0.468643 loss_bbox: 1.542840 loss_giou: 1.957603 loss_class_aux: 2.695113 loss_bbox_aux: 9.335556 loss_giou_aux: 11.777102 loss_class_dn: 1.006963 loss_bbox_dn: 1.017071 loss_giou_dn: 1.531144 loss_class_aux_dn: 4.980871 loss_bbox_aux_dn: 5.085355 loss_giou_aux_dn: 7.655723 loss: 49.053982 eta: 64 days, 11:56:17 batch_cost: 7.9203 data_cost: 0.0017 ips: 0.5050 images/s [04/14 06:52:24] ppdet.engine INFO: Epoch: [0] [ 100/7329] learning_rate: 0.000005 loss_class: 0.279543 loss_bbox: 1.460962 loss_giou: 1.828594 loss_class_aux: 1.637240 loss_bbox_aux: 8.881916 loss_giou_aux: 11.002168 loss_class_dn: 0.827652 loss_bbox_dn: 0.813041 loss_giou_dn: 1.389166 loss_class_aux_dn: 3.991959 loss_bbox_aux_dn: 4.062878 loss_giou_aux_dn: 6.952099 loss: 43.287876 eta: 3 days, 23:08:11 batch_cost: 0.4125 data_cost: 0.0011 ips: 9.6966 images/s [04/14 06:53:03] ppdet.engine INFO: Epoch: [0] [ 200/7329] learning_rate: 0.000010 loss_class: 0.321025 loss_bbox: 1.439935 loss_giou: 1.894508 loss_class_aux: 1.872702 loss_bbox_aux: 8.863884 loss_giou_aux: 11.404591 loss_class_dn: 0.787725 loss_bbox_dn: 0.871256 loss_giou_dn: 1.435311 loss_class_aux_dn: 4.037052 loss_bbox_aux_dn: 4.305491 loss_giou_aux_dn: 7.248878 loss: 45.809250 eta: 3 days, 10:12:52 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2977 images/s [04/14 06:53:42] ppdet.engine INFO: Epoch: [0] [ 300/7329] learning_rate: 0.000015 loss_class: 0.424642 loss_bbox: 1.207633 loss_giou: 1.520862 loss_class_aux: 2.123722 loss_bbox_aux: 7.641764 loss_giou_aux: 9.265787 loss_class_dn: 0.636076 loss_bbox_dn: 0.866215 loss_giou_dn: 1.380794 loss_class_aux_dn: 3.273623 loss_bbox_aux_dn: 4.219209 loss_giou_aux_dn: 6.912782 loss: 41.874893 eta: 3 days, 5:57:43 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2535 images/s [04/14 06:54:21] ppdet.engine INFO: Epoch: [0] [ 400/7329] learning_rate: 0.000020 loss_class: 0.544590 loss_bbox: 0.941391 loss_giou: 1.220786 loss_class_aux: 3.040649 loss_bbox_aux: 6.235948 loss_giou_aux: 7.662882 loss_class_dn: 0.565312 loss_bbox_dn: 0.776490 loss_giou_dn: 1.202044 loss_class_aux_dn: 2.772516 loss_bbox_aux_dn: 3.822669 loss_giou_aux_dn: 5.940792 loss: 33.939362 eta: 3 days, 3:50:16 batch_cost: 0.3557 data_cost: 0.0012 ips: 11.2457 images/s [04/14 06:55:02] ppdet.engine INFO: Epoch: [0] [ 500/7329] learning_rate: 0.000025 loss_class: 0.661778 loss_bbox: 0.686831 loss_giou: 1.033539 loss_class_aux: 3.728430 loss_bbox_aux: 4.510476 loss_giou_aux: 6.682642 loss_class_dn: 0.550774 loss_bbox_dn: 0.716903 loss_giou_dn: 1.161204 loss_class_aux_dn: 2.720600 loss_bbox_aux_dn: 3.587972 loss_giou_aux_dn: 5.692779 loss: 33.080498 eta: 3 days, 3:01:27 batch_cost: 0.3677 data_cost: 0.0011 ips: 10.8794 images/s [04/14 06:55:42] ppdet.engine INFO: Epoch: [0] [ 600/7329] learning_rate: 0.000030 loss_class: 0.785612 loss_bbox: 0.581921 loss_giou: 0.977366 loss_class_aux: 4.281539 loss_bbox_aux: 3.942486 loss_giou_aux: 6.304876 loss_class_dn: 0.567531 loss_bbox_dn: 0.733278 loss_giou_dn: 1.102103 loss_class_aux_dn: 2.792045 loss_bbox_aux_dn: 3.731197 loss_giou_aux_dn: 5.360828 loss: 32.937572 eta: 3 days, 2:13:56 batch_cost: 0.3601 data_cost: 0.0013 ips: 11.1081 images/s [04/14 06:56:29] ppdet.engine INFO: Epoch: [0] [ 700/7329] learning_rate: 0.000035 loss_class: 0.966224 loss_bbox: 0.562887 loss_giou: 0.943537 loss_class_aux: 5.376138 loss_bbox_aux: 3.902793 loss_giou_aux: 6.246602 loss_class_dn: 0.624034 loss_bbox_dn: 0.746289 loss_giou_dn: 1.261039 loss_class_aux_dn: 3.010769 loss_bbox_aux_dn: 3.845067 loss_giou_aux_dn: 6.338355 loss: 34.916977 eta: 3 days, 3:38:08 batch_cost: 0.4309 data_cost: 0.0012 ips: 9.2827 images/s [04/14 06:57:31] ppdet.engine INFO: Epoch: [0] [ 800/7329] learning_rate: 0.000040 loss_class: 1.025770 loss_bbox: 0.493117 loss_giou: 0.912351 loss_class_aux: 5.704052 loss_bbox_aux: 3.404342 loss_giou_aux: 5.857984 loss_class_dn: 0.664371 loss_bbox_dn: 0.717397 loss_giou_dn: 1.134088 loss_class_aux_dn: 3.164230 loss_bbox_aux_dn: 3.693393 loss_giou_aux_dn: 5.832742 loss: 33.949883 eta: 3 days, 8:25:22 batch_cost: 0.5843 data_cost: 0.0016 ips: 6.8463 images/s [04/14 06:58:10] ppdet.engine INFO: Epoch: [0] [ 900/7329] learning_rate: 0.000045 loss_class: 1.069879 loss_bbox: 0.479212 loss_giou: 0.967822 loss_class_aux: 6.065045 loss_bbox_aux: 3.224650 loss_giou_aux: 6.252660 loss_class_dn: 0.701085 loss_bbox_dn: 0.717751 loss_giou_dn: 1.133737 loss_class_aux_dn: 3.312256 loss_bbox_aux_dn: 3.630327 loss_giou_aux_dn: 5.752692 loss: 34.250351 eta: 3 days, 7:11:42 batch_cost: 0.3558 data_cost: 0.0012 ips: 11.2419 images/s [04/14 06:58:50] ppdet.engine INFO: Epoch: [0] [1000/7329] learning_rate: 0.000050 loss_class: 1.013719 loss_bbox: 0.433200 loss_giou: 0.915821 loss_class_aux: 5.828493 loss_bbox_aux: 2.956282 loss_giou_aux: 5.924678 loss_class_dn: 0.687879 loss_bbox_dn: 0.614210 loss_giou_dn: 1.140821 loss_class_aux_dn: 3.178155 loss_bbox_aux_dn: 3.112338 loss_giou_aux_dn: 5.903262 loss: 32.273598 eta: 3 days, 6:13:38 batch_cost: 0.3567 data_cost: 0.0012 ips: 11.2143 images/s [04/14 06:59:29] ppdet.engine INFO: Epoch: [0] [1100/7329] learning_rate: 0.000055 loss_class: 1.001304 loss_bbox: 0.386412 loss_giou: 0.849547 loss_class_aux: 5.849736 loss_bbox_aux: 2.475870 loss_giou_aux: 5.447918 loss_class_dn: 0.635891 loss_bbox_dn: 0.579792 loss_giou_dn: 1.061192 loss_class_aux_dn: 3.040275 loss_bbox_aux_dn: 3.010024 loss_giou_aux_dn: 5.513903 loss: 29.450294 eta: 3 days, 5:21:04 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3631 images/s [04/14 07:00:08] ppdet.engine INFO: Epoch: [0] [1200/7329] learning_rate: 0.000060 loss_class: 1.003959 loss_bbox: 0.342751 loss_giou: 0.671506 loss_class_aux: 5.586582 loss_bbox_aux: 2.331039 loss_giou_aux: 4.376490 loss_class_dn: 0.594319 loss_bbox_dn: 0.584939 loss_giou_dn: 0.851077 loss_class_aux_dn: 2.865548 loss_bbox_aux_dn: 2.997512 loss_giou_aux_dn: 4.444827 loss: 28.705397 eta: 3 days, 4:38:46 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3095 images/s [04/14 07:00:47] ppdet.engine INFO: Epoch: [0] [1300/7329] learning_rate: 0.000065 loss_class: 1.024554 loss_bbox: 0.382768 loss_giou: 0.722632 loss_class_aux: 5.924234 loss_bbox_aux: 2.642731 loss_giou_aux: 4.829572 loss_class_dn: 0.603748 loss_bbox_dn: 0.583508 loss_giou_dn: 0.909208 loss_class_aux_dn: 2.828727 loss_bbox_aux_dn: 3.014366 loss_giou_aux_dn: 4.707756 loss: 29.621723 eta: 3 days, 4:04:30 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2526 images/s [04/14 07:01:27] ppdet.engine INFO: Epoch: [0] [1400/7329] learning_rate: 0.000070 loss_class: 1.038452 loss_bbox: 0.347737 loss_giou: 0.727741 loss_class_aux: 5.981163 loss_bbox_aux: 2.450337 loss_giou_aux: 4.712362 loss_class_dn: 0.592786 loss_bbox_dn: 0.606893 loss_giou_dn: 0.945870 loss_class_aux_dn: 2.713824 loss_bbox_aux_dn: 3.233299 loss_giou_aux_dn: 4.916263 loss: 29.611481 eta: 3 days, 3:38:02 batch_cost: 0.3591 data_cost: 0.0011 ips: 11.1396 images/s [04/14 07:02:07] ppdet.engine INFO: Epoch: [0] [1500/7329] learning_rate: 0.000075 loss_class: 1.064046 loss_bbox: 0.375213 loss_giou: 0.736615 loss_class_aux: 5.925814 loss_bbox_aux: 2.501748 loss_giou_aux: 4.829841 loss_class_dn: 0.600432 loss_bbox_dn: 0.580787 loss_giou_dn: 0.918159 loss_class_aux_dn: 2.678681 loss_bbox_aux_dn: 2.965392 loss_giou_aux_dn: 4.803726 loss: 29.289536 eta: 3 days, 3:17:29 batch_cost: 0.3622 data_cost: 0.0011 ips: 11.0426 images/s [04/14 07:02:46] ppdet.engine INFO: Epoch: [0] [1600/7329] learning_rate: 0.000080 loss_class: 1.051944 loss_bbox: 0.341818 loss_giou: 0.778164 loss_class_aux: 6.177069 loss_bbox_aux: 2.345887 loss_giou_aux: 4.969274 loss_class_dn: 0.632734 loss_bbox_dn: 0.554767 loss_giou_dn: 0.992214 loss_class_aux_dn: 2.999204 loss_bbox_aux_dn: 2.870873 loss_giou_aux_dn: 5.215575 loss: 30.714973 eta: 3 days, 2:53:38 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2896 images/s [04/14 07:03:26] ppdet.engine INFO: Epoch: [0] [1700/7329] learning_rate: 0.000085 loss_class: 1.096676 loss_bbox: 0.350189 loss_giou: 0.818897 loss_class_aux: 6.416601 loss_bbox_aux: 2.393695 loss_giou_aux: 5.164842 loss_class_dn: 0.586303 loss_bbox_dn: 0.576047 loss_giou_dn: 0.990782 loss_class_aux_dn: 2.789471 loss_bbox_aux_dn: 3.038662 loss_giou_aux_dn: 5.158451 loss: 29.214893 eta: 3 days, 2:31:56 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3170 images/s [04/14 07:04:05] ppdet.engine INFO: Epoch: [0] [1800/7329] learning_rate: 0.000090 loss_class: 0.973497 loss_bbox: 0.259766 loss_giou: 0.600573 loss_class_aux: 5.542733 loss_bbox_aux: 1.747082 loss_giou_aux: 4.081655 loss_class_dn: 0.515702 loss_bbox_dn: 0.483603 loss_giou_dn: 0.813481 loss_class_aux_dn: 2.414515 loss_bbox_aux_dn: 2.523799 loss_giou_aux_dn: 4.238663 loss: 24.857986 eta: 3 days, 2:11:56 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3489 images/s [04/14 07:04:44] ppdet.engine INFO: Epoch: [0] [1900/7329] learning_rate: 0.000095 loss_class: 0.914058 loss_bbox: 0.280343 loss_giou: 0.582195 loss_class_aux: 5.388988 loss_bbox_aux: 1.921720 loss_giou_aux: 3.867901 loss_class_dn: 0.486691 loss_bbox_dn: 0.524180 loss_giou_dn: 0.750676 loss_class_aux_dn: 2.226287 loss_bbox_aux_dn: 2.865149 loss_giou_aux_dn: 3.963515 loss: 23.982704 eta: 3 days, 1:55:10 batch_cost: 0.3544 data_cost: 0.0011 ips: 11.2865 images/s [04/14 07:05:24] ppdet.engine INFO: Epoch: [0] [2000/7329] learning_rate: 0.000100 loss_class: 1.027532 loss_bbox: 0.306784 loss_giou: 0.839288 loss_class_aux: 5.962057 loss_bbox_aux: 2.093808 loss_giou_aux: 5.351501 loss_class_dn: 0.633284 loss_bbox_dn: 0.481008 loss_giou_dn: 0.983552 loss_class_aux_dn: 2.831089 loss_bbox_aux_dn: 2.536885 loss_giou_aux_dn: 5.281977 loss: 29.020016 eta: 3 days, 1:45:14 batch_cost: 0.3633 data_cost: 0.0011 ips: 11.0091 images/s [04/14 07:06:04] ppdet.engine INFO: Epoch: [0] [2100/7329] learning_rate: 0.000100 loss_class: 1.055937 loss_bbox: 0.344879 loss_giou: 0.797018 loss_class_aux: 6.274188 loss_bbox_aux: 2.267480 loss_giou_aux: 4.947821 loss_class_dn: 0.593227 loss_bbox_dn: 0.545313 loss_giou_dn: 0.955217 loss_class_aux_dn: 2.679051 loss_bbox_aux_dn: 2.863787 loss_giou_aux_dn: 5.037113 loss: 28.078701 eta: 3 days, 1:32:25 batch_cost: 0.3566 data_cost: 0.0012 ips: 11.2183 images/s [04/14 07:06:43] ppdet.engine INFO: Epoch: [0] [2200/7329] learning_rate: 0.000100 loss_class: 0.907367 loss_bbox: 0.265853 loss_giou: 0.504143 loss_class_aux: 5.301776 loss_bbox_aux: 1.810442 loss_giou_aux: 3.329669 loss_class_dn: 0.474308 loss_bbox_dn: 0.425202 loss_giou_dn: 0.701325 loss_class_aux_dn: 2.200631 loss_bbox_aux_dn: 2.333222 loss_giou_aux_dn: 3.708469 loss: 22.294315 eta: 3 days, 1:19:04 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3169 images/s [04/14 07:07:22] ppdet.engine INFO: Epoch: [0] [2300/7329] learning_rate: 0.000100 loss_class: 0.969828 loss_bbox: 0.261860 loss_giou: 0.736393 loss_class_aux: 5.669052 loss_bbox_aux: 1.804758 loss_giou_aux: 4.731670 loss_class_dn: 0.519989 loss_bbox_dn: 0.445635 loss_giou_dn: 0.898865 loss_class_aux_dn: 2.437614 loss_bbox_aux_dn: 2.381677 loss_giou_aux_dn: 4.803761 loss: 26.006931 eta: 3 days, 1:08:05 batch_cost: 0.3559 data_cost: 0.0012 ips: 11.2386 images/s [04/14 07:08:02] ppdet.engine INFO: Epoch: [0] [2400/7329] learning_rate: 0.000100 loss_class: 0.928278 loss_bbox: 0.252273 loss_giou: 0.677245 loss_class_aux: 5.515679 loss_bbox_aux: 1.685473 loss_giou_aux: 4.298540 loss_class_dn: 0.556299 loss_bbox_dn: 0.438927 loss_giou_dn: 0.802880 loss_class_aux_dn: 2.571379 loss_bbox_aux_dn: 2.333574 loss_giou_aux_dn: 4.211979 loss: 25.437780 eta: 3 days, 1:00:29 batch_cost: 0.3611 data_cost: 0.0013 ips: 11.0775 images/s [04/14 07:08:42] ppdet.engine INFO: Epoch: [0] [2500/7329] learning_rate: 0.000100 loss_class: 0.986276 loss_bbox: 0.263303 loss_giou: 0.611235 loss_class_aux: 5.817324 loss_bbox_aux: 1.797743 loss_giou_aux: 3.937076 loss_class_dn: 0.548130 loss_bbox_dn: 0.481140 loss_giou_dn: 0.815962 loss_class_aux_dn: 2.463985 loss_bbox_aux_dn: 2.501976 loss_giou_aux_dn: 4.363004 loss: 24.421127 eta: 3 days, 0:53:12 batch_cost: 0.3606 data_cost: 0.0014 ips: 11.0929 images/s [04/14 07:09:21] ppdet.engine INFO: Epoch: [0] [2600/7329] learning_rate: 0.000100 loss_class: 0.904313 loss_bbox: 0.277471 loss_giou: 0.638111 loss_class_aux: 5.402513 loss_bbox_aux: 1.889664 loss_giou_aux: 4.260970 loss_class_dn: 0.489984 loss_bbox_dn: 0.445203 loss_giou_dn: 0.860895 loss_class_aux_dn: 2.329363 loss_bbox_aux_dn: 2.437776 loss_giou_aux_dn: 4.441829 loss: 24.491385 eta: 3 days, 0:42:50 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3451 images/s [04/14 07:10:01] ppdet.engine INFO: Epoch: [0] [2700/7329] learning_rate: 0.000100 loss_class: 0.893458 loss_bbox: 0.225470 loss_giou: 0.619915 loss_class_aux: 5.239985 loss_bbox_aux: 1.481959 loss_giou_aux: 4.076446 loss_class_dn: 0.522065 loss_bbox_dn: 0.379083 loss_giou_dn: 0.742293 loss_class_aux_dn: 2.373146 loss_bbox_aux_dn: 2.107223 loss_giou_aux_dn: 4.083514 loss: 24.484470 eta: 3 days, 0:34:57 batch_cost: 0.3566 data_cost: 0.0012 ips: 11.2159 images/s [04/14 07:10:40] ppdet.engine INFO: Epoch: [0] [2800/7329] learning_rate: 0.000100 loss_class: 0.918831 loss_bbox: 0.273328 loss_giou: 0.608359 loss_class_aux: 5.566206 loss_bbox_aux: 1.828196 loss_giou_aux: 3.892163 loss_class_dn: 0.507290 loss_bbox_dn: 0.422147 loss_giou_dn: 0.793467 loss_class_aux_dn: 2.407802 loss_bbox_aux_dn: 2.238087 loss_giou_aux_dn: 4.185649 loss: 25.274046 eta: 3 days, 0:28:12 batch_cost: 0.3581 data_cost: 0.0012 ips: 11.1690 images/s [04/14 07:11:19] ppdet.engine INFO: Epoch: [0] [2900/7329] learning_rate: 0.000100 loss_class: 0.902745 loss_bbox: 0.229225 loss_giou: 0.594741 loss_class_aux: 5.396857 loss_bbox_aux: 1.528617 loss_giou_aux: 3.829110 loss_class_dn: 0.496326 loss_bbox_dn: 0.385563 loss_giou_dn: 0.733519 loss_class_aux_dn: 2.275599 loss_bbox_aux_dn: 2.083642 loss_giou_aux_dn: 3.872352 loss: 22.941191 eta: 3 days, 0:20:18 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2934 images/s [04/14 07:11:59] ppdet.engine INFO: Epoch: [0] [3000/7329] learning_rate: 0.000100 loss_class: 0.859264 loss_bbox: 0.250403 loss_giou: 0.559109 loss_class_aux: 5.323979 loss_bbox_aux: 1.668812 loss_giou_aux: 3.623174 loss_class_dn: 0.469599 loss_bbox_dn: 0.429050 loss_giou_dn: 0.692797 loss_class_aux_dn: 2.206986 loss_bbox_aux_dn: 2.220618 loss_giou_aux_dn: 3.790133 loss: 22.648865 eta: 3 days, 0:14:05 batch_cost: 0.3573 data_cost: 0.0012 ips: 11.1956 images/s [04/14 07:12:38] ppdet.engine INFO: Epoch: [0] [3100/7329] learning_rate: 0.000100 loss_class: 0.894130 loss_bbox: 0.248939 loss_giou: 0.511629 loss_class_aux: 5.271866 loss_bbox_aux: 1.702255 loss_giou_aux: 3.435124 loss_class_dn: 0.474104 loss_bbox_dn: 0.463366 loss_giou_dn: 0.684787 loss_class_aux_dn: 2.197451 loss_bbox_aux_dn: 2.466728 loss_giou_aux_dn: 3.604379 loss: 23.028669 eta: 3 days, 0:08:01 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2135 images/s [04/14 07:13:17] ppdet.engine INFO: Epoch: [0] [3200/7329] learning_rate: 0.000100 loss_class: 0.969661 loss_bbox: 0.249208 loss_giou: 0.626200 loss_class_aux: 5.971910 loss_bbox_aux: 1.675628 loss_giou_aux: 4.073123 loss_class_dn: 0.521007 loss_bbox_dn: 0.452766 loss_giou_dn: 0.812780 loss_class_aux_dn: 2.514572 loss_bbox_aux_dn: 2.436255 loss_giou_aux_dn: 4.418567 loss: 25.497765 eta: 3 days, 0:00:32 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3672 images/s [04/14 07:13:58] ppdet.engine INFO: Epoch: [0] [3300/7329] learning_rate: 0.000100 loss_class: 0.930485 loss_bbox: 0.226715 loss_giou: 0.605276 loss_class_aux: 5.580450 loss_bbox_aux: 1.576281 loss_giou_aux: 3.987302 loss_class_dn: 0.472376 loss_bbox_dn: 0.420637 loss_giou_dn: 0.765386 loss_class_aux_dn: 2.176897 loss_bbox_aux_dn: 2.299255 loss_giou_aux_dn: 4.053076 loss: 23.927536 eta: 2 days, 23:57:40 batch_cost: 0.3638 data_cost: 0.0011 ips: 10.9952 images/s [04/14 07:14:37] ppdet.engine INFO: Epoch: [0] [3400/7329] learning_rate: 0.000100 loss_class: 0.917663 loss_bbox: 0.254189 loss_giou: 0.567947 loss_class_aux: 5.749145 loss_bbox_aux: 1.741045 loss_giou_aux: 3.626596 loss_class_dn: 0.514193 loss_bbox_dn: 0.455206 loss_giou_dn: 0.734799 loss_class_aux_dn: 2.480080 loss_bbox_aux_dn: 2.465699 loss_giou_aux_dn: 3.942502 loss: 24.837915 eta: 2 days, 23:51:19 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3241 images/s [04/14 07:15:16] ppdet.engine INFO: Epoch: [0] [3500/7329] learning_rate: 0.000100 loss_class: 0.877517 loss_bbox: 0.217273 loss_giou: 0.534697 loss_class_aux: 5.320411 loss_bbox_aux: 1.566750 loss_giou_aux: 3.493729 loss_class_dn: 0.480613 loss_bbox_dn: 0.411026 loss_giou_dn: 0.660525 loss_class_aux_dn: 2.249671 loss_bbox_aux_dn: 2.235154 loss_giou_aux_dn: 3.588226 loss: 22.218542 eta: 2 days, 23:45:54 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2673 images/s [04/14 07:15:56] ppdet.engine INFO: Epoch: [0] [3600/7329] learning_rate: 0.000100 loss_class: 0.874199 loss_bbox: 0.247471 loss_giou: 0.599247 loss_class_aux: 5.510592 loss_bbox_aux: 1.685049 loss_giou_aux: 3.730368 loss_class_dn: 0.473858 loss_bbox_dn: 0.405469 loss_giou_dn: 0.754195 loss_class_aux_dn: 2.217452 loss_bbox_aux_dn: 2.157093 loss_giou_aux_dn: 4.030798 loss: 23.633617 eta: 2 days, 23:42:38 batch_cost: 0.3609 data_cost: 0.0013 ips: 11.0841 images/s [04/14 07:16:35] ppdet.engine INFO: Epoch: [0] [3700/7329] learning_rate: 0.000100 loss_class: 0.880516 loss_bbox: 0.241824 loss_giou: 0.575119 loss_class_aux: 5.265493 loss_bbox_aux: 1.619219 loss_giou_aux: 3.719082 loss_class_dn: 0.472762 loss_bbox_dn: 0.383460 loss_giou_dn: 0.708337 loss_class_aux_dn: 2.237377 loss_bbox_aux_dn: 2.075405 loss_giou_aux_dn: 3.819585 loss: 22.636475 eta: 2 days, 23:37:19 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3032 images/s [04/14 07:17:14] ppdet.engine INFO: Epoch: [0] [3800/7329] learning_rate: 0.000100 loss_class: 0.929069 loss_bbox: 0.278727 loss_giou: 0.628968 loss_class_aux: 5.701367 loss_bbox_aux: 1.795875 loss_giou_aux: 4.152761 loss_class_dn: 0.525896 loss_bbox_dn: 0.429247 loss_giou_dn: 0.769883 loss_class_aux_dn: 2.494799 loss_bbox_aux_dn: 2.305353 loss_giou_aux_dn: 4.075185 loss: 25.383942 eta: 2 days, 23:31:52 batch_cost: 0.3527 data_cost: 0.0010 ips: 11.3425 images/s [04/14 07:17:56] ppdet.engine INFO: Epoch: [0] [3900/7329] learning_rate: 0.000100 loss_class: 0.858866 loss_bbox: 0.250552 loss_giou: 0.549476 loss_class_aux: 5.318969 loss_bbox_aux: 1.664576 loss_giou_aux: 3.630656 loss_class_dn: 0.472932 loss_bbox_dn: 0.405289 loss_giou_dn: 0.707571 loss_class_aux_dn: 2.286605 loss_bbox_aux_dn: 2.190010 loss_giou_aux_dn: 3.835339 loss: 22.999687 eta: 2 days, 23:33:28 batch_cost: 0.3754 data_cost: 0.0012 ips: 10.6555 images/s [04/14 07:18:35] ppdet.engine INFO: Epoch: [0] [4000/7329] learning_rate: 0.000100 loss_class: 0.919715 loss_bbox: 0.267731 loss_giou: 0.698269 loss_class_aux: 5.609539 loss_bbox_aux: 1.775813 loss_giou_aux: 4.370003 loss_class_dn: 0.518330 loss_bbox_dn: 0.424385 loss_giou_dn: 0.798858 loss_class_aux_dn: 2.467602 loss_bbox_aux_dn: 2.320074 loss_giou_aux_dn: 4.334157 loss: 25.025517 eta: 2 days, 23:29:32 batch_cost: 0.3568 data_cost: 0.0012 ips: 11.2122 images/s [04/14 07:19:15] ppdet.engine INFO: Epoch: [0] [4100/7329] learning_rate: 0.000100 loss_class: 0.896963 loss_bbox: 0.221242 loss_giou: 0.536580 loss_class_aux: 5.389886 loss_bbox_aux: 1.509993 loss_giou_aux: 3.623845 loss_class_dn: 0.477315 loss_bbox_dn: 0.416357 loss_giou_dn: 0.689036 loss_class_aux_dn: 2.269269 loss_bbox_aux_dn: 2.222460 loss_giou_aux_dn: 3.813749 loss: 22.641354 eta: 2 days, 23:25:35 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2316 images/s [04/14 07:19:54] ppdet.engine INFO: Epoch: [0] [4200/7329] learning_rate: 0.000100 loss_class: 0.807342 loss_bbox: 0.250632 loss_giou: 0.633231 loss_class_aux: 5.063692 loss_bbox_aux: 1.698947 loss_giou_aux: 3.959994 loss_class_dn: 0.477920 loss_bbox_dn: 0.398560 loss_giou_dn: 0.713381 loss_class_aux_dn: 2.308237 loss_bbox_aux_dn: 2.144145 loss_giou_aux_dn: 3.851021 loss: 21.743916 eta: 2 days, 23:21:48 batch_cost: 0.3562 data_cost: 0.0012 ips: 11.2290 images/s [04/14 07:20:33] ppdet.engine INFO: Epoch: [0] [4300/7329] learning_rate: 0.000100 loss_class: 0.770976 loss_bbox: 0.222846 loss_giou: 0.528857 loss_class_aux: 4.765724 loss_bbox_aux: 1.465849 loss_giou_aux: 3.363573 loss_class_dn: 0.429912 loss_bbox_dn: 0.379531 loss_giou_dn: 0.658776 loss_class_aux_dn: 2.066176 loss_bbox_aux_dn: 2.066962 loss_giou_aux_dn: 3.599640 loss: 20.802809 eta: 2 days, 23:18:24 batch_cost: 0.3571 data_cost: 0.0012 ips: 11.2025 images/s [04/14 07:21:13] ppdet.engine INFO: Epoch: [0] [4400/7329] learning_rate: 0.000100 loss_class: 0.841155 loss_bbox: 0.252576 loss_giou: 0.614511 loss_class_aux: 5.210585 loss_bbox_aux: 1.691741 loss_giou_aux: 3.994081 loss_class_dn: 0.463280 loss_bbox_dn: 0.393327 loss_giou_dn: 0.741822 loss_class_aux_dn: 2.239473 loss_bbox_aux_dn: 2.134963 loss_giou_aux_dn: 3.998829 loss: 23.982006 eta: 2 days, 23:14:08 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3234 images/s [04/14 07:21:52] ppdet.engine INFO: Epoch: [0] [4500/7329] learning_rate: 0.000100 loss_class: 0.774421 loss_bbox: 0.232306 loss_giou: 0.557807 loss_class_aux: 4.905435 loss_bbox_aux: 1.569943 loss_giou_aux: 3.705422 loss_class_dn: 0.427554 loss_bbox_dn: 0.374533 loss_giou_dn: 0.697874 loss_class_aux_dn: 2.145615 loss_bbox_aux_dn: 2.117787 loss_giou_aux_dn: 3.793135 loss: 21.981022 eta: 2 days, 23:09:36 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3756 images/s [04/14 07:22:31] ppdet.engine INFO: Epoch: [0] [4600/7329] learning_rate: 0.000100 loss_class: 0.793635 loss_bbox: 0.228013 loss_giou: 0.543944 loss_class_aux: 4.773414 loss_bbox_aux: 1.526090 loss_giou_aux: 3.427291 loss_class_dn: 0.436094 loss_bbox_dn: 0.385491 loss_giou_dn: 0.682000 loss_class_aux_dn: 2.135938 loss_bbox_aux_dn: 2.072294 loss_giou_aux_dn: 3.582115 loss: 20.762634 eta: 2 days, 23:05:31 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3397 images/s [04/14 07:23:10] ppdet.engine INFO: Epoch: [0] [4700/7329] learning_rate: 0.000100 loss_class: 0.777101 loss_bbox: 0.227737 loss_giou: 0.551582 loss_class_aux: 4.891349 loss_bbox_aux: 1.470914 loss_giou_aux: 3.718802 loss_class_dn: 0.448405 loss_bbox_dn: 0.357361 loss_giou_dn: 0.638197 loss_class_aux_dn: 2.220579 loss_bbox_aux_dn: 1.919393 loss_giou_aux_dn: 3.599476 loss: 22.946661 eta: 2 days, 23:01:41 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3257 images/s [04/14 07:23:49] ppdet.engine INFO: Epoch: [0] [4800/7329] learning_rate: 0.000100 loss_class: 0.885885 loss_bbox: 0.245036 loss_giou: 0.563902 loss_class_aux: 5.485347 loss_bbox_aux: 1.602746 loss_giou_aux: 3.620633 loss_class_dn: 0.477366 loss_bbox_dn: 0.372258 loss_giou_dn: 0.679967 loss_class_aux_dn: 2.327971 loss_bbox_aux_dn: 2.030817 loss_giou_aux_dn: 3.597402 loss: 21.851250 eta: 2 days, 22:58:35 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2504 images/s [04/14 07:24:29] ppdet.engine INFO: Epoch: [0] [4900/7329] learning_rate: 0.000100 loss_class: 0.830338 loss_bbox: 0.237399 loss_giou: 0.522233 loss_class_aux: 5.181384 loss_bbox_aux: 1.543179 loss_giou_aux: 3.382566 loss_class_dn: 0.465437 loss_bbox_dn: 0.391476 loss_giou_dn: 0.657787 loss_class_aux_dn: 2.301500 loss_bbox_aux_dn: 2.057137 loss_giou_aux_dn: 3.721739 loss: 21.408691 eta: 2 days, 22:56:02 batch_cost: 0.3575 data_cost: 0.0011 ips: 11.1888 images/s [04/14 07:25:09] ppdet.engine INFO: Epoch: [0] [5000/7329] learning_rate: 0.000100 loss_class: 0.757637 loss_bbox: 0.223345 loss_giou: 0.531802 loss_class_aux: 4.796646 loss_bbox_aux: 1.510737 loss_giou_aux: 3.380556 loss_class_dn: 0.410951 loss_bbox_dn: 0.401121 loss_giou_dn: 0.658863 loss_class_aux_dn: 2.074116 loss_bbox_aux_dn: 2.154158 loss_giou_aux_dn: 3.562815 loss: 21.388683 eta: 2 days, 22:54:42 batch_cost: 0.3624 data_cost: 0.0011 ips: 11.0378 images/s [04/14 07:25:48] ppdet.engine INFO: Epoch: [0] [5100/7329] learning_rate: 0.000100 loss_class: 0.863866 loss_bbox: 0.237640 loss_giou: 0.656240 loss_class_aux: 5.409330 loss_bbox_aux: 1.544583 loss_giou_aux: 4.202980 loss_class_dn: 0.517044 loss_bbox_dn: 0.394850 loss_giou_dn: 0.769411 loss_class_aux_dn: 2.552344 loss_bbox_aux_dn: 2.104731 loss_giou_aux_dn: 4.178052 loss: 24.540182 eta: 2 days, 22:51:58 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2319 images/s [04/14 07:26:27] ppdet.engine INFO: Epoch: [0] [5200/7329] learning_rate: 0.000100 loss_class: 0.775784 loss_bbox: 0.213531 loss_giou: 0.567275 loss_class_aux: 4.923409 loss_bbox_aux: 1.441897 loss_giou_aux: 3.775094 loss_class_dn: 0.448955 loss_bbox_dn: 0.339686 loss_giou_dn: 0.689239 loss_class_aux_dn: 2.169701 loss_bbox_aux_dn: 1.902284 loss_giou_aux_dn: 3.747040 loss: 21.982468 eta: 2 days, 22:48:51 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2971 images/s [04/14 07:27:07] ppdet.engine INFO: Epoch: [0] [5300/7329] learning_rate: 0.000100 loss_class: 0.808983 loss_bbox: 0.237764 loss_giou: 0.552267 loss_class_aux: 5.144544 loss_bbox_aux: 1.600507 loss_giou_aux: 3.606571 loss_class_dn: 0.485314 loss_bbox_dn: 0.408591 loss_giou_dn: 0.728885 loss_class_aux_dn: 2.325325 loss_bbox_aux_dn: 2.222008 loss_giou_aux_dn: 3.891219 loss: 22.544903 eta: 2 days, 22:45:44 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3136 images/s [04/14 07:27:46] ppdet.engine INFO: Epoch: [0] [5400/7329] learning_rate: 0.000100 loss_class: 0.810158 loss_bbox: 0.221602 loss_giou: 0.576934 loss_class_aux: 5.068589 loss_bbox_aux: 1.477160 loss_giou_aux: 3.796240 loss_class_dn: 0.463699 loss_bbox_dn: 0.370586 loss_giou_dn: 0.720220 loss_class_aux_dn: 2.295609 loss_bbox_aux_dn: 1.978005 loss_giou_aux_dn: 3.826003 loss: 21.068588 eta: 2 days, 22:42:53 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2865 images/s [04/14 07:28:25] ppdet.engine INFO: Epoch: [0] [5500/7329] learning_rate: 0.000100 loss_class: 0.882848 loss_bbox: 0.250969 loss_giou: 0.576937 loss_class_aux: 5.578952 loss_bbox_aux: 1.652685 loss_giou_aux: 3.865362 loss_class_dn: 0.501379 loss_bbox_dn: 0.409714 loss_giou_dn: 0.712001 loss_class_aux_dn: 2.452962 loss_bbox_aux_dn: 2.200932 loss_giou_aux_dn: 3.798001 loss: 23.936026 eta: 2 days, 22:39:47 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3365 images/s [04/14 07:29:04] ppdet.engine INFO: Epoch: [0] [5600/7329] learning_rate: 0.000100 loss_class: 0.812994 loss_bbox: 0.190344 loss_giou: 0.568678 loss_class_aux: 4.866615 loss_bbox_aux: 1.327947 loss_giou_aux: 3.653810 loss_class_dn: 0.455235 loss_bbox_dn: 0.325250 loss_giou_dn: 0.668528 loss_class_aux_dn: 2.244556 loss_bbox_aux_dn: 1.773599 loss_giou_aux_dn: 3.609941 loss: 22.091694 eta: 2 days, 22:37:21 batch_cost: 0.3556 data_cost: 0.0012 ips: 11.2488 images/s [04/14 07:29:44] ppdet.engine INFO: Epoch: [0] [5700/7329] learning_rate: 0.000100 loss_class: 0.742326 loss_bbox: 0.219942 loss_giou: 0.477007 loss_class_aux: 4.627286 loss_bbox_aux: 1.424531 loss_giou_aux: 3.110180 loss_class_dn: 0.414450 loss_bbox_dn: 0.399547 loss_giou_dn: 0.617237 loss_class_aux_dn: 2.047394 loss_bbox_aux_dn: 2.111252 loss_giou_aux_dn: 3.277333 loss: 19.643169 eta: 2 days, 22:35:13 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2101 images/s [04/14 07:30:23] ppdet.engine INFO: Epoch: [0] [5800/7329] learning_rate: 0.000100 loss_class: 0.758777 loss_bbox: 0.193398 loss_giou: 0.500101 loss_class_aux: 4.811955 loss_bbox_aux: 1.299542 loss_giou_aux: 3.191716 loss_class_dn: 0.416046 loss_bbox_dn: 0.340016 loss_giou_dn: 0.597017 loss_class_aux_dn: 2.061648 loss_bbox_aux_dn: 1.896871 loss_giou_aux_dn: 3.252484 loss: 20.170460 eta: 2 days, 22:32:49 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2636 images/s [04/14 07:31:02] ppdet.engine INFO: Epoch: [0] [5900/7329] learning_rate: 0.000100 loss_class: 0.832105 loss_bbox: 0.237600 loss_giou: 0.538357 loss_class_aux: 5.102839 loss_bbox_aux: 1.531991 loss_giou_aux: 3.503861 loss_class_dn: 0.449512 loss_bbox_dn: 0.395556 loss_giou_dn: 0.683821 loss_class_aux_dn: 2.174217 loss_bbox_aux_dn: 2.096279 loss_giou_aux_dn: 3.741697 loss: 22.961103 eta: 2 days, 22:30:02 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3339 images/s [04/14 07:31:42] ppdet.engine INFO: Epoch: [0] [6000/7329] learning_rate: 0.000100 loss_class: 0.830491 loss_bbox: 0.225064 loss_giou: 0.590129 loss_class_aux: 5.102630 loss_bbox_aux: 1.502713 loss_giou_aux: 3.768454 loss_class_dn: 0.458335 loss_bbox_dn: 0.355922 loss_giou_dn: 0.692626 loss_class_aux_dn: 2.282873 loss_bbox_aux_dn: 1.954202 loss_giou_aux_dn: 3.705235 loss: 21.152592 eta: 2 days, 22:27:57 batch_cost: 0.3562 data_cost: 0.0012 ips: 11.2308 images/s [04/14 07:32:21] ppdet.engine INFO: Epoch: [0] [6100/7329] learning_rate: 0.000100 loss_class: 0.751155 loss_bbox: 0.189891 loss_giou: 0.540297 loss_class_aux: 4.663733 loss_bbox_aux: 1.296186 loss_giou_aux: 3.448970 loss_class_dn: 0.416035 loss_bbox_dn: 0.352659 loss_giou_dn: 0.640737 loss_class_aux_dn: 2.094115 loss_bbox_aux_dn: 1.922897 loss_giou_aux_dn: 3.471125 loss: 19.747654 eta: 2 days, 22:26:10 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1878 images/s [04/14 07:33:00] ppdet.engine INFO: Epoch: [0] [6200/7329] learning_rate: 0.000100 loss_class: 0.795184 loss_bbox: 0.209387 loss_giou: 0.610820 loss_class_aux: 5.064324 loss_bbox_aux: 1.343735 loss_giou_aux: 3.861966 loss_class_dn: 0.463340 loss_bbox_dn: 0.316005 loss_giou_dn: 0.716246 loss_class_aux_dn: 2.287491 loss_bbox_aux_dn: 1.716305 loss_giou_aux_dn: 3.871308 loss: 21.373413 eta: 2 days, 22:23:57 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2701 images/s [04/14 07:33:40] ppdet.engine INFO: Epoch: [0] [6300/7329] learning_rate: 0.000100 loss_class: 0.884317 loss_bbox: 0.251134 loss_giou: 0.553371 loss_class_aux: 5.484846 loss_bbox_aux: 1.706756 loss_giou_aux: 3.537469 loss_class_dn: 0.481962 loss_bbox_dn: 0.358132 loss_giou_dn: 0.662404 loss_class_aux_dn: 2.333902 loss_bbox_aux_dn: 1.919721 loss_giou_aux_dn: 3.616879 loss: 23.338909 eta: 2 days, 22:21:48 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2655 images/s [04/14 07:34:19] ppdet.engine INFO: Epoch: [0] [6400/7329] learning_rate: 0.000100 loss_class: 0.831409 loss_bbox: 0.227162 loss_giou: 0.631083 loss_class_aux: 5.224128 loss_bbox_aux: 1.518958 loss_giou_aux: 4.099605 loss_class_dn: 0.472987 loss_bbox_dn: 0.353802 loss_giou_dn: 0.741012 loss_class_aux_dn: 2.242887 loss_bbox_aux_dn: 1.869570 loss_giou_aux_dn: 4.004938 loss: 23.536739 eta: 2 days, 22:20:13 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1767 images/s [04/14 07:34:59] ppdet.engine INFO: Epoch: [0] [6500/7329] learning_rate: 0.000100 loss_class: 0.808759 loss_bbox: 0.213694 loss_giou: 0.655539 loss_class_aux: 5.011840 loss_bbox_aux: 1.432192 loss_giou_aux: 4.227704 loss_class_dn: 0.493647 loss_bbox_dn: 0.333854 loss_giou_dn: 0.741942 loss_class_aux_dn: 2.361122 loss_bbox_aux_dn: 1.828991 loss_giou_aux_dn: 3.981712 loss: 22.792360 eta: 2 days, 22:18:55 batch_cost: 0.3593 data_cost: 0.0013 ips: 11.1334 images/s [04/14 07:35:38] ppdet.engine INFO: Epoch: [0] [6600/7329] learning_rate: 0.000100 loss_class: 0.807051 loss_bbox: 0.227512 loss_giou: 0.616974 loss_class_aux: 5.203876 loss_bbox_aux: 1.517666 loss_giou_aux: 3.996469 loss_class_dn: 0.488903 loss_bbox_dn: 0.334017 loss_giou_dn: 0.708827 loss_class_aux_dn: 2.341522 loss_bbox_aux_dn: 1.835378 loss_giou_aux_dn: 3.878684 loss: 22.984753 eta: 2 days, 22:16:37 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3148 images/s [04/14 07:36:18] ppdet.engine INFO: Epoch: [0] [6700/7329] learning_rate: 0.000100 loss_class: 0.756777 loss_bbox: 0.216924 loss_giou: 0.577429 loss_class_aux: 4.777009 loss_bbox_aux: 1.481503 loss_giou_aux: 3.572021 loss_class_dn: 0.459779 loss_bbox_dn: 0.340735 loss_giou_dn: 0.633310 loss_class_aux_dn: 2.264426 loss_bbox_aux_dn: 1.877451 loss_giou_aux_dn: 3.493216 loss: 21.056435 eta: 2 days, 22:14:29 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2934 images/s [04/14 07:36:57] ppdet.engine INFO: Epoch: [0] [6800/7329] learning_rate: 0.000100 loss_class: 0.790260 loss_bbox: 0.225626 loss_giou: 0.601594 loss_class_aux: 4.892857 loss_bbox_aux: 1.410272 loss_giou_aux: 3.770859 loss_class_dn: 0.443696 loss_bbox_dn: 0.338269 loss_giou_dn: 0.673058 loss_class_aux_dn: 2.216079 loss_bbox_aux_dn: 1.866138 loss_giou_aux_dn: 3.712968 loss: 21.145634 eta: 2 days, 22:12:10 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3376 images/s [04/14 07:37:36] ppdet.engine INFO: Epoch: [0] [6900/7329] learning_rate: 0.000100 loss_class: 0.779710 loss_bbox: 0.189226 loss_giou: 0.461683 loss_class_aux: 4.898515 loss_bbox_aux: 1.296587 loss_giou_aux: 3.124387 loss_class_dn: 0.428035 loss_bbox_dn: 0.345958 loss_giou_dn: 0.603735 loss_class_aux_dn: 2.099545 loss_bbox_aux_dn: 1.851514 loss_giou_aux_dn: 3.235743 loss: 19.349506 eta: 2 days, 22:10:26 batch_cost: 0.3560 data_cost: 0.0012 ips: 11.2349 images/s [04/14 07:38:15] ppdet.engine INFO: Epoch: [0] [7000/7329] learning_rate: 0.000100 loss_class: 0.824169 loss_bbox: 0.205887 loss_giou: 0.556388 loss_class_aux: 5.203001 loss_bbox_aux: 1.339498 loss_giou_aux: 3.517473 loss_class_dn: 0.466230 loss_bbox_dn: 0.319710 loss_giou_dn: 0.612941 loss_class_aux_dn: 2.223414 loss_bbox_aux_dn: 1.795689 loss_giou_aux_dn: 3.375827 loss: 21.190895 eta: 2 days, 22:07:41 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4396 images/s [04/14 07:38:54] ppdet.engine INFO: Epoch: [0] [7100/7329] learning_rate: 0.000100 loss_class: 0.726433 loss_bbox: 0.197494 loss_giou: 0.487912 loss_class_aux: 4.742529 loss_bbox_aux: 1.297183 loss_giou_aux: 3.120433 loss_class_dn: 0.417700 loss_bbox_dn: 0.348529 loss_giou_dn: 0.563317 loss_class_aux_dn: 2.061241 loss_bbox_aux_dn: 1.840134 loss_giou_aux_dn: 3.016654 loss: 19.508041 eta: 2 days, 22:06:21 batch_cost: 0.3580 data_cost: 0.0012 ips: 11.1738 images/s [04/14 07:39:34] ppdet.engine INFO: Epoch: [0] [7200/7329] learning_rate: 0.000100 loss_class: 0.782917 loss_bbox: 0.191069 loss_giou: 0.556600 loss_class_aux: 5.016376 loss_bbox_aux: 1.251003 loss_giou_aux: 3.519801 loss_class_dn: 0.453444 loss_bbox_dn: 0.338459 loss_giou_dn: 0.662749 loss_class_aux_dn: 2.276649 loss_bbox_aux_dn: 1.835391 loss_giou_aux_dn: 3.569283 loss: 20.508959 eta: 2 days, 22:04:56 batch_cost: 0.3572 data_cost: 0.0012 ips: 11.1967 images/s [04/14 07:40:13] ppdet.engine INFO: Epoch: [0] [7300/7329] learning_rate: 0.000100 loss_class: 0.791826 loss_bbox: 0.218969 loss_giou: 0.530159 loss_class_aux: 5.033528 loss_bbox_aux: 1.486811 loss_giou_aux: 3.403829 loss_class_dn: 0.450040 loss_bbox_dn: 0.359039 loss_giou_dn: 0.631657 loss_class_aux_dn: 2.214314 loss_bbox_aux_dn: 1.984843 loss_giou_aux_dn: 3.339180 loss: 20.165562 eta: 2 days, 22:02:50 batch_cost: 0.3529 data_cost: 0.0011 ips: 11.3335 images/s loading annotations into memory... Done (t=0.64s) creating index... index created! [04/14 07:40:27] 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=0.52s) creating index... index created! [04/14 07:40:28] ppdet.engine INFO: Eval iter: 0 [04/14 07:40:41] ppdet.engine INFO: Eval iter: 100 [04/14 07:40:53] ppdet.engine INFO: Eval iter: 200 [04/14 07:41:05] ppdet.engine INFO: Eval iter: 300 [04/14 07:41:17] ppdet.engine INFO: Eval iter: 400 [04/14 07:41:30] ppdet.engine INFO: Eval iter: 500 [04/14 07:41:46] ppdet.engine INFO: Eval iter: 600 [04/14 07:42:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/14 07:42:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=11.74s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.63s). Accumulating evaluation results... DONE (t=14.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.338 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.493 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.187 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.372 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.479 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.310 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.605 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.821 [04/14 07:43:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 62.101053341122025 [04/14 07:43:53] ppdet.engine INFO: Best test bbox ap is 0.338. [04/14 07:43:55] ppdet.engine INFO: Epoch: [1] [ 0/7329] learning_rate: 0.000100 loss_class: 0.773367 loss_bbox: 0.215789 loss_giou: 0.479777 loss_class_aux: 4.860736 loss_bbox_aux: 1.471385 loss_giou_aux: 3.109799 loss_class_dn: 0.423063 loss_bbox_dn: 0.360966 loss_giou_dn: 0.591099 loss_class_aux_dn: 2.092092 loss_bbox_aux_dn: 1.963177 loss_giou_aux_dn: 3.158575 loss: 19.711033 eta: 2 days, 22:01:57 batch_cost: 0.3512 data_cost: 0.0011 ips: 11.3888 images/s [04/14 07:44:34] ppdet.engine INFO: Epoch: [1] [ 100/7329] learning_rate: 0.000100 loss_class: 0.788991 loss_bbox: 0.236475 loss_giou: 0.577719 loss_class_aux: 4.955104 loss_bbox_aux: 1.556771 loss_giou_aux: 3.631119 loss_class_dn: 0.446768 loss_bbox_dn: 0.341390 loss_giou_dn: 0.656827 loss_class_aux_dn: 2.281813 loss_bbox_aux_dn: 1.826273 loss_giou_aux_dn: 3.536084 loss: 21.281231 eta: 2 days, 22:00:35 batch_cost: 0.3573 data_cost: 0.0010 ips: 11.1961 images/s [04/14 07:45:14] ppdet.engine INFO: Epoch: [1] [ 200/7329] learning_rate: 0.000100 loss_class: 0.780151 loss_bbox: 0.206416 loss_giou: 0.567175 loss_class_aux: 4.557838 loss_bbox_aux: 1.367018 loss_giou_aux: 3.657886 loss_class_dn: 0.423274 loss_bbox_dn: 0.308617 loss_giou_dn: 0.639183 loss_class_aux_dn: 2.154226 loss_bbox_aux_dn: 1.786952 loss_giou_aux_dn: 3.422844 loss: 20.182373 eta: 2 days, 21:58:57 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2554 images/s [04/14 07:45:53] ppdet.engine INFO: Epoch: [1] [ 300/7329] learning_rate: 0.000100 loss_class: 0.837566 loss_bbox: 0.216595 loss_giou: 0.576290 loss_class_aux: 5.373792 loss_bbox_aux: 1.425528 loss_giou_aux: 3.762709 loss_class_dn: 0.488801 loss_bbox_dn: 0.350358 loss_giou_dn: 0.669540 loss_class_aux_dn: 2.504081 loss_bbox_aux_dn: 1.960087 loss_giou_aux_dn: 3.609252 loss: 22.731991 eta: 2 days, 21:57:16 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2740 images/s [04/14 07:46:32] ppdet.engine INFO: Epoch: [1] [ 400/7329] learning_rate: 0.000100 loss_class: 0.818047 loss_bbox: 0.215335 loss_giou: 0.542308 loss_class_aux: 5.301247 loss_bbox_aux: 1.397978 loss_giou_aux: 3.539841 loss_class_dn: 0.463563 loss_bbox_dn: 0.336500 loss_giou_dn: 0.658146 loss_class_aux_dn: 2.230580 loss_bbox_aux_dn: 1.802772 loss_giou_aux_dn: 3.549756 loss: 21.163372 eta: 2 days, 21:55:51 batch_cost: 0.3564 data_cost: 0.0012 ips: 11.2235 images/s [04/14 07:47:12] ppdet.engine INFO: Epoch: [1] [ 500/7329] learning_rate: 0.000100 loss_class: 0.780223 loss_bbox: 0.236828 loss_giou: 0.546753 loss_class_aux: 4.985399 loss_bbox_aux: 1.510469 loss_giou_aux: 3.572564 loss_class_dn: 0.468313 loss_bbox_dn: 0.346525 loss_giou_dn: 0.657452 loss_class_aux_dn: 2.328045 loss_bbox_aux_dn: 1.876996 loss_giou_aux_dn: 3.505362 loss: 21.948265 eta: 2 days, 21:54:23 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2374 images/s [04/14 07:47:51] ppdet.engine INFO: Epoch: [1] [ 600/7329] learning_rate: 0.000100 loss_class: 0.777181 loss_bbox: 0.233208 loss_giou: 0.560569 loss_class_aux: 4.757533 loss_bbox_aux: 1.480807 loss_giou_aux: 3.646287 loss_class_dn: 0.428420 loss_bbox_dn: 0.356699 loss_giou_dn: 0.673462 loss_class_aux_dn: 2.221337 loss_bbox_aux_dn: 1.948145 loss_giou_aux_dn: 3.604731 loss: 21.164856 eta: 2 days, 21:52:57 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2343 images/s [04/14 07:48:31] ppdet.engine INFO: Epoch: [1] [ 700/7329] learning_rate: 0.000100 loss_class: 0.734421 loss_bbox: 0.217156 loss_giou: 0.532161 loss_class_aux: 4.651893 loss_bbox_aux: 1.447669 loss_giou_aux: 3.334743 loss_class_dn: 0.417294 loss_bbox_dn: 0.321963 loss_giou_dn: 0.595220 loss_class_aux_dn: 2.108569 loss_bbox_aux_dn: 1.875780 loss_giou_aux_dn: 3.230066 loss: 19.753811 eta: 2 days, 21:51:37 batch_cost: 0.3566 data_cost: 0.0014 ips: 11.2168 images/s [04/14 07:49:10] ppdet.engine INFO: Epoch: [1] [ 800/7329] learning_rate: 0.000100 loss_class: 0.790161 loss_bbox: 0.218663 loss_giou: 0.563264 loss_class_aux: 5.127238 loss_bbox_aux: 1.413474 loss_giou_aux: 3.751754 loss_class_dn: 0.473843 loss_bbox_dn: 0.316855 loss_giou_dn: 0.708771 loss_class_aux_dn: 2.439357 loss_bbox_aux_dn: 1.726659 loss_giou_aux_dn: 3.828990 loss: 22.106457 eta: 2 days, 21:50:03 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2751 images/s [04/14 07:49:49] ppdet.engine INFO: Epoch: [1] [ 900/7329] learning_rate: 0.000100 loss_class: 0.814218 loss_bbox: 0.196873 loss_giou: 0.563816 loss_class_aux: 4.999745 loss_bbox_aux: 1.396605 loss_giou_aux: 3.688782 loss_class_dn: 0.451360 loss_bbox_dn: 0.346343 loss_giou_dn: 0.682242 loss_class_aux_dn: 2.251247 loss_bbox_aux_dn: 1.912227 loss_giou_aux_dn: 3.693347 loss: 22.404051 eta: 2 days, 21:48:50 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2001 images/s [04/14 07:50:29] ppdet.engine INFO: Epoch: [1] [1000/7329] learning_rate: 0.000100 loss_class: 0.762904 loss_bbox: 0.210588 loss_giou: 0.546222 loss_class_aux: 4.885906 loss_bbox_aux: 1.399554 loss_giou_aux: 3.567331 loss_class_dn: 0.433608 loss_bbox_dn: 0.320972 loss_giou_dn: 0.638177 loss_class_aux_dn: 2.148147 loss_bbox_aux_dn: 1.763350 loss_giou_aux_dn: 3.508505 loss: 20.675209 eta: 2 days, 21:47:22 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2571 images/s [04/14 07:51:08] ppdet.engine INFO: Epoch: [1] [1100/7329] learning_rate: 0.000100 loss_class: 0.701931 loss_bbox: 0.181796 loss_giou: 0.528256 loss_class_aux: 4.592559 loss_bbox_aux: 1.190293 loss_giou_aux: 3.393631 loss_class_dn: 0.408399 loss_bbox_dn: 0.264552 loss_giou_dn: 0.601388 loss_class_aux_dn: 2.090594 loss_bbox_aux_dn: 1.467324 loss_giou_aux_dn: 3.243395 loss: 19.308109 eta: 2 days, 21:45:35 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3390 images/s [04/14 07:51:47] ppdet.engine INFO: Epoch: [1] [1200/7329] learning_rate: 0.000100 loss_class: 0.701495 loss_bbox: 0.215189 loss_giou: 0.539572 loss_class_aux: 4.573532 loss_bbox_aux: 1.440735 loss_giou_aux: 3.487845 loss_class_dn: 0.423529 loss_bbox_dn: 0.344377 loss_giou_dn: 0.676346 loss_class_aux_dn: 2.167574 loss_bbox_aux_dn: 1.945235 loss_giou_aux_dn: 3.592757 loss: 18.860123 eta: 2 days, 21:44:25 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2032 images/s [04/14 07:52:27] ppdet.engine INFO: Epoch: [1] [1300/7329] learning_rate: 0.000100 loss_class: 0.737074 loss_bbox: 0.193490 loss_giou: 0.553593 loss_class_aux: 4.774288 loss_bbox_aux: 1.307151 loss_giou_aux: 3.480500 loss_class_dn: 0.470100 loss_bbox_dn: 0.314273 loss_giou_dn: 0.621751 loss_class_aux_dn: 2.379696 loss_bbox_aux_dn: 1.753281 loss_giou_aux_dn: 3.302262 loss: 20.628555 eta: 2 days, 21:43:15 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2024 images/s [04/14 07:53:06] ppdet.engine INFO: Epoch: [1] [1400/7329] learning_rate: 0.000100 loss_class: 0.813521 loss_bbox: 0.203805 loss_giou: 0.556410 loss_class_aux: 5.283010 loss_bbox_aux: 1.378384 loss_giou_aux: 3.707721 loss_class_dn: 0.463358 loss_bbox_dn: 0.344465 loss_giou_dn: 0.666710 loss_class_aux_dn: 2.309723 loss_bbox_aux_dn: 1.816756 loss_giou_aux_dn: 3.544619 loss: 22.023949 eta: 2 days, 21:41:45 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2872 images/s [04/14 07:53:46] ppdet.engine INFO: Epoch: [1] [1500/7329] learning_rate: 0.000100 loss_class: 0.852426 loss_bbox: 0.225536 loss_giou: 0.682528 loss_class_aux: 5.312565 loss_bbox_aux: 1.443923 loss_giou_aux: 4.374855 loss_class_dn: 0.483463 loss_bbox_dn: 0.358753 loss_giou_dn: 0.826765 loss_class_aux_dn: 2.425546 loss_bbox_aux_dn: 1.909112 loss_giou_aux_dn: 4.369603 loss: 23.396984 eta: 2 days, 21:40:56 batch_cost: 0.3594 data_cost: 0.0013 ips: 11.1289 images/s [04/14 07:54:25] ppdet.engine INFO: Epoch: [1] [1600/7329] learning_rate: 0.000100 loss_class: 0.742520 loss_bbox: 0.223962 loss_giou: 0.498402 loss_class_aux: 4.612527 loss_bbox_aux: 1.419178 loss_giou_aux: 3.327063 loss_class_dn: 0.418044 loss_bbox_dn: 0.318467 loss_giou_dn: 0.654829 loss_class_aux_dn: 2.117361 loss_bbox_aux_dn: 1.731403 loss_giou_aux_dn: 3.588619 loss: 20.957401 eta: 2 days, 21:39:28 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2857 images/s [04/14 07:55:05] ppdet.engine INFO: Epoch: [1] [1700/7329] learning_rate: 0.000100 loss_class: 0.754214 loss_bbox: 0.227000 loss_giou: 0.540400 loss_class_aux: 4.908874 loss_bbox_aux: 1.461449 loss_giou_aux: 3.413858 loss_class_dn: 0.439598 loss_bbox_dn: 0.304266 loss_giou_dn: 0.628968 loss_class_aux_dn: 2.253889 loss_bbox_aux_dn: 1.727131 loss_giou_aux_dn: 3.343185 loss: 20.129921 eta: 2 days, 21:38:22 batch_cost: 0.3571 data_cost: 0.0012 ips: 11.2005 images/s [04/14 07:55:51] ppdet.engine INFO: Epoch: [1] [1800/7329] learning_rate: 0.000100 loss_class: 0.847743 loss_bbox: 0.215589 loss_giou: 0.557713 loss_class_aux: 5.154407 loss_bbox_aux: 1.418542 loss_giou_aux: 3.604294 loss_class_dn: 0.474456 loss_bbox_dn: 0.305872 loss_giou_dn: 0.637776 loss_class_aux_dn: 2.401035 loss_bbox_aux_dn: 1.718017 loss_giou_aux_dn: 3.537261 loss: 21.594248 eta: 2 days, 21:46:14 batch_cost: 0.4277 data_cost: 0.0013 ips: 9.3522 images/s [04/14 07:56:40] ppdet.engine INFO: Epoch: [1] [1900/7329] learning_rate: 0.000100 loss_class: 0.822749 loss_bbox: 0.249047 loss_giou: 0.636814 loss_class_aux: 5.212869 loss_bbox_aux: 1.602830 loss_giou_aux: 4.069827 loss_class_dn: 0.470361 loss_bbox_dn: 0.365257 loss_giou_dn: 0.695344 loss_class_aux_dn: 2.419399 loss_bbox_aux_dn: 2.001049 loss_giou_aux_dn: 3.837616 loss: 23.313137 eta: 2 days, 21:56:42 batch_cost: 0.4500 data_cost: 0.0013 ips: 8.8886 images/s [04/14 07:57:19] ppdet.engine INFO: Epoch: [1] [2000/7329] learning_rate: 0.000100 loss_class: 0.739100 loss_bbox: 0.238495 loss_giou: 0.619751 loss_class_aux: 4.746536 loss_bbox_aux: 1.596937 loss_giou_aux: 3.969479 loss_class_dn: 0.469022 loss_bbox_dn: 0.344802 loss_giou_dn: 0.713007 loss_class_aux_dn: 2.363109 loss_bbox_aux_dn: 1.866746 loss_giou_aux_dn: 3.777283 loss: 22.330948 eta: 2 days, 21:54:50 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3498 images/s [04/14 07:57:59] ppdet.engine INFO: Epoch: [1] [2100/7329] learning_rate: 0.000100 loss_class: 0.784976 loss_bbox: 0.204914 loss_giou: 0.574403 loss_class_aux: 4.975100 loss_bbox_aux: 1.351583 loss_giou_aux: 3.600202 loss_class_dn: 0.452032 loss_bbox_dn: 0.293994 loss_giou_dn: 0.675131 loss_class_aux_dn: 2.273398 loss_bbox_aux_dn: 1.673690 loss_giou_aux_dn: 3.625184 loss: 21.440546 eta: 2 days, 21:53:29 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2197 images/s [04/14 07:58:38] ppdet.engine INFO: Epoch: [1] [2200/7329] learning_rate: 0.000100 loss_class: 0.741968 loss_bbox: 0.216635 loss_giou: 0.483421 loss_class_aux: 4.687713 loss_bbox_aux: 1.489407 loss_giou_aux: 3.112694 loss_class_dn: 0.417691 loss_bbox_dn: 0.362979 loss_giou_dn: 0.534346 loss_class_aux_dn: 2.048081 loss_bbox_aux_dn: 1.982754 loss_giou_aux_dn: 2.965685 loss: 19.762321 eta: 2 days, 21:51:39 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3540 images/s [04/14 07:59:17] ppdet.engine INFO: Epoch: [1] [2300/7329] learning_rate: 0.000100 loss_class: 0.767779 loss_bbox: 0.221760 loss_giou: 0.467344 loss_class_aux: 4.822520 loss_bbox_aux: 1.506658 loss_giou_aux: 3.126454 loss_class_dn: 0.440843 loss_bbox_dn: 0.349764 loss_giou_dn: 0.602801 loss_class_aux_dn: 2.225173 loss_bbox_aux_dn: 1.855820 loss_giou_aux_dn: 3.229305 loss: 20.425301 eta: 2 days, 21:49:43 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3884 images/s [04/14 07:59:56] ppdet.engine INFO: Epoch: [1] [2400/7329] learning_rate: 0.000100 loss_class: 0.838988 loss_bbox: 0.221524 loss_giou: 0.557661 loss_class_aux: 5.148946 loss_bbox_aux: 1.487311 loss_giou_aux: 3.552542 loss_class_dn: 0.468346 loss_bbox_dn: 0.342471 loss_giou_dn: 0.598628 loss_class_aux_dn: 2.350744 loss_bbox_aux_dn: 1.872052 loss_giou_aux_dn: 3.373619 loss: 21.262688 eta: 2 days, 21:48:34 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1838 images/s [04/14 08:00:36] ppdet.engine INFO: Epoch: [1] [2500/7329] learning_rate: 0.000100 loss_class: 0.719857 loss_bbox: 0.193186 loss_giou: 0.535778 loss_class_aux: 4.730745 loss_bbox_aux: 1.361249 loss_giou_aux: 3.443347 loss_class_dn: 0.441182 loss_bbox_dn: 0.329344 loss_giou_dn: 0.648797 loss_class_aux_dn: 2.264038 loss_bbox_aux_dn: 1.773489 loss_giou_aux_dn: 3.428929 loss: 20.965725 eta: 2 days, 21:47:04 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2803 images/s [04/14 08:01:15] ppdet.engine INFO: Epoch: [1] [2600/7329] learning_rate: 0.000100 loss_class: 0.755322 loss_bbox: 0.204268 loss_giou: 0.506477 loss_class_aux: 4.895600 loss_bbox_aux: 1.344965 loss_giou_aux: 3.354282 loss_class_dn: 0.447669 loss_bbox_dn: 0.321578 loss_giou_dn: 0.603348 loss_class_aux_dn: 2.213700 loss_bbox_aux_dn: 1.712273 loss_giou_aux_dn: 3.294201 loss: 20.166561 eta: 2 days, 21:45:36 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2749 images/s [04/14 08:01:55] ppdet.engine INFO: Epoch: [1] [2700/7329] learning_rate: 0.000100 loss_class: 0.725103 loss_bbox: 0.198626 loss_giou: 0.431699 loss_class_aux: 5.044091 loss_bbox_aux: 1.327783 loss_giou_aux: 2.778186 loss_class_dn: 0.404952 loss_bbox_dn: 0.330973 loss_giou_dn: 0.535104 loss_class_aux_dn: 2.045543 loss_bbox_aux_dn: 1.811722 loss_giou_aux_dn: 2.907923 loss: 18.539419 eta: 2 days, 21:44:48 batch_cost: 0.3603 data_cost: 0.0014 ips: 11.1034 images/s [04/14 08:02:35] ppdet.engine INFO: Epoch: [1] [2800/7329] learning_rate: 0.000100 loss_class: 0.841628 loss_bbox: 0.252250 loss_giou: 0.698350 loss_class_aux: 5.249139 loss_bbox_aux: 1.693741 loss_giou_aux: 4.431320 loss_class_dn: 0.509755 loss_bbox_dn: 0.357801 loss_giou_dn: 0.800428 loss_class_aux_dn: 2.574267 loss_bbox_aux_dn: 1.878160 loss_giou_aux_dn: 4.341964 loss: 24.537163 eta: 2 days, 21:44:32 batch_cost: 0.3650 data_cost: 0.0012 ips: 10.9602 images/s [04/14 08:03:15] ppdet.engine INFO: Epoch: [1] [2900/7329] learning_rate: 0.000100 loss_class: 0.755351 loss_bbox: 0.175093 loss_giou: 0.517362 loss_class_aux: 4.817177 loss_bbox_aux: 1.225589 loss_giou_aux: 3.349720 loss_class_dn: 0.412129 loss_bbox_dn: 0.281352 loss_giou_dn: 0.561487 loss_class_aux_dn: 2.078825 loss_bbox_aux_dn: 1.557783 loss_giou_aux_dn: 3.028752 loss: 18.275208 eta: 2 days, 21:43:25 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1876 images/s [04/14 08:04:00] ppdet.engine INFO: Epoch: [1] [3000/7329] learning_rate: 0.000100 loss_class: 0.701675 loss_bbox: 0.220443 loss_giou: 0.467235 loss_class_aux: 4.481331 loss_bbox_aux: 1.464367 loss_giou_aux: 3.074654 loss_class_dn: 0.385556 loss_bbox_dn: 0.337255 loss_giou_dn: 0.540029 loss_class_aux_dn: 1.981848 loss_bbox_aux_dn: 1.757177 loss_giou_aux_dn: 2.853178 loss: 18.844158 eta: 2 days, 21:49:02 batch_cost: 0.4177 data_cost: 0.0012 ips: 9.5774 images/s [04/14 08:05:04] ppdet.engine INFO: Epoch: [1] [3100/7329] learning_rate: 0.000100 loss_class: 0.716588 loss_bbox: 0.190326 loss_giou: 0.572381 loss_class_aux: 4.635486 loss_bbox_aux: 1.246324 loss_giou_aux: 3.770925 loss_class_dn: 0.454766 loss_bbox_dn: 0.295775 loss_giou_dn: 0.681944 loss_class_aux_dn: 2.284996 loss_bbox_aux_dn: 1.580823 loss_giou_aux_dn: 3.590794 loss: 19.985817 eta: 2 days, 22:14:32 batch_cost: 0.5983 data_cost: 0.0015 ips: 6.6860 images/s [04/14 08:05:43] ppdet.engine INFO: Epoch: [1] [3200/7329] learning_rate: 0.000100 loss_class: 0.767241 loss_bbox: 0.231563 loss_giou: 0.502222 loss_class_aux: 4.958799 loss_bbox_aux: 1.512451 loss_giou_aux: 3.345844 loss_class_dn: 0.453034 loss_bbox_dn: 0.376901 loss_giou_dn: 0.611856 loss_class_aux_dn: 2.301407 loss_bbox_aux_dn: 2.056211 loss_giou_aux_dn: 3.352922 loss: 21.347305 eta: 2 days, 22:12:44 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3030 images/s [04/14 08:06:23] ppdet.engine INFO: Epoch: [1] [3300/7329] learning_rate: 0.000100 loss_class: 0.677882 loss_bbox: 0.189489 loss_giou: 0.456710 loss_class_aux: 4.561211 loss_bbox_aux: 1.275809 loss_giou_aux: 2.988749 loss_class_dn: 0.402551 loss_bbox_dn: 0.293907 loss_giou_dn: 0.553140 loss_class_aux_dn: 2.106402 loss_bbox_aux_dn: 1.595168 loss_giou_aux_dn: 3.045924 loss: 18.581438 eta: 2 days, 22:11:16 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2093 images/s [04/14 08:07:02] ppdet.engine INFO: Epoch: [1] [3400/7329] learning_rate: 0.000100 loss_class: 0.751332 loss_bbox: 0.197987 loss_giou: 0.591658 loss_class_aux: 4.903524 loss_bbox_aux: 1.289400 loss_giou_aux: 3.702945 loss_class_dn: 0.443224 loss_bbox_dn: 0.301507 loss_giou_dn: 0.690093 loss_class_aux_dn: 2.167107 loss_bbox_aux_dn: 1.719755 loss_giou_aux_dn: 3.765898 loss: 20.845886 eta: 2 days, 22:09:41 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2490 images/s [04/14 08:07:41] ppdet.engine INFO: Epoch: [1] [3500/7329] learning_rate: 0.000100 loss_class: 0.806973 loss_bbox: 0.217459 loss_giou: 0.567051 loss_class_aux: 5.328362 loss_bbox_aux: 1.391719 loss_giou_aux: 3.754382 loss_class_dn: 0.459154 loss_bbox_dn: 0.368627 loss_giou_dn: 0.663755 loss_class_aux_dn: 2.359026 loss_bbox_aux_dn: 1.994869 loss_giou_aux_dn: 3.541485 loss: 21.556896 eta: 2 days, 22:07:50 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3338 images/s [04/14 08:08:20] ppdet.engine INFO: Epoch: [1] [3600/7329] learning_rate: 0.000100 loss_class: 0.761714 loss_bbox: 0.219456 loss_giou: 0.569986 loss_class_aux: 4.898635 loss_bbox_aux: 1.424858 loss_giou_aux: 3.727390 loss_class_dn: 0.473468 loss_bbox_dn: 0.308913 loss_giou_dn: 0.622774 loss_class_aux_dn: 2.312412 loss_bbox_aux_dn: 1.719265 loss_giou_aux_dn: 3.339110 loss: 21.576275 eta: 2 days, 22:06:04 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3199 images/s [04/14 08:09:00] ppdet.engine INFO: Epoch: [1] [3700/7329] learning_rate: 0.000100 loss_class: 0.754533 loss_bbox: 0.203536 loss_giou: 0.653714 loss_class_aux: 4.911957 loss_bbox_aux: 1.351168 loss_giou_aux: 4.209411 loss_class_dn: 0.433440 loss_bbox_dn: 0.312154 loss_giou_dn: 0.673412 loss_class_aux_dn: 2.270258 loss_bbox_aux_dn: 1.718287 loss_giou_aux_dn: 3.574632 loss: 21.268829 eta: 2 days, 22:04:23 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2955 images/s [04/14 08:09:39] ppdet.engine INFO: Epoch: [1] [3800/7329] learning_rate: 0.000100 loss_class: 0.745963 loss_bbox: 0.198570 loss_giou: 0.454150 loss_class_aux: 4.531399 loss_bbox_aux: 1.281118 loss_giou_aux: 2.990698 loss_class_dn: 0.388130 loss_bbox_dn: 0.301042 loss_giou_dn: 0.537478 loss_class_aux_dn: 1.970073 loss_bbox_aux_dn: 1.725651 loss_giou_aux_dn: 2.872281 loss: 18.170298 eta: 2 days, 22:02:51 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2584 images/s [04/14 08:10:19] ppdet.engine INFO: Epoch: [1] [3900/7329] learning_rate: 0.000100 loss_class: 0.806178 loss_bbox: 0.214579 loss_giou: 0.587358 loss_class_aux: 5.154132 loss_bbox_aux: 1.477210 loss_giou_aux: 3.784698 loss_class_dn: 0.467941 loss_bbox_dn: 0.344113 loss_giou_dn: 0.683320 loss_class_aux_dn: 2.387209 loss_bbox_aux_dn: 1.864372 loss_giou_aux_dn: 3.703345 loss: 21.463142 eta: 2 days, 22:01:35 batch_cost: 0.3577 data_cost: 0.0014 ips: 11.1823 images/s [04/14 08:10:58] ppdet.engine INFO: Epoch: [1] [4000/7329] learning_rate: 0.000100 loss_class: 0.712161 loss_bbox: 0.221482 loss_giou: 0.610876 loss_class_aux: 4.736045 loss_bbox_aux: 1.435219 loss_giou_aux: 3.956504 loss_class_dn: 0.446855 loss_bbox_dn: 0.315679 loss_giou_dn: 0.731349 loss_class_aux_dn: 2.302490 loss_bbox_aux_dn: 1.683359 loss_giou_aux_dn: 3.803147 loss: 22.626221 eta: 2 days, 21:59:54 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3108 images/s [04/14 08:11:37] ppdet.engine INFO: Epoch: [1] [4100/7329] learning_rate: 0.000100 loss_class: 0.806357 loss_bbox: 0.225859 loss_giou: 0.522430 loss_class_aux: 5.261847 loss_bbox_aux: 1.436083 loss_giou_aux: 3.436831 loss_class_dn: 0.480320 loss_bbox_dn: 0.353670 loss_giou_dn: 0.626185 loss_class_aux_dn: 2.399917 loss_bbox_aux_dn: 1.920150 loss_giou_aux_dn: 3.462994 loss: 21.736326 eta: 2 days, 21:58:12 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3286 images/s [04/14 08:12:17] ppdet.engine INFO: Epoch: [1] [4200/7329] learning_rate: 0.000100 loss_class: 0.771032 loss_bbox: 0.181875 loss_giou: 0.466662 loss_class_aux: 5.003263 loss_bbox_aux: 1.239417 loss_giou_aux: 3.112135 loss_class_dn: 0.430246 loss_bbox_dn: 0.283609 loss_giou_dn: 0.572474 loss_class_aux_dn: 2.206517 loss_bbox_aux_dn: 1.618995 loss_giou_aux_dn: 3.135148 loss: 19.755161 eta: 2 days, 21:57:00 batch_cost: 0.3581 data_cost: 0.0014 ips: 11.1709 images/s [04/14 08:12:56] ppdet.engine INFO: Epoch: [1] [4300/7329] learning_rate: 0.000100 loss_class: 0.694608 loss_bbox: 0.201956 loss_giou: 0.572944 loss_class_aux: 4.679317 loss_bbox_aux: 1.275033 loss_giou_aux: 3.741358 loss_class_dn: 0.453956 loss_bbox_dn: 0.289823 loss_giou_dn: 0.650579 loss_class_aux_dn: 2.359529 loss_bbox_aux_dn: 1.596233 loss_giou_aux_dn: 3.444206 loss: 20.707870 eta: 2 days, 21:55:21 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3181 images/s [04/14 08:13:35] ppdet.engine INFO: Epoch: [1] [4400/7329] learning_rate: 0.000100 loss_class: 0.699157 loss_bbox: 0.200878 loss_giou: 0.462670 loss_class_aux: 4.679367 loss_bbox_aux: 1.313762 loss_giou_aux: 3.038282 loss_class_dn: 0.398420 loss_bbox_dn: 0.324007 loss_giou_dn: 0.530840 loss_class_aux_dn: 2.030566 loss_bbox_aux_dn: 1.694429 loss_giou_aux_dn: 2.873946 loss: 19.404062 eta: 2 days, 21:54:15 batch_cost: 0.3587 data_cost: 0.0014 ips: 11.1512 images/s [04/14 08:14:15] ppdet.engine INFO: Epoch: [1] [4500/7329] learning_rate: 0.000100 loss_class: 0.676588 loss_bbox: 0.200573 loss_giou: 0.428760 loss_class_aux: 4.333858 loss_bbox_aux: 1.315923 loss_giou_aux: 2.805108 loss_class_dn: 0.380054 loss_bbox_dn: 0.299453 loss_giou_dn: 0.500268 loss_class_aux_dn: 1.997581 loss_bbox_aux_dn: 1.600012 loss_giou_aux_dn: 2.765372 loss: 17.881685 eta: 2 days, 21:52:51 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2489 images/s [04/14 08:14:55] ppdet.engine INFO: Epoch: [1] [4600/7329] learning_rate: 0.000100 loss_class: 0.702290 loss_bbox: 0.192179 loss_giou: 0.387806 loss_class_aux: 4.467679 loss_bbox_aux: 1.262577 loss_giou_aux: 2.602995 loss_class_dn: 0.387611 loss_bbox_dn: 0.327999 loss_giou_dn: 0.484502 loss_class_aux_dn: 2.011665 loss_bbox_aux_dn: 1.784481 loss_giou_aux_dn: 2.688166 loss: 18.131609 eta: 2 days, 21:51:57 batch_cost: 0.3607 data_cost: 0.0014 ips: 11.0909 images/s [04/14 08:15:34] ppdet.engine INFO: Epoch: [1] [4700/7329] learning_rate: 0.000100 loss_class: 0.753770 loss_bbox: 0.191355 loss_giou: 0.501978 loss_class_aux: 4.838349 loss_bbox_aux: 1.342159 loss_giou_aux: 3.317002 loss_class_dn: 0.414838 loss_bbox_dn: 0.290241 loss_giou_dn: 0.587601 loss_class_aux_dn: 2.135261 loss_bbox_aux_dn: 1.610550 loss_giou_aux_dn: 3.159984 loss: 19.362854 eta: 2 days, 21:50:10 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3840 images/s [04/14 08:16:13] ppdet.engine INFO: Epoch: [1] [4800/7329] learning_rate: 0.000100 loss_class: 0.761318 loss_bbox: 0.211802 loss_giou: 0.495248 loss_class_aux: 4.781277 loss_bbox_aux: 1.392740 loss_giou_aux: 3.302215 loss_class_dn: 0.427130 loss_bbox_dn: 0.330297 loss_giou_dn: 0.592586 loss_class_aux_dn: 2.243494 loss_bbox_aux_dn: 1.817034 loss_giou_aux_dn: 3.284988 loss: 19.808445 eta: 2 days, 21:48:44 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2729 images/s [04/14 08:16:53] ppdet.engine INFO: Epoch: [1] [4900/7329] learning_rate: 0.000100 loss_class: 0.780806 loss_bbox: 0.216410 loss_giou: 0.544196 loss_class_aux: 4.911437 loss_bbox_aux: 1.388349 loss_giou_aux: 3.455326 loss_class_dn: 0.465474 loss_bbox_dn: 0.300706 loss_giou_dn: 0.582747 loss_class_aux_dn: 2.424556 loss_bbox_aux_dn: 1.691711 loss_giou_aux_dn: 3.261399 loss: 20.357544 eta: 2 days, 21:47:29 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2176 images/s [04/14 08:17:32] ppdet.engine INFO: Epoch: [1] [5000/7329] learning_rate: 0.000100 loss_class: 0.741982 loss_bbox: 0.187540 loss_giou: 0.455646 loss_class_aux: 4.762781 loss_bbox_aux: 1.243071 loss_giou_aux: 3.059817 loss_class_dn: 0.405258 loss_bbox_dn: 0.303660 loss_giou_dn: 0.535204 loss_class_aux_dn: 2.040700 loss_bbox_aux_dn: 1.671094 loss_giou_aux_dn: 2.988303 loss: 19.323467 eta: 2 days, 21:46:09 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2456 images/s [04/14 08:18:11] ppdet.engine INFO: Epoch: [1] [5100/7329] learning_rate: 0.000100 loss_class: 0.747421 loss_bbox: 0.200044 loss_giou: 0.541381 loss_class_aux: 4.907546 loss_bbox_aux: 1.293104 loss_giou_aux: 3.683721 loss_class_dn: 0.449647 loss_bbox_dn: 0.293592 loss_giou_dn: 0.608031 loss_class_aux_dn: 2.335809 loss_bbox_aux_dn: 1.593953 loss_giou_aux_dn: 3.363734 loss: 20.594574 eta: 2 days, 21:44:34 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3413 images/s [04/14 08:18:50] ppdet.engine INFO: Epoch: [1] [5200/7329] learning_rate: 0.000100 loss_class: 0.818444 loss_bbox: 0.233257 loss_giou: 0.548485 loss_class_aux: 5.152616 loss_bbox_aux: 1.530292 loss_giou_aux: 3.564006 loss_class_dn: 0.489720 loss_bbox_dn: 0.316164 loss_giou_dn: 0.658100 loss_class_aux_dn: 2.410743 loss_bbox_aux_dn: 1.738997 loss_giou_aux_dn: 3.472524 loss: 22.526039 eta: 2 days, 21:43:10 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2769 images/s [04/14 08:19:30] ppdet.engine INFO: Epoch: [1] [5300/7329] learning_rate: 0.000100 loss_class: 0.761514 loss_bbox: 0.207192 loss_giou: 0.521852 loss_class_aux: 4.868887 loss_bbox_aux: 1.383836 loss_giou_aux: 3.350083 loss_class_dn: 0.452839 loss_bbox_dn: 0.311348 loss_giou_dn: 0.572594 loss_class_aux_dn: 2.272703 loss_bbox_aux_dn: 1.730430 loss_giou_aux_dn: 3.040761 loss: 21.197495 eta: 2 days, 21:41:59 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2112 images/s [04/14 08:20:09] ppdet.engine INFO: Epoch: [1] [5400/7329] learning_rate: 0.000100 loss_class: 0.763216 loss_bbox: 0.202439 loss_giou: 0.562662 loss_class_aux: 4.843299 loss_bbox_aux: 1.311250 loss_giou_aux: 3.589904 loss_class_dn: 0.422541 loss_bbox_dn: 0.334745 loss_giou_dn: 0.650991 loss_class_aux_dn: 2.185870 loss_bbox_aux_dn: 1.797070 loss_giou_aux_dn: 3.424348 loss: 20.172840 eta: 2 days, 21:40:08 batch_cost: 0.3494 data_cost: 0.0013 ips: 11.4488 images/s [04/14 08:20:48] ppdet.engine INFO: Epoch: [1] [5500/7329] learning_rate: 0.000100 loss_class: 0.769888 loss_bbox: 0.198711 loss_giou: 0.628994 loss_class_aux: 4.950830 loss_bbox_aux: 1.285737 loss_giou_aux: 3.965415 loss_class_dn: 0.449734 loss_bbox_dn: 0.299752 loss_giou_dn: 0.735564 loss_class_aux_dn: 2.264589 loss_bbox_aux_dn: 1.626708 loss_giou_aux_dn: 3.910907 loss: 22.364904 eta: 2 days, 21:38:45 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2894 images/s [04/14 08:21:27] ppdet.engine INFO: Epoch: [1] [5600/7329] learning_rate: 0.000100 loss_class: 0.734616 loss_bbox: 0.190748 loss_giou: 0.543040 loss_class_aux: 4.797793 loss_bbox_aux: 1.221714 loss_giou_aux: 3.583539 loss_class_dn: 0.434347 loss_bbox_dn: 0.318468 loss_giou_dn: 0.609847 loss_class_aux_dn: 2.209228 loss_bbox_aux_dn: 1.696958 loss_giou_aux_dn: 3.290895 loss: 20.318857 eta: 2 days, 21:37:32 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2288 images/s [04/14 08:22:07] ppdet.engine INFO: Epoch: [1] [5700/7329] learning_rate: 0.000100 loss_class: 0.774393 loss_bbox: 0.189290 loss_giou: 0.547883 loss_class_aux: 4.936558 loss_bbox_aux: 1.306938 loss_giou_aux: 3.614098 loss_class_dn: 0.443714 loss_bbox_dn: 0.310909 loss_giou_dn: 0.628833 loss_class_aux_dn: 2.253044 loss_bbox_aux_dn: 1.680885 loss_giou_aux_dn: 3.437824 loss: 20.601562 eta: 2 days, 21:36:14 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2692 images/s [04/14 08:22:46] ppdet.engine INFO: Epoch: [1] [5800/7329] learning_rate: 0.000100 loss_class: 0.794480 loss_bbox: 0.193290 loss_giou: 0.464696 loss_class_aux: 5.240895 loss_bbox_aux: 1.342640 loss_giou_aux: 2.968685 loss_class_dn: 0.419910 loss_bbox_dn: 0.330745 loss_giou_dn: 0.583779 loss_class_aux_dn: 2.184568 loss_bbox_aux_dn: 1.760331 loss_giou_aux_dn: 3.166818 loss: 19.846605 eta: 2 days, 21:34:49 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3093 images/s [04/14 08:23:25] ppdet.engine INFO: Epoch: [1] [5900/7329] learning_rate: 0.000100 loss_class: 0.704809 loss_bbox: 0.178997 loss_giou: 0.495540 loss_class_aux: 4.534925 loss_bbox_aux: 1.261989 loss_giou_aux: 3.122957 loss_class_dn: 0.419693 loss_bbox_dn: 0.290136 loss_giou_dn: 0.581198 loss_class_aux_dn: 2.119997 loss_bbox_aux_dn: 1.624605 loss_giou_aux_dn: 3.261153 loss: 19.808002 eta: 2 days, 21:33:28 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2930 images/s [04/14 08:24:04] ppdet.engine INFO: Epoch: [1] [6000/7329] learning_rate: 0.000100 loss_class: 0.693567 loss_bbox: 0.182944 loss_giou: 0.449110 loss_class_aux: 4.536050 loss_bbox_aux: 1.179250 loss_giou_aux: 2.922297 loss_class_dn: 0.410040 loss_bbox_dn: 0.270873 loss_giou_dn: 0.539124 loss_class_aux_dn: 2.076869 loss_bbox_aux_dn: 1.482520 loss_giou_aux_dn: 2.940065 loss: 19.027962 eta: 2 days, 21:32:12 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2642 images/s [04/14 08:24:43] ppdet.engine INFO: Epoch: [1] [6100/7329] learning_rate: 0.000100 loss_class: 0.845479 loss_bbox: 0.214040 loss_giou: 0.634852 loss_class_aux: 5.159995 loss_bbox_aux: 1.371766 loss_giou_aux: 4.072281 loss_class_dn: 0.470735 loss_bbox_dn: 0.307952 loss_giou_dn: 0.701798 loss_class_aux_dn: 2.323462 loss_bbox_aux_dn: 1.665221 loss_giou_aux_dn: 3.690433 loss: 21.575916 eta: 2 days, 21:30:34 batch_cost: 0.3506 data_cost: 0.0015 ips: 11.4085 images/s [04/14 08:25:22] ppdet.engine INFO: Epoch: [1] [6200/7329] learning_rate: 0.000100 loss_class: 0.689581 loss_bbox: 0.187112 loss_giou: 0.453020 loss_class_aux: 4.371920 loss_bbox_aux: 1.186824 loss_giou_aux: 3.030803 loss_class_dn: 0.395511 loss_bbox_dn: 0.305509 loss_giou_dn: 0.486173 loss_class_aux_dn: 2.028995 loss_bbox_aux_dn: 1.640768 loss_giou_aux_dn: 2.671571 loss: 17.948978 eta: 2 days, 21:29:12 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3114 images/s [04/14 08:26:02] ppdet.engine INFO: Epoch: [1] [6300/7329] learning_rate: 0.000100 loss_class: 0.743703 loss_bbox: 0.178557 loss_giou: 0.545176 loss_class_aux: 4.639590 loss_bbox_aux: 1.191654 loss_giou_aux: 3.485349 loss_class_dn: 0.416479 loss_bbox_dn: 0.296058 loss_giou_dn: 0.607128 loss_class_aux_dn: 2.229703 loss_bbox_aux_dn: 1.607446 loss_giou_aux_dn: 3.352416 loss: 20.280575 eta: 2 days, 21:28:03 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2356 images/s [04/14 08:26:41] ppdet.engine INFO: Epoch: [1] [6400/7329] learning_rate: 0.000100 loss_class: 0.787229 loss_bbox: 0.191537 loss_giou: 0.548388 loss_class_aux: 4.880917 loss_bbox_aux: 1.275110 loss_giou_aux: 3.413306 loss_class_dn: 0.421747 loss_bbox_dn: 0.301199 loss_giou_dn: 0.595690 loss_class_aux_dn: 2.143199 loss_bbox_aux_dn: 1.657296 loss_giou_aux_dn: 3.153330 loss: 19.867800 eta: 2 days, 21:26:48 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2749 images/s [04/14 08:27:20] ppdet.engine INFO: Epoch: [1] [6500/7329] learning_rate: 0.000100 loss_class: 0.768204 loss_bbox: 0.206350 loss_giou: 0.477084 loss_class_aux: 4.945671 loss_bbox_aux: 1.404253 loss_giou_aux: 3.047885 loss_class_dn: 0.440346 loss_bbox_dn: 0.314809 loss_giou_dn: 0.553140 loss_class_aux_dn: 2.233221 loss_bbox_aux_dn: 1.811842 loss_giou_aux_dn: 2.966661 loss: 20.150846 eta: 2 days, 21:25:31 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2907 images/s [04/14 08:28:00] ppdet.engine INFO: Epoch: [1] [6600/7329] learning_rate: 0.000100 loss_class: 0.696334 loss_bbox: 0.190493 loss_giou: 0.437405 loss_class_aux: 4.560628 loss_bbox_aux: 1.294931 loss_giou_aux: 2.854776 loss_class_dn: 0.406941 loss_bbox_dn: 0.268135 loss_giou_dn: 0.504762 loss_class_aux_dn: 2.039337 loss_bbox_aux_dn: 1.509423 loss_giou_aux_dn: 2.742937 loss: 18.811895 eta: 2 days, 21:24:18 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2730 images/s [04/14 08:28:39] ppdet.engine INFO: Epoch: [1] [6700/7329] learning_rate: 0.000100 loss_class: 0.746219 loss_bbox: 0.187842 loss_giou: 0.511418 loss_class_aux: 4.780186 loss_bbox_aux: 1.195314 loss_giou_aux: 3.228930 loss_class_dn: 0.406591 loss_bbox_dn: 0.286221 loss_giou_dn: 0.597678 loss_class_aux_dn: 2.096854 loss_bbox_aux_dn: 1.579430 loss_giou_aux_dn: 3.226489 loss: 19.482241 eta: 2 days, 21:23:21 batch_cost: 0.3580 data_cost: 0.0015 ips: 11.1735 images/s [04/14 08:29:19] ppdet.engine INFO: Epoch: [1] [6800/7329] learning_rate: 0.000100 loss_class: 0.661561 loss_bbox: 0.185027 loss_giou: 0.661596 loss_class_aux: 4.342843 loss_bbox_aux: 1.249098 loss_giou_aux: 4.128066 loss_class_dn: 0.431588 loss_bbox_dn: 0.265804 loss_giou_dn: 0.674577 loss_class_aux_dn: 2.207034 loss_bbox_aux_dn: 1.459679 loss_giou_aux_dn: 3.573096 loss: 20.116709 eta: 2 days, 21:22:16 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2209 images/s [04/14 08:29:58] ppdet.engine INFO: Epoch: [1] [6900/7329] learning_rate: 0.000100 loss_class: 0.713126 loss_bbox: 0.177939 loss_giou: 0.484085 loss_class_aux: 4.700116 loss_bbox_aux: 1.225161 loss_giou_aux: 3.113973 loss_class_dn: 0.399183 loss_bbox_dn: 0.280511 loss_giou_dn: 0.545767 loss_class_aux_dn: 2.114982 loss_bbox_aux_dn: 1.547921 loss_giou_aux_dn: 2.974386 loss: 18.961609 eta: 2 days, 21:21:07 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2537 images/s [04/14 08:30:37] ppdet.engine INFO: Epoch: [1] [7000/7329] learning_rate: 0.000100 loss_class: 0.759047 loss_bbox: 0.214883 loss_giou: 0.577325 loss_class_aux: 5.019858 loss_bbox_aux: 1.374500 loss_giou_aux: 3.885337 loss_class_dn: 0.426473 loss_bbox_dn: 0.296928 loss_giou_dn: 0.668376 loss_class_aux_dn: 2.203842 loss_bbox_aux_dn: 1.639801 loss_giou_aux_dn: 3.562926 loss: 20.833982 eta: 2 days, 21:19:52 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2940 images/s [04/14 08:31:17] ppdet.engine INFO: Epoch: [1] [7100/7329] learning_rate: 0.000100 loss_class: 0.721125 loss_bbox: 0.184949 loss_giou: 0.495952 loss_class_aux: 4.801929 loss_bbox_aux: 1.181001 loss_giou_aux: 3.243600 loss_class_dn: 0.400003 loss_bbox_dn: 0.287059 loss_giou_dn: 0.574596 loss_class_aux_dn: 2.128144 loss_bbox_aux_dn: 1.598238 loss_giou_aux_dn: 3.142428 loss: 18.792452 eta: 2 days, 21:18:50 batch_cost: 0.3568 data_cost: 0.0015 ips: 11.2120 images/s [04/14 08:31:56] ppdet.engine INFO: Epoch: [1] [7200/7329] learning_rate: 0.000100 loss_class: 0.746003 loss_bbox: 0.208075 loss_giou: 0.547533 loss_class_aux: 5.064324 loss_bbox_aux: 1.358890 loss_giou_aux: 3.463581 loss_class_dn: 0.445272 loss_bbox_dn: 0.309575 loss_giou_dn: 0.592604 loss_class_aux_dn: 2.330933 loss_bbox_aux_dn: 1.723420 loss_giou_aux_dn: 3.251578 loss: 21.373928 eta: 2 days, 21:17:30 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3396 images/s [04/14 08:32:35] ppdet.engine INFO: Epoch: [1] [7300/7329] learning_rate: 0.000100 loss_class: 0.650914 loss_bbox: 0.170631 loss_giou: 0.478178 loss_class_aux: 4.224300 loss_bbox_aux: 1.155749 loss_giou_aux: 3.095409 loss_class_dn: 0.381054 loss_bbox_dn: 0.236011 loss_giou_dn: 0.522980 loss_class_aux_dn: 1.948367 loss_bbox_aux_dn: 1.324653 loss_giou_aux_dn: 2.871217 loss: 17.264782 eta: 2 days, 21:16:18 batch_cost: 0.3545 data_cost: 0.0015 ips: 11.2829 images/s [04/14 08:32:49] ppdet.engine INFO: Eval iter: 0 [04/14 08:33:02] ppdet.engine INFO: Eval iter: 100 [04/14 08:33:14] ppdet.engine INFO: Eval iter: 200 [04/14 08:33:27] ppdet.engine INFO: Eval iter: 300 [04/14 08:33:40] ppdet.engine INFO: Eval iter: 400 [04/14 08:33:51] ppdet.engine INFO: Eval iter: 500 [04/14 08:34:04] ppdet.engine INFO: Eval iter: 600 [04/14 08:34:26] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.96s) creating index... index created! [04/14 08:34:27] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.84s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.91s). Accumulating evaluation results... DONE (t=14.57s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.412 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.445 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.224 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.454 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.583 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.343 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.417 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.858 [04/14 08:36:08] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.83476365194829 [04/14 08:36:08] ppdet.engine INFO: Best test bbox ap is 0.412. [04/14 08:36:10] ppdet.engine INFO: Epoch: [2] [ 0/7329] learning_rate: 0.000100 loss_class: 0.634801 loss_bbox: 0.169545 loss_giou: 0.494320 loss_class_aux: 4.178466 loss_bbox_aux: 1.168448 loss_giou_aux: 3.235369 loss_class_dn: 0.383334 loss_bbox_dn: 0.243806 loss_giou_dn: 0.555981 loss_class_aux_dn: 2.015960 loss_bbox_aux_dn: 1.365469 loss_giou_aux_dn: 2.999438 loss: 17.502350 eta: 2 days, 21:15:45 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3388 images/s [04/14 08:36:50] ppdet.engine INFO: Epoch: [2] [ 100/7329] learning_rate: 0.000100 loss_class: 0.848820 loss_bbox: 0.223927 loss_giou: 0.553356 loss_class_aux: 5.558131 loss_bbox_aux: 1.471652 loss_giou_aux: 3.679165 loss_class_dn: 0.492665 loss_bbox_dn: 0.346818 loss_giou_dn: 0.649519 loss_class_aux_dn: 2.541803 loss_bbox_aux_dn: 1.939097 loss_giou_aux_dn: 3.372394 loss: 21.866127 eta: 2 days, 21:14:39 batch_cost: 0.3556 data_cost: 0.0009 ips: 11.2501 images/s [04/14 08:37:29] ppdet.engine INFO: Epoch: [2] [ 200/7329] learning_rate: 0.000100 loss_class: 0.660345 loss_bbox: 0.168754 loss_giou: 0.407845 loss_class_aux: 4.356900 loss_bbox_aux: 1.144028 loss_giou_aux: 2.624756 loss_class_dn: 0.362554 loss_bbox_dn: 0.297897 loss_giou_dn: 0.520387 loss_class_aux_dn: 1.903249 loss_bbox_aux_dn: 1.650269 loss_giou_aux_dn: 2.810775 loss: 17.013432 eta: 2 days, 21:13:15 batch_cost: 0.3516 data_cost: 0.0017 ips: 11.3765 images/s [04/14 08:38:08] ppdet.engine INFO: Epoch: [2] [ 300/7329] learning_rate: 0.000100 loss_class: 0.800452 loss_bbox: 0.210409 loss_giou: 0.594110 loss_class_aux: 5.365817 loss_bbox_aux: 1.391708 loss_giou_aux: 3.715603 loss_class_dn: 0.462979 loss_bbox_dn: 0.336022 loss_giou_dn: 0.661193 loss_class_aux_dn: 2.358391 loss_bbox_aux_dn: 1.839359 loss_giou_aux_dn: 3.514196 loss: 21.066391 eta: 2 days, 21:12:08 batch_cost: 0.3551 data_cost: 0.0018 ips: 11.2638 images/s [04/14 08:38:48] ppdet.engine INFO: Epoch: [2] [ 400/7329] learning_rate: 0.000100 loss_class: 0.762087 loss_bbox: 0.183969 loss_giou: 0.490370 loss_class_aux: 4.771097 loss_bbox_aux: 1.229117 loss_giou_aux: 3.141732 loss_class_dn: 0.405414 loss_bbox_dn: 0.304427 loss_giou_dn: 0.562042 loss_class_aux_dn: 2.054772 loss_bbox_aux_dn: 1.745399 loss_giou_aux_dn: 3.036134 loss: 18.835398 eta: 2 days, 21:11:04 batch_cost: 0.3558 data_cost: 0.0018 ips: 11.2417 images/s [04/14 08:39:28] ppdet.engine INFO: Epoch: [2] [ 500/7329] learning_rate: 0.000100 loss_class: 0.765379 loss_bbox: 0.194804 loss_giou: 0.565333 loss_class_aux: 4.753405 loss_bbox_aux: 1.341206 loss_giou_aux: 3.569543 loss_class_dn: 0.442196 loss_bbox_dn: 0.316564 loss_giou_dn: 0.624385 loss_class_aux_dn: 2.264267 loss_bbox_aux_dn: 1.705633 loss_giou_aux_dn: 3.336796 loss: 21.266132 eta: 2 days, 21:10:27 batch_cost: 0.3614 data_cost: 0.0017 ips: 11.0690 images/s [04/14 08:40:07] ppdet.engine INFO: Epoch: [2] [ 600/7329] learning_rate: 0.000100 loss_class: 0.742218 loss_bbox: 0.196442 loss_giou: 0.509991 loss_class_aux: 4.826225 loss_bbox_aux: 1.328257 loss_giou_aux: 3.236314 loss_class_dn: 0.407174 loss_bbox_dn: 0.301157 loss_giou_dn: 0.582569 loss_class_aux_dn: 2.120919 loss_bbox_aux_dn: 1.631134 loss_giou_aux_dn: 3.111011 loss: 19.257442 eta: 2 days, 21:09:22 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2550 images/s [04/14 08:40:47] ppdet.engine INFO: Epoch: [2] [ 700/7329] learning_rate: 0.000100 loss_class: 0.635765 loss_bbox: 0.201400 loss_giou: 0.397653 loss_class_aux: 4.042439 loss_bbox_aux: 1.264800 loss_giou_aux: 2.547802 loss_class_dn: 0.337518 loss_bbox_dn: 0.290221 loss_giou_dn: 0.455994 loss_class_aux_dn: 1.747091 loss_bbox_aux_dn: 1.650170 loss_giou_aux_dn: 2.487533 loss: 16.728098 eta: 2 days, 21:08:16 batch_cost: 0.3551 data_cost: 0.0018 ips: 11.2649 images/s [04/14 08:41:27] ppdet.engine INFO: Epoch: [2] [ 800/7329] learning_rate: 0.000100 loss_class: 0.764169 loss_bbox: 0.223281 loss_giou: 0.568245 loss_class_aux: 4.998677 loss_bbox_aux: 1.465011 loss_giou_aux: 3.637547 loss_class_dn: 0.466886 loss_bbox_dn: 0.323179 loss_giou_dn: 0.640567 loss_class_aux_dn: 2.449558 loss_bbox_aux_dn: 1.740848 loss_giou_aux_dn: 3.437816 loss: 21.245720 eta: 2 days, 21:07:12 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2550 images/s [04/14 08:42:06] ppdet.engine INFO: Epoch: [2] [ 900/7329] learning_rate: 0.000100 loss_class: 0.743820 loss_bbox: 0.196659 loss_giou: 0.478003 loss_class_aux: 4.755379 loss_bbox_aux: 1.314801 loss_giou_aux: 3.112749 loss_class_dn: 0.412443 loss_bbox_dn: 0.292190 loss_giou_dn: 0.538006 loss_class_aux_dn: 2.034765 loss_bbox_aux_dn: 1.615269 loss_giou_aux_dn: 2.868594 loss: 18.938469 eta: 2 days, 21:06:09 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2495 images/s [04/14 08:42:45] ppdet.engine INFO: Epoch: [2] [1000/7329] learning_rate: 0.000100 loss_class: 0.719148 loss_bbox: 0.222997 loss_giou: 0.431970 loss_class_aux: 4.681849 loss_bbox_aux: 1.466633 loss_giou_aux: 2.959388 loss_class_dn: 0.424923 loss_bbox_dn: 0.325961 loss_giou_dn: 0.607544 loss_class_aux_dn: 2.148415 loss_bbox_aux_dn: 1.856467 loss_giou_aux_dn: 3.331637 loss: 20.497026 eta: 2 days, 21:04:55 batch_cost: 0.3528 data_cost: 0.0018 ips: 11.3375 images/s [04/14 08:43:25] ppdet.engine INFO: Epoch: [2] [1100/7329] learning_rate: 0.000100 loss_class: 0.715086 loss_bbox: 0.197318 loss_giou: 0.493375 loss_class_aux: 4.499694 loss_bbox_aux: 1.281816 loss_giou_aux: 3.262761 loss_class_dn: 0.422099 loss_bbox_dn: 0.298467 loss_giou_dn: 0.538256 loss_class_aux_dn: 2.175786 loss_bbox_aux_dn: 1.687350 loss_giou_aux_dn: 2.923630 loss: 19.976295 eta: 2 days, 21:03:49 batch_cost: 0.3548 data_cost: 0.0018 ips: 11.2739 images/s [04/14 08:44:04] ppdet.engine INFO: Epoch: [2] [1200/7329] learning_rate: 0.000100 loss_class: 0.667902 loss_bbox: 0.188146 loss_giou: 0.516727 loss_class_aux: 4.475954 loss_bbox_aux: 1.213184 loss_giou_aux: 3.303603 loss_class_dn: 0.411293 loss_bbox_dn: 0.291052 loss_giou_dn: 0.590788 loss_class_aux_dn: 2.148907 loss_bbox_aux_dn: 1.580437 loss_giou_aux_dn: 3.234737 loss: 19.436668 eta: 2 days, 21:02:47 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2518 images/s [04/14 08:44:44] ppdet.engine INFO: Epoch: [2] [1300/7329] learning_rate: 0.000100 loss_class: 0.753676 loss_bbox: 0.195560 loss_giou: 0.497201 loss_class_aux: 4.914953 loss_bbox_aux: 1.324369 loss_giou_aux: 3.180690 loss_class_dn: 0.425233 loss_bbox_dn: 0.271325 loss_giou_dn: 0.573652 loss_class_aux_dn: 2.221933 loss_bbox_aux_dn: 1.512631 loss_giou_aux_dn: 3.070657 loss: 19.402746 eta: 2 days, 21:01:49 batch_cost: 0.3563 data_cost: 0.0018 ips: 11.2273 images/s [04/14 08:45:24] ppdet.engine INFO: Epoch: [2] [1400/7329] learning_rate: 0.000100 loss_class: 0.744137 loss_bbox: 0.203618 loss_giou: 0.464476 loss_class_aux: 4.730619 loss_bbox_aux: 1.333813 loss_giou_aux: 3.190914 loss_class_dn: 0.410206 loss_bbox_dn: 0.289178 loss_giou_dn: 0.594129 loss_class_aux_dn: 2.099914 loss_bbox_aux_dn: 1.635714 loss_giou_aux_dn: 3.210052 loss: 20.625576 eta: 2 days, 21:00:54 batch_cost: 0.3571 data_cost: 0.0017 ips: 11.2017 images/s [04/14 08:46:03] ppdet.engine INFO: Epoch: [2] [1500/7329] learning_rate: 0.000100 loss_class: 0.682748 loss_bbox: 0.170314 loss_giou: 0.485543 loss_class_aux: 4.471057 loss_bbox_aux: 1.135664 loss_giou_aux: 3.193318 loss_class_dn: 0.394672 loss_bbox_dn: 0.246108 loss_giou_dn: 0.568123 loss_class_aux_dn: 2.031964 loss_bbox_aux_dn: 1.396365 loss_giou_aux_dn: 3.062974 loss: 18.821907 eta: 2 days, 20:59:58 batch_cost: 0.3566 data_cost: 0.0018 ips: 11.2171 images/s [04/14 08:46:43] ppdet.engine INFO: Epoch: [2] [1600/7329] learning_rate: 0.000100 loss_class: 0.654754 loss_bbox: 0.173952 loss_giou: 0.528605 loss_class_aux: 4.520471 loss_bbox_aux: 1.185905 loss_giou_aux: 3.390492 loss_class_dn: 0.397222 loss_bbox_dn: 0.269258 loss_giou_dn: 0.574276 loss_class_aux_dn: 2.024685 loss_bbox_aux_dn: 1.529349 loss_giou_aux_dn: 3.034502 loss: 18.824221 eta: 2 days, 20:58:58 batch_cost: 0.3559 data_cost: 0.0017 ips: 11.2396 images/s [04/14 08:47:23] ppdet.engine INFO: Epoch: [2] [1700/7329] learning_rate: 0.000100 loss_class: 0.637642 loss_bbox: 0.183799 loss_giou: 0.508531 loss_class_aux: 4.369243 loss_bbox_aux: 1.234443 loss_giou_aux: 3.122195 loss_class_dn: 0.402622 loss_bbox_dn: 0.281688 loss_giou_dn: 0.551264 loss_class_aux_dn: 2.105369 loss_bbox_aux_dn: 1.521224 loss_giou_aux_dn: 2.977255 loss: 19.477604 eta: 2 days, 20:57:56 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2683 images/s [04/14 08:48:02] ppdet.engine INFO: Epoch: [2] [1800/7329] learning_rate: 0.000100 loss_class: 0.665302 loss_bbox: 0.197154 loss_giou: 0.575111 loss_class_aux: 4.575472 loss_bbox_aux: 1.241142 loss_giou_aux: 3.670259 loss_class_dn: 0.435214 loss_bbox_dn: 0.274747 loss_giou_dn: 0.620403 loss_class_aux_dn: 2.241382 loss_bbox_aux_dn: 1.471585 loss_giou_aux_dn: 3.331843 loss: 20.529705 eta: 2 days, 20:57:07 batch_cost: 0.3583 data_cost: 0.0017 ips: 11.1631 images/s [04/14 08:48:42] ppdet.engine INFO: Epoch: [2] [1900/7329] learning_rate: 0.000100 loss_class: 0.741836 loss_bbox: 0.187624 loss_giou: 0.535839 loss_class_aux: 4.671103 loss_bbox_aux: 1.214051 loss_giou_aux: 3.466425 loss_class_dn: 0.427956 loss_bbox_dn: 0.310233 loss_giou_dn: 0.601960 loss_class_aux_dn: 2.213009 loss_bbox_aux_dn: 1.676083 loss_giou_aux_dn: 3.164463 loss: 20.198120 eta: 2 days, 20:56:24 batch_cost: 0.3595 data_cost: 0.0016 ips: 11.1257 images/s [04/14 08:49:22] ppdet.engine INFO: Epoch: [2] [2000/7329] learning_rate: 0.000100 loss_class: 0.657765 loss_bbox: 0.176058 loss_giou: 0.456675 loss_class_aux: 4.472334 loss_bbox_aux: 1.212435 loss_giou_aux: 3.037684 loss_class_dn: 0.405350 loss_bbox_dn: 0.287567 loss_giou_dn: 0.566274 loss_class_aux_dn: 2.120422 loss_bbox_aux_dn: 1.540101 loss_giou_aux_dn: 2.966464 loss: 18.494923 eta: 2 days, 20:55:29 batch_cost: 0.3568 data_cost: 0.0017 ips: 11.2120 images/s [04/14 08:50:02] ppdet.engine INFO: Epoch: [2] [2100/7329] learning_rate: 0.000100 loss_class: 0.703682 loss_bbox: 0.189232 loss_giou: 0.475325 loss_class_aux: 4.595790 loss_bbox_aux: 1.253592 loss_giou_aux: 3.134714 loss_class_dn: 0.420226 loss_bbox_dn: 0.275683 loss_giou_dn: 0.586319 loss_class_aux_dn: 2.151030 loss_bbox_aux_dn: 1.537546 loss_giou_aux_dn: 3.120972 loss: 19.855461 eta: 2 days, 20:54:29 batch_cost: 0.3553 data_cost: 0.0018 ips: 11.2593 images/s [04/14 08:50:41] ppdet.engine INFO: Epoch: [2] [2200/7329] learning_rate: 0.000100 loss_class: 0.804668 loss_bbox: 0.193576 loss_giou: 0.665862 loss_class_aux: 4.973932 loss_bbox_aux: 1.316434 loss_giou_aux: 4.290870 loss_class_dn: 0.443000 loss_bbox_dn: 0.273155 loss_giou_dn: 0.717414 loss_class_aux_dn: 2.261242 loss_bbox_aux_dn: 1.460595 loss_giou_aux_dn: 3.766068 loss: 21.259384 eta: 2 days, 20:53:27 batch_cost: 0.3548 data_cost: 0.0017 ips: 11.2738 images/s [04/14 08:51:21] ppdet.engine INFO: Epoch: [2] [2300/7329] learning_rate: 0.000100 loss_class: 0.695020 loss_bbox: 0.186037 loss_giou: 0.444673 loss_class_aux: 4.643278 loss_bbox_aux: 1.326981 loss_giou_aux: 2.997462 loss_class_dn: 0.414708 loss_bbox_dn: 0.310470 loss_giou_dn: 0.560679 loss_class_aux_dn: 2.162687 loss_bbox_aux_dn: 1.700405 loss_giou_aux_dn: 3.015392 loss: 18.654274 eta: 2 days, 20:52:24 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2798 images/s [04/14 08:52:00] ppdet.engine INFO: Epoch: [2] [2400/7329] learning_rate: 0.000100 loss_class: 0.641127 loss_bbox: 0.178759 loss_giou: 0.413782 loss_class_aux: 4.201605 loss_bbox_aux: 1.130946 loss_giou_aux: 2.637718 loss_class_dn: 0.367891 loss_bbox_dn: 0.252514 loss_giou_dn: 0.455651 loss_class_aux_dn: 1.951384 loss_bbox_aux_dn: 1.372191 loss_giou_aux_dn: 2.451349 loss: 16.823593 eta: 2 days, 20:51:28 batch_cost: 0.3561 data_cost: 0.0018 ips: 11.2314 images/s [04/14 08:52:40] ppdet.engine INFO: Epoch: [2] [2500/7329] learning_rate: 0.000100 loss_class: 0.712160 loss_bbox: 0.185848 loss_giou: 0.508188 loss_class_aux: 4.389646 loss_bbox_aux: 1.235331 loss_giou_aux: 3.378615 loss_class_dn: 0.405060 loss_bbox_dn: 0.295669 loss_giou_dn: 0.584332 loss_class_aux_dn: 2.042739 loss_bbox_aux_dn: 1.596385 loss_giou_aux_dn: 3.145756 loss: 19.297939 eta: 2 days, 20:50:30 batch_cost: 0.3556 data_cost: 0.0017 ips: 11.2481 images/s [04/14 08:53:19] ppdet.engine INFO: Epoch: [2] [2600/7329] learning_rate: 0.000100 loss_class: 0.709013 loss_bbox: 0.190602 loss_giou: 0.549900 loss_class_aux: 4.749687 loss_bbox_aux: 1.248335 loss_giou_aux: 3.480278 loss_class_dn: 0.431728 loss_bbox_dn: 0.296263 loss_giou_dn: 0.629502 loss_class_aux_dn: 2.218606 loss_bbox_aux_dn: 1.617605 loss_giou_aux_dn: 3.307750 loss: 20.458298 eta: 2 days, 20:49:25 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3109 images/s [04/14 08:53:59] ppdet.engine INFO: Epoch: [2] [2700/7329] learning_rate: 0.000100 loss_class: 0.663010 loss_bbox: 0.191766 loss_giou: 0.410091 loss_class_aux: 4.486285 loss_bbox_aux: 1.247331 loss_giou_aux: 2.712084 loss_class_dn: 0.371979 loss_bbox_dn: 0.306188 loss_giou_dn: 0.471114 loss_class_aux_dn: 1.875296 loss_bbox_aux_dn: 1.665244 loss_giou_aux_dn: 2.542958 loss: 17.751411 eta: 2 days, 20:48:31 batch_cost: 0.3566 data_cost: 0.0017 ips: 11.2174 images/s [04/14 08:54:39] ppdet.engine INFO: Epoch: [2] [2800/7329] learning_rate: 0.000100 loss_class: 0.694690 loss_bbox: 0.201617 loss_giou: 0.494052 loss_class_aux: 4.497396 loss_bbox_aux: 1.318805 loss_giou_aux: 3.304403 loss_class_dn: 0.424097 loss_bbox_dn: 0.302635 loss_giou_dn: 0.561695 loss_class_aux_dn: 2.158776 loss_bbox_aux_dn: 1.644477 loss_giou_aux_dn: 3.002419 loss: 19.586988 eta: 2 days, 20:47:48 batch_cost: 0.3592 data_cost: 0.0018 ips: 11.1355 images/s [04/14 08:55:18] ppdet.engine INFO: Epoch: [2] [2900/7329] learning_rate: 0.000100 loss_class: 0.710917 loss_bbox: 0.164920 loss_giou: 0.499427 loss_class_aux: 4.608320 loss_bbox_aux: 1.124387 loss_giou_aux: 3.179665 loss_class_dn: 0.395629 loss_bbox_dn: 0.255609 loss_giou_dn: 0.588124 loss_class_aux_dn: 1.975906 loss_bbox_aux_dn: 1.454334 loss_giou_aux_dn: 3.136282 loss: 18.616268 eta: 2 days, 20:46:42 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3224 images/s [04/14 08:55:58] ppdet.engine INFO: Epoch: [2] [3000/7329] learning_rate: 0.000100 loss_class: 0.710205 loss_bbox: 0.197499 loss_giou: 0.567325 loss_class_aux: 4.488436 loss_bbox_aux: 1.386017 loss_giou_aux: 3.593707 loss_class_dn: 0.412688 loss_bbox_dn: 0.288065 loss_giou_dn: 0.653653 loss_class_aux_dn: 2.185558 loss_bbox_aux_dn: 1.588630 loss_giou_aux_dn: 3.465445 loss: 20.199305 eta: 2 days, 20:45:45 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2522 images/s [04/14 08:56:38] ppdet.engine INFO: Epoch: [2] [3100/7329] learning_rate: 0.000100 loss_class: 0.717853 loss_bbox: 0.176139 loss_giou: 0.455905 loss_class_aux: 4.535429 loss_bbox_aux: 1.174295 loss_giou_aux: 3.054677 loss_class_dn: 0.369746 loss_bbox_dn: 0.271372 loss_giou_dn: 0.528582 loss_class_aux_dn: 1.973581 loss_bbox_aux_dn: 1.436735 loss_giou_aux_dn: 2.824912 loss: 17.653164 eta: 2 days, 20:44:53 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2127 images/s [04/14 08:57:17] ppdet.engine INFO: Epoch: [2] [3200/7329] learning_rate: 0.000100 loss_class: 0.637829 loss_bbox: 0.180466 loss_giou: 0.405582 loss_class_aux: 4.301072 loss_bbox_aux: 1.151574 loss_giou_aux: 2.528324 loss_class_dn: 0.375579 loss_bbox_dn: 0.267566 loss_giou_dn: 0.466530 loss_class_aux_dn: 1.922159 loss_bbox_aux_dn: 1.492146 loss_giou_aux_dn: 2.594530 loss: 17.530956 eta: 2 days, 20:43:52 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2861 images/s [04/14 08:57:56] ppdet.engine INFO: Epoch: [2] [3300/7329] learning_rate: 0.000100 loss_class: 0.773418 loss_bbox: 0.201375 loss_giou: 0.572629 loss_class_aux: 5.166676 loss_bbox_aux: 1.391860 loss_giou_aux: 3.634523 loss_class_dn: 0.451008 loss_bbox_dn: 0.304315 loss_giou_dn: 0.657549 loss_class_aux_dn: 2.244624 loss_bbox_aux_dn: 1.654400 loss_giou_aux_dn: 3.470522 loss: 20.950737 eta: 2 days, 20:42:51 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2910 images/s [04/14 08:58:37] ppdet.engine INFO: Epoch: [2] [3400/7329] learning_rate: 0.000100 loss_class: 0.709272 loss_bbox: 0.175041 loss_giou: 0.454403 loss_class_aux: 4.674596 loss_bbox_aux: 1.161111 loss_giou_aux: 2.879970 loss_class_dn: 0.387589 loss_bbox_dn: 0.254137 loss_giou_dn: 0.519005 loss_class_aux_dn: 2.016605 loss_bbox_aux_dn: 1.438077 loss_giou_aux_dn: 2.828232 loss: 17.853102 eta: 2 days, 20:42:13 batch_cost: 0.3605 data_cost: 0.0017 ips: 11.0948 images/s [04/14 08:59:16] ppdet.engine INFO: Epoch: [2] [3500/7329] learning_rate: 0.000100 loss_class: 0.680957 loss_bbox: 0.173285 loss_giou: 0.449622 loss_class_aux: 4.348631 loss_bbox_aux: 1.188300 loss_giou_aux: 2.911280 loss_class_dn: 0.403948 loss_bbox_dn: 0.296879 loss_giou_dn: 0.550750 loss_class_aux_dn: 2.075730 loss_bbox_aux_dn: 1.638298 loss_giou_aux_dn: 2.979179 loss: 18.340939 eta: 2 days, 20:41:12 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2933 images/s [04/14 08:59:56] ppdet.engine INFO: Epoch: [2] [3600/7329] learning_rate: 0.000100 loss_class: 0.685190 loss_bbox: 0.189171 loss_giou: 0.484983 loss_class_aux: 4.477031 loss_bbox_aux: 1.288885 loss_giou_aux: 3.187135 loss_class_dn: 0.393055 loss_bbox_dn: 0.317032 loss_giou_dn: 0.572518 loss_class_aux_dn: 2.063907 loss_bbox_aux_dn: 1.727641 loss_giou_aux_dn: 3.133477 loss: 19.137924 eta: 2 days, 20:40:15 batch_cost: 0.3550 data_cost: 0.0017 ips: 11.2672 images/s [04/14 09:00:35] ppdet.engine INFO: Epoch: [2] [3700/7329] learning_rate: 0.000100 loss_class: 0.647729 loss_bbox: 0.171786 loss_giou: 0.483263 loss_class_aux: 4.404792 loss_bbox_aux: 1.164202 loss_giou_aux: 3.151691 loss_class_dn: 0.382449 loss_bbox_dn: 0.246939 loss_giou_dn: 0.568697 loss_class_aux_dn: 1.993611 loss_bbox_aux_dn: 1.369199 loss_giou_aux_dn: 3.097953 loss: 18.151363 eta: 2 days, 20:39:15 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2895 images/s [04/14 09:01:15] ppdet.engine INFO: Epoch: [2] [3800/7329] learning_rate: 0.000100 loss_class: 0.721559 loss_bbox: 0.182082 loss_giou: 0.496030 loss_class_aux: 4.802087 loss_bbox_aux: 1.212027 loss_giou_aux: 3.269250 loss_class_dn: 0.423475 loss_bbox_dn: 0.262966 loss_giou_dn: 0.569768 loss_class_aux_dn: 2.173581 loss_bbox_aux_dn: 1.421076 loss_giou_aux_dn: 3.071352 loss: 19.509254 eta: 2 days, 20:38:28 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1787 images/s [04/14 09:01:54] ppdet.engine INFO: Epoch: [2] [3900/7329] learning_rate: 0.000100 loss_class: 0.725380 loss_bbox: 0.197867 loss_giou: 0.549302 loss_class_aux: 4.825053 loss_bbox_aux: 1.267983 loss_giou_aux: 3.553670 loss_class_dn: 0.418837 loss_bbox_dn: 0.308726 loss_giou_dn: 0.605709 loss_class_aux_dn: 2.163780 loss_bbox_aux_dn: 1.710536 loss_giou_aux_dn: 3.299786 loss: 19.597378 eta: 2 days, 20:37:29 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2849 images/s [04/14 09:02:34] ppdet.engine INFO: Epoch: [2] [4000/7329] learning_rate: 0.000100 loss_class: 0.751552 loss_bbox: 0.180820 loss_giou: 0.517251 loss_class_aux: 4.934546 loss_bbox_aux: 1.260383 loss_giou_aux: 3.324792 loss_class_dn: 0.396839 loss_bbox_dn: 0.275480 loss_giou_dn: 0.586317 loss_class_aux_dn: 2.018508 loss_bbox_aux_dn: 1.480154 loss_giou_aux_dn: 3.194918 loss: 18.998295 eta: 2 days, 20:36:35 batch_cost: 0.3557 data_cost: 0.0018 ips: 11.2463 images/s [04/14 09:03:13] ppdet.engine INFO: Epoch: [2] [4100/7329] learning_rate: 0.000100 loss_class: 0.729461 loss_bbox: 0.190349 loss_giou: 0.468640 loss_class_aux: 4.763836 loss_bbox_aux: 1.235636 loss_giou_aux: 3.048920 loss_class_dn: 0.380140 loss_bbox_dn: 0.276385 loss_giou_dn: 0.540332 loss_class_aux_dn: 1.979583 loss_bbox_aux_dn: 1.553275 loss_giou_aux_dn: 2.863923 loss: 18.236887 eta: 2 days, 20:35:33 batch_cost: 0.3537 data_cost: 0.0017 ips: 11.3088 images/s [04/14 09:03:53] ppdet.engine INFO: Epoch: [2] [4200/7329] learning_rate: 0.000100 loss_class: 0.736427 loss_bbox: 0.187064 loss_giou: 0.543224 loss_class_aux: 4.786893 loss_bbox_aux: 1.249708 loss_giou_aux: 3.435266 loss_class_dn: 0.420652 loss_bbox_dn: 0.284742 loss_giou_dn: 0.610089 loss_class_aux_dn: 2.199440 loss_bbox_aux_dn: 1.555653 loss_giou_aux_dn: 3.287531 loss: 19.601744 eta: 2 days, 20:34:46 batch_cost: 0.3575 data_cost: 0.0017 ips: 11.1878 images/s [04/14 09:04:33] ppdet.engine INFO: Epoch: [2] [4300/7329] learning_rate: 0.000100 loss_class: 0.714092 loss_bbox: 0.184455 loss_giou: 0.441846 loss_class_aux: 4.853539 loss_bbox_aux: 1.219825 loss_giou_aux: 2.893653 loss_class_dn: 0.413109 loss_bbox_dn: 0.308176 loss_giou_dn: 0.549563 loss_class_aux_dn: 2.171081 loss_bbox_aux_dn: 1.649953 loss_giou_aux_dn: 2.970671 loss: 19.809364 eta: 2 days, 20:33:59 batch_cost: 0.3574 data_cost: 0.0017 ips: 11.1933 images/s [04/14 09:05:12] ppdet.engine INFO: Epoch: [2] [4400/7329] learning_rate: 0.000100 loss_class: 0.691032 loss_bbox: 0.159471 loss_giou: 0.462670 loss_class_aux: 4.515219 loss_bbox_aux: 1.115077 loss_giou_aux: 2.943039 loss_class_dn: 0.379153 loss_bbox_dn: 0.252959 loss_giou_dn: 0.517962 loss_class_aux_dn: 1.973887 loss_bbox_aux_dn: 1.334819 loss_giou_aux_dn: 2.779004 loss: 17.910229 eta: 2 days, 20:33:04 batch_cost: 0.3552 data_cost: 0.0017 ips: 11.2606 images/s [04/14 09:05:52] ppdet.engine INFO: Epoch: [2] [4500/7329] learning_rate: 0.000100 loss_class: 0.738125 loss_bbox: 0.188403 loss_giou: 0.460344 loss_class_aux: 4.770134 loss_bbox_aux: 1.243120 loss_giou_aux: 2.991646 loss_class_dn: 0.416601 loss_bbox_dn: 0.271424 loss_giou_dn: 0.506300 loss_class_aux_dn: 2.133042 loss_bbox_aux_dn: 1.522666 loss_giou_aux_dn: 2.745598 loss: 18.103367 eta: 2 days, 20:32:28 batch_cost: 0.3606 data_cost: 0.0018 ips: 11.0938 images/s [04/14 09:06:32] ppdet.engine INFO: Epoch: [2] [4600/7329] learning_rate: 0.000100 loss_class: 0.770370 loss_bbox: 0.198545 loss_giou: 0.548914 loss_class_aux: 4.990646 loss_bbox_aux: 1.240458 loss_giou_aux: 3.578892 loss_class_dn: 0.462725 loss_bbox_dn: 0.288923 loss_giou_dn: 0.614599 loss_class_aux_dn: 2.353623 loss_bbox_aux_dn: 1.596328 loss_giou_aux_dn: 3.414868 loss: 21.213737 eta: 2 days, 20:31:26 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3215 images/s [04/14 09:07:12] ppdet.engine INFO: Epoch: [2] [4700/7329] learning_rate: 0.000100 loss_class: 0.660867 loss_bbox: 0.182249 loss_giou: 0.498329 loss_class_aux: 4.380430 loss_bbox_aux: 1.205519 loss_giou_aux: 3.208203 loss_class_dn: 0.381531 loss_bbox_dn: 0.258273 loss_giou_dn: 0.532526 loss_class_aux_dn: 2.005898 loss_bbox_aux_dn: 1.474838 loss_giou_aux_dn: 2.903330 loss: 18.250982 eta: 2 days, 20:30:39 batch_cost: 0.3574 data_cost: 0.0018 ips: 11.1923 images/s [04/14 09:07:51] ppdet.engine INFO: Epoch: [2] [4800/7329] learning_rate: 0.000100 loss_class: 0.717462 loss_bbox: 0.212570 loss_giou: 0.499064 loss_class_aux: 4.726189 loss_bbox_aux: 1.473472 loss_giou_aux: 3.192366 loss_class_dn: 0.435577 loss_bbox_dn: 0.313752 loss_giou_dn: 0.560543 loss_class_aux_dn: 2.272322 loss_bbox_aux_dn: 1.668014 loss_giou_aux_dn: 2.984887 loss: 19.252113 eta: 2 days, 20:29:45 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2530 images/s [04/14 09:08:30] ppdet.engine INFO: Epoch: [2] [4900/7329] learning_rate: 0.000100 loss_class: 0.684027 loss_bbox: 0.176126 loss_giou: 0.490194 loss_class_aux: 4.341461 loss_bbox_aux: 1.252478 loss_giou_aux: 3.172982 loss_class_dn: 0.407922 loss_bbox_dn: 0.268818 loss_giou_dn: 0.542358 loss_class_aux_dn: 2.087285 loss_bbox_aux_dn: 1.419371 loss_giou_aux_dn: 2.938693 loss: 18.009907 eta: 2 days, 20:28:38 batch_cost: 0.3516 data_cost: 0.0017 ips: 11.3775 images/s [04/14 09:09:10] ppdet.engine INFO: Epoch: [2] [5000/7329] learning_rate: 0.000100 loss_class: 0.663830 loss_bbox: 0.168788 loss_giou: 0.415862 loss_class_aux: 4.394846 loss_bbox_aux: 1.091352 loss_giou_aux: 2.670099 loss_class_dn: 0.379611 loss_bbox_dn: 0.267437 loss_giou_dn: 0.495110 loss_class_aux_dn: 2.000376 loss_bbox_aux_dn: 1.465451 loss_giou_aux_dn: 2.728198 loss: 18.307461 eta: 2 days, 20:27:44 batch_cost: 0.3551 data_cost: 0.0017 ips: 11.2644 images/s [04/14 09:09:49] ppdet.engine INFO: Epoch: [2] [5100/7329] learning_rate: 0.000100 loss_class: 0.713184 loss_bbox: 0.193306 loss_giou: 0.476763 loss_class_aux: 4.585618 loss_bbox_aux: 1.256512 loss_giou_aux: 3.026012 loss_class_dn: 0.398117 loss_bbox_dn: 0.288014 loss_giou_dn: 0.544257 loss_class_aux_dn: 2.095792 loss_bbox_aux_dn: 1.550057 loss_giou_aux_dn: 2.975098 loss: 19.222355 eta: 2 days, 20:26:47 batch_cost: 0.3544 data_cost: 0.0018 ips: 11.2869 images/s [04/14 09:10:29] ppdet.engine INFO: Epoch: [2] [5200/7329] learning_rate: 0.000100 loss_class: 0.657738 loss_bbox: 0.180017 loss_giou: 0.406761 loss_class_aux: 4.457859 loss_bbox_aux: 1.226175 loss_giou_aux: 2.665057 loss_class_dn: 0.365867 loss_bbox_dn: 0.303974 loss_giou_dn: 0.498416 loss_class_aux_dn: 1.906766 loss_bbox_aux_dn: 1.632313 loss_giou_aux_dn: 2.679816 loss: 16.836300 eta: 2 days, 20:25:46 batch_cost: 0.3530 data_cost: 0.0017 ips: 11.3313 images/s [04/14 09:11:08] ppdet.engine INFO: Epoch: [2] [5300/7329] learning_rate: 0.000100 loss_class: 0.632250 loss_bbox: 0.184253 loss_giou: 0.418227 loss_class_aux: 4.249018 loss_bbox_aux: 1.191269 loss_giou_aux: 2.692190 loss_class_dn: 0.366701 loss_bbox_dn: 0.290145 loss_giou_dn: 0.468893 loss_class_aux_dn: 1.921153 loss_bbox_aux_dn: 1.614708 loss_giou_aux_dn: 2.498011 loss: 16.864132 eta: 2 days, 20:24:37 batch_cost: 0.3508 data_cost: 0.0017 ips: 11.4012 images/s [04/14 09:11:47] ppdet.engine INFO: Epoch: [2] [5400/7329] learning_rate: 0.000100 loss_class: 0.743145 loss_bbox: 0.216069 loss_giou: 0.504575 loss_class_aux: 4.766274 loss_bbox_aux: 1.403150 loss_giou_aux: 3.164063 loss_class_dn: 0.399400 loss_bbox_dn: 0.323026 loss_giou_dn: 0.554802 loss_class_aux_dn: 2.107623 loss_bbox_aux_dn: 1.725113 loss_giou_aux_dn: 2.943709 loss: 19.154661 eta: 2 days, 20:23:38 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3145 images/s [04/14 09:12:27] ppdet.engine INFO: Epoch: [2] [5500/7329] learning_rate: 0.000100 loss_class: 0.710722 loss_bbox: 0.197682 loss_giou: 0.508405 loss_class_aux: 4.702657 loss_bbox_aux: 1.258750 loss_giou_aux: 3.236993 loss_class_dn: 0.391382 loss_bbox_dn: 0.297297 loss_giou_dn: 0.558781 loss_class_aux_dn: 2.009212 loss_bbox_aux_dn: 1.574531 loss_giou_aux_dn: 3.029964 loss: 18.422890 eta: 2 days, 20:22:51 batch_cost: 0.3567 data_cost: 0.0018 ips: 11.2130 images/s [04/14 09:13:06] ppdet.engine INFO: Epoch: [2] [5600/7329] learning_rate: 0.000100 loss_class: 0.780781 loss_bbox: 0.189665 loss_giou: 0.552986 loss_class_aux: 5.204278 loss_bbox_aux: 1.228810 loss_giou_aux: 3.411684 loss_class_dn: 0.462994 loss_bbox_dn: 0.282156 loss_giou_dn: 0.599559 loss_class_aux_dn: 2.417485 loss_bbox_aux_dn: 1.554881 loss_giou_aux_dn: 3.269314 loss: 20.995720 eta: 2 days, 20:21:45 batch_cost: 0.3516 data_cost: 0.0017 ips: 11.3778 images/s [04/14 09:13:45] ppdet.engine INFO: Epoch: [2] [5700/7329] learning_rate: 0.000100 loss_class: 0.677961 loss_bbox: 0.189754 loss_giou: 0.393058 loss_class_aux: 4.443874 loss_bbox_aux: 1.247003 loss_giou_aux: 2.587165 loss_class_dn: 0.387767 loss_bbox_dn: 0.308324 loss_giou_dn: 0.501437 loss_class_aux_dn: 2.019681 loss_bbox_aux_dn: 1.650438 loss_giou_aux_dn: 2.706272 loss: 18.157711 eta: 2 days, 20:20:38 batch_cost: 0.3506 data_cost: 0.0017 ips: 11.4076 images/s [04/14 09:14:25] ppdet.engine INFO: Epoch: [2] [5800/7329] learning_rate: 0.000100 loss_class: 0.778929 loss_bbox: 0.178295 loss_giou: 0.589412 loss_class_aux: 5.069385 loss_bbox_aux: 1.212605 loss_giou_aux: 3.666330 loss_class_dn: 0.422829 loss_bbox_dn: 0.267822 loss_giou_dn: 0.639417 loss_class_aux_dn: 2.199858 loss_bbox_aux_dn: 1.482877 loss_giou_aux_dn: 3.405767 loss: 19.809917 eta: 2 days, 20:20:00 batch_cost: 0.3596 data_cost: 0.0017 ips: 11.1244 images/s [04/14 09:15:05] ppdet.engine INFO: Epoch: [2] [5900/7329] learning_rate: 0.000100 loss_class: 0.666439 loss_bbox: 0.189357 loss_giou: 0.504313 loss_class_aux: 4.520605 loss_bbox_aux: 1.176926 loss_giou_aux: 3.248744 loss_class_dn: 0.421993 loss_bbox_dn: 0.288237 loss_giou_dn: 0.567953 loss_class_aux_dn: 2.192723 loss_bbox_aux_dn: 1.614211 loss_giou_aux_dn: 3.063292 loss: 19.395306 eta: 2 days, 20:19:20 batch_cost: 0.3589 data_cost: 0.0018 ips: 11.1448 images/s [04/14 09:15:44] ppdet.engine INFO: Epoch: [2] [6000/7329] learning_rate: 0.000100 loss_class: 0.725940 loss_bbox: 0.213641 loss_giou: 0.490852 loss_class_aux: 4.716118 loss_bbox_aux: 1.343700 loss_giou_aux: 3.080097 loss_class_dn: 0.406883 loss_bbox_dn: 0.315489 loss_giou_dn: 0.597850 loss_class_aux_dn: 2.123247 loss_bbox_aux_dn: 1.675186 loss_giou_aux_dn: 3.127702 loss: 19.008343 eta: 2 days, 20:18:18 batch_cost: 0.3525 data_cost: 0.0017 ips: 11.3483 images/s [04/14 09:16:23] ppdet.engine INFO: Epoch: [2] [6100/7329] learning_rate: 0.000100 loss_class: 0.658821 loss_bbox: 0.195269 loss_giou: 0.505127 loss_class_aux: 4.360411 loss_bbox_aux: 1.288416 loss_giou_aux: 3.201559 loss_class_dn: 0.400511 loss_bbox_dn: 0.261005 loss_giou_dn: 0.589230 loss_class_aux_dn: 2.084491 loss_bbox_aux_dn: 1.443695 loss_giou_aux_dn: 3.170745 loss: 18.039206 eta: 2 days, 20:17:20 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3199 images/s [04/14 09:17:03] ppdet.engine INFO: Epoch: [2] [6200/7329] learning_rate: 0.000100 loss_class: 0.713575 loss_bbox: 0.194867 loss_giou: 0.500804 loss_class_aux: 4.729219 loss_bbox_aux: 1.282394 loss_giou_aux: 3.353132 loss_class_dn: 0.411342 loss_bbox_dn: 0.286005 loss_giou_dn: 0.580240 loss_class_aux_dn: 2.170129 loss_bbox_aux_dn: 1.558672 loss_giou_aux_dn: 3.035393 loss: 19.443802 eta: 2 days, 20:16:26 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2864 images/s [04/14 09:17:42] ppdet.engine INFO: Epoch: [2] [6300/7329] learning_rate: 0.000100 loss_class: 0.683618 loss_bbox: 0.184964 loss_giou: 0.458772 loss_class_aux: 4.377950 loss_bbox_aux: 1.196842 loss_giou_aux: 3.023733 loss_class_dn: 0.393969 loss_bbox_dn: 0.304833 loss_giou_dn: 0.558383 loss_class_aux_dn: 2.083777 loss_bbox_aux_dn: 1.650215 loss_giou_aux_dn: 3.034904 loss: 18.688641 eta: 2 days, 20:15:41 batch_cost: 0.3571 data_cost: 0.0017 ips: 11.2013 images/s [04/14 09:18:22] ppdet.engine INFO: Epoch: [2] [6400/7329] learning_rate: 0.000100 loss_class: 0.653077 loss_bbox: 0.184586 loss_giou: 0.495496 loss_class_aux: 4.324953 loss_bbox_aux: 1.270277 loss_giou_aux: 3.106409 loss_class_dn: 0.382015 loss_bbox_dn: 0.263595 loss_giou_dn: 0.572630 loss_class_aux_dn: 1.964408 loss_bbox_aux_dn: 1.526029 loss_giou_aux_dn: 2.976807 loss: 18.788872 eta: 2 days, 20:14:45 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2970 images/s [04/14 09:19:02] ppdet.engine INFO: Epoch: [2] [6500/7329] learning_rate: 0.000100 loss_class: 0.624945 loss_bbox: 0.173368 loss_giou: 0.432984 loss_class_aux: 4.149112 loss_bbox_aux: 1.141696 loss_giou_aux: 2.804038 loss_class_dn: 0.363714 loss_bbox_dn: 0.267765 loss_giou_dn: 0.496855 loss_class_aux_dn: 1.881554 loss_bbox_aux_dn: 1.492131 loss_giou_aux_dn: 2.663834 loss: 16.936363 eta: 2 days, 20:13:57 batch_cost: 0.3561 data_cost: 0.0018 ips: 11.2336 images/s [04/14 09:19:41] ppdet.engine INFO: Epoch: [2] [6600/7329] learning_rate: 0.000100 loss_class: 0.698430 loss_bbox: 0.200171 loss_giou: 0.459855 loss_class_aux: 4.639411 loss_bbox_aux: 1.336442 loss_giou_aux: 2.908581 loss_class_dn: 0.405325 loss_bbox_dn: 0.304611 loss_giou_dn: 0.536256 loss_class_aux_dn: 2.117047 loss_bbox_aux_dn: 1.643343 loss_giou_aux_dn: 2.894764 loss: 18.457169 eta: 2 days, 20:12:57 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3502 images/s [04/14 09:20:20] ppdet.engine INFO: Epoch: [2] [6700/7329] learning_rate: 0.000100 loss_class: 0.731269 loss_bbox: 0.180797 loss_giou: 0.453881 loss_class_aux: 4.711032 loss_bbox_aux: 1.278183 loss_giou_aux: 3.008946 loss_class_dn: 0.403617 loss_bbox_dn: 0.265981 loss_giou_dn: 0.529871 loss_class_aux_dn: 2.120020 loss_bbox_aux_dn: 1.455075 loss_giou_aux_dn: 2.871898 loss: 18.578098 eta: 2 days, 20:12:05 batch_cost: 0.3549 data_cost: 0.0017 ips: 11.2704 images/s [04/14 09:21:00] ppdet.engine INFO: Epoch: [2] [6800/7329] learning_rate: 0.000100 loss_class: 0.655304 loss_bbox: 0.179928 loss_giou: 0.405420 loss_class_aux: 4.340130 loss_bbox_aux: 1.161690 loss_giou_aux: 2.716345 loss_class_dn: 0.392117 loss_bbox_dn: 0.296866 loss_giou_dn: 0.476828 loss_class_aux_dn: 2.055353 loss_bbox_aux_dn: 1.543378 loss_giou_aux_dn: 2.610678 loss: 17.714508 eta: 2 days, 20:11:10 batch_cost: 0.3542 data_cost: 0.0018 ips: 11.2945 images/s [04/14 09:21:39] ppdet.engine INFO: Epoch: [2] [6900/7329] learning_rate: 0.000100 loss_class: 0.728037 loss_bbox: 0.182334 loss_giou: 0.528992 loss_class_aux: 4.858391 loss_bbox_aux: 1.209209 loss_giou_aux: 3.381073 loss_class_dn: 0.433513 loss_bbox_dn: 0.266072 loss_giou_dn: 0.580024 loss_class_aux_dn: 2.283539 loss_bbox_aux_dn: 1.504517 loss_giou_aux_dn: 3.216446 loss: 19.332903 eta: 2 days, 20:10:20 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2572 images/s [04/14 09:22:19] ppdet.engine INFO: Epoch: [2] [7000/7329] learning_rate: 0.000100 loss_class: 0.696418 loss_bbox: 0.172275 loss_giou: 0.449220 loss_class_aux: 4.342251 loss_bbox_aux: 1.157237 loss_giou_aux: 2.842752 loss_class_dn: 0.406573 loss_bbox_dn: 0.260322 loss_giou_dn: 0.487928 loss_class_aux_dn: 2.065278 loss_bbox_aux_dn: 1.431029 loss_giou_aux_dn: 2.657029 loss: 17.575869 eta: 2 days, 20:09:38 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1795 images/s [04/14 09:22:58] ppdet.engine INFO: Epoch: [2] [7100/7329] learning_rate: 0.000100 loss_class: 0.678626 loss_bbox: 0.174986 loss_giou: 0.436306 loss_class_aux: 4.408762 loss_bbox_aux: 1.062235 loss_giou_aux: 2.862221 loss_class_dn: 0.378996 loss_bbox_dn: 0.262920 loss_giou_dn: 0.498553 loss_class_aux_dn: 2.005261 loss_bbox_aux_dn: 1.468747 loss_giou_aux_dn: 2.718491 loss: 16.886930 eta: 2 days, 20:08:44 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2973 images/s [04/14 09:23:38] ppdet.engine INFO: Epoch: [2] [7200/7329] learning_rate: 0.000100 loss_class: 0.751894 loss_bbox: 0.187037 loss_giou: 0.511538 loss_class_aux: 5.037766 loss_bbox_aux: 1.234485 loss_giou_aux: 3.401034 loss_class_dn: 0.415295 loss_bbox_dn: 0.302943 loss_giou_dn: 0.618690 loss_class_aux_dn: 2.169679 loss_bbox_aux_dn: 1.646704 loss_giou_aux_dn: 3.307884 loss: 21.238503 eta: 2 days, 20:07:42 batch_cost: 0.3517 data_cost: 0.0018 ips: 11.3732 images/s [04/14 09:24:17] ppdet.engine INFO: Epoch: [2] [7300/7329] learning_rate: 0.000100 loss_class: 0.704333 loss_bbox: 0.171509 loss_giou: 0.372399 loss_class_aux: 4.418074 loss_bbox_aux: 1.175498 loss_giou_aux: 2.489505 loss_class_dn: 0.365719 loss_bbox_dn: 0.275377 loss_giou_dn: 0.474705 loss_class_aux_dn: 1.948791 loss_bbox_aux_dn: 1.523423 loss_giou_aux_dn: 2.583433 loss: 17.542328 eta: 2 days, 20:06:50 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2890 images/s [04/14 09:24:31] ppdet.engine INFO: Eval iter: 0 [04/14 09:24:43] ppdet.engine INFO: Eval iter: 100 [04/14 09:24:56] ppdet.engine INFO: Eval iter: 200 [04/14 09:25:08] ppdet.engine INFO: Eval iter: 300 [04/14 09:25:20] ppdet.engine INFO: Eval iter: 400 [04/14 09:25:32] ppdet.engine INFO: Eval iter: 500 [04/14 09:25:44] ppdet.engine INFO: Eval iter: 600 [04/14 09:26:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.40s) creating index... index created! [04/14 09:26:07] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.54s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.24s). Accumulating evaluation results... DONE (t=14.82s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.433 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.603 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.467 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.237 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.478 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.612 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.352 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.582 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.428 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.869 [04/14 09:27:49] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.26684585043849 [04/14 09:27:49] ppdet.engine INFO: Best test bbox ap is 0.433. [04/14 09:27:51] ppdet.engine INFO: Epoch: [3] [ 0/7329] learning_rate: 0.000100 loss_class: 0.727594 loss_bbox: 0.180980 loss_giou: 0.431055 loss_class_aux: 4.694902 loss_bbox_aux: 1.227936 loss_giou_aux: 2.797555 loss_class_dn: 0.392538 loss_bbox_dn: 0.292538 loss_giou_dn: 0.514010 loss_class_aux_dn: 2.008455 loss_bbox_aux_dn: 1.593997 loss_giou_aux_dn: 2.806419 loss: 18.767027 eta: 2 days, 20:06:30 batch_cost: 0.3527 data_cost: 0.0017 ips: 11.3426 images/s [04/14 09:28:30] ppdet.engine INFO: Epoch: [3] [ 100/7329] learning_rate: 0.000100 loss_class: 0.764989 loss_bbox: 0.202434 loss_giou: 0.497908 loss_class_aux: 4.909318 loss_bbox_aux: 1.362298 loss_giou_aux: 3.366052 loss_class_dn: 0.446560 loss_bbox_dn: 0.315529 loss_giou_dn: 0.618453 loss_class_aux_dn: 2.310802 loss_bbox_aux_dn: 1.734335 loss_giou_aux_dn: 3.267218 loss: 20.555840 eta: 2 days, 20:05:38 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2799 images/s [04/14 09:29:10] ppdet.engine INFO: Epoch: [3] [ 200/7329] learning_rate: 0.000100 loss_class: 0.680687 loss_bbox: 0.183265 loss_giou: 0.528795 loss_class_aux: 4.426241 loss_bbox_aux: 1.165115 loss_giou_aux: 3.388106 loss_class_dn: 0.400366 loss_bbox_dn: 0.233159 loss_giou_dn: 0.573153 loss_class_aux_dn: 2.107947 loss_bbox_aux_dn: 1.288149 loss_giou_aux_dn: 3.104490 loss: 18.446579 eta: 2 days, 20:04:51 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2395 images/s [04/14 09:29:49] ppdet.engine INFO: Epoch: [3] [ 300/7329] learning_rate: 0.000100 loss_class: 0.729804 loss_bbox: 0.180584 loss_giou: 0.554291 loss_class_aux: 4.701859 loss_bbox_aux: 1.214432 loss_giou_aux: 3.431683 loss_class_dn: 0.414756 loss_bbox_dn: 0.267486 loss_giou_dn: 0.582770 loss_class_aux_dn: 2.122727 loss_bbox_aux_dn: 1.445874 loss_giou_aux_dn: 3.125536 loss: 19.746017 eta: 2 days, 20:03:52 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3557 images/s [04/14 09:30:28] ppdet.engine INFO: Epoch: [3] [ 400/7329] learning_rate: 0.000100 loss_class: 0.749146 loss_bbox: 0.200187 loss_giou: 0.560633 loss_class_aux: 4.909247 loss_bbox_aux: 1.326115 loss_giou_aux: 3.613669 loss_class_dn: 0.431984 loss_bbox_dn: 0.292304 loss_giou_dn: 0.617391 loss_class_aux_dn: 2.261073 loss_bbox_aux_dn: 1.571540 loss_giou_aux_dn: 3.313843 loss: 21.419559 eta: 2 days, 20:02:50 batch_cost: 0.3510 data_cost: 0.0012 ips: 11.3966 images/s [04/14 09:31:08] ppdet.engine INFO: Epoch: [3] [ 500/7329] learning_rate: 0.000100 loss_class: 0.626944 loss_bbox: 0.169432 loss_giou: 0.402869 loss_class_aux: 4.126902 loss_bbox_aux: 1.133529 loss_giou_aux: 2.586521 loss_class_dn: 0.340945 loss_bbox_dn: 0.250628 loss_giou_dn: 0.459352 loss_class_aux_dn: 1.791490 loss_bbox_aux_dn: 1.424091 loss_giou_aux_dn: 2.443199 loss: 15.348353 eta: 2 days, 20:01:55 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3107 images/s [04/14 09:31:47] ppdet.engine INFO: Epoch: [3] [ 600/7329] learning_rate: 0.000100 loss_class: 0.755195 loss_bbox: 0.202308 loss_giou: 0.460150 loss_class_aux: 4.767268 loss_bbox_aux: 1.340438 loss_giou_aux: 3.021498 loss_class_dn: 0.433531 loss_bbox_dn: 0.268223 loss_giou_dn: 0.587138 loss_class_aux_dn: 2.239685 loss_bbox_aux_dn: 1.509325 loss_giou_aux_dn: 3.201056 loss: 21.291775 eta: 2 days, 20:01:04 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2903 images/s [04/14 09:32:27] ppdet.engine INFO: Epoch: [3] [ 700/7329] learning_rate: 0.000100 loss_class: 0.691497 loss_bbox: 0.191544 loss_giou: 0.490242 loss_class_aux: 4.570110 loss_bbox_aux: 1.257831 loss_giou_aux: 3.177950 loss_class_dn: 0.402226 loss_bbox_dn: 0.276148 loss_giou_dn: 0.557501 loss_class_aux_dn: 2.112700 loss_bbox_aux_dn: 1.486286 loss_giou_aux_dn: 2.987087 loss: 19.457197 eta: 2 days, 20:00:11 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3014 images/s [04/14 09:33:06] ppdet.engine INFO: Epoch: [3] [ 800/7329] learning_rate: 0.000100 loss_class: 0.683966 loss_bbox: 0.199692 loss_giou: 0.450030 loss_class_aux: 4.624492 loss_bbox_aux: 1.366995 loss_giou_aux: 2.875834 loss_class_dn: 0.397256 loss_bbox_dn: 0.281407 loss_giou_dn: 0.528897 loss_class_aux_dn: 2.083071 loss_bbox_aux_dn: 1.589016 loss_giou_aux_dn: 2.905419 loss: 18.604862 eta: 2 days, 19:59:12 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3638 images/s [04/14 09:33:45] ppdet.engine INFO: Epoch: [3] [ 900/7329] learning_rate: 0.000100 loss_class: 0.731368 loss_bbox: 0.183153 loss_giou: 0.436276 loss_class_aux: 4.633133 loss_bbox_aux: 1.137444 loss_giou_aux: 2.805970 loss_class_dn: 0.381111 loss_bbox_dn: 0.279147 loss_giou_dn: 0.568351 loss_class_aux_dn: 1.986460 loss_bbox_aux_dn: 1.511579 loss_giou_aux_dn: 3.064691 loss: 19.042397 eta: 2 days, 19:58:20 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2958 images/s [04/14 09:34:25] ppdet.engine INFO: Epoch: [3] [1000/7329] learning_rate: 0.000100 loss_class: 0.715583 loss_bbox: 0.185023 loss_giou: 0.480344 loss_class_aux: 4.840895 loss_bbox_aux: 1.301575 loss_giou_aux: 3.051739 loss_class_dn: 0.413281 loss_bbox_dn: 0.277775 loss_giou_dn: 0.538512 loss_class_aux_dn: 2.171970 loss_bbox_aux_dn: 1.514539 loss_giou_aux_dn: 2.880728 loss: 18.938784 eta: 2 days, 19:57:30 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2745 images/s [04/14 09:35:04] ppdet.engine INFO: Epoch: [3] [1100/7329] learning_rate: 0.000100 loss_class: 0.645975 loss_bbox: 0.164424 loss_giou: 0.376756 loss_class_aux: 4.396721 loss_bbox_aux: 1.061622 loss_giou_aux: 2.400852 loss_class_dn: 0.352186 loss_bbox_dn: 0.233620 loss_giou_dn: 0.441159 loss_class_aux_dn: 1.826026 loss_bbox_aux_dn: 1.300189 loss_giou_aux_dn: 2.423001 loss: 15.929541 eta: 2 days, 19:56:33 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3537 images/s [04/14 09:35:44] ppdet.engine INFO: Epoch: [3] [1200/7329] learning_rate: 0.000100 loss_class: 0.664495 loss_bbox: 0.181423 loss_giou: 0.544999 loss_class_aux: 4.329292 loss_bbox_aux: 1.185536 loss_giou_aux: 3.545014 loss_class_dn: 0.406508 loss_bbox_dn: 0.277045 loss_giou_dn: 0.623732 loss_class_aux_dn: 2.077835 loss_bbox_aux_dn: 1.499777 loss_giou_aux_dn: 3.318570 loss: 19.602783 eta: 2 days, 19:55:46 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2502 images/s [04/14 09:36:23] ppdet.engine INFO: Epoch: [3] [1300/7329] learning_rate: 0.000100 loss_class: 0.773566 loss_bbox: 0.211616 loss_giou: 0.542547 loss_class_aux: 4.825192 loss_bbox_aux: 1.349546 loss_giou_aux: 3.715824 loss_class_dn: 0.454186 loss_bbox_dn: 0.273057 loss_giou_dn: 0.650465 loss_class_aux_dn: 2.328530 loss_bbox_aux_dn: 1.483434 loss_giou_aux_dn: 3.497413 loss: 20.873291 eta: 2 days, 19:54:53 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3129 images/s [04/14 09:37:02] ppdet.engine INFO: Epoch: [3] [1400/7329] learning_rate: 0.000100 loss_class: 0.693424 loss_bbox: 0.176430 loss_giou: 0.523625 loss_class_aux: 4.560402 loss_bbox_aux: 1.230553 loss_giou_aux: 3.425693 loss_class_dn: 0.394075 loss_bbox_dn: 0.293050 loss_giou_dn: 0.600296 loss_class_aux_dn: 2.078515 loss_bbox_aux_dn: 1.586475 loss_giou_aux_dn: 3.235368 loss: 18.961147 eta: 2 days, 19:53:57 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3470 images/s [04/14 09:37:42] ppdet.engine INFO: Epoch: [3] [1500/7329] learning_rate: 0.000100 loss_class: 0.780261 loss_bbox: 0.207399 loss_giou: 0.599616 loss_class_aux: 5.051251 loss_bbox_aux: 1.429535 loss_giou_aux: 3.805802 loss_class_dn: 0.473832 loss_bbox_dn: 0.289424 loss_giou_dn: 0.653740 loss_class_aux_dn: 2.496806 loss_bbox_aux_dn: 1.575931 loss_giou_aux_dn: 3.431787 loss: 20.930958 eta: 2 days, 19:53:08 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2677 images/s [04/14 09:38:21] ppdet.engine INFO: Epoch: [3] [1600/7329] learning_rate: 0.000100 loss_class: 0.678326 loss_bbox: 0.172524 loss_giou: 0.436224 loss_class_aux: 4.413521 loss_bbox_aux: 1.181908 loss_giou_aux: 2.726331 loss_class_dn: 0.361486 loss_bbox_dn: 0.291256 loss_giou_dn: 0.501468 loss_class_aux_dn: 1.900778 loss_bbox_aux_dn: 1.590298 loss_giou_aux_dn: 2.655747 loss: 16.604271 eta: 2 days, 19:52:21 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2600 images/s [04/14 09:39:00] ppdet.engine INFO: Epoch: [3] [1700/7329] learning_rate: 0.000100 loss_class: 0.707381 loss_bbox: 0.184624 loss_giou: 0.436785 loss_class_aux: 4.514259 loss_bbox_aux: 1.252502 loss_giou_aux: 2.920831 loss_class_dn: 0.394346 loss_bbox_dn: 0.281647 loss_giou_dn: 0.499962 loss_class_aux_dn: 2.028481 loss_bbox_aux_dn: 1.553767 loss_giou_aux_dn: 2.819000 loss: 18.303921 eta: 2 days, 19:51:17 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4376 images/s [04/14 09:39:40] ppdet.engine INFO: Epoch: [3] [1800/7329] learning_rate: 0.000100 loss_class: 0.676199 loss_bbox: 0.172506 loss_giou: 0.429138 loss_class_aux: 4.566211 loss_bbox_aux: 1.186262 loss_giou_aux: 2.810970 loss_class_dn: 0.369688 loss_bbox_dn: 0.281086 loss_giou_dn: 0.520800 loss_class_aux_dn: 1.932349 loss_bbox_aux_dn: 1.537830 loss_giou_aux_dn: 2.797070 loss: 17.328930 eta: 2 days, 19:50:29 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2727 images/s [04/14 09:40:19] ppdet.engine INFO: Epoch: [3] [1900/7329] learning_rate: 0.000100 loss_class: 0.721637 loss_bbox: 0.193018 loss_giou: 0.500609 loss_class_aux: 4.581799 loss_bbox_aux: 1.246029 loss_giou_aux: 3.134346 loss_class_dn: 0.412871 loss_bbox_dn: 0.288008 loss_giou_dn: 0.578240 loss_class_aux_dn: 2.122837 loss_bbox_aux_dn: 1.617031 loss_giou_aux_dn: 3.156378 loss: 18.883070 eta: 2 days, 19:49:39 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2847 images/s [04/14 09:40:59] ppdet.engine INFO: Epoch: [3] [2000/7329] learning_rate: 0.000100 loss_class: 0.646816 loss_bbox: 0.172016 loss_giou: 0.424849 loss_class_aux: 4.284109 loss_bbox_aux: 1.162187 loss_giou_aux: 2.834556 loss_class_dn: 0.382199 loss_bbox_dn: 0.259361 loss_giou_dn: 0.517518 loss_class_aux_dn: 2.032569 loss_bbox_aux_dn: 1.441682 loss_giou_aux_dn: 2.750708 loss: 17.808460 eta: 2 days, 19:48:46 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3202 images/s [04/14 09:41:38] ppdet.engine INFO: Epoch: [3] [2100/7329] learning_rate: 0.000100 loss_class: 0.685698 loss_bbox: 0.186484 loss_giou: 0.513392 loss_class_aux: 4.573699 loss_bbox_aux: 1.235057 loss_giou_aux: 3.259429 loss_class_dn: 0.390249 loss_bbox_dn: 0.265692 loss_giou_dn: 0.573300 loss_class_aux_dn: 2.069652 loss_bbox_aux_dn: 1.517816 loss_giou_aux_dn: 3.015411 loss: 19.327780 eta: 2 days, 19:48:00 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2490 images/s [04/14 09:42:18] ppdet.engine INFO: Epoch: [3] [2200/7329] learning_rate: 0.000100 loss_class: 0.681134 loss_bbox: 0.204478 loss_giou: 0.464300 loss_class_aux: 4.425044 loss_bbox_aux: 1.267089 loss_giou_aux: 3.019168 loss_class_dn: 0.385480 loss_bbox_dn: 0.273596 loss_giou_dn: 0.510089 loss_class_aux_dn: 2.067581 loss_bbox_aux_dn: 1.466383 loss_giou_aux_dn: 2.749974 loss: 16.762619 eta: 2 days, 19:47:08 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3212 images/s [04/14 09:42:57] ppdet.engine INFO: Epoch: [3] [2300/7329] learning_rate: 0.000100 loss_class: 0.679645 loss_bbox: 0.195898 loss_giou: 0.517122 loss_class_aux: 4.522758 loss_bbox_aux: 1.237213 loss_giou_aux: 3.326969 loss_class_dn: 0.380262 loss_bbox_dn: 0.292976 loss_giou_dn: 0.545981 loss_class_aux_dn: 1.930627 loss_bbox_aux_dn: 1.624115 loss_giou_aux_dn: 2.897584 loss: 18.245785 eta: 2 days, 19:46:15 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3278 images/s [04/14 09:43:36] ppdet.engine INFO: Epoch: [3] [2400/7329] learning_rate: 0.000100 loss_class: 0.710596 loss_bbox: 0.196246 loss_giou: 0.611085 loss_class_aux: 4.598986 loss_bbox_aux: 1.311884 loss_giou_aux: 3.844602 loss_class_dn: 0.434404 loss_bbox_dn: 0.283421 loss_giou_dn: 0.632220 loss_class_aux_dn: 2.259194 loss_bbox_aux_dn: 1.560784 loss_giou_aux_dn: 3.368343 loss: 20.233320 eta: 2 days, 19:45:20 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3466 images/s [04/14 09:44:16] ppdet.engine INFO: Epoch: [3] [2500/7329] learning_rate: 0.000100 loss_class: 0.753723 loss_bbox: 0.189938 loss_giou: 0.586951 loss_class_aux: 4.635095 loss_bbox_aux: 1.179258 loss_giou_aux: 3.688983 loss_class_dn: 0.438280 loss_bbox_dn: 0.278766 loss_giou_dn: 0.655074 loss_class_aux_dn: 2.277774 loss_bbox_aux_dn: 1.515844 loss_giou_aux_dn: 3.492353 loss: 20.347366 eta: 2 days, 19:44:28 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3215 images/s [04/14 09:44:55] ppdet.engine INFO: Epoch: [3] [2600/7329] learning_rate: 0.000100 loss_class: 0.718281 loss_bbox: 0.164311 loss_giou: 0.455568 loss_class_aux: 4.757639 loss_bbox_aux: 1.120520 loss_giou_aux: 2.916852 loss_class_dn: 0.381930 loss_bbox_dn: 0.251917 loss_giou_dn: 0.525985 loss_class_aux_dn: 1.996602 loss_bbox_aux_dn: 1.416113 loss_giou_aux_dn: 2.838573 loss: 18.523663 eta: 2 days, 19:43:29 batch_cost: 0.3506 data_cost: 0.0012 ips: 11.4095 images/s [04/14 09:45:35] ppdet.engine INFO: Epoch: [3] [2700/7329] learning_rate: 0.000100 loss_class: 0.730816 loss_bbox: 0.176517 loss_giou: 0.454545 loss_class_aux: 4.724864 loss_bbox_aux: 1.146502 loss_giou_aux: 2.948596 loss_class_dn: 0.389138 loss_bbox_dn: 0.238904 loss_giou_dn: 0.535877 loss_class_aux_dn: 2.062159 loss_bbox_aux_dn: 1.324089 loss_giou_aux_dn: 2.923457 loss: 18.601425 eta: 2 days, 19:42:49 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1886 images/s [04/14 09:46:14] ppdet.engine INFO: Epoch: [3] [2800/7329] learning_rate: 0.000100 loss_class: 0.648648 loss_bbox: 0.188141 loss_giou: 0.545350 loss_class_aux: 4.311717 loss_bbox_aux: 1.241940 loss_giou_aux: 3.354584 loss_class_dn: 0.397836 loss_bbox_dn: 0.259497 loss_giou_dn: 0.583251 loss_class_aux_dn: 2.055797 loss_bbox_aux_dn: 1.403979 loss_giou_aux_dn: 3.104838 loss: 17.966454 eta: 2 days, 19:42:06 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2131 images/s [04/14 09:46:54] ppdet.engine INFO: Epoch: [3] [2900/7329] learning_rate: 0.000100 loss_class: 0.671194 loss_bbox: 0.185690 loss_giou: 0.439828 loss_class_aux: 4.402370 loss_bbox_aux: 1.247330 loss_giou_aux: 2.835674 loss_class_dn: 0.371191 loss_bbox_dn: 0.300785 loss_giou_dn: 0.526277 loss_class_aux_dn: 1.991723 loss_bbox_aux_dn: 1.607938 loss_giou_aux_dn: 2.806078 loss: 17.320322 eta: 2 days, 19:41:19 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2720 images/s [04/14 09:47:33] ppdet.engine INFO: Epoch: [3] [3000/7329] learning_rate: 0.000100 loss_class: 0.704970 loss_bbox: 0.190506 loss_giou: 0.353111 loss_class_aux: 4.566282 loss_bbox_aux: 1.235017 loss_giou_aux: 2.377654 loss_class_dn: 0.351992 loss_bbox_dn: 0.288290 loss_giou_dn: 0.431100 loss_class_aux_dn: 1.880185 loss_bbox_aux_dn: 1.627474 loss_giou_aux_dn: 2.404714 loss: 17.051075 eta: 2 days, 19:40:26 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3336 images/s [04/14 09:48:13] ppdet.engine INFO: Epoch: [3] [3100/7329] learning_rate: 0.000100 loss_class: 0.697747 loss_bbox: 0.189057 loss_giou: 0.420111 loss_class_aux: 4.690714 loss_bbox_aux: 1.244578 loss_giou_aux: 2.727457 loss_class_dn: 0.389952 loss_bbox_dn: 0.286615 loss_giou_dn: 0.516709 loss_class_aux_dn: 2.051265 loss_bbox_aux_dn: 1.578465 loss_giou_aux_dn: 2.820048 loss: 18.052357 eta: 2 days, 19:39:39 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2784 images/s [04/14 09:48:52] ppdet.engine INFO: Epoch: [3] [3200/7329] learning_rate: 0.000100 loss_class: 0.618751 loss_bbox: 0.183363 loss_giou: 0.376367 loss_class_aux: 4.214431 loss_bbox_aux: 1.246192 loss_giou_aux: 2.459004 loss_class_dn: 0.363248 loss_bbox_dn: 0.265447 loss_giou_dn: 0.458530 loss_class_aux_dn: 1.896101 loss_bbox_aux_dn: 1.425827 loss_giou_aux_dn: 2.486399 loss: 16.992855 eta: 2 days, 19:38:55 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2295 images/s [04/14 09:49:32] ppdet.engine INFO: Epoch: [3] [3300/7329] learning_rate: 0.000100 loss_class: 0.663855 loss_bbox: 0.176656 loss_giou: 0.479783 loss_class_aux: 4.487858 loss_bbox_aux: 1.152536 loss_giou_aux: 3.212660 loss_class_dn: 0.393472 loss_bbox_dn: 0.250831 loss_giou_dn: 0.535262 loss_class_aux_dn: 1.994974 loss_bbox_aux_dn: 1.363041 loss_giou_aux_dn: 2.785745 loss: 17.543606 eta: 2 days, 19:38:13 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2230 images/s [04/14 09:50:11] ppdet.engine INFO: Epoch: [3] [3400/7329] learning_rate: 0.000100 loss_class: 0.716354 loss_bbox: 0.165033 loss_giou: 0.543143 loss_class_aux: 4.471957 loss_bbox_aux: 1.096120 loss_giou_aux: 3.616246 loss_class_dn: 0.413293 loss_bbox_dn: 0.248190 loss_giou_dn: 0.598250 loss_class_aux_dn: 2.188053 loss_bbox_aux_dn: 1.372054 loss_giou_aux_dn: 3.221329 loss: 19.639643 eta: 2 days, 19:37:21 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3292 images/s [04/14 09:50:51] ppdet.engine INFO: Epoch: [3] [3500/7329] learning_rate: 0.000100 loss_class: 0.684690 loss_bbox: 0.191885 loss_giou: 0.489501 loss_class_aux: 4.379788 loss_bbox_aux: 1.325508 loss_giou_aux: 3.204537 loss_class_dn: 0.400598 loss_bbox_dn: 0.264411 loss_giou_dn: 0.522411 loss_class_aux_dn: 2.113156 loss_bbox_aux_dn: 1.454137 loss_giou_aux_dn: 2.799874 loss: 17.698582 eta: 2 days, 19:36:45 batch_cost: 0.3588 data_cost: 0.0013 ips: 11.1490 images/s [04/14 09:51:30] ppdet.engine INFO: Epoch: [3] [3600/7329] learning_rate: 0.000100 loss_class: 0.671524 loss_bbox: 0.199339 loss_giou: 0.569360 loss_class_aux: 4.505066 loss_bbox_aux: 1.306957 loss_giou_aux: 3.525652 loss_class_dn: 0.399090 loss_bbox_dn: 0.248567 loss_giou_dn: 0.598610 loss_class_aux_dn: 2.073168 loss_bbox_aux_dn: 1.409846 loss_giou_aux_dn: 3.205339 loss: 19.398819 eta: 2 days, 19:35:51 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3580 images/s [04/14 09:52:10] ppdet.engine INFO: Epoch: [3] [3700/7329] learning_rate: 0.000100 loss_class: 0.682174 loss_bbox: 0.170740 loss_giou: 0.516665 loss_class_aux: 4.410683 loss_bbox_aux: 1.055726 loss_giou_aux: 3.253615 loss_class_dn: 0.400339 loss_bbox_dn: 0.253671 loss_giou_dn: 0.556138 loss_class_aux_dn: 2.092146 loss_bbox_aux_dn: 1.462983 loss_giou_aux_dn: 3.012037 loss: 18.936817 eta: 2 days, 19:35:00 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3219 images/s [04/14 09:52:49] ppdet.engine INFO: Epoch: [3] [3800/7329] learning_rate: 0.000100 loss_class: 0.715592 loss_bbox: 0.176846 loss_giou: 0.478422 loss_class_aux: 4.499935 loss_bbox_aux: 1.159941 loss_giou_aux: 3.026231 loss_class_dn: 0.411093 loss_bbox_dn: 0.255944 loss_giou_dn: 0.549657 loss_class_aux_dn: 2.142173 loss_bbox_aux_dn: 1.358549 loss_giou_aux_dn: 2.954088 loss: 18.879032 eta: 2 days, 19:34:11 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.2986 images/s [04/14 09:53:28] ppdet.engine INFO: Epoch: [3] [3900/7329] learning_rate: 0.000100 loss_class: 0.644837 loss_bbox: 0.174214 loss_giou: 0.451805 loss_class_aux: 4.238667 loss_bbox_aux: 1.176438 loss_giou_aux: 2.823405 loss_class_dn: 0.375366 loss_bbox_dn: 0.265203 loss_giou_dn: 0.507503 loss_class_aux_dn: 2.003380 loss_bbox_aux_dn: 1.448825 loss_giou_aux_dn: 2.810899 loss: 18.164776 eta: 2 days, 19:33:11 batch_cost: 0.3495 data_cost: 0.0012 ips: 11.4442 images/s [04/14 09:54:08] ppdet.engine INFO: Epoch: [3] [4000/7329] learning_rate: 0.000100 loss_class: 0.702206 loss_bbox: 0.171176 loss_giou: 0.472840 loss_class_aux: 4.545698 loss_bbox_aux: 1.150004 loss_giou_aux: 3.040137 loss_class_dn: 0.421633 loss_bbox_dn: 0.252558 loss_giou_dn: 0.552270 loss_class_aux_dn: 2.218479 loss_bbox_aux_dn: 1.434405 loss_giou_aux_dn: 2.979840 loss: 19.049442 eta: 2 days, 19:32:22 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3045 images/s [04/14 09:54:47] ppdet.engine INFO: Epoch: [3] [4100/7329] learning_rate: 0.000100 loss_class: 0.704757 loss_bbox: 0.183719 loss_giou: 0.510551 loss_class_aux: 4.713604 loss_bbox_aux: 1.185993 loss_giou_aux: 3.323908 loss_class_dn: 0.422987 loss_bbox_dn: 0.267964 loss_giou_dn: 0.610656 loss_class_aux_dn: 2.184901 loss_bbox_aux_dn: 1.546335 loss_giou_aux_dn: 3.332530 loss: 20.466431 eta: 2 days, 19:31:27 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3811 images/s [04/14 09:55:26] ppdet.engine INFO: Epoch: [3] [4200/7329] learning_rate: 0.000100 loss_class: 0.664246 loss_bbox: 0.178034 loss_giou: 0.459318 loss_class_aux: 4.347577 loss_bbox_aux: 1.175953 loss_giou_aux: 2.901636 loss_class_dn: 0.386483 loss_bbox_dn: 0.244301 loss_giou_dn: 0.555072 loss_class_aux_dn: 2.025399 loss_bbox_aux_dn: 1.352832 loss_giou_aux_dn: 2.993249 loss: 18.005520 eta: 2 days, 19:30:47 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2007 images/s [04/14 09:56:06] ppdet.engine INFO: Epoch: [3] [4300/7329] learning_rate: 0.000100 loss_class: 0.747855 loss_bbox: 0.191703 loss_giou: 0.544231 loss_class_aux: 4.823010 loss_bbox_aux: 1.245811 loss_giou_aux: 3.569780 loss_class_dn: 0.428253 loss_bbox_dn: 0.290205 loss_giou_dn: 0.603709 loss_class_aux_dn: 2.248410 loss_bbox_aux_dn: 1.564995 loss_giou_aux_dn: 3.233925 loss: 19.467014 eta: 2 days, 19:29:50 batch_cost: 0.3507 data_cost: 0.0012 ips: 11.4067 images/s [04/14 09:56:45] ppdet.engine INFO: Epoch: [3] [4400/7329] learning_rate: 0.000100 loss_class: 0.694370 loss_bbox: 0.175265 loss_giou: 0.443134 loss_class_aux: 4.422274 loss_bbox_aux: 1.140828 loss_giou_aux: 2.921375 loss_class_dn: 0.419488 loss_bbox_dn: 0.242517 loss_giou_dn: 0.541104 loss_class_aux_dn: 2.165272 loss_bbox_aux_dn: 1.355195 loss_giou_aux_dn: 2.891238 loss: 18.420219 eta: 2 days, 19:28:55 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3794 images/s [04/14 09:57:24] ppdet.engine INFO: Epoch: [3] [4500/7329] learning_rate: 0.000100 loss_class: 0.682023 loss_bbox: 0.182908 loss_giou: 0.474457 loss_class_aux: 4.483041 loss_bbox_aux: 1.178803 loss_giou_aux: 2.941274 loss_class_dn: 0.380298 loss_bbox_dn: 0.255902 loss_giou_dn: 0.517092 loss_class_aux_dn: 1.961580 loss_bbox_aux_dn: 1.413141 loss_giou_aux_dn: 2.773683 loss: 17.673149 eta: 2 days, 19:28:12 batch_cost: 0.3560 data_cost: 0.0012 ips: 11.2363 images/s [04/14 09:58:03] ppdet.engine INFO: Epoch: [3] [4600/7329] learning_rate: 0.000100 loss_class: 0.743452 loss_bbox: 0.176945 loss_giou: 0.511359 loss_class_aux: 4.917007 loss_bbox_aux: 1.213945 loss_giou_aux: 3.292233 loss_class_dn: 0.441596 loss_bbox_dn: 0.267865 loss_giou_dn: 0.531635 loss_class_aux_dn: 2.267373 loss_bbox_aux_dn: 1.447859 loss_giou_aux_dn: 2.923377 loss: 19.253225 eta: 2 days, 19:27:17 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3998 images/s [04/14 09:58:43] ppdet.engine INFO: Epoch: [3] [4700/7329] learning_rate: 0.000100 loss_class: 0.677818 loss_bbox: 0.165224 loss_giou: 0.479534 loss_class_aux: 4.251604 loss_bbox_aux: 1.096308 loss_giou_aux: 3.068930 loss_class_dn: 0.378011 loss_bbox_dn: 0.243766 loss_giou_dn: 0.479466 loss_class_aux_dn: 1.975158 loss_bbox_aux_dn: 1.411083 loss_giou_aux_dn: 2.602501 loss: 16.098326 eta: 2 days, 19:26:33 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2473 images/s [04/14 09:59:23] ppdet.engine INFO: Epoch: [3] [4800/7329] learning_rate: 0.000100 loss_class: 0.685620 loss_bbox: 0.185632 loss_giou: 0.483981 loss_class_aux: 4.570544 loss_bbox_aux: 1.204969 loss_giou_aux: 3.047243 loss_class_dn: 0.395134 loss_bbox_dn: 0.269226 loss_giou_dn: 0.542889 loss_class_aux_dn: 2.082592 loss_bbox_aux_dn: 1.443122 loss_giou_aux_dn: 2.971507 loss: 18.402332 eta: 2 days, 19:25:47 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2804 images/s [04/14 10:00:02] ppdet.engine INFO: Epoch: [3] [4900/7329] learning_rate: 0.000100 loss_class: 0.740755 loss_bbox: 0.197012 loss_giou: 0.517844 loss_class_aux: 4.783730 loss_bbox_aux: 1.329770 loss_giou_aux: 3.289939 loss_class_dn: 0.431095 loss_bbox_dn: 0.271091 loss_giou_dn: 0.572780 loss_class_aux_dn: 2.300610 loss_bbox_aux_dn: 1.520043 loss_giou_aux_dn: 3.143393 loss: 20.155762 eta: 2 days, 19:24:58 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3172 images/s [04/14 10:00:42] ppdet.engine INFO: Epoch: [3] [5000/7329] learning_rate: 0.000100 loss_class: 0.749251 loss_bbox: 0.179097 loss_giou: 0.451186 loss_class_aux: 4.727240 loss_bbox_aux: 1.164962 loss_giou_aux: 2.944851 loss_class_dn: 0.392475 loss_bbox_dn: 0.269659 loss_giou_dn: 0.523154 loss_class_aux_dn: 2.035197 loss_bbox_aux_dn: 1.471992 loss_giou_aux_dn: 2.794478 loss: 17.896935 eta: 2 days, 19:24:15 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2351 images/s [04/14 10:01:21] ppdet.engine INFO: Epoch: [3] [5100/7329] learning_rate: 0.000100 loss_class: 0.689414 loss_bbox: 0.196212 loss_giou: 0.477160 loss_class_aux: 4.495356 loss_bbox_aux: 1.305463 loss_giou_aux: 3.136919 loss_class_dn: 0.409483 loss_bbox_dn: 0.264089 loss_giou_dn: 0.577040 loss_class_aux_dn: 2.142343 loss_bbox_aux_dn: 1.475383 loss_giou_aux_dn: 3.042781 loss: 19.011921 eta: 2 days, 19:23:19 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4132 images/s [04/14 10:02:00] ppdet.engine INFO: Epoch: [3] [5200/7329] learning_rate: 0.000100 loss_class: 0.684439 loss_bbox: 0.182295 loss_giou: 0.513438 loss_class_aux: 4.360974 loss_bbox_aux: 1.182893 loss_giou_aux: 3.233701 loss_class_dn: 0.411559 loss_bbox_dn: 0.262983 loss_giou_dn: 0.549850 loss_class_aux_dn: 2.189347 loss_bbox_aux_dn: 1.404834 loss_giou_aux_dn: 2.942390 loss: 19.555893 eta: 2 days, 19:22:28 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3521 images/s [04/14 10:02:40] ppdet.engine INFO: Epoch: [3] [5300/7329] learning_rate: 0.000100 loss_class: 0.618806 loss_bbox: 0.161373 loss_giou: 0.362392 loss_class_aux: 4.108141 loss_bbox_aux: 1.109281 loss_giou_aux: 2.251727 loss_class_dn: 0.333906 loss_bbox_dn: 0.259877 loss_giou_dn: 0.423061 loss_class_aux_dn: 1.833535 loss_bbox_aux_dn: 1.461072 loss_giou_aux_dn: 2.300508 loss: 15.707390 eta: 2 days, 19:21:48 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2076 images/s [04/14 10:03:19] ppdet.engine INFO: Epoch: [3] [5400/7329] learning_rate: 0.000100 loss_class: 0.740125 loss_bbox: 0.194666 loss_giou: 0.491769 loss_class_aux: 4.683890 loss_bbox_aux: 1.201184 loss_giou_aux: 3.148344 loss_class_dn: 0.424121 loss_bbox_dn: 0.272560 loss_giou_dn: 0.590730 loss_class_aux_dn: 2.145342 loss_bbox_aux_dn: 1.477318 loss_giou_aux_dn: 3.196572 loss: 19.587067 eta: 2 days, 19:21:00 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3094 images/s [04/14 10:03:59] ppdet.engine INFO: Epoch: [3] [5500/7329] learning_rate: 0.000100 loss_class: 0.683563 loss_bbox: 0.183998 loss_giou: 0.525127 loss_class_aux: 4.506048 loss_bbox_aux: 1.226374 loss_giou_aux: 3.461792 loss_class_dn: 0.390326 loss_bbox_dn: 0.247782 loss_giou_dn: 0.580712 loss_class_aux_dn: 2.079238 loss_bbox_aux_dn: 1.364542 loss_giou_aux_dn: 3.040558 loss: 19.097210 eta: 2 days, 19:20:25 batch_cost: 0.3591 data_cost: 0.0013 ips: 11.1401 images/s [04/14 10:04:39] ppdet.engine INFO: Epoch: [3] [5600/7329] learning_rate: 0.000100 loss_class: 0.690428 loss_bbox: 0.167863 loss_giou: 0.508189 loss_class_aux: 4.501474 loss_bbox_aux: 1.073757 loss_giou_aux: 3.238392 loss_class_dn: 0.399163 loss_bbox_dn: 0.236158 loss_giou_dn: 0.537884 loss_class_aux_dn: 2.055506 loss_bbox_aux_dn: 1.296101 loss_giou_aux_dn: 2.890341 loss: 18.288136 eta: 2 days, 19:19:50 batch_cost: 0.3588 data_cost: 0.0014 ips: 11.1472 images/s [04/14 10:05:18] ppdet.engine INFO: Epoch: [3] [5700/7329] learning_rate: 0.000100 loss_class: 0.701714 loss_bbox: 0.171984 loss_giou: 0.532011 loss_class_aux: 4.416392 loss_bbox_aux: 1.160113 loss_giou_aux: 3.523226 loss_class_dn: 0.397330 loss_bbox_dn: 0.234160 loss_giou_dn: 0.596303 loss_class_aux_dn: 2.102075 loss_bbox_aux_dn: 1.356220 loss_giou_aux_dn: 3.209162 loss: 19.067329 eta: 2 days, 19:18:58 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3651 images/s [04/14 10:05:58] ppdet.engine INFO: Epoch: [3] [5800/7329] learning_rate: 0.000100 loss_class: 0.691230 loss_bbox: 0.187983 loss_giou: 0.541939 loss_class_aux: 4.646580 loss_bbox_aux: 1.242341 loss_giou_aux: 3.400269 loss_class_dn: 0.424288 loss_bbox_dn: 0.264290 loss_giou_dn: 0.589063 loss_class_aux_dn: 2.205899 loss_bbox_aux_dn: 1.487483 loss_giou_aux_dn: 3.125894 loss: 19.279278 eta: 2 days, 19:18:16 batch_cost: 0.3561 data_cost: 0.0012 ips: 11.2318 images/s [04/14 10:06:37] ppdet.engine INFO: Epoch: [3] [5900/7329] learning_rate: 0.000100 loss_class: 0.713839 loss_bbox: 0.191336 loss_giou: 0.505180 loss_class_aux: 4.848499 loss_bbox_aux: 1.291372 loss_giou_aux: 3.223876 loss_class_dn: 0.411030 loss_bbox_dn: 0.288680 loss_giou_dn: 0.561513 loss_class_aux_dn: 2.165981 loss_bbox_aux_dn: 1.596141 loss_giou_aux_dn: 3.036038 loss: 19.597675 eta: 2 days, 19:17:23 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3768 images/s [04/14 10:07:16] ppdet.engine INFO: Epoch: [3] [6000/7329] learning_rate: 0.000100 loss_class: 0.647420 loss_bbox: 0.173571 loss_giou: 0.401499 loss_class_aux: 4.249776 loss_bbox_aux: 1.137740 loss_giou_aux: 2.605844 loss_class_dn: 0.357851 loss_bbox_dn: 0.271332 loss_giou_dn: 0.446331 loss_class_aux_dn: 1.895778 loss_bbox_aux_dn: 1.550343 loss_giou_aux_dn: 2.419785 loss: 16.753952 eta: 2 days, 19:16:26 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4390 images/s [04/14 10:07:55] ppdet.engine INFO: Epoch: [3] [6100/7329] learning_rate: 0.000100 loss_class: 0.708988 loss_bbox: 0.191145 loss_giou: 0.484418 loss_class_aux: 4.659968 loss_bbox_aux: 1.249521 loss_giou_aux: 3.041214 loss_class_dn: 0.400125 loss_bbox_dn: 0.255529 loss_giou_dn: 0.548861 loss_class_aux_dn: 2.173279 loss_bbox_aux_dn: 1.448570 loss_giou_aux_dn: 2.954876 loss: 18.672279 eta: 2 days, 19:15:42 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2649 images/s [04/14 10:08:35] ppdet.engine INFO: Epoch: [3] [6200/7329] learning_rate: 0.000100 loss_class: 0.686354 loss_bbox: 0.181287 loss_giou: 0.447110 loss_class_aux: 4.495484 loss_bbox_aux: 1.178529 loss_giou_aux: 2.904016 loss_class_dn: 0.392722 loss_bbox_dn: 0.276867 loss_giou_dn: 0.499648 loss_class_aux_dn: 2.005404 loss_bbox_aux_dn: 1.541879 loss_giou_aux_dn: 2.696626 loss: 17.663357 eta: 2 days, 19:15:01 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2244 images/s [04/14 10:09:15] ppdet.engine INFO: Epoch: [3] [6300/7329] learning_rate: 0.000100 loss_class: 0.696837 loss_bbox: 0.170927 loss_giou: 0.530811 loss_class_aux: 4.598312 loss_bbox_aux: 1.168018 loss_giou_aux: 3.313854 loss_class_dn: 0.408428 loss_bbox_dn: 0.267295 loss_giou_dn: 0.602038 loss_class_aux_dn: 2.163913 loss_bbox_aux_dn: 1.443274 loss_giou_aux_dn: 3.210521 loss: 19.334129 eta: 2 days, 19:14:22 batch_cost: 0.3571 data_cost: 0.0012 ips: 11.2016 images/s [04/14 10:09:54] ppdet.engine INFO: Epoch: [3] [6400/7329] learning_rate: 0.000100 loss_class: 0.752669 loss_bbox: 0.201374 loss_giou: 0.546260 loss_class_aux: 5.058542 loss_bbox_aux: 1.364376 loss_giou_aux: 3.515371 loss_class_dn: 0.435001 loss_bbox_dn: 0.280856 loss_giou_dn: 0.586111 loss_class_aux_dn: 2.247975 loss_bbox_aux_dn: 1.552205 loss_giou_aux_dn: 3.156771 loss: 20.139698 eta: 2 days, 19:13:38 batch_cost: 0.3551 data_cost: 0.0012 ips: 11.2655 images/s [04/14 10:10:34] ppdet.engine INFO: Epoch: [3] [6500/7329] learning_rate: 0.000100 loss_class: 0.664260 loss_bbox: 0.168900 loss_giou: 0.466827 loss_class_aux: 4.381169 loss_bbox_aux: 1.155524 loss_giou_aux: 3.041310 loss_class_dn: 0.392668 loss_bbox_dn: 0.249889 loss_giou_dn: 0.539804 loss_class_aux_dn: 2.054187 loss_bbox_aux_dn: 1.381024 loss_giou_aux_dn: 2.853152 loss: 17.693443 eta: 2 days, 19:12:53 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2856 images/s [04/14 10:11:13] ppdet.engine INFO: Epoch: [3] [6600/7329] learning_rate: 0.000100 loss_class: 0.682456 loss_bbox: 0.181536 loss_giou: 0.461995 loss_class_aux: 4.442311 loss_bbox_aux: 1.205400 loss_giou_aux: 3.001799 loss_class_dn: 0.368373 loss_bbox_dn: 0.267560 loss_giou_dn: 0.517664 loss_class_aux_dn: 2.006346 loss_bbox_aux_dn: 1.484308 loss_giou_aux_dn: 2.767405 loss: 17.474991 eta: 2 days, 19:12:05 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3286 images/s [04/14 10:11:53] ppdet.engine INFO: Epoch: [3] [6700/7329] learning_rate: 0.000100 loss_class: 0.704923 loss_bbox: 0.194024 loss_giou: 0.462457 loss_class_aux: 4.640021 loss_bbox_aux: 1.185692 loss_giou_aux: 2.997035 loss_class_dn: 0.413641 loss_bbox_dn: 0.275216 loss_giou_dn: 0.553430 loss_class_aux_dn: 2.199708 loss_bbox_aux_dn: 1.468531 loss_giou_aux_dn: 2.979021 loss: 19.097980 eta: 2 days, 19:11:18 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3044 images/s [04/14 10:12:32] ppdet.engine INFO: Epoch: [3] [6800/7329] learning_rate: 0.000100 loss_class: 0.581940 loss_bbox: 0.170946 loss_giou: 0.403058 loss_class_aux: 3.977793 loss_bbox_aux: 1.155373 loss_giou_aux: 2.467381 loss_class_dn: 0.328445 loss_bbox_dn: 0.262389 loss_giou_dn: 0.443905 loss_class_aux_dn: 1.706894 loss_bbox_aux_dn: 1.421841 loss_giou_aux_dn: 2.371843 loss: 15.708392 eta: 2 days, 19:10:30 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3251 images/s [04/14 10:13:11] ppdet.engine INFO: Epoch: [3] [6900/7329] learning_rate: 0.000100 loss_class: 0.625565 loss_bbox: 0.172941 loss_giou: 0.401581 loss_class_aux: 4.288000 loss_bbox_aux: 1.123151 loss_giou_aux: 2.575435 loss_class_dn: 0.363749 loss_bbox_dn: 0.246691 loss_giou_dn: 0.467848 loss_class_aux_dn: 1.882438 loss_bbox_aux_dn: 1.384918 loss_giou_aux_dn: 2.540726 loss: 17.409811 eta: 2 days, 19:09:38 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3772 images/s [04/14 10:13:50] ppdet.engine INFO: Epoch: [3] [7000/7329] learning_rate: 0.000100 loss_class: 0.727848 loss_bbox: 0.201278 loss_giou: 0.505961 loss_class_aux: 4.732113 loss_bbox_aux: 1.282846 loss_giou_aux: 3.373662 loss_class_dn: 0.423426 loss_bbox_dn: 0.286764 loss_giou_dn: 0.652672 loss_class_aux_dn: 2.233663 loss_bbox_aux_dn: 1.585774 loss_giou_aux_dn: 3.434712 loss: 20.161293 eta: 2 days, 19:08:53 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2934 images/s [04/14 10:14:30] ppdet.engine INFO: Epoch: [3] [7100/7329] learning_rate: 0.000100 loss_class: 0.647558 loss_bbox: 0.160336 loss_giou: 0.399983 loss_class_aux: 4.170657 loss_bbox_aux: 1.119728 loss_giou_aux: 2.655168 loss_class_dn: 0.352408 loss_bbox_dn: 0.263030 loss_giou_dn: 0.451955 loss_class_aux_dn: 1.838129 loss_bbox_aux_dn: 1.437799 loss_giou_aux_dn: 2.453912 loss: 16.404573 eta: 2 days, 19:08:05 batch_cost: 0.3534 data_cost: 0.0012 ips: 11.3196 images/s [04/14 10:15:10] ppdet.engine INFO: Epoch: [3] [7200/7329] learning_rate: 0.000100 loss_class: 0.693713 loss_bbox: 0.186270 loss_giou: 0.495860 loss_class_aux: 4.457127 loss_bbox_aux: 1.144490 loss_giou_aux: 3.178416 loss_class_dn: 0.393049 loss_bbox_dn: 0.273355 loss_giou_dn: 0.509485 loss_class_aux_dn: 2.086083 loss_bbox_aux_dn: 1.487203 loss_giou_aux_dn: 2.761714 loss: 17.644791 eta: 2 days, 19:07:27 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2006 images/s [04/14 10:15:49] ppdet.engine INFO: Epoch: [3] [7300/7329] learning_rate: 0.000100 loss_class: 0.706432 loss_bbox: 0.172158 loss_giou: 0.460523 loss_class_aux: 4.609765 loss_bbox_aux: 1.115255 loss_giou_aux: 2.947949 loss_class_dn: 0.385341 loss_bbox_dn: 0.260087 loss_giou_dn: 0.533194 loss_class_aux_dn: 1.986221 loss_bbox_aux_dn: 1.445311 loss_giou_aux_dn: 2.829308 loss: 18.827854 eta: 2 days, 19:06:38 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3481 images/s [04/14 10:16:02] ppdet.engine INFO: Eval iter: 0 [04/14 10:16:15] ppdet.engine INFO: Eval iter: 100 [04/14 10:16:27] ppdet.engine INFO: Eval iter: 200 [04/14 10:16:39] ppdet.engine INFO: Eval iter: 300 [04/14 10:16:51] ppdet.engine INFO: Eval iter: 400 [04/14 10:17:04] ppdet.engine INFO: Eval iter: 500 [04/14 10:17:16] ppdet.engine INFO: Eval iter: 600 [04/14 10:17:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 10:17:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.08s). Accumulating evaluation results... DONE (t=14.66s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.448 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.622 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.483 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.253 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.494 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.358 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.592 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.673 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.446 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 ] = 0.871 [04/14 10:19:19] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.39706842418128 [04/14 10:19:19] ppdet.engine INFO: Best test bbox ap is 0.448. [04/14 10:19:21] ppdet.engine INFO: Epoch: [4] [ 0/7329] learning_rate: 0.000100 loss_class: 0.672907 loss_bbox: 0.158789 loss_giou: 0.432567 loss_class_aux: 4.333698 loss_bbox_aux: 1.015785 loss_giou_aux: 2.777593 loss_class_dn: 0.373834 loss_bbox_dn: 0.225567 loss_giou_dn: 0.516342 loss_class_aux_dn: 1.942428 loss_bbox_aux_dn: 1.263199 loss_giou_aux_dn: 2.763086 loss: 16.835480 eta: 2 days, 19:06:19 batch_cost: 0.3499 data_cost: 0.0012 ips: 11.4316 images/s [04/14 10:20:01] ppdet.engine INFO: Epoch: [4] [ 100/7329] learning_rate: 0.000100 loss_class: 0.752232 loss_bbox: 0.168502 loss_giou: 0.462363 loss_class_aux: 4.705838 loss_bbox_aux: 1.163906 loss_giou_aux: 3.063377 loss_class_dn: 0.399818 loss_bbox_dn: 0.248393 loss_giou_dn: 0.528611 loss_class_aux_dn: 2.101367 loss_bbox_aux_dn: 1.372530 loss_giou_aux_dn: 2.869344 loss: 18.110830 eta: 2 days, 19:05:40 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2053 images/s [04/14 10:20:40] ppdet.engine INFO: Epoch: [4] [ 200/7329] learning_rate: 0.000100 loss_class: 0.740461 loss_bbox: 0.208093 loss_giou: 0.481021 loss_class_aux: 4.766606 loss_bbox_aux: 1.322674 loss_giou_aux: 3.116416 loss_class_dn: 0.433272 loss_bbox_dn: 0.286883 loss_giou_dn: 0.564553 loss_class_aux_dn: 2.295774 loss_bbox_aux_dn: 1.619564 loss_giou_aux_dn: 3.049965 loss: 19.981438 eta: 2 days, 19:04:55 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2904 images/s [04/14 10:21:20] ppdet.engine INFO: Epoch: [4] [ 300/7329] learning_rate: 0.000100 loss_class: 0.698309 loss_bbox: 0.177413 loss_giou: 0.437668 loss_class_aux: 4.392406 loss_bbox_aux: 1.199015 loss_giou_aux: 2.883763 loss_class_dn: 0.393337 loss_bbox_dn: 0.253967 loss_giou_dn: 0.528897 loss_class_aux_dn: 2.135329 loss_bbox_aux_dn: 1.395121 loss_giou_aux_dn: 2.851161 loss: 18.077013 eta: 2 days, 19:04:07 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3388 images/s [04/14 10:21:59] ppdet.engine INFO: Epoch: [4] [ 400/7329] learning_rate: 0.000100 loss_class: 0.692149 loss_bbox: 0.170690 loss_giou: 0.480011 loss_class_aux: 4.557519 loss_bbox_aux: 1.107621 loss_giou_aux: 3.008768 loss_class_dn: 0.400902 loss_bbox_dn: 0.244113 loss_giou_dn: 0.559077 loss_class_aux_dn: 2.053382 loss_bbox_aux_dn: 1.379101 loss_giou_aux_dn: 2.987191 loss: 18.336670 eta: 2 days, 19:03:26 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2362 images/s [04/14 10:22:38] ppdet.engine INFO: Epoch: [4] [ 500/7329] learning_rate: 0.000100 loss_class: 0.763824 loss_bbox: 0.170947 loss_giou: 0.563273 loss_class_aux: 4.821712 loss_bbox_aux: 1.138966 loss_giou_aux: 3.563319 loss_class_dn: 0.421309 loss_bbox_dn: 0.271805 loss_giou_dn: 0.664283 loss_class_aux_dn: 2.175681 loss_bbox_aux_dn: 1.492933 loss_giou_aux_dn: 3.594679 loss: 20.634933 eta: 2 days, 19:02:38 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3446 images/s [04/14 10:23:18] ppdet.engine INFO: Epoch: [4] [ 600/7329] learning_rate: 0.000100 loss_class: 0.684787 loss_bbox: 0.174176 loss_giou: 0.469929 loss_class_aux: 4.436065 loss_bbox_aux: 1.158153 loss_giou_aux: 2.921179 loss_class_dn: 0.389163 loss_bbox_dn: 0.280066 loss_giou_dn: 0.524114 loss_class_aux_dn: 2.061117 loss_bbox_aux_dn: 1.529143 loss_giou_aux_dn: 2.852744 loss: 17.156723 eta: 2 days, 19:01:49 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3405 images/s [04/14 10:23:57] ppdet.engine INFO: Epoch: [4] [ 700/7329] learning_rate: 0.000100 loss_class: 0.721386 loss_bbox: 0.181047 loss_giou: 0.477573 loss_class_aux: 4.754594 loss_bbox_aux: 1.227582 loss_giou_aux: 3.034293 loss_class_dn: 0.406325 loss_bbox_dn: 0.233141 loss_giou_dn: 0.566536 loss_class_aux_dn: 2.169462 loss_bbox_aux_dn: 1.300327 loss_giou_aux_dn: 3.068894 loss: 19.500446 eta: 2 days, 19:01:09 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2278 images/s [04/14 10:24:37] ppdet.engine INFO: Epoch: [4] [ 800/7329] learning_rate: 0.000100 loss_class: 0.704182 loss_bbox: 0.192435 loss_giou: 0.544854 loss_class_aux: 4.561160 loss_bbox_aux: 1.247418 loss_giou_aux: 3.299747 loss_class_dn: 0.419319 loss_bbox_dn: 0.246278 loss_giou_dn: 0.592316 loss_class_aux_dn: 2.160614 loss_bbox_aux_dn: 1.368536 loss_giou_aux_dn: 3.159137 loss: 18.828274 eta: 2 days, 19:00:30 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2201 images/s [04/14 10:25:17] ppdet.engine INFO: Epoch: [4] [ 900/7329] learning_rate: 0.000100 loss_class: 0.756362 loss_bbox: 0.188229 loss_giou: 0.609267 loss_class_aux: 4.755605 loss_bbox_aux: 1.234816 loss_giou_aux: 3.732806 loss_class_dn: 0.432990 loss_bbox_dn: 0.247010 loss_giou_dn: 0.614126 loss_class_aux_dn: 2.270997 loss_bbox_aux_dn: 1.403251 loss_giou_aux_dn: 3.272199 loss: 19.520103 eta: 2 days, 18:59:49 batch_cost: 0.3560 data_cost: 0.0015 ips: 11.2363 images/s [04/14 10:25:56] ppdet.engine INFO: Epoch: [4] [1000/7329] learning_rate: 0.000100 loss_class: 0.684217 loss_bbox: 0.196692 loss_giou: 0.423494 loss_class_aux: 4.407624 loss_bbox_aux: 1.222585 loss_giou_aux: 2.776721 loss_class_dn: 0.377727 loss_bbox_dn: 0.276941 loss_giou_dn: 0.537247 loss_class_aux_dn: 2.009988 loss_bbox_aux_dn: 1.522856 loss_giou_aux_dn: 2.851579 loss: 17.680788 eta: 2 days, 18:59:03 batch_cost: 0.3538 data_cost: 0.0015 ips: 11.3059 images/s [04/14 10:26:36] ppdet.engine INFO: Epoch: [4] [1100/7329] learning_rate: 0.000100 loss_class: 0.743499 loss_bbox: 0.185500 loss_giou: 0.483215 loss_class_aux: 4.883509 loss_bbox_aux: 1.202184 loss_giou_aux: 3.067315 loss_class_dn: 0.385745 loss_bbox_dn: 0.266518 loss_giou_dn: 0.535266 loss_class_aux_dn: 2.029742 loss_bbox_aux_dn: 1.494682 loss_giou_aux_dn: 2.900253 loss: 18.146629 eta: 2 days, 18:58:23 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2358 images/s [04/14 10:27:15] ppdet.engine INFO: Epoch: [4] [1200/7329] learning_rate: 0.000100 loss_class: 0.642072 loss_bbox: 0.170073 loss_giou: 0.422280 loss_class_aux: 4.260466 loss_bbox_aux: 1.132624 loss_giou_aux: 2.683769 loss_class_dn: 0.356179 loss_bbox_dn: 0.230965 loss_giou_dn: 0.468232 loss_class_aux_dn: 1.928175 loss_bbox_aux_dn: 1.280714 loss_giou_aux_dn: 2.506229 loss: 17.207113 eta: 2 days, 18:57:36 batch_cost: 0.3533 data_cost: 0.0015 ips: 11.3233 images/s [04/14 10:27:54] ppdet.engine INFO: Epoch: [4] [1300/7329] learning_rate: 0.000100 loss_class: 0.713789 loss_bbox: 0.179715 loss_giou: 0.483172 loss_class_aux: 4.718304 loss_bbox_aux: 1.220597 loss_giou_aux: 3.126795 loss_class_dn: 0.410858 loss_bbox_dn: 0.278716 loss_giou_dn: 0.547373 loss_class_aux_dn: 2.148643 loss_bbox_aux_dn: 1.548124 loss_giou_aux_dn: 2.981311 loss: 19.562469 eta: 2 days, 18:56:48 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3488 images/s [04/14 10:28:34] ppdet.engine INFO: Epoch: [4] [1400/7329] learning_rate: 0.000100 loss_class: 0.660051 loss_bbox: 0.183708 loss_giou: 0.427699 loss_class_aux: 4.438294 loss_bbox_aux: 1.152529 loss_giou_aux: 2.700116 loss_class_dn: 0.377964 loss_bbox_dn: 0.247733 loss_giou_dn: 0.479238 loss_class_aux_dn: 1.966776 loss_bbox_aux_dn: 1.339551 loss_giou_aux_dn: 2.598738 loss: 17.405571 eta: 2 days, 18:56:12 batch_cost: 0.3582 data_cost: 0.0016 ips: 11.1670 images/s [04/14 10:29:13] ppdet.engine INFO: Epoch: [4] [1500/7329] learning_rate: 0.000100 loss_class: 0.681621 loss_bbox: 0.178312 loss_giou: 0.424826 loss_class_aux: 4.655906 loss_bbox_aux: 1.200186 loss_giou_aux: 2.741277 loss_class_dn: 0.397005 loss_bbox_dn: 0.252749 loss_giou_dn: 0.507210 loss_class_aux_dn: 2.092704 loss_bbox_aux_dn: 1.352234 loss_giou_aux_dn: 2.687578 loss: 17.928789 eta: 2 days, 18:55:20 batch_cost: 0.3508 data_cost: 0.0016 ips: 11.4028 images/s [04/14 10:29:52] ppdet.engine INFO: Epoch: [4] [1600/7329] learning_rate: 0.000100 loss_class: 0.628203 loss_bbox: 0.163984 loss_giou: 0.487950 loss_class_aux: 4.183226 loss_bbox_aux: 1.111842 loss_giou_aux: 3.098385 loss_class_dn: 0.378845 loss_bbox_dn: 0.240615 loss_giou_dn: 0.485488 loss_class_aux_dn: 1.994088 loss_bbox_aux_dn: 1.310847 loss_giou_aux_dn: 2.628954 loss: 17.328505 eta: 2 days, 18:54:32 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3582 images/s [04/14 10:30:32] ppdet.engine INFO: Epoch: [4] [1700/7329] learning_rate: 0.000100 loss_class: 0.672066 loss_bbox: 0.167254 loss_giou: 0.475964 loss_class_aux: 4.271588 loss_bbox_aux: 1.083621 loss_giou_aux: 3.083462 loss_class_dn: 0.397495 loss_bbox_dn: 0.215543 loss_giou_dn: 0.563397 loss_class_aux_dn: 2.080839 loss_bbox_aux_dn: 1.201165 loss_giou_aux_dn: 2.947048 loss: 18.438725 eta: 2 days, 18:53:56 batch_cost: 0.3582 data_cost: 0.0016 ips: 11.1660 images/s [04/14 10:31:12] ppdet.engine INFO: Epoch: [4] [1800/7329] learning_rate: 0.000100 loss_class: 0.640012 loss_bbox: 0.178563 loss_giou: 0.499240 loss_class_aux: 4.203773 loss_bbox_aux: 1.123407 loss_giou_aux: 3.191642 loss_class_dn: 0.378862 loss_bbox_dn: 0.250457 loss_giou_dn: 0.575857 loss_class_aux_dn: 1.957934 loss_bbox_aux_dn: 1.383479 loss_giou_aux_dn: 3.030470 loss: 17.840214 eta: 2 days, 18:53:08 batch_cost: 0.3523 data_cost: 0.0015 ips: 11.3536 images/s [04/14 10:31:51] ppdet.engine INFO: Epoch: [4] [1900/7329] learning_rate: 0.000100 loss_class: 0.655618 loss_bbox: 0.174057 loss_giou: 0.416973 loss_class_aux: 4.501038 loss_bbox_aux: 1.216877 loss_giou_aux: 2.613353 loss_class_dn: 0.359890 loss_bbox_dn: 0.262500 loss_giou_dn: 0.451284 loss_class_aux_dn: 1.924475 loss_bbox_aux_dn: 1.461163 loss_giou_aux_dn: 2.372263 loss: 16.120546 eta: 2 days, 18:52:26 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2595 images/s [04/14 10:32:30] ppdet.engine INFO: Epoch: [4] [2000/7329] learning_rate: 0.000100 loss_class: 0.651558 loss_bbox: 0.179864 loss_giou: 0.466492 loss_class_aux: 4.424901 loss_bbox_aux: 1.192415 loss_giou_aux: 2.977345 loss_class_dn: 0.393794 loss_bbox_dn: 0.271804 loss_giou_dn: 0.542228 loss_class_aux_dn: 2.043077 loss_bbox_aux_dn: 1.463390 loss_giou_aux_dn: 2.891360 loss: 18.334555 eta: 2 days, 18:51:37 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3685 images/s [04/14 10:33:10] ppdet.engine INFO: Epoch: [4] [2100/7329] learning_rate: 0.000100 loss_class: 0.713329 loss_bbox: 0.190980 loss_giou: 0.514342 loss_class_aux: 4.676215 loss_bbox_aux: 1.265584 loss_giou_aux: 3.313503 loss_class_dn: 0.403322 loss_bbox_dn: 0.276258 loss_giou_dn: 0.516585 loss_class_aux_dn: 2.156764 loss_bbox_aux_dn: 1.545235 loss_giou_aux_dn: 2.772535 loss: 17.920162 eta: 2 days, 18:50:51 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3151 images/s [04/14 10:33:49] ppdet.engine INFO: Epoch: [4] [2200/7329] learning_rate: 0.000100 loss_class: 0.688098 loss_bbox: 0.166782 loss_giou: 0.439870 loss_class_aux: 4.326783 loss_bbox_aux: 1.125983 loss_giou_aux: 2.934122 loss_class_dn: 0.367944 loss_bbox_dn: 0.238523 loss_giou_dn: 0.525137 loss_class_aux_dn: 2.008824 loss_bbox_aux_dn: 1.379882 loss_giou_aux_dn: 2.833596 loss: 17.848389 eta: 2 days, 18:50:07 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2961 images/s [04/14 10:34:29] ppdet.engine INFO: Epoch: [4] [2300/7329] learning_rate: 0.000100 loss_class: 0.736282 loss_bbox: 0.175026 loss_giou: 0.480359 loss_class_aux: 4.747339 loss_bbox_aux: 1.212261 loss_giou_aux: 3.140065 loss_class_dn: 0.432261 loss_bbox_dn: 0.246309 loss_giou_dn: 0.577907 loss_class_aux_dn: 2.255045 loss_bbox_aux_dn: 1.386796 loss_giou_aux_dn: 3.028144 loss: 19.439432 eta: 2 days, 18:49:28 batch_cost: 0.3562 data_cost: 0.0015 ips: 11.2291 images/s [04/14 10:35:08] ppdet.engine INFO: Epoch: [4] [2400/7329] learning_rate: 0.000100 loss_class: 0.657811 loss_bbox: 0.192458 loss_giou: 0.446815 loss_class_aux: 4.311165 loss_bbox_aux: 1.231744 loss_giou_aux: 2.935944 loss_class_dn: 0.380722 loss_bbox_dn: 0.268368 loss_giou_dn: 0.532664 loss_class_aux_dn: 2.002581 loss_bbox_aux_dn: 1.489913 loss_giou_aux_dn: 2.833396 loss: 18.485703 eta: 2 days, 18:48:37 batch_cost: 0.3513 data_cost: 0.0015 ips: 11.3878 images/s [04/14 10:35:47] ppdet.engine INFO: Epoch: [4] [2500/7329] learning_rate: 0.000100 loss_class: 0.666677 loss_bbox: 0.172925 loss_giou: 0.393143 loss_class_aux: 4.321141 loss_bbox_aux: 1.063845 loss_giou_aux: 2.500233 loss_class_dn: 0.349810 loss_bbox_dn: 0.248373 loss_giou_dn: 0.461812 loss_class_aux_dn: 1.862611 loss_bbox_aux_dn: 1.346934 loss_giou_aux_dn: 2.527436 loss: 16.397375 eta: 2 days, 18:47:56 batch_cost: 0.3552 data_cost: 0.0015 ips: 11.2628 images/s [04/14 10:36:27] ppdet.engine INFO: Epoch: [4] [2600/7329] learning_rate: 0.000100 loss_class: 0.678082 loss_bbox: 0.181484 loss_giou: 0.472005 loss_class_aux: 4.500142 loss_bbox_aux: 1.169858 loss_giou_aux: 2.928332 loss_class_dn: 0.390899 loss_bbox_dn: 0.228960 loss_giou_dn: 0.516724 loss_class_aux_dn: 2.036940 loss_bbox_aux_dn: 1.283965 loss_giou_aux_dn: 2.775280 loss: 17.695467 eta: 2 days, 18:47:14 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2667 images/s [04/14 10:37:06] ppdet.engine INFO: Epoch: [4] [2700/7329] learning_rate: 0.000100 loss_class: 0.688766 loss_bbox: 0.182318 loss_giou: 0.452779 loss_class_aux: 4.602140 loss_bbox_aux: 1.179287 loss_giou_aux: 2.974909 loss_class_dn: 0.387134 loss_bbox_dn: 0.224701 loss_giou_dn: 0.529491 loss_class_aux_dn: 2.029442 loss_bbox_aux_dn: 1.283824 loss_giou_aux_dn: 2.884508 loss: 18.179495 eta: 2 days, 18:46:27 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3447 images/s [04/14 10:37:45] ppdet.engine INFO: Epoch: [4] [2800/7329] learning_rate: 0.000100 loss_class: 0.747172 loss_bbox: 0.176133 loss_giou: 0.478078 loss_class_aux: 4.920638 loss_bbox_aux: 1.143709 loss_giou_aux: 3.169443 loss_class_dn: 0.416993 loss_bbox_dn: 0.263871 loss_giou_dn: 0.550259 loss_class_aux_dn: 2.110012 loss_bbox_aux_dn: 1.482502 loss_giou_aux_dn: 3.003295 loss: 19.080528 eta: 2 days, 18:45:35 batch_cost: 0.3504 data_cost: 0.0015 ips: 11.4151 images/s [04/14 10:38:25] ppdet.engine INFO: Epoch: [4] [2900/7329] learning_rate: 0.000100 loss_class: 0.678637 loss_bbox: 0.182456 loss_giou: 0.450634 loss_class_aux: 4.482037 loss_bbox_aux: 1.218511 loss_giou_aux: 2.844233 loss_class_dn: 0.384498 loss_bbox_dn: 0.269782 loss_giou_dn: 0.482953 loss_class_aux_dn: 2.027963 loss_bbox_aux_dn: 1.487095 loss_giou_aux_dn: 2.658178 loss: 16.552155 eta: 2 days, 18:44:55 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2411 images/s [04/14 10:39:04] ppdet.engine INFO: Epoch: [4] [3000/7329] learning_rate: 0.000100 loss_class: 0.667759 loss_bbox: 0.194695 loss_giou: 0.469155 loss_class_aux: 4.345157 loss_bbox_aux: 1.242757 loss_giou_aux: 3.133149 loss_class_dn: 0.406889 loss_bbox_dn: 0.254474 loss_giou_dn: 0.531779 loss_class_aux_dn: 2.159904 loss_bbox_aux_dn: 1.379540 loss_giou_aux_dn: 2.802526 loss: 19.747019 eta: 2 days, 18:44:09 batch_cost: 0.3530 data_cost: 0.0015 ips: 11.3307 images/s [04/14 10:39:43] ppdet.engine INFO: Epoch: [4] [3100/7329] learning_rate: 0.000100 loss_class: 0.674118 loss_bbox: 0.184627 loss_giou: 0.502983 loss_class_aux: 4.363607 loss_bbox_aux: 1.252546 loss_giou_aux: 3.271460 loss_class_dn: 0.399090 loss_bbox_dn: 0.261909 loss_giou_dn: 0.520011 loss_class_aux_dn: 2.103791 loss_bbox_aux_dn: 1.425733 loss_giou_aux_dn: 2.874916 loss: 18.378227 eta: 2 days, 18:43:18 batch_cost: 0.3506 data_cost: 0.0015 ips: 11.4078 images/s [04/14 10:40:23] ppdet.engine INFO: Epoch: [4] [3200/7329] learning_rate: 0.000100 loss_class: 0.642899 loss_bbox: 0.193463 loss_giou: 0.403521 loss_class_aux: 4.200798 loss_bbox_aux: 1.211152 loss_giou_aux: 2.583705 loss_class_dn: 0.370928 loss_bbox_dn: 0.259030 loss_giou_dn: 0.489980 loss_class_aux_dn: 1.977747 loss_bbox_aux_dn: 1.425951 loss_giou_aux_dn: 2.673184 loss: 17.725235 eta: 2 days, 18:42:30 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3613 images/s [04/14 10:41:02] ppdet.engine INFO: Epoch: [4] [3300/7329] learning_rate: 0.000100 loss_class: 0.704107 loss_bbox: 0.180560 loss_giou: 0.472573 loss_class_aux: 4.534942 loss_bbox_aux: 1.187189 loss_giou_aux: 3.029678 loss_class_dn: 0.382585 loss_bbox_dn: 0.252299 loss_giou_dn: 0.494891 loss_class_aux_dn: 1.989192 loss_bbox_aux_dn: 1.423877 loss_giou_aux_dn: 2.696458 loss: 17.679068 eta: 2 days, 18:41:50 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2448 images/s [04/14 10:41:42] ppdet.engine INFO: Epoch: [4] [3400/7329] learning_rate: 0.000100 loss_class: 0.719732 loss_bbox: 0.180763 loss_giou: 0.509698 loss_class_aux: 4.588543 loss_bbox_aux: 1.176265 loss_giou_aux: 3.124635 loss_class_dn: 0.400807 loss_bbox_dn: 0.243764 loss_giou_dn: 0.559026 loss_class_aux_dn: 2.121999 loss_bbox_aux_dn: 1.371039 loss_giou_aux_dn: 2.984187 loss: 18.161758 eta: 2 days, 18:41:08 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2742 images/s [04/14 10:42:21] ppdet.engine INFO: Epoch: [4] [3500/7329] learning_rate: 0.000100 loss_class: 0.699613 loss_bbox: 0.173864 loss_giou: 0.551766 loss_class_aux: 4.629310 loss_bbox_aux: 1.208236 loss_giou_aux: 3.606297 loss_class_dn: 0.401819 loss_bbox_dn: 0.238627 loss_giou_dn: 0.578626 loss_class_aux_dn: 2.134279 loss_bbox_aux_dn: 1.309953 loss_giou_aux_dn: 3.106092 loss: 18.870090 eta: 2 days, 18:40:24 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3122 images/s [04/14 10:43:00] ppdet.engine INFO: Epoch: [4] [3600/7329] learning_rate: 0.000100 loss_class: 0.681505 loss_bbox: 0.182879 loss_giou: 0.566106 loss_class_aux: 4.438453 loss_bbox_aux: 1.203393 loss_giou_aux: 3.439790 loss_class_dn: 0.399096 loss_bbox_dn: 0.255412 loss_giou_dn: 0.597606 loss_class_aux_dn: 2.081045 loss_bbox_aux_dn: 1.411333 loss_giou_aux_dn: 3.236779 loss: 18.781548 eta: 2 days, 18:39:34 batch_cost: 0.3512 data_cost: 0.0015 ips: 11.3886 images/s [04/14 10:43:40] ppdet.engine INFO: Epoch: [4] [3700/7329] learning_rate: 0.000100 loss_class: 0.609106 loss_bbox: 0.169637 loss_giou: 0.479413 loss_class_aux: 4.123568 loss_bbox_aux: 1.151159 loss_giou_aux: 3.084195 loss_class_dn: 0.375065 loss_bbox_dn: 0.226264 loss_giou_dn: 0.537388 loss_class_aux_dn: 2.006948 loss_bbox_aux_dn: 1.249020 loss_giou_aux_dn: 2.765372 loss: 17.449100 eta: 2 days, 18:38:51 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2917 images/s [04/14 10:44:19] ppdet.engine INFO: Epoch: [4] [3800/7329] learning_rate: 0.000100 loss_class: 0.703981 loss_bbox: 0.182627 loss_giou: 0.386098 loss_class_aux: 4.599664 loss_bbox_aux: 1.136664 loss_giou_aux: 2.420121 loss_class_dn: 0.390141 loss_bbox_dn: 0.259183 loss_giou_dn: 0.450331 loss_class_aux_dn: 2.037050 loss_bbox_aux_dn: 1.423079 loss_giou_aux_dn: 2.437283 loss: 16.838448 eta: 2 days, 18:38:05 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3380 images/s [04/14 10:44:58] ppdet.engine INFO: Epoch: [4] [3900/7329] learning_rate: 0.000100 loss_class: 0.715440 loss_bbox: 0.193086 loss_giou: 0.521928 loss_class_aux: 4.705577 loss_bbox_aux: 1.260315 loss_giou_aux: 3.321414 loss_class_dn: 0.417605 loss_bbox_dn: 0.279376 loss_giou_dn: 0.577745 loss_class_aux_dn: 2.193090 loss_bbox_aux_dn: 1.515520 loss_giou_aux_dn: 3.080551 loss: 18.967587 eta: 2 days, 18:37:21 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3122 images/s [04/14 10:45:38] ppdet.engine INFO: Epoch: [4] [4000/7329] learning_rate: 0.000100 loss_class: 0.699615 loss_bbox: 0.169465 loss_giou: 0.542671 loss_class_aux: 4.606660 loss_bbox_aux: 1.127657 loss_giou_aux: 3.384083 loss_class_dn: 0.411743 loss_bbox_dn: 0.246700 loss_giou_dn: 0.597135 loss_class_aux_dn: 2.174562 loss_bbox_aux_dn: 1.388921 loss_giou_aux_dn: 3.129071 loss: 18.931038 eta: 2 days, 18:36:35 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3424 images/s [04/14 10:46:17] ppdet.engine INFO: Epoch: [4] [4100/7329] learning_rate: 0.000100 loss_class: 0.639929 loss_bbox: 0.179498 loss_giou: 0.491986 loss_class_aux: 4.212111 loss_bbox_aux: 1.146870 loss_giou_aux: 3.236781 loss_class_dn: 0.390928 loss_bbox_dn: 0.267369 loss_giou_dn: 0.547559 loss_class_aux_dn: 2.041762 loss_bbox_aux_dn: 1.457416 loss_giou_aux_dn: 2.899437 loss: 18.393402 eta: 2 days, 18:35:49 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3365 images/s [04/14 10:46:56] ppdet.engine INFO: Epoch: [4] [4200/7329] learning_rate: 0.000100 loss_class: 0.603916 loss_bbox: 0.176360 loss_giou: 0.417702 loss_class_aux: 4.052945 loss_bbox_aux: 1.108922 loss_giou_aux: 2.694354 loss_class_dn: 0.347337 loss_bbox_dn: 0.252807 loss_giou_dn: 0.459713 loss_class_aux_dn: 1.849972 loss_bbox_aux_dn: 1.362904 loss_giou_aux_dn: 2.484978 loss: 16.236023 eta: 2 days, 18:35:02 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3675 images/s [04/14 10:47:35] ppdet.engine INFO: Epoch: [4] [4300/7329] learning_rate: 0.000100 loss_class: 0.701686 loss_bbox: 0.169788 loss_giou: 0.493161 loss_class_aux: 4.589499 loss_bbox_aux: 1.143859 loss_giou_aux: 3.154390 loss_class_dn: 0.375254 loss_bbox_dn: 0.265275 loss_giou_dn: 0.502069 loss_class_aux_dn: 1.950379 loss_bbox_aux_dn: 1.429269 loss_giou_aux_dn: 2.695078 loss: 17.635509 eta: 2 days, 18:34:18 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3141 images/s [04/14 10:48:15] ppdet.engine INFO: Epoch: [4] [4400/7329] learning_rate: 0.000100 loss_class: 0.714094 loss_bbox: 0.189911 loss_giou: 0.480170 loss_class_aux: 4.798601 loss_bbox_aux: 1.129628 loss_giou_aux: 3.135909 loss_class_dn: 0.389956 loss_bbox_dn: 0.259642 loss_giou_dn: 0.569119 loss_class_aux_dn: 2.068436 loss_bbox_aux_dn: 1.385399 loss_giou_aux_dn: 2.997467 loss: 18.551311 eta: 2 days, 18:33:39 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2248 images/s [04/14 10:48:54] ppdet.engine INFO: Epoch: [4] [4500/7329] learning_rate: 0.000100 loss_class: 0.639276 loss_bbox: 0.150341 loss_giou: 0.459710 loss_class_aux: 4.227890 loss_bbox_aux: 1.020394 loss_giou_aux: 3.006614 loss_class_dn: 0.369154 loss_bbox_dn: 0.238797 loss_giou_dn: 0.502204 loss_class_aux_dn: 1.970159 loss_bbox_aux_dn: 1.273014 loss_giou_aux_dn: 2.728946 loss: 17.040024 eta: 2 days, 18:32:54 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3425 images/s [04/14 10:49:33] ppdet.engine INFO: Epoch: [4] [4600/7329] learning_rate: 0.000100 loss_class: 0.690433 loss_bbox: 0.175323 loss_giou: 0.507968 loss_class_aux: 4.516982 loss_bbox_aux: 1.156430 loss_giou_aux: 3.249064 loss_class_dn: 0.387560 loss_bbox_dn: 0.231969 loss_giou_dn: 0.536779 loss_class_aux_dn: 2.005352 loss_bbox_aux_dn: 1.311061 loss_giou_aux_dn: 2.861969 loss: 17.840530 eta: 2 days, 18:32:03 batch_cost: 0.3503 data_cost: 0.0015 ips: 11.4179 images/s [04/14 10:50:13] ppdet.engine INFO: Epoch: [4] [4700/7329] learning_rate: 0.000100 loss_class: 0.701266 loss_bbox: 0.182240 loss_giou: 0.524843 loss_class_aux: 4.714913 loss_bbox_aux: 1.176593 loss_giou_aux: 3.298441 loss_class_dn: 0.398999 loss_bbox_dn: 0.243521 loss_giou_dn: 0.538899 loss_class_aux_dn: 2.100982 loss_bbox_aux_dn: 1.362673 loss_giou_aux_dn: 2.907915 loss: 18.370445 eta: 2 days, 18:31:30 batch_cost: 0.3590 data_cost: 0.0016 ips: 11.1432 images/s [04/14 10:50:53] ppdet.engine INFO: Epoch: [4] [4800/7329] learning_rate: 0.000100 loss_class: 0.719779 loss_bbox: 0.196810 loss_giou: 0.475317 loss_class_aux: 4.685007 loss_bbox_aux: 1.264114 loss_giou_aux: 3.015362 loss_class_dn: 0.389603 loss_bbox_dn: 0.261437 loss_giou_dn: 0.511953 loss_class_aux_dn: 2.041667 loss_bbox_aux_dn: 1.457607 loss_giou_aux_dn: 2.792249 loss: 17.894239 eta: 2 days, 18:30:48 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2756 images/s [04/14 10:51:32] ppdet.engine INFO: Epoch: [4] [4900/7329] learning_rate: 0.000100 loss_class: 0.672746 loss_bbox: 0.176272 loss_giou: 0.446772 loss_class_aux: 4.328950 loss_bbox_aux: 1.142377 loss_giou_aux: 2.869849 loss_class_dn: 0.384871 loss_bbox_dn: 0.259791 loss_giou_dn: 0.491522 loss_class_aux_dn: 2.005572 loss_bbox_aux_dn: 1.481186 loss_giou_aux_dn: 2.685531 loss: 17.156858 eta: 2 days, 18:30:01 batch_cost: 0.3515 data_cost: 0.0015 ips: 11.3797 images/s [04/14 10:52:12] ppdet.engine INFO: Epoch: [4] [5000/7329] learning_rate: 0.000100 loss_class: 0.619483 loss_bbox: 0.165598 loss_giou: 0.407391 loss_class_aux: 4.295630 loss_bbox_aux: 1.110824 loss_giou_aux: 2.553050 loss_class_dn: 0.380196 loss_bbox_dn: 0.229321 loss_giou_dn: 0.476864 loss_class_aux_dn: 1.974067 loss_bbox_aux_dn: 1.322946 loss_giou_aux_dn: 2.625800 loss: 16.832966 eta: 2 days, 18:29:27 batch_cost: 0.3587 data_cost: 0.0016 ips: 11.1519 images/s [04/14 10:52:52] ppdet.engine INFO: Epoch: [4] [5100/7329] learning_rate: 0.000100 loss_class: 0.646461 loss_bbox: 0.176187 loss_giou: 0.461600 loss_class_aux: 4.164926 loss_bbox_aux: 1.246614 loss_giou_aux: 2.957650 loss_class_dn: 0.396939 loss_bbox_dn: 0.277547 loss_giou_dn: 0.540540 loss_class_aux_dn: 2.061881 loss_bbox_aux_dn: 1.510393 loss_giou_aux_dn: 2.893921 loss: 18.199951 eta: 2 days, 18:28:51 batch_cost: 0.3577 data_cost: 0.0016 ips: 11.1836 images/s [04/14 10:53:31] ppdet.engine INFO: Epoch: [4] [5200/7329] learning_rate: 0.000100 loss_class: 0.720339 loss_bbox: 0.178390 loss_giou: 0.544835 loss_class_aux: 4.682682 loss_bbox_aux: 1.141311 loss_giou_aux: 3.417590 loss_class_dn: 0.421276 loss_bbox_dn: 0.252303 loss_giou_dn: 0.581187 loss_class_aux_dn: 2.229344 loss_bbox_aux_dn: 1.413233 loss_giou_aux_dn: 3.186860 loss: 19.363327 eta: 2 days, 18:28:11 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2475 images/s [04/14 10:54:11] ppdet.engine INFO: Epoch: [4] [5300/7329] learning_rate: 0.000100 loss_class: 0.643251 loss_bbox: 0.199157 loss_giou: 0.469985 loss_class_aux: 4.328541 loss_bbox_aux: 1.289635 loss_giou_aux: 3.017885 loss_class_dn: 0.385301 loss_bbox_dn: 0.288568 loss_giou_dn: 0.546175 loss_class_aux_dn: 1.995965 loss_bbox_aux_dn: 1.574614 loss_giou_aux_dn: 2.923612 loss: 17.632952 eta: 2 days, 18:27:37 batch_cost: 0.3581 data_cost: 0.0015 ips: 11.1691 images/s [04/14 10:54:51] ppdet.engine INFO: Epoch: [4] [5400/7329] learning_rate: 0.000100 loss_class: 0.593160 loss_bbox: 0.163274 loss_giou: 0.478935 loss_class_aux: 3.855552 loss_bbox_aux: 1.033873 loss_giou_aux: 2.922587 loss_class_dn: 0.353134 loss_bbox_dn: 0.207700 loss_giou_dn: 0.500808 loss_class_aux_dn: 1.855526 loss_bbox_aux_dn: 1.169576 loss_giou_aux_dn: 2.636735 loss: 16.818455 eta: 2 days, 18:27:02 batch_cost: 0.3582 data_cost: 0.0015 ips: 11.1682 images/s [04/14 10:55:30] ppdet.engine INFO: Epoch: [4] [5500/7329] learning_rate: 0.000100 loss_class: 0.675426 loss_bbox: 0.176785 loss_giou: 0.444196 loss_class_aux: 4.440904 loss_bbox_aux: 1.204215 loss_giou_aux: 2.881553 loss_class_dn: 0.375316 loss_bbox_dn: 0.244680 loss_giou_dn: 0.497924 loss_class_aux_dn: 1.998912 loss_bbox_aux_dn: 1.343521 loss_giou_aux_dn: 2.686854 loss: 17.915943 eta: 2 days, 18:26:19 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3023 images/s [04/14 10:56:10] ppdet.engine INFO: Epoch: [4] [5600/7329] learning_rate: 0.000100 loss_class: 0.681399 loss_bbox: 0.173497 loss_giou: 0.524442 loss_class_aux: 4.346657 loss_bbox_aux: 1.139548 loss_giou_aux: 3.248877 loss_class_dn: 0.400934 loss_bbox_dn: 0.234477 loss_giou_dn: 0.589390 loss_class_aux_dn: 2.167672 loss_bbox_aux_dn: 1.283202 loss_giou_aux_dn: 3.049172 loss: 19.858814 eta: 2 days, 18:25:34 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3423 images/s [04/14 10:56:49] ppdet.engine INFO: Epoch: [4] [5700/7329] learning_rate: 0.000100 loss_class: 0.684012 loss_bbox: 0.176904 loss_giou: 0.439564 loss_class_aux: 4.516960 loss_bbox_aux: 1.209126 loss_giou_aux: 2.903728 loss_class_dn: 0.389844 loss_bbox_dn: 0.277402 loss_giou_dn: 0.505689 loss_class_aux_dn: 2.084054 loss_bbox_aux_dn: 1.545309 loss_giou_aux_dn: 2.656877 loss: 17.749384 eta: 2 days, 18:24:54 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2411 images/s [04/14 10:57:29] ppdet.engine INFO: Epoch: [4] [5800/7329] learning_rate: 0.000100 loss_class: 0.667662 loss_bbox: 0.183037 loss_giou: 0.435756 loss_class_aux: 4.392111 loss_bbox_aux: 1.215802 loss_giou_aux: 2.790237 loss_class_dn: 0.382363 loss_bbox_dn: 0.257822 loss_giou_dn: 0.495446 loss_class_aux_dn: 2.029149 loss_bbox_aux_dn: 1.390977 loss_giou_aux_dn: 2.650234 loss: 17.174103 eta: 2 days, 18:24:12 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2942 images/s [04/14 10:58:08] ppdet.engine INFO: Epoch: [4] [5900/7329] learning_rate: 0.000100 loss_class: 0.626387 loss_bbox: 0.164593 loss_giou: 0.445424 loss_class_aux: 4.192171 loss_bbox_aux: 1.048934 loss_giou_aux: 2.821684 loss_class_dn: 0.364214 loss_bbox_dn: 0.236742 loss_giou_dn: 0.507064 loss_class_aux_dn: 1.909699 loss_bbox_aux_dn: 1.276772 loss_giou_aux_dn: 2.725511 loss: 17.026451 eta: 2 days, 18:23:29 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3103 images/s [04/14 10:58:47] ppdet.engine INFO: Epoch: [4] [6000/7329] learning_rate: 0.000100 loss_class: 0.696922 loss_bbox: 0.171376 loss_giou: 0.460057 loss_class_aux: 4.404332 loss_bbox_aux: 1.130805 loss_giou_aux: 2.925160 loss_class_dn: 0.391722 loss_bbox_dn: 0.248013 loss_giou_dn: 0.527873 loss_class_aux_dn: 2.027377 loss_bbox_aux_dn: 1.398958 loss_giou_aux_dn: 2.832769 loss: 17.637058 eta: 2 days, 18:22:45 batch_cost: 0.3532 data_cost: 0.0015 ips: 11.3256 images/s [04/14 10:59:27] ppdet.engine INFO: Epoch: [4] [6100/7329] learning_rate: 0.000100 loss_class: 0.599914 loss_bbox: 0.158991 loss_giou: 0.425792 loss_class_aux: 3.884878 loss_bbox_aux: 1.017671 loss_giou_aux: 2.602245 loss_class_dn: 0.349968 loss_bbox_dn: 0.221121 loss_giou_dn: 0.462662 loss_class_aux_dn: 1.837998 loss_bbox_aux_dn: 1.247198 loss_giou_aux_dn: 2.456934 loss: 15.569864 eta: 2 days, 18:22:01 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3142 images/s [04/14 11:00:06] ppdet.engine INFO: Epoch: [4] [6200/7329] learning_rate: 0.000100 loss_class: 0.709539 loss_bbox: 0.182527 loss_giou: 0.497795 loss_class_aux: 4.624298 loss_bbox_aux: 1.204403 loss_giou_aux: 3.195932 loss_class_dn: 0.416597 loss_bbox_dn: 0.255355 loss_giou_dn: 0.574206 loss_class_aux_dn: 2.197348 loss_bbox_aux_dn: 1.478072 loss_giou_aux_dn: 3.115719 loss: 18.537914 eta: 2 days, 18:21:11 batch_cost: 0.3496 data_cost: 0.0015 ips: 11.4405 images/s [04/14 11:00:45] ppdet.engine INFO: Epoch: [4] [6300/7329] learning_rate: 0.000100 loss_class: 0.639947 loss_bbox: 0.173281 loss_giou: 0.439912 loss_class_aux: 4.219521 loss_bbox_aux: 1.138873 loss_giou_aux: 2.822601 loss_class_dn: 0.363483 loss_bbox_dn: 0.245486 loss_giou_dn: 0.499806 loss_class_aux_dn: 1.926836 loss_bbox_aux_dn: 1.377275 loss_giou_aux_dn: 2.716801 loss: 16.655823 eta: 2 days, 18:20:29 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2841 images/s [04/14 11:01:25] ppdet.engine INFO: Epoch: [4] [6400/7329] learning_rate: 0.000100 loss_class: 0.611753 loss_bbox: 0.164676 loss_giou: 0.523083 loss_class_aux: 4.036585 loss_bbox_aux: 1.012645 loss_giou_aux: 3.373284 loss_class_dn: 0.373208 loss_bbox_dn: 0.232365 loss_giou_dn: 0.546070 loss_class_aux_dn: 1.940024 loss_bbox_aux_dn: 1.233153 loss_giou_aux_dn: 2.920049 loss: 17.347225 eta: 2 days, 18:19:50 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2427 images/s [04/14 11:02:04] ppdet.engine INFO: Epoch: [4] [6500/7329] learning_rate: 0.000100 loss_class: 0.711705 loss_bbox: 0.191577 loss_giou: 0.489589 loss_class_aux: 4.484822 loss_bbox_aux: 1.284396 loss_giou_aux: 3.216412 loss_class_dn: 0.385860 loss_bbox_dn: 0.273833 loss_giou_dn: 0.534020 loss_class_aux_dn: 1.990850 loss_bbox_aux_dn: 1.503429 loss_giou_aux_dn: 2.859801 loss: 18.412479 eta: 2 days, 18:19:10 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2615 images/s [04/14 11:02:44] ppdet.engine INFO: Epoch: [4] [6600/7329] learning_rate: 0.000100 loss_class: 0.634829 loss_bbox: 0.160216 loss_giou: 0.401450 loss_class_aux: 4.079269 loss_bbox_aux: 1.069018 loss_giou_aux: 2.506329 loss_class_dn: 0.357367 loss_bbox_dn: 0.234119 loss_giou_dn: 0.446392 loss_class_aux_dn: 1.901117 loss_bbox_aux_dn: 1.282469 loss_giou_aux_dn: 2.439538 loss: 15.723038 eta: 2 days, 18:18:23 batch_cost: 0.3517 data_cost: 0.0015 ips: 11.3719 images/s [04/14 11:03:23] ppdet.engine INFO: Epoch: [4] [6700/7329] learning_rate: 0.000100 loss_class: 0.693096 loss_bbox: 0.158018 loss_giou: 0.435961 loss_class_aux: 4.464610 loss_bbox_aux: 1.030774 loss_giou_aux: 2.833526 loss_class_dn: 0.402678 loss_bbox_dn: 0.236475 loss_giou_dn: 0.487249 loss_class_aux_dn: 2.108115 loss_bbox_aux_dn: 1.296283 loss_giou_aux_dn: 2.735499 loss: 18.581348 eta: 2 days, 18:17:34 batch_cost: 0.3501 data_cost: 0.0016 ips: 11.4246 images/s [04/14 11:04:02] ppdet.engine INFO: Epoch: [4] [6800/7329] learning_rate: 0.000100 loss_class: 0.722481 loss_bbox: 0.190006 loss_giou: 0.495211 loss_class_aux: 4.678425 loss_bbox_aux: 1.236338 loss_giou_aux: 3.302751 loss_class_dn: 0.420278 loss_bbox_dn: 0.256081 loss_giou_dn: 0.576428 loss_class_aux_dn: 2.166068 loss_bbox_aux_dn: 1.396579 loss_giou_aux_dn: 3.131352 loss: 19.193615 eta: 2 days, 18:16:52 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2887 images/s [04/14 11:04:41] ppdet.engine INFO: Epoch: [4] [6900/7329] learning_rate: 0.000100 loss_class: 0.797760 loss_bbox: 0.192995 loss_giou: 0.510171 loss_class_aux: 5.007189 loss_bbox_aux: 1.225805 loss_giou_aux: 3.173562 loss_class_dn: 0.429376 loss_bbox_dn: 0.248916 loss_giou_dn: 0.568254 loss_class_aux_dn: 2.293021 loss_bbox_aux_dn: 1.364896 loss_giou_aux_dn: 3.075689 loss: 20.432156 eta: 2 days, 18:16:07 batch_cost: 0.3523 data_cost: 0.0015 ips: 11.3534 images/s [04/14 11:05:21] ppdet.engine INFO: Epoch: [4] [7000/7329] learning_rate: 0.000100 loss_class: 0.620840 loss_bbox: 0.167771 loss_giou: 0.404679 loss_class_aux: 4.031577 loss_bbox_aux: 1.146597 loss_giou_aux: 2.646391 loss_class_dn: 0.343976 loss_bbox_dn: 0.243422 loss_giou_dn: 0.475979 loss_class_aux_dn: 1.815562 loss_bbox_aux_dn: 1.337124 loss_giou_aux_dn: 2.561996 loss: 16.497280 eta: 2 days, 18:15:22 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3513 images/s [04/14 11:06:00] ppdet.engine INFO: Epoch: [4] [7100/7329] learning_rate: 0.000100 loss_class: 0.628826 loss_bbox: 0.174734 loss_giou: 0.431421 loss_class_aux: 4.246507 loss_bbox_aux: 1.110423 loss_giou_aux: 2.800885 loss_class_dn: 0.348755 loss_bbox_dn: 0.236837 loss_giou_dn: 0.472710 loss_class_aux_dn: 1.853419 loss_bbox_aux_dn: 1.347634 loss_giou_aux_dn: 2.534086 loss: 16.400671 eta: 2 days, 18:14:40 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2912 images/s [04/14 11:06:39] ppdet.engine INFO: Epoch: [4] [7200/7329] learning_rate: 0.000100 loss_class: 0.673236 loss_bbox: 0.175875 loss_giou: 0.449055 loss_class_aux: 4.461652 loss_bbox_aux: 1.141605 loss_giou_aux: 2.810206 loss_class_dn: 0.390097 loss_bbox_dn: 0.253408 loss_giou_dn: 0.502535 loss_class_aux_dn: 2.048769 loss_bbox_aux_dn: 1.467820 loss_giou_aux_dn: 2.723298 loss: 18.174013 eta: 2 days, 18:13:57 batch_cost: 0.3531 data_cost: 0.0015 ips: 11.3267 images/s [04/14 11:07:19] ppdet.engine INFO: Epoch: [4] [7300/7329] learning_rate: 0.000100 loss_class: 0.697897 loss_bbox: 0.176637 loss_giou: 0.501518 loss_class_aux: 4.550673 loss_bbox_aux: 1.198501 loss_giou_aux: 3.079239 loss_class_dn: 0.388129 loss_bbox_dn: 0.240936 loss_giou_dn: 0.505469 loss_class_aux_dn: 2.076346 loss_bbox_aux_dn: 1.388388 loss_giou_aux_dn: 2.757275 loss: 17.745485 eta: 2 days, 18:13:15 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2969 images/s [04/14 11:07:32] ppdet.engine INFO: Eval iter: 0 [04/14 11:07:45] ppdet.engine INFO: Eval iter: 100 [04/14 11:07:57] ppdet.engine INFO: Eval iter: 200 [04/14 11:08:09] ppdet.engine INFO: Eval iter: 300 [04/14 11:08:22] ppdet.engine INFO: Eval iter: 400 [04/14 11:08:34] ppdet.engine INFO: Eval iter: 500 [04/14 11:08:46] ppdet.engine INFO: Eval iter: 600 [04/14 11:09:09] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 11:09:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.70s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.63s). Accumulating evaluation results... DONE (t=14.91s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.462 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.637 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.499 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.262 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.649 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.363 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.603 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.683 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.461 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.742 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.875 [04/14 11:10:52] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.56975796378062 [04/14 11:10:52] ppdet.engine INFO: Best test bbox ap is 0.462. [04/14 11:10:54] ppdet.engine INFO: Epoch: [5] [ 0/7329] learning_rate: 0.000100 loss_class: 0.652811 loss_bbox: 0.150726 loss_giou: 0.438077 loss_class_aux: 4.217908 loss_bbox_aux: 1.035858 loss_giou_aux: 2.577057 loss_class_dn: 0.334370 loss_bbox_dn: 0.215212 loss_giou_dn: 0.440687 loss_class_aux_dn: 1.779194 loss_bbox_aux_dn: 1.158242 loss_giou_aux_dn: 2.367485 loss: 15.801026 eta: 2 days, 18:12:57 batch_cost: 0.3506 data_cost: 0.0015 ips: 11.4106 images/s [04/14 11:11:34] ppdet.engine INFO: Epoch: [5] [ 100/7329] learning_rate: 0.000100 loss_class: 0.649286 loss_bbox: 0.171688 loss_giou: 0.469381 loss_class_aux: 4.315849 loss_bbox_aux: 1.128300 loss_giou_aux: 3.042202 loss_class_dn: 0.381183 loss_bbox_dn: 0.243235 loss_giou_dn: 0.527491 loss_class_aux_dn: 2.015482 loss_bbox_aux_dn: 1.352751 loss_giou_aux_dn: 2.865187 loss: 17.287569 eta: 2 days, 18:12:21 batch_cost: 0.3573 data_cost: 0.0008 ips: 11.1946 images/s [04/14 11:12:14] ppdet.engine INFO: Epoch: [5] [ 200/7329] learning_rate: 0.000100 loss_class: 0.663393 loss_bbox: 0.164663 loss_giou: 0.464494 loss_class_aux: 4.400870 loss_bbox_aux: 1.087769 loss_giou_aux: 3.049139 loss_class_dn: 0.393097 loss_bbox_dn: 0.230019 loss_giou_dn: 0.537665 loss_class_aux_dn: 2.060153 loss_bbox_aux_dn: 1.287473 loss_giou_aux_dn: 2.882613 loss: 17.541485 eta: 2 days, 18:11:48 batch_cost: 0.3590 data_cost: 0.0016 ips: 11.1433 images/s [04/14 11:12:53] ppdet.engine INFO: Epoch: [5] [ 300/7329] learning_rate: 0.000100 loss_class: 0.621377 loss_bbox: 0.144970 loss_giou: 0.466169 loss_class_aux: 4.102831 loss_bbox_aux: 1.023010 loss_giou_aux: 3.087927 loss_class_dn: 0.354709 loss_bbox_dn: 0.212462 loss_giou_dn: 0.492314 loss_class_aux_dn: 1.875756 loss_bbox_aux_dn: 1.215623 loss_giou_aux_dn: 2.700297 loss: 16.410622 eta: 2 days, 18:11:05 batch_cost: 0.3534 data_cost: 0.0018 ips: 11.3183 images/s [04/14 11:13:33] ppdet.engine INFO: Epoch: [5] [ 400/7329] learning_rate: 0.000100 loss_class: 0.647296 loss_bbox: 0.184618 loss_giou: 0.427551 loss_class_aux: 4.277426 loss_bbox_aux: 1.190483 loss_giou_aux: 2.749291 loss_class_dn: 0.381042 loss_bbox_dn: 0.264774 loss_giou_dn: 0.488749 loss_class_aux_dn: 1.985125 loss_bbox_aux_dn: 1.424575 loss_giou_aux_dn: 2.605553 loss: 17.341629 eta: 2 days, 18:10:33 batch_cost: 0.3595 data_cost: 0.0019 ips: 11.1264 images/s [04/14 11:14:13] ppdet.engine INFO: Epoch: [5] [ 500/7329] learning_rate: 0.000100 loss_class: 0.700454 loss_bbox: 0.162136 loss_giou: 0.519120 loss_class_aux: 4.381803 loss_bbox_aux: 1.043721 loss_giou_aux: 3.358137 loss_class_dn: 0.393560 loss_bbox_dn: 0.222041 loss_giou_dn: 0.602375 loss_class_aux_dn: 2.062649 loss_bbox_aux_dn: 1.281986 loss_giou_aux_dn: 3.202775 loss: 18.394697 eta: 2 days, 18:09:56 batch_cost: 0.3570 data_cost: 0.0015 ips: 11.2049 images/s [04/14 11:14:52] ppdet.engine INFO: Epoch: [5] [ 600/7329] learning_rate: 0.000100 loss_class: 0.783602 loss_bbox: 0.179145 loss_giou: 0.508559 loss_class_aux: 5.006855 loss_bbox_aux: 1.179194 loss_giou_aux: 3.225750 loss_class_dn: 0.422698 loss_bbox_dn: 0.253779 loss_giou_dn: 0.563084 loss_class_aux_dn: 2.205199 loss_bbox_aux_dn: 1.420340 loss_giou_aux_dn: 3.023901 loss: 18.857563 eta: 2 days, 18:09:10 batch_cost: 0.3513 data_cost: 0.0014 ips: 11.3867 images/s [04/14 11:15:32] ppdet.engine INFO: Epoch: [5] [ 700/7329] learning_rate: 0.000100 loss_class: 0.682528 loss_bbox: 0.190293 loss_giou: 0.484030 loss_class_aux: 4.474891 loss_bbox_aux: 1.226503 loss_giou_aux: 3.066586 loss_class_dn: 0.386047 loss_bbox_dn: 0.262670 loss_giou_dn: 0.480973 loss_class_aux_dn: 2.055280 loss_bbox_aux_dn: 1.484934 loss_giou_aux_dn: 2.674286 loss: 17.795303 eta: 2 days, 18:08:33 batch_cost: 0.3571 data_cost: 0.0012 ips: 11.2004 images/s [04/14 11:16:11] ppdet.engine INFO: Epoch: [5] [ 800/7329] learning_rate: 0.000100 loss_class: 0.656746 loss_bbox: 0.171788 loss_giou: 0.411722 loss_class_aux: 4.404520 loss_bbox_aux: 1.107031 loss_giou_aux: 2.577332 loss_class_dn: 0.376560 loss_bbox_dn: 0.231246 loss_giou_dn: 0.458599 loss_class_aux_dn: 2.090462 loss_bbox_aux_dn: 1.325584 loss_giou_aux_dn: 2.475703 loss: 16.980236 eta: 2 days, 18:07:56 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2151 images/s [04/14 11:16:51] ppdet.engine INFO: Epoch: [5] [ 900/7329] learning_rate: 0.000100 loss_class: 0.665133 loss_bbox: 0.175893 loss_giou: 0.498598 loss_class_aux: 4.572936 loss_bbox_aux: 1.182183 loss_giou_aux: 3.323372 loss_class_dn: 0.393814 loss_bbox_dn: 0.250600 loss_giou_dn: 0.573578 loss_class_aux_dn: 2.072173 loss_bbox_aux_dn: 1.382139 loss_giou_aux_dn: 3.071934 loss: 18.408138 eta: 2 days, 18:07:15 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2850 images/s [04/14 11:17:30] ppdet.engine INFO: Epoch: [5] [1000/7329] learning_rate: 0.000100 loss_class: 0.647133 loss_bbox: 0.170414 loss_giou: 0.462266 loss_class_aux: 4.211448 loss_bbox_aux: 1.077744 loss_giou_aux: 2.899208 loss_class_dn: 0.370865 loss_bbox_dn: 0.234918 loss_giou_dn: 0.487779 loss_class_aux_dn: 1.945203 loss_bbox_aux_dn: 1.305874 loss_giou_aux_dn: 2.580521 loss: 16.474819 eta: 2 days, 18:06:35 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2780 images/s [04/14 11:18:10] ppdet.engine INFO: Epoch: [5] [1100/7329] learning_rate: 0.000100 loss_class: 0.607144 loss_bbox: 0.177570 loss_giou: 0.465694 loss_class_aux: 4.007132 loss_bbox_aux: 1.174760 loss_giou_aux: 3.026563 loss_class_dn: 0.363418 loss_bbox_dn: 0.261615 loss_giou_dn: 0.519547 loss_class_aux_dn: 1.934083 loss_bbox_aux_dn: 1.483743 loss_giou_aux_dn: 2.816025 loss: 17.122120 eta: 2 days, 18:05:53 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2964 images/s [04/14 11:18:49] ppdet.engine INFO: Epoch: [5] [1200/7329] learning_rate: 0.000100 loss_class: 0.689415 loss_bbox: 0.169658 loss_giou: 0.481897 loss_class_aux: 4.456797 loss_bbox_aux: 1.144359 loss_giou_aux: 3.121459 loss_class_dn: 0.392499 loss_bbox_dn: 0.230359 loss_giou_dn: 0.533540 loss_class_aux_dn: 2.016244 loss_bbox_aux_dn: 1.289323 loss_giou_aux_dn: 2.834545 loss: 17.247147 eta: 2 days, 18:05:14 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2533 images/s [04/14 11:19:29] ppdet.engine INFO: Epoch: [5] [1300/7329] learning_rate: 0.000100 loss_class: 0.697341 loss_bbox: 0.181243 loss_giou: 0.495114 loss_class_aux: 4.465230 loss_bbox_aux: 1.130138 loss_giou_aux: 3.062863 loss_class_dn: 0.409248 loss_bbox_dn: 0.243121 loss_giou_dn: 0.543615 loss_class_aux_dn: 2.144300 loss_bbox_aux_dn: 1.322797 loss_giou_aux_dn: 2.954649 loss: 19.434540 eta: 2 days, 18:04:33 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2842 images/s [04/14 11:20:08] ppdet.engine INFO: Epoch: [5] [1400/7329] learning_rate: 0.000100 loss_class: 0.654072 loss_bbox: 0.165257 loss_giou: 0.469869 loss_class_aux: 4.360238 loss_bbox_aux: 1.060779 loss_giou_aux: 3.001934 loss_class_dn: 0.402738 loss_bbox_dn: 0.225081 loss_giou_dn: 0.507407 loss_class_aux_dn: 2.115763 loss_bbox_aux_dn: 1.192739 loss_giou_aux_dn: 2.759714 loss: 17.230082 eta: 2 days, 18:03:45 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4190 images/s [04/14 11:20:48] ppdet.engine INFO: Epoch: [5] [1500/7329] learning_rate: 0.000100 loss_class: 0.665921 loss_bbox: 0.175804 loss_giou: 0.397332 loss_class_aux: 4.310065 loss_bbox_aux: 1.160651 loss_giou_aux: 2.765826 loss_class_dn: 0.368657 loss_bbox_dn: 0.256706 loss_giou_dn: 0.488379 loss_class_aux_dn: 1.958511 loss_bbox_aux_dn: 1.435523 loss_giou_aux_dn: 2.706968 loss: 18.183830 eta: 2 days, 18:03:06 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2545 images/s [04/14 11:21:27] ppdet.engine INFO: Epoch: [5] [1600/7329] learning_rate: 0.000100 loss_class: 0.664455 loss_bbox: 0.185062 loss_giou: 0.409745 loss_class_aux: 4.693905 loss_bbox_aux: 1.238311 loss_giou_aux: 2.737282 loss_class_dn: 0.395854 loss_bbox_dn: 0.252591 loss_giou_dn: 0.486508 loss_class_aux_dn: 2.106733 loss_bbox_aux_dn: 1.378124 loss_giou_aux_dn: 2.743459 loss: 18.068016 eta: 2 days, 18:02:24 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3149 images/s [04/14 11:22:06] ppdet.engine INFO: Epoch: [5] [1700/7329] learning_rate: 0.000100 loss_class: 0.676915 loss_bbox: 0.169403 loss_giou: 0.451222 loss_class_aux: 4.444734 loss_bbox_aux: 1.129500 loss_giou_aux: 2.831482 loss_class_dn: 0.380404 loss_bbox_dn: 0.253069 loss_giou_dn: 0.522107 loss_class_aux_dn: 2.025341 loss_bbox_aux_dn: 1.438027 loss_giou_aux_dn: 2.817927 loss: 18.410200 eta: 2 days, 18:01:42 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3123 images/s [04/14 11:22:46] ppdet.engine INFO: Epoch: [5] [1800/7329] learning_rate: 0.000100 loss_class: 0.721590 loss_bbox: 0.166750 loss_giou: 0.526521 loss_class_aux: 4.748815 loss_bbox_aux: 1.122679 loss_giou_aux: 3.327523 loss_class_dn: 0.414279 loss_bbox_dn: 0.246398 loss_giou_dn: 0.599956 loss_class_aux_dn: 2.171465 loss_bbox_aux_dn: 1.324911 loss_giou_aux_dn: 3.200518 loss: 19.070881 eta: 2 days, 18:01:10 batch_cost: 0.3599 data_cost: 0.0013 ips: 11.1150 images/s [04/14 11:23:26] ppdet.engine INFO: Epoch: [5] [1900/7329] learning_rate: 0.000100 loss_class: 0.704233 loss_bbox: 0.180231 loss_giou: 0.476733 loss_class_aux: 4.619500 loss_bbox_aux: 1.195978 loss_giou_aux: 2.988643 loss_class_dn: 0.394673 loss_bbox_dn: 0.256818 loss_giou_dn: 0.526576 loss_class_aux_dn: 2.095556 loss_bbox_aux_dn: 1.340038 loss_giou_aux_dn: 2.793835 loss: 18.572865 eta: 2 days, 18:00:31 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2541 images/s [04/14 11:24:06] ppdet.engine INFO: Epoch: [5] [2000/7329] learning_rate: 0.000100 loss_class: 0.758582 loss_bbox: 0.171870 loss_giou: 0.509584 loss_class_aux: 4.914351 loss_bbox_aux: 1.143386 loss_giou_aux: 3.301054 loss_class_dn: 0.404636 loss_bbox_dn: 0.224377 loss_giou_dn: 0.590196 loss_class_aux_dn: 2.116255 loss_bbox_aux_dn: 1.253391 loss_giou_aux_dn: 3.176454 loss: 19.613239 eta: 2 days, 17:59:56 batch_cost: 0.3576 data_cost: 0.0015 ips: 11.1863 images/s [04/14 11:24:45] ppdet.engine INFO: Epoch: [5] [2100/7329] learning_rate: 0.000100 loss_class: 0.668887 loss_bbox: 0.185878 loss_giou: 0.442561 loss_class_aux: 4.514858 loss_bbox_aux: 1.194555 loss_giou_aux: 2.956848 loss_class_dn: 0.416559 loss_bbox_dn: 0.258060 loss_giou_dn: 0.536347 loss_class_aux_dn: 2.177391 loss_bbox_aux_dn: 1.431056 loss_giou_aux_dn: 2.942307 loss: 18.383341 eta: 2 days, 17:59:05 batch_cost: 0.3482 data_cost: 0.0013 ips: 11.4886 images/s [04/14 11:25:24] ppdet.engine INFO: Epoch: [5] [2200/7329] learning_rate: 0.000100 loss_class: 0.625958 loss_bbox: 0.161294 loss_giou: 0.508027 loss_class_aux: 4.306861 loss_bbox_aux: 1.059859 loss_giou_aux: 3.257980 loss_class_dn: 0.369487 loss_bbox_dn: 0.235100 loss_giou_dn: 0.524478 loss_class_aux_dn: 1.932248 loss_bbox_aux_dn: 1.266747 loss_giou_aux_dn: 2.810536 loss: 17.811436 eta: 2 days, 17:58:27 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2372 images/s [04/14 11:26:04] ppdet.engine INFO: Epoch: [5] [2300/7329] learning_rate: 0.000100 loss_class: 0.662716 loss_bbox: 0.171345 loss_giou: 0.431044 loss_class_aux: 4.368463 loss_bbox_aux: 1.133889 loss_giou_aux: 2.803037 loss_class_dn: 0.395296 loss_bbox_dn: 0.231988 loss_giou_dn: 0.496697 loss_class_aux_dn: 2.059906 loss_bbox_aux_dn: 1.282071 loss_giou_aux_dn: 2.683959 loss: 17.841967 eta: 2 days, 17:57:55 batch_cost: 0.3594 data_cost: 0.0013 ips: 11.1292 images/s [04/14 11:26:44] ppdet.engine INFO: Epoch: [5] [2400/7329] learning_rate: 0.000100 loss_class: 0.648655 loss_bbox: 0.163229 loss_giou: 0.443148 loss_class_aux: 4.205215 loss_bbox_aux: 1.129311 loss_giou_aux: 2.986890 loss_class_dn: 0.377115 loss_bbox_dn: 0.237917 loss_giou_dn: 0.493799 loss_class_aux_dn: 1.954579 loss_bbox_aux_dn: 1.402578 loss_giou_aux_dn: 2.688659 loss: 17.666159 eta: 2 days, 17:57:19 batch_cost: 0.3575 data_cost: 0.0012 ips: 11.1894 images/s [04/14 11:27:24] ppdet.engine INFO: Epoch: [5] [2500/7329] learning_rate: 0.000100 loss_class: 0.652572 loss_bbox: 0.176521 loss_giou: 0.478905 loss_class_aux: 4.290658 loss_bbox_aux: 1.104703 loss_giou_aux: 2.979187 loss_class_dn: 0.368279 loss_bbox_dn: 0.250651 loss_giou_dn: 0.539277 loss_class_aux_dn: 1.933854 loss_bbox_aux_dn: 1.379544 loss_giou_aux_dn: 2.913729 loss: 17.659595 eta: 2 days, 17:56:44 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1853 images/s [04/14 11:28:04] ppdet.engine INFO: Epoch: [5] [2600/7329] learning_rate: 0.000100 loss_class: 0.651795 loss_bbox: 0.175040 loss_giou: 0.499770 loss_class_aux: 4.454865 loss_bbox_aux: 1.141369 loss_giou_aux: 3.131788 loss_class_dn: 0.370798 loss_bbox_dn: 0.229615 loss_giou_dn: 0.555987 loss_class_aux_dn: 1.941916 loss_bbox_aux_dn: 1.248104 loss_giou_aux_dn: 2.976779 loss: 17.737928 eta: 2 days, 17:56:10 batch_cost: 0.3584 data_cost: 0.0014 ips: 11.1603 images/s [04/14 11:28:44] ppdet.engine INFO: Epoch: [5] [2700/7329] learning_rate: 0.000100 loss_class: 0.641502 loss_bbox: 0.188081 loss_giou: 0.431493 loss_class_aux: 4.218107 loss_bbox_aux: 1.198599 loss_giou_aux: 2.759152 loss_class_dn: 0.352127 loss_bbox_dn: 0.243552 loss_giou_dn: 0.487185 loss_class_aux_dn: 1.860119 loss_bbox_aux_dn: 1.369743 loss_giou_aux_dn: 2.584486 loss: 17.374247 eta: 2 days, 17:55:35 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1882 images/s [04/14 11:29:23] ppdet.engine INFO: Epoch: [5] [2800/7329] learning_rate: 0.000100 loss_class: 0.633303 loss_bbox: 0.188137 loss_giou: 0.455865 loss_class_aux: 4.238043 loss_bbox_aux: 1.211152 loss_giou_aux: 2.877163 loss_class_dn: 0.368906 loss_bbox_dn: 0.238380 loss_giou_dn: 0.491275 loss_class_aux_dn: 1.938343 loss_bbox_aux_dn: 1.303291 loss_giou_aux_dn: 2.676553 loss: 17.344469 eta: 2 days, 17:54:58 batch_cost: 0.3565 data_cost: 0.0012 ips: 11.2197 images/s [04/14 11:30:03] ppdet.engine INFO: Epoch: [5] [2900/7329] learning_rate: 0.000100 loss_class: 0.704412 loss_bbox: 0.168056 loss_giou: 0.503995 loss_class_aux: 4.576653 loss_bbox_aux: 1.116793 loss_giou_aux: 3.206650 loss_class_dn: 0.413646 loss_bbox_dn: 0.225440 loss_giou_dn: 0.551365 loss_class_aux_dn: 2.179427 loss_bbox_aux_dn: 1.266620 loss_giou_aux_dn: 2.982264 loss: 18.525963 eta: 2 days, 17:54:21 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2174 images/s [04/14 11:30:43] ppdet.engine INFO: Epoch: [5] [3000/7329] learning_rate: 0.000100 loss_class: 0.651641 loss_bbox: 0.172810 loss_giou: 0.401793 loss_class_aux: 4.331988 loss_bbox_aux: 1.134574 loss_giou_aux: 2.534655 loss_class_dn: 0.350254 loss_bbox_dn: 0.246775 loss_giou_dn: 0.436629 loss_class_aux_dn: 1.854198 loss_bbox_aux_dn: 1.386757 loss_giou_aux_dn: 2.376012 loss: 15.913668 eta: 2 days, 17:53:45 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1992 images/s [04/14 11:31:22] ppdet.engine INFO: Epoch: [5] [3100/7329] learning_rate: 0.000100 loss_class: 0.711607 loss_bbox: 0.177455 loss_giou: 0.493224 loss_class_aux: 4.671803 loss_bbox_aux: 1.153709 loss_giou_aux: 3.257131 loss_class_dn: 0.410051 loss_bbox_dn: 0.221709 loss_giou_dn: 0.563017 loss_class_aux_dn: 2.189716 loss_bbox_aux_dn: 1.251993 loss_giou_aux_dn: 3.039304 loss: 19.044773 eta: 2 days, 17:53:10 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1855 images/s [04/14 11:32:02] ppdet.engine INFO: Epoch: [5] [3200/7329] learning_rate: 0.000100 loss_class: 0.668334 loss_bbox: 0.166516 loss_giou: 0.512070 loss_class_aux: 4.439437 loss_bbox_aux: 1.120952 loss_giou_aux: 3.099054 loss_class_dn: 0.390915 loss_bbox_dn: 0.248655 loss_giou_dn: 0.522959 loss_class_aux_dn: 2.080666 loss_bbox_aux_dn: 1.384208 loss_giou_aux_dn: 2.791795 loss: 18.035294 eta: 2 days, 17:52:32 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2354 images/s [04/14 11:32:42] ppdet.engine INFO: Epoch: [5] [3300/7329] learning_rate: 0.000100 loss_class: 0.620746 loss_bbox: 0.152748 loss_giou: 0.413840 loss_class_aux: 4.159745 loss_bbox_aux: 0.997216 loss_giou_aux: 2.626714 loss_class_dn: 0.339288 loss_bbox_dn: 0.270848 loss_giou_dn: 0.449136 loss_class_aux_dn: 1.812950 loss_bbox_aux_dn: 1.495687 loss_giou_aux_dn: 2.474659 loss: 15.751921 eta: 2 days, 17:51:52 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2727 images/s [04/14 11:33:21] ppdet.engine INFO: Epoch: [5] [3400/7329] learning_rate: 0.000100 loss_class: 0.697183 loss_bbox: 0.181302 loss_giou: 0.496388 loss_class_aux: 4.562493 loss_bbox_aux: 1.176199 loss_giou_aux: 3.165097 loss_class_dn: 0.413151 loss_bbox_dn: 0.221957 loss_giou_dn: 0.548695 loss_class_aux_dn: 2.166164 loss_bbox_aux_dn: 1.313125 loss_giou_aux_dn: 2.943897 loss: 18.899115 eta: 2 days, 17:51:15 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2216 images/s [04/14 11:34:00] ppdet.engine INFO: Epoch: [5] [3500/7329] learning_rate: 0.000100 loss_class: 0.709768 loss_bbox: 0.168948 loss_giou: 0.453160 loss_class_aux: 4.688713 loss_bbox_aux: 1.108454 loss_giou_aux: 2.977418 loss_class_dn: 0.395873 loss_bbox_dn: 0.247536 loss_giou_dn: 0.544580 loss_class_aux_dn: 2.071542 loss_bbox_aux_dn: 1.383084 loss_giou_aux_dn: 2.930971 loss: 18.936848 eta: 2 days, 17:50:28 batch_cost: 0.3505 data_cost: 0.0012 ips: 11.4113 images/s [04/14 11:34:40] ppdet.engine INFO: Epoch: [5] [3600/7329] learning_rate: 0.000100 loss_class: 0.713973 loss_bbox: 0.163307 loss_giou: 0.445900 loss_class_aux: 4.664950 loss_bbox_aux: 1.121732 loss_giou_aux: 2.918472 loss_class_dn: 0.408165 loss_bbox_dn: 0.229066 loss_giou_dn: 0.536597 loss_class_aux_dn: 2.171154 loss_bbox_aux_dn: 1.293002 loss_giou_aux_dn: 2.985350 loss: 19.983967 eta: 2 days, 17:49:50 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2397 images/s [04/14 11:35:20] ppdet.engine INFO: Epoch: [5] [3700/7329] learning_rate: 0.000100 loss_class: 0.721218 loss_bbox: 0.182602 loss_giou: 0.460080 loss_class_aux: 4.577536 loss_bbox_aux: 1.193710 loss_giou_aux: 3.032061 loss_class_dn: 0.382272 loss_bbox_dn: 0.249401 loss_giou_dn: 0.509077 loss_class_aux_dn: 2.050586 loss_bbox_aux_dn: 1.382197 loss_giou_aux_dn: 2.781812 loss: 17.617893 eta: 2 days, 17:49:11 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2532 images/s [04/14 11:36:00] ppdet.engine INFO: Epoch: [5] [3800/7329] learning_rate: 0.000100 loss_class: 0.672484 loss_bbox: 0.173783 loss_giou: 0.388441 loss_class_aux: 4.389876 loss_bbox_aux: 1.178924 loss_giou_aux: 2.609428 loss_class_dn: 0.366790 loss_bbox_dn: 0.262614 loss_giou_dn: 0.462532 loss_class_aux_dn: 1.950261 loss_bbox_aux_dn: 1.431658 loss_giou_aux_dn: 2.525158 loss: 17.575977 eta: 2 days, 17:48:39 batch_cost: 0.3594 data_cost: 0.0014 ips: 11.1294 images/s [04/14 11:36:39] ppdet.engine INFO: Epoch: [5] [3900/7329] learning_rate: 0.000100 loss_class: 0.694072 loss_bbox: 0.177312 loss_giou: 0.523199 loss_class_aux: 4.587512 loss_bbox_aux: 1.195074 loss_giou_aux: 3.306334 loss_class_dn: 0.419823 loss_bbox_dn: 0.250747 loss_giou_dn: 0.573808 loss_class_aux_dn: 2.220091 loss_bbox_aux_dn: 1.440633 loss_giou_aux_dn: 3.069354 loss: 20.294523 eta: 2 days, 17:47:50 batch_cost: 0.3495 data_cost: 0.0012 ips: 11.4442 images/s [04/14 11:37:18] ppdet.engine INFO: Epoch: [5] [4000/7329] learning_rate: 0.000100 loss_class: 0.700062 loss_bbox: 0.165076 loss_giou: 0.534134 loss_class_aux: 4.631585 loss_bbox_aux: 1.065253 loss_giou_aux: 3.381979 loss_class_dn: 0.411922 loss_bbox_dn: 0.222516 loss_giou_dn: 0.556090 loss_class_aux_dn: 2.106661 loss_bbox_aux_dn: 1.272003 loss_giou_aux_dn: 2.973787 loss: 17.563345 eta: 2 days, 17:47:14 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2058 images/s [04/14 11:37:57] ppdet.engine INFO: Epoch: [5] [4100/7329] learning_rate: 0.000100 loss_class: 0.651933 loss_bbox: 0.170592 loss_giou: 0.484635 loss_class_aux: 4.192788 loss_bbox_aux: 1.099770 loss_giou_aux: 3.024307 loss_class_dn: 0.364709 loss_bbox_dn: 0.250666 loss_giou_dn: 0.518327 loss_class_aux_dn: 1.910088 loss_bbox_aux_dn: 1.370627 loss_giou_aux_dn: 2.775287 loss: 16.951525 eta: 2 days, 17:46:29 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3898 images/s [04/14 11:38:37] ppdet.engine INFO: Epoch: [5] [4200/7329] learning_rate: 0.000100 loss_class: 0.674032 loss_bbox: 0.167334 loss_giou: 0.471854 loss_class_aux: 4.429610 loss_bbox_aux: 1.161641 loss_giou_aux: 2.955196 loss_class_dn: 0.380500 loss_bbox_dn: 0.222226 loss_giou_dn: 0.542467 loss_class_aux_dn: 2.027422 loss_bbox_aux_dn: 1.274563 loss_giou_aux_dn: 2.934516 loss: 18.556156 eta: 2 days, 17:45:52 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2124 images/s [04/14 11:39:16] ppdet.engine INFO: Epoch: [5] [4300/7329] learning_rate: 0.000100 loss_class: 0.616386 loss_bbox: 0.175680 loss_giou: 0.421782 loss_class_aux: 4.232962 loss_bbox_aux: 1.104894 loss_giou_aux: 2.723605 loss_class_dn: 0.364432 loss_bbox_dn: 0.233669 loss_giou_dn: 0.481337 loss_class_aux_dn: 1.926910 loss_bbox_aux_dn: 1.300047 loss_giou_aux_dn: 2.580534 loss: 17.366390 eta: 2 days, 17:45:09 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3409 images/s [04/14 11:39:56] ppdet.engine INFO: Epoch: [5] [4400/7329] learning_rate: 0.000100 loss_class: 0.699604 loss_bbox: 0.169354 loss_giou: 0.442013 loss_class_aux: 4.640222 loss_bbox_aux: 1.128406 loss_giou_aux: 2.944650 loss_class_dn: 0.397233 loss_bbox_dn: 0.234885 loss_giou_dn: 0.503555 loss_class_aux_dn: 2.081779 loss_bbox_aux_dn: 1.317941 loss_giou_aux_dn: 2.693756 loss: 18.500164 eta: 2 days, 17:44:25 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3660 images/s [04/14 11:40:35] ppdet.engine INFO: Epoch: [5] [4500/7329] learning_rate: 0.000100 loss_class: 0.647859 loss_bbox: 0.181912 loss_giou: 0.415866 loss_class_aux: 4.379039 loss_bbox_aux: 1.135258 loss_giou_aux: 2.596650 loss_class_dn: 0.369713 loss_bbox_dn: 0.244862 loss_giou_dn: 0.516216 loss_class_aux_dn: 1.980739 loss_bbox_aux_dn: 1.387960 loss_giou_aux_dn: 2.749538 loss: 17.950016 eta: 2 days, 17:43:42 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3329 images/s [04/14 11:41:15] ppdet.engine INFO: Epoch: [5] [4600/7329] learning_rate: 0.000100 loss_class: 0.668557 loss_bbox: 0.151291 loss_giou: 0.483330 loss_class_aux: 4.342489 loss_bbox_aux: 1.032575 loss_giou_aux: 2.946866 loss_class_dn: 0.380672 loss_bbox_dn: 0.227185 loss_giou_dn: 0.537092 loss_class_aux_dn: 2.002232 loss_bbox_aux_dn: 1.267045 loss_giou_aux_dn: 2.884500 loss: 18.010742 eta: 2 days, 17:43:08 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1780 images/s [04/14 11:41:54] ppdet.engine INFO: Epoch: [5] [4700/7329] learning_rate: 0.000100 loss_class: 0.760556 loss_bbox: 0.183221 loss_giou: 0.502919 loss_class_aux: 4.909292 loss_bbox_aux: 1.206294 loss_giou_aux: 3.221338 loss_class_dn: 0.419255 loss_bbox_dn: 0.272943 loss_giou_dn: 0.552489 loss_class_aux_dn: 2.208302 loss_bbox_aux_dn: 1.449453 loss_giou_aux_dn: 3.040762 loss: 20.236301 eta: 2 days, 17:42:29 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2611 images/s [04/14 11:42:34] ppdet.engine INFO: Epoch: [5] [4800/7329] learning_rate: 0.000100 loss_class: 0.701434 loss_bbox: 0.169389 loss_giou: 0.497909 loss_class_aux: 4.541443 loss_bbox_aux: 1.123896 loss_giou_aux: 3.325019 loss_class_dn: 0.394466 loss_bbox_dn: 0.249556 loss_giou_dn: 0.537426 loss_class_aux_dn: 2.075885 loss_bbox_aux_dn: 1.417746 loss_giou_aux_dn: 2.907568 loss: 18.647713 eta: 2 days, 17:41:47 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3110 images/s [04/14 11:43:13] ppdet.engine INFO: Epoch: [5] [4900/7329] learning_rate: 0.000100 loss_class: 0.632096 loss_bbox: 0.152268 loss_giou: 0.467696 loss_class_aux: 4.315324 loss_bbox_aux: 1.010247 loss_giou_aux: 3.046094 loss_class_dn: 0.388988 loss_bbox_dn: 0.220491 loss_giou_dn: 0.512290 loss_class_aux_dn: 2.069131 loss_bbox_aux_dn: 1.233099 loss_giou_aux_dn: 2.792405 loss: 17.537636 eta: 2 days, 17:41:08 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2666 images/s [04/14 11:43:53] ppdet.engine INFO: Epoch: [5] [5000/7329] learning_rate: 0.000100 loss_class: 0.613668 loss_bbox: 0.158786 loss_giou: 0.435953 loss_class_aux: 4.150245 loss_bbox_aux: 1.013513 loss_giou_aux: 2.823703 loss_class_dn: 0.342205 loss_bbox_dn: 0.211981 loss_giou_dn: 0.462862 loss_class_aux_dn: 1.823710 loss_bbox_aux_dn: 1.165231 loss_giou_aux_dn: 2.430323 loss: 15.697783 eta: 2 days, 17:40:27 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3129 images/s [04/14 11:44:32] ppdet.engine INFO: Epoch: [5] [5100/7329] learning_rate: 0.000100 loss_class: 0.669041 loss_bbox: 0.157194 loss_giou: 0.456176 loss_class_aux: 4.319895 loss_bbox_aux: 1.061240 loss_giou_aux: 2.954022 loss_class_dn: 0.378456 loss_bbox_dn: 0.246092 loss_giou_dn: 0.542622 loss_class_aux_dn: 1.981243 loss_bbox_aux_dn: 1.394438 loss_giou_aux_dn: 2.972148 loss: 18.539745 eta: 2 days, 17:39:48 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2673 images/s [04/14 11:45:12] ppdet.engine INFO: Epoch: [5] [5200/7329] learning_rate: 0.000100 loss_class: 0.732046 loss_bbox: 0.190877 loss_giou: 0.491849 loss_class_aux: 4.607565 loss_bbox_aux: 1.224992 loss_giou_aux: 3.261963 loss_class_dn: 0.416347 loss_bbox_dn: 0.252581 loss_giou_dn: 0.548356 loss_class_aux_dn: 2.221927 loss_bbox_aux_dn: 1.410191 loss_giou_aux_dn: 3.074643 loss: 19.131542 eta: 2 days, 17:39:09 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2549 images/s [04/14 11:45:51] ppdet.engine INFO: Epoch: [5] [5300/7329] learning_rate: 0.000100 loss_class: 0.610044 loss_bbox: 0.166396 loss_giou: 0.448093 loss_class_aux: 3.985299 loss_bbox_aux: 1.146424 loss_giou_aux: 2.796083 loss_class_dn: 0.353743 loss_bbox_dn: 0.221897 loss_giou_dn: 0.469338 loss_class_aux_dn: 1.916561 loss_bbox_aux_dn: 1.215846 loss_giou_aux_dn: 2.560395 loss: 16.572361 eta: 2 days, 17:38:24 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3831 images/s [04/14 11:46:31] ppdet.engine INFO: Epoch: [5] [5400/7329] learning_rate: 0.000100 loss_class: 0.695763 loss_bbox: 0.171412 loss_giou: 0.438176 loss_class_aux: 4.568227 loss_bbox_aux: 1.118746 loss_giou_aux: 2.768027 loss_class_dn: 0.382821 loss_bbox_dn: 0.249399 loss_giou_dn: 0.487099 loss_class_aux_dn: 2.012961 loss_bbox_aux_dn: 1.390550 loss_giou_aux_dn: 2.552776 loss: 18.103180 eta: 2 days, 17:37:45 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2660 images/s [04/14 11:47:10] ppdet.engine INFO: Epoch: [5] [5500/7329] learning_rate: 0.000100 loss_class: 0.756377 loss_bbox: 0.185481 loss_giou: 0.497016 loss_class_aux: 4.858263 loss_bbox_aux: 1.274840 loss_giou_aux: 3.197352 loss_class_dn: 0.421968 loss_bbox_dn: 0.275067 loss_giou_dn: 0.557570 loss_class_aux_dn: 2.214824 loss_bbox_aux_dn: 1.484816 loss_giou_aux_dn: 3.029990 loss: 19.040775 eta: 2 days, 17:37:00 batch_cost: 0.3510 data_cost: 0.0014 ips: 11.3946 images/s [04/14 11:47:49] ppdet.engine INFO: Epoch: [5] [5600/7329] learning_rate: 0.000100 loss_class: 0.634106 loss_bbox: 0.143938 loss_giou: 0.407716 loss_class_aux: 4.098203 loss_bbox_aux: 1.003843 loss_giou_aux: 2.673307 loss_class_dn: 0.351488 loss_bbox_dn: 0.239565 loss_giou_dn: 0.482331 loss_class_aux_dn: 1.864500 loss_bbox_aux_dn: 1.298550 loss_giou_aux_dn: 2.630219 loss: 15.941177 eta: 2 days, 17:36:23 batch_cost: 0.3566 data_cost: 0.0014 ips: 11.2184 images/s [04/14 11:48:29] ppdet.engine INFO: Epoch: [5] [5700/7329] learning_rate: 0.000100 loss_class: 0.788186 loss_bbox: 0.194240 loss_giou: 0.468261 loss_class_aux: 5.124134 loss_bbox_aux: 1.260665 loss_giou_aux: 3.140154 loss_class_dn: 0.411968 loss_bbox_dn: 0.281780 loss_giou_dn: 0.553366 loss_class_aux_dn: 2.194451 loss_bbox_aux_dn: 1.544729 loss_giou_aux_dn: 3.014306 loss: 19.785427 eta: 2 days, 17:35:41 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3391 images/s [04/14 11:49:08] ppdet.engine INFO: Epoch: [5] [5800/7329] learning_rate: 0.000100 loss_class: 0.612050 loss_bbox: 0.163672 loss_giou: 0.484802 loss_class_aux: 4.230147 loss_bbox_aux: 1.120096 loss_giou_aux: 3.057967 loss_class_dn: 0.370291 loss_bbox_dn: 0.254831 loss_giou_dn: 0.505314 loss_class_aux_dn: 1.927861 loss_bbox_aux_dn: 1.408198 loss_giou_aux_dn: 2.684080 loss: 16.699734 eta: 2 days, 17:35:02 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2634 images/s [04/14 11:49:47] ppdet.engine INFO: Epoch: [5] [5900/7329] learning_rate: 0.000100 loss_class: 0.631224 loss_bbox: 0.175343 loss_giou: 0.463296 loss_class_aux: 4.067425 loss_bbox_aux: 1.175357 loss_giou_aux: 2.903975 loss_class_dn: 0.346752 loss_bbox_dn: 0.223762 loss_giou_dn: 0.501502 loss_class_aux_dn: 1.830277 loss_bbox_aux_dn: 1.216351 loss_giou_aux_dn: 2.648773 loss: 16.502419 eta: 2 days, 17:34:19 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3568 images/s [04/14 11:50:27] ppdet.engine INFO: Epoch: [5] [6000/7329] learning_rate: 0.000100 loss_class: 0.689889 loss_bbox: 0.156010 loss_giou: 0.448350 loss_class_aux: 4.472205 loss_bbox_aux: 1.047066 loss_giou_aux: 2.845219 loss_class_dn: 0.390708 loss_bbox_dn: 0.242614 loss_giou_dn: 0.525474 loss_class_aux_dn: 2.043141 loss_bbox_aux_dn: 1.372326 loss_giou_aux_dn: 2.836229 loss: 18.425779 eta: 2 days, 17:33:42 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2249 images/s [04/14 11:51:06] ppdet.engine INFO: Epoch: [5] [6100/7329] learning_rate: 0.000100 loss_class: 0.685625 loss_bbox: 0.150978 loss_giou: 0.493900 loss_class_aux: 4.487156 loss_bbox_aux: 1.003818 loss_giou_aux: 3.091063 loss_class_dn: 0.387643 loss_bbox_dn: 0.208949 loss_giou_dn: 0.500357 loss_class_aux_dn: 2.004302 loss_bbox_aux_dn: 1.188983 loss_giou_aux_dn: 2.762791 loss: 18.326687 eta: 2 days, 17:32:57 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3982 images/s [04/14 11:51:46] ppdet.engine INFO: Epoch: [5] [6200/7329] learning_rate: 0.000100 loss_class: 0.685251 loss_bbox: 0.162860 loss_giou: 0.456183 loss_class_aux: 4.447183 loss_bbox_aux: 1.063880 loss_giou_aux: 2.887485 loss_class_dn: 0.383442 loss_bbox_dn: 0.221369 loss_giou_dn: 0.516041 loss_class_aux_dn: 2.016920 loss_bbox_aux_dn: 1.229959 loss_giou_aux_dn: 2.729955 loss: 18.094940 eta: 2 days, 17:32:16 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2965 images/s [04/14 11:52:24] ppdet.engine INFO: Epoch: [5] [6300/7329] learning_rate: 0.000100 loss_class: 0.658261 loss_bbox: 0.172252 loss_giou: 0.496572 loss_class_aux: 4.369203 loss_bbox_aux: 1.121052 loss_giou_aux: 3.104423 loss_class_dn: 0.403229 loss_bbox_dn: 0.229869 loss_giou_dn: 0.544211 loss_class_aux_dn: 2.145936 loss_bbox_aux_dn: 1.269547 loss_giou_aux_dn: 2.898704 loss: 18.510935 eta: 2 days, 17:31:26 batch_cost: 0.3480 data_cost: 0.0013 ips: 11.4946 images/s [04/14 11:53:04] ppdet.engine INFO: Epoch: [5] [6400/7329] learning_rate: 0.000100 loss_class: 0.625060 loss_bbox: 0.181766 loss_giou: 0.388599 loss_class_aux: 4.296853 loss_bbox_aux: 1.164238 loss_giou_aux: 2.373080 loss_class_dn: 0.360552 loss_bbox_dn: 0.246017 loss_giou_dn: 0.432329 loss_class_aux_dn: 1.970575 loss_bbox_aux_dn: 1.405588 loss_giou_aux_dn: 2.349960 loss: 17.398228 eta: 2 days, 17:30:47 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2768 images/s [04/14 11:53:43] ppdet.engine INFO: Epoch: [5] [6500/7329] learning_rate: 0.000100 loss_class: 0.671869 loss_bbox: 0.171022 loss_giou: 0.382422 loss_class_aux: 4.265814 loss_bbox_aux: 1.126903 loss_giou_aux: 2.433246 loss_class_dn: 0.355641 loss_bbox_dn: 0.254686 loss_giou_dn: 0.449637 loss_class_aux_dn: 1.853994 loss_bbox_aux_dn: 1.372121 loss_giou_aux_dn: 2.459795 loss: 16.646271 eta: 2 days, 17:30:08 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2835 images/s [04/14 11:54:23] ppdet.engine INFO: Epoch: [5] [6600/7329] learning_rate: 0.000100 loss_class: 0.626607 loss_bbox: 0.162315 loss_giou: 0.392369 loss_class_aux: 4.244282 loss_bbox_aux: 1.071541 loss_giou_aux: 2.586451 loss_class_dn: 0.363834 loss_bbox_dn: 0.230030 loss_giou_dn: 0.456297 loss_class_aux_dn: 1.951639 loss_bbox_aux_dn: 1.267938 loss_giou_aux_dn: 2.480115 loss: 17.549255 eta: 2 days, 17:29:24 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3693 images/s [04/14 11:55:02] ppdet.engine INFO: Epoch: [5] [6700/7329] learning_rate: 0.000100 loss_class: 0.626575 loss_bbox: 0.160939 loss_giou: 0.461538 loss_class_aux: 4.227169 loss_bbox_aux: 1.095430 loss_giou_aux: 2.870625 loss_class_dn: 0.368170 loss_bbox_dn: 0.244919 loss_giou_dn: 0.496653 loss_class_aux_dn: 1.936890 loss_bbox_aux_dn: 1.391335 loss_giou_aux_dn: 2.624545 loss: 16.177402 eta: 2 days, 17:28:40 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3659 images/s [04/14 11:55:42] ppdet.engine INFO: Epoch: [5] [6800/7329] learning_rate: 0.000100 loss_class: 0.657019 loss_bbox: 0.171429 loss_giou: 0.414571 loss_class_aux: 4.645617 loss_bbox_aux: 1.107928 loss_giou_aux: 2.518719 loss_class_dn: 0.370331 loss_bbox_dn: 0.218080 loss_giou_dn: 0.511407 loss_class_aux_dn: 1.935870 loss_bbox_aux_dn: 1.246934 loss_giou_aux_dn: 2.725802 loss: 18.046934 eta: 2 days, 17:28:06 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1744 images/s [04/14 11:56:21] ppdet.engine INFO: Epoch: [5] [6900/7329] learning_rate: 0.000100 loss_class: 0.630607 loss_bbox: 0.161783 loss_giou: 0.483214 loss_class_aux: 4.195467 loss_bbox_aux: 1.048430 loss_giou_aux: 3.135783 loss_class_dn: 0.350091 loss_bbox_dn: 0.220877 loss_giou_dn: 0.527228 loss_class_aux_dn: 1.848951 loss_bbox_aux_dn: 1.268526 loss_giou_aux_dn: 2.773796 loss: 17.119434 eta: 2 days, 17:27:23 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3516 images/s [04/14 11:57:00] ppdet.engine INFO: Epoch: [5] [7000/7329] learning_rate: 0.000100 loss_class: 0.629158 loss_bbox: 0.152843 loss_giou: 0.442981 loss_class_aux: 4.327692 loss_bbox_aux: 1.012240 loss_giou_aux: 2.861253 loss_class_dn: 0.361215 loss_bbox_dn: 0.234996 loss_giou_dn: 0.494875 loss_class_aux_dn: 1.879530 loss_bbox_aux_dn: 1.354536 loss_giou_aux_dn: 2.701909 loss: 16.436138 eta: 2 days, 17:26:43 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2982 images/s [04/14 11:57:40] ppdet.engine INFO: Epoch: [5] [7100/7329] learning_rate: 0.000100 loss_class: 0.653150 loss_bbox: 0.168831 loss_giou: 0.410342 loss_class_aux: 4.292762 loss_bbox_aux: 1.127104 loss_giou_aux: 2.715588 loss_class_dn: 0.380081 loss_bbox_dn: 0.219123 loss_giou_dn: 0.492478 loss_class_aux_dn: 1.990233 loss_bbox_aux_dn: 1.286922 loss_giou_aux_dn: 2.620438 loss: 16.555334 eta: 2 days, 17:26:06 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2395 images/s [04/14 11:58:19] ppdet.engine INFO: Epoch: [5] [7200/7329] learning_rate: 0.000100 loss_class: 0.631920 loss_bbox: 0.176003 loss_giou: 0.369833 loss_class_aux: 4.147424 loss_bbox_aux: 1.191039 loss_giou_aux: 2.520444 loss_class_dn: 0.351852 loss_bbox_dn: 0.244148 loss_giou_dn: 0.452362 loss_class_aux_dn: 1.870999 loss_bbox_aux_dn: 1.342948 loss_giou_aux_dn: 2.437098 loss: 16.148392 eta: 2 days, 17:25:20 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4218 images/s [04/14 11:58:59] ppdet.engine INFO: Epoch: [5] [7300/7329] learning_rate: 0.000100 loss_class: 0.691460 loss_bbox: 0.183890 loss_giou: 0.434664 loss_class_aux: 4.561893 loss_bbox_aux: 1.209775 loss_giou_aux: 2.744537 loss_class_dn: 0.386594 loss_bbox_dn: 0.236196 loss_giou_dn: 0.498164 loss_class_aux_dn: 2.054683 loss_bbox_aux_dn: 1.304299 loss_giou_aux_dn: 2.717103 loss: 17.833736 eta: 2 days, 17:24:48 batch_cost: 0.3597 data_cost: 0.0014 ips: 11.1209 images/s [04/14 11:59:13] ppdet.engine INFO: Eval iter: 0 [04/14 11:59:25] ppdet.engine INFO: Eval iter: 100 [04/14 11:59:37] ppdet.engine INFO: Eval iter: 200 [04/14 11:59:49] ppdet.engine INFO: Eval iter: 300 [04/14 12:00:00] ppdet.engine INFO: Eval iter: 400 [04/14 12:00:13] ppdet.engine INFO: Eval iter: 500 [04/14 12:00:24] ppdet.engine INFO: Eval iter: 600 [04/14 12:00:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 12:00:48] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.17s). Accumulating evaluation results... DONE (t=15.05s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.472 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.649 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.273 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.609 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.688 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.464 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 ] = 0.884 [04/14 12:02:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.26113033636426 [04/14 12:02:30] ppdet.engine INFO: Best test bbox ap is 0.472. [04/14 12:02:32] ppdet.engine INFO: Epoch: [6] [ 0/7329] learning_rate: 0.000100 loss_class: 0.652585 loss_bbox: 0.180007 loss_giou: 0.444885 loss_class_aux: 4.416040 loss_bbox_aux: 1.143719 loss_giou_aux: 2.808974 loss_class_dn: 0.388255 loss_bbox_dn: 0.236196 loss_giou_dn: 0.502925 loss_class_aux_dn: 2.046436 loss_bbox_aux_dn: 1.326051 loss_giou_aux_dn: 2.764575 loss: 17.601023 eta: 2 days, 17:24:36 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2018 images/s [04/14 12:03:12] ppdet.engine INFO: Epoch: [6] [ 100/7329] learning_rate: 0.000100 loss_class: 0.601314 loss_bbox: 0.158905 loss_giou: 0.466861 loss_class_aux: 3.783331 loss_bbox_aux: 1.083236 loss_giou_aux: 2.990239 loss_class_dn: 0.362340 loss_bbox_dn: 0.205203 loss_giou_dn: 0.483868 loss_class_aux_dn: 1.948128 loss_bbox_aux_dn: 1.161545 loss_giou_aux_dn: 2.558803 loss: 17.745001 eta: 2 days, 17:23:58 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2395 images/s [04/14 12:03:51] ppdet.engine INFO: Epoch: [6] [ 200/7329] learning_rate: 0.000100 loss_class: 0.711193 loss_bbox: 0.173253 loss_giou: 0.556191 loss_class_aux: 4.368115 loss_bbox_aux: 1.163254 loss_giou_aux: 3.480085 loss_class_dn: 0.404354 loss_bbox_dn: 0.261896 loss_giou_dn: 0.594286 loss_class_aux_dn: 2.123544 loss_bbox_aux_dn: 1.413357 loss_giou_aux_dn: 3.214592 loss: 18.551548 eta: 2 days, 17:23:23 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1969 images/s [04/14 12:04:31] ppdet.engine INFO: Epoch: [6] [ 300/7329] learning_rate: 0.000100 loss_class: 0.691110 loss_bbox: 0.218144 loss_giou: 0.537376 loss_class_aux: 4.801179 loss_bbox_aux: 1.387315 loss_giou_aux: 3.494520 loss_class_dn: 0.416421 loss_bbox_dn: 0.266926 loss_giou_dn: 0.574431 loss_class_aux_dn: 2.154103 loss_bbox_aux_dn: 1.462878 loss_giou_aux_dn: 3.045181 loss: 19.704384 eta: 2 days, 17:22:44 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2744 images/s [04/14 12:05:10] ppdet.engine INFO: Epoch: [6] [ 400/7329] learning_rate: 0.000100 loss_class: 0.602574 loss_bbox: 0.165545 loss_giou: 0.393577 loss_class_aux: 3.999767 loss_bbox_aux: 1.084787 loss_giou_aux: 2.621620 loss_class_dn: 0.338382 loss_bbox_dn: 0.246452 loss_giou_dn: 0.448551 loss_class_aux_dn: 1.769927 loss_bbox_aux_dn: 1.350235 loss_giou_aux_dn: 2.444084 loss: 15.581261 eta: 2 days, 17:22:05 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2842 images/s [04/14 12:05:50] ppdet.engine INFO: Epoch: [6] [ 500/7329] learning_rate: 0.000100 loss_class: 0.668960 loss_bbox: 0.172433 loss_giou: 0.525218 loss_class_aux: 4.301319 loss_bbox_aux: 1.140949 loss_giou_aux: 3.319516 loss_class_dn: 0.402006 loss_bbox_dn: 0.207979 loss_giou_dn: 0.553482 loss_class_aux_dn: 2.108204 loss_bbox_aux_dn: 1.190444 loss_giou_aux_dn: 2.968116 loss: 19.131464 eta: 2 days, 17:21:26 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2681 images/s [04/14 12:06:29] ppdet.engine INFO: Epoch: [6] [ 600/7329] learning_rate: 0.000100 loss_class: 0.661803 loss_bbox: 0.171869 loss_giou: 0.417498 loss_class_aux: 4.396398 loss_bbox_aux: 1.091431 loss_giou_aux: 2.609286 loss_class_dn: 0.393972 loss_bbox_dn: 0.221613 loss_giou_dn: 0.474349 loss_class_aux_dn: 2.043853 loss_bbox_aux_dn: 1.244167 loss_giou_aux_dn: 2.525385 loss: 17.012220 eta: 2 days, 17:20:42 batch_cost: 0.3513 data_cost: 0.0014 ips: 11.3874 images/s [04/14 12:07:08] ppdet.engine INFO: Epoch: [6] [ 700/7329] learning_rate: 0.000100 loss_class: 0.651925 loss_bbox: 0.156455 loss_giou: 0.473802 loss_class_aux: 4.258326 loss_bbox_aux: 1.056757 loss_giou_aux: 3.036229 loss_class_dn: 0.386526 loss_bbox_dn: 0.228883 loss_giou_dn: 0.520383 loss_class_aux_dn: 2.055929 loss_bbox_aux_dn: 1.228555 loss_giou_aux_dn: 2.838704 loss: 17.330332 eta: 2 days, 17:20:00 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3410 images/s [04/14 12:07:48] ppdet.engine INFO: Epoch: [6] [ 800/7329] learning_rate: 0.000100 loss_class: 0.638949 loss_bbox: 0.190629 loss_giou: 0.449461 loss_class_aux: 4.137744 loss_bbox_aux: 1.202306 loss_giou_aux: 2.834246 loss_class_dn: 0.383926 loss_bbox_dn: 0.250303 loss_giou_dn: 0.457261 loss_class_aux_dn: 1.999028 loss_bbox_aux_dn: 1.386535 loss_giou_aux_dn: 2.502635 loss: 17.063683 eta: 2 days, 17:19:18 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3461 images/s [04/14 12:08:27] ppdet.engine INFO: Epoch: [6] [ 900/7329] learning_rate: 0.000100 loss_class: 0.600132 loss_bbox: 0.168336 loss_giou: 0.398378 loss_class_aux: 4.182405 loss_bbox_aux: 1.106453 loss_giou_aux: 2.601786 loss_class_dn: 0.343810 loss_bbox_dn: 0.218956 loss_giou_dn: 0.436592 loss_class_aux_dn: 1.828083 loss_bbox_aux_dn: 1.199735 loss_giou_aux_dn: 2.386720 loss: 15.941018 eta: 2 days, 17:18:31 batch_cost: 0.3492 data_cost: 0.0013 ips: 11.4533 images/s [04/14 12:09:06] ppdet.engine INFO: Epoch: [6] [1000/7329] learning_rate: 0.000100 loss_class: 0.658213 loss_bbox: 0.170182 loss_giou: 0.473913 loss_class_aux: 4.526824 loss_bbox_aux: 1.126542 loss_giou_aux: 3.032069 loss_class_dn: 0.387954 loss_bbox_dn: 0.231925 loss_giou_dn: 0.515143 loss_class_aux_dn: 2.031968 loss_bbox_aux_dn: 1.323879 loss_giou_aux_dn: 2.718771 loss: 17.448751 eta: 2 days, 17:17:55 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2023 images/s [04/14 12:09:46] ppdet.engine INFO: Epoch: [6] [1100/7329] learning_rate: 0.000100 loss_class: 0.639194 loss_bbox: 0.181794 loss_giou: 0.464878 loss_class_aux: 4.337828 loss_bbox_aux: 1.166065 loss_giou_aux: 2.939429 loss_class_dn: 0.375075 loss_bbox_dn: 0.241630 loss_giou_dn: 0.463709 loss_class_aux_dn: 2.004156 loss_bbox_aux_dn: 1.362813 loss_giou_aux_dn: 2.501420 loss: 17.449104 eta: 2 days, 17:17:17 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2527 images/s [04/14 12:10:25] ppdet.engine INFO: Epoch: [6] [1200/7329] learning_rate: 0.000100 loss_class: 0.738711 loss_bbox: 0.184463 loss_giou: 0.536849 loss_class_aux: 4.682702 loss_bbox_aux: 1.217777 loss_giou_aux: 3.408127 loss_class_dn: 0.429334 loss_bbox_dn: 0.239917 loss_giou_dn: 0.567596 loss_class_aux_dn: 2.256319 loss_bbox_aux_dn: 1.371910 loss_giou_aux_dn: 3.066904 loss: 20.396343 eta: 2 days, 17:16:33 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4061 images/s [04/14 12:11:05] ppdet.engine INFO: Epoch: [6] [1300/7329] learning_rate: 0.000100 loss_class: 0.707320 loss_bbox: 0.176416 loss_giou: 0.578488 loss_class_aux: 4.552176 loss_bbox_aux: 1.185574 loss_giou_aux: 3.708608 loss_class_dn: 0.422167 loss_bbox_dn: 0.245843 loss_giou_dn: 0.596208 loss_class_aux_dn: 2.245913 loss_bbox_aux_dn: 1.394486 loss_giou_aux_dn: 3.201511 loss: 19.926956 eta: 2 days, 17:15:55 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2493 images/s [04/14 12:11:44] ppdet.engine INFO: Epoch: [6] [1400/7329] learning_rate: 0.000100 loss_class: 0.657402 loss_bbox: 0.163475 loss_giou: 0.468065 loss_class_aux: 4.291569 loss_bbox_aux: 1.088344 loss_giou_aux: 2.950362 loss_class_dn: 0.366692 loss_bbox_dn: 0.225838 loss_giou_dn: 0.517435 loss_class_aux_dn: 1.971240 loss_bbox_aux_dn: 1.291157 loss_giou_aux_dn: 2.824677 loss: 16.508780 eta: 2 days, 17:15:15 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2956 images/s [04/14 12:12:23] ppdet.engine INFO: Epoch: [6] [1500/7329] learning_rate: 0.000100 loss_class: 0.723699 loss_bbox: 0.173101 loss_giou: 0.495210 loss_class_aux: 4.698121 loss_bbox_aux: 1.140031 loss_giou_aux: 3.149044 loss_class_dn: 0.384493 loss_bbox_dn: 0.238081 loss_giou_dn: 0.517890 loss_class_aux_dn: 1.998169 loss_bbox_aux_dn: 1.350734 loss_giou_aux_dn: 2.693493 loss: 18.150284 eta: 2 days, 17:14:36 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2836 images/s [04/14 12:13:03] ppdet.engine INFO: Epoch: [6] [1600/7329] learning_rate: 0.000100 loss_class: 0.684004 loss_bbox: 0.171909 loss_giou: 0.430964 loss_class_aux: 4.605001 loss_bbox_aux: 1.165193 loss_giou_aux: 2.792342 loss_class_dn: 0.381728 loss_bbox_dn: 0.260309 loss_giou_dn: 0.484151 loss_class_aux_dn: 2.029455 loss_bbox_aux_dn: 1.441427 loss_giou_aux_dn: 2.637508 loss: 17.986549 eta: 2 days, 17:13:54 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3456 images/s [04/14 12:13:42] ppdet.engine INFO: Epoch: [6] [1700/7329] learning_rate: 0.000100 loss_class: 0.675849 loss_bbox: 0.168586 loss_giou: 0.490164 loss_class_aux: 4.426769 loss_bbox_aux: 1.126390 loss_giou_aux: 3.238307 loss_class_dn: 0.380444 loss_bbox_dn: 0.245793 loss_giou_dn: 0.498406 loss_class_aux_dn: 1.987098 loss_bbox_aux_dn: 1.346324 loss_giou_aux_dn: 2.692838 loss: 18.613642 eta: 2 days, 17:13:09 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4190 images/s [04/14 12:14:21] ppdet.engine INFO: Epoch: [6] [1800/7329] learning_rate: 0.000100 loss_class: 0.646540 loss_bbox: 0.185406 loss_giou: 0.463273 loss_class_aux: 4.369435 loss_bbox_aux: 1.218974 loss_giou_aux: 2.927189 loss_class_dn: 0.378189 loss_bbox_dn: 0.257723 loss_giou_dn: 0.482492 loss_class_aux_dn: 1.978479 loss_bbox_aux_dn: 1.444187 loss_giou_aux_dn: 2.587331 loss: 17.956242 eta: 2 days, 17:12:31 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2644 images/s [04/14 12:15:01] ppdet.engine INFO: Epoch: [6] [1900/7329] learning_rate: 0.000100 loss_class: 0.608937 loss_bbox: 0.160261 loss_giou: 0.438231 loss_class_aux: 4.035340 loss_bbox_aux: 1.038214 loss_giou_aux: 2.632848 loss_class_dn: 0.354685 loss_bbox_dn: 0.213257 loss_giou_dn: 0.445385 loss_class_aux_dn: 1.864150 loss_bbox_aux_dn: 1.245151 loss_giou_aux_dn: 2.364999 loss: 15.713932 eta: 2 days, 17:11:50 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3214 images/s [04/14 12:15:40] ppdet.engine INFO: Epoch: [6] [2000/7329] learning_rate: 0.000100 loss_class: 0.702202 loss_bbox: 0.178709 loss_giou: 0.512628 loss_class_aux: 4.547417 loss_bbox_aux: 1.115955 loss_giou_aux: 3.305487 loss_class_dn: 0.403572 loss_bbox_dn: 0.229168 loss_giou_dn: 0.561961 loss_class_aux_dn: 2.112117 loss_bbox_aux_dn: 1.319836 loss_giou_aux_dn: 2.999496 loss: 18.479336 eta: 2 days, 17:11:12 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2687 images/s [04/14 12:16:19] ppdet.engine INFO: Epoch: [6] [2100/7329] learning_rate: 0.000100 loss_class: 0.630987 loss_bbox: 0.174229 loss_giou: 0.460895 loss_class_aux: 4.010159 loss_bbox_aux: 1.148888 loss_giou_aux: 2.942095 loss_class_dn: 0.373888 loss_bbox_dn: 0.216217 loss_giou_dn: 0.465887 loss_class_aux_dn: 1.991679 loss_bbox_aux_dn: 1.198371 loss_giou_aux_dn: 2.511642 loss: 16.342754 eta: 2 days, 17:10:27 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4169 images/s [04/14 12:16:59] ppdet.engine INFO: Epoch: [6] [2200/7329] learning_rate: 0.000100 loss_class: 0.661402 loss_bbox: 0.160019 loss_giou: 0.439006 loss_class_aux: 4.312812 loss_bbox_aux: 1.091356 loss_giou_aux: 2.776050 loss_class_dn: 0.342404 loss_bbox_dn: 0.229998 loss_giou_dn: 0.481221 loss_class_aux_dn: 1.849925 loss_bbox_aux_dn: 1.272327 loss_giou_aux_dn: 2.653839 loss: 16.285997 eta: 2 days, 17:09:46 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3166 images/s [04/14 12:17:38] ppdet.engine INFO: Epoch: [6] [2300/7329] learning_rate: 0.000100 loss_class: 0.669628 loss_bbox: 0.165466 loss_giou: 0.500028 loss_class_aux: 4.405591 loss_bbox_aux: 1.091648 loss_giou_aux: 3.077410 loss_class_dn: 0.395145 loss_bbox_dn: 0.216996 loss_giou_dn: 0.531115 loss_class_aux_dn: 2.111339 loss_bbox_aux_dn: 1.244407 loss_giou_aux_dn: 2.900267 loss: 17.933655 eta: 2 days, 17:09:07 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2880 images/s [04/14 12:18:18] ppdet.engine INFO: Epoch: [6] [2400/7329] learning_rate: 0.000100 loss_class: 0.730562 loss_bbox: 0.172035 loss_giou: 0.488104 loss_class_aux: 4.732186 loss_bbox_aux: 1.108025 loss_giou_aux: 3.047436 loss_class_dn: 0.378715 loss_bbox_dn: 0.226158 loss_giou_dn: 0.508052 loss_class_aux_dn: 2.052842 loss_bbox_aux_dn: 1.309450 loss_giou_aux_dn: 2.728698 loss: 17.770729 eta: 2 days, 17:08:30 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2315 images/s [04/14 12:18:57] ppdet.engine INFO: Epoch: [6] [2500/7329] learning_rate: 0.000100 loss_class: 0.667361 loss_bbox: 0.181850 loss_giou: 0.435001 loss_class_aux: 4.157657 loss_bbox_aux: 1.152113 loss_giou_aux: 2.720109 loss_class_dn: 0.358138 loss_bbox_dn: 0.253805 loss_giou_dn: 0.474285 loss_class_aux_dn: 1.909300 loss_bbox_aux_dn: 1.402396 loss_giou_aux_dn: 2.588430 loss: 17.180895 eta: 2 days, 17:07:53 batch_cost: 0.3560 data_cost: 0.0012 ips: 11.2361 images/s [04/14 12:19:36] ppdet.engine INFO: Epoch: [6] [2600/7329] learning_rate: 0.000100 loss_class: 0.639517 loss_bbox: 0.181194 loss_giou: 0.413323 loss_class_aux: 4.331287 loss_bbox_aux: 1.154329 loss_giou_aux: 2.716485 loss_class_dn: 0.395744 loss_bbox_dn: 0.231176 loss_giou_dn: 0.489779 loss_class_aux_dn: 2.101492 loss_bbox_aux_dn: 1.302699 loss_giou_aux_dn: 2.711518 loss: 17.704643 eta: 2 days, 17:07:08 batch_cost: 0.3501 data_cost: 0.0014 ips: 11.4268 images/s [04/14 12:20:16] ppdet.engine INFO: Epoch: [6] [2700/7329] learning_rate: 0.000100 loss_class: 0.627286 loss_bbox: 0.171871 loss_giou: 0.417462 loss_class_aux: 4.044416 loss_bbox_aux: 1.149811 loss_giou_aux: 2.683362 loss_class_dn: 0.368610 loss_bbox_dn: 0.223179 loss_giou_dn: 0.483329 loss_class_aux_dn: 1.966187 loss_bbox_aux_dn: 1.246557 loss_giou_aux_dn: 2.647344 loss: 17.018116 eta: 2 days, 17:06:30 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2677 images/s [04/14 12:20:56] ppdet.engine INFO: Epoch: [6] [2800/7329] learning_rate: 0.000100 loss_class: 0.674284 loss_bbox: 0.150870 loss_giou: 0.417374 loss_class_aux: 4.509471 loss_bbox_aux: 1.025035 loss_giou_aux: 2.665509 loss_class_dn: 0.390412 loss_bbox_dn: 0.213443 loss_giou_dn: 0.506012 loss_class_aux_dn: 2.062228 loss_bbox_aux_dn: 1.154985 loss_giou_aux_dn: 2.700207 loss: 17.148493 eta: 2 days, 17:05:54 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2086 images/s [04/14 12:21:35] ppdet.engine INFO: Epoch: [6] [2900/7329] learning_rate: 0.000100 loss_class: 0.639367 loss_bbox: 0.170914 loss_giou: 0.480305 loss_class_aux: 4.121129 loss_bbox_aux: 1.106710 loss_giou_aux: 3.208665 loss_class_dn: 0.393185 loss_bbox_dn: 0.224852 loss_giou_dn: 0.531093 loss_class_aux_dn: 2.055511 loss_bbox_aux_dn: 1.234535 loss_giou_aux_dn: 2.859885 loss: 18.667902 eta: 2 days, 17:05:07 batch_cost: 0.3486 data_cost: 0.0012 ips: 11.4757 images/s [04/14 12:22:13] ppdet.engine INFO: Epoch: [6] [3000/7329] learning_rate: 0.000100 loss_class: 0.660523 loss_bbox: 0.162370 loss_giou: 0.468115 loss_class_aux: 4.491281 loss_bbox_aux: 1.087880 loss_giou_aux: 2.966042 loss_class_dn: 0.388824 loss_bbox_dn: 0.251096 loss_giou_dn: 0.513645 loss_class_aux_dn: 2.059376 loss_bbox_aux_dn: 1.421287 loss_giou_aux_dn: 2.823069 loss: 17.726789 eta: 2 days, 17:04:19 batch_cost: 0.3481 data_cost: 0.0012 ips: 11.4896 images/s [04/14 12:22:53] ppdet.engine INFO: Epoch: [6] [3100/7329] learning_rate: 0.000100 loss_class: 0.674111 loss_bbox: 0.168862 loss_giou: 0.462763 loss_class_aux: 4.353296 loss_bbox_aux: 1.065439 loss_giou_aux: 2.912342 loss_class_dn: 0.377200 loss_bbox_dn: 0.226373 loss_giou_dn: 0.484601 loss_class_aux_dn: 1.971719 loss_bbox_aux_dn: 1.275860 loss_giou_aux_dn: 2.694020 loss: 17.699722 eta: 2 days, 17:03:42 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2572 images/s [04/14 12:23:32] ppdet.engine INFO: Epoch: [6] [3200/7329] learning_rate: 0.000100 loss_class: 0.658741 loss_bbox: 0.190835 loss_giou: 0.443430 loss_class_aux: 4.366208 loss_bbox_aux: 1.207439 loss_giou_aux: 2.821133 loss_class_dn: 0.366143 loss_bbox_dn: 0.232409 loss_giou_dn: 0.497671 loss_class_aux_dn: 1.961099 loss_bbox_aux_dn: 1.344096 loss_giou_aux_dn: 2.610586 loss: 17.052677 eta: 2 days, 17:02:57 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4103 images/s [04/14 12:24:11] ppdet.engine INFO: Epoch: [6] [3300/7329] learning_rate: 0.000100 loss_class: 0.642129 loss_bbox: 0.157012 loss_giou: 0.443718 loss_class_aux: 4.125593 loss_bbox_aux: 0.980319 loss_giou_aux: 2.855459 loss_class_dn: 0.379687 loss_bbox_dn: 0.204493 loss_giou_dn: 0.473968 loss_class_aux_dn: 2.008386 loss_bbox_aux_dn: 1.182211 loss_giou_aux_dn: 2.534136 loss: 17.122704 eta: 2 days, 17:02:14 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3817 images/s [04/14 12:24:51] ppdet.engine INFO: Epoch: [6] [3400/7329] learning_rate: 0.000100 loss_class: 0.728650 loss_bbox: 0.172103 loss_giou: 0.481810 loss_class_aux: 4.756925 loss_bbox_aux: 1.066536 loss_giou_aux: 2.991191 loss_class_dn: 0.398728 loss_bbox_dn: 0.257205 loss_giou_dn: 0.558341 loss_class_aux_dn: 2.071586 loss_bbox_aux_dn: 1.429344 loss_giou_aux_dn: 2.944041 loss: 18.756289 eta: 2 days, 17:01:37 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2559 images/s [04/14 12:25:30] ppdet.engine INFO: Epoch: [6] [3500/7329] learning_rate: 0.000100 loss_class: 0.603915 loss_bbox: 0.148199 loss_giou: 0.382922 loss_class_aux: 4.082034 loss_bbox_aux: 0.960001 loss_giou_aux: 2.493017 loss_class_dn: 0.342103 loss_bbox_dn: 0.216835 loss_giou_dn: 0.422017 loss_class_aux_dn: 1.848919 loss_bbox_aux_dn: 1.191679 loss_giou_aux_dn: 2.298629 loss: 14.705578 eta: 2 days, 17:01:01 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2150 images/s [04/14 12:26:09] ppdet.engine INFO: Epoch: [6] [3600/7329] learning_rate: 0.000100 loss_class: 0.640822 loss_bbox: 0.167060 loss_giou: 0.370529 loss_class_aux: 4.373882 loss_bbox_aux: 1.123983 loss_giou_aux: 2.279452 loss_class_dn: 0.361583 loss_bbox_dn: 0.249932 loss_giou_dn: 0.448904 loss_class_aux_dn: 1.924948 loss_bbox_aux_dn: 1.415574 loss_giou_aux_dn: 2.473681 loss: 16.476879 eta: 2 days, 17:00:16 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4340 images/s [04/14 12:26:49] ppdet.engine INFO: Epoch: [6] [3700/7329] learning_rate: 0.000100 loss_class: 0.596493 loss_bbox: 0.155729 loss_giou: 0.449715 loss_class_aux: 4.077073 loss_bbox_aux: 1.018656 loss_giou_aux: 2.815641 loss_class_dn: 0.359149 loss_bbox_dn: 0.197570 loss_giou_dn: 0.497909 loss_class_aux_dn: 1.899340 loss_bbox_aux_dn: 1.066602 loss_giou_aux_dn: 2.636901 loss: 16.034971 eta: 2 days, 16:59:34 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3645 images/s [04/14 12:27:28] ppdet.engine INFO: Epoch: [6] [3800/7329] learning_rate: 0.000100 loss_class: 0.619052 loss_bbox: 0.164366 loss_giou: 0.444966 loss_class_aux: 4.093259 loss_bbox_aux: 1.057362 loss_giou_aux: 2.837381 loss_class_dn: 0.361464 loss_bbox_dn: 0.229629 loss_giou_dn: 0.485573 loss_class_aux_dn: 1.919781 loss_bbox_aux_dn: 1.236959 loss_giou_aux_dn: 2.587757 loss: 15.908285 eta: 2 days, 16:58:49 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4291 images/s [04/14 12:28:07] ppdet.engine INFO: Epoch: [6] [3900/7329] learning_rate: 0.000100 loss_class: 0.616177 loss_bbox: 0.154454 loss_giou: 0.394918 loss_class_aux: 4.190434 loss_bbox_aux: 1.083536 loss_giou_aux: 2.513094 loss_class_dn: 0.365904 loss_bbox_dn: 0.237521 loss_giou_dn: 0.455327 loss_class_aux_dn: 1.911687 loss_bbox_aux_dn: 1.333424 loss_giou_aux_dn: 2.419044 loss: 16.162037 eta: 2 days, 16:58:10 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2779 images/s [04/14 12:28:47] ppdet.engine INFO: Epoch: [6] [4000/7329] learning_rate: 0.000100 loss_class: 0.659818 loss_bbox: 0.156691 loss_giou: 0.510371 loss_class_aux: 4.430286 loss_bbox_aux: 1.117115 loss_giou_aux: 3.222237 loss_class_dn: 0.371398 loss_bbox_dn: 0.229421 loss_giou_dn: 0.512160 loss_class_aux_dn: 1.984469 loss_bbox_aux_dn: 1.343076 loss_giou_aux_dn: 2.853563 loss: 17.526352 eta: 2 days, 16:57:31 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2953 images/s [04/14 12:29:26] ppdet.engine INFO: Epoch: [6] [4100/7329] learning_rate: 0.000100 loss_class: 0.646118 loss_bbox: 0.159262 loss_giou: 0.484946 loss_class_aux: 4.270394 loss_bbox_aux: 1.022037 loss_giou_aux: 3.117654 loss_class_dn: 0.346396 loss_bbox_dn: 0.220279 loss_giou_dn: 0.501058 loss_class_aux_dn: 1.854548 loss_bbox_aux_dn: 1.246316 loss_giou_aux_dn: 2.723970 loss: 16.306725 eta: 2 days, 16:56:52 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3023 images/s [04/14 12:30:05] ppdet.engine INFO: Epoch: [6] [4200/7329] learning_rate: 0.000100 loss_class: 0.588579 loss_bbox: 0.162636 loss_giou: 0.402219 loss_class_aux: 3.866793 loss_bbox_aux: 0.968135 loss_giou_aux: 2.515284 loss_class_dn: 0.333402 loss_bbox_dn: 0.208732 loss_giou_dn: 0.433779 loss_class_aux_dn: 1.817252 loss_bbox_aux_dn: 1.180586 loss_giou_aux_dn: 2.329706 loss: 15.978933 eta: 2 days, 16:56:02 batch_cost: 0.3466 data_cost: 0.0013 ips: 11.5405 images/s [04/14 12:30:44] ppdet.engine INFO: Epoch: [6] [4300/7329] learning_rate: 0.000100 loss_class: 0.671676 loss_bbox: 0.170840 loss_giou: 0.392167 loss_class_aux: 4.376855 loss_bbox_aux: 1.139857 loss_giou_aux: 2.578015 loss_class_dn: 0.350352 loss_bbox_dn: 0.260860 loss_giou_dn: 0.437616 loss_class_aux_dn: 1.850280 loss_bbox_aux_dn: 1.466919 loss_giou_aux_dn: 2.372921 loss: 16.296352 eta: 2 days, 16:55:14 batch_cost: 0.3475 data_cost: 0.0013 ips: 11.5100 images/s [04/14 12:31:23] ppdet.engine INFO: Epoch: [6] [4400/7329] learning_rate: 0.000100 loss_class: 0.717646 loss_bbox: 0.181114 loss_giou: 0.563211 loss_class_aux: 4.611627 loss_bbox_aux: 1.138507 loss_giou_aux: 3.490515 loss_class_dn: 0.407491 loss_bbox_dn: 0.232262 loss_giou_dn: 0.608354 loss_class_aux_dn: 2.205915 loss_bbox_aux_dn: 1.271887 loss_giou_aux_dn: 3.234609 loss: 19.478653 eta: 2 days, 16:54:35 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2843 images/s [04/14 12:32:02] ppdet.engine INFO: Epoch: [6] [4500/7329] learning_rate: 0.000100 loss_class: 0.658367 loss_bbox: 0.156424 loss_giou: 0.432925 loss_class_aux: 4.330863 loss_bbox_aux: 1.059211 loss_giou_aux: 2.757186 loss_class_dn: 0.374793 loss_bbox_dn: 0.225825 loss_giou_dn: 0.485176 loss_class_aux_dn: 2.046601 loss_bbox_aux_dn: 1.272203 loss_giou_aux_dn: 2.638165 loss: 17.040804 eta: 2 days, 16:53:51 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4240 images/s [04/14 12:32:41] ppdet.engine INFO: Epoch: [6] [4600/7329] learning_rate: 0.000100 loss_class: 0.653341 loss_bbox: 0.184933 loss_giou: 0.443018 loss_class_aux: 4.416198 loss_bbox_aux: 1.179899 loss_giou_aux: 2.827776 loss_class_dn: 0.368139 loss_bbox_dn: 0.265232 loss_giou_dn: 0.491740 loss_class_aux_dn: 1.975978 loss_bbox_aux_dn: 1.433065 loss_giou_aux_dn: 2.631985 loss: 17.239773 eta: 2 days, 16:53:11 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3301 images/s [04/14 12:33:21] ppdet.engine INFO: Epoch: [6] [4700/7329] learning_rate: 0.000100 loss_class: 0.645512 loss_bbox: 0.158191 loss_giou: 0.394688 loss_class_aux: 4.271735 loss_bbox_aux: 1.026184 loss_giou_aux: 2.664525 loss_class_dn: 0.339640 loss_bbox_dn: 0.243466 loss_giou_dn: 0.493452 loss_class_aux_dn: 1.818668 loss_bbox_aux_dn: 1.392442 loss_giou_aux_dn: 2.591312 loss: 15.767609 eta: 2 days, 16:52:29 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3566 images/s [04/14 12:34:00] ppdet.engine INFO: Epoch: [6] [4800/7329] learning_rate: 0.000100 loss_class: 0.635574 loss_bbox: 0.167199 loss_giou: 0.430266 loss_class_aux: 4.187931 loss_bbox_aux: 1.129354 loss_giou_aux: 2.774491 loss_class_dn: 0.362147 loss_bbox_dn: 0.225222 loss_giou_dn: 0.520412 loss_class_aux_dn: 1.860993 loss_bbox_aux_dn: 1.250386 loss_giou_aux_dn: 2.753136 loss: 16.728235 eta: 2 days, 16:51:51 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2729 images/s [04/14 12:34:39] ppdet.engine INFO: Epoch: [6] [4900/7329] learning_rate: 0.000100 loss_class: 0.645087 loss_bbox: 0.162150 loss_giou: 0.423156 loss_class_aux: 4.189527 loss_bbox_aux: 1.015772 loss_giou_aux: 2.743323 loss_class_dn: 0.354672 loss_bbox_dn: 0.216030 loss_giou_dn: 0.473081 loss_class_aux_dn: 1.884137 loss_bbox_aux_dn: 1.212010 loss_giou_aux_dn: 2.558242 loss: 16.100773 eta: 2 days, 16:51:11 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3235 images/s [04/14 12:35:19] ppdet.engine INFO: Epoch: [6] [5000/7329] learning_rate: 0.000100 loss_class: 0.658689 loss_bbox: 0.153781 loss_giou: 0.432429 loss_class_aux: 4.241667 loss_bbox_aux: 1.018054 loss_giou_aux: 2.753823 loss_class_dn: 0.344737 loss_bbox_dn: 0.216219 loss_giou_dn: 0.491137 loss_class_aux_dn: 1.839153 loss_bbox_aux_dn: 1.224166 loss_giou_aux_dn: 2.583478 loss: 16.107281 eta: 2 days, 16:50:27 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4025 images/s [04/14 12:35:58] ppdet.engine INFO: Epoch: [6] [5100/7329] learning_rate: 0.000100 loss_class: 0.702084 loss_bbox: 0.171850 loss_giou: 0.576851 loss_class_aux: 4.415948 loss_bbox_aux: 1.101411 loss_giou_aux: 3.575857 loss_class_dn: 0.399025 loss_bbox_dn: 0.199191 loss_giou_dn: 0.571429 loss_class_aux_dn: 2.143478 loss_bbox_aux_dn: 1.110662 loss_giou_aux_dn: 3.086719 loss: 18.832611 eta: 2 days, 16:49:45 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3796 images/s [04/14 12:36:37] ppdet.engine INFO: Epoch: [6] [5200/7329] learning_rate: 0.000100 loss_class: 0.629053 loss_bbox: 0.154071 loss_giou: 0.408552 loss_class_aux: 4.291649 loss_bbox_aux: 1.055162 loss_giou_aux: 2.650069 loss_class_dn: 0.364150 loss_bbox_dn: 0.226654 loss_giou_dn: 0.446999 loss_class_aux_dn: 1.967747 loss_bbox_aux_dn: 1.306002 loss_giou_aux_dn: 2.473092 loss: 16.805157 eta: 2 days, 16:48:59 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4620 images/s [04/14 12:37:16] ppdet.engine INFO: Epoch: [6] [5300/7329] learning_rate: 0.000100 loss_class: 0.621274 loss_bbox: 0.152341 loss_giou: 0.457654 loss_class_aux: 4.186007 loss_bbox_aux: 0.963558 loss_giou_aux: 2.874134 loss_class_dn: 0.358031 loss_bbox_dn: 0.196319 loss_giou_dn: 0.458228 loss_class_aux_dn: 1.885776 loss_bbox_aux_dn: 1.112065 loss_giou_aux_dn: 2.528609 loss: 16.002232 eta: 2 days, 16:48:20 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2959 images/s [04/14 12:37:56] ppdet.engine INFO: Epoch: [6] [5400/7329] learning_rate: 0.000100 loss_class: 0.638228 loss_bbox: 0.152684 loss_giou: 0.429600 loss_class_aux: 4.218720 loss_bbox_aux: 0.990796 loss_giou_aux: 2.734703 loss_class_dn: 0.344322 loss_bbox_dn: 0.218424 loss_giou_dn: 0.445042 loss_class_aux_dn: 1.827804 loss_bbox_aux_dn: 1.231020 loss_giou_aux_dn: 2.399673 loss: 15.960669 eta: 2 days, 16:47:42 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2672 images/s [04/14 12:38:34] ppdet.engine INFO: Epoch: [6] [5500/7329] learning_rate: 0.000100 loss_class: 0.664738 loss_bbox: 0.166525 loss_giou: 0.494206 loss_class_aux: 4.379919 loss_bbox_aux: 1.085448 loss_giou_aux: 3.127012 loss_class_dn: 0.386915 loss_bbox_dn: 0.242571 loss_giou_dn: 0.553226 loss_class_aux_dn: 2.049578 loss_bbox_aux_dn: 1.362681 loss_giou_aux_dn: 2.982002 loss: 18.031136 eta: 2 days, 16:46:56 batch_cost: 0.3487 data_cost: 0.0013 ips: 11.4702 images/s [04/14 12:39:14] ppdet.engine INFO: Epoch: [6] [5600/7329] learning_rate: 0.000100 loss_class: 0.655644 loss_bbox: 0.148912 loss_giou: 0.468736 loss_class_aux: 4.307930 loss_bbox_aux: 0.963210 loss_giou_aux: 3.064974 loss_class_dn: 0.368444 loss_bbox_dn: 0.211507 loss_giou_dn: 0.505142 loss_class_aux_dn: 1.931879 loss_bbox_aux_dn: 1.207440 loss_giou_aux_dn: 2.757215 loss: 17.265678 eta: 2 days, 16:46:14 batch_cost: 0.3511 data_cost: 0.0012 ips: 11.3943 images/s [04/14 12:39:53] ppdet.engine INFO: Epoch: [6] [5700/7329] learning_rate: 0.000100 loss_class: 0.671268 loss_bbox: 0.158556 loss_giou: 0.418304 loss_class_aux: 4.391147 loss_bbox_aux: 1.050823 loss_giou_aux: 2.704357 loss_class_dn: 0.373388 loss_bbox_dn: 0.201888 loss_giou_dn: 0.471232 loss_class_aux_dn: 1.959470 loss_bbox_aux_dn: 1.099958 loss_giou_aux_dn: 2.601532 loss: 16.361614 eta: 2 days, 16:45:35 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2938 images/s [04/14 12:40:32] ppdet.engine INFO: Epoch: [6] [5800/7329] learning_rate: 0.000100 loss_class: 0.678653 loss_bbox: 0.176896 loss_giou: 0.467315 loss_class_aux: 4.338269 loss_bbox_aux: 1.158641 loss_giou_aux: 2.980570 loss_class_dn: 0.375236 loss_bbox_dn: 0.248549 loss_giou_dn: 0.494406 loss_class_aux_dn: 1.976490 loss_bbox_aux_dn: 1.414905 loss_giou_aux_dn: 2.694941 loss: 16.595795 eta: 2 days, 16:44:56 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3023 images/s [04/14 12:41:12] ppdet.engine INFO: Epoch: [6] [5900/7329] learning_rate: 0.000100 loss_class: 0.608491 loss_bbox: 0.170962 loss_giou: 0.423315 loss_class_aux: 4.139637 loss_bbox_aux: 1.119854 loss_giou_aux: 2.632422 loss_class_dn: 0.349669 loss_bbox_dn: 0.255644 loss_giou_dn: 0.466072 loss_class_aux_dn: 1.838870 loss_bbox_aux_dn: 1.436726 loss_giou_aux_dn: 2.581663 loss: 16.298969 eta: 2 days, 16:44:18 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2761 images/s [04/14 12:41:52] ppdet.engine INFO: Epoch: [6] [6000/7329] learning_rate: 0.000100 loss_class: 0.683594 loss_bbox: 0.173378 loss_giou: 0.437864 loss_class_aux: 4.501397 loss_bbox_aux: 1.140351 loss_giou_aux: 2.799051 loss_class_dn: 0.392628 loss_bbox_dn: 0.225358 loss_giou_dn: 0.494420 loss_class_aux_dn: 2.056167 loss_bbox_aux_dn: 1.304902 loss_giou_aux_dn: 2.737459 loss: 17.785816 eta: 2 days, 16:43:45 batch_cost: 0.3586 data_cost: 0.0013 ips: 11.1536 images/s [04/14 12:42:31] ppdet.engine INFO: Epoch: [6] [6100/7329] learning_rate: 0.000100 loss_class: 0.603159 loss_bbox: 0.166080 loss_giou: 0.451154 loss_class_aux: 4.097619 loss_bbox_aux: 1.033374 loss_giou_aux: 2.904306 loss_class_dn: 0.356984 loss_bbox_dn: 0.224883 loss_giou_dn: 0.505860 loss_class_aux_dn: 1.858858 loss_bbox_aux_dn: 1.233411 loss_giou_aux_dn: 2.759319 loss: 16.113451 eta: 2 days, 16:43:04 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3425 images/s [04/14 12:43:11] ppdet.engine INFO: Epoch: [6] [6200/7329] learning_rate: 0.000100 loss_class: 0.693619 loss_bbox: 0.183311 loss_giou: 0.453547 loss_class_aux: 4.527844 loss_bbox_aux: 1.230039 loss_giou_aux: 2.965279 loss_class_dn: 0.394197 loss_bbox_dn: 0.249764 loss_giou_dn: 0.506451 loss_class_aux_dn: 2.092232 loss_bbox_aux_dn: 1.432862 loss_giou_aux_dn: 2.696113 loss: 17.589998 eta: 2 days, 16:42:29 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1983 images/s [04/14 12:43:50] ppdet.engine INFO: Epoch: [6] [6300/7329] learning_rate: 0.000100 loss_class: 0.624207 loss_bbox: 0.168637 loss_giou: 0.437313 loss_class_aux: 4.156012 loss_bbox_aux: 1.088983 loss_giou_aux: 2.821294 loss_class_dn: 0.356759 loss_bbox_dn: 0.210964 loss_giou_dn: 0.465646 loss_class_aux_dn: 1.952299 loss_bbox_aux_dn: 1.209231 loss_giou_aux_dn: 2.583400 loss: 16.881893 eta: 2 days, 16:41:52 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2536 images/s [04/14 12:44:29] ppdet.engine INFO: Epoch: [6] [6400/7329] learning_rate: 0.000100 loss_class: 0.630344 loss_bbox: 0.170217 loss_giou: 0.412892 loss_class_aux: 4.067445 loss_bbox_aux: 1.106069 loss_giou_aux: 2.761269 loss_class_dn: 0.337268 loss_bbox_dn: 0.232053 loss_giou_dn: 0.473068 loss_class_aux_dn: 1.782209 loss_bbox_aux_dn: 1.276829 loss_giou_aux_dn: 2.558735 loss: 16.832039 eta: 2 days, 16:41:09 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4067 images/s [04/14 12:45:09] ppdet.engine INFO: Epoch: [6] [6500/7329] learning_rate: 0.000100 loss_class: 0.649220 loss_bbox: 0.165144 loss_giou: 0.448553 loss_class_aux: 4.328558 loss_bbox_aux: 1.073864 loss_giou_aux: 2.890131 loss_class_dn: 0.379463 loss_bbox_dn: 0.218886 loss_giou_dn: 0.472891 loss_class_aux_dn: 2.015557 loss_bbox_aux_dn: 1.223289 loss_giou_aux_dn: 2.576615 loss: 16.776489 eta: 2 days, 16:40:34 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1996 images/s [04/14 12:45:49] ppdet.engine INFO: Epoch: [6] [6600/7329] learning_rate: 0.000100 loss_class: 0.602555 loss_bbox: 0.157483 loss_giou: 0.399797 loss_class_aux: 4.096869 loss_bbox_aux: 1.047868 loss_giou_aux: 2.577862 loss_class_dn: 0.331582 loss_bbox_dn: 0.240000 loss_giou_dn: 0.438635 loss_class_aux_dn: 1.771987 loss_bbox_aux_dn: 1.334175 loss_giou_aux_dn: 2.367244 loss: 15.933290 eta: 2 days, 16:39:55 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3187 images/s [04/14 12:46:28] ppdet.engine INFO: Epoch: [6] [6700/7329] learning_rate: 0.000100 loss_class: 0.635738 loss_bbox: 0.153909 loss_giou: 0.462550 loss_class_aux: 4.081750 loss_bbox_aux: 1.016348 loss_giou_aux: 2.971834 loss_class_dn: 0.355638 loss_bbox_dn: 0.216477 loss_giou_dn: 0.489174 loss_class_aux_dn: 1.860771 loss_bbox_aux_dn: 1.218690 loss_giou_aux_dn: 2.617005 loss: 16.150784 eta: 2 days, 16:39:16 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2980 images/s [04/14 12:47:08] ppdet.engine INFO: Epoch: [6] [6800/7329] learning_rate: 0.000100 loss_class: 0.639593 loss_bbox: 0.170549 loss_giou: 0.515683 loss_class_aux: 4.195333 loss_bbox_aux: 1.101474 loss_giou_aux: 3.211939 loss_class_dn: 0.377630 loss_bbox_dn: 0.214577 loss_giou_dn: 0.522931 loss_class_aux_dn: 2.019117 loss_bbox_aux_dn: 1.231482 loss_giou_aux_dn: 2.829845 loss: 17.438759 eta: 2 days, 16:38:39 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2461 images/s [04/14 12:47:47] ppdet.engine INFO: Epoch: [6] [6900/7329] learning_rate: 0.000100 loss_class: 0.646946 loss_bbox: 0.155930 loss_giou: 0.421703 loss_class_aux: 4.200992 loss_bbox_aux: 1.008877 loss_giou_aux: 2.775719 loss_class_dn: 0.377409 loss_bbox_dn: 0.226212 loss_giou_dn: 0.508931 loss_class_aux_dn: 2.055785 loss_bbox_aux_dn: 1.252304 loss_giou_aux_dn: 2.680691 loss: 17.067535 eta: 2 days, 16:38:00 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3044 images/s [04/14 12:48:26] ppdet.engine INFO: Epoch: [6] [7000/7329] learning_rate: 0.000100 loss_class: 0.590201 loss_bbox: 0.157664 loss_giou: 0.406189 loss_class_aux: 3.945542 loss_bbox_aux: 1.002519 loss_giou_aux: 2.518452 loss_class_dn: 0.345321 loss_bbox_dn: 0.202291 loss_giou_dn: 0.458453 loss_class_aux_dn: 1.847000 loss_bbox_aux_dn: 1.100567 loss_giou_aux_dn: 2.507639 loss: 16.105104 eta: 2 days, 16:37:21 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3179 images/s [04/14 12:49:06] ppdet.engine INFO: Epoch: [6] [7100/7329] learning_rate: 0.000100 loss_class: 0.663524 loss_bbox: 0.197376 loss_giou: 0.453710 loss_class_aux: 4.341831 loss_bbox_aux: 1.237656 loss_giou_aux: 2.806703 loss_class_dn: 0.375854 loss_bbox_dn: 0.264154 loss_giou_dn: 0.515563 loss_class_aux_dn: 2.006511 loss_bbox_aux_dn: 1.412585 loss_giou_aux_dn: 2.725833 loss: 17.847565 eta: 2 days, 16:36:47 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1775 images/s [04/14 12:49:46] ppdet.engine INFO: Epoch: [6] [7200/7329] learning_rate: 0.000100 loss_class: 0.748550 loss_bbox: 0.183880 loss_giou: 0.519111 loss_class_aux: 4.822229 loss_bbox_aux: 1.188135 loss_giou_aux: 3.284186 loss_class_dn: 0.415794 loss_bbox_dn: 0.233799 loss_giou_dn: 0.549023 loss_class_aux_dn: 2.165361 loss_bbox_aux_dn: 1.267117 loss_giou_aux_dn: 2.999845 loss: 19.145279 eta: 2 days, 16:36:12 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1963 images/s [04/14 12:50:25] ppdet.engine INFO: Epoch: [6] [7300/7329] learning_rate: 0.000100 loss_class: 0.626759 loss_bbox: 0.154957 loss_giou: 0.396819 loss_class_aux: 4.119774 loss_bbox_aux: 1.012769 loss_giou_aux: 2.552168 loss_class_dn: 0.351247 loss_bbox_dn: 0.212251 loss_giou_dn: 0.454981 loss_class_aux_dn: 1.826091 loss_bbox_aux_dn: 1.208390 loss_giou_aux_dn: 2.506499 loss: 15.804514 eta: 2 days, 16:35:33 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3169 images/s [04/14 12:50:39] ppdet.engine INFO: Eval iter: 0 [04/14 12:50:51] ppdet.engine INFO: Eval iter: 100 [04/14 12:51:03] ppdet.engine INFO: Eval iter: 200 [04/14 12:51:14] ppdet.engine INFO: Eval iter: 300 [04/14 12:51:26] ppdet.engine INFO: Eval iter: 400 [04/14 12:51:38] ppdet.engine INFO: Eval iter: 500 [04/14 12:51:51] ppdet.engine INFO: Eval iter: 600 [04/14 12:52:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/14 12:52:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.88s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.45s). Accumulating evaluation results... DONE (t=15.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.481 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.660 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.280 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.370 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.616 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.692 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.475 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 ] = 0.883 [04/14 12:53:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.83902661498722 [04/14 12:53:55] ppdet.engine INFO: Best test bbox ap is 0.481. [04/14 12:53:57] ppdet.engine INFO: Epoch: [7] [ 0/7329] learning_rate: 0.000100 loss_class: 0.633926 loss_bbox: 0.160272 loss_giou: 0.414329 loss_class_aux: 4.134988 loss_bbox_aux: 1.051507 loss_giou_aux: 2.656844 loss_class_dn: 0.338409 loss_bbox_dn: 0.221460 loss_giou_dn: 0.455399 loss_class_aux_dn: 1.802459 loss_bbox_aux_dn: 1.249780 loss_giou_aux_dn: 2.518702 loss: 16.092127 eta: 2 days, 16:35:19 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3751 images/s [04/14 12:54:37] ppdet.engine INFO: Epoch: [7] [ 100/7329] learning_rate: 0.000100 loss_class: 0.628339 loss_bbox: 0.161461 loss_giou: 0.493508 loss_class_aux: 4.001595 loss_bbox_aux: 1.096961 loss_giou_aux: 3.179322 loss_class_dn: 0.376671 loss_bbox_dn: 0.206625 loss_giou_dn: 0.508435 loss_class_aux_dn: 1.985458 loss_bbox_aux_dn: 1.162562 loss_giou_aux_dn: 2.713207 loss: 17.197754 eta: 2 days, 16:34:42 batch_cost: 0.3553 data_cost: 0.0010 ips: 11.2575 images/s [04/14 12:55:16] ppdet.engine INFO: Epoch: [7] [ 200/7329] learning_rate: 0.000100 loss_class: 0.603908 loss_bbox: 0.148547 loss_giou: 0.417992 loss_class_aux: 3.964042 loss_bbox_aux: 0.978487 loss_giou_aux: 2.649590 loss_class_dn: 0.348505 loss_bbox_dn: 0.199848 loss_giou_dn: 0.445182 loss_class_aux_dn: 1.828643 loss_bbox_aux_dn: 1.082934 loss_giou_aux_dn: 2.452701 loss: 15.775535 eta: 2 days, 16:33:58 batch_cost: 0.3504 data_cost: 0.0012 ips: 11.4164 images/s [04/14 12:55:55] ppdet.engine INFO: Epoch: [7] [ 300/7329] learning_rate: 0.000100 loss_class: 0.661229 loss_bbox: 0.173689 loss_giou: 0.493800 loss_class_aux: 4.380250 loss_bbox_aux: 1.154428 loss_giou_aux: 3.142196 loss_class_dn: 0.384710 loss_bbox_dn: 0.228458 loss_giou_dn: 0.497089 loss_class_aux_dn: 2.059293 loss_bbox_aux_dn: 1.256293 loss_giou_aux_dn: 2.659753 loss: 17.053808 eta: 2 days, 16:33:16 batch_cost: 0.3509 data_cost: 0.0012 ips: 11.3986 images/s [04/14 12:56:35] ppdet.engine INFO: Epoch: [7] [ 400/7329] learning_rate: 0.000100 loss_class: 0.652726 loss_bbox: 0.168767 loss_giou: 0.512218 loss_class_aux: 4.291057 loss_bbox_aux: 1.099039 loss_giou_aux: 3.254668 loss_class_dn: 0.404735 loss_bbox_dn: 0.224130 loss_giou_dn: 0.572954 loss_class_aux_dn: 2.131360 loss_bbox_aux_dn: 1.319346 loss_giou_aux_dn: 3.025178 loss: 18.084585 eta: 2 days, 16:32:39 batch_cost: 0.3559 data_cost: 0.0012 ips: 11.2383 images/s [04/14 12:57:14] ppdet.engine INFO: Epoch: [7] [ 500/7329] learning_rate: 0.000100 loss_class: 0.613417 loss_bbox: 0.184262 loss_giou: 0.390095 loss_class_aux: 4.097060 loss_bbox_aux: 1.138299 loss_giou_aux: 2.424496 loss_class_dn: 0.355735 loss_bbox_dn: 0.242982 loss_giou_dn: 0.455036 loss_class_aux_dn: 1.839498 loss_bbox_aux_dn: 1.317268 loss_giou_aux_dn: 2.438188 loss: 15.859124 eta: 2 days, 16:31:58 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3624 images/s [04/14 12:57:53] ppdet.engine INFO: Epoch: [7] [ 600/7329] learning_rate: 0.000100 loss_class: 0.630021 loss_bbox: 0.156672 loss_giou: 0.449005 loss_class_aux: 4.132276 loss_bbox_aux: 1.038018 loss_giou_aux: 2.837535 loss_class_dn: 0.359675 loss_bbox_dn: 0.214113 loss_giou_dn: 0.471908 loss_class_aux_dn: 1.912031 loss_bbox_aux_dn: 1.226283 loss_giou_aux_dn: 2.567901 loss: 16.471933 eta: 2 days, 16:31:16 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3884 images/s [04/14 12:58:32] ppdet.engine INFO: Epoch: [7] [ 700/7329] learning_rate: 0.000100 loss_class: 0.669810 loss_bbox: 0.160408 loss_giou: 0.492436 loss_class_aux: 4.295778 loss_bbox_aux: 1.048558 loss_giou_aux: 3.234269 loss_class_dn: 0.367828 loss_bbox_dn: 0.211976 loss_giou_dn: 0.554290 loss_class_aux_dn: 2.010222 loss_bbox_aux_dn: 1.196983 loss_giou_aux_dn: 2.977768 loss: 17.329039 eta: 2 days, 16:30:37 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3164 images/s [04/14 12:59:12] ppdet.engine INFO: Epoch: [7] [ 800/7329] learning_rate: 0.000100 loss_class: 0.644046 loss_bbox: 0.178883 loss_giou: 0.498742 loss_class_aux: 4.345668 loss_bbox_aux: 1.142560 loss_giou_aux: 3.070818 loss_class_dn: 0.385037 loss_bbox_dn: 0.217527 loss_giou_dn: 0.546235 loss_class_aux_dn: 2.051889 loss_bbox_aux_dn: 1.226327 loss_giou_aux_dn: 2.957014 loss: 18.309845 eta: 2 days, 16:29:57 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3316 images/s [04/14 12:59:51] ppdet.engine INFO: Epoch: [7] [ 900/7329] learning_rate: 0.000100 loss_class: 0.646088 loss_bbox: 0.152964 loss_giou: 0.379176 loss_class_aux: 4.146951 loss_bbox_aux: 1.025237 loss_giou_aux: 2.495173 loss_class_dn: 0.343635 loss_bbox_dn: 0.205807 loss_giou_dn: 0.396318 loss_class_aux_dn: 1.867274 loss_bbox_aux_dn: 1.196583 loss_giou_aux_dn: 2.217489 loss: 15.692419 eta: 2 days, 16:29:15 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3826 images/s [04/14 13:00:30] ppdet.engine INFO: Epoch: [7] [1000/7329] learning_rate: 0.000100 loss_class: 0.624445 loss_bbox: 0.152806 loss_giou: 0.435786 loss_class_aux: 4.277939 loss_bbox_aux: 1.034947 loss_giou_aux: 2.759454 loss_class_dn: 0.367193 loss_bbox_dn: 0.205973 loss_giou_dn: 0.488366 loss_class_aux_dn: 1.955335 loss_bbox_aux_dn: 1.194958 loss_giou_aux_dn: 2.609454 loss: 17.376204 eta: 2 days, 16:28:33 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3805 images/s [04/14 13:01:09] ppdet.engine INFO: Epoch: [7] [1100/7329] learning_rate: 0.000100 loss_class: 0.700301 loss_bbox: 0.174960 loss_giou: 0.442892 loss_class_aux: 4.519111 loss_bbox_aux: 1.158376 loss_giou_aux: 2.823030 loss_class_dn: 0.409739 loss_bbox_dn: 0.237241 loss_giou_dn: 0.503001 loss_class_aux_dn: 2.173185 loss_bbox_aux_dn: 1.324821 loss_giou_aux_dn: 2.738391 loss: 18.962160 eta: 2 days, 16:27:48 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4618 images/s [04/14 13:01:48] ppdet.engine INFO: Epoch: [7] [1200/7329] learning_rate: 0.000100 loss_class: 0.643720 loss_bbox: 0.150839 loss_giou: 0.399731 loss_class_aux: 4.269530 loss_bbox_aux: 1.055629 loss_giou_aux: 2.673384 loss_class_dn: 0.385248 loss_bbox_dn: 0.209100 loss_giou_dn: 0.479417 loss_class_aux_dn: 2.023532 loss_bbox_aux_dn: 1.224796 loss_giou_aux_dn: 2.626266 loss: 15.768719 eta: 2 days, 16:27:05 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4290 images/s [04/14 13:02:27] ppdet.engine INFO: Epoch: [7] [1300/7329] learning_rate: 0.000100 loss_class: 0.613773 loss_bbox: 0.157871 loss_giou: 0.411893 loss_class_aux: 4.073811 loss_bbox_aux: 1.039338 loss_giou_aux: 2.615183 loss_class_dn: 0.358157 loss_bbox_dn: 0.210261 loss_giou_dn: 0.445829 loss_class_aux_dn: 1.892300 loss_bbox_aux_dn: 1.188181 loss_giou_aux_dn: 2.406304 loss: 15.618498 eta: 2 days, 16:26:23 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3711 images/s [04/14 13:03:07] ppdet.engine INFO: Epoch: [7] [1400/7329] learning_rate: 0.000100 loss_class: 0.686891 loss_bbox: 0.165664 loss_giou: 0.438002 loss_class_aux: 4.220652 loss_bbox_aux: 1.114455 loss_giou_aux: 2.823956 loss_class_dn: 0.383292 loss_bbox_dn: 0.227764 loss_giou_dn: 0.476632 loss_class_aux_dn: 2.035006 loss_bbox_aux_dn: 1.260043 loss_giou_aux_dn: 2.569368 loss: 17.119106 eta: 2 days, 16:25:48 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2121 images/s [04/14 13:03:47] ppdet.engine INFO: Epoch: [7] [1500/7329] learning_rate: 0.000100 loss_class: 0.686567 loss_bbox: 0.163040 loss_giou: 0.418155 loss_class_aux: 4.417014 loss_bbox_aux: 1.052574 loss_giou_aux: 2.816072 loss_class_dn: 0.361682 loss_bbox_dn: 0.221103 loss_giou_dn: 0.506126 loss_class_aux_dn: 1.910125 loss_bbox_aux_dn: 1.271854 loss_giou_aux_dn: 2.730814 loss: 16.712479 eta: 2 days, 16:25:11 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2544 images/s [04/14 13:04:26] ppdet.engine INFO: Epoch: [7] [1600/7329] learning_rate: 0.000100 loss_class: 0.606685 loss_bbox: 0.177477 loss_giou: 0.435262 loss_class_aux: 3.962966 loss_bbox_aux: 1.120672 loss_giou_aux: 2.769906 loss_class_dn: 0.357999 loss_bbox_dn: 0.221896 loss_giou_dn: 0.484261 loss_class_aux_dn: 1.923645 loss_bbox_aux_dn: 1.270708 loss_giou_aux_dn: 2.598223 loss: 16.311810 eta: 2 days, 16:24:35 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2369 images/s [04/14 13:05:06] ppdet.engine INFO: Epoch: [7] [1700/7329] learning_rate: 0.000100 loss_class: 0.658371 loss_bbox: 0.168981 loss_giou: 0.423319 loss_class_aux: 4.424494 loss_bbox_aux: 1.100345 loss_giou_aux: 2.633156 loss_class_dn: 0.388654 loss_bbox_dn: 0.226936 loss_giou_dn: 0.440505 loss_class_aux_dn: 2.035096 loss_bbox_aux_dn: 1.275785 loss_giou_aux_dn: 2.385485 loss: 16.734489 eta: 2 days, 16:23:57 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2827 images/s [04/14 13:05:44] ppdet.engine INFO: Epoch: [7] [1800/7329] learning_rate: 0.000100 loss_class: 0.603963 loss_bbox: 0.157114 loss_giou: 0.411951 loss_class_aux: 3.886182 loss_bbox_aux: 1.060181 loss_giou_aux: 2.502528 loss_class_dn: 0.321534 loss_bbox_dn: 0.206580 loss_giou_dn: 0.439985 loss_class_aux_dn: 1.699817 loss_bbox_aux_dn: 1.197799 loss_giou_aux_dn: 2.328270 loss: 15.443313 eta: 2 days, 16:23:12 batch_cost: 0.3486 data_cost: 0.0013 ips: 11.4736 images/s [04/14 13:06:24] ppdet.engine INFO: Epoch: [7] [1900/7329] learning_rate: 0.000100 loss_class: 0.671620 loss_bbox: 0.173788 loss_giou: 0.510334 loss_class_aux: 4.341837 loss_bbox_aux: 1.100983 loss_giou_aux: 3.206791 loss_class_dn: 0.399233 loss_bbox_dn: 0.221609 loss_giou_dn: 0.541071 loss_class_aux_dn: 2.078156 loss_bbox_aux_dn: 1.243672 loss_giou_aux_dn: 2.859764 loss: 18.783123 eta: 2 days, 16:22:33 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3106 images/s [04/14 13:07:03] ppdet.engine INFO: Epoch: [7] [2000/7329] learning_rate: 0.000100 loss_class: 0.692194 loss_bbox: 0.160847 loss_giou: 0.434153 loss_class_aux: 4.459785 loss_bbox_aux: 1.061943 loss_giou_aux: 2.640622 loss_class_dn: 0.382807 loss_bbox_dn: 0.221890 loss_giou_dn: 0.465804 loss_class_aux_dn: 2.017991 loss_bbox_aux_dn: 1.264384 loss_giou_aux_dn: 2.493905 loss: 16.211788 eta: 2 days, 16:21:52 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3871 images/s [04/14 13:07:43] ppdet.engine INFO: Epoch: [7] [2100/7329] learning_rate: 0.000100 loss_class: 0.630935 loss_bbox: 0.167012 loss_giou: 0.402786 loss_class_aux: 4.039381 loss_bbox_aux: 1.128911 loss_giou_aux: 2.564691 loss_class_dn: 0.352052 loss_bbox_dn: 0.229561 loss_giou_dn: 0.430381 loss_class_aux_dn: 1.930133 loss_bbox_aux_dn: 1.345053 loss_giou_aux_dn: 2.335668 loss: 15.785104 eta: 2 days, 16:21:15 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2422 images/s [04/14 13:08:22] ppdet.engine INFO: Epoch: [7] [2200/7329] learning_rate: 0.000100 loss_class: 0.622380 loss_bbox: 0.157460 loss_giou: 0.410975 loss_class_aux: 4.105328 loss_bbox_aux: 1.076931 loss_giou_aux: 2.625779 loss_class_dn: 0.331910 loss_bbox_dn: 0.222991 loss_giou_dn: 0.441112 loss_class_aux_dn: 1.791178 loss_bbox_aux_dn: 1.280947 loss_giou_aux_dn: 2.404789 loss: 15.639587 eta: 2 days, 16:20:37 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2842 images/s [04/14 13:09:02] ppdet.engine INFO: Epoch: [7] [2300/7329] learning_rate: 0.000100 loss_class: 0.590553 loss_bbox: 0.152020 loss_giou: 0.407771 loss_class_aux: 3.911462 loss_bbox_aux: 1.003553 loss_giou_aux: 2.540782 loss_class_dn: 0.315055 loss_bbox_dn: 0.210898 loss_giou_dn: 0.404796 loss_class_aux_dn: 1.765482 loss_bbox_aux_dn: 1.174856 loss_giou_aux_dn: 2.129125 loss: 14.675680 eta: 2 days, 16:20:04 batch_cost: 0.3583 data_cost: 0.0014 ips: 11.1641 images/s [04/14 13:09:42] ppdet.engine INFO: Epoch: [7] [2400/7329] learning_rate: 0.000100 loss_class: 0.652062 loss_bbox: 0.164700 loss_giou: 0.441707 loss_class_aux: 4.502044 loss_bbox_aux: 1.072895 loss_giou_aux: 2.810169 loss_class_dn: 0.360009 loss_bbox_dn: 0.239399 loss_giou_dn: 0.501487 loss_class_aux_dn: 1.946219 loss_bbox_aux_dn: 1.343511 loss_giou_aux_dn: 2.729126 loss: 17.540161 eta: 2 days, 16:19:29 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2062 images/s [04/14 13:10:21] ppdet.engine INFO: Epoch: [7] [2500/7329] learning_rate: 0.000100 loss_class: 0.654638 loss_bbox: 0.162708 loss_giou: 0.417414 loss_class_aux: 4.130756 loss_bbox_aux: 1.037119 loss_giou_aux: 2.694067 loss_class_dn: 0.346098 loss_bbox_dn: 0.217193 loss_giou_dn: 0.448842 loss_class_aux_dn: 1.825590 loss_bbox_aux_dn: 1.210244 loss_giou_aux_dn: 2.422673 loss: 15.544765 eta: 2 days, 16:18:48 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3784 images/s [04/14 13:11:01] ppdet.engine INFO: Epoch: [7] [2600/7329] learning_rate: 0.000100 loss_class: 0.586709 loss_bbox: 0.156497 loss_giou: 0.384151 loss_class_aux: 3.874926 loss_bbox_aux: 1.002048 loss_giou_aux: 2.566228 loss_class_dn: 0.350524 loss_bbox_dn: 0.197509 loss_giou_dn: 0.428180 loss_class_aux_dn: 1.858944 loss_bbox_aux_dn: 1.167327 loss_giou_aux_dn: 2.311006 loss: 14.925692 eta: 2 days, 16:18:12 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2414 images/s [04/14 13:11:40] ppdet.engine INFO: Epoch: [7] [2700/7329] learning_rate: 0.000100 loss_class: 0.658552 loss_bbox: 0.169360 loss_giou: 0.486281 loss_class_aux: 4.322073 loss_bbox_aux: 1.105527 loss_giou_aux: 3.170563 loss_class_dn: 0.366264 loss_bbox_dn: 0.219987 loss_giou_dn: 0.516356 loss_class_aux_dn: 1.937745 loss_bbox_aux_dn: 1.248751 loss_giou_aux_dn: 2.830039 loss: 17.051821 eta: 2 days, 16:17:33 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3005 images/s [04/14 13:12:20] ppdet.engine INFO: Epoch: [7] [2800/7329] learning_rate: 0.000100 loss_class: 0.602985 loss_bbox: 0.158724 loss_giou: 0.365662 loss_class_aux: 3.945636 loss_bbox_aux: 0.997048 loss_giou_aux: 2.384710 loss_class_dn: 0.324280 loss_bbox_dn: 0.214303 loss_giou_dn: 0.424418 loss_class_aux_dn: 1.752365 loss_bbox_aux_dn: 1.231511 loss_giou_aux_dn: 2.292395 loss: 15.161150 eta: 2 days, 16:17:00 batch_cost: 0.3587 data_cost: 0.0013 ips: 11.1505 images/s [04/14 13:12:59] ppdet.engine INFO: Epoch: [7] [2900/7329] learning_rate: 0.000100 loss_class: 0.638168 loss_bbox: 0.156815 loss_giou: 0.391170 loss_class_aux: 4.228036 loss_bbox_aux: 1.127939 loss_giou_aux: 2.580783 loss_class_dn: 0.355475 loss_bbox_dn: 0.223834 loss_giou_dn: 0.434336 loss_class_aux_dn: 1.916074 loss_bbox_aux_dn: 1.230696 loss_giou_aux_dn: 2.424639 loss: 15.485867 eta: 2 days, 16:16:23 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2800 images/s [04/14 13:13:39] ppdet.engine INFO: Epoch: [7] [3000/7329] learning_rate: 0.000100 loss_class: 0.622967 loss_bbox: 0.151096 loss_giou: 0.346898 loss_class_aux: 4.147621 loss_bbox_aux: 0.993382 loss_giou_aux: 2.243398 loss_class_dn: 0.351716 loss_bbox_dn: 0.193075 loss_giou_dn: 0.411019 loss_class_aux_dn: 1.902148 loss_bbox_aux_dn: 1.094408 loss_giou_aux_dn: 2.281524 loss: 15.866635 eta: 2 days, 16:15:45 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2705 images/s [04/14 13:14:18] ppdet.engine INFO: Epoch: [7] [3100/7329] learning_rate: 0.000100 loss_class: 0.608000 loss_bbox: 0.149135 loss_giou: 0.380275 loss_class_aux: 3.999718 loss_bbox_aux: 0.965619 loss_giou_aux: 2.428188 loss_class_dn: 0.330986 loss_bbox_dn: 0.216329 loss_giou_dn: 0.414257 loss_class_aux_dn: 1.803886 loss_bbox_aux_dn: 1.170424 loss_giou_aux_dn: 2.270300 loss: 15.487478 eta: 2 days, 16:15:09 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2473 images/s [04/14 13:14:58] ppdet.engine INFO: Epoch: [7] [3200/7329] learning_rate: 0.000100 loss_class: 0.639541 loss_bbox: 0.160999 loss_giou: 0.380799 loss_class_aux: 4.060557 loss_bbox_aux: 0.981030 loss_giou_aux: 2.553643 loss_class_dn: 0.343583 loss_bbox_dn: 0.196932 loss_giou_dn: 0.420073 loss_class_aux_dn: 1.869980 loss_bbox_aux_dn: 1.120721 loss_giou_aux_dn: 2.339662 loss: 15.924572 eta: 2 days, 16:14:30 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3077 images/s [04/14 13:15:37] ppdet.engine INFO: Epoch: [7] [3300/7329] learning_rate: 0.000100 loss_class: 0.616691 loss_bbox: 0.153327 loss_giou: 0.402059 loss_class_aux: 4.071729 loss_bbox_aux: 1.011527 loss_giou_aux: 2.529303 loss_class_dn: 0.351361 loss_bbox_dn: 0.214044 loss_giou_dn: 0.456149 loss_class_aux_dn: 1.870384 loss_bbox_aux_dn: 1.223002 loss_giou_aux_dn: 2.455294 loss: 16.750017 eta: 2 days, 16:13:53 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2634 images/s [04/14 13:16:17] ppdet.engine INFO: Epoch: [7] [3400/7329] learning_rate: 0.000100 loss_class: 0.660367 loss_bbox: 0.184261 loss_giou: 0.505364 loss_class_aux: 4.569047 loss_bbox_aux: 1.212562 loss_giou_aux: 3.104573 loss_class_dn: 0.384246 loss_bbox_dn: 0.243412 loss_giou_dn: 0.517494 loss_class_aux_dn: 1.982259 loss_bbox_aux_dn: 1.327626 loss_giou_aux_dn: 2.785165 loss: 18.336956 eta: 2 days, 16:13:16 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2670 images/s [04/14 13:16:57] ppdet.engine INFO: Epoch: [7] [3500/7329] learning_rate: 0.000100 loss_class: 0.638693 loss_bbox: 0.170924 loss_giou: 0.461602 loss_class_aux: 4.406577 loss_bbox_aux: 1.142213 loss_giou_aux: 2.882212 loss_class_dn: 0.369261 loss_bbox_dn: 0.235934 loss_giou_dn: 0.499820 loss_class_aux_dn: 1.952429 loss_bbox_aux_dn: 1.310983 loss_giou_aux_dn: 2.702199 loss: 17.098696 eta: 2 days, 16:12:40 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2459 images/s [04/14 13:17:36] ppdet.engine INFO: Epoch: [7] [3600/7329] learning_rate: 0.000100 loss_class: 0.685582 loss_bbox: 0.163606 loss_giou: 0.489914 loss_class_aux: 4.448025 loss_bbox_aux: 1.036999 loss_giou_aux: 3.047000 loss_class_dn: 0.400768 loss_bbox_dn: 0.219783 loss_giou_dn: 0.509319 loss_class_aux_dn: 2.131896 loss_bbox_aux_dn: 1.274823 loss_giou_aux_dn: 2.799069 loss: 17.363438 eta: 2 days, 16:11:58 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3842 images/s [04/14 13:18:15] ppdet.engine INFO: Epoch: [7] [3700/7329] learning_rate: 0.000100 loss_class: 0.627659 loss_bbox: 0.176526 loss_giou: 0.471982 loss_class_aux: 4.062144 loss_bbox_aux: 1.151221 loss_giou_aux: 2.985467 loss_class_dn: 0.359608 loss_bbox_dn: 0.211908 loss_giou_dn: 0.506675 loss_class_aux_dn: 1.902714 loss_bbox_aux_dn: 1.191157 loss_giou_aux_dn: 2.699404 loss: 16.772943 eta: 2 days, 16:11:24 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1834 images/s [04/14 13:18:55] ppdet.engine INFO: Epoch: [7] [3800/7329] learning_rate: 0.000100 loss_class: 0.601579 loss_bbox: 0.158676 loss_giou: 0.389183 loss_class_aux: 4.051307 loss_bbox_aux: 1.017192 loss_giou_aux: 2.575833 loss_class_dn: 0.354311 loss_bbox_dn: 0.217705 loss_giou_dn: 0.445157 loss_class_aux_dn: 1.856734 loss_bbox_aux_dn: 1.288845 loss_giou_aux_dn: 2.422800 loss: 16.565269 eta: 2 days, 16:10:43 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3803 images/s [04/14 13:19:34] ppdet.engine INFO: Epoch: [7] [3900/7329] learning_rate: 0.000100 loss_class: 0.660024 loss_bbox: 0.166334 loss_giou: 0.506514 loss_class_aux: 4.028416 loss_bbox_aux: 1.053556 loss_giou_aux: 3.151369 loss_class_dn: 0.365372 loss_bbox_dn: 0.217936 loss_giou_dn: 0.568918 loss_class_aux_dn: 1.931027 loss_bbox_aux_dn: 1.233649 loss_giou_aux_dn: 2.989202 loss: 17.314629 eta: 2 days, 16:10:04 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3093 images/s [04/14 13:20:13] ppdet.engine INFO: Epoch: [7] [4000/7329] learning_rate: 0.000100 loss_class: 0.680244 loss_bbox: 0.171210 loss_giou: 0.430416 loss_class_aux: 4.393611 loss_bbox_aux: 1.080619 loss_giou_aux: 2.699726 loss_class_dn: 0.382276 loss_bbox_dn: 0.221276 loss_giou_dn: 0.481937 loss_class_aux_dn: 1.957484 loss_bbox_aux_dn: 1.221104 loss_giou_aux_dn: 2.580795 loss: 17.529072 eta: 2 days, 16:09:26 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3010 images/s [04/14 13:20:53] ppdet.engine INFO: Epoch: [7] [4100/7329] learning_rate: 0.000100 loss_class: 0.673474 loss_bbox: 0.185234 loss_giou: 0.507925 loss_class_aux: 4.475204 loss_bbox_aux: 1.184709 loss_giou_aux: 3.220032 loss_class_dn: 0.396191 loss_bbox_dn: 0.255950 loss_giou_dn: 0.517328 loss_class_aux_dn: 2.060149 loss_bbox_aux_dn: 1.417023 loss_giou_aux_dn: 2.790912 loss: 17.982548 eta: 2 days, 16:08:48 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2926 images/s [04/14 13:21:32] ppdet.engine INFO: Epoch: [7] [4200/7329] learning_rate: 0.000100 loss_class: 0.711666 loss_bbox: 0.182309 loss_giou: 0.501647 loss_class_aux: 4.691552 loss_bbox_aux: 1.135777 loss_giou_aux: 3.178063 loss_class_dn: 0.397923 loss_bbox_dn: 0.232994 loss_giou_dn: 0.581089 loss_class_aux_dn: 2.109815 loss_bbox_aux_dn: 1.302535 loss_giou_aux_dn: 3.065814 loss: 18.998383 eta: 2 days, 16:08:10 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2806 images/s [04/14 13:22:12] ppdet.engine INFO: Epoch: [7] [4300/7329] learning_rate: 0.000100 loss_class: 0.651084 loss_bbox: 0.147868 loss_giou: 0.453533 loss_class_aux: 4.168141 loss_bbox_aux: 0.959327 loss_giou_aux: 2.823966 loss_class_dn: 0.360279 loss_bbox_dn: 0.185299 loss_giou_dn: 0.453135 loss_class_aux_dn: 1.951821 loss_bbox_aux_dn: 1.068535 loss_giou_aux_dn: 2.449346 loss: 17.076948 eta: 2 days, 16:07:36 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2069 images/s [04/14 13:22:51] ppdet.engine INFO: Epoch: [7] [4400/7329] learning_rate: 0.000100 loss_class: 0.654543 loss_bbox: 0.173634 loss_giou: 0.497734 loss_class_aux: 4.340777 loss_bbox_aux: 1.112778 loss_giou_aux: 3.156788 loss_class_dn: 0.395323 loss_bbox_dn: 0.205207 loss_giou_dn: 0.544687 loss_class_aux_dn: 2.099925 loss_bbox_aux_dn: 1.162844 loss_giou_aux_dn: 2.887210 loss: 17.547058 eta: 2 days, 16:06:54 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3962 images/s [04/14 13:23:31] ppdet.engine INFO: Epoch: [7] [4500/7329] learning_rate: 0.000100 loss_class: 0.722406 loss_bbox: 0.174009 loss_giou: 0.538600 loss_class_aux: 4.773239 loss_bbox_aux: 1.176700 loss_giou_aux: 3.389742 loss_class_dn: 0.409479 loss_bbox_dn: 0.240719 loss_giou_dn: 0.584435 loss_class_aux_dn: 2.141087 loss_bbox_aux_dn: 1.347438 loss_giou_aux_dn: 3.186078 loss: 19.580322 eta: 2 days, 16:06:16 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2791 images/s [04/14 13:24:10] ppdet.engine INFO: Epoch: [7] [4600/7329] learning_rate: 0.000100 loss_class: 0.681064 loss_bbox: 0.173615 loss_giou: 0.446636 loss_class_aux: 4.442269 loss_bbox_aux: 1.167463 loss_giou_aux: 3.067577 loss_class_dn: 0.374626 loss_bbox_dn: 0.240668 loss_giou_dn: 0.519746 loss_class_aux_dn: 2.033940 loss_bbox_aux_dn: 1.345131 loss_giou_aux_dn: 2.799119 loss: 17.141378 eta: 2 days, 16:05:36 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3614 images/s [04/14 13:24:49] ppdet.engine INFO: Epoch: [7] [4700/7329] learning_rate: 0.000100 loss_class: 0.586939 loss_bbox: 0.156824 loss_giou: 0.413034 loss_class_aux: 3.853095 loss_bbox_aux: 1.033195 loss_giou_aux: 2.599115 loss_class_dn: 0.361727 loss_bbox_dn: 0.244881 loss_giou_dn: 0.470457 loss_class_aux_dn: 1.914505 loss_bbox_aux_dn: 1.341141 loss_giou_aux_dn: 2.553831 loss: 16.499483 eta: 2 days, 16:04:58 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2970 images/s [04/14 13:25:28] ppdet.engine INFO: Epoch: [7] [4800/7329] learning_rate: 0.000100 loss_class: 0.678107 loss_bbox: 0.160320 loss_giou: 0.427508 loss_class_aux: 4.278203 loss_bbox_aux: 1.052709 loss_giou_aux: 2.650024 loss_class_dn: 0.341161 loss_bbox_dn: 0.237534 loss_giou_dn: 0.464266 loss_class_aux_dn: 1.843515 loss_bbox_aux_dn: 1.410260 loss_giou_aux_dn: 2.517822 loss: 16.452866 eta: 2 days, 16:04:15 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4192 images/s [04/14 13:26:08] ppdet.engine INFO: Epoch: [7] [4900/7329] learning_rate: 0.000100 loss_class: 0.730843 loss_bbox: 0.185457 loss_giou: 0.545993 loss_class_aux: 4.787003 loss_bbox_aux: 1.210439 loss_giou_aux: 3.474734 loss_class_dn: 0.409967 loss_bbox_dn: 0.238526 loss_giou_dn: 0.587492 loss_class_aux_dn: 2.222995 loss_bbox_aux_dn: 1.362217 loss_giou_aux_dn: 3.080718 loss: 18.665062 eta: 2 days, 16:03:42 batch_cost: 0.3583 data_cost: 0.0014 ips: 11.1650 images/s [04/14 13:26:48] ppdet.engine INFO: Epoch: [7] [5000/7329] learning_rate: 0.000100 loss_class: 0.604363 loss_bbox: 0.178850 loss_giou: 0.446697 loss_class_aux: 4.103297 loss_bbox_aux: 1.166762 loss_giou_aux: 2.884720 loss_class_dn: 0.363622 loss_bbox_dn: 0.203640 loss_giou_dn: 0.460902 loss_class_aux_dn: 1.915269 loss_bbox_aux_dn: 1.126802 loss_giou_aux_dn: 2.554804 loss: 16.672794 eta: 2 days, 16:03:01 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3622 images/s [04/14 13:27:27] ppdet.engine INFO: Epoch: [7] [5100/7329] learning_rate: 0.000100 loss_class: 0.642766 loss_bbox: 0.171879 loss_giou: 0.386930 loss_class_aux: 4.161297 loss_bbox_aux: 1.110868 loss_giou_aux: 2.483541 loss_class_dn: 0.363028 loss_bbox_dn: 0.240854 loss_giou_dn: 0.431848 loss_class_aux_dn: 1.924918 loss_bbox_aux_dn: 1.333099 loss_giou_aux_dn: 2.354763 loss: 16.209206 eta: 2 days, 16:02:23 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3206 images/s [04/14 13:28:06] ppdet.engine INFO: Epoch: [7] [5200/7329] learning_rate: 0.000100 loss_class: 0.653018 loss_bbox: 0.180681 loss_giou: 0.413981 loss_class_aux: 4.278745 loss_bbox_aux: 1.092707 loss_giou_aux: 2.716071 loss_class_dn: 0.358513 loss_bbox_dn: 0.231768 loss_giou_dn: 0.488374 loss_class_aux_dn: 1.931660 loss_bbox_aux_dn: 1.316442 loss_giou_aux_dn: 2.633134 loss: 17.005432 eta: 2 days, 16:01:41 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4063 images/s [04/14 13:28:45] ppdet.engine INFO: Epoch: [7] [5300/7329] learning_rate: 0.000100 loss_class: 0.668711 loss_bbox: 0.173379 loss_giou: 0.484701 loss_class_aux: 4.409164 loss_bbox_aux: 1.140361 loss_giou_aux: 3.105833 loss_class_dn: 0.397678 loss_bbox_dn: 0.224153 loss_giou_dn: 0.547088 loss_class_aux_dn: 2.067243 loss_bbox_aux_dn: 1.269595 loss_giou_aux_dn: 2.963257 loss: 18.616451 eta: 2 days, 16:01:02 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3126 images/s [04/14 13:29:25] ppdet.engine INFO: Epoch: [7] [5400/7329] learning_rate: 0.000100 loss_class: 0.613975 loss_bbox: 0.167221 loss_giou: 0.415325 loss_class_aux: 3.983984 loss_bbox_aux: 1.069748 loss_giou_aux: 2.693848 loss_class_dn: 0.338352 loss_bbox_dn: 0.214474 loss_giou_dn: 0.470149 loss_class_aux_dn: 1.794341 loss_bbox_aux_dn: 1.190629 loss_giou_aux_dn: 2.484681 loss: 15.758410 eta: 2 days, 16:00:26 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2310 images/s [04/14 13:30:04] ppdet.engine INFO: Epoch: [7] [5500/7329] learning_rate: 0.000100 loss_class: 0.642770 loss_bbox: 0.155355 loss_giou: 0.480658 loss_class_aux: 4.309727 loss_bbox_aux: 1.051984 loss_giou_aux: 3.029705 loss_class_dn: 0.373968 loss_bbox_dn: 0.217359 loss_giou_dn: 0.485329 loss_class_aux_dn: 2.016679 loss_bbox_aux_dn: 1.229387 loss_giou_aux_dn: 2.629900 loss: 16.271666 eta: 2 days, 15:59:47 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3434 images/s [04/14 13:30:44] ppdet.engine INFO: Epoch: [7] [5600/7329] learning_rate: 0.000100 loss_class: 0.686133 loss_bbox: 0.162904 loss_giou: 0.496911 loss_class_aux: 4.425626 loss_bbox_aux: 1.054037 loss_giou_aux: 3.141901 loss_class_dn: 0.395742 loss_bbox_dn: 0.220452 loss_giou_dn: 0.525864 loss_class_aux_dn: 2.097732 loss_bbox_aux_dn: 1.260437 loss_giou_aux_dn: 2.846546 loss: 17.793346 eta: 2 days, 15:59:08 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3241 images/s [04/14 13:31:23] ppdet.engine INFO: Epoch: [7] [5700/7329] learning_rate: 0.000100 loss_class: 0.667530 loss_bbox: 0.175613 loss_giou: 0.437958 loss_class_aux: 4.277216 loss_bbox_aux: 1.148777 loss_giou_aux: 2.723505 loss_class_dn: 0.364162 loss_bbox_dn: 0.235562 loss_giou_dn: 0.503980 loss_class_aux_dn: 1.959064 loss_bbox_aux_dn: 1.340797 loss_giou_aux_dn: 2.690502 loss: 17.976906 eta: 2 days, 15:58:31 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2610 images/s [04/14 13:32:03] ppdet.engine INFO: Epoch: [7] [5800/7329] learning_rate: 0.000100 loss_class: 0.624664 loss_bbox: 0.165715 loss_giou: 0.417504 loss_class_aux: 4.194139 loss_bbox_aux: 1.102893 loss_giou_aux: 2.676804 loss_class_dn: 0.364940 loss_bbox_dn: 0.215772 loss_giou_dn: 0.450087 loss_class_aux_dn: 1.961039 loss_bbox_aux_dn: 1.188018 loss_giou_aux_dn: 2.424134 loss: 16.315624 eta: 2 days, 15:57:52 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3077 images/s [04/14 13:32:42] ppdet.engine INFO: Epoch: [7] [5900/7329] learning_rate: 0.000100 loss_class: 0.654907 loss_bbox: 0.157348 loss_giou: 0.517545 loss_class_aux: 4.160770 loss_bbox_aux: 1.029103 loss_giou_aux: 3.262833 loss_class_dn: 0.392998 loss_bbox_dn: 0.199191 loss_giou_dn: 0.554318 loss_class_aux_dn: 2.103478 loss_bbox_aux_dn: 1.190771 loss_giou_aux_dn: 2.951711 loss: 17.983799 eta: 2 days, 15:57:14 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2939 images/s [04/14 13:33:21] ppdet.engine INFO: Epoch: [7] [6000/7329] learning_rate: 0.000100 loss_class: 0.629453 loss_bbox: 0.142672 loss_giou: 0.362552 loss_class_aux: 4.192911 loss_bbox_aux: 0.961351 loss_giou_aux: 2.370818 loss_class_dn: 0.338338 loss_bbox_dn: 0.191904 loss_giou_dn: 0.409096 loss_class_aux_dn: 1.786662 loss_bbox_aux_dn: 1.165921 loss_giou_aux_dn: 2.211478 loss: 15.166964 eta: 2 days, 15:56:31 batch_cost: 0.3491 data_cost: 0.0013 ips: 11.4589 images/s [04/14 13:34:00] ppdet.engine INFO: Epoch: [7] [6100/7329] learning_rate: 0.000100 loss_class: 0.674986 loss_bbox: 0.162166 loss_giou: 0.390224 loss_class_aux: 4.422329 loss_bbox_aux: 1.110932 loss_giou_aux: 2.585110 loss_class_dn: 0.367052 loss_bbox_dn: 0.241577 loss_giou_dn: 0.468325 loss_class_aux_dn: 1.979315 loss_bbox_aux_dn: 1.308854 loss_giou_aux_dn: 2.620542 loss: 16.710728 eta: 2 days, 15:55:52 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3145 images/s [04/14 13:34:40] ppdet.engine INFO: Epoch: [7] [6200/7329] learning_rate: 0.000100 loss_class: 0.696966 loss_bbox: 0.170994 loss_giou: 0.480944 loss_class_aux: 4.576010 loss_bbox_aux: 1.164814 loss_giou_aux: 2.982662 loss_class_dn: 0.380200 loss_bbox_dn: 0.240754 loss_giou_dn: 0.530950 loss_class_aux_dn: 2.044570 loss_bbox_aux_dn: 1.381987 loss_giou_aux_dn: 2.859975 loss: 17.626492 eta: 2 days, 15:55:17 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2327 images/s [04/14 13:35:19] ppdet.engine INFO: Epoch: [7] [6300/7329] learning_rate: 0.000100 loss_class: 0.616877 loss_bbox: 0.149980 loss_giou: 0.405463 loss_class_aux: 4.020809 loss_bbox_aux: 0.937335 loss_giou_aux: 2.542537 loss_class_dn: 0.351026 loss_bbox_dn: 0.196114 loss_giou_dn: 0.441408 loss_class_aux_dn: 1.863409 loss_bbox_aux_dn: 1.149150 loss_giou_aux_dn: 2.476593 loss: 16.167732 eta: 2 days, 15:54:38 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2992 images/s [04/14 13:35:58] ppdet.engine INFO: Epoch: [7] [6400/7329] learning_rate: 0.000100 loss_class: 0.648485 loss_bbox: 0.172260 loss_giou: 0.492264 loss_class_aux: 4.426991 loss_bbox_aux: 1.130008 loss_giou_aux: 3.132151 loss_class_dn: 0.400782 loss_bbox_dn: 0.240963 loss_giou_dn: 0.534878 loss_class_aux_dn: 2.141866 loss_bbox_aux_dn: 1.358363 loss_giou_aux_dn: 2.853827 loss: 18.389477 eta: 2 days, 15:53:57 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3971 images/s [04/14 13:36:38] ppdet.engine INFO: Epoch: [7] [6500/7329] learning_rate: 0.000100 loss_class: 0.648593 loss_bbox: 0.151246 loss_giou: 0.417960 loss_class_aux: 4.102122 loss_bbox_aux: 0.991412 loss_giou_aux: 2.689758 loss_class_dn: 0.361497 loss_bbox_dn: 0.207263 loss_giou_dn: 0.459960 loss_class_aux_dn: 1.892689 loss_bbox_aux_dn: 1.188045 loss_giou_aux_dn: 2.517745 loss: 16.390902 eta: 2 days, 15:53:15 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4115 images/s [04/14 13:37:17] ppdet.engine INFO: Epoch: [7] [6600/7329] learning_rate: 0.000100 loss_class: 0.645790 loss_bbox: 0.165505 loss_giou: 0.468710 loss_class_aux: 4.412680 loss_bbox_aux: 1.103070 loss_giou_aux: 2.967491 loss_class_dn: 0.381131 loss_bbox_dn: 0.222162 loss_giou_dn: 0.495357 loss_class_aux_dn: 2.023003 loss_bbox_aux_dn: 1.243828 loss_giou_aux_dn: 2.709849 loss: 17.099468 eta: 2 days, 15:52:38 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2817 images/s [04/14 13:37:56] ppdet.engine INFO: Epoch: [7] [6700/7329] learning_rate: 0.000100 loss_class: 0.657131 loss_bbox: 0.150035 loss_giou: 0.407929 loss_class_aux: 4.261188 loss_bbox_aux: 0.988481 loss_giou_aux: 2.705896 loss_class_dn: 0.340002 loss_bbox_dn: 0.215601 loss_giou_dn: 0.454138 loss_class_aux_dn: 1.832960 loss_bbox_aux_dn: 1.268347 loss_giou_aux_dn: 2.484862 loss: 15.900120 eta: 2 days, 15:51:59 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3267 images/s [04/14 13:38:36] ppdet.engine INFO: Epoch: [7] [6800/7329] learning_rate: 0.000100 loss_class: 0.617756 loss_bbox: 0.163056 loss_giou: 0.380305 loss_class_aux: 3.975991 loss_bbox_aux: 1.058561 loss_giou_aux: 2.543129 loss_class_dn: 0.327227 loss_bbox_dn: 0.221483 loss_giou_dn: 0.400030 loss_class_aux_dn: 1.792128 loss_bbox_aux_dn: 1.254793 loss_giou_aux_dn: 2.183413 loss: 15.110504 eta: 2 days, 15:51:20 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3285 images/s [04/14 13:39:15] ppdet.engine INFO: Epoch: [7] [6900/7329] learning_rate: 0.000100 loss_class: 0.640606 loss_bbox: 0.165631 loss_giou: 0.405108 loss_class_aux: 4.218077 loss_bbox_aux: 1.077913 loss_giou_aux: 2.565975 loss_class_dn: 0.360709 loss_bbox_dn: 0.198492 loss_giou_dn: 0.453356 loss_class_aux_dn: 1.941725 loss_bbox_aux_dn: 1.155550 loss_giou_aux_dn: 2.504433 loss: 16.573454 eta: 2 days, 15:50:45 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2183 images/s [04/14 13:39:55] ppdet.engine INFO: Epoch: [7] [7000/7329] learning_rate: 0.000100 loss_class: 0.691996 loss_bbox: 0.168444 loss_giou: 0.445838 loss_class_aux: 4.428762 loss_bbox_aux: 1.118119 loss_giou_aux: 2.823082 loss_class_dn: 0.368193 loss_bbox_dn: 0.216215 loss_giou_dn: 0.490990 loss_class_aux_dn: 1.950392 loss_bbox_aux_dn: 1.201773 loss_giou_aux_dn: 2.711077 loss: 16.767544 eta: 2 days, 15:50:09 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2408 images/s [04/14 13:40:34] ppdet.engine INFO: Epoch: [7] [7100/7329] learning_rate: 0.000100 loss_class: 0.660468 loss_bbox: 0.174719 loss_giou: 0.449528 loss_class_aux: 4.285009 loss_bbox_aux: 1.181711 loss_giou_aux: 2.812721 loss_class_dn: 0.382294 loss_bbox_dn: 0.207380 loss_giou_dn: 0.499917 loss_class_aux_dn: 2.050003 loss_bbox_aux_dn: 1.201009 loss_giou_aux_dn: 2.728762 loss: 17.219444 eta: 2 days, 15:49:31 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2768 images/s [04/14 13:41:14] ppdet.engine INFO: Epoch: [7] [7200/7329] learning_rate: 0.000100 loss_class: 0.675543 loss_bbox: 0.152269 loss_giou: 0.469194 loss_class_aux: 4.443099 loss_bbox_aux: 0.979536 loss_giou_aux: 2.932854 loss_class_dn: 0.361388 loss_bbox_dn: 0.197815 loss_giou_dn: 0.466092 loss_class_aux_dn: 1.906357 loss_bbox_aux_dn: 1.123339 loss_giou_aux_dn: 2.461044 loss: 16.814365 eta: 2 days, 15:48:51 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3683 images/s [04/14 13:41:53] ppdet.engine INFO: Epoch: [7] [7300/7329] learning_rate: 0.000100 loss_class: 0.600283 loss_bbox: 0.153350 loss_giou: 0.395899 loss_class_aux: 3.856119 loss_bbox_aux: 0.989342 loss_giou_aux: 2.621604 loss_class_dn: 0.343376 loss_bbox_dn: 0.193514 loss_giou_dn: 0.446255 loss_class_aux_dn: 1.847860 loss_bbox_aux_dn: 1.106416 loss_giou_aux_dn: 2.422552 loss: 15.536931 eta: 2 days, 15:48:13 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3016 images/s [04/14 13:42:07] ppdet.engine INFO: Eval iter: 0 [04/14 13:42:19] ppdet.engine INFO: Eval iter: 100 [04/14 13:42:31] ppdet.engine INFO: Eval iter: 200 [04/14 13:42:43] ppdet.engine INFO: Eval iter: 300 [04/14 13:42:55] ppdet.engine INFO: Eval iter: 400 [04/14 13:43:07] ppdet.engine INFO: Eval iter: 500 [04/14 13:43:20] ppdet.engine INFO: Eval iter: 600 [04/14 13:43:41] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/14 13:43:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.24s). Accumulating evaluation results... DONE (t=15.22s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.669 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.287 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.676 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.376 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.622 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.483 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 ] = 0.886 [04/14 13:45:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.97844298517055 [04/14 13:45:23] ppdet.engine INFO: Best test bbox ap is 0.489. [04/14 13:45:26] ppdet.engine INFO: Epoch: [8] [ 0/7329] learning_rate: 0.000100 loss_class: 0.635950 loss_bbox: 0.176601 loss_giou: 0.556584 loss_class_aux: 4.227024 loss_bbox_aux: 1.139888 loss_giou_aux: 3.478475 loss_class_dn: 0.385227 loss_bbox_dn: 0.219573 loss_giou_dn: 0.578482 loss_class_aux_dn: 2.044157 loss_bbox_aux_dn: 1.263154 loss_giou_aux_dn: 3.155527 loss: 18.364662 eta: 2 days, 15:48:01 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3397 images/s [04/14 13:46:05] ppdet.engine INFO: Epoch: [8] [ 100/7329] learning_rate: 0.000100 loss_class: 0.615441 loss_bbox: 0.166063 loss_giou: 0.401905 loss_class_aux: 3.866735 loss_bbox_aux: 1.103505 loss_giou_aux: 2.530241 loss_class_dn: 0.347729 loss_bbox_dn: 0.213486 loss_giou_dn: 0.451601 loss_class_aux_dn: 1.844845 loss_bbox_aux_dn: 1.201360 loss_giou_aux_dn: 2.416468 loss: 16.241035 eta: 2 days, 15:47:23 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2752 images/s [04/14 13:46:44] ppdet.engine INFO: Epoch: [8] [ 200/7329] learning_rate: 0.000100 loss_class: 0.586914 loss_bbox: 0.148916 loss_giou: 0.365747 loss_class_aux: 3.942836 loss_bbox_aux: 0.984685 loss_giou_aux: 2.404080 loss_class_dn: 0.334381 loss_bbox_dn: 0.212858 loss_giou_dn: 0.418443 loss_class_aux_dn: 1.738376 loss_bbox_aux_dn: 1.228111 loss_giou_aux_dn: 2.286826 loss: 15.123213 eta: 2 days, 15:46:43 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3583 images/s [04/14 13:47:24] ppdet.engine INFO: Epoch: [8] [ 300/7329] learning_rate: 0.000100 loss_class: 0.615105 loss_bbox: 0.162115 loss_giou: 0.474075 loss_class_aux: 4.147295 loss_bbox_aux: 1.038715 loss_giou_aux: 2.958754 loss_class_dn: 0.366419 loss_bbox_dn: 0.193558 loss_giou_dn: 0.521905 loss_class_aux_dn: 1.964599 loss_bbox_aux_dn: 1.127545 loss_giou_aux_dn: 2.768053 loss: 16.570641 eta: 2 days, 15:46:03 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3701 images/s [04/14 13:48:03] ppdet.engine INFO: Epoch: [8] [ 400/7329] learning_rate: 0.000100 loss_class: 0.670951 loss_bbox: 0.166254 loss_giou: 0.419047 loss_class_aux: 4.328132 loss_bbox_aux: 1.132191 loss_giou_aux: 2.724931 loss_class_dn: 0.384298 loss_bbox_dn: 0.219331 loss_giou_dn: 0.458683 loss_class_aux_dn: 2.065702 loss_bbox_aux_dn: 1.292616 loss_giou_aux_dn: 2.481652 loss: 17.027863 eta: 2 days, 15:45:27 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2499 images/s [04/14 13:48:43] ppdet.engine INFO: Epoch: [8] [ 500/7329] learning_rate: 0.000100 loss_class: 0.659079 loss_bbox: 0.168120 loss_giou: 0.416728 loss_class_aux: 4.430470 loss_bbox_aux: 1.095312 loss_giou_aux: 2.621026 loss_class_dn: 0.371838 loss_bbox_dn: 0.239182 loss_giou_dn: 0.511348 loss_class_aux_dn: 1.961065 loss_bbox_aux_dn: 1.323270 loss_giou_aux_dn: 2.798259 loss: 16.844425 eta: 2 days, 15:44:55 batch_cost: 0.3598 data_cost: 0.0016 ips: 11.1174 images/s [04/14 13:49:22] ppdet.engine INFO: Epoch: [8] [ 600/7329] learning_rate: 0.000100 loss_class: 0.753420 loss_bbox: 0.193249 loss_giou: 0.528102 loss_class_aux: 4.906081 loss_bbox_aux: 1.244345 loss_giou_aux: 3.329844 loss_class_dn: 0.420403 loss_bbox_dn: 0.248497 loss_giou_dn: 0.629089 loss_class_aux_dn: 2.221470 loss_bbox_aux_dn: 1.336460 loss_giou_aux_dn: 3.305660 loss: 20.677223 eta: 2 days, 15:44:14 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4016 images/s [04/14 13:50:02] ppdet.engine INFO: Epoch: [8] [ 700/7329] learning_rate: 0.000100 loss_class: 0.619084 loss_bbox: 0.158663 loss_giou: 0.411557 loss_class_aux: 4.098938 loss_bbox_aux: 1.003555 loss_giou_aux: 2.734072 loss_class_dn: 0.385414 loss_bbox_dn: 0.212974 loss_giou_dn: 0.483354 loss_class_aux_dn: 2.027439 loss_bbox_aux_dn: 1.192304 loss_giou_aux_dn: 2.625354 loss: 17.364952 eta: 2 days, 15:43:35 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3274 images/s [04/14 13:50:41] ppdet.engine INFO: Epoch: [8] [ 800/7329] learning_rate: 0.000100 loss_class: 0.695220 loss_bbox: 0.170893 loss_giou: 0.488295 loss_class_aux: 4.456438 loss_bbox_aux: 1.153927 loss_giou_aux: 3.138241 loss_class_dn: 0.383909 loss_bbox_dn: 0.232455 loss_giou_dn: 0.472267 loss_class_aux_dn: 2.022936 loss_bbox_aux_dn: 1.304882 loss_giou_aux_dn: 2.524489 loss: 16.960779 eta: 2 days, 15:43:00 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2245 images/s [04/14 13:51:21] ppdet.engine INFO: Epoch: [8] [ 900/7329] learning_rate: 0.000100 loss_class: 0.549505 loss_bbox: 0.143739 loss_giou: 0.352744 loss_class_aux: 3.799428 loss_bbox_aux: 0.932082 loss_giou_aux: 2.295442 loss_class_dn: 0.317018 loss_bbox_dn: 0.174758 loss_giou_dn: 0.411106 loss_class_aux_dn: 1.655835 loss_bbox_aux_dn: 1.063702 loss_giou_aux_dn: 2.218876 loss: 14.351933 eta: 2 days, 15:42:23 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2606 images/s [04/14 13:52:00] ppdet.engine INFO: Epoch: [8] [1000/7329] learning_rate: 0.000100 loss_class: 0.714624 loss_bbox: 0.187387 loss_giou: 0.483240 loss_class_aux: 4.796096 loss_bbox_aux: 1.220522 loss_giou_aux: 3.086785 loss_class_dn: 0.421244 loss_bbox_dn: 0.242248 loss_giou_dn: 0.555766 loss_class_aux_dn: 2.219024 loss_bbox_aux_dn: 1.386034 loss_giou_aux_dn: 2.981522 loss: 19.802351 eta: 2 days, 15:41:40 batch_cost: 0.3493 data_cost: 0.0014 ips: 11.4513 images/s [04/14 13:52:39] ppdet.engine INFO: Epoch: [8] [1100/7329] learning_rate: 0.000100 loss_class: 0.551921 loss_bbox: 0.142038 loss_giou: 0.359126 loss_class_aux: 3.780979 loss_bbox_aux: 0.952960 loss_giou_aux: 2.328682 loss_class_dn: 0.320524 loss_bbox_dn: 0.195837 loss_giou_dn: 0.394323 loss_class_aux_dn: 1.678549 loss_bbox_aux_dn: 1.103330 loss_giou_aux_dn: 2.195439 loss: 14.823568 eta: 2 days, 15:41:02 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3019 images/s [04/14 13:53:19] ppdet.engine INFO: Epoch: [8] [1200/7329] learning_rate: 0.000100 loss_class: 0.640547 loss_bbox: 0.138723 loss_giou: 0.386437 loss_class_aux: 4.029447 loss_bbox_aux: 0.998502 loss_giou_aux: 2.498457 loss_class_dn: 0.346987 loss_bbox_dn: 0.209316 loss_giou_dn: 0.413395 loss_class_aux_dn: 1.849612 loss_bbox_aux_dn: 1.160814 loss_giou_aux_dn: 2.325551 loss: 15.302656 eta: 2 days, 15:40:28 batch_cost: 0.3571 data_cost: 0.0015 ips: 11.2027 images/s [04/14 13:53:59] ppdet.engine INFO: Epoch: [8] [1300/7329] learning_rate: 0.000100 loss_class: 0.684317 loss_bbox: 0.176674 loss_giou: 0.427192 loss_class_aux: 4.418917 loss_bbox_aux: 1.183186 loss_giou_aux: 2.767323 loss_class_dn: 0.384192 loss_bbox_dn: 0.212921 loss_giou_dn: 0.459404 loss_class_aux_dn: 2.030800 loss_bbox_aux_dn: 1.184135 loss_giou_aux_dn: 2.533636 loss: 17.571062 eta: 2 days, 15:39:53 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2249 images/s [04/14 13:54:38] ppdet.engine INFO: Epoch: [8] [1400/7329] learning_rate: 0.000100 loss_class: 0.623693 loss_bbox: 0.170096 loss_giou: 0.477689 loss_class_aux: 4.254738 loss_bbox_aux: 1.111415 loss_giou_aux: 2.918134 loss_class_dn: 0.364288 loss_bbox_dn: 0.218060 loss_giou_dn: 0.472339 loss_class_aux_dn: 1.924481 loss_bbox_aux_dn: 1.262996 loss_giou_aux_dn: 2.542398 loss: 17.508591 eta: 2 days, 15:39:14 batch_cost: 0.3531 data_cost: 0.0017 ips: 11.3277 images/s [04/14 13:55:17] ppdet.engine INFO: Epoch: [8] [1500/7329] learning_rate: 0.000100 loss_class: 0.630739 loss_bbox: 0.167762 loss_giou: 0.434750 loss_class_aux: 4.099051 loss_bbox_aux: 1.102586 loss_giou_aux: 2.798838 loss_class_dn: 0.379871 loss_bbox_dn: 0.218647 loss_giou_dn: 0.452091 loss_class_aux_dn: 1.965181 loss_bbox_aux_dn: 1.235814 loss_giou_aux_dn: 2.451447 loss: 16.526770 eta: 2 days, 15:38:33 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3862 images/s [04/14 13:55:57] ppdet.engine INFO: Epoch: [8] [1600/7329] learning_rate: 0.000100 loss_class: 0.688823 loss_bbox: 0.167792 loss_giou: 0.394696 loss_class_aux: 4.469234 loss_bbox_aux: 1.147236 loss_giou_aux: 2.589362 loss_class_dn: 0.371700 loss_bbox_dn: 0.244626 loss_giou_dn: 0.440085 loss_class_aux_dn: 1.982483 loss_bbox_aux_dn: 1.353129 loss_giou_aux_dn: 2.420302 loss: 16.923080 eta: 2 days, 15:37:56 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2693 images/s [04/14 13:56:36] ppdet.engine INFO: Epoch: [8] [1700/7329] learning_rate: 0.000100 loss_class: 0.645120 loss_bbox: 0.171199 loss_giou: 0.352606 loss_class_aux: 4.193194 loss_bbox_aux: 1.118123 loss_giou_aux: 2.279821 loss_class_dn: 0.354437 loss_bbox_dn: 0.207130 loss_giou_dn: 0.401674 loss_class_aux_dn: 1.929469 loss_bbox_aux_dn: 1.200599 loss_giou_aux_dn: 2.223672 loss: 15.513042 eta: 2 days, 15:37:21 batch_cost: 0.3564 data_cost: 0.0015 ips: 11.2224 images/s [04/14 13:57:16] ppdet.engine INFO: Epoch: [8] [1800/7329] learning_rate: 0.000100 loss_class: 0.577439 loss_bbox: 0.145301 loss_giou: 0.317901 loss_class_aux: 3.642285 loss_bbox_aux: 0.975437 loss_giou_aux: 2.022800 loss_class_dn: 0.298382 loss_bbox_dn: 0.217792 loss_giou_dn: 0.354742 loss_class_aux_dn: 1.630101 loss_bbox_aux_dn: 1.231915 loss_giou_aux_dn: 1.954249 loss: 13.738668 eta: 2 days, 15:36:45 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2508 images/s [04/14 13:57:56] ppdet.engine INFO: Epoch: [8] [1900/7329] learning_rate: 0.000100 loss_class: 0.689308 loss_bbox: 0.150860 loss_giou: 0.398460 loss_class_aux: 4.494287 loss_bbox_aux: 1.042359 loss_giou_aux: 2.498387 loss_class_dn: 0.367560 loss_bbox_dn: 0.218464 loss_giou_dn: 0.428424 loss_class_aux_dn: 1.921759 loss_bbox_aux_dn: 1.209809 loss_giou_aux_dn: 2.370082 loss: 15.962698 eta: 2 days, 15:36:10 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2106 images/s [04/14 13:58:35] ppdet.engine INFO: Epoch: [8] [2000/7329] learning_rate: 0.000100 loss_class: 0.673546 loss_bbox: 0.179280 loss_giou: 0.438143 loss_class_aux: 4.331857 loss_bbox_aux: 1.147579 loss_giou_aux: 2.771709 loss_class_dn: 0.375736 loss_bbox_dn: 0.240325 loss_giou_dn: 0.515753 loss_class_aux_dn: 1.956312 loss_bbox_aux_dn: 1.319444 loss_giou_aux_dn: 2.807953 loss: 17.273624 eta: 2 days, 15:35:31 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3392 images/s [04/14 13:59:14] ppdet.engine INFO: Epoch: [8] [2100/7329] learning_rate: 0.000100 loss_class: 0.591847 loss_bbox: 0.142196 loss_giou: 0.358314 loss_class_aux: 4.070388 loss_bbox_aux: 0.948276 loss_giou_aux: 2.434701 loss_class_dn: 0.349456 loss_bbox_dn: 0.199569 loss_giou_dn: 0.422308 loss_class_aux_dn: 1.863252 loss_bbox_aux_dn: 1.156037 loss_giou_aux_dn: 2.307474 loss: 15.183702 eta: 2 days, 15:34:52 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3406 images/s [04/14 13:59:54] ppdet.engine INFO: Epoch: [8] [2200/7329] learning_rate: 0.000100 loss_class: 0.610106 loss_bbox: 0.165957 loss_giou: 0.472805 loss_class_aux: 3.992146 loss_bbox_aux: 1.143534 loss_giou_aux: 3.031275 loss_class_dn: 0.353311 loss_bbox_dn: 0.198313 loss_giou_dn: 0.492589 loss_class_aux_dn: 1.876226 loss_bbox_aux_dn: 1.130813 loss_giou_aux_dn: 2.676931 loss: 16.328854 eta: 2 days, 15:34:15 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2661 images/s [04/14 14:00:33] ppdet.engine INFO: Epoch: [8] [2300/7329] learning_rate: 0.000100 loss_class: 0.633009 loss_bbox: 0.158353 loss_giou: 0.460118 loss_class_aux: 4.035954 loss_bbox_aux: 0.984082 loss_giou_aux: 2.945999 loss_class_dn: 0.351235 loss_bbox_dn: 0.196880 loss_giou_dn: 0.478875 loss_class_aux_dn: 1.880702 loss_bbox_aux_dn: 1.101492 loss_giou_aux_dn: 2.535424 loss: 16.120140 eta: 2 days, 15:33:38 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2685 images/s [04/14 14:01:13] ppdet.engine INFO: Epoch: [8] [2400/7329] learning_rate: 0.000100 loss_class: 0.707635 loss_bbox: 0.192296 loss_giou: 0.460813 loss_class_aux: 4.489222 loss_bbox_aux: 1.297687 loss_giou_aux: 2.913596 loss_class_dn: 0.378442 loss_bbox_dn: 0.249193 loss_giou_dn: 0.472071 loss_class_aux_dn: 2.001534 loss_bbox_aux_dn: 1.461097 loss_giou_aux_dn: 2.545538 loss: 17.658585 eta: 2 days, 15:33:03 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2393 images/s [04/14 14:01:52] ppdet.engine INFO: Epoch: [8] [2500/7329] learning_rate: 0.000100 loss_class: 0.579749 loss_bbox: 0.147782 loss_giou: 0.344212 loss_class_aux: 3.755045 loss_bbox_aux: 0.954019 loss_giou_aux: 2.272659 loss_class_dn: 0.316973 loss_bbox_dn: 0.206513 loss_giou_dn: 0.379468 loss_class_aux_dn: 1.658915 loss_bbox_aux_dn: 1.161206 loss_giou_aux_dn: 2.056246 loss: 14.203858 eta: 2 days, 15:32:23 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3476 images/s [04/14 14:02:32] ppdet.engine INFO: Epoch: [8] [2600/7329] learning_rate: 0.000100 loss_class: 0.655443 loss_bbox: 0.153425 loss_giou: 0.384304 loss_class_aux: 4.162375 loss_bbox_aux: 0.997905 loss_giou_aux: 2.606720 loss_class_dn: 0.365569 loss_bbox_dn: 0.193529 loss_giou_dn: 0.442709 loss_class_aux_dn: 1.990141 loss_bbox_aux_dn: 1.122236 loss_giou_aux_dn: 2.420359 loss: 16.077148 eta: 2 days, 15:31:45 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3178 images/s [04/14 14:03:11] ppdet.engine INFO: Epoch: [8] [2700/7329] learning_rate: 0.000100 loss_class: 0.637473 loss_bbox: 0.158301 loss_giou: 0.448099 loss_class_aux: 4.155430 loss_bbox_aux: 1.034816 loss_giou_aux: 2.863618 loss_class_dn: 0.370663 loss_bbox_dn: 0.213342 loss_giou_dn: 0.491813 loss_class_aux_dn: 1.954547 loss_bbox_aux_dn: 1.151695 loss_giou_aux_dn: 2.689692 loss: 16.906754 eta: 2 days, 15:31:05 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3597 images/s [04/14 14:03:50] ppdet.engine INFO: Epoch: [8] [2800/7329] learning_rate: 0.000100 loss_class: 0.621102 loss_bbox: 0.150991 loss_giou: 0.372517 loss_class_aux: 3.959980 loss_bbox_aux: 0.982926 loss_giou_aux: 2.429551 loss_class_dn: 0.327701 loss_bbox_dn: 0.190379 loss_giou_dn: 0.408074 loss_class_aux_dn: 1.752657 loss_bbox_aux_dn: 1.097684 loss_giou_aux_dn: 2.206869 loss: 14.832219 eta: 2 days, 15:30:29 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2517 images/s [04/14 14:04:30] ppdet.engine INFO: Epoch: [8] [2900/7329] learning_rate: 0.000100 loss_class: 0.678106 loss_bbox: 0.173093 loss_giou: 0.429123 loss_class_aux: 4.353902 loss_bbox_aux: 1.120198 loss_giou_aux: 2.712324 loss_class_dn: 0.362504 loss_bbox_dn: 0.205129 loss_giou_dn: 0.452891 loss_class_aux_dn: 1.973673 loss_bbox_aux_dn: 1.157661 loss_giou_aux_dn: 2.408275 loss: 16.532066 eta: 2 days, 15:29:49 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3643 images/s [04/14 14:05:09] ppdet.engine INFO: Epoch: [8] [3000/7329] learning_rate: 0.000100 loss_class: 0.647110 loss_bbox: 0.173190 loss_giou: 0.495300 loss_class_aux: 4.012925 loss_bbox_aux: 1.111096 loss_giou_aux: 3.131175 loss_class_dn: 0.363984 loss_bbox_dn: 0.211720 loss_giou_dn: 0.494243 loss_class_aux_dn: 1.935315 loss_bbox_aux_dn: 1.194774 loss_giou_aux_dn: 2.695947 loss: 17.303844 eta: 2 days, 15:29:09 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3722 images/s [04/14 14:05:48] ppdet.engine INFO: Epoch: [8] [3100/7329] learning_rate: 0.000100 loss_class: 0.681071 loss_bbox: 0.171525 loss_giou: 0.432577 loss_class_aux: 4.364270 loss_bbox_aux: 1.130207 loss_giou_aux: 2.775666 loss_class_dn: 0.373786 loss_bbox_dn: 0.245250 loss_giou_dn: 0.481189 loss_class_aux_dn: 1.965676 loss_bbox_aux_dn: 1.337650 loss_giou_aux_dn: 2.716852 loss: 17.197697 eta: 2 days, 15:28:32 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2903 images/s [04/14 14:06:28] ppdet.engine INFO: Epoch: [8] [3200/7329] learning_rate: 0.000100 loss_class: 0.588714 loss_bbox: 0.137835 loss_giou: 0.403976 loss_class_aux: 3.846223 loss_bbox_aux: 0.934450 loss_giou_aux: 2.733276 loss_class_dn: 0.321482 loss_bbox_dn: 0.195533 loss_giou_dn: 0.446454 loss_class_aux_dn: 1.719877 loss_bbox_aux_dn: 1.161113 loss_giou_aux_dn: 2.447796 loss: 15.049121 eta: 2 days, 15:27:57 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2158 images/s [04/14 14:07:08] ppdet.engine INFO: Epoch: [8] [3300/7329] learning_rate: 0.000100 loss_class: 0.707056 loss_bbox: 0.199384 loss_giou: 0.517236 loss_class_aux: 4.561593 loss_bbox_aux: 1.269950 loss_giou_aux: 3.362247 loss_class_dn: 0.406446 loss_bbox_dn: 0.245498 loss_giou_dn: 0.568109 loss_class_aux_dn: 2.125645 loss_bbox_aux_dn: 1.344074 loss_giou_aux_dn: 3.062947 loss: 19.087532 eta: 2 days, 15:27:22 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2137 images/s [04/14 14:07:47] ppdet.engine INFO: Epoch: [8] [3400/7329] learning_rate: 0.000100 loss_class: 0.620803 loss_bbox: 0.156622 loss_giou: 0.487960 loss_class_aux: 4.018048 loss_bbox_aux: 1.020624 loss_giou_aux: 3.098257 loss_class_dn: 0.367480 loss_bbox_dn: 0.193899 loss_giou_dn: 0.475433 loss_class_aux_dn: 1.930068 loss_bbox_aux_dn: 1.055367 loss_giou_aux_dn: 2.562141 loss: 16.798689 eta: 2 days, 15:26:45 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2818 images/s [04/14 14:08:27] ppdet.engine INFO: Epoch: [8] [3500/7329] learning_rate: 0.000100 loss_class: 0.717577 loss_bbox: 0.162688 loss_giou: 0.422122 loss_class_aux: 4.577729 loss_bbox_aux: 1.031195 loss_giou_aux: 2.678778 loss_class_dn: 0.400443 loss_bbox_dn: 0.215208 loss_giou_dn: 0.488735 loss_class_aux_dn: 2.100866 loss_bbox_aux_dn: 1.260172 loss_giou_aux_dn: 2.651272 loss: 16.927780 eta: 2 days, 15:26:08 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2814 images/s [04/14 14:09:06] ppdet.engine INFO: Epoch: [8] [3600/7329] learning_rate: 0.000100 loss_class: 0.658466 loss_bbox: 0.172373 loss_giou: 0.474583 loss_class_aux: 4.286819 loss_bbox_aux: 1.117540 loss_giou_aux: 2.929272 loss_class_dn: 0.368745 loss_bbox_dn: 0.246087 loss_giou_dn: 0.462906 loss_class_aux_dn: 1.964047 loss_bbox_aux_dn: 1.399034 loss_giou_aux_dn: 2.585248 loss: 17.277975 eta: 2 days, 15:25:31 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2742 images/s [04/14 14:09:45] ppdet.engine INFO: Epoch: [8] [3700/7329] learning_rate: 0.000100 loss_class: 0.646295 loss_bbox: 0.158448 loss_giou: 0.408238 loss_class_aux: 4.213624 loss_bbox_aux: 1.055130 loss_giou_aux: 2.627367 loss_class_dn: 0.364666 loss_bbox_dn: 0.212790 loss_giou_dn: 0.455828 loss_class_aux_dn: 1.972878 loss_bbox_aux_dn: 1.215641 loss_giou_aux_dn: 2.531865 loss: 16.719383 eta: 2 days, 15:24:52 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3447 images/s [04/14 14:10:24] ppdet.engine INFO: Epoch: [8] [3800/7329] learning_rate: 0.000100 loss_class: 0.644278 loss_bbox: 0.168539 loss_giou: 0.380459 loss_class_aux: 4.159675 loss_bbox_aux: 1.087799 loss_giou_aux: 2.488694 loss_class_dn: 0.357278 loss_bbox_dn: 0.215047 loss_giou_dn: 0.447852 loss_class_aux_dn: 1.915177 loss_bbox_aux_dn: 1.201034 loss_giou_aux_dn: 2.406612 loss: 16.111778 eta: 2 days, 15:24:11 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4012 images/s [04/14 14:11:04] ppdet.engine INFO: Epoch: [8] [3900/7329] learning_rate: 0.000100 loss_class: 0.726050 loss_bbox: 0.169869 loss_giou: 0.468542 loss_class_aux: 4.689669 loss_bbox_aux: 1.097446 loss_giou_aux: 2.860020 loss_class_dn: 0.393528 loss_bbox_dn: 0.246594 loss_giou_dn: 0.482436 loss_class_aux_dn: 2.125445 loss_bbox_aux_dn: 1.371936 loss_giou_aux_dn: 2.658648 loss: 18.129648 eta: 2 days, 15:23:33 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3115 images/s [04/14 14:11:43] ppdet.engine INFO: Epoch: [8] [4000/7329] learning_rate: 0.000100 loss_class: 0.669683 loss_bbox: 0.163274 loss_giou: 0.402430 loss_class_aux: 4.429278 loss_bbox_aux: 1.082919 loss_giou_aux: 2.655752 loss_class_dn: 0.376262 loss_bbox_dn: 0.219463 loss_giou_dn: 0.454812 loss_class_aux_dn: 2.013530 loss_bbox_aux_dn: 1.231970 loss_giou_aux_dn: 2.599174 loss: 17.060947 eta: 2 days, 15:22:56 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2775 images/s [04/14 14:12:23] ppdet.engine INFO: Epoch: [8] [4100/7329] learning_rate: 0.000100 loss_class: 0.624632 loss_bbox: 0.151876 loss_giou: 0.506520 loss_class_aux: 4.219864 loss_bbox_aux: 1.002867 loss_giou_aux: 3.168775 loss_class_dn: 0.390989 loss_bbox_dn: 0.200487 loss_giou_dn: 0.515943 loss_class_aux_dn: 2.081421 loss_bbox_aux_dn: 1.144797 loss_giou_aux_dn: 2.743312 loss: 17.304308 eta: 2 days, 15:22:18 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3043 images/s [04/14 14:13:02] ppdet.engine INFO: Epoch: [8] [4200/7329] learning_rate: 0.000100 loss_class: 0.648755 loss_bbox: 0.166577 loss_giou: 0.397902 loss_class_aux: 4.196518 loss_bbox_aux: 1.117718 loss_giou_aux: 2.471804 loss_class_dn: 0.364890 loss_bbox_dn: 0.225277 loss_giou_dn: 0.446320 loss_class_aux_dn: 1.958475 loss_bbox_aux_dn: 1.231258 loss_giou_aux_dn: 2.466033 loss: 15.817715 eta: 2 days, 15:21:40 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2930 images/s [04/14 14:13:42] ppdet.engine INFO: Epoch: [8] [4300/7329] learning_rate: 0.000100 loss_class: 0.653924 loss_bbox: 0.164635 loss_giou: 0.380193 loss_class_aux: 4.130851 loss_bbox_aux: 1.093098 loss_giou_aux: 2.440675 loss_class_dn: 0.361196 loss_bbox_dn: 0.237751 loss_giou_dn: 0.427376 loss_class_aux_dn: 1.910336 loss_bbox_aux_dn: 1.358265 loss_giou_aux_dn: 2.359423 loss: 15.869753 eta: 2 days, 15:21:02 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3133 images/s [04/14 14:14:21] ppdet.engine INFO: Epoch: [8] [4400/7329] learning_rate: 0.000100 loss_class: 0.666678 loss_bbox: 0.161335 loss_giou: 0.419054 loss_class_aux: 4.354023 loss_bbox_aux: 1.094894 loss_giou_aux: 2.551102 loss_class_dn: 0.344494 loss_bbox_dn: 0.225286 loss_giou_dn: 0.435457 loss_class_aux_dn: 1.782293 loss_bbox_aux_dn: 1.289314 loss_giou_aux_dn: 2.309221 loss: 16.600700 eta: 2 days, 15:20:28 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1894 images/s [04/14 14:15:01] ppdet.engine INFO: Epoch: [8] [4500/7329] learning_rate: 0.000100 loss_class: 0.667637 loss_bbox: 0.176245 loss_giou: 0.463730 loss_class_aux: 4.367385 loss_bbox_aux: 1.158026 loss_giou_aux: 2.986291 loss_class_dn: 0.379379 loss_bbox_dn: 0.233491 loss_giou_dn: 0.526963 loss_class_aux_dn: 2.056912 loss_bbox_aux_dn: 1.331011 loss_giou_aux_dn: 2.829275 loss: 17.874319 eta: 2 days, 15:19:51 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2805 images/s [04/14 14:15:40] ppdet.engine INFO: Epoch: [8] [4600/7329] learning_rate: 0.000100 loss_class: 0.565301 loss_bbox: 0.136510 loss_giou: 0.485516 loss_class_aux: 3.702706 loss_bbox_aux: 0.932826 loss_giou_aux: 3.124449 loss_class_dn: 0.363386 loss_bbox_dn: 0.179485 loss_giou_dn: 0.480515 loss_class_aux_dn: 1.908574 loss_bbox_aux_dn: 0.990340 loss_giou_aux_dn: 2.548861 loss: 16.912086 eta: 2 days, 15:19:11 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3726 images/s [04/14 14:16:20] ppdet.engine INFO: Epoch: [8] [4700/7329] learning_rate: 0.000100 loss_class: 0.618995 loss_bbox: 0.168797 loss_giou: 0.387327 loss_class_aux: 3.976157 loss_bbox_aux: 1.089440 loss_giou_aux: 2.402548 loss_class_dn: 0.310877 loss_bbox_dn: 0.221692 loss_giou_dn: 0.418682 loss_class_aux_dn: 1.634129 loss_bbox_aux_dn: 1.288701 loss_giou_aux_dn: 2.261491 loss: 15.637699 eta: 2 days, 15:18:36 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2351 images/s [04/14 14:16:59] ppdet.engine INFO: Epoch: [8] [4800/7329] learning_rate: 0.000100 loss_class: 0.594434 loss_bbox: 0.150688 loss_giou: 0.396742 loss_class_aux: 3.825571 loss_bbox_aux: 1.035397 loss_giou_aux: 2.444723 loss_class_dn: 0.364469 loss_bbox_dn: 0.200432 loss_giou_dn: 0.433024 loss_class_aux_dn: 1.885296 loss_bbox_aux_dn: 1.160823 loss_giou_aux_dn: 2.350790 loss: 16.167999 eta: 2 days, 15:17:55 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4163 images/s [04/14 14:17:38] ppdet.engine INFO: Epoch: [8] [4900/7329] learning_rate: 0.000100 loss_class: 0.736390 loss_bbox: 0.172233 loss_giou: 0.540850 loss_class_aux: 4.679425 loss_bbox_aux: 1.133170 loss_giou_aux: 3.475888 loss_class_dn: 0.437058 loss_bbox_dn: 0.223639 loss_giou_dn: 0.580934 loss_class_aux_dn: 2.275117 loss_bbox_aux_dn: 1.240833 loss_giou_aux_dn: 3.196991 loss: 20.286072 eta: 2 days, 15:17:16 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3297 images/s [04/14 14:18:17] ppdet.engine INFO: Epoch: [8] [5000/7329] learning_rate: 0.000100 loss_class: 0.684633 loss_bbox: 0.172278 loss_giou: 0.511907 loss_class_aux: 4.381880 loss_bbox_aux: 1.146150 loss_giou_aux: 3.243999 loss_class_dn: 0.388056 loss_bbox_dn: 0.221142 loss_giou_dn: 0.568159 loss_class_aux_dn: 2.070344 loss_bbox_aux_dn: 1.218780 loss_giou_aux_dn: 3.049329 loss: 17.890633 eta: 2 days, 15:16:36 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3697 images/s [04/14 14:18:57] ppdet.engine INFO: Epoch: [8] [5100/7329] learning_rate: 0.000100 loss_class: 0.651293 loss_bbox: 0.166637 loss_giou: 0.388451 loss_class_aux: 4.250237 loss_bbox_aux: 1.120493 loss_giou_aux: 2.516218 loss_class_dn: 0.346287 loss_bbox_dn: 0.207817 loss_giou_dn: 0.433693 loss_class_aux_dn: 1.860291 loss_bbox_aux_dn: 1.186184 loss_giou_aux_dn: 2.370772 loss: 15.955336 eta: 2 days, 15:15:58 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3179 images/s [04/14 14:19:36] ppdet.engine INFO: Epoch: [8] [5200/7329] learning_rate: 0.000100 loss_class: 0.691501 loss_bbox: 0.166869 loss_giou: 0.508675 loss_class_aux: 4.382833 loss_bbox_aux: 1.097756 loss_giou_aux: 3.186285 loss_class_dn: 0.410583 loss_bbox_dn: 0.196134 loss_giou_dn: 0.523072 loss_class_aux_dn: 2.212697 loss_bbox_aux_dn: 1.157640 loss_giou_aux_dn: 2.878024 loss: 18.682131 eta: 2 days, 15:15:18 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3670 images/s [04/14 14:20:15] ppdet.engine INFO: Epoch: [8] [5300/7329] learning_rate: 0.000100 loss_class: 0.653170 loss_bbox: 0.156696 loss_giou: 0.412165 loss_class_aux: 4.019956 loss_bbox_aux: 1.049050 loss_giou_aux: 2.553994 loss_class_dn: 0.347331 loss_bbox_dn: 0.192091 loss_giou_dn: 0.469773 loss_class_aux_dn: 1.868462 loss_bbox_aux_dn: 1.100467 loss_giou_aux_dn: 2.540437 loss: 16.006813 eta: 2 days, 15:14:39 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3660 images/s [04/14 14:20:55] ppdet.engine INFO: Epoch: [8] [5400/7329] learning_rate: 0.000100 loss_class: 0.673882 loss_bbox: 0.166424 loss_giou: 0.476491 loss_class_aux: 4.436494 loss_bbox_aux: 1.093205 loss_giou_aux: 3.075427 loss_class_dn: 0.392385 loss_bbox_dn: 0.214241 loss_giou_dn: 0.518003 loss_class_aux_dn: 2.073222 loss_bbox_aux_dn: 1.204682 loss_giou_aux_dn: 2.784508 loss: 18.202904 eta: 2 days, 15:14:04 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2267 images/s [04/14 14:21:34] ppdet.engine INFO: Epoch: [8] [5500/7329] learning_rate: 0.000100 loss_class: 0.581895 loss_bbox: 0.154697 loss_giou: 0.413998 loss_class_aux: 3.893040 loss_bbox_aux: 1.006971 loss_giou_aux: 2.596663 loss_class_dn: 0.366597 loss_bbox_dn: 0.212876 loss_giou_dn: 0.436656 loss_class_aux_dn: 1.924296 loss_bbox_aux_dn: 1.256271 loss_giou_aux_dn: 2.418323 loss: 15.375387 eta: 2 days, 15:13:27 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2766 images/s [04/14 14:22:14] ppdet.engine INFO: Epoch: [8] [5600/7329] learning_rate: 0.000100 loss_class: 0.551238 loss_bbox: 0.137349 loss_giou: 0.398272 loss_class_aux: 3.684030 loss_bbox_aux: 0.912796 loss_giou_aux: 2.518335 loss_class_dn: 0.322111 loss_bbox_dn: 0.183996 loss_giou_dn: 0.411165 loss_class_aux_dn: 1.699913 loss_bbox_aux_dn: 1.049963 loss_giou_aux_dn: 2.196632 loss: 13.975933 eta: 2 days, 15:12:49 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3071 images/s [04/14 14:22:53] ppdet.engine INFO: Epoch: [8] [5700/7329] learning_rate: 0.000100 loss_class: 0.582232 loss_bbox: 0.163875 loss_giou: 0.402677 loss_class_aux: 3.880748 loss_bbox_aux: 1.081072 loss_giou_aux: 2.491351 loss_class_dn: 0.327666 loss_bbox_dn: 0.212625 loss_giou_dn: 0.446165 loss_class_aux_dn: 1.733980 loss_bbox_aux_dn: 1.227394 loss_giou_aux_dn: 2.383606 loss: 15.224197 eta: 2 days, 15:12:14 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2138 images/s [04/14 14:23:33] ppdet.engine INFO: Epoch: [8] [5800/7329] learning_rate: 0.000100 loss_class: 0.712843 loss_bbox: 0.160931 loss_giou: 0.433621 loss_class_aux: 4.502880 loss_bbox_aux: 1.128096 loss_giou_aux: 2.815094 loss_class_dn: 0.391526 loss_bbox_dn: 0.224024 loss_giou_dn: 0.504319 loss_class_aux_dn: 2.064647 loss_bbox_aux_dn: 1.330226 loss_giou_aux_dn: 2.697808 loss: 17.423349 eta: 2 days, 15:11:38 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2555 images/s [04/14 14:24:12] ppdet.engine INFO: Epoch: [8] [5900/7329] learning_rate: 0.000100 loss_class: 0.702615 loss_bbox: 0.169822 loss_giou: 0.501805 loss_class_aux: 4.450989 loss_bbox_aux: 1.047169 loss_giou_aux: 3.133007 loss_class_dn: 0.403355 loss_bbox_dn: 0.207769 loss_giou_dn: 0.503556 loss_class_aux_dn: 2.163107 loss_bbox_aux_dn: 1.189238 loss_giou_aux_dn: 2.740287 loss: 17.621138 eta: 2 days, 15:11:01 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2801 images/s [04/14 14:24:52] ppdet.engine INFO: Epoch: [8] [6000/7329] learning_rate: 0.000100 loss_class: 0.573598 loss_bbox: 0.151649 loss_giou: 0.424957 loss_class_aux: 3.782169 loss_bbox_aux: 1.010801 loss_giou_aux: 2.741631 loss_class_dn: 0.324109 loss_bbox_dn: 0.209235 loss_giou_dn: 0.473065 loss_class_aux_dn: 1.768228 loss_bbox_aux_dn: 1.229719 loss_giou_aux_dn: 2.584011 loss: 15.691319 eta: 2 days, 15:10:23 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3066 images/s [04/14 14:25:31] ppdet.engine INFO: Epoch: [8] [6100/7329] learning_rate: 0.000100 loss_class: 0.684512 loss_bbox: 0.171958 loss_giou: 0.514921 loss_class_aux: 4.618728 loss_bbox_aux: 1.116931 loss_giou_aux: 3.368697 loss_class_dn: 0.406184 loss_bbox_dn: 0.217266 loss_giou_dn: 0.533123 loss_class_aux_dn: 2.153165 loss_bbox_aux_dn: 1.202609 loss_giou_aux_dn: 2.898636 loss: 17.712814 eta: 2 days, 15:09:48 batch_cost: 0.3561 data_cost: 0.0014 ips: 11.2330 images/s [04/14 14:26:11] ppdet.engine INFO: Epoch: [8] [6200/7329] learning_rate: 0.000100 loss_class: 0.689856 loss_bbox: 0.167920 loss_giou: 0.481707 loss_class_aux: 4.527941 loss_bbox_aux: 1.123834 loss_giou_aux: 2.899259 loss_class_dn: 0.400974 loss_bbox_dn: 0.221884 loss_giou_dn: 0.514989 loss_class_aux_dn: 2.116687 loss_bbox_aux_dn: 1.265078 loss_giou_aux_dn: 2.803668 loss: 17.959930 eta: 2 days, 15:09:11 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2727 images/s [04/14 14:26:50] ppdet.engine INFO: Epoch: [8] [6300/7329] learning_rate: 0.000100 loss_class: 0.589647 loss_bbox: 0.158062 loss_giou: 0.346792 loss_class_aux: 3.901475 loss_bbox_aux: 0.975742 loss_giou_aux: 2.225951 loss_class_dn: 0.311353 loss_bbox_dn: 0.237000 loss_giou_dn: 0.392603 loss_class_aux_dn: 1.643035 loss_bbox_aux_dn: 1.336357 loss_giou_aux_dn: 2.126127 loss: 14.744997 eta: 2 days, 15:08:33 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3146 images/s [04/14 14:27:30] ppdet.engine INFO: Epoch: [8] [6400/7329] learning_rate: 0.000100 loss_class: 0.638236 loss_bbox: 0.152148 loss_giou: 0.466908 loss_class_aux: 4.052161 loss_bbox_aux: 0.979761 loss_giou_aux: 2.990815 loss_class_dn: 0.386782 loss_bbox_dn: 0.193514 loss_giou_dn: 0.496270 loss_class_aux_dn: 2.059587 loss_bbox_aux_dn: 1.074858 loss_giou_aux_dn: 2.693009 loss: 16.571383 eta: 2 days, 15:07:58 batch_cost: 0.3561 data_cost: 0.0014 ips: 11.2342 images/s [04/14 14:28:09] ppdet.engine INFO: Epoch: [8] [6500/7329] learning_rate: 0.000100 loss_class: 0.616409 loss_bbox: 0.178509 loss_giou: 0.436779 loss_class_aux: 4.109502 loss_bbox_aux: 1.120142 loss_giou_aux: 2.808507 loss_class_dn: 0.366035 loss_bbox_dn: 0.216740 loss_giou_dn: 0.489014 loss_class_aux_dn: 1.931636 loss_bbox_aux_dn: 1.263708 loss_giou_aux_dn: 2.674593 loss: 16.738680 eta: 2 days, 15:07:22 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2623 images/s [04/14 14:28:49] ppdet.engine INFO: Epoch: [8] [6600/7329] learning_rate: 0.000100 loss_class: 0.663394 loss_bbox: 0.142921 loss_giou: 0.454090 loss_class_aux: 4.213042 loss_bbox_aux: 0.934890 loss_giou_aux: 2.890083 loss_class_dn: 0.360386 loss_bbox_dn: 0.198618 loss_giou_dn: 0.493167 loss_class_aux_dn: 1.917500 loss_bbox_aux_dn: 1.131016 loss_giou_aux_dn: 2.713795 loss: 16.122869 eta: 2 days, 15:06:47 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2173 images/s [04/14 14:29:29] ppdet.engine INFO: Epoch: [8] [6700/7329] learning_rate: 0.000100 loss_class: 0.698592 loss_bbox: 0.162300 loss_giou: 0.412635 loss_class_aux: 4.439842 loss_bbox_aux: 1.059363 loss_giou_aux: 2.720441 loss_class_dn: 0.354835 loss_bbox_dn: 0.237452 loss_giou_dn: 0.438965 loss_class_aux_dn: 1.898889 loss_bbox_aux_dn: 1.321544 loss_giou_aux_dn: 2.380448 loss: 16.429829 eta: 2 days, 15:06:11 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2369 images/s [04/14 14:30:08] ppdet.engine INFO: Epoch: [8] [6800/7329] learning_rate: 0.000100 loss_class: 0.579292 loss_bbox: 0.162227 loss_giou: 0.420469 loss_class_aux: 3.801128 loss_bbox_aux: 1.052972 loss_giou_aux: 2.582705 loss_class_dn: 0.320246 loss_bbox_dn: 0.223143 loss_giou_dn: 0.444281 loss_class_aux_dn: 1.682719 loss_bbox_aux_dn: 1.230006 loss_giou_aux_dn: 2.376617 loss: 15.677979 eta: 2 days, 15:05:33 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3049 images/s [04/14 14:30:48] ppdet.engine INFO: Epoch: [8] [6900/7329] learning_rate: 0.000100 loss_class: 0.720334 loss_bbox: 0.176129 loss_giou: 0.472748 loss_class_aux: 4.800237 loss_bbox_aux: 1.121263 loss_giou_aux: 3.060373 loss_class_dn: 0.424622 loss_bbox_dn: 0.243765 loss_giou_dn: 0.542378 loss_class_aux_dn: 2.203645 loss_bbox_aux_dn: 1.317507 loss_giou_aux_dn: 2.864875 loss: 18.450562 eta: 2 days, 15:04:58 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2283 images/s [04/14 14:31:27] ppdet.engine INFO: Epoch: [8] [7000/7329] learning_rate: 0.000100 loss_class: 0.632160 loss_bbox: 0.164028 loss_giou: 0.436463 loss_class_aux: 4.167582 loss_bbox_aux: 1.021397 loss_giou_aux: 2.774014 loss_class_dn: 0.372413 loss_bbox_dn: 0.203683 loss_giou_dn: 0.474378 loss_class_aux_dn: 1.964393 loss_bbox_aux_dn: 1.132957 loss_giou_aux_dn: 2.586889 loss: 16.855364 eta: 2 days, 15:04:22 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2608 images/s [04/14 14:32:07] ppdet.engine INFO: Epoch: [8] [7100/7329] learning_rate: 0.000100 loss_class: 0.625862 loss_bbox: 0.145515 loss_giou: 0.487624 loss_class_aux: 4.253649 loss_bbox_aux: 0.969108 loss_giou_aux: 3.159845 loss_class_dn: 0.370869 loss_bbox_dn: 0.198485 loss_giou_dn: 0.532687 loss_class_aux_dn: 1.974248 loss_bbox_aux_dn: 1.108133 loss_giou_aux_dn: 2.865228 loss: 17.452251 eta: 2 days, 15:03:45 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2906 images/s [04/14 14:32:46] ppdet.engine INFO: Epoch: [8] [7200/7329] learning_rate: 0.000100 loss_class: 0.654025 loss_bbox: 0.150743 loss_giou: 0.413039 loss_class_aux: 4.015689 loss_bbox_aux: 0.972320 loss_giou_aux: 2.636827 loss_class_dn: 0.353273 loss_bbox_dn: 0.194614 loss_giou_dn: 0.453787 loss_class_aux_dn: 1.901564 loss_bbox_aux_dn: 1.104688 loss_giou_aux_dn: 2.427047 loss: 15.305923 eta: 2 days, 15:03:10 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2229 images/s [04/14 14:33:26] ppdet.engine INFO: Epoch: [8] [7300/7329] learning_rate: 0.000100 loss_class: 0.679225 loss_bbox: 0.154262 loss_giou: 0.453231 loss_class_aux: 4.425253 loss_bbox_aux: 1.003188 loss_giou_aux: 2.878850 loss_class_dn: 0.376483 loss_bbox_dn: 0.212690 loss_giou_dn: 0.494622 loss_class_aux_dn: 2.019222 loss_bbox_aux_dn: 1.258390 loss_giou_aux_dn: 2.696944 loss: 17.812136 eta: 2 days, 15:02:34 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2471 images/s [04/14 14:33:40] ppdet.engine INFO: Eval iter: 0 [04/14 14:33:52] ppdet.engine INFO: Eval iter: 100 [04/14 14:34:04] ppdet.engine INFO: Eval iter: 200 [04/14 14:34:16] ppdet.engine INFO: Eval iter: 300 [04/14 14:34:28] ppdet.engine INFO: Eval iter: 400 [04/14 14:34:40] ppdet.engine INFO: Eval iter: 500 [04/14 14:34:53] ppdet.engine INFO: Eval iter: 600 [04/14 14:35:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 14:35:15] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.33s). Accumulating evaluation results... DONE (t=15.73s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.495 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.674 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.293 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.681 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.626 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.489 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.752 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 [04/14 14:36:58] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.61333413106523 [04/14 14:36:58] ppdet.engine INFO: Best test bbox ap is 0.495. [04/14 14:37:00] ppdet.engine INFO: Epoch: [9] [ 0/7329] learning_rate: 0.000100 loss_class: 0.654670 loss_bbox: 0.149817 loss_giou: 0.447915 loss_class_aux: 4.227591 loss_bbox_aux: 0.986165 loss_giou_aux: 2.799347 loss_class_dn: 0.371460 loss_bbox_dn: 0.185455 loss_giou_dn: 0.475376 loss_class_aux_dn: 1.945438 loss_bbox_aux_dn: 1.050134 loss_giou_aux_dn: 2.510665 loss: 17.359064 eta: 2 days, 15:02:21 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2892 images/s [04/14 14:37:39] ppdet.engine INFO: Epoch: [9] [ 100/7329] learning_rate: 0.000100 loss_class: 0.603986 loss_bbox: 0.150057 loss_giou: 0.359152 loss_class_aux: 3.946018 loss_bbox_aux: 0.988607 loss_giou_aux: 2.200217 loss_class_dn: 0.325784 loss_bbox_dn: 0.217080 loss_giou_dn: 0.385820 loss_class_aux_dn: 1.716122 loss_bbox_aux_dn: 1.234691 loss_giou_aux_dn: 2.110947 loss: 14.777052 eta: 2 days, 15:01:44 batch_cost: 0.3544 data_cost: 0.0010 ips: 11.2853 images/s [04/14 14:38:18] ppdet.engine INFO: Epoch: [9] [ 200/7329] learning_rate: 0.000100 loss_class: 0.654650 loss_bbox: 0.161721 loss_giou: 0.438274 loss_class_aux: 4.262667 loss_bbox_aux: 1.051288 loss_giou_aux: 2.850737 loss_class_dn: 0.351907 loss_bbox_dn: 0.211364 loss_giou_dn: 0.487381 loss_class_aux_dn: 1.910345 loss_bbox_aux_dn: 1.204604 loss_giou_aux_dn: 2.693813 loss: 16.892147 eta: 2 days, 15:01:04 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4066 images/s [04/14 14:38:57] ppdet.engine INFO: Epoch: [9] [ 300/7329] learning_rate: 0.000100 loss_class: 0.655011 loss_bbox: 0.185575 loss_giou: 0.422966 loss_class_aux: 4.376252 loss_bbox_aux: 1.212825 loss_giou_aux: 2.559102 loss_class_dn: 0.384772 loss_bbox_dn: 0.226983 loss_giou_dn: 0.471612 loss_class_aux_dn: 2.091877 loss_bbox_aux_dn: 1.359735 loss_giou_aux_dn: 2.553314 loss: 17.547884 eta: 2 days, 15:00:23 batch_cost: 0.3505 data_cost: 0.0012 ips: 11.4110 images/s [04/14 14:39:37] ppdet.engine INFO: Epoch: [9] [ 400/7329] learning_rate: 0.000100 loss_class: 0.664594 loss_bbox: 0.176834 loss_giou: 0.463350 loss_class_aux: 4.351903 loss_bbox_aux: 1.105134 loss_giou_aux: 2.932171 loss_class_dn: 0.377889 loss_bbox_dn: 0.212444 loss_giou_dn: 0.527833 loss_class_aux_dn: 2.028899 loss_bbox_aux_dn: 1.242499 loss_giou_aux_dn: 2.833380 loss: 18.544556 eta: 2 days, 14:59:43 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3801 images/s [04/14 14:40:16] ppdet.engine INFO: Epoch: [9] [ 500/7329] learning_rate: 0.000100 loss_class: 0.685198 loss_bbox: 0.151035 loss_giou: 0.447300 loss_class_aux: 4.226202 loss_bbox_aux: 1.001572 loss_giou_aux: 2.882619 loss_class_dn: 0.376882 loss_bbox_dn: 0.205362 loss_giou_dn: 0.478243 loss_class_aux_dn: 2.006346 loss_bbox_aux_dn: 1.156265 loss_giou_aux_dn: 2.597877 loss: 16.600321 eta: 2 days, 14:59:04 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3526 images/s [04/14 14:40:56] ppdet.engine INFO: Epoch: [9] [ 600/7329] learning_rate: 0.000100 loss_class: 0.650619 loss_bbox: 0.175841 loss_giou: 0.459205 loss_class_aux: 4.173523 loss_bbox_aux: 1.117598 loss_giou_aux: 2.992440 loss_class_dn: 0.373837 loss_bbox_dn: 0.210809 loss_giou_dn: 0.520533 loss_class_aux_dn: 2.005618 loss_bbox_aux_dn: 1.217886 loss_giou_aux_dn: 2.900273 loss: 18.277920 eta: 2 days, 14:58:29 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2227 images/s [04/14 14:41:35] ppdet.engine INFO: Epoch: [9] [ 700/7329] learning_rate: 0.000100 loss_class: 0.561830 loss_bbox: 0.144802 loss_giou: 0.381039 loss_class_aux: 3.595241 loss_bbox_aux: 0.939179 loss_giou_aux: 2.458758 loss_class_dn: 0.295520 loss_bbox_dn: 0.179252 loss_giou_dn: 0.403139 loss_class_aux_dn: 1.606632 loss_bbox_aux_dn: 0.987013 loss_giou_aux_dn: 2.179380 loss: 14.052750 eta: 2 days, 14:57:48 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4101 images/s [04/14 14:42:14] ppdet.engine INFO: Epoch: [9] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582870 loss_bbox: 0.144728 loss_giou: 0.445148 loss_class_aux: 3.868665 loss_bbox_aux: 0.971344 loss_giou_aux: 2.910297 loss_class_dn: 0.355260 loss_bbox_dn: 0.182643 loss_giou_dn: 0.444359 loss_class_aux_dn: 1.873799 loss_bbox_aux_dn: 1.043853 loss_giou_aux_dn: 2.381519 loss: 15.584744 eta: 2 days, 14:57:10 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3354 images/s [04/14 14:42:53] ppdet.engine INFO: Epoch: [9] [ 900/7329] learning_rate: 0.000100 loss_class: 0.641641 loss_bbox: 0.166088 loss_giou: 0.405703 loss_class_aux: 4.059237 loss_bbox_aux: 1.109310 loss_giou_aux: 2.534000 loss_class_dn: 0.363805 loss_bbox_dn: 0.212503 loss_giou_dn: 0.463175 loss_class_aux_dn: 1.955204 loss_bbox_aux_dn: 1.222711 loss_giou_aux_dn: 2.456784 loss: 16.760094 eta: 2 days, 14:56:32 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3149 images/s [04/14 14:43:33] ppdet.engine INFO: Epoch: [9] [1000/7329] learning_rate: 0.000100 loss_class: 0.661954 loss_bbox: 0.161573 loss_giou: 0.437725 loss_class_aux: 4.338542 loss_bbox_aux: 1.066797 loss_giou_aux: 2.806075 loss_class_dn: 0.388179 loss_bbox_dn: 0.197633 loss_giou_dn: 0.488948 loss_class_aux_dn: 2.066773 loss_bbox_aux_dn: 1.177741 loss_giou_aux_dn: 2.698777 loss: 17.003061 eta: 2 days, 14:55:53 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3634 images/s [04/14 14:44:12] ppdet.engine INFO: Epoch: [9] [1100/7329] learning_rate: 0.000100 loss_class: 0.618204 loss_bbox: 0.156855 loss_giou: 0.319915 loss_class_aux: 3.955450 loss_bbox_aux: 0.992662 loss_giou_aux: 2.199754 loss_class_dn: 0.312629 loss_bbox_dn: 0.191938 loss_giou_dn: 0.378029 loss_class_aux_dn: 1.671292 loss_bbox_aux_dn: 1.131248 loss_giou_aux_dn: 2.083467 loss: 14.955076 eta: 2 days, 14:55:16 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2903 images/s [04/14 14:44:52] ppdet.engine INFO: Epoch: [9] [1200/7329] learning_rate: 0.000100 loss_class: 0.584302 loss_bbox: 0.163134 loss_giou: 0.386663 loss_class_aux: 3.850286 loss_bbox_aux: 1.054388 loss_giou_aux: 2.527508 loss_class_dn: 0.327832 loss_bbox_dn: 0.208163 loss_giou_dn: 0.400492 loss_class_aux_dn: 1.744911 loss_bbox_aux_dn: 1.194930 loss_giou_aux_dn: 2.228481 loss: 14.726465 eta: 2 days, 14:54:40 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2270 images/s [04/14 14:45:31] ppdet.engine INFO: Epoch: [9] [1300/7329] learning_rate: 0.000100 loss_class: 0.674181 loss_bbox: 0.190613 loss_giou: 0.409169 loss_class_aux: 4.266086 loss_bbox_aux: 1.215293 loss_giou_aux: 2.688124 loss_class_dn: 0.360142 loss_bbox_dn: 0.258994 loss_giou_dn: 0.458220 loss_class_aux_dn: 1.857183 loss_bbox_aux_dn: 1.432564 loss_giou_aux_dn: 2.526007 loss: 17.514992 eta: 2 days, 14:54:03 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2962 images/s [04/14 14:46:11] ppdet.engine INFO: Epoch: [9] [1400/7329] learning_rate: 0.000100 loss_class: 0.661722 loss_bbox: 0.153765 loss_giou: 0.435764 loss_class_aux: 4.278129 loss_bbox_aux: 1.059194 loss_giou_aux: 2.807507 loss_class_dn: 0.377605 loss_bbox_dn: 0.205460 loss_giou_dn: 0.492297 loss_class_aux_dn: 1.964837 loss_bbox_aux_dn: 1.195194 loss_giou_aux_dn: 2.638154 loss: 17.216629 eta: 2 days, 14:53:28 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2227 images/s [04/14 14:46:50] ppdet.engine INFO: Epoch: [9] [1500/7329] learning_rate: 0.000100 loss_class: 0.604278 loss_bbox: 0.156586 loss_giou: 0.391807 loss_class_aux: 3.934938 loss_bbox_aux: 1.004577 loss_giou_aux: 2.440162 loss_class_dn: 0.361316 loss_bbox_dn: 0.213932 loss_giou_dn: 0.415198 loss_class_aux_dn: 1.875241 loss_bbox_aux_dn: 1.163551 loss_giou_aux_dn: 2.276459 loss: 15.902883 eta: 2 days, 14:52:45 batch_cost: 0.3483 data_cost: 0.0012 ips: 11.4845 images/s [04/14 14:47:29] ppdet.engine INFO: Epoch: [9] [1600/7329] learning_rate: 0.000100 loss_class: 0.564181 loss_bbox: 0.142328 loss_giou: 0.397724 loss_class_aux: 3.681041 loss_bbox_aux: 0.927271 loss_giou_aux: 2.595258 loss_class_dn: 0.331994 loss_bbox_dn: 0.213044 loss_giou_dn: 0.434821 loss_class_aux_dn: 1.784664 loss_bbox_aux_dn: 1.156951 loss_giou_aux_dn: 2.344392 loss: 15.788784 eta: 2 days, 14:52:10 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2414 images/s [04/14 14:48:09] ppdet.engine INFO: Epoch: [9] [1700/7329] learning_rate: 0.000100 loss_class: 0.607861 loss_bbox: 0.163923 loss_giou: 0.339628 loss_class_aux: 3.882447 loss_bbox_aux: 1.093571 loss_giou_aux: 2.165184 loss_class_dn: 0.343971 loss_bbox_dn: 0.245964 loss_giou_dn: 0.402943 loss_class_aux_dn: 1.865385 loss_bbox_aux_dn: 1.361488 loss_giou_aux_dn: 2.171160 loss: 15.982519 eta: 2 days, 14:51:35 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2163 images/s [04/14 14:48:48] ppdet.engine INFO: Epoch: [9] [1800/7329] learning_rate: 0.000100 loss_class: 0.668301 loss_bbox: 0.178165 loss_giou: 0.468925 loss_class_aux: 4.294807 loss_bbox_aux: 1.128590 loss_giou_aux: 2.997168 loss_class_dn: 0.377085 loss_bbox_dn: 0.219621 loss_giou_dn: 0.502940 loss_class_aux_dn: 1.975086 loss_bbox_aux_dn: 1.260807 loss_giou_aux_dn: 2.702187 loss: 18.095627 eta: 2 days, 14:50:54 batch_cost: 0.3501 data_cost: 0.0012 ips: 11.4243 images/s [04/14 14:49:28] ppdet.engine INFO: Epoch: [9] [1900/7329] learning_rate: 0.000100 loss_class: 0.651414 loss_bbox: 0.149365 loss_giou: 0.448318 loss_class_aux: 4.330841 loss_bbox_aux: 0.998130 loss_giou_aux: 2.927887 loss_class_dn: 0.356611 loss_bbox_dn: 0.209570 loss_giou_dn: 0.472582 loss_class_aux_dn: 1.910743 loss_bbox_aux_dn: 1.158031 loss_giou_aux_dn: 2.576497 loss: 16.394939 eta: 2 days, 14:50:17 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2833 images/s [04/14 14:50:07] ppdet.engine INFO: Epoch: [9] [2000/7329] learning_rate: 0.000100 loss_class: 0.604496 loss_bbox: 0.153181 loss_giou: 0.428211 loss_class_aux: 4.172967 loss_bbox_aux: 0.991369 loss_giou_aux: 2.773808 loss_class_dn: 0.354103 loss_bbox_dn: 0.219910 loss_giou_dn: 0.445585 loss_class_aux_dn: 1.904007 loss_bbox_aux_dn: 1.244680 loss_giou_aux_dn: 2.426095 loss: 15.537077 eta: 2 days, 14:49:43 batch_cost: 0.3571 data_cost: 0.0012 ips: 11.2020 images/s [04/14 14:50:47] ppdet.engine INFO: Epoch: [9] [2100/7329] learning_rate: 0.000100 loss_class: 0.599208 loss_bbox: 0.179953 loss_giou: 0.386327 loss_class_aux: 3.894056 loss_bbox_aux: 1.098139 loss_giou_aux: 2.451182 loss_class_dn: 0.315770 loss_bbox_dn: 0.229037 loss_giou_dn: 0.411130 loss_class_aux_dn: 1.665993 loss_bbox_aux_dn: 1.254961 loss_giou_aux_dn: 2.238970 loss: 14.348256 eta: 2 days, 14:49:05 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3226 images/s [04/14 14:51:26] ppdet.engine INFO: Epoch: [9] [2200/7329] learning_rate: 0.000100 loss_class: 0.640724 loss_bbox: 0.150868 loss_giou: 0.400765 loss_class_aux: 4.068101 loss_bbox_aux: 0.979344 loss_giou_aux: 2.527469 loss_class_dn: 0.353307 loss_bbox_dn: 0.188398 loss_giou_dn: 0.430949 loss_class_aux_dn: 1.877182 loss_bbox_aux_dn: 1.100539 loss_giou_aux_dn: 2.363795 loss: 16.062538 eta: 2 days, 14:48:25 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3866 images/s [04/14 14:52:05] ppdet.engine INFO: Epoch: [9] [2300/7329] learning_rate: 0.000100 loss_class: 0.559021 loss_bbox: 0.155396 loss_giou: 0.437721 loss_class_aux: 3.844399 loss_bbox_aux: 0.969805 loss_giou_aux: 2.705889 loss_class_dn: 0.333278 loss_bbox_dn: 0.192623 loss_giou_dn: 0.455190 loss_class_aux_dn: 1.774827 loss_bbox_aux_dn: 1.102386 loss_giou_aux_dn: 2.464080 loss: 15.263487 eta: 2 days, 14:47:45 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3814 images/s [04/14 14:52:44] ppdet.engine INFO: Epoch: [9] [2400/7329] learning_rate: 0.000100 loss_class: 0.649848 loss_bbox: 0.138045 loss_giou: 0.433874 loss_class_aux: 4.140598 loss_bbox_aux: 0.986885 loss_giou_aux: 2.770638 loss_class_dn: 0.357421 loss_bbox_dn: 0.168721 loss_giou_dn: 0.464204 loss_class_aux_dn: 1.887263 loss_bbox_aux_dn: 1.009169 loss_giou_aux_dn: 2.526190 loss: 16.441612 eta: 2 days, 14:47:05 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3880 images/s [04/14 14:53:23] ppdet.engine INFO: Epoch: [9] [2500/7329] learning_rate: 0.000100 loss_class: 0.654779 loss_bbox: 0.188048 loss_giou: 0.575157 loss_class_aux: 4.348717 loss_bbox_aux: 1.182379 loss_giou_aux: 3.629460 loss_class_dn: 0.399613 loss_bbox_dn: 0.232477 loss_giou_dn: 0.551505 loss_class_aux_dn: 2.142842 loss_bbox_aux_dn: 1.321995 loss_giou_aux_dn: 2.943813 loss: 18.961662 eta: 2 days, 14:46:26 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3805 images/s [04/14 14:54:03] ppdet.engine INFO: Epoch: [9] [2600/7329] learning_rate: 0.000100 loss_class: 0.590713 loss_bbox: 0.148808 loss_giou: 0.341776 loss_class_aux: 3.941297 loss_bbox_aux: 0.969932 loss_giou_aux: 2.175354 loss_class_dn: 0.320860 loss_bbox_dn: 0.191538 loss_giou_dn: 0.385613 loss_class_aux_dn: 1.737007 loss_bbox_aux_dn: 1.062165 loss_giou_aux_dn: 2.120832 loss: 15.840523 eta: 2 days, 14:45:47 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3380 images/s [04/14 14:54:42] ppdet.engine INFO: Epoch: [9] [2700/7329] learning_rate: 0.000100 loss_class: 0.596492 loss_bbox: 0.169507 loss_giou: 0.450273 loss_class_aux: 3.799569 loss_bbox_aux: 1.068731 loss_giou_aux: 2.941684 loss_class_dn: 0.343085 loss_bbox_dn: 0.197700 loss_giou_dn: 0.481520 loss_class_aux_dn: 1.809731 loss_bbox_aux_dn: 1.125506 loss_giou_aux_dn: 2.564075 loss: 15.989809 eta: 2 days, 14:45:07 batch_cost: 0.3507 data_cost: 0.0012 ips: 11.4072 images/s [04/14 14:55:22] ppdet.engine INFO: Epoch: [9] [2800/7329] learning_rate: 0.000100 loss_class: 0.654133 loss_bbox: 0.142336 loss_giou: 0.441173 loss_class_aux: 4.137445 loss_bbox_aux: 0.970105 loss_giou_aux: 2.786902 loss_class_dn: 0.373585 loss_bbox_dn: 0.185290 loss_giou_dn: 0.478051 loss_class_aux_dn: 1.997052 loss_bbox_aux_dn: 1.062140 loss_giou_aux_dn: 2.582740 loss: 16.813732 eta: 2 days, 14:44:34 batch_cost: 0.3590 data_cost: 0.0013 ips: 11.1407 images/s [04/14 14:56:01] ppdet.engine INFO: Epoch: [9] [2900/7329] learning_rate: 0.000100 loss_class: 0.666396 loss_bbox: 0.145413 loss_giou: 0.488296 loss_class_aux: 4.406971 loss_bbox_aux: 1.015540 loss_giou_aux: 3.058085 loss_class_dn: 0.373713 loss_bbox_dn: 0.187031 loss_giou_dn: 0.507039 loss_class_aux_dn: 2.011799 loss_bbox_aux_dn: 1.005993 loss_giou_aux_dn: 2.704040 loss: 17.325962 eta: 2 days, 14:43:55 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3752 images/s [04/14 14:56:40] ppdet.engine INFO: Epoch: [9] [3000/7329] learning_rate: 0.000100 loss_class: 0.659649 loss_bbox: 0.173566 loss_giou: 0.444773 loss_class_aux: 4.385388 loss_bbox_aux: 1.118018 loss_giou_aux: 2.882638 loss_class_dn: 0.371477 loss_bbox_dn: 0.216878 loss_giou_dn: 0.486644 loss_class_aux_dn: 1.988475 loss_bbox_aux_dn: 1.239459 loss_giou_aux_dn: 2.641635 loss: 16.709669 eta: 2 days, 14:43:17 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3286 images/s [04/14 14:57:20] ppdet.engine INFO: Epoch: [9] [3100/7329] learning_rate: 0.000100 loss_class: 0.682145 loss_bbox: 0.153947 loss_giou: 0.404631 loss_class_aux: 4.215604 loss_bbox_aux: 1.018861 loss_giou_aux: 2.597188 loss_class_dn: 0.369065 loss_bbox_dn: 0.211031 loss_giou_dn: 0.484647 loss_class_aux_dn: 1.968352 loss_bbox_aux_dn: 1.200311 loss_giou_aux_dn: 2.553830 loss: 16.949293 eta: 2 days, 14:42:39 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3366 images/s [04/14 14:57:59] ppdet.engine INFO: Epoch: [9] [3200/7329] learning_rate: 0.000100 loss_class: 0.714851 loss_bbox: 0.179927 loss_giou: 0.472975 loss_class_aux: 4.600192 loss_bbox_aux: 1.238467 loss_giou_aux: 3.092541 loss_class_dn: 0.396906 loss_bbox_dn: 0.270055 loss_giou_dn: 0.536724 loss_class_aux_dn: 2.089687 loss_bbox_aux_dn: 1.518026 loss_giou_aux_dn: 2.928483 loss: 19.497328 eta: 2 days, 14:41:58 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4215 images/s [04/14 14:58:38] ppdet.engine INFO: Epoch: [9] [3300/7329] learning_rate: 0.000100 loss_class: 0.697214 loss_bbox: 0.160819 loss_giou: 0.414455 loss_class_aux: 4.452604 loss_bbox_aux: 1.039980 loss_giou_aux: 2.612155 loss_class_dn: 0.356183 loss_bbox_dn: 0.241577 loss_giou_dn: 0.476928 loss_class_aux_dn: 1.907978 loss_bbox_aux_dn: 1.389256 loss_giou_aux_dn: 2.587926 loss: 16.715191 eta: 2 days, 14:41:21 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2751 images/s [04/14 14:59:18] ppdet.engine INFO: Epoch: [9] [3400/7329] learning_rate: 0.000100 loss_class: 0.656001 loss_bbox: 0.145060 loss_giou: 0.428389 loss_class_aux: 4.095349 loss_bbox_aux: 0.920148 loss_giou_aux: 2.720102 loss_class_dn: 0.369186 loss_bbox_dn: 0.183964 loss_giou_dn: 0.468496 loss_class_aux_dn: 1.965733 loss_bbox_aux_dn: 1.043278 loss_giou_aux_dn: 2.583132 loss: 16.394300 eta: 2 days, 14:40:50 batch_cost: 0.3600 data_cost: 0.0013 ips: 11.1101 images/s [04/14 14:59:57] ppdet.engine INFO: Epoch: [9] [3500/7329] learning_rate: 0.000100 loss_class: 0.704423 loss_bbox: 0.167231 loss_giou: 0.469120 loss_class_aux: 4.533754 loss_bbox_aux: 1.120614 loss_giou_aux: 2.968026 loss_class_dn: 0.402800 loss_bbox_dn: 0.242774 loss_giou_dn: 0.538929 loss_class_aux_dn: 2.108183 loss_bbox_aux_dn: 1.305529 loss_giou_aux_dn: 2.934472 loss: 18.625250 eta: 2 days, 14:40:11 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3479 images/s [04/14 15:00:37] ppdet.engine INFO: Epoch: [9] [3600/7329] learning_rate: 0.000100 loss_class: 0.758054 loss_bbox: 0.168957 loss_giou: 0.437195 loss_class_aux: 4.806787 loss_bbox_aux: 1.137687 loss_giou_aux: 2.782907 loss_class_dn: 0.382168 loss_bbox_dn: 0.220691 loss_giou_dn: 0.490441 loss_class_aux_dn: 2.058377 loss_bbox_aux_dn: 1.304042 loss_giou_aux_dn: 2.650582 loss: 17.648861 eta: 2 days, 14:39:37 batch_cost: 0.3578 data_cost: 0.0013 ips: 11.1792 images/s [04/14 15:01:17] ppdet.engine INFO: Epoch: [9] [3700/7329] learning_rate: 0.000100 loss_class: 0.634626 loss_bbox: 0.155949 loss_giou: 0.446276 loss_class_aux: 4.022367 loss_bbox_aux: 1.042453 loss_giou_aux: 2.865176 loss_class_dn: 0.351932 loss_bbox_dn: 0.188585 loss_giou_dn: 0.470990 loss_class_aux_dn: 1.938069 loss_bbox_aux_dn: 1.094714 loss_giou_aux_dn: 2.512679 loss: 15.556787 eta: 2 days, 14:38:59 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3594 images/s [04/14 15:01:55] ppdet.engine INFO: Epoch: [9] [3800/7329] learning_rate: 0.000100 loss_class: 0.519463 loss_bbox: 0.145520 loss_giou: 0.331632 loss_class_aux: 3.470456 loss_bbox_aux: 0.942439 loss_giou_aux: 2.228596 loss_class_dn: 0.291030 loss_bbox_dn: 0.188608 loss_giou_dn: 0.386422 loss_class_aux_dn: 1.549986 loss_bbox_aux_dn: 1.127024 loss_giou_aux_dn: 2.108058 loss: 13.883862 eta: 2 days, 14:38:14 batch_cost: 0.3464 data_cost: 0.0013 ips: 11.5489 images/s [04/14 15:02:35] ppdet.engine INFO: Epoch: [9] [3900/7329] learning_rate: 0.000100 loss_class: 0.661213 loss_bbox: 0.174683 loss_giou: 0.472599 loss_class_aux: 4.188640 loss_bbox_aux: 1.124490 loss_giou_aux: 3.015773 loss_class_dn: 0.373420 loss_bbox_dn: 0.215420 loss_giou_dn: 0.509260 loss_class_aux_dn: 1.981851 loss_bbox_aux_dn: 1.265546 loss_giou_aux_dn: 2.739964 loss: 17.429249 eta: 2 days, 14:37:42 batch_cost: 0.3597 data_cost: 0.0013 ips: 11.1194 images/s [04/14 15:03:15] ppdet.engine INFO: Epoch: [9] [4000/7329] learning_rate: 0.000100 loss_class: 0.666201 loss_bbox: 0.150102 loss_giou: 0.415281 loss_class_aux: 4.409885 loss_bbox_aux: 0.997013 loss_giou_aux: 2.647542 loss_class_dn: 0.361644 loss_bbox_dn: 0.210219 loss_giou_dn: 0.462563 loss_class_aux_dn: 1.903539 loss_bbox_aux_dn: 1.196169 loss_giou_aux_dn: 2.506939 loss: 16.226929 eta: 2 days, 14:37:09 batch_cost: 0.3585 data_cost: 0.0013 ips: 11.1563 images/s [04/14 15:03:54] ppdet.engine INFO: Epoch: [9] [4100/7329] learning_rate: 0.000100 loss_class: 0.603812 loss_bbox: 0.170316 loss_giou: 0.381265 loss_class_aux: 3.945433 loss_bbox_aux: 1.055327 loss_giou_aux: 2.440715 loss_class_dn: 0.337838 loss_bbox_dn: 0.196055 loss_giou_dn: 0.430823 loss_class_aux_dn: 1.808803 loss_bbox_aux_dn: 1.110283 loss_giou_aux_dn: 2.332200 loss: 15.684943 eta: 2 days, 14:36:31 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3242 images/s [04/14 15:04:33] ppdet.engine INFO: Epoch: [9] [4200/7329] learning_rate: 0.000100 loss_class: 0.653723 loss_bbox: 0.164788 loss_giou: 0.465467 loss_class_aux: 4.358686 loss_bbox_aux: 1.071204 loss_giou_aux: 3.002820 loss_class_dn: 0.376974 loss_bbox_dn: 0.194216 loss_giou_dn: 0.487091 loss_class_aux_dn: 2.043759 loss_bbox_aux_dn: 1.091388 loss_giou_aux_dn: 2.604421 loss: 16.961613 eta: 2 days, 14:35:50 batch_cost: 0.3489 data_cost: 0.0012 ips: 11.4658 images/s [04/14 15:05:13] ppdet.engine INFO: Epoch: [9] [4300/7329] learning_rate: 0.000100 loss_class: 0.643075 loss_bbox: 0.150835 loss_giou: 0.437130 loss_class_aux: 4.222465 loss_bbox_aux: 1.055047 loss_giou_aux: 2.788220 loss_class_dn: 0.372826 loss_bbox_dn: 0.198762 loss_giou_dn: 0.467712 loss_class_aux_dn: 1.973330 loss_bbox_aux_dn: 1.143784 loss_giou_aux_dn: 2.544475 loss: 16.522661 eta: 2 days, 14:35:11 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3598 images/s [04/14 15:05:52] ppdet.engine INFO: Epoch: [9] [4400/7329] learning_rate: 0.000100 loss_class: 0.655370 loss_bbox: 0.178547 loss_giou: 0.482673 loss_class_aux: 4.209466 loss_bbox_aux: 1.111897 loss_giou_aux: 2.998246 loss_class_dn: 0.364746 loss_bbox_dn: 0.221992 loss_giou_dn: 0.515169 loss_class_aux_dn: 1.953799 loss_bbox_aux_dn: 1.286093 loss_giou_aux_dn: 2.766732 loss: 17.170721 eta: 2 days, 14:34:30 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4374 images/s [04/14 15:06:31] ppdet.engine INFO: Epoch: [9] [4500/7329] learning_rate: 0.000100 loss_class: 0.598874 loss_bbox: 0.134943 loss_giou: 0.411640 loss_class_aux: 3.903635 loss_bbox_aux: 0.902249 loss_giou_aux: 2.627583 loss_class_dn: 0.348059 loss_bbox_dn: 0.190839 loss_giou_dn: 0.433039 loss_class_aux_dn: 1.868054 loss_bbox_aux_dn: 1.136332 loss_giou_aux_dn: 2.340235 loss: 15.504768 eta: 2 days, 14:33:50 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3823 images/s [04/14 15:07:10] ppdet.engine INFO: Epoch: [9] [4600/7329] learning_rate: 0.000100 loss_class: 0.640176 loss_bbox: 0.155720 loss_giou: 0.454254 loss_class_aux: 4.153640 loss_bbox_aux: 0.991721 loss_giou_aux: 2.903872 loss_class_dn: 0.351204 loss_bbox_dn: 0.201115 loss_giou_dn: 0.481723 loss_class_aux_dn: 1.858495 loss_bbox_aux_dn: 1.166754 loss_giou_aux_dn: 2.573122 loss: 15.832782 eta: 2 days, 14:33:09 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4407 images/s [04/14 15:07:49] ppdet.engine INFO: Epoch: [9] [4700/7329] learning_rate: 0.000100 loss_class: 0.659582 loss_bbox: 0.141935 loss_giou: 0.465174 loss_class_aux: 4.155148 loss_bbox_aux: 0.984811 loss_giou_aux: 2.897352 loss_class_dn: 0.372473 loss_bbox_dn: 0.197447 loss_giou_dn: 0.482900 loss_class_aux_dn: 1.978119 loss_bbox_aux_dn: 1.150480 loss_giou_aux_dn: 2.624964 loss: 16.564598 eta: 2 days, 14:32:32 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3146 images/s [04/14 15:08:28] ppdet.engine INFO: Epoch: [9] [4800/7329] learning_rate: 0.000100 loss_class: 0.617200 loss_bbox: 0.172802 loss_giou: 0.414031 loss_class_aux: 4.023812 loss_bbox_aux: 1.107574 loss_giou_aux: 2.685711 loss_class_dn: 0.351074 loss_bbox_dn: 0.234715 loss_giou_dn: 0.467988 loss_class_aux_dn: 1.867909 loss_bbox_aux_dn: 1.296447 loss_giou_aux_dn: 2.500728 loss: 15.423561 eta: 2 days, 14:31:52 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3909 images/s [04/14 15:09:08] ppdet.engine INFO: Epoch: [9] [4900/7329] learning_rate: 0.000100 loss_class: 0.632218 loss_bbox: 0.175819 loss_giou: 0.402411 loss_class_aux: 4.066150 loss_bbox_aux: 1.132855 loss_giou_aux: 2.545152 loss_class_dn: 0.342070 loss_bbox_dn: 0.229149 loss_giou_dn: 0.453410 loss_class_aux_dn: 1.849082 loss_bbox_aux_dn: 1.256183 loss_giou_aux_dn: 2.550541 loss: 16.569218 eta: 2 days, 14:31:13 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3777 images/s [04/14 15:09:47] ppdet.engine INFO: Epoch: [9] [5000/7329] learning_rate: 0.000100 loss_class: 0.675042 loss_bbox: 0.171851 loss_giou: 0.465466 loss_class_aux: 4.481070 loss_bbox_aux: 1.093799 loss_giou_aux: 3.005960 loss_class_dn: 0.377732 loss_bbox_dn: 0.227023 loss_giou_dn: 0.471059 loss_class_aux_dn: 2.054680 loss_bbox_aux_dn: 1.241291 loss_giou_aux_dn: 2.572439 loss: 16.634743 eta: 2 days, 14:30:38 batch_cost: 0.3562 data_cost: 0.0012 ips: 11.2287 images/s [04/14 15:10:27] ppdet.engine INFO: Epoch: [9] [5100/7329] learning_rate: 0.000100 loss_class: 0.662094 loss_bbox: 0.169339 loss_giou: 0.416521 loss_class_aux: 4.218035 loss_bbox_aux: 1.103162 loss_giou_aux: 2.700690 loss_class_dn: 0.349560 loss_bbox_dn: 0.236719 loss_giou_dn: 0.453203 loss_class_aux_dn: 1.918675 loss_bbox_aux_dn: 1.309246 loss_giou_aux_dn: 2.471985 loss: 16.467743 eta: 2 days, 14:30:00 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3002 images/s [04/14 15:11:06] ppdet.engine INFO: Epoch: [9] [5200/7329] learning_rate: 0.000100 loss_class: 0.645907 loss_bbox: 0.160324 loss_giou: 0.410696 loss_class_aux: 4.167978 loss_bbox_aux: 1.053504 loss_giou_aux: 2.708693 loss_class_dn: 0.376311 loss_bbox_dn: 0.216855 loss_giou_dn: 0.457995 loss_class_aux_dn: 1.977094 loss_bbox_aux_dn: 1.263432 loss_giou_aux_dn: 2.482428 loss: 16.311794 eta: 2 days, 14:29:22 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3657 images/s [04/14 15:11:45] ppdet.engine INFO: Epoch: [9] [5300/7329] learning_rate: 0.000100 loss_class: 0.639558 loss_bbox: 0.173537 loss_giou: 0.404753 loss_class_aux: 4.211242 loss_bbox_aux: 1.128220 loss_giou_aux: 2.583990 loss_class_dn: 0.386619 loss_bbox_dn: 0.211705 loss_giou_dn: 0.438792 loss_class_aux_dn: 2.057435 loss_bbox_aux_dn: 1.275924 loss_giou_aux_dn: 2.432688 loss: 16.115080 eta: 2 days, 14:28:44 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3284 images/s [04/14 15:12:24] ppdet.engine INFO: Epoch: [9] [5400/7329] learning_rate: 0.000100 loss_class: 0.627594 loss_bbox: 0.143729 loss_giou: 0.377972 loss_class_aux: 3.983543 loss_bbox_aux: 0.953853 loss_giou_aux: 2.399263 loss_class_dn: 0.321065 loss_bbox_dn: 0.217399 loss_giou_dn: 0.396220 loss_class_aux_dn: 1.731472 loss_bbox_aux_dn: 1.204612 loss_giou_aux_dn: 2.109179 loss: 14.616501 eta: 2 days, 14:28:03 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4306 images/s [04/14 15:13:04] ppdet.engine INFO: Epoch: [9] [5500/7329] learning_rate: 0.000100 loss_class: 0.694533 loss_bbox: 0.175655 loss_giou: 0.483013 loss_class_aux: 4.460281 loss_bbox_aux: 1.096261 loss_giou_aux: 3.030575 loss_class_dn: 0.377046 loss_bbox_dn: 0.192216 loss_giou_dn: 0.507749 loss_class_aux_dn: 2.035922 loss_bbox_aux_dn: 1.147254 loss_giou_aux_dn: 2.713973 loss: 18.061558 eta: 2 days, 14:27:28 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2227 images/s [04/14 15:13:43] ppdet.engine INFO: Epoch: [9] [5600/7329] learning_rate: 0.000100 loss_class: 0.656868 loss_bbox: 0.147437 loss_giou: 0.486963 loss_class_aux: 4.209315 loss_bbox_aux: 0.995406 loss_giou_aux: 3.202972 loss_class_dn: 0.379299 loss_bbox_dn: 0.215475 loss_giou_dn: 0.487001 loss_class_aux_dn: 1.988274 loss_bbox_aux_dn: 1.176247 loss_giou_aux_dn: 2.728126 loss: 16.875099 eta: 2 days, 14:26:46 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4624 images/s [04/14 15:14:22] ppdet.engine INFO: Epoch: [9] [5700/7329] learning_rate: 0.000100 loss_class: 0.658195 loss_bbox: 0.153307 loss_giou: 0.502186 loss_class_aux: 4.212490 loss_bbox_aux: 1.045301 loss_giou_aux: 3.151974 loss_class_dn: 0.369277 loss_bbox_dn: 0.199046 loss_giou_dn: 0.507132 loss_class_aux_dn: 1.991045 loss_bbox_aux_dn: 1.135165 loss_giou_aux_dn: 2.717783 loss: 16.210716 eta: 2 days, 14:26:09 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3049 images/s [04/14 15:15:02] ppdet.engine INFO: Epoch: [9] [5800/7329] learning_rate: 0.000100 loss_class: 0.546879 loss_bbox: 0.156350 loss_giou: 0.413796 loss_class_aux: 3.722026 loss_bbox_aux: 0.973252 loss_giou_aux: 2.639498 loss_class_dn: 0.342907 loss_bbox_dn: 0.201396 loss_giou_dn: 0.437510 loss_class_aux_dn: 1.827875 loss_bbox_aux_dn: 1.171318 loss_giou_aux_dn: 2.382456 loss: 15.108763 eta: 2 days, 14:25:34 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2413 images/s [04/14 15:15:41] ppdet.engine INFO: Epoch: [9] [5900/7329] learning_rate: 0.000100 loss_class: 0.654493 loss_bbox: 0.166015 loss_giou: 0.466874 loss_class_aux: 4.405899 loss_bbox_aux: 1.045718 loss_giou_aux: 3.017373 loss_class_dn: 0.395514 loss_bbox_dn: 0.212343 loss_giou_dn: 0.528923 loss_class_aux_dn: 2.125176 loss_bbox_aux_dn: 1.193849 loss_giou_aux_dn: 2.847831 loss: 18.250345 eta: 2 days, 14:24:55 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3742 images/s [04/14 15:16:20] ppdet.engine INFO: Epoch: [9] [6000/7329] learning_rate: 0.000100 loss_class: 0.642534 loss_bbox: 0.173281 loss_giou: 0.450457 loss_class_aux: 4.183678 loss_bbox_aux: 1.146458 loss_giou_aux: 2.796567 loss_class_dn: 0.376262 loss_bbox_dn: 0.222438 loss_giou_dn: 0.485811 loss_class_aux_dn: 1.955395 loss_bbox_aux_dn: 1.278283 loss_giou_aux_dn: 2.688583 loss: 16.497925 eta: 2 days, 14:24:16 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3484 images/s [04/14 15:17:00] ppdet.engine INFO: Epoch: [9] [6100/7329] learning_rate: 0.000100 loss_class: 0.631895 loss_bbox: 0.171781 loss_giou: 0.474477 loss_class_aux: 4.069213 loss_bbox_aux: 1.060190 loss_giou_aux: 3.028470 loss_class_dn: 0.385299 loss_bbox_dn: 0.189806 loss_giou_dn: 0.499484 loss_class_aux_dn: 2.041952 loss_bbox_aux_dn: 1.073377 loss_giou_aux_dn: 2.707162 loss: 17.134762 eta: 2 days, 14:23:37 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3760 images/s [04/14 15:17:39] ppdet.engine INFO: Epoch: [9] [6200/7329] learning_rate: 0.000100 loss_class: 0.643495 loss_bbox: 0.158258 loss_giou: 0.408970 loss_class_aux: 4.137575 loss_bbox_aux: 1.044121 loss_giou_aux: 2.607452 loss_class_dn: 0.351849 loss_bbox_dn: 0.181389 loss_giou_dn: 0.459282 loss_class_aux_dn: 1.892714 loss_bbox_aux_dn: 1.059700 loss_giou_aux_dn: 2.515146 loss: 15.972457 eta: 2 days, 14:23:00 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2954 images/s [04/14 15:18:18] ppdet.engine INFO: Epoch: [9] [6300/7329] learning_rate: 0.000100 loss_class: 0.686202 loss_bbox: 0.157198 loss_giou: 0.446157 loss_class_aux: 4.675266 loss_bbox_aux: 1.006416 loss_giou_aux: 2.875953 loss_class_dn: 0.378615 loss_bbox_dn: 0.201865 loss_giou_dn: 0.448892 loss_class_aux_dn: 2.072263 loss_bbox_aux_dn: 1.180873 loss_giou_aux_dn: 2.455524 loss: 16.327568 eta: 2 days, 14:22:22 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3517 images/s [04/14 15:18:58] ppdet.engine INFO: Epoch: [9] [6400/7329] learning_rate: 0.000100 loss_class: 0.679060 loss_bbox: 0.164744 loss_giou: 0.444979 loss_class_aux: 4.325699 loss_bbox_aux: 1.088446 loss_giou_aux: 2.853971 loss_class_dn: 0.366244 loss_bbox_dn: 0.204680 loss_giou_dn: 0.483755 loss_class_aux_dn: 1.937716 loss_bbox_aux_dn: 1.129860 loss_giou_aux_dn: 2.662328 loss: 16.415819 eta: 2 days, 14:21:44 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3192 images/s [04/14 15:19:37] ppdet.engine INFO: Epoch: [9] [6500/7329] learning_rate: 0.000100 loss_class: 0.648330 loss_bbox: 0.162860 loss_giou: 0.465978 loss_class_aux: 4.068614 loss_bbox_aux: 1.116091 loss_giou_aux: 2.983538 loss_class_dn: 0.366705 loss_bbox_dn: 0.226764 loss_giou_dn: 0.497271 loss_class_aux_dn: 1.928132 loss_bbox_aux_dn: 1.227563 loss_giou_aux_dn: 2.646477 loss: 17.069794 eta: 2 days, 14:21:05 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3794 images/s [04/14 15:20:16] ppdet.engine INFO: Epoch: [9] [6600/7329] learning_rate: 0.000100 loss_class: 0.681334 loss_bbox: 0.160386 loss_giou: 0.456395 loss_class_aux: 4.465700 loss_bbox_aux: 1.052367 loss_giou_aux: 2.916889 loss_class_dn: 0.355605 loss_bbox_dn: 0.213146 loss_giou_dn: 0.490144 loss_class_aux_dn: 1.898676 loss_bbox_aux_dn: 1.205607 loss_giou_aux_dn: 2.627486 loss: 16.819492 eta: 2 days, 14:20:26 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3657 images/s [04/14 15:20:55] ppdet.engine INFO: Epoch: [9] [6700/7329] learning_rate: 0.000100 loss_class: 0.633433 loss_bbox: 0.161427 loss_giou: 0.547320 loss_class_aux: 4.152421 loss_bbox_aux: 1.059214 loss_giou_aux: 3.403639 loss_class_dn: 0.358951 loss_bbox_dn: 0.195128 loss_giou_dn: 0.515329 loss_class_aux_dn: 1.951224 loss_bbox_aux_dn: 1.121874 loss_giou_aux_dn: 2.808249 loss: 16.682348 eta: 2 days, 14:19:49 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3260 images/s [04/14 15:21:35] ppdet.engine INFO: Epoch: [9] [6800/7329] learning_rate: 0.000100 loss_class: 0.596373 loss_bbox: 0.151377 loss_giou: 0.360654 loss_class_aux: 3.839029 loss_bbox_aux: 0.970947 loss_giou_aux: 2.255095 loss_class_dn: 0.319685 loss_bbox_dn: 0.184568 loss_giou_dn: 0.385025 loss_class_aux_dn: 1.714782 loss_bbox_aux_dn: 1.086979 loss_giou_aux_dn: 2.097473 loss: 14.844749 eta: 2 days, 14:19:13 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2537 images/s [04/14 15:22:15] ppdet.engine INFO: Epoch: [9] [6900/7329] learning_rate: 0.000100 loss_class: 0.634844 loss_bbox: 0.152277 loss_giou: 0.425230 loss_class_aux: 4.051140 loss_bbox_aux: 1.008202 loss_giou_aux: 2.803767 loss_class_dn: 0.360259 loss_bbox_dn: 0.213553 loss_giou_dn: 0.466946 loss_class_aux_dn: 1.915774 loss_bbox_aux_dn: 1.205330 loss_giou_aux_dn: 2.552633 loss: 16.174725 eta: 2 days, 14:18:36 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2764 images/s [04/14 15:22:54] ppdet.engine INFO: Epoch: [9] [7000/7329] learning_rate: 0.000100 loss_class: 0.651287 loss_bbox: 0.157220 loss_giou: 0.479781 loss_class_aux: 4.332005 loss_bbox_aux: 0.997978 loss_giou_aux: 2.947087 loss_class_dn: 0.379866 loss_bbox_dn: 0.215826 loss_giou_dn: 0.517928 loss_class_aux_dn: 2.016090 loss_bbox_aux_dn: 1.198781 loss_giou_aux_dn: 2.747031 loss: 16.868523 eta: 2 days, 14:17:57 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3926 images/s [04/14 15:23:33] ppdet.engine INFO: Epoch: [9] [7100/7329] learning_rate: 0.000100 loss_class: 0.639930 loss_bbox: 0.160913 loss_giou: 0.450054 loss_class_aux: 4.063344 loss_bbox_aux: 1.058360 loss_giou_aux: 2.887599 loss_class_dn: 0.372860 loss_bbox_dn: 0.202136 loss_giou_dn: 0.514383 loss_class_aux_dn: 1.982991 loss_bbox_aux_dn: 1.112733 loss_giou_aux_dn: 2.733976 loss: 16.816204 eta: 2 days, 14:17:20 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2854 images/s [04/14 15:24:13] ppdet.engine INFO: Epoch: [9] [7200/7329] learning_rate: 0.000100 loss_class: 0.668127 loss_bbox: 0.167782 loss_giou: 0.468976 loss_class_aux: 4.463250 loss_bbox_aux: 1.075466 loss_giou_aux: 2.952983 loss_class_dn: 0.363832 loss_bbox_dn: 0.235893 loss_giou_dn: 0.494056 loss_class_aux_dn: 1.898931 loss_bbox_aux_dn: 1.266349 loss_giou_aux_dn: 2.674048 loss: 16.374594 eta: 2 days, 14:16:44 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2854 images/s [04/14 15:24:52] ppdet.engine INFO: Epoch: [9] [7300/7329] learning_rate: 0.000100 loss_class: 0.643558 loss_bbox: 0.174521 loss_giou: 0.431984 loss_class_aux: 4.207103 loss_bbox_aux: 1.065690 loss_giou_aux: 2.652899 loss_class_dn: 0.345046 loss_bbox_dn: 0.215763 loss_giou_dn: 0.466841 loss_class_aux_dn: 1.824035 loss_bbox_aux_dn: 1.233608 loss_giou_aux_dn: 2.501783 loss: 16.463680 eta: 2 days, 14:16:08 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2581 images/s [04/14 15:25:06] ppdet.engine INFO: Eval iter: 0 [04/14 15:25:18] ppdet.engine INFO: Eval iter: 100 [04/14 15:25:30] ppdet.engine INFO: Eval iter: 200 [04/14 15:25:43] ppdet.engine INFO: Eval iter: 300 [04/14 15:25:55] ppdet.engine INFO: Eval iter: 400 [04/14 15:26:07] ppdet.engine INFO: Eval iter: 500 [04/14 15:26:19] ppdet.engine INFO: Eval iter: 600 [04/14 15:26:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 15:26:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.03s). Accumulating evaluation results... DONE (t=15.22s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.681 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.542 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 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.685 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.629 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.491 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 [04/14 15:28:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.98141630560673 [04/14 15:28:26] ppdet.engine INFO: Best test bbox ap is 0.501. [04/14 15:28:28] ppdet.engine INFO: Epoch: [10] [ 0/7329] learning_rate: 0.000100 loss_class: 0.668675 loss_bbox: 0.160136 loss_giou: 0.464902 loss_class_aux: 4.316419 loss_bbox_aux: 1.024254 loss_giou_aux: 3.045639 loss_class_dn: 0.358795 loss_bbox_dn: 0.209756 loss_giou_dn: 0.483102 loss_class_aux_dn: 1.895541 loss_bbox_aux_dn: 1.224292 loss_giou_aux_dn: 2.595849 loss: 16.925613 eta: 2 days, 14:15:57 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3369 images/s [04/14 15:29:08] ppdet.engine INFO: Epoch: [10] [ 100/7329] learning_rate: 0.000100 loss_class: 0.657803 loss_bbox: 0.171875 loss_giou: 0.421485 loss_class_aux: 4.284177 loss_bbox_aux: 1.097817 loss_giou_aux: 2.627757 loss_class_dn: 0.379789 loss_bbox_dn: 0.198082 loss_giou_dn: 0.433401 loss_class_aux_dn: 2.041581 loss_bbox_aux_dn: 1.190246 loss_giou_aux_dn: 2.429188 loss: 17.126392 eta: 2 days, 14:15:21 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2507 images/s [04/14 15:29:47] ppdet.engine INFO: Epoch: [10] [ 200/7329] learning_rate: 0.000100 loss_class: 0.564091 loss_bbox: 0.151511 loss_giou: 0.348540 loss_class_aux: 3.736133 loss_bbox_aux: 0.965727 loss_giou_aux: 2.136496 loss_class_dn: 0.330373 loss_bbox_dn: 0.209314 loss_giou_dn: 0.391618 loss_class_aux_dn: 1.755843 loss_bbox_aux_dn: 1.159499 loss_giou_aux_dn: 2.158682 loss: 15.053173 eta: 2 days, 14:14:46 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2520 images/s [04/14 15:30:27] ppdet.engine INFO: Epoch: [10] [ 300/7329] learning_rate: 0.000100 loss_class: 0.623871 loss_bbox: 0.175723 loss_giou: 0.404016 loss_class_aux: 4.115287 loss_bbox_aux: 1.137908 loss_giou_aux: 2.596814 loss_class_dn: 0.339425 loss_bbox_dn: 0.233918 loss_giou_dn: 0.453915 loss_class_aux_dn: 1.839519 loss_bbox_aux_dn: 1.342675 loss_giou_aux_dn: 2.418311 loss: 16.207600 eta: 2 days, 14:14:08 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3179 images/s [04/14 15:31:06] ppdet.engine INFO: Epoch: [10] [ 400/7329] learning_rate: 0.000100 loss_class: 0.618962 loss_bbox: 0.162247 loss_giou: 0.364859 loss_class_aux: 3.959756 loss_bbox_aux: 1.061064 loss_giou_aux: 2.356281 loss_class_dn: 0.346430 loss_bbox_dn: 0.207191 loss_giou_dn: 0.423235 loss_class_aux_dn: 1.824676 loss_bbox_aux_dn: 1.211586 loss_giou_aux_dn: 2.304317 loss: 15.467301 eta: 2 days, 14:13:32 batch_cost: 0.3544 data_cost: 0.0015 ips: 11.2861 images/s [04/14 15:31:46] ppdet.engine INFO: Epoch: [10] [ 500/7329] learning_rate: 0.000100 loss_class: 0.566542 loss_bbox: 0.137028 loss_giou: 0.380062 loss_class_aux: 3.687635 loss_bbox_aux: 0.935688 loss_giou_aux: 2.434459 loss_class_dn: 0.322103 loss_bbox_dn: 0.173546 loss_giou_dn: 0.375010 loss_class_aux_dn: 1.741872 loss_bbox_aux_dn: 1.056352 loss_giou_aux_dn: 2.186969 loss: 15.053394 eta: 2 days, 14:12:58 batch_cost: 0.3580 data_cost: 0.0016 ips: 11.1729 images/s [04/14 15:32:26] ppdet.engine INFO: Epoch: [10] [ 600/7329] learning_rate: 0.000100 loss_class: 0.575871 loss_bbox: 0.142841 loss_giou: 0.360089 loss_class_aux: 3.823818 loss_bbox_aux: 0.916488 loss_giou_aux: 2.205433 loss_class_dn: 0.345554 loss_bbox_dn: 0.174046 loss_giou_dn: 0.391032 loss_class_aux_dn: 1.872874 loss_bbox_aux_dn: 1.060071 loss_giou_aux_dn: 2.146647 loss: 14.624743 eta: 2 days, 14:12:23 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2119 images/s [04/14 15:33:05] ppdet.engine INFO: Epoch: [10] [ 700/7329] learning_rate: 0.000100 loss_class: 0.645417 loss_bbox: 0.166317 loss_giou: 0.519519 loss_class_aux: 4.248486 loss_bbox_aux: 1.100959 loss_giou_aux: 3.168600 loss_class_dn: 0.371989 loss_bbox_dn: 0.187927 loss_giou_dn: 0.526826 loss_class_aux_dn: 2.023441 loss_bbox_aux_dn: 1.112541 loss_giou_aux_dn: 2.834107 loss: 16.953564 eta: 2 days, 14:11:45 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3380 images/s [04/14 15:33:44] ppdet.engine INFO: Epoch: [10] [ 800/7329] learning_rate: 0.000100 loss_class: 0.592679 loss_bbox: 0.159172 loss_giou: 0.363128 loss_class_aux: 3.853890 loss_bbox_aux: 1.043089 loss_giou_aux: 2.227121 loss_class_dn: 0.326900 loss_bbox_dn: 0.210745 loss_giou_dn: 0.357764 loss_class_aux_dn: 1.732512 loss_bbox_aux_dn: 1.206737 loss_giou_aux_dn: 2.033549 loss: 14.972856 eta: 2 days, 14:11:09 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2965 images/s [04/14 15:34:24] ppdet.engine INFO: Epoch: [10] [ 900/7329] learning_rate: 0.000100 loss_class: 0.588806 loss_bbox: 0.158168 loss_giou: 0.391926 loss_class_aux: 3.940503 loss_bbox_aux: 1.024495 loss_giou_aux: 2.566829 loss_class_dn: 0.342220 loss_bbox_dn: 0.204487 loss_giou_dn: 0.431723 loss_class_aux_dn: 1.800670 loss_bbox_aux_dn: 1.136677 loss_giou_aux_dn: 2.419782 loss: 14.802162 eta: 2 days, 14:10:32 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2760 images/s [04/14 15:35:03] ppdet.engine INFO: Epoch: [10] [1000/7329] learning_rate: 0.000100 loss_class: 0.681877 loss_bbox: 0.165085 loss_giou: 0.443715 loss_class_aux: 4.489115 loss_bbox_aux: 1.085234 loss_giou_aux: 2.941813 loss_class_dn: 0.378815 loss_bbox_dn: 0.220838 loss_giou_dn: 0.484147 loss_class_aux_dn: 2.030471 loss_bbox_aux_dn: 1.290543 loss_giou_aux_dn: 2.631647 loss: 17.131666 eta: 2 days, 14:09:52 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4073 images/s [04/14 15:35:42] ppdet.engine INFO: Epoch: [10] [1100/7329] learning_rate: 0.000100 loss_class: 0.607016 loss_bbox: 0.168698 loss_giou: 0.419957 loss_class_aux: 4.152037 loss_bbox_aux: 1.125018 loss_giou_aux: 2.655319 loss_class_dn: 0.357938 loss_bbox_dn: 0.222990 loss_giou_dn: 0.432530 loss_class_aux_dn: 1.898730 loss_bbox_aux_dn: 1.235328 loss_giou_aux_dn: 2.410563 loss: 16.798561 eta: 2 days, 14:09:16 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2802 images/s [04/14 15:36:22] ppdet.engine INFO: Epoch: [10] [1200/7329] learning_rate: 0.000100 loss_class: 0.645204 loss_bbox: 0.143691 loss_giou: 0.391274 loss_class_aux: 4.207247 loss_bbox_aux: 0.968683 loss_giou_aux: 2.530728 loss_class_dn: 0.351785 loss_bbox_dn: 0.186893 loss_giou_dn: 0.435543 loss_class_aux_dn: 1.887406 loss_bbox_aux_dn: 1.091385 loss_giou_aux_dn: 2.344604 loss: 15.862453 eta: 2 days, 14:08:37 batch_cost: 0.3512 data_cost: 0.0014 ips: 11.3908 images/s [04/14 15:37:01] ppdet.engine INFO: Epoch: [10] [1300/7329] learning_rate: 0.000100 loss_class: 0.598481 loss_bbox: 0.157489 loss_giou: 0.385755 loss_class_aux: 3.910216 loss_bbox_aux: 1.008719 loss_giou_aux: 2.538620 loss_class_dn: 0.343053 loss_bbox_dn: 0.190818 loss_giou_dn: 0.440505 loss_class_aux_dn: 1.826027 loss_bbox_aux_dn: 1.114268 loss_giou_aux_dn: 2.410252 loss: 16.261379 eta: 2 days, 14:07:58 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3560 images/s [04/14 15:37:40] ppdet.engine INFO: Epoch: [10] [1400/7329] learning_rate: 0.000100 loss_class: 0.677042 loss_bbox: 0.163195 loss_giou: 0.484832 loss_class_aux: 4.416358 loss_bbox_aux: 1.089323 loss_giou_aux: 2.952661 loss_class_dn: 0.372791 loss_bbox_dn: 0.220828 loss_giou_dn: 0.514466 loss_class_aux_dn: 1.969514 loss_bbox_aux_dn: 1.252799 loss_giou_aux_dn: 2.797691 loss: 17.726843 eta: 2 days, 14:07:21 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3301 images/s [04/14 15:38:20] ppdet.engine INFO: Epoch: [10] [1500/7329] learning_rate: 0.000100 loss_class: 0.579284 loss_bbox: 0.149515 loss_giou: 0.387841 loss_class_aux: 3.854849 loss_bbox_aux: 1.031025 loss_giou_aux: 2.510975 loss_class_dn: 0.338553 loss_bbox_dn: 0.192663 loss_giou_dn: 0.409646 loss_class_aux_dn: 1.806861 loss_bbox_aux_dn: 1.168883 loss_giou_aux_dn: 2.271281 loss: 15.041573 eta: 2 days, 14:06:47 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1911 images/s [04/14 15:38:59] ppdet.engine INFO: Epoch: [10] [1600/7329] learning_rate: 0.000100 loss_class: 0.592056 loss_bbox: 0.145848 loss_giou: 0.340965 loss_class_aux: 3.765587 loss_bbox_aux: 0.981736 loss_giou_aux: 2.125431 loss_class_dn: 0.325484 loss_bbox_dn: 0.211943 loss_giou_dn: 0.386944 loss_class_aux_dn: 1.768104 loss_bbox_aux_dn: 1.222920 loss_giou_aux_dn: 2.123143 loss: 14.359866 eta: 2 days, 14:06:10 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2835 images/s [04/14 15:39:39] ppdet.engine INFO: Epoch: [10] [1700/7329] learning_rate: 0.000100 loss_class: 0.644729 loss_bbox: 0.158992 loss_giou: 0.412116 loss_class_aux: 4.302167 loss_bbox_aux: 1.050630 loss_giou_aux: 2.628902 loss_class_dn: 0.359815 loss_bbox_dn: 0.218565 loss_giou_dn: 0.423653 loss_class_aux_dn: 1.967336 loss_bbox_aux_dn: 1.247110 loss_giou_aux_dn: 2.333317 loss: 16.728138 eta: 2 days, 14:05:34 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2651 images/s [04/14 15:40:19] ppdet.engine INFO: Epoch: [10] [1800/7329] learning_rate: 0.000100 loss_class: 0.653535 loss_bbox: 0.149730 loss_giou: 0.470874 loss_class_aux: 4.093679 loss_bbox_aux: 0.989365 loss_giou_aux: 2.979876 loss_class_dn: 0.368911 loss_bbox_dn: 0.182780 loss_giou_dn: 0.514013 loss_class_aux_dn: 1.956382 loss_bbox_aux_dn: 1.076844 loss_giou_aux_dn: 2.731136 loss: 16.964943 eta: 2 days, 14:04:59 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2424 images/s [04/14 15:40:58] ppdet.engine INFO: Epoch: [10] [1900/7329] learning_rate: 0.000100 loss_class: 0.632447 loss_bbox: 0.149787 loss_giou: 0.535531 loss_class_aux: 4.042270 loss_bbox_aux: 0.938594 loss_giou_aux: 3.499112 loss_class_dn: 0.370814 loss_bbox_dn: 0.184899 loss_giou_dn: 0.532413 loss_class_aux_dn: 1.941645 loss_bbox_aux_dn: 1.065018 loss_giou_aux_dn: 2.850353 loss: 17.665634 eta: 2 days, 14:04:21 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3354 images/s [04/14 15:41:37] ppdet.engine INFO: Epoch: [10] [2000/7329] learning_rate: 0.000100 loss_class: 0.566262 loss_bbox: 0.148782 loss_giou: 0.457818 loss_class_aux: 3.627055 loss_bbox_aux: 0.969085 loss_giou_aux: 2.902739 loss_class_dn: 0.347123 loss_bbox_dn: 0.169884 loss_giou_dn: 0.466227 loss_class_aux_dn: 1.814244 loss_bbox_aux_dn: 0.954329 loss_giou_aux_dn: 2.543930 loss: 15.752373 eta: 2 days, 14:03:42 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3521 images/s [04/14 15:42:16] ppdet.engine INFO: Epoch: [10] [2100/7329] learning_rate: 0.000100 loss_class: 0.650052 loss_bbox: 0.146897 loss_giou: 0.422369 loss_class_aux: 4.141006 loss_bbox_aux: 0.966163 loss_giou_aux: 2.627595 loss_class_dn: 0.361508 loss_bbox_dn: 0.185045 loss_giou_dn: 0.435903 loss_class_aux_dn: 1.951891 loss_bbox_aux_dn: 1.103575 loss_giou_aux_dn: 2.330543 loss: 16.194073 eta: 2 days, 14:03:02 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4342 images/s [04/14 15:42:55] ppdet.engine INFO: Epoch: [10] [2200/7329] learning_rate: 0.000100 loss_class: 0.682263 loss_bbox: 0.147638 loss_giou: 0.393363 loss_class_aux: 4.338682 loss_bbox_aux: 1.028184 loss_giou_aux: 2.548352 loss_class_dn: 0.367652 loss_bbox_dn: 0.234942 loss_giou_dn: 0.461987 loss_class_aux_dn: 1.990281 loss_bbox_aux_dn: 1.278130 loss_giou_aux_dn: 2.547903 loss: 16.851763 eta: 2 days, 14:02:25 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3192 images/s [04/14 15:43:35] ppdet.engine INFO: Epoch: [10] [2300/7329] learning_rate: 0.000100 loss_class: 0.676707 loss_bbox: 0.165744 loss_giou: 0.452318 loss_class_aux: 4.364855 loss_bbox_aux: 1.095362 loss_giou_aux: 2.930024 loss_class_dn: 0.379038 loss_bbox_dn: 0.212678 loss_giou_dn: 0.499760 loss_class_aux_dn: 1.992998 loss_bbox_aux_dn: 1.181555 loss_giou_aux_dn: 2.663241 loss: 17.560093 eta: 2 days, 14:01:46 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3507 images/s [04/14 15:44:14] ppdet.engine INFO: Epoch: [10] [2400/7329] learning_rate: 0.000100 loss_class: 0.609479 loss_bbox: 0.162862 loss_giou: 0.380463 loss_class_aux: 3.985211 loss_bbox_aux: 1.082358 loss_giou_aux: 2.317369 loss_class_dn: 0.351487 loss_bbox_dn: 0.218873 loss_giou_dn: 0.416157 loss_class_aux_dn: 1.862579 loss_bbox_aux_dn: 1.289897 loss_giou_aux_dn: 2.310784 loss: 16.399368 eta: 2 days, 14:01:11 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2615 images/s [04/14 15:44:54] ppdet.engine INFO: Epoch: [10] [2500/7329] learning_rate: 0.000100 loss_class: 0.656925 loss_bbox: 0.165520 loss_giou: 0.399317 loss_class_aux: 4.309125 loss_bbox_aux: 1.058532 loss_giou_aux: 2.494112 loss_class_dn: 0.348178 loss_bbox_dn: 0.203331 loss_giou_dn: 0.410186 loss_class_aux_dn: 1.837116 loss_bbox_aux_dn: 1.177052 loss_giou_aux_dn: 2.297066 loss: 15.716205 eta: 2 days, 14:00:32 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3684 images/s [04/14 15:45:33] ppdet.engine INFO: Epoch: [10] [2600/7329] learning_rate: 0.000100 loss_class: 0.672273 loss_bbox: 0.161510 loss_giou: 0.413593 loss_class_aux: 4.459122 loss_bbox_aux: 1.018497 loss_giou_aux: 2.614846 loss_class_dn: 0.395906 loss_bbox_dn: 0.190561 loss_giou_dn: 0.447703 loss_class_aux_dn: 2.046436 loss_bbox_aux_dn: 1.108010 loss_giou_aux_dn: 2.439862 loss: 17.427227 eta: 2 days, 13:59:56 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2486 images/s [04/14 15:46:12] ppdet.engine INFO: Epoch: [10] [2700/7329] learning_rate: 0.000100 loss_class: 0.589613 loss_bbox: 0.156206 loss_giou: 0.428401 loss_class_aux: 3.896288 loss_bbox_aux: 1.033543 loss_giou_aux: 2.715208 loss_class_dn: 0.361597 loss_bbox_dn: 0.197152 loss_giou_dn: 0.466100 loss_class_aux_dn: 1.931647 loss_bbox_aux_dn: 1.122117 loss_giou_aux_dn: 2.545831 loss: 15.866288 eta: 2 days, 13:59:18 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3706 images/s [04/14 15:46:51] ppdet.engine INFO: Epoch: [10] [2800/7329] learning_rate: 0.000100 loss_class: 0.664276 loss_bbox: 0.168058 loss_giou: 0.459591 loss_class_aux: 4.260633 loss_bbox_aux: 1.125913 loss_giou_aux: 2.825024 loss_class_dn: 0.373023 loss_bbox_dn: 0.221374 loss_giou_dn: 0.487277 loss_class_aux_dn: 1.931611 loss_bbox_aux_dn: 1.253434 loss_giou_aux_dn: 2.609501 loss: 16.779644 eta: 2 days, 13:58:38 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4111 images/s [04/14 15:47:31] ppdet.engine INFO: Epoch: [10] [2900/7329] learning_rate: 0.000100 loss_class: 0.602701 loss_bbox: 0.168570 loss_giou: 0.418690 loss_class_aux: 4.018513 loss_bbox_aux: 1.119798 loss_giou_aux: 2.465316 loss_class_dn: 0.353843 loss_bbox_dn: 0.200842 loss_giou_dn: 0.433722 loss_class_aux_dn: 1.872207 loss_bbox_aux_dn: 1.155662 loss_giou_aux_dn: 2.350705 loss: 16.818817 eta: 2 days, 13:58:01 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2988 images/s [04/14 15:48:10] ppdet.engine INFO: Epoch: [10] [3000/7329] learning_rate: 0.000100 loss_class: 0.638155 loss_bbox: 0.153254 loss_giou: 0.380749 loss_class_aux: 4.175314 loss_bbox_aux: 1.030292 loss_giou_aux: 2.451101 loss_class_dn: 0.373447 loss_bbox_dn: 0.217919 loss_giou_dn: 0.439796 loss_class_aux_dn: 1.998983 loss_bbox_aux_dn: 1.166982 loss_giou_aux_dn: 2.367526 loss: 16.231792 eta: 2 days, 13:57:25 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2633 images/s [04/14 15:48:50] ppdet.engine INFO: Epoch: [10] [3100/7329] learning_rate: 0.000100 loss_class: 0.551938 loss_bbox: 0.147742 loss_giou: 0.395350 loss_class_aux: 3.692516 loss_bbox_aux: 0.940189 loss_giou_aux: 2.460001 loss_class_dn: 0.307970 loss_bbox_dn: 0.172627 loss_giou_dn: 0.382305 loss_class_aux_dn: 1.676014 loss_bbox_aux_dn: 1.025500 loss_giou_aux_dn: 2.042093 loss: 13.878401 eta: 2 days, 13:56:46 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3792 images/s [04/14 15:49:29] ppdet.engine INFO: Epoch: [10] [3200/7329] learning_rate: 0.000100 loss_class: 0.635414 loss_bbox: 0.174569 loss_giou: 0.453830 loss_class_aux: 4.100786 loss_bbox_aux: 1.127524 loss_giou_aux: 2.901270 loss_class_dn: 0.381853 loss_bbox_dn: 0.217237 loss_giou_dn: 0.476090 loss_class_aux_dn: 2.011610 loss_bbox_aux_dn: 1.203804 loss_giou_aux_dn: 2.578483 loss: 16.884441 eta: 2 days, 13:56:09 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3268 images/s [04/14 15:50:09] ppdet.engine INFO: Epoch: [10] [3300/7329] learning_rate: 0.000100 loss_class: 0.587180 loss_bbox: 0.156314 loss_giou: 0.330768 loss_class_aux: 3.827364 loss_bbox_aux: 1.020367 loss_giou_aux: 2.144969 loss_class_dn: 0.317252 loss_bbox_dn: 0.195123 loss_giou_dn: 0.377981 loss_class_aux_dn: 1.667950 loss_bbox_aux_dn: 1.142037 loss_giou_aux_dn: 2.068691 loss: 14.438447 eta: 2 days, 13:55:35 batch_cost: 0.3573 data_cost: 0.0013 ips: 11.1957 images/s [04/14 15:50:48] ppdet.engine INFO: Epoch: [10] [3400/7329] learning_rate: 0.000100 loss_class: 0.635537 loss_bbox: 0.140653 loss_giou: 0.353954 loss_class_aux: 4.131715 loss_bbox_aux: 0.941119 loss_giou_aux: 2.428974 loss_class_dn: 0.333659 loss_bbox_dn: 0.187027 loss_giou_dn: 0.424576 loss_class_aux_dn: 1.796052 loss_bbox_aux_dn: 1.062608 loss_giou_aux_dn: 2.326591 loss: 15.650337 eta: 2 days, 13:54:55 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4123 images/s [04/14 15:51:27] ppdet.engine INFO: Epoch: [10] [3500/7329] learning_rate: 0.000100 loss_class: 0.617457 loss_bbox: 0.151851 loss_giou: 0.505595 loss_class_aux: 3.909915 loss_bbox_aux: 1.003737 loss_giou_aux: 3.135001 loss_class_dn: 0.345204 loss_bbox_dn: 0.186676 loss_giou_dn: 0.519584 loss_class_aux_dn: 1.883603 loss_bbox_aux_dn: 1.084932 loss_giou_aux_dn: 2.738938 loss: 16.322914 eta: 2 days, 13:54:19 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2588 images/s [04/14 15:52:07] ppdet.engine INFO: Epoch: [10] [3600/7329] learning_rate: 0.000100 loss_class: 0.644815 loss_bbox: 0.148049 loss_giou: 0.478884 loss_class_aux: 4.132346 loss_bbox_aux: 1.024115 loss_giou_aux: 3.043242 loss_class_dn: 0.357265 loss_bbox_dn: 0.191843 loss_giou_dn: 0.481395 loss_class_aux_dn: 1.889106 loss_bbox_aux_dn: 1.120350 loss_giou_aux_dn: 2.625737 loss: 16.324173 eta: 2 days, 13:53:42 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3213 images/s [04/14 15:52:46] ppdet.engine INFO: Epoch: [10] [3700/7329] learning_rate: 0.000100 loss_class: 0.597596 loss_bbox: 0.156412 loss_giou: 0.361175 loss_class_aux: 3.870265 loss_bbox_aux: 1.067785 loss_giou_aux: 2.288394 loss_class_dn: 0.330076 loss_bbox_dn: 0.181754 loss_giou_dn: 0.417396 loss_class_aux_dn: 1.756973 loss_bbox_aux_dn: 1.135929 loss_giou_aux_dn: 2.235775 loss: 15.152702 eta: 2 days, 13:53:06 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2683 images/s [04/14 15:53:26] ppdet.engine INFO: Epoch: [10] [3800/7329] learning_rate: 0.000100 loss_class: 0.674190 loss_bbox: 0.170302 loss_giou: 0.409638 loss_class_aux: 4.324296 loss_bbox_aux: 1.176101 loss_giou_aux: 2.716789 loss_class_dn: 0.372375 loss_bbox_dn: 0.231171 loss_giou_dn: 0.469858 loss_class_aux_dn: 1.923711 loss_bbox_aux_dn: 1.325519 loss_giou_aux_dn: 2.536244 loss: 16.933632 eta: 2 days, 13:52:30 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2752 images/s [04/14 15:54:05] ppdet.engine INFO: Epoch: [10] [3900/7329] learning_rate: 0.000100 loss_class: 0.597753 loss_bbox: 0.141933 loss_giou: 0.388086 loss_class_aux: 3.900984 loss_bbox_aux: 0.957351 loss_giou_aux: 2.528949 loss_class_dn: 0.344134 loss_bbox_dn: 0.196921 loss_giou_dn: 0.391232 loss_class_aux_dn: 1.760176 loss_bbox_aux_dn: 1.111626 loss_giou_aux_dn: 2.189344 loss: 15.057491 eta: 2 days, 13:51:53 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2909 images/s [04/14 15:54:44] ppdet.engine INFO: Epoch: [10] [4000/7329] learning_rate: 0.000100 loss_class: 0.674034 loss_bbox: 0.171335 loss_giou: 0.457688 loss_class_aux: 4.380610 loss_bbox_aux: 1.149346 loss_giou_aux: 2.897449 loss_class_dn: 0.390918 loss_bbox_dn: 0.205580 loss_giou_dn: 0.472634 loss_class_aux_dn: 2.060430 loss_bbox_aux_dn: 1.190385 loss_giou_aux_dn: 2.622711 loss: 17.204582 eta: 2 days, 13:51:16 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3266 images/s [04/14 15:55:24] ppdet.engine INFO: Epoch: [10] [4100/7329] learning_rate: 0.000100 loss_class: 0.593519 loss_bbox: 0.140965 loss_giou: 0.354836 loss_class_aux: 3.724066 loss_bbox_aux: 0.951251 loss_giou_aux: 2.207805 loss_class_dn: 0.335817 loss_bbox_dn: 0.183333 loss_giou_dn: 0.415507 loss_class_aux_dn: 1.757439 loss_bbox_aux_dn: 1.030098 loss_giou_aux_dn: 2.260410 loss: 15.363074 eta: 2 days, 13:50:38 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3309 images/s [04/14 15:56:04] ppdet.engine INFO: Epoch: [10] [4200/7329] learning_rate: 0.000100 loss_class: 0.633770 loss_bbox: 0.172613 loss_giou: 0.371307 loss_class_aux: 4.085157 loss_bbox_aux: 1.108284 loss_giou_aux: 2.313264 loss_class_dn: 0.340634 loss_bbox_dn: 0.229176 loss_giou_dn: 0.426884 loss_class_aux_dn: 1.843642 loss_bbox_aux_dn: 1.269860 loss_giou_aux_dn: 2.315454 loss: 15.893379 eta: 2 days, 13:50:05 batch_cost: 0.3593 data_cost: 0.0013 ips: 11.1319 images/s [04/14 15:56:43] ppdet.engine INFO: Epoch: [10] [4300/7329] learning_rate: 0.000100 loss_class: 0.646171 loss_bbox: 0.173183 loss_giou: 0.418712 loss_class_aux: 4.279208 loss_bbox_aux: 1.094715 loss_giou_aux: 2.600338 loss_class_dn: 0.361229 loss_bbox_dn: 0.233816 loss_giou_dn: 0.439976 loss_class_aux_dn: 1.976954 loss_bbox_aux_dn: 1.275958 loss_giou_aux_dn: 2.432869 loss: 17.755287 eta: 2 days, 13:49:29 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2906 images/s [04/14 15:57:23] ppdet.engine INFO: Epoch: [10] [4400/7329] learning_rate: 0.000100 loss_class: 0.690935 loss_bbox: 0.160711 loss_giou: 0.517966 loss_class_aux: 4.586770 loss_bbox_aux: 1.048975 loss_giou_aux: 3.283661 loss_class_dn: 0.393026 loss_bbox_dn: 0.211454 loss_giou_dn: 0.542174 loss_class_aux_dn: 2.102935 loss_bbox_aux_dn: 1.276030 loss_giou_aux_dn: 2.901301 loss: 18.272169 eta: 2 days, 13:48:52 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3145 images/s [04/14 15:58:02] ppdet.engine INFO: Epoch: [10] [4500/7329] learning_rate: 0.000100 loss_class: 0.607191 loss_bbox: 0.150372 loss_giou: 0.402625 loss_class_aux: 3.966768 loss_bbox_aux: 1.018369 loss_giou_aux: 2.634071 loss_class_dn: 0.330532 loss_bbox_dn: 0.188281 loss_giou_dn: 0.417200 loss_class_aux_dn: 1.774980 loss_bbox_aux_dn: 1.083353 loss_giou_aux_dn: 2.297448 loss: 15.352770 eta: 2 days, 13:48:17 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2257 images/s [04/14 15:58:41] ppdet.engine INFO: Epoch: [10] [4600/7329] learning_rate: 0.000100 loss_class: 0.659003 loss_bbox: 0.181350 loss_giou: 0.467237 loss_class_aux: 4.389341 loss_bbox_aux: 1.164685 loss_giou_aux: 3.039476 loss_class_dn: 0.382609 loss_bbox_dn: 0.218242 loss_giou_dn: 0.510828 loss_class_aux_dn: 2.026600 loss_bbox_aux_dn: 1.262446 loss_giou_aux_dn: 2.787299 loss: 17.732172 eta: 2 days, 13:47:37 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4022 images/s [04/14 15:59:21] ppdet.engine INFO: Epoch: [10] [4700/7329] learning_rate: 0.000100 loss_class: 0.623726 loss_bbox: 0.150987 loss_giou: 0.430793 loss_class_aux: 4.232343 loss_bbox_aux: 0.943840 loss_giou_aux: 2.738060 loss_class_dn: 0.359473 loss_bbox_dn: 0.203047 loss_giou_dn: 0.485319 loss_class_aux_dn: 1.929471 loss_bbox_aux_dn: 1.150916 loss_giou_aux_dn: 2.633960 loss: 16.325516 eta: 2 days, 13:47:02 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2309 images/s [04/14 16:00:00] ppdet.engine INFO: Epoch: [10] [4800/7329] learning_rate: 0.000100 loss_class: 0.661867 loss_bbox: 0.160375 loss_giou: 0.479331 loss_class_aux: 4.494006 loss_bbox_aux: 1.046208 loss_giou_aux: 2.999781 loss_class_dn: 0.393672 loss_bbox_dn: 0.187462 loss_giou_dn: 0.511368 loss_class_aux_dn: 2.051249 loss_bbox_aux_dn: 1.063849 loss_giou_aux_dn: 2.789853 loss: 17.328594 eta: 2 days, 13:46:25 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3273 images/s [04/14 16:00:40] ppdet.engine INFO: Epoch: [10] [4900/7329] learning_rate: 0.000100 loss_class: 0.616551 loss_bbox: 0.169753 loss_giou: 0.414227 loss_class_aux: 3.999773 loss_bbox_aux: 0.988211 loss_giou_aux: 2.601412 loss_class_dn: 0.342805 loss_bbox_dn: 0.215099 loss_giou_dn: 0.468423 loss_class_aux_dn: 1.819098 loss_bbox_aux_dn: 1.188339 loss_giou_aux_dn: 2.499668 loss: 16.252693 eta: 2 days, 13:45:47 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3549 images/s [04/14 16:01:19] ppdet.engine INFO: Epoch: [10] [5000/7329] learning_rate: 0.000100 loss_class: 0.596219 loss_bbox: 0.145915 loss_giou: 0.432760 loss_class_aux: 3.849244 loss_bbox_aux: 0.934968 loss_giou_aux: 2.692495 loss_class_dn: 0.342463 loss_bbox_dn: 0.173952 loss_giou_dn: 0.452428 loss_class_aux_dn: 1.865046 loss_bbox_aux_dn: 1.027151 loss_giou_aux_dn: 2.478764 loss: 15.290820 eta: 2 days, 13:45:08 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3844 images/s [04/14 16:01:58] ppdet.engine INFO: Epoch: [10] [5100/7329] learning_rate: 0.000100 loss_class: 0.640936 loss_bbox: 0.170776 loss_giou: 0.426043 loss_class_aux: 4.038100 loss_bbox_aux: 1.114465 loss_giou_aux: 2.754569 loss_class_dn: 0.345273 loss_bbox_dn: 0.222351 loss_giou_dn: 0.461641 loss_class_aux_dn: 1.836802 loss_bbox_aux_dn: 1.296116 loss_giou_aux_dn: 2.442263 loss: 15.646220 eta: 2 days, 13:44:30 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3306 images/s [04/14 16:02:37] ppdet.engine INFO: Epoch: [10] [5200/7329] learning_rate: 0.000100 loss_class: 0.617465 loss_bbox: 0.154478 loss_giou: 0.377678 loss_class_aux: 4.058232 loss_bbox_aux: 0.992704 loss_giou_aux: 2.427076 loss_class_dn: 0.338238 loss_bbox_dn: 0.199366 loss_giou_dn: 0.400633 loss_class_aux_dn: 1.808253 loss_bbox_aux_dn: 1.102479 loss_giou_aux_dn: 2.200071 loss: 15.589935 eta: 2 days, 13:43:52 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3750 images/s [04/14 16:03:17] ppdet.engine INFO: Epoch: [10] [5300/7329] learning_rate: 0.000100 loss_class: 0.655689 loss_bbox: 0.163739 loss_giou: 0.379402 loss_class_aux: 4.314110 loss_bbox_aux: 1.074826 loss_giou_aux: 2.527846 loss_class_dn: 0.356169 loss_bbox_dn: 0.221931 loss_giou_dn: 0.410399 loss_class_aux_dn: 1.931286 loss_bbox_aux_dn: 1.202409 loss_giou_aux_dn: 2.203408 loss: 15.405510 eta: 2 days, 13:43:16 batch_cost: 0.3556 data_cost: 0.0012 ips: 11.2495 images/s [04/14 16:03:56] ppdet.engine INFO: Epoch: [10] [5400/7329] learning_rate: 0.000100 loss_class: 0.633592 loss_bbox: 0.166397 loss_giou: 0.463536 loss_class_aux: 4.169191 loss_bbox_aux: 1.102293 loss_giou_aux: 2.916018 loss_class_dn: 0.366374 loss_bbox_dn: 0.207457 loss_giou_dn: 0.517892 loss_class_aux_dn: 1.941453 loss_bbox_aux_dn: 1.223236 loss_giou_aux_dn: 2.757232 loss: 17.185722 eta: 2 days, 13:42:40 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2626 images/s [04/14 16:04:36] ppdet.engine INFO: Epoch: [10] [5500/7329] learning_rate: 0.000100 loss_class: 0.684482 loss_bbox: 0.133519 loss_giou: 0.425206 loss_class_aux: 4.369582 loss_bbox_aux: 0.891993 loss_giou_aux: 2.831423 loss_class_dn: 0.359914 loss_bbox_dn: 0.184082 loss_giou_dn: 0.458993 loss_class_aux_dn: 1.946478 loss_bbox_aux_dn: 1.078382 loss_giou_aux_dn: 2.511694 loss: 15.758392 eta: 2 days, 13:42:03 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3344 images/s [04/14 16:05:15] ppdet.engine INFO: Epoch: [10] [5600/7329] learning_rate: 0.000100 loss_class: 0.595100 loss_bbox: 0.147030 loss_giou: 0.445321 loss_class_aux: 3.863274 loss_bbox_aux: 0.972300 loss_giou_aux: 2.846101 loss_class_dn: 0.340241 loss_bbox_dn: 0.202966 loss_giou_dn: 0.442591 loss_class_aux_dn: 1.851140 loss_bbox_aux_dn: 1.146490 loss_giou_aux_dn: 2.436435 loss: 15.472927 eta: 2 days, 13:41:24 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3880 images/s [04/14 16:05:54] ppdet.engine INFO: Epoch: [10] [5700/7329] learning_rate: 0.000100 loss_class: 0.665927 loss_bbox: 0.163477 loss_giou: 0.455930 loss_class_aux: 4.337453 loss_bbox_aux: 1.056207 loss_giou_aux: 2.869042 loss_class_dn: 0.367490 loss_bbox_dn: 0.209738 loss_giou_dn: 0.459362 loss_class_aux_dn: 1.965673 loss_bbox_aux_dn: 1.195562 loss_giou_aux_dn: 2.522073 loss: 16.386272 eta: 2 days, 13:40:46 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3368 images/s [04/14 16:06:34] ppdet.engine INFO: Epoch: [10] [5800/7329] learning_rate: 0.000100 loss_class: 0.661201 loss_bbox: 0.163011 loss_giou: 0.502907 loss_class_aux: 4.188275 loss_bbox_aux: 1.073783 loss_giou_aux: 3.176301 loss_class_dn: 0.391161 loss_bbox_dn: 0.204004 loss_giou_dn: 0.510206 loss_class_aux_dn: 2.087846 loss_bbox_aux_dn: 1.153852 loss_giou_aux_dn: 2.732677 loss: 16.688200 eta: 2 days, 13:40:11 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2409 images/s [04/14 16:07:13] ppdet.engine INFO: Epoch: [10] [5900/7329] learning_rate: 0.000100 loss_class: 0.634968 loss_bbox: 0.163155 loss_giou: 0.438682 loss_class_aux: 4.079406 loss_bbox_aux: 1.080606 loss_giou_aux: 2.760109 loss_class_dn: 0.353866 loss_bbox_dn: 0.215892 loss_giou_dn: 0.473691 loss_class_aux_dn: 1.892066 loss_bbox_aux_dn: 1.260747 loss_giou_aux_dn: 2.532357 loss: 15.612953 eta: 2 days, 13:39:35 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2579 images/s [04/14 16:07:53] ppdet.engine INFO: Epoch: [10] [6000/7329] learning_rate: 0.000100 loss_class: 0.646209 loss_bbox: 0.150502 loss_giou: 0.410694 loss_class_aux: 4.230832 loss_bbox_aux: 0.993485 loss_giou_aux: 2.738000 loss_class_dn: 0.341889 loss_bbox_dn: 0.188298 loss_giou_dn: 0.467334 loss_class_aux_dn: 1.827530 loss_bbox_aux_dn: 1.133970 loss_giou_aux_dn: 2.477160 loss: 15.815689 eta: 2 days, 13:38:57 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3395 images/s [04/14 16:08:32] ppdet.engine INFO: Epoch: [10] [6100/7329] learning_rate: 0.000100 loss_class: 0.640718 loss_bbox: 0.163358 loss_giou: 0.410687 loss_class_aux: 4.018699 loss_bbox_aux: 1.120478 loss_giou_aux: 2.577507 loss_class_dn: 0.346732 loss_bbox_dn: 0.213665 loss_giou_dn: 0.440428 loss_class_aux_dn: 1.889322 loss_bbox_aux_dn: 1.230897 loss_giou_aux_dn: 2.394365 loss: 15.699148 eta: 2 days, 13:38:22 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2347 images/s [04/14 16:09:12] ppdet.engine INFO: Epoch: [10] [6200/7329] learning_rate: 0.000100 loss_class: 0.560151 loss_bbox: 0.148928 loss_giou: 0.344321 loss_class_aux: 3.719510 loss_bbox_aux: 0.951866 loss_giou_aux: 2.157288 loss_class_dn: 0.304212 loss_bbox_dn: 0.178489 loss_giou_dn: 0.376646 loss_class_aux_dn: 1.683630 loss_bbox_aux_dn: 1.034995 loss_giou_aux_dn: 2.060676 loss: 14.114365 eta: 2 days, 13:37:45 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3360 images/s [04/14 16:09:50] ppdet.engine INFO: Epoch: [10] [6300/7329] learning_rate: 0.000100 loss_class: 0.644343 loss_bbox: 0.170238 loss_giou: 0.446518 loss_class_aux: 4.225399 loss_bbox_aux: 1.175677 loss_giou_aux: 2.891544 loss_class_dn: 0.394096 loss_bbox_dn: 0.208185 loss_giou_dn: 0.493962 loss_class_aux_dn: 2.115112 loss_bbox_aux_dn: 1.204004 loss_giou_aux_dn: 2.698506 loss: 17.161949 eta: 2 days, 13:37:03 batch_cost: 0.3482 data_cost: 0.0013 ips: 11.4890 images/s [04/14 16:10:30] ppdet.engine INFO: Epoch: [10] [6400/7329] learning_rate: 0.000100 loss_class: 0.703095 loss_bbox: 0.153198 loss_giou: 0.452926 loss_class_aux: 4.552646 loss_bbox_aux: 0.988286 loss_giou_aux: 2.880119 loss_class_dn: 0.365938 loss_bbox_dn: 0.206098 loss_giou_dn: 0.495413 loss_class_aux_dn: 1.954269 loss_bbox_aux_dn: 1.170621 loss_giou_aux_dn: 2.619350 loss: 16.965290 eta: 2 days, 13:36:26 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3367 images/s [04/14 16:11:09] ppdet.engine INFO: Epoch: [10] [6500/7329] learning_rate: 0.000100 loss_class: 0.657128 loss_bbox: 0.155560 loss_giou: 0.430592 loss_class_aux: 4.206872 loss_bbox_aux: 1.017583 loss_giou_aux: 2.637590 loss_class_dn: 0.331146 loss_bbox_dn: 0.203187 loss_giou_dn: 0.449148 loss_class_aux_dn: 1.744592 loss_bbox_aux_dn: 1.157625 loss_giou_aux_dn: 2.469664 loss: 15.874352 eta: 2 days, 13:35:50 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2520 images/s [04/14 16:11:49] ppdet.engine INFO: Epoch: [10] [6600/7329] learning_rate: 0.000100 loss_class: 0.629323 loss_bbox: 0.138904 loss_giou: 0.372631 loss_class_aux: 4.065980 loss_bbox_aux: 0.930591 loss_giou_aux: 2.439565 loss_class_dn: 0.333750 loss_bbox_dn: 0.189577 loss_giou_dn: 0.433596 loss_class_aux_dn: 1.752526 loss_bbox_aux_dn: 1.030959 loss_giou_aux_dn: 2.352925 loss: 15.720077 eta: 2 days, 13:35:15 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2220 images/s [04/14 16:12:28] ppdet.engine INFO: Epoch: [10] [6700/7329] learning_rate: 0.000100 loss_class: 0.569877 loss_bbox: 0.139260 loss_giou: 0.409731 loss_class_aux: 3.825505 loss_bbox_aux: 0.939298 loss_giou_aux: 2.496052 loss_class_dn: 0.330789 loss_bbox_dn: 0.173604 loss_giou_dn: 0.413785 loss_class_aux_dn: 1.783746 loss_bbox_aux_dn: 1.006429 loss_giou_aux_dn: 2.266291 loss: 15.064825 eta: 2 days, 13:34:36 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4192 images/s [04/14 16:13:07] ppdet.engine INFO: Epoch: [10] [6800/7329] learning_rate: 0.000100 loss_class: 0.657287 loss_bbox: 0.165049 loss_giou: 0.484538 loss_class_aux: 4.173622 loss_bbox_aux: 1.112147 loss_giou_aux: 3.108119 loss_class_dn: 0.392346 loss_bbox_dn: 0.222041 loss_giou_dn: 0.540345 loss_class_aux_dn: 2.066487 loss_bbox_aux_dn: 1.280760 loss_giou_aux_dn: 2.959545 loss: 17.910789 eta: 2 days, 13:33:59 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3082 images/s [04/14 16:13:47] ppdet.engine INFO: Epoch: [10] [6900/7329] learning_rate: 0.000100 loss_class: 0.622276 loss_bbox: 0.151983 loss_giou: 0.380883 loss_class_aux: 3.994454 loss_bbox_aux: 0.971696 loss_giou_aux: 2.407553 loss_class_dn: 0.336753 loss_bbox_dn: 0.191521 loss_giou_dn: 0.413953 loss_class_aux_dn: 1.798796 loss_bbox_aux_dn: 1.097117 loss_giou_aux_dn: 2.287290 loss: 15.035769 eta: 2 days, 13:33:21 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3544 images/s [04/14 16:14:26] ppdet.engine INFO: Epoch: [10] [7000/7329] learning_rate: 0.000100 loss_class: 0.662733 loss_bbox: 0.153149 loss_giou: 0.485422 loss_class_aux: 4.423197 loss_bbox_aux: 1.013663 loss_giou_aux: 3.119418 loss_class_dn: 0.364898 loss_bbox_dn: 0.212790 loss_giou_dn: 0.500798 loss_class_aux_dn: 1.919488 loss_bbox_aux_dn: 1.161964 loss_giou_aux_dn: 2.650833 loss: 17.168093 eta: 2 days, 13:32:45 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2506 images/s [04/14 16:15:05] ppdet.engine INFO: Epoch: [10] [7100/7329] learning_rate: 0.000100 loss_class: 0.658668 loss_bbox: 0.170190 loss_giou: 0.471274 loss_class_aux: 4.303199 loss_bbox_aux: 1.134479 loss_giou_aux: 2.851331 loss_class_dn: 0.364449 loss_bbox_dn: 0.225849 loss_giou_dn: 0.498694 loss_class_aux_dn: 1.959623 loss_bbox_aux_dn: 1.259878 loss_giou_aux_dn: 2.663222 loss: 17.074154 eta: 2 days, 13:32:06 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4189 images/s [04/14 16:15:45] ppdet.engine INFO: Epoch: [10] [7200/7329] learning_rate: 0.000100 loss_class: 0.631796 loss_bbox: 0.159201 loss_giou: 0.409828 loss_class_aux: 4.026473 loss_bbox_aux: 1.034218 loss_giou_aux: 2.733834 loss_class_dn: 0.353463 loss_bbox_dn: 0.203646 loss_giou_dn: 0.442116 loss_class_aux_dn: 1.872636 loss_bbox_aux_dn: 1.186011 loss_giou_aux_dn: 2.378948 loss: 16.266846 eta: 2 days, 13:31:32 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1727 images/s [04/14 16:16:24] ppdet.engine INFO: Epoch: [10] [7300/7329] learning_rate: 0.000100 loss_class: 0.643263 loss_bbox: 0.142885 loss_giou: 0.383704 loss_class_aux: 4.113684 loss_bbox_aux: 0.958564 loss_giou_aux: 2.537468 loss_class_dn: 0.339651 loss_bbox_dn: 0.197240 loss_giou_dn: 0.456210 loss_class_aux_dn: 1.835367 loss_bbox_aux_dn: 1.120562 loss_giou_aux_dn: 2.425709 loss: 16.391418 eta: 2 days, 13:30:54 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3421 images/s [04/14 16:16:38] ppdet.engine INFO: Eval iter: 0 [04/14 16:16:50] ppdet.engine INFO: Eval iter: 100 [04/14 16:17:02] ppdet.engine INFO: Eval iter: 200 [04/14 16:17:14] ppdet.engine INFO: Eval iter: 300 [04/14 16:17:26] ppdet.engine INFO: Eval iter: 400 [04/14 16:17:38] ppdet.engine INFO: Eval iter: 500 [04/14 16:17:50] ppdet.engine INFO: Eval iter: 600 [04/14 16:18:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.10s) creating index... index created! [04/14 16:18:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.53s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.17s). Accumulating evaluation results... DONE (t=18.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.504 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.686 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.304 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.381 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.633 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 ] = 0.497 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.756 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/14 16:19:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.35819084142473 [04/14 16:19:57] ppdet.engine INFO: Best test bbox ap is 0.504. [04/14 16:19:59] ppdet.engine INFO: Epoch: [11] [ 0/7329] learning_rate: 0.000100 loss_class: 0.625763 loss_bbox: 0.131270 loss_giou: 0.412377 loss_class_aux: 3.967384 loss_bbox_aux: 0.858640 loss_giou_aux: 2.604102 loss_class_dn: 0.338152 loss_bbox_dn: 0.165523 loss_giou_dn: 0.473790 loss_class_aux_dn: 1.801633 loss_bbox_aux_dn: 1.002165 loss_giou_aux_dn: 2.502399 loss: 15.381706 eta: 2 days, 13:30:43 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3817 images/s [04/14 16:20:39] ppdet.engine INFO: Epoch: [11] [ 100/7329] learning_rate: 0.000100 loss_class: 0.630981 loss_bbox: 0.151143 loss_giou: 0.406278 loss_class_aux: 3.982999 loss_bbox_aux: 0.996418 loss_giou_aux: 2.604391 loss_class_dn: 0.335481 loss_bbox_dn: 0.204861 loss_giou_dn: 0.440843 loss_class_aux_dn: 1.795927 loss_bbox_aux_dn: 1.182290 loss_giou_aux_dn: 2.359468 loss: 15.108366 eta: 2 days, 13:30:05 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3377 images/s [04/14 16:21:19] ppdet.engine INFO: Epoch: [11] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565283 loss_bbox: 0.155875 loss_giou: 0.392622 loss_class_aux: 3.757099 loss_bbox_aux: 0.996813 loss_giou_aux: 2.489354 loss_class_dn: 0.335185 loss_bbox_dn: 0.179417 loss_giou_dn: 0.425828 loss_class_aux_dn: 1.759107 loss_bbox_aux_dn: 1.033281 loss_giou_aux_dn: 2.322931 loss: 15.107805 eta: 2 days, 13:29:31 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1960 images/s [04/14 16:21:58] ppdet.engine INFO: Epoch: [11] [ 300/7329] learning_rate: 0.000100 loss_class: 0.633326 loss_bbox: 0.157697 loss_giou: 0.439524 loss_class_aux: 4.311716 loss_bbox_aux: 1.044463 loss_giou_aux: 2.926874 loss_class_dn: 0.364166 loss_bbox_dn: 0.193697 loss_giou_dn: 0.525364 loss_class_aux_dn: 1.970707 loss_bbox_aux_dn: 1.105406 loss_giou_aux_dn: 2.808228 loss: 17.194305 eta: 2 days, 13:28:55 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2531 images/s [04/14 16:22:38] ppdet.engine INFO: Epoch: [11] [ 400/7329] learning_rate: 0.000100 loss_class: 0.607978 loss_bbox: 0.156105 loss_giou: 0.391426 loss_class_aux: 4.012571 loss_bbox_aux: 1.061578 loss_giou_aux: 2.482917 loss_class_dn: 0.358407 loss_bbox_dn: 0.193692 loss_giou_dn: 0.420657 loss_class_aux_dn: 1.917769 loss_bbox_aux_dn: 1.130707 loss_giou_aux_dn: 2.327886 loss: 15.640220 eta: 2 days, 13:28:20 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2632 images/s [04/14 16:23:17] ppdet.engine INFO: Epoch: [11] [ 500/7329] learning_rate: 0.000100 loss_class: 0.607601 loss_bbox: 0.136902 loss_giou: 0.465470 loss_class_aux: 3.839481 loss_bbox_aux: 0.920870 loss_giou_aux: 2.875608 loss_class_dn: 0.325753 loss_bbox_dn: 0.175549 loss_giou_dn: 0.455212 loss_class_aux_dn: 1.753278 loss_bbox_aux_dn: 1.006920 loss_giou_aux_dn: 2.486387 loss: 15.242262 eta: 2 days, 13:27:44 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2640 images/s [04/14 16:23:57] ppdet.engine INFO: Epoch: [11] [ 600/7329] learning_rate: 0.000100 loss_class: 0.582069 loss_bbox: 0.127897 loss_giou: 0.380293 loss_class_aux: 3.871585 loss_bbox_aux: 0.890970 loss_giou_aux: 2.485670 loss_class_dn: 0.320882 loss_bbox_dn: 0.180139 loss_giou_dn: 0.392828 loss_class_aux_dn: 1.749143 loss_bbox_aux_dn: 1.086507 loss_giou_aux_dn: 2.186482 loss: 14.121105 eta: 2 days, 13:27:09 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2270 images/s [04/14 16:24:36] ppdet.engine INFO: Epoch: [11] [ 700/7329] learning_rate: 0.000100 loss_class: 0.623691 loss_bbox: 0.157919 loss_giou: 0.462937 loss_class_aux: 3.982655 loss_bbox_aux: 1.013650 loss_giou_aux: 2.961552 loss_class_dn: 0.355829 loss_bbox_dn: 0.198054 loss_giou_dn: 0.473688 loss_class_aux_dn: 1.918231 loss_bbox_aux_dn: 1.129309 loss_giou_aux_dn: 2.591114 loss: 15.622446 eta: 2 days, 13:26:30 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4082 images/s [04/14 16:25:16] ppdet.engine INFO: Epoch: [11] [ 800/7329] learning_rate: 0.000100 loss_class: 0.593851 loss_bbox: 0.162770 loss_giou: 0.393447 loss_class_aux: 4.010314 loss_bbox_aux: 1.085939 loss_giou_aux: 2.561022 loss_class_dn: 0.343016 loss_bbox_dn: 0.202042 loss_giou_dn: 0.425003 loss_class_aux_dn: 1.826923 loss_bbox_aux_dn: 1.141233 loss_giou_aux_dn: 2.348707 loss: 15.579017 eta: 2 days, 13:25:55 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2338 images/s [04/14 16:25:55] ppdet.engine INFO: Epoch: [11] [ 900/7329] learning_rate: 0.000100 loss_class: 0.640572 loss_bbox: 0.167428 loss_giou: 0.510862 loss_class_aux: 4.108576 loss_bbox_aux: 1.052552 loss_giou_aux: 3.264084 loss_class_dn: 0.401369 loss_bbox_dn: 0.191200 loss_giou_dn: 0.547996 loss_class_aux_dn: 2.161037 loss_bbox_aux_dn: 1.107991 loss_giou_aux_dn: 2.990050 loss: 18.187416 eta: 2 days, 13:25:15 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4037 images/s [04/14 16:26:34] ppdet.engine INFO: Epoch: [11] [1000/7329] learning_rate: 0.000100 loss_class: 0.676594 loss_bbox: 0.172520 loss_giou: 0.504980 loss_class_aux: 4.340919 loss_bbox_aux: 1.103460 loss_giou_aux: 3.306975 loss_class_dn: 0.371223 loss_bbox_dn: 0.197521 loss_giou_dn: 0.512008 loss_class_aux_dn: 1.988414 loss_bbox_aux_dn: 1.102736 loss_giou_aux_dn: 2.757768 loss: 16.751736 eta: 2 days, 13:24:40 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2353 images/s [04/14 16:27:14] ppdet.engine INFO: Epoch: [11] [1100/7329] learning_rate: 0.000100 loss_class: 0.631421 loss_bbox: 0.153597 loss_giou: 0.428549 loss_class_aux: 4.260967 loss_bbox_aux: 0.982369 loss_giou_aux: 2.694065 loss_class_dn: 0.369860 loss_bbox_dn: 0.188627 loss_giou_dn: 0.460202 loss_class_aux_dn: 1.966488 loss_bbox_aux_dn: 1.078057 loss_giou_aux_dn: 2.476586 loss: 16.189941 eta: 2 days, 13:24:03 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3238 images/s [04/14 16:27:53] ppdet.engine INFO: Epoch: [11] [1200/7329] learning_rate: 0.000100 loss_class: 0.617352 loss_bbox: 0.168292 loss_giou: 0.418773 loss_class_aux: 4.085869 loss_bbox_aux: 1.123004 loss_giou_aux: 2.705148 loss_class_dn: 0.345480 loss_bbox_dn: 0.218933 loss_giou_dn: 0.449253 loss_class_aux_dn: 1.841590 loss_bbox_aux_dn: 1.256809 loss_giou_aux_dn: 2.371424 loss: 15.629579 eta: 2 days, 13:23:25 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3469 images/s [04/14 16:28:33] ppdet.engine INFO: Epoch: [11] [1300/7329] learning_rate: 0.000100 loss_class: 0.660336 loss_bbox: 0.160955 loss_giou: 0.414090 loss_class_aux: 4.295080 loss_bbox_aux: 1.016838 loss_giou_aux: 2.557478 loss_class_dn: 0.358202 loss_bbox_dn: 0.209760 loss_giou_dn: 0.447882 loss_class_aux_dn: 1.917770 loss_bbox_aux_dn: 1.157138 loss_giou_aux_dn: 2.500656 loss: 16.584175 eta: 2 days, 13:22:50 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2583 images/s [04/14 16:29:12] ppdet.engine INFO: Epoch: [11] [1400/7329] learning_rate: 0.000100 loss_class: 0.618832 loss_bbox: 0.164193 loss_giou: 0.494453 loss_class_aux: 4.063256 loss_bbox_aux: 1.100083 loss_giou_aux: 3.188706 loss_class_dn: 0.377963 loss_bbox_dn: 0.201544 loss_giou_dn: 0.507059 loss_class_aux_dn: 1.973756 loss_bbox_aux_dn: 1.186460 loss_giou_aux_dn: 2.737167 loss: 17.374130 eta: 2 days, 13:22:15 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2017 images/s [04/14 16:29:52] ppdet.engine INFO: Epoch: [11] [1500/7329] learning_rate: 0.000100 loss_class: 0.684242 loss_bbox: 0.154544 loss_giou: 0.531218 loss_class_aux: 4.336915 loss_bbox_aux: 0.993041 loss_giou_aux: 3.355690 loss_class_dn: 0.374634 loss_bbox_dn: 0.193686 loss_giou_dn: 0.549231 loss_class_aux_dn: 2.042531 loss_bbox_aux_dn: 1.114340 loss_giou_aux_dn: 2.951838 loss: 17.685032 eta: 2 days, 13:21:40 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2644 images/s [04/14 16:30:31] ppdet.engine INFO: Epoch: [11] [1600/7329] learning_rate: 0.000100 loss_class: 0.580581 loss_bbox: 0.141356 loss_giou: 0.432921 loss_class_aux: 3.804469 loss_bbox_aux: 0.969504 loss_giou_aux: 2.678992 loss_class_dn: 0.342030 loss_bbox_dn: 0.170659 loss_giou_dn: 0.454247 loss_class_aux_dn: 1.846325 loss_bbox_aux_dn: 1.031729 loss_giou_aux_dn: 2.509563 loss: 15.448931 eta: 2 days, 13:21:02 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3545 images/s [04/14 16:31:11] ppdet.engine INFO: Epoch: [11] [1700/7329] learning_rate: 0.000100 loss_class: 0.694597 loss_bbox: 0.173884 loss_giou: 0.509519 loss_class_aux: 4.397484 loss_bbox_aux: 1.122913 loss_giou_aux: 3.200034 loss_class_dn: 0.383349 loss_bbox_dn: 0.197770 loss_giou_dn: 0.571612 loss_class_aux_dn: 2.057258 loss_bbox_aux_dn: 1.121782 loss_giou_aux_dn: 3.041248 loss: 18.113037 eta: 2 days, 13:20:26 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2616 images/s [04/14 16:31:50] ppdet.engine INFO: Epoch: [11] [1800/7329] learning_rate: 0.000100 loss_class: 0.610915 loss_bbox: 0.173406 loss_giou: 0.441181 loss_class_aux: 3.950366 loss_bbox_aux: 1.109864 loss_giou_aux: 2.855375 loss_class_dn: 0.352300 loss_bbox_dn: 0.207622 loss_giou_dn: 0.445724 loss_class_aux_dn: 1.883040 loss_bbox_aux_dn: 1.148194 loss_giou_aux_dn: 2.464544 loss: 16.660645 eta: 2 days, 13:19:49 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3162 images/s [04/14 16:32:30] ppdet.engine INFO: Epoch: [11] [1900/7329] learning_rate: 0.000100 loss_class: 0.586709 loss_bbox: 0.148003 loss_giou: 0.399705 loss_class_aux: 3.906457 loss_bbox_aux: 0.951138 loss_giou_aux: 2.577788 loss_class_dn: 0.332268 loss_bbox_dn: 0.202380 loss_giou_dn: 0.406325 loss_class_aux_dn: 1.781613 loss_bbox_aux_dn: 1.173442 loss_giou_aux_dn: 2.224364 loss: 15.013208 eta: 2 days, 13:19:17 batch_cost: 0.3599 data_cost: 0.0013 ips: 11.1155 images/s [04/14 16:33:09] ppdet.engine INFO: Epoch: [11] [2000/7329] learning_rate: 0.000100 loss_class: 0.643165 loss_bbox: 0.154934 loss_giou: 0.426772 loss_class_aux: 4.037904 loss_bbox_aux: 0.966118 loss_giou_aux: 2.797075 loss_class_dn: 0.359608 loss_bbox_dn: 0.201665 loss_giou_dn: 0.457611 loss_class_aux_dn: 1.930592 loss_bbox_aux_dn: 1.110779 loss_giou_aux_dn: 2.513270 loss: 15.551246 eta: 2 days, 13:18:39 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3556 images/s [04/14 16:33:49] ppdet.engine INFO: Epoch: [11] [2100/7329] learning_rate: 0.000100 loss_class: 0.652334 loss_bbox: 0.159264 loss_giou: 0.446238 loss_class_aux: 4.143067 loss_bbox_aux: 1.027657 loss_giou_aux: 2.810218 loss_class_dn: 0.365737 loss_bbox_dn: 0.219447 loss_giou_dn: 0.464520 loss_class_aux_dn: 1.921417 loss_bbox_aux_dn: 1.224555 loss_giou_aux_dn: 2.518942 loss: 17.048273 eta: 2 days, 13:18:05 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1894 images/s [04/14 16:34:29] ppdet.engine INFO: Epoch: [11] [2200/7329] learning_rate: 0.000100 loss_class: 0.573796 loss_bbox: 0.159217 loss_giou: 0.331574 loss_class_aux: 3.699898 loss_bbox_aux: 1.021900 loss_giou_aux: 2.080977 loss_class_dn: 0.333698 loss_bbox_dn: 0.200180 loss_giou_dn: 0.362265 loss_class_aux_dn: 1.785232 loss_bbox_aux_dn: 1.167366 loss_giou_aux_dn: 1.980459 loss: 14.739711 eta: 2 days, 13:17:28 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3201 images/s [04/14 16:35:08] ppdet.engine INFO: Epoch: [11] [2300/7329] learning_rate: 0.000100 loss_class: 0.642670 loss_bbox: 0.150060 loss_giou: 0.403437 loss_class_aux: 4.054619 loss_bbox_aux: 0.983286 loss_giou_aux: 2.637643 loss_class_dn: 0.353299 loss_bbox_dn: 0.182819 loss_giou_dn: 0.457855 loss_class_aux_dn: 1.895970 loss_bbox_aux_dn: 1.088946 loss_giou_aux_dn: 2.529305 loss: 16.189350 eta: 2 days, 13:16:52 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2352 images/s [04/14 16:35:48] ppdet.engine INFO: Epoch: [11] [2400/7329] learning_rate: 0.000100 loss_class: 0.669781 loss_bbox: 0.167824 loss_giou: 0.485274 loss_class_aux: 4.350720 loss_bbox_aux: 1.120324 loss_giou_aux: 3.149264 loss_class_dn: 0.402032 loss_bbox_dn: 0.234922 loss_giou_dn: 0.512820 loss_class_aux_dn: 2.143694 loss_bbox_aux_dn: 1.355410 loss_giou_aux_dn: 2.783278 loss: 18.459312 eta: 2 days, 13:16:15 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3176 images/s [04/14 16:36:27] ppdet.engine INFO: Epoch: [11] [2500/7329] learning_rate: 0.000100 loss_class: 0.607603 loss_bbox: 0.148192 loss_giou: 0.446035 loss_class_aux: 3.832915 loss_bbox_aux: 0.981680 loss_giou_aux: 2.868060 loss_class_dn: 0.331951 loss_bbox_dn: 0.212059 loss_giou_dn: 0.474301 loss_class_aux_dn: 1.785005 loss_bbox_aux_dn: 1.181113 loss_giou_aux_dn: 2.516593 loss: 15.699975 eta: 2 days, 13:15:40 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2279 images/s [04/14 16:37:06] ppdet.engine INFO: Epoch: [11] [2600/7329] learning_rate: 0.000100 loss_class: 0.671236 loss_bbox: 0.142358 loss_giou: 0.398603 loss_class_aux: 4.283446 loss_bbox_aux: 0.977020 loss_giou_aux: 2.630165 loss_class_dn: 0.363801 loss_bbox_dn: 0.189958 loss_giou_dn: 0.443863 loss_class_aux_dn: 2.017193 loss_bbox_aux_dn: 1.055640 loss_giou_aux_dn: 2.424286 loss: 17.321560 eta: 2 days, 13:15:02 batch_cost: 0.3513 data_cost: 0.0012 ips: 11.3858 images/s [04/14 16:37:46] ppdet.engine INFO: Epoch: [11] [2700/7329] learning_rate: 0.000100 loss_class: 0.696939 loss_bbox: 0.140414 loss_giou: 0.394453 loss_class_aux: 4.348526 loss_bbox_aux: 0.982052 loss_giou_aux: 2.532099 loss_class_dn: 0.367092 loss_bbox_dn: 0.200845 loss_giou_dn: 0.430648 loss_class_aux_dn: 1.959826 loss_bbox_aux_dn: 1.193285 loss_giou_aux_dn: 2.354123 loss: 15.856495 eta: 2 days, 13:14:26 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2761 images/s [04/14 16:38:25] ppdet.engine INFO: Epoch: [11] [2800/7329] learning_rate: 0.000100 loss_class: 0.682646 loss_bbox: 0.167930 loss_giou: 0.432680 loss_class_aux: 4.401563 loss_bbox_aux: 1.068916 loss_giou_aux: 2.807693 loss_class_dn: 0.387316 loss_bbox_dn: 0.201768 loss_giou_dn: 0.510441 loss_class_aux_dn: 2.081080 loss_bbox_aux_dn: 1.145273 loss_giou_aux_dn: 2.796889 loss: 16.896746 eta: 2 days, 13:13:49 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3237 images/s [04/14 16:39:05] ppdet.engine INFO: Epoch: [11] [2900/7329] learning_rate: 0.000100 loss_class: 0.728423 loss_bbox: 0.167806 loss_giou: 0.489145 loss_class_aux: 4.801460 loss_bbox_aux: 1.147452 loss_giou_aux: 3.191189 loss_class_dn: 0.403541 loss_bbox_dn: 0.202889 loss_giou_dn: 0.505829 loss_class_aux_dn: 2.146633 loss_bbox_aux_dn: 1.229739 loss_giou_aux_dn: 2.728992 loss: 18.157795 eta: 2 days, 13:13:13 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2705 images/s [04/14 16:39:44] ppdet.engine INFO: Epoch: [11] [3000/7329] learning_rate: 0.000100 loss_class: 0.596245 loss_bbox: 0.162310 loss_giou: 0.421868 loss_class_aux: 3.997980 loss_bbox_aux: 1.058906 loss_giou_aux: 2.787361 loss_class_dn: 0.347929 loss_bbox_dn: 0.205451 loss_giou_dn: 0.443331 loss_class_aux_dn: 1.898744 loss_bbox_aux_dn: 1.146297 loss_giou_aux_dn: 2.408015 loss: 15.624496 eta: 2 days, 13:12:39 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1871 images/s [04/14 16:40:24] ppdet.engine INFO: Epoch: [11] [3100/7329] learning_rate: 0.000100 loss_class: 0.688195 loss_bbox: 0.150142 loss_giou: 0.449920 loss_class_aux: 4.362078 loss_bbox_aux: 1.053815 loss_giou_aux: 2.906844 loss_class_dn: 0.384823 loss_bbox_dn: 0.196054 loss_giou_dn: 0.514871 loss_class_aux_dn: 2.004987 loss_bbox_aux_dn: 1.106074 loss_giou_aux_dn: 2.718009 loss: 17.724314 eta: 2 days, 13:12:03 batch_cost: 0.3557 data_cost: 0.0012 ips: 11.2449 images/s [04/14 16:41:04] ppdet.engine INFO: Epoch: [11] [3200/7329] learning_rate: 0.000100 loss_class: 0.584826 loss_bbox: 0.154432 loss_giou: 0.361147 loss_class_aux: 3.879526 loss_bbox_aux: 1.016485 loss_giou_aux: 2.357527 loss_class_dn: 0.327650 loss_bbox_dn: 0.190534 loss_giou_dn: 0.406173 loss_class_aux_dn: 1.773323 loss_bbox_aux_dn: 1.095643 loss_giou_aux_dn: 2.201918 loss: 14.963731 eta: 2 days, 13:11:28 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2412 images/s [04/14 16:41:43] ppdet.engine INFO: Epoch: [11] [3300/7329] learning_rate: 0.000100 loss_class: 0.633854 loss_bbox: 0.149068 loss_giou: 0.387649 loss_class_aux: 4.288604 loss_bbox_aux: 0.974845 loss_giou_aux: 2.500841 loss_class_dn: 0.344995 loss_bbox_dn: 0.186153 loss_giou_dn: 0.419339 loss_class_aux_dn: 1.854571 loss_bbox_aux_dn: 1.114142 loss_giou_aux_dn: 2.326461 loss: 16.061790 eta: 2 days, 13:10:48 batch_cost: 0.3488 data_cost: 0.0013 ips: 11.4667 images/s [04/14 16:42:22] ppdet.engine INFO: Epoch: [11] [3400/7329] learning_rate: 0.000100 loss_class: 0.672316 loss_bbox: 0.160463 loss_giou: 0.487252 loss_class_aux: 4.392826 loss_bbox_aux: 1.043143 loss_giou_aux: 3.025585 loss_class_dn: 0.387005 loss_bbox_dn: 0.186453 loss_giou_dn: 0.500075 loss_class_aux_dn: 2.084074 loss_bbox_aux_dn: 1.119733 loss_giou_aux_dn: 2.736166 loss: 17.953712 eta: 2 days, 13:10:10 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3315 images/s [04/14 16:43:01] ppdet.engine INFO: Epoch: [11] [3500/7329] learning_rate: 0.000100 loss_class: 0.631221 loss_bbox: 0.162232 loss_giou: 0.432778 loss_class_aux: 4.058982 loss_bbox_aux: 1.078626 loss_giou_aux: 2.799219 loss_class_dn: 0.359223 loss_bbox_dn: 0.213833 loss_giou_dn: 0.463767 loss_class_aux_dn: 1.891740 loss_bbox_aux_dn: 1.234997 loss_giou_aux_dn: 2.550391 loss: 17.263401 eta: 2 days, 13:09:34 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2706 images/s [04/14 16:43:41] ppdet.engine INFO: Epoch: [11] [3600/7329] learning_rate: 0.000100 loss_class: 0.602021 loss_bbox: 0.148771 loss_giou: 0.440700 loss_class_aux: 3.999076 loss_bbox_aux: 0.946048 loss_giou_aux: 2.752536 loss_class_dn: 0.351367 loss_bbox_dn: 0.188818 loss_giou_dn: 0.469180 loss_class_aux_dn: 1.894772 loss_bbox_aux_dn: 1.091339 loss_giou_aux_dn: 2.599502 loss: 16.232967 eta: 2 days, 13:08:58 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2778 images/s [04/14 16:44:20] ppdet.engine INFO: Epoch: [11] [3700/7329] learning_rate: 0.000100 loss_class: 0.637371 loss_bbox: 0.168410 loss_giou: 0.419375 loss_class_aux: 4.067706 loss_bbox_aux: 1.119302 loss_giou_aux: 2.730769 loss_class_dn: 0.360836 loss_bbox_dn: 0.218152 loss_giou_dn: 0.452068 loss_class_aux_dn: 1.941503 loss_bbox_aux_dn: 1.231974 loss_giou_aux_dn: 2.485382 loss: 16.113230 eta: 2 days, 13:08:19 batch_cost: 0.3499 data_cost: 0.0012 ips: 11.4318 images/s [04/14 16:44:59] ppdet.engine INFO: Epoch: [11] [3800/7329] learning_rate: 0.000100 loss_class: 0.627213 loss_bbox: 0.154839 loss_giou: 0.456687 loss_class_aux: 4.034156 loss_bbox_aux: 1.033817 loss_giou_aux: 2.849063 loss_class_dn: 0.360509 loss_bbox_dn: 0.216110 loss_giou_dn: 0.494428 loss_class_aux_dn: 1.920684 loss_bbox_aux_dn: 1.224734 loss_giou_aux_dn: 2.617727 loss: 16.959494 eta: 2 days, 13:07:40 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3745 images/s [04/14 16:45:38] ppdet.engine INFO: Epoch: [11] [3900/7329] learning_rate: 0.000100 loss_class: 0.635342 loss_bbox: 0.155679 loss_giou: 0.425677 loss_class_aux: 4.111616 loss_bbox_aux: 1.052364 loss_giou_aux: 2.713553 loss_class_dn: 0.364140 loss_bbox_dn: 0.200478 loss_giou_dn: 0.431458 loss_class_aux_dn: 1.982069 loss_bbox_aux_dn: 1.101109 loss_giou_aux_dn: 2.368860 loss: 16.064539 eta: 2 days, 13:07:02 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3868 images/s [04/14 16:46:17] ppdet.engine INFO: Epoch: [11] [4000/7329] learning_rate: 0.000100 loss_class: 0.618078 loss_bbox: 0.166871 loss_giou: 0.488542 loss_class_aux: 4.153987 loss_bbox_aux: 1.164039 loss_giou_aux: 3.085644 loss_class_dn: 0.387439 loss_bbox_dn: 0.208569 loss_giou_dn: 0.508530 loss_class_aux_dn: 2.089475 loss_bbox_aux_dn: 1.164940 loss_giou_aux_dn: 2.771307 loss: 17.661438 eta: 2 days, 13:06:23 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3900 images/s [04/14 16:46:57] ppdet.engine INFO: Epoch: [11] [4100/7329] learning_rate: 0.000100 loss_class: 0.623222 loss_bbox: 0.164084 loss_giou: 0.398410 loss_class_aux: 4.111324 loss_bbox_aux: 1.072199 loss_giou_aux: 2.523791 loss_class_dn: 0.354881 loss_bbox_dn: 0.203760 loss_giou_dn: 0.444184 loss_class_aux_dn: 1.867450 loss_bbox_aux_dn: 1.229161 loss_giou_aux_dn: 2.438282 loss: 15.519316 eta: 2 days, 13:05:48 batch_cost: 0.3553 data_cost: 0.0012 ips: 11.2574 images/s [04/14 16:47:36] ppdet.engine INFO: Epoch: [11] [4200/7329] learning_rate: 0.000100 loss_class: 0.672982 loss_bbox: 0.153339 loss_giou: 0.481485 loss_class_aux: 4.399108 loss_bbox_aux: 1.043477 loss_giou_aux: 3.072899 loss_class_dn: 0.393221 loss_bbox_dn: 0.173265 loss_giou_dn: 0.519888 loss_class_aux_dn: 2.070119 loss_bbox_aux_dn: 1.035865 loss_giou_aux_dn: 2.776725 loss: 17.615803 eta: 2 days, 13:05:12 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2786 images/s [04/14 16:48:16] ppdet.engine INFO: Epoch: [11] [4300/7329] learning_rate: 0.000100 loss_class: 0.627425 loss_bbox: 0.154682 loss_giou: 0.369271 loss_class_aux: 4.138274 loss_bbox_aux: 1.033339 loss_giou_aux: 2.282818 loss_class_dn: 0.341860 loss_bbox_dn: 0.217668 loss_giou_dn: 0.391198 loss_class_aux_dn: 1.861985 loss_bbox_aux_dn: 1.265548 loss_giou_aux_dn: 2.131135 loss: 15.122951 eta: 2 days, 13:04:34 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3505 images/s [04/14 16:48:55] ppdet.engine INFO: Epoch: [11] [4400/7329] learning_rate: 0.000100 loss_class: 0.662638 loss_bbox: 0.179401 loss_giou: 0.399411 loss_class_aux: 4.382156 loss_bbox_aux: 1.179541 loss_giou_aux: 2.566057 loss_class_dn: 0.365501 loss_bbox_dn: 0.219346 loss_giou_dn: 0.442722 loss_class_aux_dn: 1.950852 loss_bbox_aux_dn: 1.240428 loss_giou_aux_dn: 2.409505 loss: 16.658012 eta: 2 days, 13:03:59 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2331 images/s [04/14 16:49:35] ppdet.engine INFO: Epoch: [11] [4500/7329] learning_rate: 0.000100 loss_class: 0.652972 loss_bbox: 0.157403 loss_giou: 0.438963 loss_class_aux: 4.137051 loss_bbox_aux: 1.047415 loss_giou_aux: 2.724930 loss_class_dn: 0.366211 loss_bbox_dn: 0.188534 loss_giou_dn: 0.450804 loss_class_aux_dn: 1.934520 loss_bbox_aux_dn: 1.067242 loss_giou_aux_dn: 2.495819 loss: 16.740795 eta: 2 days, 13:03:21 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3578 images/s [04/14 16:50:14] ppdet.engine INFO: Epoch: [11] [4600/7329] learning_rate: 0.000100 loss_class: 0.640884 loss_bbox: 0.143232 loss_giou: 0.370139 loss_class_aux: 4.142800 loss_bbox_aux: 0.976638 loss_giou_aux: 2.476929 loss_class_dn: 0.347877 loss_bbox_dn: 0.176179 loss_giou_dn: 0.437121 loss_class_aux_dn: 1.830569 loss_bbox_aux_dn: 1.048151 loss_giou_aux_dn: 2.394918 loss: 15.820522 eta: 2 days, 13:02:45 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2597 images/s [04/14 16:50:53] ppdet.engine INFO: Epoch: [11] [4700/7329] learning_rate: 0.000100 loss_class: 0.610217 loss_bbox: 0.149522 loss_giou: 0.459743 loss_class_aux: 3.885226 loss_bbox_aux: 1.006933 loss_giou_aux: 2.939795 loss_class_dn: 0.359647 loss_bbox_dn: 0.175959 loss_giou_dn: 0.472153 loss_class_aux_dn: 1.916836 loss_bbox_aux_dn: 1.041805 loss_giou_aux_dn: 2.522032 loss: 16.098843 eta: 2 days, 13:02:08 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3411 images/s [04/14 16:51:33] ppdet.engine INFO: Epoch: [11] [4800/7329] learning_rate: 0.000100 loss_class: 0.620207 loss_bbox: 0.159764 loss_giou: 0.457958 loss_class_aux: 4.066142 loss_bbox_aux: 1.041556 loss_giou_aux: 2.920933 loss_class_dn: 0.382385 loss_bbox_dn: 0.178072 loss_giou_dn: 0.469817 loss_class_aux_dn: 2.026538 loss_bbox_aux_dn: 1.038877 loss_giou_aux_dn: 2.602022 loss: 17.740398 eta: 2 days, 13:01:31 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3223 images/s [04/14 16:52:12] ppdet.engine INFO: Epoch: [11] [4900/7329] learning_rate: 0.000100 loss_class: 0.595162 loss_bbox: 0.156876 loss_giou: 0.373157 loss_class_aux: 3.863811 loss_bbox_aux: 1.078505 loss_giou_aux: 2.340688 loss_class_dn: 0.352604 loss_bbox_dn: 0.221893 loss_giou_dn: 0.423221 loss_class_aux_dn: 1.887063 loss_bbox_aux_dn: 1.268759 loss_giou_aux_dn: 2.367922 loss: 15.864397 eta: 2 days, 13:00:51 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4189 images/s [04/14 16:52:51] ppdet.engine INFO: Epoch: [11] [5000/7329] learning_rate: 0.000100 loss_class: 0.612537 loss_bbox: 0.150084 loss_giou: 0.387933 loss_class_aux: 4.142707 loss_bbox_aux: 0.985414 loss_giou_aux: 2.451328 loss_class_dn: 0.365555 loss_bbox_dn: 0.186217 loss_giou_dn: 0.405487 loss_class_aux_dn: 1.883177 loss_bbox_aux_dn: 1.084533 loss_giou_aux_dn: 2.234308 loss: 15.784060 eta: 2 days, 13:00:17 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2257 images/s [04/14 16:53:31] ppdet.engine INFO: Epoch: [11] [5100/7329] learning_rate: 0.000100 loss_class: 0.652258 loss_bbox: 0.170302 loss_giou: 0.455577 loss_class_aux: 4.300499 loss_bbox_aux: 1.080991 loss_giou_aux: 2.869930 loss_class_dn: 0.370104 loss_bbox_dn: 0.207904 loss_giou_dn: 0.495311 loss_class_aux_dn: 1.967828 loss_bbox_aux_dn: 1.174748 loss_giou_aux_dn: 2.716065 loss: 16.227297 eta: 2 days, 12:59:38 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3715 images/s [04/14 16:54:10] ppdet.engine INFO: Epoch: [11] [5200/7329] learning_rate: 0.000100 loss_class: 0.603233 loss_bbox: 0.155330 loss_giou: 0.371172 loss_class_aux: 3.923616 loss_bbox_aux: 0.997469 loss_giou_aux: 2.389334 loss_class_dn: 0.350143 loss_bbox_dn: 0.190821 loss_giou_dn: 0.440545 loss_class_aux_dn: 1.846725 loss_bbox_aux_dn: 1.104695 loss_giou_aux_dn: 2.332600 loss: 15.460238 eta: 2 days, 12:59:01 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3543 images/s [04/14 16:54:50] ppdet.engine INFO: Epoch: [11] [5300/7329] learning_rate: 0.000100 loss_class: 0.602274 loss_bbox: 0.140237 loss_giou: 0.387536 loss_class_aux: 3.870888 loss_bbox_aux: 0.959752 loss_giou_aux: 2.455795 loss_class_dn: 0.308085 loss_bbox_dn: 0.178332 loss_giou_dn: 0.401338 loss_class_aux_dn: 1.662771 loss_bbox_aux_dn: 1.023506 loss_giou_aux_dn: 2.213034 loss: 14.572948 eta: 2 days, 12:58:26 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2028 images/s [04/14 16:55:29] ppdet.engine INFO: Epoch: [11] [5400/7329] learning_rate: 0.000100 loss_class: 0.615192 loss_bbox: 0.146170 loss_giou: 0.397564 loss_class_aux: 4.101696 loss_bbox_aux: 0.974996 loss_giou_aux: 2.518048 loss_class_dn: 0.353789 loss_bbox_dn: 0.189821 loss_giou_dn: 0.431435 loss_class_aux_dn: 1.852969 loss_bbox_aux_dn: 1.084481 loss_giou_aux_dn: 2.338229 loss: 15.725381 eta: 2 days, 12:57:50 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2921 images/s [04/14 16:56:08] ppdet.engine INFO: Epoch: [11] [5500/7329] learning_rate: 0.000100 loss_class: 0.637967 loss_bbox: 0.154036 loss_giou: 0.422345 loss_class_aux: 4.190445 loss_bbox_aux: 0.985215 loss_giou_aux: 2.643978 loss_class_dn: 0.340822 loss_bbox_dn: 0.183668 loss_giou_dn: 0.427811 loss_class_aux_dn: 1.793347 loss_bbox_aux_dn: 1.088740 loss_giou_aux_dn: 2.346783 loss: 15.262703 eta: 2 days, 12:57:12 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3531 images/s [04/14 16:56:48] ppdet.engine INFO: Epoch: [11] [5600/7329] learning_rate: 0.000100 loss_class: 0.576961 loss_bbox: 0.146201 loss_giou: 0.425015 loss_class_aux: 3.778358 loss_bbox_aux: 0.966948 loss_giou_aux: 2.659391 loss_class_dn: 0.338672 loss_bbox_dn: 0.178313 loss_giou_dn: 0.437896 loss_class_aux_dn: 1.785173 loss_bbox_aux_dn: 1.056223 loss_giou_aux_dn: 2.360468 loss: 15.588881 eta: 2 days, 12:56:36 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2980 images/s [04/14 16:57:27] ppdet.engine INFO: Epoch: [11] [5700/7329] learning_rate: 0.000100 loss_class: 0.627362 loss_bbox: 0.173600 loss_giou: 0.446398 loss_class_aux: 4.083364 loss_bbox_aux: 1.039416 loss_giou_aux: 2.688983 loss_class_dn: 0.356726 loss_bbox_dn: 0.215686 loss_giou_dn: 0.456419 loss_class_aux_dn: 1.901777 loss_bbox_aux_dn: 1.204570 loss_giou_aux_dn: 2.478209 loss: 16.328659 eta: 2 days, 12:55:59 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3096 images/s [04/14 16:58:07] ppdet.engine INFO: Epoch: [11] [5800/7329] learning_rate: 0.000100 loss_class: 0.653388 loss_bbox: 0.178059 loss_giou: 0.419609 loss_class_aux: 4.432084 loss_bbox_aux: 1.132168 loss_giou_aux: 2.662863 loss_class_dn: 0.376908 loss_bbox_dn: 0.202189 loss_giou_dn: 0.445284 loss_class_aux_dn: 2.007104 loss_bbox_aux_dn: 1.160682 loss_giou_aux_dn: 2.462596 loss: 16.731426 eta: 2 days, 12:55:24 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2242 images/s [04/14 16:58:46] ppdet.engine INFO: Epoch: [11] [5900/7329] learning_rate: 0.000100 loss_class: 0.553527 loss_bbox: 0.162224 loss_giou: 0.392194 loss_class_aux: 3.635936 loss_bbox_aux: 1.023056 loss_giou_aux: 2.517428 loss_class_dn: 0.317216 loss_bbox_dn: 0.184339 loss_giou_dn: 0.390239 loss_class_aux_dn: 1.691252 loss_bbox_aux_dn: 1.033118 loss_giou_aux_dn: 2.126443 loss: 14.957739 eta: 2 days, 12:54:47 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3413 images/s [04/14 16:59:25] ppdet.engine INFO: Epoch: [11] [6000/7329] learning_rate: 0.000100 loss_class: 0.712760 loss_bbox: 0.156601 loss_giou: 0.378260 loss_class_aux: 4.532452 loss_bbox_aux: 0.998263 loss_giou_aux: 2.419528 loss_class_dn: 0.369862 loss_bbox_dn: 0.203688 loss_giou_dn: 0.437113 loss_class_aux_dn: 1.957567 loss_bbox_aux_dn: 1.194823 loss_giou_aux_dn: 2.381518 loss: 15.977541 eta: 2 days, 12:54:09 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3508 images/s [04/14 17:00:05] ppdet.engine INFO: Epoch: [11] [6100/7329] learning_rate: 0.000100 loss_class: 0.616219 loss_bbox: 0.146584 loss_giou: 0.468512 loss_class_aux: 4.084119 loss_bbox_aux: 1.021622 loss_giou_aux: 2.962864 loss_class_dn: 0.378313 loss_bbox_dn: 0.185247 loss_giou_dn: 0.486123 loss_class_aux_dn: 1.976470 loss_bbox_aux_dn: 1.053824 loss_giou_aux_dn: 2.673482 loss: 16.992706 eta: 2 days, 12:53:31 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3702 images/s [04/14 17:00:44] ppdet.engine INFO: Epoch: [11] [6200/7329] learning_rate: 0.000100 loss_class: 0.732826 loss_bbox: 0.184863 loss_giou: 0.461061 loss_class_aux: 4.630441 loss_bbox_aux: 1.178433 loss_giou_aux: 2.977806 loss_class_dn: 0.416061 loss_bbox_dn: 0.209626 loss_giou_dn: 0.500636 loss_class_aux_dn: 2.190566 loss_bbox_aux_dn: 1.199076 loss_giou_aux_dn: 2.827944 loss: 18.572044 eta: 2 days, 12:52:55 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2910 images/s [04/14 17:01:24] ppdet.engine INFO: Epoch: [11] [6300/7329] learning_rate: 0.000100 loss_class: 0.674344 loss_bbox: 0.142767 loss_giou: 0.404439 loss_class_aux: 4.351245 loss_bbox_aux: 0.935364 loss_giou_aux: 2.661220 loss_class_dn: 0.372513 loss_bbox_dn: 0.187678 loss_giou_dn: 0.448866 loss_class_aux_dn: 1.978836 loss_bbox_aux_dn: 1.120201 loss_giou_aux_dn: 2.439285 loss: 16.328533 eta: 2 days, 12:52:19 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2740 images/s [04/14 17:02:03] ppdet.engine INFO: Epoch: [11] [6400/7329] learning_rate: 0.000100 loss_class: 0.641000 loss_bbox: 0.153755 loss_giou: 0.451370 loss_class_aux: 4.184740 loss_bbox_aux: 1.017893 loss_giou_aux: 2.904942 loss_class_dn: 0.382380 loss_bbox_dn: 0.190353 loss_giou_dn: 0.462083 loss_class_aux_dn: 1.967672 loss_bbox_aux_dn: 1.109701 loss_giou_aux_dn: 2.555562 loss: 16.503267 eta: 2 days, 12:51:44 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2274 images/s [04/14 17:02:43] ppdet.engine INFO: Epoch: [11] [6500/7329] learning_rate: 0.000100 loss_class: 0.637160 loss_bbox: 0.161790 loss_giou: 0.444405 loss_class_aux: 4.149418 loss_bbox_aux: 1.073458 loss_giou_aux: 2.785340 loss_class_dn: 0.359544 loss_bbox_dn: 0.192777 loss_giou_dn: 0.457927 loss_class_aux_dn: 1.920635 loss_bbox_aux_dn: 1.099749 loss_giou_aux_dn: 2.555130 loss: 16.438744 eta: 2 days, 12:51:09 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2410 images/s [04/14 17:03:23] ppdet.engine INFO: Epoch: [11] [6600/7329] learning_rate: 0.000100 loss_class: 0.652757 loss_bbox: 0.170030 loss_giou: 0.389496 loss_class_aux: 4.377594 loss_bbox_aux: 1.135931 loss_giou_aux: 2.477825 loss_class_dn: 0.353297 loss_bbox_dn: 0.229567 loss_giou_dn: 0.460518 loss_class_aux_dn: 1.915072 loss_bbox_aux_dn: 1.333309 loss_giou_aux_dn: 2.490231 loss: 16.543949 eta: 2 days, 12:50:33 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2418 images/s [04/14 17:04:02] ppdet.engine INFO: Epoch: [11] [6700/7329] learning_rate: 0.000100 loss_class: 0.638250 loss_bbox: 0.148033 loss_giou: 0.391045 loss_class_aux: 4.120179 loss_bbox_aux: 1.021965 loss_giou_aux: 2.537580 loss_class_dn: 0.367376 loss_bbox_dn: 0.167535 loss_giou_dn: 0.427615 loss_class_aux_dn: 1.962210 loss_bbox_aux_dn: 1.050283 loss_giou_aux_dn: 2.324517 loss: 16.533249 eta: 2 days, 12:49:56 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3337 images/s [04/14 17:04:41] ppdet.engine INFO: Epoch: [11] [6800/7329] learning_rate: 0.000100 loss_class: 0.687730 loss_bbox: 0.174899 loss_giou: 0.442413 loss_class_aux: 4.662364 loss_bbox_aux: 1.146204 loss_giou_aux: 2.836284 loss_class_dn: 0.384775 loss_bbox_dn: 0.205907 loss_giou_dn: 0.467784 loss_class_aux_dn: 2.046452 loss_bbox_aux_dn: 1.181685 loss_giou_aux_dn: 2.581556 loss: 17.500784 eta: 2 days, 12:49:19 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3078 images/s [04/14 17:05:21] ppdet.engine INFO: Epoch: [11] [6900/7329] learning_rate: 0.000100 loss_class: 0.663236 loss_bbox: 0.165992 loss_giou: 0.423575 loss_class_aux: 4.075356 loss_bbox_aux: 1.088890 loss_giou_aux: 2.766995 loss_class_dn: 0.367064 loss_bbox_dn: 0.192601 loss_giou_dn: 0.457474 loss_class_aux_dn: 1.932744 loss_bbox_aux_dn: 1.117348 loss_giou_aux_dn: 2.496228 loss: 17.252064 eta: 2 days, 12:48:44 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2488 images/s [04/14 17:06:00] ppdet.engine INFO: Epoch: [11] [7000/7329] learning_rate: 0.000100 loss_class: 0.600909 loss_bbox: 0.177127 loss_giou: 0.503829 loss_class_aux: 4.046173 loss_bbox_aux: 1.125905 loss_giou_aux: 3.316829 loss_class_dn: 0.372613 loss_bbox_dn: 0.210124 loss_giou_dn: 0.500411 loss_class_aux_dn: 1.964176 loss_bbox_aux_dn: 1.225967 loss_giou_aux_dn: 2.684093 loss: 17.165749 eta: 2 days, 12:48:06 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3760 images/s [04/14 17:06:39] ppdet.engine INFO: Epoch: [11] [7100/7329] learning_rate: 0.000100 loss_class: 0.688761 loss_bbox: 0.147626 loss_giou: 0.496132 loss_class_aux: 4.362625 loss_bbox_aux: 1.007848 loss_giou_aux: 3.123603 loss_class_dn: 0.378257 loss_bbox_dn: 0.174215 loss_giou_dn: 0.525040 loss_class_aux_dn: 1.978054 loss_bbox_aux_dn: 1.035224 loss_giou_aux_dn: 2.813819 loss: 17.858418 eta: 2 days, 12:47:26 batch_cost: 0.3488 data_cost: 0.0012 ips: 11.4673 images/s [04/14 17:07:18] ppdet.engine INFO: Epoch: [11] [7200/7329] learning_rate: 0.000100 loss_class: 0.557616 loss_bbox: 0.147521 loss_giou: 0.399905 loss_class_aux: 3.554741 loss_bbox_aux: 0.987717 loss_giou_aux: 2.496737 loss_class_dn: 0.309456 loss_bbox_dn: 0.185441 loss_giou_dn: 0.421007 loss_class_aux_dn: 1.677693 loss_bbox_aux_dn: 1.068731 loss_giou_aux_dn: 2.274936 loss: 14.598250 eta: 2 days, 12:46:49 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3266 images/s [04/14 17:07:58] ppdet.engine INFO: Epoch: [11] [7300/7329] learning_rate: 0.000100 loss_class: 0.642115 loss_bbox: 0.187747 loss_giou: 0.465447 loss_class_aux: 4.196224 loss_bbox_aux: 1.239499 loss_giou_aux: 2.893837 loss_class_dn: 0.370512 loss_bbox_dn: 0.224081 loss_giou_dn: 0.477242 loss_class_aux_dn: 1.976215 loss_bbox_aux_dn: 1.270659 loss_giou_aux_dn: 2.541460 loss: 16.959824 eta: 2 days, 12:46:12 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3330 images/s [04/14 17:08:12] ppdet.engine INFO: Eval iter: 0 [04/14 17:08:24] ppdet.engine INFO: Eval iter: 100 [04/14 17:08:35] ppdet.engine INFO: Eval iter: 200 [04/14 17:08:47] ppdet.engine INFO: Eval iter: 300 [04/14 17:08:59] ppdet.engine INFO: Eval iter: 400 [04/14 17:09:10] ppdet.engine INFO: Eval iter: 500 [04/14 17:09:22] ppdet.engine INFO: Eval iter: 600 [04/14 17:09:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.89s) creating index... index created! [04/14 17:09:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.48s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.39s). Accumulating evaluation results... DONE (t=15.55s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.506 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.689 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.549 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.691 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.381 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 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.500 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.758 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 [04/14 17:11:27] ppdet.engine INFO: Total sample number: 5000, average FPS: 68.27610419339962 [04/14 17:11:27] ppdet.engine INFO: Best test bbox ap is 0.506. [04/14 17:11:29] ppdet.engine INFO: Epoch: [12] [ 0/7329] learning_rate: 0.000100 loss_class: 0.673027 loss_bbox: 0.188779 loss_giou: 0.481679 loss_class_aux: 4.492259 loss_bbox_aux: 1.252429 loss_giou_aux: 3.045816 loss_class_dn: 0.392967 loss_bbox_dn: 0.235961 loss_giou_dn: 0.510358 loss_class_aux_dn: 2.114581 loss_bbox_aux_dn: 1.278375 loss_giou_aux_dn: 2.788781 loss: 17.759502 eta: 2 days, 12:46:00 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3352 images/s [04/14 17:12:09] ppdet.engine INFO: Epoch: [12] [ 100/7329] learning_rate: 0.000100 loss_class: 0.648265 loss_bbox: 0.165461 loss_giou: 0.391809 loss_class_aux: 4.251254 loss_bbox_aux: 1.100709 loss_giou_aux: 2.496500 loss_class_dn: 0.348073 loss_bbox_dn: 0.220442 loss_giou_dn: 0.440309 loss_class_aux_dn: 1.867730 loss_bbox_aux_dn: 1.199016 loss_giou_aux_dn: 2.406692 loss: 15.901966 eta: 2 days, 12:45:26 batch_cost: 0.3572 data_cost: 0.0012 ips: 11.1997 images/s [04/14 17:12:49] ppdet.engine INFO: Epoch: [12] [ 200/7329] learning_rate: 0.000100 loss_class: 0.591993 loss_bbox: 0.131061 loss_giou: 0.372771 loss_class_aux: 3.832704 loss_bbox_aux: 0.881431 loss_giou_aux: 2.409498 loss_class_dn: 0.316229 loss_bbox_dn: 0.171824 loss_giou_dn: 0.401250 loss_class_aux_dn: 1.656176 loss_bbox_aux_dn: 0.999629 loss_giou_aux_dn: 2.204926 loss: 15.036078 eta: 2 days, 12:44:52 batch_cost: 0.3580 data_cost: 0.0014 ips: 11.1739 images/s [04/14 17:13:28] ppdet.engine INFO: Epoch: [12] [ 300/7329] learning_rate: 0.000100 loss_class: 0.672915 loss_bbox: 0.182099 loss_giou: 0.451389 loss_class_aux: 4.404226 loss_bbox_aux: 1.221874 loss_giou_aux: 2.779977 loss_class_dn: 0.369306 loss_bbox_dn: 0.253198 loss_giou_dn: 0.472453 loss_class_aux_dn: 2.004130 loss_bbox_aux_dn: 1.443783 loss_giou_aux_dn: 2.569689 loss: 17.420444 eta: 2 days, 12:44:15 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3430 images/s [04/14 17:14:08] ppdet.engine INFO: Epoch: [12] [ 400/7329] learning_rate: 0.000100 loss_class: 0.606987 loss_bbox: 0.146744 loss_giou: 0.445077 loss_class_aux: 3.909867 loss_bbox_aux: 1.022451 loss_giou_aux: 2.837702 loss_class_dn: 0.373011 loss_bbox_dn: 0.196455 loss_giou_dn: 0.474363 loss_class_aux_dn: 2.028593 loss_bbox_aux_dn: 1.109808 loss_giou_aux_dn: 2.613169 loss: 16.315081 eta: 2 days, 12:43:40 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2502 images/s [04/14 17:14:47] ppdet.engine INFO: Epoch: [12] [ 500/7329] learning_rate: 0.000100 loss_class: 0.643224 loss_bbox: 0.150417 loss_giou: 0.463352 loss_class_aux: 4.179254 loss_bbox_aux: 0.978838 loss_giou_aux: 2.896809 loss_class_dn: 0.364534 loss_bbox_dn: 0.207753 loss_giou_dn: 0.466376 loss_class_aux_dn: 1.979100 loss_bbox_aux_dn: 1.139021 loss_giou_aux_dn: 2.559496 loss: 16.805038 eta: 2 days, 12:43:03 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3173 images/s [04/14 17:15:27] ppdet.engine INFO: Epoch: [12] [ 600/7329] learning_rate: 0.000100 loss_class: 0.652627 loss_bbox: 0.152772 loss_giou: 0.486536 loss_class_aux: 4.109609 loss_bbox_aux: 1.029224 loss_giou_aux: 3.073850 loss_class_dn: 0.376936 loss_bbox_dn: 0.191471 loss_giou_dn: 0.481709 loss_class_aux_dn: 2.037240 loss_bbox_aux_dn: 1.124763 loss_giou_aux_dn: 2.665002 loss: 17.110783 eta: 2 days, 12:42:26 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3280 images/s [04/14 17:16:06] ppdet.engine INFO: Epoch: [12] [ 700/7329] learning_rate: 0.000100 loss_class: 0.641188 loss_bbox: 0.141383 loss_giou: 0.410307 loss_class_aux: 4.194000 loss_bbox_aux: 0.969474 loss_giou_aux: 2.638212 loss_class_dn: 0.342553 loss_bbox_dn: 0.181744 loss_giou_dn: 0.431902 loss_class_aux_dn: 1.898153 loss_bbox_aux_dn: 1.064679 loss_giou_aux_dn: 2.407917 loss: 15.426567 eta: 2 days, 12:41:52 batch_cost: 0.3587 data_cost: 0.0013 ips: 11.1520 images/s [04/14 17:16:46] ppdet.engine INFO: Epoch: [12] [ 800/7329] learning_rate: 0.000100 loss_class: 0.550528 loss_bbox: 0.156910 loss_giou: 0.372412 loss_class_aux: 3.669780 loss_bbox_aux: 1.007904 loss_giou_aux: 2.405875 loss_class_dn: 0.308708 loss_bbox_dn: 0.181368 loss_giou_dn: 0.387637 loss_class_aux_dn: 1.657786 loss_bbox_aux_dn: 1.068791 loss_giou_aux_dn: 2.108705 loss: 13.881788 eta: 2 days, 12:41:15 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3571 images/s [04/14 17:17:25] ppdet.engine INFO: Epoch: [12] [ 900/7329] learning_rate: 0.000100 loss_class: 0.614770 loss_bbox: 0.152176 loss_giou: 0.424693 loss_class_aux: 3.971817 loss_bbox_aux: 1.006599 loss_giou_aux: 2.666180 loss_class_dn: 0.343417 loss_bbox_dn: 0.196225 loss_giou_dn: 0.440859 loss_class_aux_dn: 1.835719 loss_bbox_aux_dn: 1.093995 loss_giou_aux_dn: 2.377444 loss: 15.864063 eta: 2 days, 12:40:39 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2450 images/s [04/14 17:18:05] ppdet.engine INFO: Epoch: [12] [1000/7329] learning_rate: 0.000100 loss_class: 0.605957 loss_bbox: 0.151284 loss_giou: 0.367963 loss_class_aux: 4.020987 loss_bbox_aux: 1.015417 loss_giou_aux: 2.344434 loss_class_dn: 0.334389 loss_bbox_dn: 0.203589 loss_giou_dn: 0.379424 loss_class_aux_dn: 1.832769 loss_bbox_aux_dn: 1.180303 loss_giou_aux_dn: 2.091671 loss: 15.139489 eta: 2 days, 12:40:02 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3381 images/s [04/14 17:18:44] ppdet.engine INFO: Epoch: [12] [1100/7329] learning_rate: 0.000100 loss_class: 0.566977 loss_bbox: 0.139495 loss_giou: 0.365047 loss_class_aux: 3.755814 loss_bbox_aux: 0.882962 loss_giou_aux: 2.323906 loss_class_dn: 0.321451 loss_bbox_dn: 0.169728 loss_giou_dn: 0.400263 loss_class_aux_dn: 1.661229 loss_bbox_aux_dn: 1.086710 loss_giou_aux_dn: 2.199407 loss: 13.947709 eta: 2 days, 12:39:27 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2552 images/s [04/14 17:19:24] ppdet.engine INFO: Epoch: [12] [1200/7329] learning_rate: 0.000100 loss_class: 0.562243 loss_bbox: 0.147815 loss_giou: 0.368435 loss_class_aux: 3.801162 loss_bbox_aux: 0.960484 loss_giou_aux: 2.392617 loss_class_dn: 0.317780 loss_bbox_dn: 0.185530 loss_giou_dn: 0.402688 loss_class_aux_dn: 1.713601 loss_bbox_aux_dn: 1.063437 loss_giou_aux_dn: 2.200512 loss: 14.295250 eta: 2 days, 12:38:50 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3029 images/s [04/14 17:20:03] ppdet.engine INFO: Epoch: [12] [1300/7329] learning_rate: 0.000100 loss_class: 0.596520 loss_bbox: 0.133429 loss_giou: 0.378545 loss_class_aux: 3.998103 loss_bbox_aux: 0.899822 loss_giou_aux: 2.457213 loss_class_dn: 0.337946 loss_bbox_dn: 0.161385 loss_giou_dn: 0.410756 loss_class_aux_dn: 1.811124 loss_bbox_aux_dn: 0.964384 loss_giou_aux_dn: 2.259175 loss: 15.009367 eta: 2 days, 12:38:12 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3899 images/s [04/14 17:20:42] ppdet.engine INFO: Epoch: [12] [1400/7329] learning_rate: 0.000100 loss_class: 0.556792 loss_bbox: 0.147148 loss_giou: 0.419676 loss_class_aux: 3.632443 loss_bbox_aux: 0.923735 loss_giou_aux: 2.618906 loss_class_dn: 0.314991 loss_bbox_dn: 0.178942 loss_giou_dn: 0.423495 loss_class_aux_dn: 1.687272 loss_bbox_aux_dn: 1.073673 loss_giou_aux_dn: 2.238798 loss: 14.577307 eta: 2 days, 12:37:36 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2845 images/s [04/14 17:21:22] ppdet.engine INFO: Epoch: [12] [1500/7329] learning_rate: 0.000100 loss_class: 0.664477 loss_bbox: 0.178517 loss_giou: 0.424226 loss_class_aux: 4.142575 loss_bbox_aux: 1.155166 loss_giou_aux: 2.736796 loss_class_dn: 0.363974 loss_bbox_dn: 0.218431 loss_giou_dn: 0.448396 loss_class_aux_dn: 1.902819 loss_bbox_aux_dn: 1.240036 loss_giou_aux_dn: 2.367120 loss: 16.426897 eta: 2 days, 12:36:59 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3208 images/s [04/14 17:22:01] ppdet.engine INFO: Epoch: [12] [1600/7329] learning_rate: 0.000100 loss_class: 0.699152 loss_bbox: 0.171871 loss_giou: 0.459368 loss_class_aux: 4.563680 loss_bbox_aux: 1.077836 loss_giou_aux: 3.062966 loss_class_dn: 0.401829 loss_bbox_dn: 0.197716 loss_giou_dn: 0.526682 loss_class_aux_dn: 2.149750 loss_bbox_aux_dn: 1.131659 loss_giou_aux_dn: 2.801818 loss: 18.018805 eta: 2 days, 12:36:21 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3585 images/s [04/14 17:22:40] ppdet.engine INFO: Epoch: [12] [1700/7329] learning_rate: 0.000100 loss_class: 0.586201 loss_bbox: 0.138822 loss_giou: 0.418792 loss_class_aux: 3.796245 loss_bbox_aux: 0.931099 loss_giou_aux: 2.675327 loss_class_dn: 0.358298 loss_bbox_dn: 0.188407 loss_giou_dn: 0.426935 loss_class_aux_dn: 1.877891 loss_bbox_aux_dn: 1.112601 loss_giou_aux_dn: 2.348393 loss: 15.240518 eta: 2 days, 12:35:46 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2518 images/s [04/14 17:23:20] ppdet.engine INFO: Epoch: [12] [1800/7329] learning_rate: 0.000100 loss_class: 0.557426 loss_bbox: 0.138491 loss_giou: 0.397632 loss_class_aux: 3.680849 loss_bbox_aux: 0.900154 loss_giou_aux: 2.470971 loss_class_dn: 0.337683 loss_bbox_dn: 0.187222 loss_giou_dn: 0.415521 loss_class_aux_dn: 1.805755 loss_bbox_aux_dn: 1.087841 loss_giou_aux_dn: 2.284481 loss: 14.729115 eta: 2 days, 12:35:08 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3524 images/s [04/14 17:23:59] ppdet.engine INFO: Epoch: [12] [1900/7329] learning_rate: 0.000100 loss_class: 0.584905 loss_bbox: 0.154568 loss_giou: 0.431917 loss_class_aux: 3.814546 loss_bbox_aux: 0.998264 loss_giou_aux: 2.726820 loss_class_dn: 0.344471 loss_bbox_dn: 0.178242 loss_giou_dn: 0.443308 loss_class_aux_dn: 1.818052 loss_bbox_aux_dn: 1.032969 loss_giou_aux_dn: 2.382720 loss: 15.888285 eta: 2 days, 12:34:31 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3194 images/s [04/14 17:24:38] ppdet.engine INFO: Epoch: [12] [2000/7329] learning_rate: 0.000100 loss_class: 0.659668 loss_bbox: 0.163543 loss_giou: 0.477436 loss_class_aux: 4.219309 loss_bbox_aux: 1.082402 loss_giou_aux: 3.016111 loss_class_dn: 0.378363 loss_bbox_dn: 0.197017 loss_giou_dn: 0.481971 loss_class_aux_dn: 1.973656 loss_bbox_aux_dn: 1.130325 loss_giou_aux_dn: 2.660195 loss: 16.522644 eta: 2 days, 12:33:55 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2871 images/s [04/14 17:25:18] ppdet.engine INFO: Epoch: [12] [2100/7329] learning_rate: 0.000100 loss_class: 0.621566 loss_bbox: 0.157481 loss_giou: 0.386250 loss_class_aux: 3.908399 loss_bbox_aux: 1.034188 loss_giou_aux: 2.490988 loss_class_dn: 0.334632 loss_bbox_dn: 0.187296 loss_giou_dn: 0.419691 loss_class_aux_dn: 1.782702 loss_bbox_aux_dn: 1.084362 loss_giou_aux_dn: 2.336586 loss: 15.780959 eta: 2 days, 12:33:20 batch_cost: 0.3563 data_cost: 0.0012 ips: 11.2263 images/s [04/14 17:25:58] ppdet.engine INFO: Epoch: [12] [2200/7329] learning_rate: 0.000100 loss_class: 0.620687 loss_bbox: 0.148742 loss_giou: 0.475540 loss_class_aux: 4.000745 loss_bbox_aux: 1.010967 loss_giou_aux: 3.051866 loss_class_dn: 0.359746 loss_bbox_dn: 0.191980 loss_giou_dn: 0.475857 loss_class_aux_dn: 1.922575 loss_bbox_aux_dn: 1.047505 loss_giou_aux_dn: 2.597531 loss: 16.152496 eta: 2 days, 12:32:46 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2129 images/s [04/14 17:26:38] ppdet.engine INFO: Epoch: [12] [2300/7329] learning_rate: 0.000100 loss_class: 0.584841 loss_bbox: 0.139556 loss_giou: 0.353217 loss_class_aux: 3.743056 loss_bbox_aux: 0.913109 loss_giou_aux: 2.279101 loss_class_dn: 0.314510 loss_bbox_dn: 0.191978 loss_giou_dn: 0.402620 loss_class_aux_dn: 1.724351 loss_bbox_aux_dn: 1.079994 loss_giou_aux_dn: 2.155942 loss: 14.467081 eta: 2 days, 12:32:11 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1969 images/s [04/14 17:27:17] ppdet.engine INFO: Epoch: [12] [2400/7329] learning_rate: 0.000100 loss_class: 0.602898 loss_bbox: 0.155563 loss_giou: 0.410674 loss_class_aux: 4.042075 loss_bbox_aux: 1.008913 loss_giou_aux: 2.599345 loss_class_dn: 0.363201 loss_bbox_dn: 0.189006 loss_giou_dn: 0.450375 loss_class_aux_dn: 1.956464 loss_bbox_aux_dn: 1.062323 loss_giou_aux_dn: 2.501786 loss: 15.779519 eta: 2 days, 12:31:36 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2407 images/s [04/14 17:27:57] ppdet.engine INFO: Epoch: [12] [2500/7329] learning_rate: 0.000100 loss_class: 0.672347 loss_bbox: 0.167409 loss_giou: 0.461185 loss_class_aux: 4.423793 loss_bbox_aux: 1.084964 loss_giou_aux: 2.973364 loss_class_dn: 0.390950 loss_bbox_dn: 0.198156 loss_giou_dn: 0.498641 loss_class_aux_dn: 2.117532 loss_bbox_aux_dn: 1.139229 loss_giou_aux_dn: 2.726138 loss: 17.815598 eta: 2 days, 12:31:00 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3049 images/s [04/14 17:28:36] ppdet.engine INFO: Epoch: [12] [2600/7329] learning_rate: 0.000100 loss_class: 0.666317 loss_bbox: 0.161728 loss_giou: 0.529238 loss_class_aux: 4.256703 loss_bbox_aux: 1.019747 loss_giou_aux: 3.317805 loss_class_dn: 0.390193 loss_bbox_dn: 0.185706 loss_giou_dn: 0.509500 loss_class_aux_dn: 2.121197 loss_bbox_aux_dn: 1.080382 loss_giou_aux_dn: 2.818359 loss: 18.465744 eta: 2 days, 12:30:22 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3610 images/s [04/14 17:29:15] ppdet.engine INFO: Epoch: [12] [2700/7329] learning_rate: 0.000100 loss_class: 0.555827 loss_bbox: 0.136981 loss_giou: 0.324677 loss_class_aux: 3.683403 loss_bbox_aux: 0.928488 loss_giou_aux: 2.054539 loss_class_dn: 0.338844 loss_bbox_dn: 0.182133 loss_giou_dn: 0.353352 loss_class_aux_dn: 1.833568 loss_bbox_aux_dn: 1.074880 loss_giou_aux_dn: 1.982750 loss: 14.438722 eta: 2 days, 12:29:44 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3609 images/s [04/14 17:29:54] ppdet.engine INFO: Epoch: [12] [2800/7329] learning_rate: 0.000100 loss_class: 0.601603 loss_bbox: 0.162102 loss_giou: 0.382660 loss_class_aux: 4.099676 loss_bbox_aux: 1.066542 loss_giou_aux: 2.455540 loss_class_dn: 0.359087 loss_bbox_dn: 0.206146 loss_giou_dn: 0.441636 loss_class_aux_dn: 1.900056 loss_bbox_aux_dn: 1.204022 loss_giou_aux_dn: 2.392858 loss: 16.708626 eta: 2 days, 12:29:06 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3859 images/s [04/14 17:30:34] ppdet.engine INFO: Epoch: [12] [2900/7329] learning_rate: 0.000100 loss_class: 0.559522 loss_bbox: 0.145888 loss_giou: 0.353134 loss_class_aux: 3.660676 loss_bbox_aux: 0.974314 loss_giou_aux: 2.235344 loss_class_dn: 0.313014 loss_bbox_dn: 0.191290 loss_giou_dn: 0.379605 loss_class_aux_dn: 1.645866 loss_bbox_aux_dn: 1.119438 loss_giou_aux_dn: 2.131992 loss: 14.414161 eta: 2 days, 12:28:30 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2845 images/s [04/14 17:31:13] ppdet.engine INFO: Epoch: [12] [3000/7329] learning_rate: 0.000100 loss_class: 0.619539 loss_bbox: 0.163876 loss_giou: 0.390271 loss_class_aux: 3.976157 loss_bbox_aux: 1.031540 loss_giou_aux: 2.520366 loss_class_dn: 0.364661 loss_bbox_dn: 0.205420 loss_giou_dn: 0.440069 loss_class_aux_dn: 1.943070 loss_bbox_aux_dn: 1.183355 loss_giou_aux_dn: 2.397329 loss: 15.882405 eta: 2 days, 12:27:52 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3442 images/s [04/14 17:31:52] ppdet.engine INFO: Epoch: [12] [3100/7329] learning_rate: 0.000100 loss_class: 0.665412 loss_bbox: 0.155263 loss_giou: 0.487570 loss_class_aux: 4.344072 loss_bbox_aux: 1.047033 loss_giou_aux: 3.166044 loss_class_dn: 0.390244 loss_bbox_dn: 0.195169 loss_giou_dn: 0.503462 loss_class_aux_dn: 2.110749 loss_bbox_aux_dn: 1.116611 loss_giou_aux_dn: 2.771224 loss: 17.906006 eta: 2 days, 12:27:15 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3613 images/s [04/14 17:32:32] ppdet.engine INFO: Epoch: [12] [3200/7329] learning_rate: 0.000100 loss_class: 0.630413 loss_bbox: 0.141517 loss_giou: 0.389266 loss_class_aux: 4.135523 loss_bbox_aux: 0.919352 loss_giou_aux: 2.566782 loss_class_dn: 0.352189 loss_bbox_dn: 0.179094 loss_giou_dn: 0.439270 loss_class_aux_dn: 1.896722 loss_bbox_aux_dn: 1.098548 loss_giou_aux_dn: 2.381714 loss: 16.067062 eta: 2 days, 12:26:41 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1851 images/s [04/14 17:33:11] ppdet.engine INFO: Epoch: [12] [3300/7329] learning_rate: 0.000100 loss_class: 0.657782 loss_bbox: 0.153441 loss_giou: 0.398510 loss_class_aux: 4.114271 loss_bbox_aux: 1.003276 loss_giou_aux: 2.546780 loss_class_dn: 0.368726 loss_bbox_dn: 0.197315 loss_giou_dn: 0.446090 loss_class_aux_dn: 1.956875 loss_bbox_aux_dn: 1.142334 loss_giou_aux_dn: 2.498652 loss: 17.021757 eta: 2 days, 12:26:02 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4071 images/s [04/14 17:33:50] ppdet.engine INFO: Epoch: [12] [3400/7329] learning_rate: 0.000100 loss_class: 0.673778 loss_bbox: 0.152928 loss_giou: 0.476925 loss_class_aux: 4.243118 loss_bbox_aux: 0.958040 loss_giou_aux: 3.115086 loss_class_dn: 0.376374 loss_bbox_dn: 0.190722 loss_giou_dn: 0.470920 loss_class_aux_dn: 2.031581 loss_bbox_aux_dn: 1.082284 loss_giou_aux_dn: 2.472577 loss: 16.843174 eta: 2 days, 12:25:25 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3394 images/s [04/14 17:34:29] ppdet.engine INFO: Epoch: [12] [3500/7329] learning_rate: 0.000100 loss_class: 0.698503 loss_bbox: 0.164292 loss_giou: 0.443717 loss_class_aux: 4.526985 loss_bbox_aux: 1.039798 loss_giou_aux: 2.748598 loss_class_dn: 0.377076 loss_bbox_dn: 0.196570 loss_giou_dn: 0.439705 loss_class_aux_dn: 2.019552 loss_bbox_aux_dn: 1.152496 loss_giou_aux_dn: 2.418317 loss: 17.009548 eta: 2 days, 12:24:46 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4395 images/s [04/14 17:35:08] ppdet.engine INFO: Epoch: [12] [3600/7329] learning_rate: 0.000100 loss_class: 0.638576 loss_bbox: 0.156881 loss_giou: 0.398523 loss_class_aux: 4.227937 loss_bbox_aux: 1.013656 loss_giou_aux: 2.520402 loss_class_dn: 0.378355 loss_bbox_dn: 0.179414 loss_giou_dn: 0.416176 loss_class_aux_dn: 2.004780 loss_bbox_aux_dn: 1.044835 loss_giou_aux_dn: 2.296179 loss: 15.475668 eta: 2 days, 12:24:06 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4374 images/s [04/14 17:35:48] ppdet.engine INFO: Epoch: [12] [3700/7329] learning_rate: 0.000100 loss_class: 0.668157 loss_bbox: 0.157376 loss_giou: 0.512899 loss_class_aux: 4.490519 loss_bbox_aux: 1.080856 loss_giou_aux: 3.214368 loss_class_dn: 0.359626 loss_bbox_dn: 0.226838 loss_giou_dn: 0.506849 loss_class_aux_dn: 1.970483 loss_bbox_aux_dn: 1.229701 loss_giou_aux_dn: 2.810911 loss: 16.872387 eta: 2 days, 12:23:29 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3310 images/s [04/14 17:36:27] ppdet.engine INFO: Epoch: [12] [3800/7329] learning_rate: 0.000100 loss_class: 0.582659 loss_bbox: 0.144496 loss_giou: 0.418181 loss_class_aux: 3.769969 loss_bbox_aux: 0.968002 loss_giou_aux: 2.603476 loss_class_dn: 0.357778 loss_bbox_dn: 0.164293 loss_giou_dn: 0.422899 loss_class_aux_dn: 1.905817 loss_bbox_aux_dn: 0.960523 loss_giou_aux_dn: 2.211513 loss: 14.600417 eta: 2 days, 12:22:52 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3480 images/s [04/14 17:37:06] ppdet.engine INFO: Epoch: [12] [3900/7329] learning_rate: 0.000100 loss_class: 0.657286 loss_bbox: 0.150071 loss_giou: 0.496954 loss_class_aux: 4.294908 loss_bbox_aux: 1.014668 loss_giou_aux: 3.240838 loss_class_dn: 0.391053 loss_bbox_dn: 0.187392 loss_giou_dn: 0.534357 loss_class_aux_dn: 2.081058 loss_bbox_aux_dn: 1.067871 loss_giou_aux_dn: 2.969743 loss: 17.222929 eta: 2 days, 12:22:16 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2965 images/s [04/14 17:37:46] ppdet.engine INFO: Epoch: [12] [4000/7329] learning_rate: 0.000100 loss_class: 0.627417 loss_bbox: 0.164754 loss_giou: 0.434498 loss_class_aux: 4.099277 loss_bbox_aux: 1.044322 loss_giou_aux: 2.722619 loss_class_dn: 0.376278 loss_bbox_dn: 0.203243 loss_giou_dn: 0.435157 loss_class_aux_dn: 1.992440 loss_bbox_aux_dn: 1.168159 loss_giou_aux_dn: 2.386841 loss: 15.911745 eta: 2 days, 12:21:40 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2850 images/s [04/14 17:38:25] ppdet.engine INFO: Epoch: [12] [4100/7329] learning_rate: 0.000100 loss_class: 0.648812 loss_bbox: 0.156796 loss_giou: 0.422888 loss_class_aux: 4.287632 loss_bbox_aux: 1.034504 loss_giou_aux: 2.728658 loss_class_dn: 0.372976 loss_bbox_dn: 0.208031 loss_giou_dn: 0.443538 loss_class_aux_dn: 2.040754 loss_bbox_aux_dn: 1.270958 loss_giou_aux_dn: 2.477316 loss: 16.612026 eta: 2 days, 12:21:04 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2698 images/s [04/14 17:39:05] ppdet.engine INFO: Epoch: [12] [4200/7329] learning_rate: 0.000100 loss_class: 0.632847 loss_bbox: 0.175509 loss_giou: 0.468612 loss_class_aux: 4.094869 loss_bbox_aux: 1.055748 loss_giou_aux: 2.895578 loss_class_dn: 0.367009 loss_bbox_dn: 0.218888 loss_giou_dn: 0.490141 loss_class_aux_dn: 1.987227 loss_bbox_aux_dn: 1.233622 loss_giou_aux_dn: 2.613295 loss: 16.867008 eta: 2 days, 12:20:29 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2327 images/s [04/14 17:39:44] ppdet.engine INFO: Epoch: [12] [4300/7329] learning_rate: 0.000100 loss_class: 0.640316 loss_bbox: 0.160111 loss_giou: 0.428519 loss_class_aux: 4.218500 loss_bbox_aux: 1.057085 loss_giou_aux: 2.695789 loss_class_dn: 0.364786 loss_bbox_dn: 0.201699 loss_giou_dn: 0.466485 loss_class_aux_dn: 1.918073 loss_bbox_aux_dn: 1.132477 loss_giou_aux_dn: 2.521548 loss: 16.469744 eta: 2 days, 12:19:53 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2945 images/s [04/14 17:40:24] ppdet.engine INFO: Epoch: [12] [4400/7329] learning_rate: 0.000100 loss_class: 0.598208 loss_bbox: 0.160262 loss_giou: 0.418579 loss_class_aux: 3.808496 loss_bbox_aux: 1.000331 loss_giou_aux: 2.695896 loss_class_dn: 0.338324 loss_bbox_dn: 0.191598 loss_giou_dn: 0.443540 loss_class_aux_dn: 1.805113 loss_bbox_aux_dn: 1.108314 loss_giou_aux_dn: 2.384009 loss: 15.715018 eta: 2 days, 12:19:15 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3772 images/s [04/14 17:41:03] ppdet.engine INFO: Epoch: [12] [4500/7329] learning_rate: 0.000100 loss_class: 0.567986 loss_bbox: 0.137589 loss_giou: 0.363105 loss_class_aux: 3.754714 loss_bbox_aux: 0.891994 loss_giou_aux: 2.268636 loss_class_dn: 0.307034 loss_bbox_dn: 0.157658 loss_giou_dn: 0.384771 loss_class_aux_dn: 1.703045 loss_bbox_aux_dn: 0.933528 loss_giou_aux_dn: 2.070174 loss: 13.060303 eta: 2 days, 12:18:39 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2733 images/s [04/14 17:41:43] ppdet.engine INFO: Epoch: [12] [4600/7329] learning_rate: 0.000100 loss_class: 0.651789 loss_bbox: 0.165915 loss_giou: 0.412729 loss_class_aux: 4.260420 loss_bbox_aux: 1.084429 loss_giou_aux: 2.617488 loss_class_dn: 0.359549 loss_bbox_dn: 0.193643 loss_giou_dn: 0.465565 loss_class_aux_dn: 1.893646 loss_bbox_aux_dn: 1.126999 loss_giou_aux_dn: 2.513620 loss: 16.256790 eta: 2 days, 12:18:03 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2907 images/s [04/14 17:42:22] ppdet.engine INFO: Epoch: [12] [4700/7329] learning_rate: 0.000100 loss_class: 0.611630 loss_bbox: 0.158683 loss_giou: 0.411407 loss_class_aux: 3.925876 loss_bbox_aux: 1.030658 loss_giou_aux: 2.603661 loss_class_dn: 0.350604 loss_bbox_dn: 0.199750 loss_giou_dn: 0.415956 loss_class_aux_dn: 1.863993 loss_bbox_aux_dn: 1.131637 loss_giou_aux_dn: 2.287335 loss: 15.411227 eta: 2 days, 12:17:25 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3399 images/s [04/14 17:43:01] ppdet.engine INFO: Epoch: [12] [4800/7329] learning_rate: 0.000100 loss_class: 0.618959 loss_bbox: 0.158256 loss_giou: 0.435870 loss_class_aux: 4.108547 loss_bbox_aux: 1.012018 loss_giou_aux: 2.836922 loss_class_dn: 0.344388 loss_bbox_dn: 0.187483 loss_giou_dn: 0.443789 loss_class_aux_dn: 1.816183 loss_bbox_aux_dn: 1.089094 loss_giou_aux_dn: 2.376698 loss: 15.230355 eta: 2 days, 12:16:47 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4063 images/s [04/14 17:43:41] ppdet.engine INFO: Epoch: [12] [4900/7329] learning_rate: 0.000100 loss_class: 0.636622 loss_bbox: 0.147676 loss_giou: 0.419226 loss_class_aux: 4.058297 loss_bbox_aux: 0.968412 loss_giou_aux: 2.541771 loss_class_dn: 0.366380 loss_bbox_dn: 0.172382 loss_giou_dn: 0.442809 loss_class_aux_dn: 1.935118 loss_bbox_aux_dn: 1.066158 loss_giou_aux_dn: 2.340473 loss: 16.135113 eta: 2 days, 12:16:14 batch_cost: 0.3588 data_cost: 0.0013 ips: 11.1471 images/s [04/14 17:44:21] ppdet.engine INFO: Epoch: [12] [5000/7329] learning_rate: 0.000100 loss_class: 0.653152 loss_bbox: 0.158483 loss_giou: 0.440422 loss_class_aux: 4.040945 loss_bbox_aux: 1.075798 loss_giou_aux: 2.790733 loss_class_dn: 0.354237 loss_bbox_dn: 0.204040 loss_giou_dn: 0.431332 loss_class_aux_dn: 1.925529 loss_bbox_aux_dn: 1.174680 loss_giou_aux_dn: 2.391901 loss: 15.964474 eta: 2 days, 12:15:39 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2199 images/s [04/14 17:45:00] ppdet.engine INFO: Epoch: [12] [5100/7329] learning_rate: 0.000100 loss_class: 0.639740 loss_bbox: 0.151719 loss_giou: 0.387543 loss_class_aux: 4.059371 loss_bbox_aux: 0.972448 loss_giou_aux: 2.554868 loss_class_dn: 0.356013 loss_bbox_dn: 0.190990 loss_giou_dn: 0.451723 loss_class_aux_dn: 1.916141 loss_bbox_aux_dn: 1.147915 loss_giou_aux_dn: 2.481713 loss: 16.634109 eta: 2 days, 12:15:05 batch_cost: 0.3575 data_cost: 0.0014 ips: 11.1885 images/s [04/14 17:45:40] ppdet.engine INFO: Epoch: [12] [5200/7329] learning_rate: 0.000100 loss_class: 0.666754 loss_bbox: 0.167945 loss_giou: 0.464468 loss_class_aux: 4.197046 loss_bbox_aux: 1.107882 loss_giou_aux: 2.984939 loss_class_dn: 0.401022 loss_bbox_dn: 0.210315 loss_giou_dn: 0.516564 loss_class_aux_dn: 2.193071 loss_bbox_aux_dn: 1.197398 loss_giou_aux_dn: 2.818909 loss: 17.362665 eta: 2 days, 12:14:28 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3435 images/s [04/14 17:46:19] ppdet.engine INFO: Epoch: [12] [5300/7329] learning_rate: 0.000100 loss_class: 0.630049 loss_bbox: 0.149188 loss_giou: 0.338666 loss_class_aux: 4.159996 loss_bbox_aux: 1.002881 loss_giou_aux: 2.222775 loss_class_dn: 0.348816 loss_bbox_dn: 0.195091 loss_giou_dn: 0.397239 loss_class_aux_dn: 1.907079 loss_bbox_aux_dn: 1.182474 loss_giou_aux_dn: 2.199959 loss: 15.065496 eta: 2 days, 12:13:50 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3656 images/s [04/14 17:46:58] ppdet.engine INFO: Epoch: [12] [5400/7329] learning_rate: 0.000100 loss_class: 0.618509 loss_bbox: 0.148765 loss_giou: 0.416730 loss_class_aux: 3.932097 loss_bbox_aux: 0.971853 loss_giou_aux: 2.614498 loss_class_dn: 0.332283 loss_bbox_dn: 0.180403 loss_giou_dn: 0.419056 loss_class_aux_dn: 1.835978 loss_bbox_aux_dn: 1.041530 loss_giou_aux_dn: 2.231328 loss: 15.690763 eta: 2 days, 12:13:12 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3814 images/s [04/14 17:47:37] ppdet.engine INFO: Epoch: [12] [5500/7329] learning_rate: 0.000100 loss_class: 0.671429 loss_bbox: 0.165470 loss_giou: 0.429100 loss_class_aux: 4.454135 loss_bbox_aux: 1.089765 loss_giou_aux: 2.728738 loss_class_dn: 0.369224 loss_bbox_dn: 0.214123 loss_giou_dn: 0.440750 loss_class_aux_dn: 1.945503 loss_bbox_aux_dn: 1.209959 loss_giou_aux_dn: 2.431777 loss: 17.060146 eta: 2 days, 12:12:34 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3970 images/s [04/14 17:48:16] ppdet.engine INFO: Epoch: [12] [5600/7329] learning_rate: 0.000100 loss_class: 0.699833 loss_bbox: 0.156270 loss_giou: 0.448613 loss_class_aux: 4.354135 loss_bbox_aux: 1.007710 loss_giou_aux: 2.888583 loss_class_dn: 0.372551 loss_bbox_dn: 0.208967 loss_giou_dn: 0.479646 loss_class_aux_dn: 1.951046 loss_bbox_aux_dn: 1.163508 loss_giou_aux_dn: 2.588427 loss: 16.281799 eta: 2 days, 12:11:55 batch_cost: 0.3505 data_cost: 0.0012 ips: 11.4137 images/s [04/14 17:48:56] ppdet.engine INFO: Epoch: [12] [5700/7329] learning_rate: 0.000100 loss_class: 0.595147 loss_bbox: 0.156208 loss_giou: 0.364072 loss_class_aux: 3.877711 loss_bbox_aux: 0.970216 loss_giou_aux: 2.290174 loss_class_dn: 0.314879 loss_bbox_dn: 0.177131 loss_giou_dn: 0.396231 loss_class_aux_dn: 1.720479 loss_bbox_aux_dn: 1.005261 loss_giou_aux_dn: 2.204373 loss: 14.490610 eta: 2 days, 12:11:19 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2956 images/s [04/14 17:49:35] ppdet.engine INFO: Epoch: [12] [5800/7329] learning_rate: 0.000100 loss_class: 0.647824 loss_bbox: 0.183055 loss_giou: 0.356461 loss_class_aux: 4.326502 loss_bbox_aux: 1.203417 loss_giou_aux: 2.336648 loss_class_dn: 0.344799 loss_bbox_dn: 0.218846 loss_giou_dn: 0.421731 loss_class_aux_dn: 1.833227 loss_bbox_aux_dn: 1.247840 loss_giou_aux_dn: 2.301198 loss: 16.459135 eta: 2 days, 12:10:43 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2892 images/s [04/14 17:50:15] ppdet.engine INFO: Epoch: [12] [5900/7329] learning_rate: 0.000100 loss_class: 0.593880 loss_bbox: 0.145590 loss_giou: 0.344717 loss_class_aux: 3.674633 loss_bbox_aux: 0.921561 loss_giou_aux: 2.152360 loss_class_dn: 0.317401 loss_bbox_dn: 0.175053 loss_giou_dn: 0.378716 loss_class_aux_dn: 1.692526 loss_bbox_aux_dn: 1.044775 loss_giou_aux_dn: 2.103727 loss: 14.771399 eta: 2 days, 12:10:07 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2488 images/s [04/14 17:50:54] ppdet.engine INFO: Epoch: [12] [6000/7329] learning_rate: 0.000100 loss_class: 0.604467 loss_bbox: 0.141292 loss_giou: 0.472061 loss_class_aux: 3.936680 loss_bbox_aux: 0.916118 loss_giou_aux: 2.999728 loss_class_dn: 0.367474 loss_bbox_dn: 0.172344 loss_giou_dn: 0.483636 loss_class_aux_dn: 1.979777 loss_bbox_aux_dn: 1.012872 loss_giou_aux_dn: 2.619952 loss: 16.588081 eta: 2 days, 12:09:31 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2767 images/s [04/14 17:51:33] ppdet.engine INFO: Epoch: [12] [6100/7329] learning_rate: 0.000100 loss_class: 0.616009 loss_bbox: 0.161691 loss_giou: 0.442011 loss_class_aux: 4.062976 loss_bbox_aux: 1.058589 loss_giou_aux: 2.819742 loss_class_dn: 0.365631 loss_bbox_dn: 0.177129 loss_giou_dn: 0.462558 loss_class_aux_dn: 1.946591 loss_bbox_aux_dn: 1.039152 loss_giou_aux_dn: 2.502378 loss: 16.312048 eta: 2 days, 12:08:53 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3857 images/s [04/14 17:52:13] ppdet.engine INFO: Epoch: [12] [6200/7329] learning_rate: 0.000100 loss_class: 0.619618 loss_bbox: 0.158000 loss_giou: 0.427453 loss_class_aux: 4.038252 loss_bbox_aux: 1.066450 loss_giou_aux: 2.750150 loss_class_dn: 0.348703 loss_bbox_dn: 0.177148 loss_giou_dn: 0.456167 loss_class_aux_dn: 1.898349 loss_bbox_aux_dn: 1.084353 loss_giou_aux_dn: 2.552966 loss: 15.713640 eta: 2 days, 12:08:18 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2410 images/s [04/14 17:52:52] ppdet.engine INFO: Epoch: [12] [6300/7329] learning_rate: 0.000100 loss_class: 0.603007 loss_bbox: 0.132063 loss_giou: 0.384848 loss_class_aux: 3.885745 loss_bbox_aux: 0.905175 loss_giou_aux: 2.497512 loss_class_dn: 0.314294 loss_bbox_dn: 0.175732 loss_giou_dn: 0.399271 loss_class_aux_dn: 1.696530 loss_bbox_aux_dn: 0.987812 loss_giou_aux_dn: 2.149362 loss: 14.204830 eta: 2 days, 12:07:41 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3606 images/s [04/14 17:53:31] ppdet.engine INFO: Epoch: [12] [6400/7329] learning_rate: 0.000100 loss_class: 0.576904 loss_bbox: 0.138754 loss_giou: 0.407093 loss_class_aux: 3.766397 loss_bbox_aux: 0.961809 loss_giou_aux: 2.465080 loss_class_dn: 0.338229 loss_bbox_dn: 0.169320 loss_giou_dn: 0.418454 loss_class_aux_dn: 1.794573 loss_bbox_aux_dn: 1.044140 loss_giou_aux_dn: 2.307505 loss: 15.114380 eta: 2 days, 12:07:03 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3568 images/s [04/14 17:54:10] ppdet.engine INFO: Epoch: [12] [6500/7329] learning_rate: 0.000100 loss_class: 0.672197 loss_bbox: 0.164480 loss_giou: 0.362346 loss_class_aux: 4.422542 loss_bbox_aux: 1.102606 loss_giou_aux: 2.333111 loss_class_dn: 0.351038 loss_bbox_dn: 0.209689 loss_giou_dn: 0.403504 loss_class_aux_dn: 1.888211 loss_bbox_aux_dn: 1.196804 loss_giou_aux_dn: 2.245365 loss: 16.533808 eta: 2 days, 12:06:24 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4424 images/s [04/14 17:54:50] ppdet.engine INFO: Epoch: [12] [6600/7329] learning_rate: 0.000100 loss_class: 0.640038 loss_bbox: 0.167440 loss_giou: 0.458967 loss_class_aux: 3.978772 loss_bbox_aux: 1.010975 loss_giou_aux: 2.915149 loss_class_dn: 0.354459 loss_bbox_dn: 0.192066 loss_giou_dn: 0.473219 loss_class_aux_dn: 1.864569 loss_bbox_aux_dn: 1.096321 loss_giou_aux_dn: 2.567533 loss: 16.776108 eta: 2 days, 12:05:48 batch_cost: 0.3552 data_cost: 0.0012 ips: 11.2608 images/s [04/14 17:55:30] ppdet.engine INFO: Epoch: [12] [6700/7329] learning_rate: 0.000100 loss_class: 0.623026 loss_bbox: 0.167661 loss_giou: 0.465425 loss_class_aux: 4.047020 loss_bbox_aux: 1.063216 loss_giou_aux: 2.871379 loss_class_dn: 0.345674 loss_bbox_dn: 0.204931 loss_giou_dn: 0.473759 loss_class_aux_dn: 1.852810 loss_bbox_aux_dn: 1.199037 loss_giou_aux_dn: 2.515804 loss: 16.228596 eta: 2 days, 12:05:14 batch_cost: 0.3570 data_cost: 0.0012 ips: 11.2040 images/s [04/14 17:56:10] ppdet.engine INFO: Epoch: [12] [6800/7329] learning_rate: 0.000100 loss_class: 0.598633 loss_bbox: 0.138168 loss_giou: 0.412875 loss_class_aux: 3.878298 loss_bbox_aux: 0.910202 loss_giou_aux: 2.564680 loss_class_dn: 0.341553 loss_bbox_dn: 0.187569 loss_giou_dn: 0.421264 loss_class_aux_dn: 1.850185 loss_bbox_aux_dn: 1.056649 loss_giou_aux_dn: 2.350674 loss: 15.477293 eta: 2 days, 12:04:40 batch_cost: 0.3582 data_cost: 0.0013 ips: 11.1667 images/s [04/14 17:56:49] ppdet.engine INFO: Epoch: [12] [6900/7329] learning_rate: 0.000100 loss_class: 0.658455 loss_bbox: 0.147479 loss_giou: 0.509588 loss_class_aux: 4.306200 loss_bbox_aux: 0.953597 loss_giou_aux: 3.183894 loss_class_dn: 0.355497 loss_bbox_dn: 0.190270 loss_giou_dn: 0.522823 loss_class_aux_dn: 1.900566 loss_bbox_aux_dn: 1.080960 loss_giou_aux_dn: 2.725691 loss: 16.559990 eta: 2 days, 12:04:04 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3203 images/s [04/14 17:57:28] ppdet.engine INFO: Epoch: [12] [7000/7329] learning_rate: 0.000100 loss_class: 0.656060 loss_bbox: 0.160614 loss_giou: 0.471753 loss_class_aux: 3.960334 loss_bbox_aux: 1.000792 loss_giou_aux: 2.842453 loss_class_dn: 0.380749 loss_bbox_dn: 0.195122 loss_giou_dn: 0.448144 loss_class_aux_dn: 2.021088 loss_bbox_aux_dn: 1.118211 loss_giou_aux_dn: 2.422570 loss: 17.378540 eta: 2 days, 12:03:26 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3529 images/s [04/14 17:58:08] ppdet.engine INFO: Epoch: [12] [7100/7329] learning_rate: 0.000100 loss_class: 0.557479 loss_bbox: 0.138566 loss_giou: 0.462820 loss_class_aux: 3.593129 loss_bbox_aux: 0.922368 loss_giou_aux: 2.956289 loss_class_dn: 0.359343 loss_bbox_dn: 0.161390 loss_giou_dn: 0.471240 loss_class_aux_dn: 1.878225 loss_bbox_aux_dn: 0.942073 loss_giou_aux_dn: 2.545736 loss: 15.603662 eta: 2 days, 12:02:50 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2744 images/s [04/14 17:58:47] ppdet.engine INFO: Epoch: [12] [7200/7329] learning_rate: 0.000100 loss_class: 0.610123 loss_bbox: 0.130942 loss_giou: 0.404945 loss_class_aux: 3.846603 loss_bbox_aux: 0.878978 loss_giou_aux: 2.551320 loss_class_dn: 0.321218 loss_bbox_dn: 0.176203 loss_giou_dn: 0.415974 loss_class_aux_dn: 1.759194 loss_bbox_aux_dn: 1.046007 loss_giou_aux_dn: 2.268790 loss: 14.736135 eta: 2 days, 12:02:13 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3551 images/s [04/14 17:59:27] ppdet.engine INFO: Epoch: [12] [7300/7329] learning_rate: 0.000100 loss_class: 0.616437 loss_bbox: 0.151952 loss_giou: 0.409156 loss_class_aux: 4.067363 loss_bbox_aux: 1.017226 loss_giou_aux: 2.587074 loss_class_dn: 0.353845 loss_bbox_dn: 0.208086 loss_giou_dn: 0.429861 loss_class_aux_dn: 1.951615 loss_bbox_aux_dn: 1.187445 loss_giou_aux_dn: 2.326012 loss: 16.190548 eta: 2 days, 12:01:40 batch_cost: 0.3593 data_cost: 0.0013 ips: 11.1328 images/s [04/14 17:59:41] ppdet.engine INFO: Eval iter: 0 [04/14 17:59:53] ppdet.engine INFO: Eval iter: 100 [04/14 18:00:05] ppdet.engine INFO: Eval iter: 200 [04/14 18:00:17] ppdet.engine INFO: Eval iter: 300 [04/14 18:00:29] ppdet.engine INFO: Eval iter: 400 [04/14 18:00:40] ppdet.engine INFO: Eval iter: 500 [04/14 18:00:53] ppdet.engine INFO: Eval iter: 600 [04/14 18:01:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.96s) creating index... index created! [04/14 18:01:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.32s). Accumulating evaluation results... DONE (t=15.57s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.510 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.692 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.552 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 ] = 0.555 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 ] = 0.384 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 ] = 0.710 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 ] = 0.760 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/14 18:02:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.19491243271935 [04/14 18:02:59] ppdet.engine INFO: Best test bbox ap is 0.510. [04/14 18:03:01] ppdet.engine INFO: Epoch: [13] [ 0/7329] learning_rate: 0.000100 loss_class: 0.640627 loss_bbox: 0.148010 loss_giou: 0.398418 loss_class_aux: 4.095719 loss_bbox_aux: 0.999349 loss_giou_aux: 2.545292 loss_class_dn: 0.353845 loss_bbox_dn: 0.217651 loss_giou_dn: 0.435504 loss_class_aux_dn: 1.951615 loss_bbox_aux_dn: 1.229963 loss_giou_aux_dn: 2.368668 loss: 16.392542 eta: 2 days, 12:01:30 batch_cost: 0.3586 data_cost: 0.0013 ips: 11.1560 images/s [04/14 18:03:41] ppdet.engine INFO: Epoch: [13] [ 100/7329] learning_rate: 0.000100 loss_class: 0.635119 loss_bbox: 0.153685 loss_giou: 0.416025 loss_class_aux: 4.217354 loss_bbox_aux: 1.021681 loss_giou_aux: 2.786217 loss_class_dn: 0.357525 loss_bbox_dn: 0.209071 loss_giou_dn: 0.451769 loss_class_aux_dn: 1.904275 loss_bbox_aux_dn: 1.229190 loss_giou_aux_dn: 2.468054 loss: 15.791620 eta: 2 days, 12:00:57 batch_cost: 0.3589 data_cost: 0.0009 ips: 11.1454 images/s [04/14 18:04:20] ppdet.engine INFO: Epoch: [13] [ 200/7329] learning_rate: 0.000100 loss_class: 0.614085 loss_bbox: 0.144077 loss_giou: 0.393231 loss_class_aux: 4.143563 loss_bbox_aux: 0.932226 loss_giou_aux: 2.489711 loss_class_dn: 0.331536 loss_bbox_dn: 0.177850 loss_giou_dn: 0.381685 loss_class_aux_dn: 1.750108 loss_bbox_aux_dn: 1.001776 loss_giou_aux_dn: 2.081740 loss: 14.643776 eta: 2 days, 12:00:21 batch_cost: 0.3550 data_cost: 0.0011 ips: 11.2686 images/s [04/14 18:05:00] ppdet.engine INFO: Epoch: [13] [ 300/7329] learning_rate: 0.000100 loss_class: 0.642897 loss_bbox: 0.183718 loss_giou: 0.391177 loss_class_aux: 4.144356 loss_bbox_aux: 1.137475 loss_giou_aux: 2.477893 loss_class_dn: 0.338888 loss_bbox_dn: 0.216575 loss_giou_dn: 0.466209 loss_class_aux_dn: 1.836281 loss_bbox_aux_dn: 1.198138 loss_giou_aux_dn: 2.471760 loss: 15.762196 eta: 2 days, 11:59:43 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3825 images/s [04/14 18:05:39] ppdet.engine INFO: Epoch: [13] [ 400/7329] learning_rate: 0.000100 loss_class: 0.584337 loss_bbox: 0.136063 loss_giou: 0.386739 loss_class_aux: 3.797502 loss_bbox_aux: 0.891358 loss_giou_aux: 2.453037 loss_class_dn: 0.334377 loss_bbox_dn: 0.187032 loss_giou_dn: 0.395624 loss_class_aux_dn: 1.808489 loss_bbox_aux_dn: 1.084790 loss_giou_aux_dn: 2.184324 loss: 14.773348 eta: 2 days, 11:59:06 batch_cost: 0.3526 data_cost: 0.0011 ips: 11.3456 images/s [04/14 18:06:18] ppdet.engine INFO: Epoch: [13] [ 500/7329] learning_rate: 0.000100 loss_class: 0.629568 loss_bbox: 0.153709 loss_giou: 0.421119 loss_class_aux: 4.259265 loss_bbox_aux: 0.994069 loss_giou_aux: 2.764518 loss_class_dn: 0.348025 loss_bbox_dn: 0.192673 loss_giou_dn: 0.445559 loss_class_aux_dn: 1.866392 loss_bbox_aux_dn: 1.145980 loss_giou_aux_dn: 2.437152 loss: 15.705658 eta: 2 days, 11:58:29 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3042 images/s [04/14 18:06:58] ppdet.engine INFO: Epoch: [13] [ 600/7329] learning_rate: 0.000100 loss_class: 0.661883 loss_bbox: 0.168931 loss_giou: 0.442103 loss_class_aux: 4.205554 loss_bbox_aux: 1.122718 loss_giou_aux: 2.840606 loss_class_dn: 0.371073 loss_bbox_dn: 0.204894 loss_giou_dn: 0.490103 loss_class_aux_dn: 1.975749 loss_bbox_aux_dn: 1.135865 loss_giou_aux_dn: 2.642632 loss: 17.633898 eta: 2 days, 11:57:53 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3062 images/s [04/14 18:07:37] ppdet.engine INFO: Epoch: [13] [ 700/7329] learning_rate: 0.000100 loss_class: 0.598270 loss_bbox: 0.141983 loss_giou: 0.346711 loss_class_aux: 3.889140 loss_bbox_aux: 0.998846 loss_giou_aux: 2.287067 loss_class_dn: 0.336049 loss_bbox_dn: 0.204650 loss_giou_dn: 0.406229 loss_class_aux_dn: 1.769940 loss_bbox_aux_dn: 1.156953 loss_giou_aux_dn: 2.276084 loss: 15.171135 eta: 2 days, 11:57:18 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2211 images/s [04/14 18:08:17] ppdet.engine INFO: Epoch: [13] [ 800/7329] learning_rate: 0.000100 loss_class: 0.589556 loss_bbox: 0.141899 loss_giou: 0.401098 loss_class_aux: 3.823417 loss_bbox_aux: 0.948558 loss_giou_aux: 2.599580 loss_class_dn: 0.367185 loss_bbox_dn: 0.168078 loss_giou_dn: 0.455646 loss_class_aux_dn: 1.942287 loss_bbox_aux_dn: 1.005772 loss_giou_aux_dn: 2.485788 loss: 16.298485 eta: 2 days, 11:56:41 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3664 images/s [04/14 18:08:56] ppdet.engine INFO: Epoch: [13] [ 900/7329] learning_rate: 0.000100 loss_class: 0.638738 loss_bbox: 0.149933 loss_giou: 0.385431 loss_class_aux: 4.151422 loss_bbox_aux: 0.986873 loss_giou_aux: 2.478470 loss_class_dn: 0.335917 loss_bbox_dn: 0.174627 loss_giou_dn: 0.444710 loss_class_aux_dn: 1.779519 loss_bbox_aux_dn: 0.960782 loss_giou_aux_dn: 2.456299 loss: 15.903311 eta: 2 days, 11:56:05 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2745 images/s [04/14 18:09:35] ppdet.engine INFO: Epoch: [13] [1000/7329] learning_rate: 0.000100 loss_class: 0.664021 loss_bbox: 0.160274 loss_giou: 0.381358 loss_class_aux: 4.215843 loss_bbox_aux: 1.066200 loss_giou_aux: 2.367593 loss_class_dn: 0.331015 loss_bbox_dn: 0.194340 loss_giou_dn: 0.404043 loss_class_aux_dn: 1.720390 loss_bbox_aux_dn: 1.160453 loss_giou_aux_dn: 2.189985 loss: 15.977365 eta: 2 days, 11:55:28 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3497 images/s [04/14 18:10:15] ppdet.engine INFO: Epoch: [13] [1100/7329] learning_rate: 0.000100 loss_class: 0.620601 loss_bbox: 0.148298 loss_giou: 0.457191 loss_class_aux: 4.141579 loss_bbox_aux: 0.972237 loss_giou_aux: 2.895255 loss_class_dn: 0.351157 loss_bbox_dn: 0.198742 loss_giou_dn: 0.475325 loss_class_aux_dn: 1.847516 loss_bbox_aux_dn: 1.141620 loss_giou_aux_dn: 2.571430 loss: 16.170055 eta: 2 days, 11:54:52 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2771 images/s [04/14 18:10:54] ppdet.engine INFO: Epoch: [13] [1200/7329] learning_rate: 0.000100 loss_class: 0.641078 loss_bbox: 0.158484 loss_giou: 0.455819 loss_class_aux: 4.154835 loss_bbox_aux: 1.034343 loss_giou_aux: 2.934207 loss_class_dn: 0.376017 loss_bbox_dn: 0.178394 loss_giou_dn: 0.476752 loss_class_aux_dn: 2.019331 loss_bbox_aux_dn: 1.003224 loss_giou_aux_dn: 2.601377 loss: 16.417084 eta: 2 days, 11:54:14 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3804 images/s [04/14 18:11:34] ppdet.engine INFO: Epoch: [13] [1300/7329] learning_rate: 0.000100 loss_class: 0.585495 loss_bbox: 0.145386 loss_giou: 0.393283 loss_class_aux: 3.965181 loss_bbox_aux: 0.980086 loss_giou_aux: 2.431121 loss_class_dn: 0.332509 loss_bbox_dn: 0.197187 loss_giou_dn: 0.402084 loss_class_aux_dn: 1.786133 loss_bbox_aux_dn: 1.139084 loss_giou_aux_dn: 2.182719 loss: 14.857182 eta: 2 days, 11:53:40 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1980 images/s [04/14 18:12:14] ppdet.engine INFO: Epoch: [13] [1400/7329] learning_rate: 0.000100 loss_class: 0.641521 loss_bbox: 0.149256 loss_giou: 0.413928 loss_class_aux: 4.351461 loss_bbox_aux: 0.971830 loss_giou_aux: 2.652318 loss_class_dn: 0.366592 loss_bbox_dn: 0.185429 loss_giou_dn: 0.426296 loss_class_aux_dn: 1.929546 loss_bbox_aux_dn: 1.083824 loss_giou_aux_dn: 2.356008 loss: 15.960846 eta: 2 days, 11:53:06 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1773 images/s [04/14 18:12:53] ppdet.engine INFO: Epoch: [13] [1500/7329] learning_rate: 0.000100 loss_class: 0.604916 loss_bbox: 0.141233 loss_giou: 0.374130 loss_class_aux: 4.030910 loss_bbox_aux: 0.927584 loss_giou_aux: 2.410925 loss_class_dn: 0.331696 loss_bbox_dn: 0.196261 loss_giou_dn: 0.398613 loss_class_aux_dn: 1.809889 loss_bbox_aux_dn: 1.147362 loss_giou_aux_dn: 2.170830 loss: 14.406384 eta: 2 days, 11:52:28 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3455 images/s [04/14 18:13:32] ppdet.engine INFO: Epoch: [13] [1600/7329] learning_rate: 0.000100 loss_class: 0.656370 loss_bbox: 0.142948 loss_giou: 0.478356 loss_class_aux: 4.185394 loss_bbox_aux: 0.983202 loss_giou_aux: 3.091263 loss_class_dn: 0.359644 loss_bbox_dn: 0.189653 loss_giou_dn: 0.493015 loss_class_aux_dn: 1.912703 loss_bbox_aux_dn: 1.132690 loss_giou_aux_dn: 2.647413 loss: 15.519569 eta: 2 days, 11:51:51 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3860 images/s [04/14 18:14:11] ppdet.engine INFO: Epoch: [13] [1700/7329] learning_rate: 0.000100 loss_class: 0.574031 loss_bbox: 0.160473 loss_giou: 0.375270 loss_class_aux: 3.568119 loss_bbox_aux: 1.023501 loss_giou_aux: 2.271092 loss_class_dn: 0.318299 loss_bbox_dn: 0.182029 loss_giou_dn: 0.396414 loss_class_aux_dn: 1.659982 loss_bbox_aux_dn: 1.088617 loss_giou_aux_dn: 2.131376 loss: 14.208665 eta: 2 days, 11:51:13 batch_cost: 0.3513 data_cost: 0.0012 ips: 11.3856 images/s [04/14 18:14:51] ppdet.engine INFO: Epoch: [13] [1800/7329] learning_rate: 0.000100 loss_class: 0.624397 loss_bbox: 0.141596 loss_giou: 0.404267 loss_class_aux: 4.189367 loss_bbox_aux: 0.937684 loss_giou_aux: 2.486842 loss_class_dn: 0.356156 loss_bbox_dn: 0.187236 loss_giou_dn: 0.409680 loss_class_aux_dn: 1.915493 loss_bbox_aux_dn: 1.081767 loss_giou_aux_dn: 2.196489 loss: 14.954728 eta: 2 days, 11:50:37 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2686 images/s [04/14 18:15:30] ppdet.engine INFO: Epoch: [13] [1900/7329] learning_rate: 0.000100 loss_class: 0.668053 loss_bbox: 0.166391 loss_giou: 0.393557 loss_class_aux: 4.157057 loss_bbox_aux: 1.070012 loss_giou_aux: 2.646109 loss_class_dn: 0.366490 loss_bbox_dn: 0.205435 loss_giou_dn: 0.457377 loss_class_aux_dn: 1.986007 loss_bbox_aux_dn: 1.206902 loss_giou_aux_dn: 2.487018 loss: 17.232624 eta: 2 days, 11:50:00 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3134 images/s [04/14 18:16:10] ppdet.engine INFO: Epoch: [13] [2000/7329] learning_rate: 0.000100 loss_class: 0.558404 loss_bbox: 0.148091 loss_giou: 0.333480 loss_class_aux: 3.827288 loss_bbox_aux: 0.942635 loss_giou_aux: 2.105246 loss_class_dn: 0.327497 loss_bbox_dn: 0.194153 loss_giou_dn: 0.372848 loss_class_aux_dn: 1.743819 loss_bbox_aux_dn: 1.133059 loss_giou_aux_dn: 2.112499 loss: 14.740787 eta: 2 days, 11:49:25 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2458 images/s [04/14 18:16:49] ppdet.engine INFO: Epoch: [13] [2100/7329] learning_rate: 0.000100 loss_class: 0.603095 loss_bbox: 0.135478 loss_giou: 0.425112 loss_class_aux: 3.862482 loss_bbox_aux: 0.904245 loss_giou_aux: 2.822341 loss_class_dn: 0.337861 loss_bbox_dn: 0.156672 loss_giou_dn: 0.402596 loss_class_aux_dn: 1.765550 loss_bbox_aux_dn: 0.945068 loss_giou_aux_dn: 2.255919 loss: 14.798525 eta: 2 days, 11:48:50 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2524 images/s [04/14 18:17:29] ppdet.engine INFO: Epoch: [13] [2200/7329] learning_rate: 0.000100 loss_class: 0.674770 loss_bbox: 0.161534 loss_giou: 0.399816 loss_class_aux: 4.491165 loss_bbox_aux: 1.122313 loss_giou_aux: 2.620454 loss_class_dn: 0.364745 loss_bbox_dn: 0.199555 loss_giou_dn: 0.410691 loss_class_aux_dn: 1.963039 loss_bbox_aux_dn: 1.151284 loss_giou_aux_dn: 2.275086 loss: 16.083416 eta: 2 days, 11:48:15 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2373 images/s [04/14 18:18:08] ppdet.engine INFO: Epoch: [13] [2300/7329] learning_rate: 0.000100 loss_class: 0.653174 loss_bbox: 0.164250 loss_giou: 0.431009 loss_class_aux: 4.232307 loss_bbox_aux: 1.077082 loss_giou_aux: 2.702645 loss_class_dn: 0.375114 loss_bbox_dn: 0.199705 loss_giou_dn: 0.457891 loss_class_aux_dn: 2.041122 loss_bbox_aux_dn: 1.172508 loss_giou_aux_dn: 2.548568 loss: 16.297361 eta: 2 days, 11:47:35 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4614 images/s [04/14 18:18:48] ppdet.engine INFO: Epoch: [13] [2400/7329] learning_rate: 0.000100 loss_class: 0.608049 loss_bbox: 0.157637 loss_giou: 0.389619 loss_class_aux: 3.846305 loss_bbox_aux: 1.037737 loss_giou_aux: 2.419085 loss_class_dn: 0.343801 loss_bbox_dn: 0.184471 loss_giou_dn: 0.391738 loss_class_aux_dn: 1.857654 loss_bbox_aux_dn: 1.133515 loss_giou_aux_dn: 2.090236 loss: 15.420883 eta: 2 days, 11:47:03 batch_cost: 0.3597 data_cost: 0.0013 ips: 11.1190 images/s [04/14 18:19:27] ppdet.engine INFO: Epoch: [13] [2500/7329] learning_rate: 0.000100 loss_class: 0.657620 loss_bbox: 0.162918 loss_giou: 0.419158 loss_class_aux: 4.339623 loss_bbox_aux: 1.099086 loss_giou_aux: 2.679018 loss_class_dn: 0.382937 loss_bbox_dn: 0.216378 loss_giou_dn: 0.452557 loss_class_aux_dn: 2.056869 loss_bbox_aux_dn: 1.166040 loss_giou_aux_dn: 2.520196 loss: 17.588326 eta: 2 days, 11:46:28 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2395 images/s [04/14 18:20:07] ppdet.engine INFO: Epoch: [13] [2600/7329] learning_rate: 0.000100 loss_class: 0.670143 loss_bbox: 0.167265 loss_giou: 0.450043 loss_class_aux: 4.417282 loss_bbox_aux: 1.077302 loss_giou_aux: 2.804265 loss_class_dn: 0.370988 loss_bbox_dn: 0.206233 loss_giou_dn: 0.465799 loss_class_aux_dn: 1.972787 loss_bbox_aux_dn: 1.211384 loss_giou_aux_dn: 2.504114 loss: 17.678917 eta: 2 days, 11:45:53 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2268 images/s [04/14 18:20:47] ppdet.engine INFO: Epoch: [13] [2700/7329] learning_rate: 0.000100 loss_class: 0.635595 loss_bbox: 0.164770 loss_giou: 0.437114 loss_class_aux: 4.144789 loss_bbox_aux: 1.052969 loss_giou_aux: 2.721856 loss_class_dn: 0.356515 loss_bbox_dn: 0.212625 loss_giou_dn: 0.473961 loss_class_aux_dn: 1.940228 loss_bbox_aux_dn: 1.209022 loss_giou_aux_dn: 2.584201 loss: 16.788141 eta: 2 days, 11:45:18 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2412 images/s [04/14 18:21:26] ppdet.engine INFO: Epoch: [13] [2800/7329] learning_rate: 0.000100 loss_class: 0.552915 loss_bbox: 0.120053 loss_giou: 0.382798 loss_class_aux: 3.746715 loss_bbox_aux: 0.822039 loss_giou_aux: 2.437485 loss_class_dn: 0.305066 loss_bbox_dn: 0.161376 loss_giou_dn: 0.392904 loss_class_aux_dn: 1.717728 loss_bbox_aux_dn: 0.932353 loss_giou_aux_dn: 2.146682 loss: 14.428791 eta: 2 days, 11:44:40 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3889 images/s [04/14 18:22:05] ppdet.engine INFO: Epoch: [13] [2900/7329] learning_rate: 0.000100 loss_class: 0.644430 loss_bbox: 0.148876 loss_giou: 0.377884 loss_class_aux: 4.233910 loss_bbox_aux: 1.026519 loss_giou_aux: 2.482730 loss_class_dn: 0.387260 loss_bbox_dn: 0.176280 loss_giou_dn: 0.443667 loss_class_aux_dn: 2.048516 loss_bbox_aux_dn: 1.058458 loss_giou_aux_dn: 2.478961 loss: 16.734127 eta: 2 days, 11:44:02 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3843 images/s [04/14 18:22:44] ppdet.engine INFO: Epoch: [13] [3000/7329] learning_rate: 0.000100 loss_class: 0.615833 loss_bbox: 0.127689 loss_giou: 0.323520 loss_class_aux: 4.010203 loss_bbox_aux: 0.911147 loss_giou_aux: 2.008379 loss_class_dn: 0.310898 loss_bbox_dn: 0.188056 loss_giou_dn: 0.339040 loss_class_aux_dn: 1.700626 loss_bbox_aux_dn: 0.987045 loss_giou_aux_dn: 1.858281 loss: 13.628468 eta: 2 days, 11:43:26 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2869 images/s [04/14 18:23:24] ppdet.engine INFO: Epoch: [13] [3100/7329] learning_rate: 0.000100 loss_class: 0.611255 loss_bbox: 0.147403 loss_giou: 0.375124 loss_class_aux: 4.049199 loss_bbox_aux: 0.964129 loss_giou_aux: 2.523997 loss_class_dn: 0.342971 loss_bbox_dn: 0.194790 loss_giou_dn: 0.406541 loss_class_aux_dn: 1.813715 loss_bbox_aux_dn: 1.137696 loss_giou_aux_dn: 2.312882 loss: 15.079679 eta: 2 days, 11:42:50 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2840 images/s [04/14 18:24:03] ppdet.engine INFO: Epoch: [13] [3200/7329] learning_rate: 0.000100 loss_class: 0.656732 loss_bbox: 0.167645 loss_giou: 0.428431 loss_class_aux: 4.303386 loss_bbox_aux: 1.099635 loss_giou_aux: 2.772032 loss_class_dn: 0.364686 loss_bbox_dn: 0.191499 loss_giou_dn: 0.459539 loss_class_aux_dn: 1.951421 loss_bbox_aux_dn: 1.130842 loss_giou_aux_dn: 2.462607 loss: 16.189999 eta: 2 days, 11:42:14 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2920 images/s [04/14 18:24:42] ppdet.engine INFO: Epoch: [13] [3300/7329] learning_rate: 0.000100 loss_class: 0.699758 loss_bbox: 0.167511 loss_giou: 0.417876 loss_class_aux: 4.446158 loss_bbox_aux: 1.035892 loss_giou_aux: 2.639304 loss_class_dn: 0.367268 loss_bbox_dn: 0.196878 loss_giou_dn: 0.465019 loss_class_aux_dn: 1.922206 loss_bbox_aux_dn: 1.122311 loss_giou_aux_dn: 2.504982 loss: 16.923210 eta: 2 days, 11:41:36 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3547 images/s [04/14 18:25:22] ppdet.engine INFO: Epoch: [13] [3400/7329] learning_rate: 0.000100 loss_class: 0.670621 loss_bbox: 0.158043 loss_giou: 0.369313 loss_class_aux: 4.124851 loss_bbox_aux: 1.004387 loss_giou_aux: 2.349014 loss_class_dn: 0.343022 loss_bbox_dn: 0.190594 loss_giou_dn: 0.391973 loss_class_aux_dn: 1.899968 loss_bbox_aux_dn: 1.107153 loss_giou_aux_dn: 2.144358 loss: 15.068167 eta: 2 days, 11:40:59 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3635 images/s [04/14 18:26:01] ppdet.engine INFO: Epoch: [13] [3500/7329] learning_rate: 0.000100 loss_class: 0.623379 loss_bbox: 0.154364 loss_giou: 0.378238 loss_class_aux: 3.993041 loss_bbox_aux: 1.027013 loss_giou_aux: 2.461610 loss_class_dn: 0.328990 loss_bbox_dn: 0.188590 loss_giou_dn: 0.411563 loss_class_aux_dn: 1.752899 loss_bbox_aux_dn: 1.057930 loss_giou_aux_dn: 2.191880 loss: 14.750799 eta: 2 days, 11:40:22 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3294 images/s [04/14 18:26:41] ppdet.engine INFO: Epoch: [13] [3600/7329] learning_rate: 0.000100 loss_class: 0.645862 loss_bbox: 0.140674 loss_giou: 0.497405 loss_class_aux: 4.060486 loss_bbox_aux: 0.966602 loss_giou_aux: 3.127294 loss_class_dn: 0.366413 loss_bbox_dn: 0.170439 loss_giou_dn: 0.466090 loss_class_aux_dn: 1.904499 loss_bbox_aux_dn: 0.974093 loss_giou_aux_dn: 2.483489 loss: 16.004990 eta: 2 days, 11:39:46 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2698 images/s [04/14 18:27:20] ppdet.engine INFO: Epoch: [13] [3700/7329] learning_rate: 0.000100 loss_class: 0.617090 loss_bbox: 0.143522 loss_giou: 0.442023 loss_class_aux: 3.767043 loss_bbox_aux: 0.931796 loss_giou_aux: 2.685989 loss_class_dn: 0.347708 loss_bbox_dn: 0.183609 loss_giou_dn: 0.438104 loss_class_aux_dn: 1.884512 loss_bbox_aux_dn: 1.045810 loss_giou_aux_dn: 2.362124 loss: 15.714392 eta: 2 days, 11:39:10 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3033 images/s [04/14 18:27:59] ppdet.engine INFO: Epoch: [13] [3800/7329] learning_rate: 0.000100 loss_class: 0.551255 loss_bbox: 0.143572 loss_giou: 0.423329 loss_class_aux: 3.607957 loss_bbox_aux: 0.994855 loss_giou_aux: 2.628095 loss_class_dn: 0.347835 loss_bbox_dn: 0.169918 loss_giou_dn: 0.446872 loss_class_aux_dn: 1.835223 loss_bbox_aux_dn: 1.000799 loss_giou_aux_dn: 2.382640 loss: 16.001377 eta: 2 days, 11:38:34 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2791 images/s [04/14 18:28:39] ppdet.engine INFO: Epoch: [13] [3900/7329] learning_rate: 0.000100 loss_class: 0.588196 loss_bbox: 0.146622 loss_giou: 0.364569 loss_class_aux: 3.839679 loss_bbox_aux: 0.967768 loss_giou_aux: 2.334527 loss_class_dn: 0.324000 loss_bbox_dn: 0.198991 loss_giou_dn: 0.425041 loss_class_aux_dn: 1.698925 loss_bbox_aux_dn: 1.165740 loss_giou_aux_dn: 2.292551 loss: 16.046099 eta: 2 days, 11:37:58 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2702 images/s [04/14 18:29:18] ppdet.engine INFO: Epoch: [13] [4000/7329] learning_rate: 0.000100 loss_class: 0.628579 loss_bbox: 0.167552 loss_giou: 0.388352 loss_class_aux: 4.023550 loss_bbox_aux: 1.075313 loss_giou_aux: 2.611129 loss_class_dn: 0.366510 loss_bbox_dn: 0.211790 loss_giou_dn: 0.454898 loss_class_aux_dn: 1.923974 loss_bbox_aux_dn: 1.152139 loss_giou_aux_dn: 2.437314 loss: 16.128506 eta: 2 days, 11:37:20 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3911 images/s [04/14 18:29:57] ppdet.engine INFO: Epoch: [13] [4100/7329] learning_rate: 0.000100 loss_class: 0.589742 loss_bbox: 0.146116 loss_giou: 0.341245 loss_class_aux: 3.690752 loss_bbox_aux: 0.943100 loss_giou_aux: 2.286220 loss_class_dn: 0.322523 loss_bbox_dn: 0.175490 loss_giou_dn: 0.380787 loss_class_aux_dn: 1.756603 loss_bbox_aux_dn: 0.989042 loss_giou_aux_dn: 2.093402 loss: 14.408556 eta: 2 days, 11:36:44 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3314 images/s [04/14 18:30:37] ppdet.engine INFO: Epoch: [13] [4200/7329] learning_rate: 0.000100 loss_class: 0.699249 loss_bbox: 0.165251 loss_giou: 0.530744 loss_class_aux: 4.591153 loss_bbox_aux: 1.094508 loss_giou_aux: 3.162043 loss_class_dn: 0.413061 loss_bbox_dn: 0.204465 loss_giou_dn: 0.510798 loss_class_aux_dn: 2.225627 loss_bbox_aux_dn: 1.220831 loss_giou_aux_dn: 2.844244 loss: 18.513721 eta: 2 days, 11:36:09 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2169 images/s [04/14 18:31:16] ppdet.engine INFO: Epoch: [13] [4300/7329] learning_rate: 0.000100 loss_class: 0.674800 loss_bbox: 0.142668 loss_giou: 0.488015 loss_class_aux: 4.304822 loss_bbox_aux: 0.943383 loss_giou_aux: 3.111750 loss_class_dn: 0.394515 loss_bbox_dn: 0.177489 loss_giou_dn: 0.521716 loss_class_aux_dn: 2.072167 loss_bbox_aux_dn: 0.966839 loss_giou_aux_dn: 2.794916 loss: 17.173172 eta: 2 days, 11:35:31 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4055 images/s [04/14 18:31:55] ppdet.engine INFO: Epoch: [13] [4400/7329] learning_rate: 0.000100 loss_class: 0.588324 loss_bbox: 0.146445 loss_giou: 0.420732 loss_class_aux: 3.869944 loss_bbox_aux: 0.985178 loss_giou_aux: 2.634665 loss_class_dn: 0.345223 loss_bbox_dn: 0.183276 loss_giou_dn: 0.452230 loss_class_aux_dn: 1.835823 loss_bbox_aux_dn: 1.062118 loss_giou_aux_dn: 2.453259 loss: 15.728935 eta: 2 days, 11:34:53 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3821 images/s [04/14 18:32:35] ppdet.engine INFO: Epoch: [13] [4500/7329] learning_rate: 0.000100 loss_class: 0.634352 loss_bbox: 0.137700 loss_giou: 0.455854 loss_class_aux: 4.296597 loss_bbox_aux: 0.889175 loss_giou_aux: 2.830996 loss_class_dn: 0.353413 loss_bbox_dn: 0.177961 loss_giou_dn: 0.457931 loss_class_aux_dn: 1.912547 loss_bbox_aux_dn: 1.008936 loss_giou_aux_dn: 2.514276 loss: 16.270348 eta: 2 days, 11:34:16 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3092 images/s [04/14 18:33:14] ppdet.engine INFO: Epoch: [13] [4600/7329] learning_rate: 0.000100 loss_class: 0.560199 loss_bbox: 0.145765 loss_giou: 0.437484 loss_class_aux: 3.712949 loss_bbox_aux: 0.990474 loss_giou_aux: 2.763035 loss_class_dn: 0.333735 loss_bbox_dn: 0.184175 loss_giou_dn: 0.418798 loss_class_aux_dn: 1.762010 loss_bbox_aux_dn: 1.079064 loss_giou_aux_dn: 2.460302 loss: 15.289152 eta: 2 days, 11:33:40 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3309 images/s [04/14 18:33:53] ppdet.engine INFO: Epoch: [13] [4700/7329] learning_rate: 0.000100 loss_class: 0.564771 loss_bbox: 0.145376 loss_giou: 0.366113 loss_class_aux: 3.662897 loss_bbox_aux: 0.938522 loss_giou_aux: 2.323299 loss_class_dn: 0.305832 loss_bbox_dn: 0.176500 loss_giou_dn: 0.371630 loss_class_aux_dn: 1.706021 loss_bbox_aux_dn: 0.995298 loss_giou_aux_dn: 2.045363 loss: 14.317024 eta: 2 days, 11:33:03 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3055 images/s [04/14 18:34:33] ppdet.engine INFO: Epoch: [13] [4800/7329] learning_rate: 0.000100 loss_class: 0.633646 loss_bbox: 0.159240 loss_giou: 0.340764 loss_class_aux: 4.239261 loss_bbox_aux: 1.067953 loss_giou_aux: 2.202753 loss_class_dn: 0.319504 loss_bbox_dn: 0.223611 loss_giou_dn: 0.377740 loss_class_aux_dn: 1.764550 loss_bbox_aux_dn: 1.270503 loss_giou_aux_dn: 2.122605 loss: 15.742632 eta: 2 days, 11:32:28 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2620 images/s [04/14 18:35:13] ppdet.engine INFO: Epoch: [13] [4900/7329] learning_rate: 0.000100 loss_class: 0.663307 loss_bbox: 0.141509 loss_giou: 0.437066 loss_class_aux: 4.145286 loss_bbox_aux: 0.936897 loss_giou_aux: 2.737078 loss_class_dn: 0.363534 loss_bbox_dn: 0.165229 loss_giou_dn: 0.461617 loss_class_aux_dn: 1.946703 loss_bbox_aux_dn: 0.977598 loss_giou_aux_dn: 2.428932 loss: 15.673343 eta: 2 days, 11:31:54 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1876 images/s [04/14 18:35:52] ppdet.engine INFO: Epoch: [13] [5000/7329] learning_rate: 0.000100 loss_class: 0.599281 loss_bbox: 0.132137 loss_giou: 0.401482 loss_class_aux: 3.768069 loss_bbox_aux: 0.905494 loss_giou_aux: 2.620019 loss_class_dn: 0.320787 loss_bbox_dn: 0.166366 loss_giou_dn: 0.411400 loss_class_aux_dn: 1.706967 loss_bbox_aux_dn: 0.976138 loss_giou_aux_dn: 2.251284 loss: 14.230592 eta: 2 days, 11:31:17 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3005 images/s [04/14 18:36:32] ppdet.engine INFO: Epoch: [13] [5100/7329] learning_rate: 0.000100 loss_class: 0.644065 loss_bbox: 0.142685 loss_giou: 0.421309 loss_class_aux: 4.149493 loss_bbox_aux: 0.971061 loss_giou_aux: 2.704952 loss_class_dn: 0.357778 loss_bbox_dn: 0.181273 loss_giou_dn: 0.459533 loss_class_aux_dn: 1.861216 loss_bbox_aux_dn: 1.065375 loss_giou_aux_dn: 2.447563 loss: 15.711920 eta: 2 days, 11:30:42 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2528 images/s [04/14 18:37:11] ppdet.engine INFO: Epoch: [13] [5200/7329] learning_rate: 0.000100 loss_class: 0.614789 loss_bbox: 0.143027 loss_giou: 0.418983 loss_class_aux: 3.936455 loss_bbox_aux: 0.958785 loss_giou_aux: 2.568892 loss_class_dn: 0.350857 loss_bbox_dn: 0.176767 loss_giou_dn: 0.429346 loss_class_aux_dn: 1.872956 loss_bbox_aux_dn: 1.047955 loss_giou_aux_dn: 2.339574 loss: 14.918009 eta: 2 days, 11:30:08 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2135 images/s [04/14 18:37:51] ppdet.engine INFO: Epoch: [13] [5300/7329] learning_rate: 0.000100 loss_class: 0.588455 loss_bbox: 0.154862 loss_giou: 0.434379 loss_class_aux: 3.759104 loss_bbox_aux: 1.014867 loss_giou_aux: 2.791671 loss_class_dn: 0.349864 loss_bbox_dn: 0.178452 loss_giou_dn: 0.451719 loss_class_aux_dn: 1.897651 loss_bbox_aux_dn: 1.040552 loss_giou_aux_dn: 2.426654 loss: 15.899559 eta: 2 days, 11:29:31 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3004 images/s [04/14 18:38:30] ppdet.engine INFO: Epoch: [13] [5400/7329] learning_rate: 0.000100 loss_class: 0.619339 loss_bbox: 0.168611 loss_giou: 0.460980 loss_class_aux: 4.065541 loss_bbox_aux: 1.074274 loss_giou_aux: 2.853722 loss_class_dn: 0.376217 loss_bbox_dn: 0.200490 loss_giou_dn: 0.453521 loss_class_aux_dn: 2.009537 loss_bbox_aux_dn: 1.162411 loss_giou_aux_dn: 2.479356 loss: 16.536999 eta: 2 days, 11:28:54 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3583 images/s [04/14 18:39:10] ppdet.engine INFO: Epoch: [13] [5500/7329] learning_rate: 0.000100 loss_class: 0.667067 loss_bbox: 0.153427 loss_giou: 0.397693 loss_class_aux: 4.240703 loss_bbox_aux: 0.968301 loss_giou_aux: 2.463229 loss_class_dn: 0.363297 loss_bbox_dn: 0.189360 loss_giou_dn: 0.428952 loss_class_aux_dn: 1.952350 loss_bbox_aux_dn: 1.050435 loss_giou_aux_dn: 2.348665 loss: 16.261757 eta: 2 days, 11:28:18 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2786 images/s [04/14 18:39:49] ppdet.engine INFO: Epoch: [13] [5600/7329] learning_rate: 0.000100 loss_class: 0.627289 loss_bbox: 0.156144 loss_giou: 0.421449 loss_class_aux: 4.018843 loss_bbox_aux: 1.025537 loss_giou_aux: 2.578619 loss_class_dn: 0.345119 loss_bbox_dn: 0.184411 loss_giou_dn: 0.450899 loss_class_aux_dn: 1.848619 loss_bbox_aux_dn: 1.074761 loss_giou_aux_dn: 2.463827 loss: 16.070507 eta: 2 days, 11:27:42 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3032 images/s [04/14 18:40:28] ppdet.engine INFO: Epoch: [13] [5700/7329] learning_rate: 0.000100 loss_class: 0.563059 loss_bbox: 0.149686 loss_giou: 0.376439 loss_class_aux: 3.714477 loss_bbox_aux: 0.901536 loss_giou_aux: 2.351636 loss_class_dn: 0.310437 loss_bbox_dn: 0.167802 loss_giou_dn: 0.385120 loss_class_aux_dn: 1.686658 loss_bbox_aux_dn: 0.979515 loss_giou_aux_dn: 2.120517 loss: 13.812048 eta: 2 days, 11:27:04 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4138 images/s [04/14 18:41:07] ppdet.engine INFO: Epoch: [13] [5800/7329] learning_rate: 0.000100 loss_class: 0.623214 loss_bbox: 0.132095 loss_giou: 0.399832 loss_class_aux: 3.874494 loss_bbox_aux: 0.918637 loss_giou_aux: 2.489196 loss_class_dn: 0.334906 loss_bbox_dn: 0.178223 loss_giou_dn: 0.427153 loss_class_aux_dn: 1.790168 loss_bbox_aux_dn: 1.032121 loss_giou_aux_dn: 2.303927 loss: 15.165196 eta: 2 days, 11:26:26 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3981 images/s [04/14 18:41:46] ppdet.engine INFO: Epoch: [13] [5900/7329] learning_rate: 0.000100 loss_class: 0.625527 loss_bbox: 0.154372 loss_giou: 0.408346 loss_class_aux: 4.132440 loss_bbox_aux: 1.024470 loss_giou_aux: 2.584040 loss_class_dn: 0.342217 loss_bbox_dn: 0.196678 loss_giou_dn: 0.450487 loss_class_aux_dn: 1.877905 loss_bbox_aux_dn: 1.141895 loss_giou_aux_dn: 2.493790 loss: 15.825886 eta: 2 days, 11:25:48 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3957 images/s [04/14 18:42:25] ppdet.engine INFO: Epoch: [13] [6000/7329] learning_rate: 0.000100 loss_class: 0.560561 loss_bbox: 0.146093 loss_giou: 0.297079 loss_class_aux: 3.536006 loss_bbox_aux: 0.950852 loss_giou_aux: 1.892020 loss_class_dn: 0.303362 loss_bbox_dn: 0.189925 loss_giou_dn: 0.336059 loss_class_aux_dn: 1.638154 loss_bbox_aux_dn: 1.139376 loss_giou_aux_dn: 1.832923 loss: 14.019045 eta: 2 days, 11:25:09 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3998 images/s [04/14 18:43:04] ppdet.engine INFO: Epoch: [13] [6100/7329] learning_rate: 0.000100 loss_class: 0.664696 loss_bbox: 0.169564 loss_giou: 0.434464 loss_class_aux: 4.214683 loss_bbox_aux: 1.085164 loss_giou_aux: 2.690811 loss_class_dn: 0.361191 loss_bbox_dn: 0.228001 loss_giou_dn: 0.449933 loss_class_aux_dn: 1.909770 loss_bbox_aux_dn: 1.300217 loss_giou_aux_dn: 2.443206 loss: 16.590168 eta: 2 days, 11:24:32 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3739 images/s [04/14 18:43:44] ppdet.engine INFO: Epoch: [13] [6200/7329] learning_rate: 0.000100 loss_class: 0.664929 loss_bbox: 0.165460 loss_giou: 0.476117 loss_class_aux: 4.191335 loss_bbox_aux: 1.056841 loss_giou_aux: 2.896653 loss_class_dn: 0.365286 loss_bbox_dn: 0.193363 loss_giou_dn: 0.444745 loss_class_aux_dn: 1.945182 loss_bbox_aux_dn: 1.120967 loss_giou_aux_dn: 2.358171 loss: 16.215757 eta: 2 days, 11:23:54 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3934 images/s [04/14 18:44:23] ppdet.engine INFO: Epoch: [13] [6300/7329] learning_rate: 0.000100 loss_class: 0.610801 loss_bbox: 0.155586 loss_giou: 0.411189 loss_class_aux: 4.116374 loss_bbox_aux: 1.021996 loss_giou_aux: 2.541576 loss_class_dn: 0.364014 loss_bbox_dn: 0.185527 loss_giou_dn: 0.439081 loss_class_aux_dn: 1.916794 loss_bbox_aux_dn: 1.104315 loss_giou_aux_dn: 2.370925 loss: 15.662277 eta: 2 days, 11:23:18 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3007 images/s [04/14 18:45:02] ppdet.engine INFO: Epoch: [13] [6400/7329] learning_rate: 0.000100 loss_class: 0.670805 loss_bbox: 0.159106 loss_giou: 0.379422 loss_class_aux: 4.370640 loss_bbox_aux: 1.038089 loss_giou_aux: 2.425512 loss_class_dn: 0.374722 loss_bbox_dn: 0.197179 loss_giou_dn: 0.439627 loss_class_aux_dn: 1.988429 loss_bbox_aux_dn: 1.125305 loss_giou_aux_dn: 2.463287 loss: 16.280382 eta: 2 days, 11:22:41 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3037 images/s [04/14 18:45:42] ppdet.engine INFO: Epoch: [13] [6500/7329] learning_rate: 0.000100 loss_class: 0.621903 loss_bbox: 0.141296 loss_giou: 0.368298 loss_class_aux: 4.078515 loss_bbox_aux: 0.987681 loss_giou_aux: 2.359599 loss_class_dn: 0.341022 loss_bbox_dn: 0.190314 loss_giou_dn: 0.435342 loss_class_aux_dn: 1.816904 loss_bbox_aux_dn: 1.110572 loss_giou_aux_dn: 2.379980 loss: 15.488720 eta: 2 days, 11:22:05 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3188 images/s [04/14 18:46:21] ppdet.engine INFO: Epoch: [13] [6600/7329] learning_rate: 0.000100 loss_class: 0.602223 loss_bbox: 0.147096 loss_giou: 0.371838 loss_class_aux: 3.914209 loss_bbox_aux: 0.951798 loss_giou_aux: 2.385530 loss_class_dn: 0.346846 loss_bbox_dn: 0.171837 loss_giou_dn: 0.412652 loss_class_aux_dn: 1.872846 loss_bbox_aux_dn: 0.984846 loss_giou_aux_dn: 2.299214 loss: 15.333172 eta: 2 days, 11:21:28 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3597 images/s [04/14 18:47:00] ppdet.engine INFO: Epoch: [13] [6700/7329] learning_rate: 0.000100 loss_class: 0.602052 loss_bbox: 0.146711 loss_giou: 0.437394 loss_class_aux: 3.901465 loss_bbox_aux: 0.965997 loss_giou_aux: 2.826149 loss_class_dn: 0.340696 loss_bbox_dn: 0.164867 loss_giou_dn: 0.445943 loss_class_aux_dn: 1.817786 loss_bbox_aux_dn: 0.952399 loss_giou_aux_dn: 2.468225 loss: 15.184194 eta: 2 days, 11:20:52 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2871 images/s [04/14 18:47:39] ppdet.engine INFO: Epoch: [13] [6800/7329] learning_rate: 0.000100 loss_class: 0.667427 loss_bbox: 0.157568 loss_giou: 0.438192 loss_class_aux: 4.312046 loss_bbox_aux: 1.022766 loss_giou_aux: 2.804322 loss_class_dn: 0.367622 loss_bbox_dn: 0.192576 loss_giou_dn: 0.435238 loss_class_aux_dn: 1.975243 loss_bbox_aux_dn: 1.115853 loss_giou_aux_dn: 2.408989 loss: 16.151781 eta: 2 days, 11:20:13 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4266 images/s [04/14 18:48:19] ppdet.engine INFO: Epoch: [13] [6900/7329] learning_rate: 0.000100 loss_class: 0.628884 loss_bbox: 0.160408 loss_giou: 0.460395 loss_class_aux: 4.114822 loss_bbox_aux: 1.058805 loss_giou_aux: 2.855798 loss_class_dn: 0.386886 loss_bbox_dn: 0.187605 loss_giou_dn: 0.471854 loss_class_aux_dn: 2.035394 loss_bbox_aux_dn: 1.090483 loss_giou_aux_dn: 2.526080 loss: 17.015617 eta: 2 days, 11:19:37 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2788 images/s [04/14 18:48:58] ppdet.engine INFO: Epoch: [13] [7000/7329] learning_rate: 0.000100 loss_class: 0.608595 loss_bbox: 0.158534 loss_giou: 0.361761 loss_class_aux: 3.933908 loss_bbox_aux: 1.030632 loss_giou_aux: 2.330099 loss_class_dn: 0.331979 loss_bbox_dn: 0.206103 loss_giou_dn: 0.393747 loss_class_aux_dn: 1.821765 loss_bbox_aux_dn: 1.193948 loss_giou_aux_dn: 2.197858 loss: 15.295132 eta: 2 days, 11:19:01 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3067 images/s [04/14 18:49:38] ppdet.engine INFO: Epoch: [13] [7100/7329] learning_rate: 0.000100 loss_class: 0.603479 loss_bbox: 0.155514 loss_giou: 0.443264 loss_class_aux: 4.021351 loss_bbox_aux: 1.031318 loss_giou_aux: 2.923640 loss_class_dn: 0.383290 loss_bbox_dn: 0.174886 loss_giou_dn: 0.466175 loss_class_aux_dn: 2.036237 loss_bbox_aux_dn: 1.062794 loss_giou_aux_dn: 2.599862 loss: 16.252203 eta: 2 days, 11:18:24 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3494 images/s [04/14 18:50:17] ppdet.engine INFO: Epoch: [13] [7200/7329] learning_rate: 0.000100 loss_class: 0.636109 loss_bbox: 0.140392 loss_giou: 0.430326 loss_class_aux: 4.069303 loss_bbox_aux: 0.883905 loss_giou_aux: 2.755148 loss_class_dn: 0.370541 loss_bbox_dn: 0.187430 loss_giou_dn: 0.482149 loss_class_aux_dn: 1.986545 loss_bbox_aux_dn: 1.083737 loss_giou_aux_dn: 2.575649 loss: 16.164207 eta: 2 days, 11:17:45 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4366 images/s [04/14 18:50:56] ppdet.engine INFO: Epoch: [13] [7300/7329] learning_rate: 0.000100 loss_class: 0.674175 loss_bbox: 0.164513 loss_giou: 0.442022 loss_class_aux: 4.429851 loss_bbox_aux: 1.055122 loss_giou_aux: 2.941892 loss_class_dn: 0.372587 loss_bbox_dn: 0.206228 loss_giou_dn: 0.472330 loss_class_aux_dn: 1.954511 loss_bbox_aux_dn: 1.198343 loss_giou_aux_dn: 2.601573 loss: 16.951191 eta: 2 days, 11:17:10 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2671 images/s [04/14 18:51:10] ppdet.engine INFO: Eval iter: 0 [04/14 18:51:22] ppdet.engine INFO: Eval iter: 100 [04/14 18:51:34] ppdet.engine INFO: Eval iter: 200 [04/14 18:51:46] ppdet.engine INFO: Eval iter: 300 [04/14 18:51:57] ppdet.engine INFO: Eval iter: 400 [04/14 18:52:09] ppdet.engine INFO: Eval iter: 500 [04/14 18:52:22] ppdet.engine INFO: Eval iter: 600 [04/14 18:52:44] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/14 18:52:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.78s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.88s). Accumulating evaluation results... DONE (t=15.68s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.695 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.313 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 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.639 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.505 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/14 18:54:27] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.85157954577278 [04/14 18:54:27] ppdet.engine INFO: Best test bbox ap is 0.513. [04/14 18:54:29] ppdet.engine INFO: Epoch: [14] [ 0/7329] learning_rate: 0.000100 loss_class: 0.598282 loss_bbox: 0.151804 loss_giou: 0.405623 loss_class_aux: 3.942753 loss_bbox_aux: 0.973722 loss_giou_aux: 2.536030 loss_class_dn: 0.338679 loss_bbox_dn: 0.187359 loss_giou_dn: 0.417297 loss_class_aux_dn: 1.789646 loss_bbox_aux_dn: 1.070181 loss_giou_aux_dn: 2.277590 loss: 15.552725 eta: 2 days, 11:17:00 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2036 images/s [04/14 18:55:09] ppdet.engine INFO: Epoch: [14] [ 100/7329] learning_rate: 0.000100 loss_class: 0.652019 loss_bbox: 0.160990 loss_giou: 0.389069 loss_class_aux: 4.264758 loss_bbox_aux: 1.075526 loss_giou_aux: 2.435038 loss_class_dn: 0.346024 loss_bbox_dn: 0.196801 loss_giou_dn: 0.424792 loss_class_aux_dn: 1.897549 loss_bbox_aux_dn: 1.129701 loss_giou_aux_dn: 2.319303 loss: 15.698324 eta: 2 days, 11:16:26 batch_cost: 0.3565 data_cost: 0.0010 ips: 11.2194 images/s [04/14 18:55:48] ppdet.engine INFO: Epoch: [14] [ 200/7329] learning_rate: 0.000100 loss_class: 0.661577 loss_bbox: 0.167247 loss_giou: 0.447307 loss_class_aux: 4.146763 loss_bbox_aux: 1.056023 loss_giou_aux: 2.900757 loss_class_dn: 0.363036 loss_bbox_dn: 0.172532 loss_giou_dn: 0.477340 loss_class_aux_dn: 1.918658 loss_bbox_aux_dn: 0.990234 loss_giou_aux_dn: 2.578456 loss: 16.156033 eta: 2 days, 11:15:49 batch_cost: 0.3527 data_cost: 0.0011 ips: 11.3423 images/s [04/14 18:56:27] ppdet.engine INFO: Epoch: [14] [ 300/7329] learning_rate: 0.000100 loss_class: 0.597539 loss_bbox: 0.155866 loss_giou: 0.383922 loss_class_aux: 3.858338 loss_bbox_aux: 1.025760 loss_giou_aux: 2.487939 loss_class_dn: 0.323190 loss_bbox_dn: 0.215288 loss_giou_dn: 0.409365 loss_class_aux_dn: 1.734462 loss_bbox_aux_dn: 1.316445 loss_giou_aux_dn: 2.244432 loss: 15.102961 eta: 2 days, 11:15:11 batch_cost: 0.3510 data_cost: 0.0012 ips: 11.3954 images/s [04/14 18:57:07] ppdet.engine INFO: Epoch: [14] [ 400/7329] learning_rate: 0.000100 loss_class: 0.626101 loss_bbox: 0.143035 loss_giou: 0.481653 loss_class_aux: 4.063369 loss_bbox_aux: 0.948480 loss_giou_aux: 2.997447 loss_class_dn: 0.343138 loss_bbox_dn: 0.182432 loss_giou_dn: 0.500644 loss_class_aux_dn: 1.831539 loss_bbox_aux_dn: 1.021195 loss_giou_aux_dn: 2.664887 loss: 16.426159 eta: 2 days, 11:14:34 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3114 images/s [04/14 18:57:46] ppdet.engine INFO: Epoch: [14] [ 500/7329] learning_rate: 0.000100 loss_class: 0.637536 loss_bbox: 0.154928 loss_giou: 0.454058 loss_class_aux: 4.288954 loss_bbox_aux: 1.008044 loss_giou_aux: 2.739009 loss_class_dn: 0.363815 loss_bbox_dn: 0.190518 loss_giou_dn: 0.456998 loss_class_aux_dn: 1.943350 loss_bbox_aux_dn: 1.065178 loss_giou_aux_dn: 2.503509 loss: 16.712433 eta: 2 days, 11:13:59 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2791 images/s [04/14 18:58:26] ppdet.engine INFO: Epoch: [14] [ 600/7329] learning_rate: 0.000100 loss_class: 0.569688 loss_bbox: 0.146453 loss_giou: 0.352543 loss_class_aux: 3.686753 loss_bbox_aux: 1.024948 loss_giou_aux: 2.291066 loss_class_dn: 0.334326 loss_bbox_dn: 0.180373 loss_giou_dn: 0.398297 loss_class_aux_dn: 1.773780 loss_bbox_aux_dn: 1.063132 loss_giou_aux_dn: 2.157151 loss: 14.756029 eta: 2 days, 11:13:24 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1989 images/s [04/14 18:59:05] ppdet.engine INFO: Epoch: [14] [ 700/7329] learning_rate: 0.000100 loss_class: 0.658205 loss_bbox: 0.149658 loss_giou: 0.429421 loss_class_aux: 4.190788 loss_bbox_aux: 1.004739 loss_giou_aux: 2.687629 loss_class_dn: 0.361131 loss_bbox_dn: 0.195800 loss_giou_dn: 0.474246 loss_class_aux_dn: 1.943131 loss_bbox_aux_dn: 1.112096 loss_giou_aux_dn: 2.530937 loss: 16.369579 eta: 2 days, 11:12:46 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4184 images/s [04/14 18:59:44] ppdet.engine INFO: Epoch: [14] [ 800/7329] learning_rate: 0.000100 loss_class: 0.579444 loss_bbox: 0.126225 loss_giou: 0.311498 loss_class_aux: 3.805982 loss_bbox_aux: 0.821585 loss_giou_aux: 1.984614 loss_class_dn: 0.312173 loss_bbox_dn: 0.176262 loss_giou_dn: 0.365153 loss_class_aux_dn: 1.676149 loss_bbox_aux_dn: 1.024424 loss_giou_aux_dn: 2.003188 loss: 13.502974 eta: 2 days, 11:12:09 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3219 images/s [04/14 19:00:24] ppdet.engine INFO: Epoch: [14] [ 900/7329] learning_rate: 0.000100 loss_class: 0.650335 loss_bbox: 0.152086 loss_giou: 0.520613 loss_class_aux: 4.168767 loss_bbox_aux: 1.027282 loss_giou_aux: 3.310586 loss_class_dn: 0.368301 loss_bbox_dn: 0.185580 loss_giou_dn: 0.523326 loss_class_aux_dn: 1.967486 loss_bbox_aux_dn: 1.065627 loss_giou_aux_dn: 2.829695 loss: 16.975857 eta: 2 days, 11:11:33 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3128 images/s [04/14 19:01:03] ppdet.engine INFO: Epoch: [14] [1000/7329] learning_rate: 0.000100 loss_class: 0.668725 loss_bbox: 0.153285 loss_giou: 0.444869 loss_class_aux: 4.283269 loss_bbox_aux: 0.955396 loss_giou_aux: 2.850483 loss_class_dn: 0.366481 loss_bbox_dn: 0.177710 loss_giou_dn: 0.489281 loss_class_aux_dn: 1.944292 loss_bbox_aux_dn: 1.041406 loss_giou_aux_dn: 2.628941 loss: 16.622347 eta: 2 days, 11:10:56 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3636 images/s [04/14 19:01:42] ppdet.engine INFO: Epoch: [14] [1100/7329] learning_rate: 0.000100 loss_class: 0.646010 loss_bbox: 0.166435 loss_giou: 0.444509 loss_class_aux: 4.113753 loss_bbox_aux: 1.049889 loss_giou_aux: 2.796746 loss_class_dn: 0.365199 loss_bbox_dn: 0.192007 loss_giou_dn: 0.464457 loss_class_aux_dn: 1.942487 loss_bbox_aux_dn: 1.080662 loss_giou_aux_dn: 2.460017 loss: 16.086472 eta: 2 days, 11:10:18 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3905 images/s [04/14 19:02:21] ppdet.engine INFO: Epoch: [14] [1200/7329] learning_rate: 0.000100 loss_class: 0.611555 loss_bbox: 0.139159 loss_giou: 0.389822 loss_class_aux: 4.023361 loss_bbox_aux: 0.932326 loss_giou_aux: 2.420099 loss_class_dn: 0.363658 loss_bbox_dn: 0.181742 loss_giou_dn: 0.418237 loss_class_aux_dn: 1.907608 loss_bbox_aux_dn: 1.017900 loss_giou_aux_dn: 2.259244 loss: 15.382408 eta: 2 days, 11:09:42 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3043 images/s [04/14 19:03:01] ppdet.engine INFO: Epoch: [14] [1300/7329] learning_rate: 0.000100 loss_class: 0.691086 loss_bbox: 0.157956 loss_giou: 0.477264 loss_class_aux: 4.372159 loss_bbox_aux: 1.026368 loss_giou_aux: 3.026462 loss_class_dn: 0.394404 loss_bbox_dn: 0.200679 loss_giou_dn: 0.506643 loss_class_aux_dn: 2.119952 loss_bbox_aux_dn: 1.147827 loss_giou_aux_dn: 2.774921 loss: 16.699661 eta: 2 days, 11:09:05 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3467 images/s [04/14 19:03:40] ppdet.engine INFO: Epoch: [14] [1400/7329] learning_rate: 0.000100 loss_class: 0.626493 loss_bbox: 0.142315 loss_giou: 0.428518 loss_class_aux: 3.971773 loss_bbox_aux: 0.985037 loss_giou_aux: 2.699196 loss_class_dn: 0.322265 loss_bbox_dn: 0.177512 loss_giou_dn: 0.446587 loss_class_aux_dn: 1.726463 loss_bbox_aux_dn: 1.035606 loss_giou_aux_dn: 2.372768 loss: 15.308426 eta: 2 days, 11:08:27 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3801 images/s [04/14 19:04:19] ppdet.engine INFO: Epoch: [14] [1500/7329] learning_rate: 0.000100 loss_class: 0.653959 loss_bbox: 0.154690 loss_giou: 0.539917 loss_class_aux: 4.261613 loss_bbox_aux: 1.017835 loss_giou_aux: 3.348766 loss_class_dn: 0.378703 loss_bbox_dn: 0.186818 loss_giou_dn: 0.524455 loss_class_aux_dn: 2.019139 loss_bbox_aux_dn: 1.104322 loss_giou_aux_dn: 2.767245 loss: 17.390034 eta: 2 days, 11:07:50 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3765 images/s [04/14 19:04:58] ppdet.engine INFO: Epoch: [14] [1600/7329] learning_rate: 0.000100 loss_class: 0.628270 loss_bbox: 0.160199 loss_giou: 0.387672 loss_class_aux: 4.305386 loss_bbox_aux: 1.036334 loss_giou_aux: 2.450833 loss_class_dn: 0.349982 loss_bbox_dn: 0.202408 loss_giou_dn: 0.431772 loss_class_aux_dn: 1.887590 loss_bbox_aux_dn: 1.177753 loss_giou_aux_dn: 2.377700 loss: 16.116840 eta: 2 days, 11:07:14 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2776 images/s [04/14 19:05:38] ppdet.engine INFO: Epoch: [14] [1700/7329] learning_rate: 0.000100 loss_class: 0.580673 loss_bbox: 0.135490 loss_giou: 0.375739 loss_class_aux: 3.894755 loss_bbox_aux: 0.882030 loss_giou_aux: 2.348386 loss_class_dn: 0.326081 loss_bbox_dn: 0.173726 loss_giou_dn: 0.395517 loss_class_aux_dn: 1.774427 loss_bbox_aux_dn: 1.016231 loss_giou_aux_dn: 2.172525 loss: 15.266565 eta: 2 days, 11:06:36 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3896 images/s [04/14 19:06:17] ppdet.engine INFO: Epoch: [14] [1800/7329] learning_rate: 0.000100 loss_class: 0.651886 loss_bbox: 0.143371 loss_giou: 0.441221 loss_class_aux: 4.382988 loss_bbox_aux: 0.991504 loss_giou_aux: 2.865551 loss_class_dn: 0.367244 loss_bbox_dn: 0.206571 loss_giou_dn: 0.469040 loss_class_aux_dn: 1.961446 loss_bbox_aux_dn: 1.135477 loss_giou_aux_dn: 2.577230 loss: 16.803183 eta: 2 days, 11:06:01 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2571 images/s [04/14 19:06:57] ppdet.engine INFO: Epoch: [14] [1900/7329] learning_rate: 0.000100 loss_class: 0.559009 loss_bbox: 0.147358 loss_giou: 0.410615 loss_class_aux: 3.635345 loss_bbox_aux: 0.960009 loss_giou_aux: 2.678409 loss_class_dn: 0.332984 loss_bbox_dn: 0.182698 loss_giou_dn: 0.422230 loss_class_aux_dn: 1.782044 loss_bbox_aux_dn: 1.048548 loss_giou_aux_dn: 2.266969 loss: 14.789481 eta: 2 days, 11:05:27 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1819 images/s [04/14 19:07:36] ppdet.engine INFO: Epoch: [14] [2000/7329] learning_rate: 0.000100 loss_class: 0.603563 loss_bbox: 0.131331 loss_giou: 0.424842 loss_class_aux: 3.905039 loss_bbox_aux: 0.911935 loss_giou_aux: 2.721244 loss_class_dn: 0.337612 loss_bbox_dn: 0.165426 loss_giou_dn: 0.468120 loss_class_aux_dn: 1.796094 loss_bbox_aux_dn: 0.944152 loss_giou_aux_dn: 2.490921 loss: 14.709046 eta: 2 days, 11:04:51 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2944 images/s [04/14 19:08:16] ppdet.engine INFO: Epoch: [14] [2100/7329] learning_rate: 0.000100 loss_class: 0.649697 loss_bbox: 0.155307 loss_giou: 0.473367 loss_class_aux: 4.182953 loss_bbox_aux: 1.053972 loss_giou_aux: 2.984946 loss_class_dn: 0.376083 loss_bbox_dn: 0.193191 loss_giou_dn: 0.479506 loss_class_aux_dn: 2.008463 loss_bbox_aux_dn: 1.141685 loss_giou_aux_dn: 2.635235 loss: 17.071228 eta: 2 days, 11:04:15 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2584 images/s [04/14 19:08:55] ppdet.engine INFO: Epoch: [14] [2200/7329] learning_rate: 0.000100 loss_class: 0.627118 loss_bbox: 0.148202 loss_giou: 0.397447 loss_class_aux: 4.082603 loss_bbox_aux: 0.939336 loss_giou_aux: 2.638926 loss_class_dn: 0.333833 loss_bbox_dn: 0.196423 loss_giou_dn: 0.405888 loss_class_aux_dn: 1.790522 loss_bbox_aux_dn: 1.135320 loss_giou_aux_dn: 2.236838 loss: 15.446766 eta: 2 days, 11:03:38 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3497 images/s [04/14 19:09:35] ppdet.engine INFO: Epoch: [14] [2300/7329] learning_rate: 0.000100 loss_class: 0.664199 loss_bbox: 0.164774 loss_giou: 0.417530 loss_class_aux: 4.307952 loss_bbox_aux: 1.147427 loss_giou_aux: 2.674358 loss_class_dn: 0.358238 loss_bbox_dn: 0.222788 loss_giou_dn: 0.454380 loss_class_aux_dn: 1.899724 loss_bbox_aux_dn: 1.247816 loss_giou_aux_dn: 2.504146 loss: 16.469608 eta: 2 days, 11:03:03 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2276 images/s [04/14 19:10:14] ppdet.engine INFO: Epoch: [14] [2400/7329] learning_rate: 0.000100 loss_class: 0.663144 loss_bbox: 0.168071 loss_giou: 0.387812 loss_class_aux: 4.188378 loss_bbox_aux: 1.073876 loss_giou_aux: 2.511372 loss_class_dn: 0.364868 loss_bbox_dn: 0.200261 loss_giou_dn: 0.446456 loss_class_aux_dn: 1.939047 loss_bbox_aux_dn: 1.117685 loss_giou_aux_dn: 2.445012 loss: 16.874092 eta: 2 days, 11:02:28 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2845 images/s [04/14 19:10:53] ppdet.engine INFO: Epoch: [14] [2500/7329] learning_rate: 0.000100 loss_class: 0.648895 loss_bbox: 0.138542 loss_giou: 0.368564 loss_class_aux: 4.200057 loss_bbox_aux: 0.891439 loss_giou_aux: 2.375879 loss_class_dn: 0.339591 loss_bbox_dn: 0.183259 loss_giou_dn: 0.399061 loss_class_aux_dn: 1.809673 loss_bbox_aux_dn: 1.102797 loss_giou_aux_dn: 2.160655 loss: 14.812819 eta: 2 days, 11:01:49 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4248 images/s [04/14 19:11:33] ppdet.engine INFO: Epoch: [14] [2600/7329] learning_rate: 0.000100 loss_class: 0.649130 loss_bbox: 0.169788 loss_giou: 0.392933 loss_class_aux: 4.364251 loss_bbox_aux: 1.075366 loss_giou_aux: 2.563657 loss_class_dn: 0.386307 loss_bbox_dn: 0.199845 loss_giou_dn: 0.434870 loss_class_aux_dn: 2.079888 loss_bbox_aux_dn: 1.168855 loss_giou_aux_dn: 2.456872 loss: 16.273521 eta: 2 days, 11:01:14 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2600 images/s [04/14 19:12:12] ppdet.engine INFO: Epoch: [14] [2700/7329] learning_rate: 0.000100 loss_class: 0.664134 loss_bbox: 0.165329 loss_giou: 0.418449 loss_class_aux: 4.199477 loss_bbox_aux: 1.115496 loss_giou_aux: 2.653429 loss_class_dn: 0.377711 loss_bbox_dn: 0.200115 loss_giou_dn: 0.431296 loss_class_aux_dn: 2.037402 loss_bbox_aux_dn: 1.126332 loss_giou_aux_dn: 2.380824 loss: 16.085035 eta: 2 days, 11:00:35 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4424 images/s [04/14 19:12:51] ppdet.engine INFO: Epoch: [14] [2800/7329] learning_rate: 0.000100 loss_class: 0.545243 loss_bbox: 0.129856 loss_giou: 0.330234 loss_class_aux: 3.473526 loss_bbox_aux: 0.857068 loss_giou_aux: 2.036539 loss_class_dn: 0.308552 loss_bbox_dn: 0.162223 loss_giou_dn: 0.352195 loss_class_aux_dn: 1.681883 loss_bbox_aux_dn: 0.925995 loss_giou_aux_dn: 1.935333 loss: 14.268202 eta: 2 days, 10:59:58 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3360 images/s [04/14 19:13:30] ppdet.engine INFO: Epoch: [14] [2900/7329] learning_rate: 0.000100 loss_class: 0.688642 loss_bbox: 0.167944 loss_giou: 0.448978 loss_class_aux: 4.467451 loss_bbox_aux: 1.117189 loss_giou_aux: 2.892283 loss_class_dn: 0.374877 loss_bbox_dn: 0.188383 loss_giou_dn: 0.479987 loss_class_aux_dn: 2.077326 loss_bbox_aux_dn: 1.120374 loss_giou_aux_dn: 2.581206 loss: 16.781523 eta: 2 days, 10:59:22 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3342 images/s [04/14 19:14:10] ppdet.engine INFO: Epoch: [14] [3000/7329] learning_rate: 0.000100 loss_class: 0.630848 loss_bbox: 0.160927 loss_giou: 0.460440 loss_class_aux: 4.129289 loss_bbox_aux: 1.037813 loss_giou_aux: 2.916320 loss_class_dn: 0.372312 loss_bbox_dn: 0.187377 loss_giou_dn: 0.520868 loss_class_aux_dn: 1.997280 loss_bbox_aux_dn: 1.141389 loss_giou_aux_dn: 2.849448 loss: 17.169525 eta: 2 days, 10:58:46 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2813 images/s [04/14 19:14:49] ppdet.engine INFO: Epoch: [14] [3100/7329] learning_rate: 0.000100 loss_class: 0.634293 loss_bbox: 0.153768 loss_giou: 0.376236 loss_class_aux: 4.182000 loss_bbox_aux: 1.008053 loss_giou_aux: 2.470256 loss_class_dn: 0.371553 loss_bbox_dn: 0.209683 loss_giou_dn: 0.417712 loss_class_aux_dn: 1.961448 loss_bbox_aux_dn: 1.218031 loss_giou_aux_dn: 2.365415 loss: 16.561419 eta: 2 days, 10:58:07 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4351 images/s [04/14 19:15:28] ppdet.engine INFO: Epoch: [14] [3200/7329] learning_rate: 0.000100 loss_class: 0.729287 loss_bbox: 0.182162 loss_giou: 0.432404 loss_class_aux: 4.746758 loss_bbox_aux: 1.160966 loss_giou_aux: 2.751523 loss_class_dn: 0.376917 loss_bbox_dn: 0.207325 loss_giou_dn: 0.490679 loss_class_aux_dn: 1.992900 loss_bbox_aux_dn: 1.174891 loss_giou_aux_dn: 2.666375 loss: 17.832067 eta: 2 days, 10:57:30 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3662 images/s [04/14 19:16:07] ppdet.engine INFO: Epoch: [14] [3300/7329] learning_rate: 0.000100 loss_class: 0.587177 loss_bbox: 0.142674 loss_giou: 0.428831 loss_class_aux: 3.972615 loss_bbox_aux: 0.924565 loss_giou_aux: 2.673853 loss_class_dn: 0.341907 loss_bbox_dn: 0.184331 loss_giou_dn: 0.447139 loss_class_aux_dn: 1.826696 loss_bbox_aux_dn: 1.042238 loss_giou_aux_dn: 2.414123 loss: 16.119402 eta: 2 days, 10:56:52 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3942 images/s [04/14 19:16:46] ppdet.engine INFO: Epoch: [14] [3400/7329] learning_rate: 0.000100 loss_class: 0.568037 loss_bbox: 0.141314 loss_giou: 0.380305 loss_class_aux: 3.889710 loss_bbox_aux: 0.953205 loss_giou_aux: 2.398605 loss_class_dn: 0.332117 loss_bbox_dn: 0.173275 loss_giou_dn: 0.405797 loss_class_aux_dn: 1.760914 loss_bbox_aux_dn: 0.993586 loss_giou_aux_dn: 2.229913 loss: 15.803732 eta: 2 days, 10:56:15 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3488 images/s [04/14 19:17:25] ppdet.engine INFO: Epoch: [14] [3500/7329] learning_rate: 0.000100 loss_class: 0.601852 loss_bbox: 0.149920 loss_giou: 0.369362 loss_class_aux: 3.961436 loss_bbox_aux: 0.965085 loss_giou_aux: 2.354448 loss_class_dn: 0.330421 loss_bbox_dn: 0.187480 loss_giou_dn: 0.417655 loss_class_aux_dn: 1.867869 loss_bbox_aux_dn: 1.082057 loss_giou_aux_dn: 2.289321 loss: 15.519432 eta: 2 days, 10:55:37 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4128 images/s [04/14 19:18:05] ppdet.engine INFO: Epoch: [14] [3600/7329] learning_rate: 0.000100 loss_class: 0.660693 loss_bbox: 0.153132 loss_giou: 0.452365 loss_class_aux: 4.169384 loss_bbox_aux: 1.027502 loss_giou_aux: 2.873835 loss_class_dn: 0.388225 loss_bbox_dn: 0.183802 loss_giou_dn: 0.476243 loss_class_aux_dn: 2.074640 loss_bbox_aux_dn: 1.086802 loss_giou_aux_dn: 2.546206 loss: 16.692741 eta: 2 days, 10:55:03 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1927 images/s [04/14 19:18:45] ppdet.engine INFO: Epoch: [14] [3700/7329] learning_rate: 0.000100 loss_class: 0.552232 loss_bbox: 0.151176 loss_giou: 0.410564 loss_class_aux: 3.645143 loss_bbox_aux: 0.987793 loss_giou_aux: 2.713521 loss_class_dn: 0.340493 loss_bbox_dn: 0.176591 loss_giou_dn: 0.401261 loss_class_aux_dn: 1.831384 loss_bbox_aux_dn: 1.064324 loss_giou_aux_dn: 2.213909 loss: 14.560890 eta: 2 days, 10:54:27 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2768 images/s [04/14 19:19:24] ppdet.engine INFO: Epoch: [14] [3800/7329] learning_rate: 0.000100 loss_class: 0.609182 loss_bbox: 0.149437 loss_giou: 0.401413 loss_class_aux: 4.114614 loss_bbox_aux: 1.079292 loss_giou_aux: 2.611633 loss_class_dn: 0.344977 loss_bbox_dn: 0.184562 loss_giou_dn: 0.425271 loss_class_aux_dn: 1.886358 loss_bbox_aux_dn: 1.084406 loss_giou_aux_dn: 2.369704 loss: 15.616030 eta: 2 days, 10:53:49 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4062 images/s [04/14 19:20:03] ppdet.engine INFO: Epoch: [14] [3900/7329] learning_rate: 0.000100 loss_class: 0.614107 loss_bbox: 0.145671 loss_giou: 0.397269 loss_class_aux: 3.825889 loss_bbox_aux: 0.976239 loss_giou_aux: 2.488867 loss_class_dn: 0.334732 loss_bbox_dn: 0.167401 loss_giou_dn: 0.421006 loss_class_aux_dn: 1.812409 loss_bbox_aux_dn: 0.982293 loss_giou_aux_dn: 2.329789 loss: 16.136843 eta: 2 days, 10:53:12 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3639 images/s [04/14 19:20:43] ppdet.engine INFO: Epoch: [14] [4000/7329] learning_rate: 0.000100 loss_class: 0.584715 loss_bbox: 0.146960 loss_giou: 0.357412 loss_class_aux: 3.813080 loss_bbox_aux: 0.977667 loss_giou_aux: 2.278533 loss_class_dn: 0.318616 loss_bbox_dn: 0.194533 loss_giou_dn: 0.382232 loss_class_aux_dn: 1.688929 loss_bbox_aux_dn: 1.110044 loss_giou_aux_dn: 2.124848 loss: 14.728504 eta: 2 days, 10:52:37 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2429 images/s [04/14 19:21:22] ppdet.engine INFO: Epoch: [14] [4100/7329] learning_rate: 0.000100 loss_class: 0.648368 loss_bbox: 0.127938 loss_giou: 0.390558 loss_class_aux: 4.270788 loss_bbox_aux: 0.885231 loss_giou_aux: 2.546863 loss_class_dn: 0.330458 loss_bbox_dn: 0.178031 loss_giou_dn: 0.432688 loss_class_aux_dn: 1.771753 loss_bbox_aux_dn: 1.049744 loss_giou_aux_dn: 2.344849 loss: 15.452553 eta: 2 days, 10:52:02 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2517 images/s [04/14 19:22:02] ppdet.engine INFO: Epoch: [14] [4200/7329] learning_rate: 0.000100 loss_class: 0.670484 loss_bbox: 0.156513 loss_giou: 0.398632 loss_class_aux: 4.325967 loss_bbox_aux: 1.042761 loss_giou_aux: 2.608639 loss_class_dn: 0.368372 loss_bbox_dn: 0.215101 loss_giou_dn: 0.441894 loss_class_aux_dn: 1.970380 loss_bbox_aux_dn: 1.258656 loss_giou_aux_dn: 2.398310 loss: 16.444214 eta: 2 days, 10:51:25 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3409 images/s [04/14 19:22:41] ppdet.engine INFO: Epoch: [14] [4300/7329] learning_rate: 0.000100 loss_class: 0.609083 loss_bbox: 0.169627 loss_giou: 0.394173 loss_class_aux: 4.240770 loss_bbox_aux: 1.097998 loss_giou_aux: 2.525803 loss_class_dn: 0.350599 loss_bbox_dn: 0.207870 loss_giou_dn: 0.451909 loss_class_aux_dn: 1.871894 loss_bbox_aux_dn: 1.166260 loss_giou_aux_dn: 2.412792 loss: 15.904512 eta: 2 days, 10:50:51 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.1998 images/s [04/14 19:23:20] ppdet.engine INFO: Epoch: [14] [4400/7329] learning_rate: 0.000100 loss_class: 0.662283 loss_bbox: 0.140360 loss_giou: 0.451368 loss_class_aux: 4.238143 loss_bbox_aux: 0.934822 loss_giou_aux: 2.926610 loss_class_dn: 0.366037 loss_bbox_dn: 0.172835 loss_giou_dn: 0.497540 loss_class_aux_dn: 1.945257 loss_bbox_aux_dn: 1.010348 loss_giou_aux_dn: 2.763029 loss: 16.203608 eta: 2 days, 10:50:13 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3827 images/s [04/14 19:24:00] ppdet.engine INFO: Epoch: [14] [4500/7329] learning_rate: 0.000100 loss_class: 0.577762 loss_bbox: 0.135559 loss_giou: 0.366505 loss_class_aux: 3.871295 loss_bbox_aux: 0.906669 loss_giou_aux: 2.376001 loss_class_dn: 0.338405 loss_bbox_dn: 0.174678 loss_giou_dn: 0.417868 loss_class_aux_dn: 1.801292 loss_bbox_aux_dn: 1.087869 loss_giou_aux_dn: 2.350517 loss: 14.974003 eta: 2 days, 10:49:36 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3778 images/s [04/14 19:24:39] ppdet.engine INFO: Epoch: [14] [4600/7329] learning_rate: 0.000100 loss_class: 0.675955 loss_bbox: 0.154712 loss_giou: 0.491099 loss_class_aux: 4.160176 loss_bbox_aux: 1.044074 loss_giou_aux: 3.036915 loss_class_dn: 0.371002 loss_bbox_dn: 0.184755 loss_giou_dn: 0.493874 loss_class_aux_dn: 1.995382 loss_bbox_aux_dn: 1.055792 loss_giou_aux_dn: 2.671141 loss: 17.442781 eta: 2 days, 10:49:00 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2653 images/s [04/14 19:25:19] ppdet.engine INFO: Epoch: [14] [4700/7329] learning_rate: 0.000100 loss_class: 0.602332 loss_bbox: 0.148919 loss_giou: 0.470758 loss_class_aux: 3.950145 loss_bbox_aux: 0.960609 loss_giou_aux: 2.936652 loss_class_dn: 0.358208 loss_bbox_dn: 0.191129 loss_giou_dn: 0.502467 loss_class_aux_dn: 1.856578 loss_bbox_aux_dn: 1.126469 loss_giou_aux_dn: 2.692189 loss: 17.404358 eta: 2 days, 10:48:25 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2577 images/s [04/14 19:25:58] ppdet.engine INFO: Epoch: [14] [4800/7329] learning_rate: 0.000100 loss_class: 0.605983 loss_bbox: 0.154964 loss_giou: 0.464881 loss_class_aux: 3.980042 loss_bbox_aux: 0.985377 loss_giou_aux: 2.917838 loss_class_dn: 0.336475 loss_bbox_dn: 0.167942 loss_giou_dn: 0.452319 loss_class_aux_dn: 1.793321 loss_bbox_aux_dn: 1.006522 loss_giou_aux_dn: 2.472303 loss: 15.811784 eta: 2 days, 10:47:48 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3574 images/s [04/14 19:26:37] ppdet.engine INFO: Epoch: [14] [4900/7329] learning_rate: 0.000100 loss_class: 0.617450 loss_bbox: 0.148613 loss_giou: 0.460694 loss_class_aux: 4.067564 loss_bbox_aux: 1.024558 loss_giou_aux: 2.877966 loss_class_dn: 0.362298 loss_bbox_dn: 0.185710 loss_giou_dn: 0.443086 loss_class_aux_dn: 1.937813 loss_bbox_aux_dn: 1.058239 loss_giou_aux_dn: 2.428096 loss: 17.126236 eta: 2 days, 10:47:10 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4013 images/s [04/14 19:27:17] ppdet.engine INFO: Epoch: [14] [5000/7329] learning_rate: 0.000100 loss_class: 0.670617 loss_bbox: 0.150445 loss_giou: 0.408245 loss_class_aux: 4.223404 loss_bbox_aux: 0.975769 loss_giou_aux: 2.604773 loss_class_dn: 0.348034 loss_bbox_dn: 0.193445 loss_giou_dn: 0.417090 loss_class_aux_dn: 1.821966 loss_bbox_aux_dn: 1.109643 loss_giou_aux_dn: 2.266771 loss: 15.517340 eta: 2 days, 10:46:34 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2887 images/s [04/14 19:27:56] ppdet.engine INFO: Epoch: [14] [5100/7329] learning_rate: 0.000100 loss_class: 0.639181 loss_bbox: 0.140297 loss_giou: 0.445073 loss_class_aux: 4.136530 loss_bbox_aux: 0.911142 loss_giou_aux: 2.793118 loss_class_dn: 0.348233 loss_bbox_dn: 0.162633 loss_giou_dn: 0.464501 loss_class_aux_dn: 1.898569 loss_bbox_aux_dn: 0.919386 loss_giou_aux_dn: 2.500215 loss: 16.026684 eta: 2 days, 10:45:57 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3374 images/s [04/14 19:28:36] ppdet.engine INFO: Epoch: [14] [5200/7329] learning_rate: 0.000100 loss_class: 0.675944 loss_bbox: 0.152931 loss_giou: 0.435465 loss_class_aux: 4.282505 loss_bbox_aux: 0.999900 loss_giou_aux: 2.810826 loss_class_dn: 0.384573 loss_bbox_dn: 0.180074 loss_giou_dn: 0.477880 loss_class_aux_dn: 2.070724 loss_bbox_aux_dn: 1.026571 loss_giou_aux_dn: 2.588981 loss: 16.897999 eta: 2 days, 10:45:23 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2038 images/s [04/14 19:29:15] ppdet.engine INFO: Epoch: [14] [5300/7329] learning_rate: 0.000100 loss_class: 0.608726 loss_bbox: 0.131173 loss_giou: 0.391196 loss_class_aux: 3.878309 loss_bbox_aux: 0.867905 loss_giou_aux: 2.507725 loss_class_dn: 0.337326 loss_bbox_dn: 0.170569 loss_giou_dn: 0.411623 loss_class_aux_dn: 1.769396 loss_bbox_aux_dn: 0.993672 loss_giou_aux_dn: 2.250784 loss: 14.593623 eta: 2 days, 10:44:48 batch_cost: 0.3566 data_cost: 0.0014 ips: 11.2181 images/s [04/14 19:29:55] ppdet.engine INFO: Epoch: [14] [5400/7329] learning_rate: 0.000100 loss_class: 0.670857 loss_bbox: 0.160561 loss_giou: 0.421298 loss_class_aux: 4.350821 loss_bbox_aux: 1.031797 loss_giou_aux: 2.672644 loss_class_dn: 0.362472 loss_bbox_dn: 0.207355 loss_giou_dn: 0.449528 loss_class_aux_dn: 1.974643 loss_bbox_aux_dn: 1.204357 loss_giou_aux_dn: 2.487150 loss: 15.858384 eta: 2 days, 10:44:12 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2997 images/s [04/14 19:30:34] ppdet.engine INFO: Epoch: [14] [5500/7329] learning_rate: 0.000100 loss_class: 0.606972 loss_bbox: 0.132565 loss_giou: 0.388753 loss_class_aux: 3.955150 loss_bbox_aux: 0.903520 loss_giou_aux: 2.466107 loss_class_dn: 0.327511 loss_bbox_dn: 0.177294 loss_giou_dn: 0.408519 loss_class_aux_dn: 1.741738 loss_bbox_aux_dn: 1.039449 loss_giou_aux_dn: 2.295757 loss: 14.569559 eta: 2 days, 10:43:36 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3001 images/s [04/14 19:31:13] ppdet.engine INFO: Epoch: [14] [5600/7329] learning_rate: 0.000100 loss_class: 0.635239 loss_bbox: 0.161376 loss_giou: 0.444768 loss_class_aux: 4.336805 loss_bbox_aux: 1.036100 loss_giou_aux: 2.917207 loss_class_dn: 0.403675 loss_bbox_dn: 0.195817 loss_giou_dn: 0.489283 loss_class_aux_dn: 2.147935 loss_bbox_aux_dn: 1.115423 loss_giou_aux_dn: 2.641838 loss: 17.464319 eta: 2 days, 10:42:58 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3898 images/s [04/14 19:31:53] ppdet.engine INFO: Epoch: [14] [5700/7329] learning_rate: 0.000100 loss_class: 0.633428 loss_bbox: 0.144321 loss_giou: 0.438703 loss_class_aux: 4.234840 loss_bbox_aux: 0.952452 loss_giou_aux: 2.765410 loss_class_dn: 0.368553 loss_bbox_dn: 0.184862 loss_giou_dn: 0.446403 loss_class_aux_dn: 1.998425 loss_bbox_aux_dn: 1.069876 loss_giou_aux_dn: 2.424519 loss: 15.668904 eta: 2 days, 10:42:22 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3305 images/s [04/14 19:32:32] ppdet.engine INFO: Epoch: [14] [5800/7329] learning_rate: 0.000100 loss_class: 0.625642 loss_bbox: 0.159009 loss_giou: 0.443161 loss_class_aux: 3.975024 loss_bbox_aux: 1.039868 loss_giou_aux: 2.769007 loss_class_dn: 0.355282 loss_bbox_dn: 0.182898 loss_giou_dn: 0.450035 loss_class_aux_dn: 1.890160 loss_bbox_aux_dn: 1.106610 loss_giou_aux_dn: 2.431056 loss: 15.867134 eta: 2 days, 10:41:44 batch_cost: 0.3507 data_cost: 0.0014 ips: 11.4068 images/s [04/14 19:33:11] ppdet.engine INFO: Epoch: [14] [5900/7329] learning_rate: 0.000100 loss_class: 0.579401 loss_bbox: 0.152983 loss_giou: 0.413240 loss_class_aux: 3.802978 loss_bbox_aux: 1.017576 loss_giou_aux: 2.632013 loss_class_dn: 0.348543 loss_bbox_dn: 0.194079 loss_giou_dn: 0.434525 loss_class_aux_dn: 1.902225 loss_bbox_aux_dn: 1.151533 loss_giou_aux_dn: 2.396350 loss: 15.659296 eta: 2 days, 10:41:08 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3116 images/s [04/14 19:33:50] ppdet.engine INFO: Epoch: [14] [6000/7329] learning_rate: 0.000100 loss_class: 0.646237 loss_bbox: 0.151852 loss_giou: 0.396965 loss_class_aux: 4.243329 loss_bbox_aux: 1.007959 loss_giou_aux: 2.543104 loss_class_dn: 0.352747 loss_bbox_dn: 0.201162 loss_giou_dn: 0.420419 loss_class_aux_dn: 1.841939 loss_bbox_aux_dn: 1.115229 loss_giou_aux_dn: 2.337267 loss: 15.953883 eta: 2 days, 10:40:32 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2921 images/s [04/14 19:34:30] ppdet.engine INFO: Epoch: [14] [6100/7329] learning_rate: 0.000100 loss_class: 0.626703 loss_bbox: 0.142633 loss_giou: 0.380927 loss_class_aux: 4.048564 loss_bbox_aux: 0.905192 loss_giou_aux: 2.359892 loss_class_dn: 0.343201 loss_bbox_dn: 0.182035 loss_giou_dn: 0.393734 loss_class_aux_dn: 1.792315 loss_bbox_aux_dn: 1.025512 loss_giou_aux_dn: 2.134815 loss: 15.332111 eta: 2 days, 10:39:55 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3486 images/s [04/14 19:35:09] ppdet.engine INFO: Epoch: [14] [6200/7329] learning_rate: 0.000100 loss_class: 0.653621 loss_bbox: 0.148731 loss_giou: 0.464462 loss_class_aux: 4.166890 loss_bbox_aux: 0.991266 loss_giou_aux: 2.953748 loss_class_dn: 0.375547 loss_bbox_dn: 0.194303 loss_giou_dn: 0.464932 loss_class_aux_dn: 2.044112 loss_bbox_aux_dn: 1.079606 loss_giou_aux_dn: 2.540096 loss: 17.229237 eta: 2 days, 10:39:19 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2756 images/s [04/14 19:35:49] ppdet.engine INFO: Epoch: [14] [6300/7329] learning_rate: 0.000100 loss_class: 0.609462 loss_bbox: 0.135277 loss_giou: 0.471355 loss_class_aux: 3.901114 loss_bbox_aux: 0.919904 loss_giou_aux: 2.777261 loss_class_dn: 0.358227 loss_bbox_dn: 0.165692 loss_giou_dn: 0.457199 loss_class_aux_dn: 1.925011 loss_bbox_aux_dn: 0.949318 loss_giou_aux_dn: 2.466491 loss: 15.975582 eta: 2 days, 10:38:42 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3473 images/s [04/14 19:36:28] ppdet.engine INFO: Epoch: [14] [6400/7329] learning_rate: 0.000100 loss_class: 0.613552 loss_bbox: 0.134865 loss_giou: 0.414106 loss_class_aux: 3.943733 loss_bbox_aux: 0.903771 loss_giou_aux: 2.719005 loss_class_dn: 0.336030 loss_bbox_dn: 0.159775 loss_giou_dn: 0.452832 loss_class_aux_dn: 1.768313 loss_bbox_aux_dn: 0.932017 loss_giou_aux_dn: 2.490849 loss: 15.635505 eta: 2 days, 10:38:05 batch_cost: 0.3514 data_cost: 0.0015 ips: 11.3815 images/s [04/14 19:37:07] ppdet.engine INFO: Epoch: [14] [6500/7329] learning_rate: 0.000100 loss_class: 0.533279 loss_bbox: 0.138506 loss_giou: 0.424519 loss_class_aux: 3.651474 loss_bbox_aux: 0.911195 loss_giou_aux: 2.616259 loss_class_dn: 0.329610 loss_bbox_dn: 0.169243 loss_giou_dn: 0.419544 loss_class_aux_dn: 1.790797 loss_bbox_aux_dn: 0.939919 loss_giou_aux_dn: 2.333422 loss: 14.760528 eta: 2 days, 10:37:27 batch_cost: 0.3512 data_cost: 0.0014 ips: 11.3880 images/s [04/14 19:37:46] ppdet.engine INFO: Epoch: [14] [6600/7329] learning_rate: 0.000100 loss_class: 0.605098 loss_bbox: 0.148887 loss_giou: 0.378015 loss_class_aux: 3.876435 loss_bbox_aux: 0.986175 loss_giou_aux: 2.372281 loss_class_dn: 0.315824 loss_bbox_dn: 0.178799 loss_giou_dn: 0.354744 loss_class_aux_dn: 1.689657 loss_bbox_aux_dn: 1.027430 loss_giou_aux_dn: 2.021844 loss: 14.442255 eta: 2 days, 10:36:51 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3128 images/s [04/14 19:38:25] ppdet.engine INFO: Epoch: [14] [6700/7329] learning_rate: 0.000100 loss_class: 0.529972 loss_bbox: 0.138221 loss_giou: 0.357489 loss_class_aux: 3.527002 loss_bbox_aux: 0.904992 loss_giou_aux: 2.282406 loss_class_dn: 0.308406 loss_bbox_dn: 0.160643 loss_giou_dn: 0.374443 loss_class_aux_dn: 1.671414 loss_bbox_aux_dn: 0.960650 loss_giou_aux_dn: 2.070511 loss: 13.572649 eta: 2 days, 10:36:14 batch_cost: 0.3516 data_cost: 0.0015 ips: 11.3765 images/s [04/14 19:39:05] ppdet.engine INFO: Epoch: [14] [6800/7329] learning_rate: 0.000100 loss_class: 0.612365 loss_bbox: 0.143477 loss_giou: 0.413642 loss_class_aux: 4.004753 loss_bbox_aux: 0.930744 loss_giou_aux: 2.659775 loss_class_dn: 0.338300 loss_bbox_dn: 0.183543 loss_giou_dn: 0.421292 loss_class_aux_dn: 1.838976 loss_bbox_aux_dn: 1.039947 loss_giou_aux_dn: 2.282794 loss: 15.168493 eta: 2 days, 10:35:37 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3351 images/s [04/14 19:39:44] ppdet.engine INFO: Epoch: [14] [6900/7329] learning_rate: 0.000100 loss_class: 0.586261 loss_bbox: 0.146984 loss_giou: 0.456534 loss_class_aux: 3.802061 loss_bbox_aux: 1.013822 loss_giou_aux: 2.883512 loss_class_dn: 0.356543 loss_bbox_dn: 0.194859 loss_giou_dn: 0.458921 loss_class_aux_dn: 1.889714 loss_bbox_aux_dn: 1.108923 loss_giou_aux_dn: 2.578631 loss: 16.379948 eta: 2 days, 10:35:00 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3534 images/s [04/14 19:40:23] ppdet.engine INFO: Epoch: [14] [7000/7329] learning_rate: 0.000100 loss_class: 0.645587 loss_bbox: 0.139796 loss_giou: 0.428843 loss_class_aux: 4.071563 loss_bbox_aux: 0.940045 loss_giou_aux: 2.767237 loss_class_dn: 0.370253 loss_bbox_dn: 0.175017 loss_giou_dn: 0.452372 loss_class_aux_dn: 1.953170 loss_bbox_aux_dn: 1.012534 loss_giou_aux_dn: 2.436829 loss: 16.055048 eta: 2 days, 10:34:24 batch_cost: 0.3544 data_cost: 0.0015 ips: 11.2873 images/s [04/14 19:41:02] ppdet.engine INFO: Epoch: [14] [7100/7329] learning_rate: 0.000100 loss_class: 0.632658 loss_bbox: 0.147784 loss_giou: 0.472683 loss_class_aux: 4.038332 loss_bbox_aux: 0.952069 loss_giou_aux: 3.039468 loss_class_dn: 0.359031 loss_bbox_dn: 0.189567 loss_giou_dn: 0.480307 loss_class_aux_dn: 1.900101 loss_bbox_aux_dn: 1.104305 loss_giou_aux_dn: 2.602827 loss: 15.628055 eta: 2 days, 10:33:46 batch_cost: 0.3503 data_cost: 0.0014 ips: 11.4181 images/s [04/14 19:41:42] ppdet.engine INFO: Epoch: [14] [7200/7329] learning_rate: 0.000100 loss_class: 0.568938 loss_bbox: 0.148886 loss_giou: 0.358426 loss_class_aux: 3.777385 loss_bbox_aux: 0.996475 loss_giou_aux: 2.251341 loss_class_dn: 0.312242 loss_bbox_dn: 0.177240 loss_giou_dn: 0.378248 loss_class_aux_dn: 1.677848 loss_bbox_aux_dn: 1.053391 loss_giou_aux_dn: 2.018054 loss: 13.911391 eta: 2 days, 10:33:10 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3149 images/s [04/14 19:42:21] ppdet.engine INFO: Epoch: [14] [7300/7329] learning_rate: 0.000100 loss_class: 0.579766 loss_bbox: 0.139843 loss_giou: 0.387831 loss_class_aux: 3.778551 loss_bbox_aux: 0.904396 loss_giou_aux: 2.497175 loss_class_dn: 0.326977 loss_bbox_dn: 0.185730 loss_giou_dn: 0.400259 loss_class_aux_dn: 1.756474 loss_bbox_aux_dn: 1.057645 loss_giou_aux_dn: 2.168828 loss: 14.272873 eta: 2 days, 10:32:35 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2399 images/s [04/14 19:42:35] ppdet.engine INFO: Eval iter: 0 [04/14 19:42:47] ppdet.engine INFO: Eval iter: 100 [04/14 19:42:59] ppdet.engine INFO: Eval iter: 200 [04/14 19:43:11] ppdet.engine INFO: Eval iter: 300 [04/14 19:43:23] ppdet.engine INFO: Eval iter: 400 [04/14 19:43:36] ppdet.engine INFO: Eval iter: 500 [04/14 19:43:48] ppdet.engine INFO: Eval iter: 600 [04/14 19:44:10] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 19:44:11] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.59s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.20s). Accumulating evaluation results... DONE (t=15.77s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.698 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.558 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.320 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.703 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 ] = 0.642 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 ] = 0.507 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 ] = 0.894 [04/14 19:45:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.58668518535285 [04/14 19:45:53] ppdet.engine INFO: Best test bbox ap is 0.516. [04/14 19:45:55] ppdet.engine INFO: Epoch: [15] [ 0/7329] learning_rate: 0.000100 loss_class: 0.623031 loss_bbox: 0.138809 loss_giou: 0.394019 loss_class_aux: 4.149961 loss_bbox_aux: 0.898122 loss_giou_aux: 2.561241 loss_class_dn: 0.336141 loss_bbox_dn: 0.185897 loss_giou_dn: 0.416212 loss_class_aux_dn: 1.797909 loss_bbox_aux_dn: 1.071082 loss_giou_aux_dn: 2.253321 loss: 14.272873 eta: 2 days, 10:32:24 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2645 images/s [04/14 19:46:35] ppdet.engine INFO: Epoch: [15] [ 100/7329] learning_rate: 0.000100 loss_class: 0.633205 loss_bbox: 0.144845 loss_giou: 0.386479 loss_class_aux: 4.058558 loss_bbox_aux: 0.964302 loss_giou_aux: 2.418900 loss_class_dn: 0.344750 loss_bbox_dn: 0.179865 loss_giou_dn: 0.403937 loss_class_aux_dn: 1.860451 loss_bbox_aux_dn: 1.040510 loss_giou_aux_dn: 2.269732 loss: 15.030008 eta: 2 days, 10:31:49 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2151 images/s [04/14 19:47:14] ppdet.engine INFO: Epoch: [15] [ 200/7329] learning_rate: 0.000100 loss_class: 0.663867 loss_bbox: 0.160047 loss_giou: 0.481167 loss_class_aux: 4.410437 loss_bbox_aux: 1.071314 loss_giou_aux: 2.984875 loss_class_dn: 0.390939 loss_bbox_dn: 0.215584 loss_giou_dn: 0.488866 loss_class_aux_dn: 2.065997 loss_bbox_aux_dn: 1.172440 loss_giou_aux_dn: 2.636492 loss: 17.279442 eta: 2 days, 10:31:13 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2808 images/s [04/14 19:47:54] ppdet.engine INFO: Epoch: [15] [ 300/7329] learning_rate: 0.000100 loss_class: 0.660626 loss_bbox: 0.173257 loss_giou: 0.467194 loss_class_aux: 4.341802 loss_bbox_aux: 1.213562 loss_giou_aux: 2.863178 loss_class_dn: 0.380888 loss_bbox_dn: 0.230453 loss_giou_dn: 0.464857 loss_class_aux_dn: 2.018381 loss_bbox_aux_dn: 1.314967 loss_giou_aux_dn: 2.514528 loss: 17.412819 eta: 2 days, 10:30:37 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2910 images/s [04/14 19:48:33] ppdet.engine INFO: Epoch: [15] [ 400/7329] learning_rate: 0.000100 loss_class: 0.546308 loss_bbox: 0.142204 loss_giou: 0.334034 loss_class_aux: 3.592963 loss_bbox_aux: 0.906242 loss_giou_aux: 2.088745 loss_class_dn: 0.306695 loss_bbox_dn: 0.177221 loss_giou_dn: 0.380639 loss_class_aux_dn: 1.686325 loss_bbox_aux_dn: 1.056644 loss_giou_aux_dn: 2.093333 loss: 13.495495 eta: 2 days, 10:29:59 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4175 images/s [04/14 19:49:12] ppdet.engine INFO: Epoch: [15] [ 500/7329] learning_rate: 0.000100 loss_class: 0.549278 loss_bbox: 0.146843 loss_giou: 0.343095 loss_class_aux: 3.640871 loss_bbox_aux: 0.971685 loss_giou_aux: 2.187822 loss_class_dn: 0.304869 loss_bbox_dn: 0.176962 loss_giou_dn: 0.362537 loss_class_aux_dn: 1.628121 loss_bbox_aux_dn: 1.042910 loss_giou_aux_dn: 1.954897 loss: 13.601648 eta: 2 days, 10:29:22 batch_cost: 0.3518 data_cost: 0.0012 ips: 11.3709 images/s [04/14 19:49:51] ppdet.engine INFO: Epoch: [15] [ 600/7329] learning_rate: 0.000100 loss_class: 0.576269 loss_bbox: 0.131342 loss_giou: 0.398646 loss_class_aux: 3.687683 loss_bbox_aux: 0.885211 loss_giou_aux: 2.523216 loss_class_dn: 0.318406 loss_bbox_dn: 0.166443 loss_giou_dn: 0.421505 loss_class_aux_dn: 1.704378 loss_bbox_aux_dn: 0.970435 loss_giou_aux_dn: 2.290712 loss: 14.512180 eta: 2 days, 10:28:46 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3152 images/s [04/14 19:50:31] ppdet.engine INFO: Epoch: [15] [ 700/7329] learning_rate: 0.000100 loss_class: 0.627842 loss_bbox: 0.152912 loss_giou: 0.458740 loss_class_aux: 3.779504 loss_bbox_aux: 0.994003 loss_giou_aux: 2.868576 loss_class_dn: 0.381967 loss_bbox_dn: 0.195653 loss_giou_dn: 0.460662 loss_class_aux_dn: 2.048167 loss_bbox_aux_dn: 1.140813 loss_giou_aux_dn: 2.503788 loss: 16.643810 eta: 2 days, 10:28:10 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2740 images/s [04/14 19:51:10] ppdet.engine INFO: Epoch: [15] [ 800/7329] learning_rate: 0.000100 loss_class: 0.591382 loss_bbox: 0.143114 loss_giou: 0.388771 loss_class_aux: 3.979590 loss_bbox_aux: 1.001523 loss_giou_aux: 2.469440 loss_class_dn: 0.350688 loss_bbox_dn: 0.162160 loss_giou_dn: 0.420521 loss_class_aux_dn: 1.907041 loss_bbox_aux_dn: 0.983535 loss_giou_aux_dn: 2.288843 loss: 15.310043 eta: 2 days, 10:27:34 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2965 images/s [04/14 19:51:49] ppdet.engine INFO: Epoch: [15] [ 900/7329] learning_rate: 0.000100 loss_class: 0.635374 loss_bbox: 0.142481 loss_giou: 0.357279 loss_class_aux: 4.257304 loss_bbox_aux: 0.979332 loss_giou_aux: 2.378830 loss_class_dn: 0.339014 loss_bbox_dn: 0.208161 loss_giou_dn: 0.408913 loss_class_aux_dn: 1.852747 loss_bbox_aux_dn: 1.172659 loss_giou_aux_dn: 2.247967 loss: 15.895505 eta: 2 days, 10:26:57 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3677 images/s [04/14 19:52:29] ppdet.engine INFO: Epoch: [15] [1000/7329] learning_rate: 0.000100 loss_class: 0.595119 loss_bbox: 0.152865 loss_giou: 0.390095 loss_class_aux: 3.830055 loss_bbox_aux: 0.979609 loss_giou_aux: 2.569663 loss_class_dn: 0.344560 loss_bbox_dn: 0.179916 loss_giou_dn: 0.397136 loss_class_aux_dn: 1.864788 loss_bbox_aux_dn: 1.026073 loss_giou_aux_dn: 2.161755 loss: 15.362328 eta: 2 days, 10:26:23 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2013 images/s [04/14 19:53:09] ppdet.engine INFO: Epoch: [15] [1100/7329] learning_rate: 0.000100 loss_class: 0.640318 loss_bbox: 0.160024 loss_giou: 0.434918 loss_class_aux: 4.187188 loss_bbox_aux: 0.999141 loss_giou_aux: 2.769554 loss_class_dn: 0.347381 loss_bbox_dn: 0.211281 loss_giou_dn: 0.432792 loss_class_aux_dn: 1.878877 loss_bbox_aux_dn: 1.212461 loss_giou_aux_dn: 2.290956 loss: 15.361910 eta: 2 days, 10:25:47 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2951 images/s [04/14 19:53:48] ppdet.engine INFO: Epoch: [15] [1200/7329] learning_rate: 0.000100 loss_class: 0.561721 loss_bbox: 0.155455 loss_giou: 0.403559 loss_class_aux: 3.691974 loss_bbox_aux: 0.997336 loss_giou_aux: 2.593849 loss_class_dn: 0.342033 loss_bbox_dn: 0.186413 loss_giou_dn: 0.453064 loss_class_aux_dn: 1.837037 loss_bbox_aux_dn: 1.083995 loss_giou_aux_dn: 2.474626 loss: 15.563727 eta: 2 days, 10:25:12 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2387 images/s [04/14 19:54:28] ppdet.engine INFO: Epoch: [15] [1300/7329] learning_rate: 0.000100 loss_class: 0.608364 loss_bbox: 0.158367 loss_giou: 0.464221 loss_class_aux: 4.023643 loss_bbox_aux: 0.999652 loss_giou_aux: 3.094533 loss_class_dn: 0.361422 loss_bbox_dn: 0.168579 loss_giou_dn: 0.503226 loss_class_aux_dn: 1.926241 loss_bbox_aux_dn: 1.002425 loss_giou_aux_dn: 2.708255 loss: 16.458599 eta: 2 days, 10:24:36 batch_cost: 0.3534 data_cost: 0.0012 ips: 11.3200 images/s [04/14 19:55:07] ppdet.engine INFO: Epoch: [15] [1400/7329] learning_rate: 0.000100 loss_class: 0.686308 loss_bbox: 0.175265 loss_giou: 0.464012 loss_class_aux: 4.432236 loss_bbox_aux: 1.120713 loss_giou_aux: 3.003059 loss_class_dn: 0.380870 loss_bbox_dn: 0.201430 loss_giou_dn: 0.518944 loss_class_aux_dn: 2.046969 loss_bbox_aux_dn: 1.144245 loss_giou_aux_dn: 2.730764 loss: 16.918701 eta: 2 days, 10:24:00 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2677 images/s [04/14 19:55:46] ppdet.engine INFO: Epoch: [15] [1500/7329] learning_rate: 0.000100 loss_class: 0.558744 loss_bbox: 0.137233 loss_giou: 0.361904 loss_class_aux: 3.785610 loss_bbox_aux: 0.897039 loss_giou_aux: 2.334788 loss_class_dn: 0.332286 loss_bbox_dn: 0.199532 loss_giou_dn: 0.392022 loss_class_aux_dn: 1.806609 loss_bbox_aux_dn: 1.082421 loss_giou_aux_dn: 2.136133 loss: 14.212936 eta: 2 days, 10:23:22 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4244 images/s [04/14 19:56:25] ppdet.engine INFO: Epoch: [15] [1600/7329] learning_rate: 0.000100 loss_class: 0.595362 loss_bbox: 0.143012 loss_giou: 0.408803 loss_class_aux: 3.901257 loss_bbox_aux: 0.988418 loss_giou_aux: 2.556861 loss_class_dn: 0.332788 loss_bbox_dn: 0.165437 loss_giou_dn: 0.404511 loss_class_aux_dn: 1.756721 loss_bbox_aux_dn: 0.983648 loss_giou_aux_dn: 2.234737 loss: 14.904781 eta: 2 days, 10:22:46 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3108 images/s [04/14 19:57:05] ppdet.engine INFO: Epoch: [15] [1700/7329] learning_rate: 0.000100 loss_class: 0.629399 loss_bbox: 0.142694 loss_giou: 0.397977 loss_class_aux: 4.092834 loss_bbox_aux: 0.979221 loss_giou_aux: 2.536102 loss_class_dn: 0.371784 loss_bbox_dn: 0.170523 loss_giou_dn: 0.407034 loss_class_aux_dn: 2.006104 loss_bbox_aux_dn: 1.040957 loss_giou_aux_dn: 2.232356 loss: 16.615599 eta: 2 days, 10:22:08 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3822 images/s [04/14 19:57:44] ppdet.engine INFO: Epoch: [15] [1800/7329] learning_rate: 0.000100 loss_class: 0.570542 loss_bbox: 0.136177 loss_giou: 0.389211 loss_class_aux: 3.734838 loss_bbox_aux: 0.911697 loss_giou_aux: 2.467611 loss_class_dn: 0.343295 loss_bbox_dn: 0.149542 loss_giou_dn: 0.393962 loss_class_aux_dn: 1.827266 loss_bbox_aux_dn: 0.843163 loss_giou_aux_dn: 2.197283 loss: 14.453730 eta: 2 days, 10:21:35 batch_cost: 0.3582 data_cost: 0.0013 ips: 11.1678 images/s [04/14 19:58:23] ppdet.engine INFO: Epoch: [15] [1900/7329] learning_rate: 0.000100 loss_class: 0.580402 loss_bbox: 0.142405 loss_giou: 0.378721 loss_class_aux: 3.780182 loss_bbox_aux: 0.946295 loss_giou_aux: 2.454910 loss_class_dn: 0.341458 loss_bbox_dn: 0.172263 loss_giou_dn: 0.400568 loss_class_aux_dn: 1.846695 loss_bbox_aux_dn: 0.979579 loss_giou_aux_dn: 2.245457 loss: 15.229619 eta: 2 days, 10:20:56 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4414 images/s [04/14 19:59:02] ppdet.engine INFO: Epoch: [15] [2000/7329] learning_rate: 0.000100 loss_class: 0.574503 loss_bbox: 0.151841 loss_giou: 0.409500 loss_class_aux: 3.817778 loss_bbox_aux: 0.995390 loss_giou_aux: 2.658924 loss_class_dn: 0.339133 loss_bbox_dn: 0.190292 loss_giou_dn: 0.390509 loss_class_aux_dn: 1.827970 loss_bbox_aux_dn: 1.095291 loss_giou_aux_dn: 2.143890 loss: 15.187924 eta: 2 days, 10:20:18 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4305 images/s [04/14 19:59:41] ppdet.engine INFO: Epoch: [15] [2100/7329] learning_rate: 0.000100 loss_class: 0.661173 loss_bbox: 0.172499 loss_giou: 0.440527 loss_class_aux: 4.403215 loss_bbox_aux: 1.125552 loss_giou_aux: 2.816646 loss_class_dn: 0.342643 loss_bbox_dn: 0.206779 loss_giou_dn: 0.422222 loss_class_aux_dn: 1.867670 loss_bbox_aux_dn: 1.226455 loss_giou_aux_dn: 2.287912 loss: 15.345746 eta: 2 days, 10:19:40 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4144 images/s [04/14 20:00:21] ppdet.engine INFO: Epoch: [15] [2200/7329] learning_rate: 0.000100 loss_class: 0.681002 loss_bbox: 0.144275 loss_giou: 0.376966 loss_class_aux: 4.338313 loss_bbox_aux: 0.941500 loss_giou_aux: 2.420729 loss_class_dn: 0.344715 loss_bbox_dn: 0.185004 loss_giou_dn: 0.428362 loss_class_aux_dn: 1.823830 loss_bbox_aux_dn: 1.103867 loss_giou_aux_dn: 2.372530 loss: 15.557272 eta: 2 days, 10:19:05 batch_cost: 0.3557 data_cost: 0.0012 ips: 11.2449 images/s [04/14 20:01:00] ppdet.engine INFO: Epoch: [15] [2300/7329] learning_rate: 0.000100 loss_class: 0.583945 loss_bbox: 0.139627 loss_giou: 0.460993 loss_class_aux: 3.839111 loss_bbox_aux: 0.908298 loss_giou_aux: 2.844466 loss_class_dn: 0.352597 loss_bbox_dn: 0.171064 loss_giou_dn: 0.445047 loss_class_aux_dn: 1.870842 loss_bbox_aux_dn: 1.031531 loss_giou_aux_dn: 2.434099 loss: 15.113554 eta: 2 days, 10:18:28 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3548 images/s [04/14 20:01:39] ppdet.engine INFO: Epoch: [15] [2400/7329] learning_rate: 0.000100 loss_class: 0.588495 loss_bbox: 0.147037 loss_giou: 0.377189 loss_class_aux: 3.811203 loss_bbox_aux: 0.942802 loss_giou_aux: 2.542711 loss_class_dn: 0.330447 loss_bbox_dn: 0.174993 loss_giou_dn: 0.422766 loss_class_aux_dn: 1.800319 loss_bbox_aux_dn: 0.999106 loss_giou_aux_dn: 2.276362 loss: 15.638250 eta: 2 days, 10:17:49 batch_cost: 0.3490 data_cost: 0.0012 ips: 11.4610 images/s [04/14 20:02:18] ppdet.engine INFO: Epoch: [15] [2500/7329] learning_rate: 0.000100 loss_class: 0.605009 loss_bbox: 0.150174 loss_giou: 0.407843 loss_class_aux: 3.966096 loss_bbox_aux: 0.941582 loss_giou_aux: 2.583750 loss_class_dn: 0.364819 loss_bbox_dn: 0.185976 loss_giou_dn: 0.407345 loss_class_aux_dn: 1.944279 loss_bbox_aux_dn: 1.047876 loss_giou_aux_dn: 2.264700 loss: 15.192095 eta: 2 days, 10:17:11 batch_cost: 0.3492 data_cost: 0.0013 ips: 11.4562 images/s [04/14 20:02:57] ppdet.engine INFO: Epoch: [15] [2600/7329] learning_rate: 0.000100 loss_class: 0.598858 loss_bbox: 0.148367 loss_giou: 0.429093 loss_class_aux: 3.789795 loss_bbox_aux: 0.933257 loss_giou_aux: 2.814536 loss_class_dn: 0.324479 loss_bbox_dn: 0.181269 loss_giou_dn: 0.448631 loss_class_aux_dn: 1.708404 loss_bbox_aux_dn: 1.047253 loss_giou_aux_dn: 2.434033 loss: 15.624680 eta: 2 days, 10:16:34 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3818 images/s [04/14 20:03:37] ppdet.engine INFO: Epoch: [15] [2700/7329] learning_rate: 0.000100 loss_class: 0.590518 loss_bbox: 0.139688 loss_giou: 0.363610 loss_class_aux: 3.913755 loss_bbox_aux: 0.959306 loss_giou_aux: 2.306759 loss_class_dn: 0.329706 loss_bbox_dn: 0.176829 loss_giou_dn: 0.388401 loss_class_aux_dn: 1.736779 loss_bbox_aux_dn: 1.023593 loss_giou_aux_dn: 2.180970 loss: 15.229929 eta: 2 days, 10:15:58 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2581 images/s [04/14 20:04:16] ppdet.engine INFO: Epoch: [15] [2800/7329] learning_rate: 0.000100 loss_class: 0.613773 loss_bbox: 0.147335 loss_giou: 0.422192 loss_class_aux: 4.038931 loss_bbox_aux: 1.024046 loss_giou_aux: 2.723561 loss_class_dn: 0.340969 loss_bbox_dn: 0.173780 loss_giou_dn: 0.427925 loss_class_aux_dn: 1.844965 loss_bbox_aux_dn: 1.035859 loss_giou_aux_dn: 2.379138 loss: 15.821148 eta: 2 days, 10:15:21 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3670 images/s [04/14 20:04:55] ppdet.engine INFO: Epoch: [15] [2900/7329] learning_rate: 0.000100 loss_class: 0.592459 loss_bbox: 0.153646 loss_giou: 0.390583 loss_class_aux: 3.895679 loss_bbox_aux: 1.039506 loss_giou_aux: 2.475277 loss_class_dn: 0.350706 loss_bbox_dn: 0.216816 loss_giou_dn: 0.421611 loss_class_aux_dn: 1.894375 loss_bbox_aux_dn: 1.262716 loss_giou_aux_dn: 2.317717 loss: 15.523163 eta: 2 days, 10:14:45 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3260 images/s [04/14 20:05:35] ppdet.engine INFO: Epoch: [15] [3000/7329] learning_rate: 0.000100 loss_class: 0.620849 loss_bbox: 0.147739 loss_giou: 0.411082 loss_class_aux: 4.039277 loss_bbox_aux: 0.942180 loss_giou_aux: 2.649222 loss_class_dn: 0.343041 loss_bbox_dn: 0.183511 loss_giou_dn: 0.402695 loss_class_aux_dn: 1.839525 loss_bbox_aux_dn: 1.077714 loss_giou_aux_dn: 2.218629 loss: 15.475693 eta: 2 days, 10:14:09 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3003 images/s [04/14 20:06:14] ppdet.engine INFO: Epoch: [15] [3100/7329] learning_rate: 0.000100 loss_class: 0.624382 loss_bbox: 0.161225 loss_giou: 0.457810 loss_class_aux: 4.023325 loss_bbox_aux: 1.122001 loss_giou_aux: 2.935194 loss_class_dn: 0.358867 loss_bbox_dn: 0.192904 loss_giou_dn: 0.505720 loss_class_aux_dn: 1.940534 loss_bbox_aux_dn: 1.124852 loss_giou_aux_dn: 2.756062 loss: 16.000732 eta: 2 days, 10:13:33 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3118 images/s [04/14 20:06:54] ppdet.engine INFO: Epoch: [15] [3200/7329] learning_rate: 0.000100 loss_class: 0.636812 loss_bbox: 0.143313 loss_giou: 0.499659 loss_class_aux: 4.138476 loss_bbox_aux: 0.944359 loss_giou_aux: 3.138105 loss_class_dn: 0.363195 loss_bbox_dn: 0.172794 loss_giou_dn: 0.510357 loss_class_aux_dn: 1.902318 loss_bbox_aux_dn: 1.036240 loss_giou_aux_dn: 2.763633 loss: 17.492290 eta: 2 days, 10:12:58 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2289 images/s [04/14 20:07:33] ppdet.engine INFO: Epoch: [15] [3300/7329] learning_rate: 0.000100 loss_class: 0.614465 loss_bbox: 0.166806 loss_giou: 0.395689 loss_class_aux: 3.909905 loss_bbox_aux: 1.042750 loss_giou_aux: 2.438660 loss_class_dn: 0.328466 loss_bbox_dn: 0.202063 loss_giou_dn: 0.398789 loss_class_aux_dn: 1.768131 loss_bbox_aux_dn: 1.171733 loss_giou_aux_dn: 2.189567 loss: 14.688005 eta: 2 days, 10:12:21 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3536 images/s [04/14 20:08:13] ppdet.engine INFO: Epoch: [15] [3400/7329] learning_rate: 0.000100 loss_class: 0.614095 loss_bbox: 0.151597 loss_giou: 0.358058 loss_class_aux: 4.078038 loss_bbox_aux: 1.022276 loss_giou_aux: 2.487227 loss_class_dn: 0.341121 loss_bbox_dn: 0.174659 loss_giou_dn: 0.397468 loss_class_aux_dn: 1.778328 loss_bbox_aux_dn: 0.998572 loss_giou_aux_dn: 2.183367 loss: 14.739702 eta: 2 days, 10:11:47 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1909 images/s [04/14 20:08:52] ppdet.engine INFO: Epoch: [15] [3500/7329] learning_rate: 0.000100 loss_class: 0.601649 loss_bbox: 0.148572 loss_giou: 0.465005 loss_class_aux: 3.911398 loss_bbox_aux: 0.960052 loss_giou_aux: 2.887473 loss_class_dn: 0.363577 loss_bbox_dn: 0.176922 loss_giou_dn: 0.466783 loss_class_aux_dn: 1.906600 loss_bbox_aux_dn: 0.989245 loss_giou_aux_dn: 2.490402 loss: 15.448832 eta: 2 days, 10:11:11 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2704 images/s [04/14 20:09:32] ppdet.engine INFO: Epoch: [15] [3600/7329] learning_rate: 0.000100 loss_class: 0.637277 loss_bbox: 0.162198 loss_giou: 0.406454 loss_class_aux: 4.347809 loss_bbox_aux: 1.016209 loss_giou_aux: 2.570323 loss_class_dn: 0.360643 loss_bbox_dn: 0.185827 loss_giou_dn: 0.431910 loss_class_aux_dn: 1.912781 loss_bbox_aux_dn: 1.087969 loss_giou_aux_dn: 2.397566 loss: 15.703142 eta: 2 days, 10:10:37 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1970 images/s [04/14 20:10:12] ppdet.engine INFO: Epoch: [15] [3700/7329] learning_rate: 0.000100 loss_class: 0.614374 loss_bbox: 0.140323 loss_giou: 0.395516 loss_class_aux: 4.111087 loss_bbox_aux: 0.919818 loss_giou_aux: 2.626363 loss_class_dn: 0.304419 loss_bbox_dn: 0.182084 loss_giou_dn: 0.390080 loss_class_aux_dn: 1.677966 loss_bbox_aux_dn: 1.081623 loss_giou_aux_dn: 2.096398 loss: 13.934578 eta: 2 days, 10:10:02 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2027 images/s [04/14 20:10:51] ppdet.engine INFO: Epoch: [15] [3800/7329] learning_rate: 0.000100 loss_class: 0.655613 loss_bbox: 0.162609 loss_giou: 0.412365 loss_class_aux: 4.237477 loss_bbox_aux: 1.127218 loss_giou_aux: 2.644542 loss_class_dn: 0.366286 loss_bbox_dn: 0.223334 loss_giou_dn: 0.444177 loss_class_aux_dn: 1.951001 loss_bbox_aux_dn: 1.238824 loss_giou_aux_dn: 2.438865 loss: 16.811749 eta: 2 days, 10:09:27 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2797 images/s [04/14 20:11:31] ppdet.engine INFO: Epoch: [15] [3900/7329] learning_rate: 0.000100 loss_class: 0.550389 loss_bbox: 0.135751 loss_giou: 0.378074 loss_class_aux: 3.520050 loss_bbox_aux: 0.930350 loss_giou_aux: 2.376867 loss_class_dn: 0.290518 loss_bbox_dn: 0.165090 loss_giou_dn: 0.383945 loss_class_aux_dn: 1.538409 loss_bbox_aux_dn: 0.966967 loss_giou_aux_dn: 2.076475 loss: 13.503708 eta: 2 days, 10:08:52 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2274 images/s [04/14 20:12:11] ppdet.engine INFO: Epoch: [15] [4000/7329] learning_rate: 0.000100 loss_class: 0.598907 loss_bbox: 0.148167 loss_giou: 0.369114 loss_class_aux: 3.878158 loss_bbox_aux: 0.964520 loss_giou_aux: 2.361960 loss_class_dn: 0.335122 loss_bbox_dn: 0.199239 loss_giou_dn: 0.425816 loss_class_aux_dn: 1.768742 loss_bbox_aux_dn: 1.079910 loss_giou_aux_dn: 2.296863 loss: 15.333071 eta: 2 days, 10:08:18 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1731 images/s [04/14 20:12:50] ppdet.engine INFO: Epoch: [15] [4100/7329] learning_rate: 0.000100 loss_class: 0.662058 loss_bbox: 0.138011 loss_giou: 0.462731 loss_class_aux: 4.188379 loss_bbox_aux: 0.924362 loss_giou_aux: 2.962972 loss_class_dn: 0.375445 loss_bbox_dn: 0.167257 loss_giou_dn: 0.456921 loss_class_aux_dn: 2.041700 loss_bbox_aux_dn: 0.959859 loss_giou_aux_dn: 2.452219 loss: 16.949627 eta: 2 days, 10:07:41 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3584 images/s [04/14 20:13:29] ppdet.engine INFO: Epoch: [15] [4200/7329] learning_rate: 0.000100 loss_class: 0.633232 loss_bbox: 0.155248 loss_giou: 0.417672 loss_class_aux: 4.038180 loss_bbox_aux: 1.008298 loss_giou_aux: 2.690301 loss_class_dn: 0.379339 loss_bbox_dn: 0.182774 loss_giou_dn: 0.436762 loss_class_aux_dn: 1.987679 loss_bbox_aux_dn: 1.035207 loss_giou_aux_dn: 2.443786 loss: 16.253284 eta: 2 days, 10:07:05 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2836 images/s [04/14 20:14:08] ppdet.engine INFO: Epoch: [15] [4300/7329] learning_rate: 0.000100 loss_class: 0.583788 loss_bbox: 0.160173 loss_giou: 0.418619 loss_class_aux: 3.761993 loss_bbox_aux: 1.016004 loss_giou_aux: 2.618769 loss_class_dn: 0.343145 loss_bbox_dn: 0.189139 loss_giou_dn: 0.402290 loss_class_aux_dn: 1.858766 loss_bbox_aux_dn: 1.089895 loss_giou_aux_dn: 2.273417 loss: 15.344310 eta: 2 days, 10:06:28 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4178 images/s [04/14 20:14:48] ppdet.engine INFO: Epoch: [15] [4400/7329] learning_rate: 0.000100 loss_class: 0.632595 loss_bbox: 0.149234 loss_giou: 0.406132 loss_class_aux: 4.174783 loss_bbox_aux: 0.960017 loss_giou_aux: 2.598267 loss_class_dn: 0.350605 loss_bbox_dn: 0.196382 loss_giou_dn: 0.430526 loss_class_aux_dn: 1.854299 loss_bbox_aux_dn: 1.119173 loss_giou_aux_dn: 2.328390 loss: 15.779758 eta: 2 days, 10:05:52 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2629 images/s [04/14 20:15:27] ppdet.engine INFO: Epoch: [15] [4500/7329] learning_rate: 0.000100 loss_class: 0.571656 loss_bbox: 0.139388 loss_giou: 0.333529 loss_class_aux: 3.856854 loss_bbox_aux: 0.906725 loss_giou_aux: 2.150340 loss_class_dn: 0.312543 loss_bbox_dn: 0.172686 loss_giou_dn: 0.339536 loss_class_aux_dn: 1.690371 loss_bbox_aux_dn: 0.997420 loss_giou_aux_dn: 1.875009 loss: 13.451357 eta: 2 days, 10:05:16 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2813 images/s [04/14 20:16:07] ppdet.engine INFO: Epoch: [15] [4600/7329] learning_rate: 0.000100 loss_class: 0.742438 loss_bbox: 0.157604 loss_giou: 0.485853 loss_class_aux: 4.678735 loss_bbox_aux: 1.037674 loss_giou_aux: 3.040559 loss_class_dn: 0.398376 loss_bbox_dn: 0.215571 loss_giou_dn: 0.487986 loss_class_aux_dn: 2.192657 loss_bbox_aux_dn: 1.293938 loss_giou_aux_dn: 2.685983 loss: 17.931816 eta: 2 days, 10:04:40 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3199 images/s [04/14 20:16:46] ppdet.engine INFO: Epoch: [15] [4700/7329] learning_rate: 0.000100 loss_class: 0.637572 loss_bbox: 0.158194 loss_giou: 0.508266 loss_class_aux: 4.032979 loss_bbox_aux: 1.039179 loss_giou_aux: 3.151500 loss_class_dn: 0.384371 loss_bbox_dn: 0.191617 loss_giou_dn: 0.524220 loss_class_aux_dn: 2.054725 loss_bbox_aux_dn: 1.110142 loss_giou_aux_dn: 2.764748 loss: 17.577715 eta: 2 days, 10:04:03 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3534 images/s [04/14 20:17:26] ppdet.engine INFO: Epoch: [15] [4800/7329] learning_rate: 0.000100 loss_class: 0.622293 loss_bbox: 0.162325 loss_giou: 0.455306 loss_class_aux: 3.962058 loss_bbox_aux: 1.069916 loss_giou_aux: 2.928357 loss_class_dn: 0.359594 loss_bbox_dn: 0.197864 loss_giou_dn: 0.463470 loss_class_aux_dn: 1.937921 loss_bbox_aux_dn: 1.128144 loss_giou_aux_dn: 2.540811 loss: 15.899942 eta: 2 days, 10:03:29 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1739 images/s [04/14 20:18:06] ppdet.engine INFO: Epoch: [15] [4900/7329] learning_rate: 0.000100 loss_class: 0.642984 loss_bbox: 0.166333 loss_giou: 0.478168 loss_class_aux: 4.093116 loss_bbox_aux: 1.100678 loss_giou_aux: 2.922574 loss_class_dn: 0.374598 loss_bbox_dn: 0.188653 loss_giou_dn: 0.475293 loss_class_aux_dn: 2.003895 loss_bbox_aux_dn: 1.058669 loss_giou_aux_dn: 2.685051 loss: 16.757238 eta: 2 days, 10:02:54 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2302 images/s [04/14 20:18:45] ppdet.engine INFO: Epoch: [15] [5000/7329] learning_rate: 0.000100 loss_class: 0.535672 loss_bbox: 0.141885 loss_giou: 0.346267 loss_class_aux: 3.588291 loss_bbox_aux: 0.929853 loss_giou_aux: 2.304065 loss_class_dn: 0.287888 loss_bbox_dn: 0.175684 loss_giou_dn: 0.373538 loss_class_aux_dn: 1.531058 loss_bbox_aux_dn: 1.046972 loss_giou_aux_dn: 2.055212 loss: 13.465618 eta: 2 days, 10:02:18 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3531 images/s [04/14 20:19:24] ppdet.engine INFO: Epoch: [15] [5100/7329] learning_rate: 0.000100 loss_class: 0.655181 loss_bbox: 0.160975 loss_giou: 0.487869 loss_class_aux: 4.229131 loss_bbox_aux: 1.082443 loss_giou_aux: 2.984251 loss_class_dn: 0.372108 loss_bbox_dn: 0.209974 loss_giou_dn: 0.461901 loss_class_aux_dn: 2.044375 loss_bbox_aux_dn: 1.198883 loss_giou_aux_dn: 2.542395 loss: 17.075300 eta: 2 days, 10:01:41 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3324 images/s [04/14 20:20:03] ppdet.engine INFO: Epoch: [15] [5200/7329] learning_rate: 0.000100 loss_class: 0.678417 loss_bbox: 0.150194 loss_giou: 0.429420 loss_class_aux: 4.403332 loss_bbox_aux: 0.982506 loss_giou_aux: 2.738011 loss_class_dn: 0.375659 loss_bbox_dn: 0.188873 loss_giou_dn: 0.465673 loss_class_aux_dn: 1.983427 loss_bbox_aux_dn: 1.081045 loss_giou_aux_dn: 2.528943 loss: 15.860559 eta: 2 days, 10:01:05 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3309 images/s [04/14 20:20:43] ppdet.engine INFO: Epoch: [15] [5300/7329] learning_rate: 0.000100 loss_class: 0.559102 loss_bbox: 0.152989 loss_giou: 0.341015 loss_class_aux: 3.651615 loss_bbox_aux: 1.002891 loss_giou_aux: 2.182822 loss_class_dn: 0.310425 loss_bbox_dn: 0.193695 loss_giou_dn: 0.347352 loss_class_aux_dn: 1.661053 loss_bbox_aux_dn: 1.131270 loss_giou_aux_dn: 1.922446 loss: 13.881426 eta: 2 days, 10:00:29 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2540 images/s [04/14 20:21:23] ppdet.engine INFO: Epoch: [15] [5400/7329] learning_rate: 0.000100 loss_class: 0.635664 loss_bbox: 0.146693 loss_giou: 0.426126 loss_class_aux: 3.943981 loss_bbox_aux: 0.919553 loss_giou_aux: 2.797042 loss_class_dn: 0.364437 loss_bbox_dn: 0.168909 loss_giou_dn: 0.466640 loss_class_aux_dn: 1.957283 loss_bbox_aux_dn: 1.026077 loss_giou_aux_dn: 2.527352 loss: 16.495705 eta: 2 days, 9:59:54 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2396 images/s [04/14 20:22:02] ppdet.engine INFO: Epoch: [15] [5500/7329] learning_rate: 0.000100 loss_class: 0.639070 loss_bbox: 0.154085 loss_giou: 0.459853 loss_class_aux: 4.057837 loss_bbox_aux: 0.999877 loss_giou_aux: 2.898731 loss_class_dn: 0.372290 loss_bbox_dn: 0.190719 loss_giou_dn: 0.487559 loss_class_aux_dn: 1.961762 loss_bbox_aux_dn: 1.084465 loss_giou_aux_dn: 2.629295 loss: 16.293428 eta: 2 days, 9:59:17 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3936 images/s [04/14 20:22:41] ppdet.engine INFO: Epoch: [15] [5600/7329] learning_rate: 0.000100 loss_class: 0.583670 loss_bbox: 0.135725 loss_giou: 0.406130 loss_class_aux: 3.695760 loss_bbox_aux: 0.904609 loss_giou_aux: 2.568179 loss_class_dn: 0.337095 loss_bbox_dn: 0.158205 loss_giou_dn: 0.419613 loss_class_aux_dn: 1.841256 loss_bbox_aux_dn: 0.955861 loss_giou_aux_dn: 2.254169 loss: 14.772398 eta: 2 days, 9:58:40 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3487 images/s [04/14 20:23:20] ppdet.engine INFO: Epoch: [15] [5700/7329] learning_rate: 0.000100 loss_class: 0.569186 loss_bbox: 0.153098 loss_giou: 0.379890 loss_class_aux: 3.642983 loss_bbox_aux: 1.012849 loss_giou_aux: 2.363682 loss_class_dn: 0.340895 loss_bbox_dn: 0.178577 loss_giou_dn: 0.403012 loss_class_aux_dn: 1.807572 loss_bbox_aux_dn: 1.129363 loss_giou_aux_dn: 2.205300 loss: 15.189959 eta: 2 days, 9:58:04 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3351 images/s [04/14 20:24:00] ppdet.engine INFO: Epoch: [15] [5800/7329] learning_rate: 0.000100 loss_class: 0.590699 loss_bbox: 0.160054 loss_giou: 0.438113 loss_class_aux: 3.847514 loss_bbox_aux: 1.039043 loss_giou_aux: 2.853757 loss_class_dn: 0.352556 loss_bbox_dn: 0.178191 loss_giou_dn: 0.445295 loss_class_aux_dn: 1.871462 loss_bbox_aux_dn: 1.050724 loss_giou_aux_dn: 2.437168 loss: 16.203936 eta: 2 days, 9:57:29 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2172 images/s [04/14 20:24:39] ppdet.engine INFO: Epoch: [15] [5900/7329] learning_rate: 0.000100 loss_class: 0.644421 loss_bbox: 0.134759 loss_giou: 0.465827 loss_class_aux: 3.986021 loss_bbox_aux: 0.918401 loss_giou_aux: 2.890873 loss_class_dn: 0.368083 loss_bbox_dn: 0.161549 loss_giou_dn: 0.467977 loss_class_aux_dn: 1.952445 loss_bbox_aux_dn: 0.905844 loss_giou_aux_dn: 2.549049 loss: 16.109112 eta: 2 days, 9:56:52 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3393 images/s [04/14 20:25:18] ppdet.engine INFO: Epoch: [15] [6000/7329] learning_rate: 0.000100 loss_class: 0.643804 loss_bbox: 0.147987 loss_giou: 0.444677 loss_class_aux: 4.207434 loss_bbox_aux: 0.984881 loss_giou_aux: 2.738602 loss_class_dn: 0.353899 loss_bbox_dn: 0.190333 loss_giou_dn: 0.423682 loss_class_aux_dn: 1.918237 loss_bbox_aux_dn: 1.112328 loss_giou_aux_dn: 2.339016 loss: 15.482601 eta: 2 days, 9:56:16 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3534 images/s [04/14 20:25:57] ppdet.engine INFO: Epoch: [15] [6100/7329] learning_rate: 0.000100 loss_class: 0.630150 loss_bbox: 0.140555 loss_giou: 0.353470 loss_class_aux: 3.960204 loss_bbox_aux: 0.954441 loss_giou_aux: 2.283807 loss_class_dn: 0.334062 loss_bbox_dn: 0.198277 loss_giou_dn: 0.385491 loss_class_aux_dn: 1.773049 loss_bbox_aux_dn: 1.131017 loss_giou_aux_dn: 2.091166 loss: 14.848343 eta: 2 days, 9:55:37 batch_cost: 0.3491 data_cost: 0.0012 ips: 11.4570 images/s [04/14 20:26:37] ppdet.engine INFO: Epoch: [15] [6200/7329] learning_rate: 0.000100 loss_class: 0.561288 loss_bbox: 0.147439 loss_giou: 0.401023 loss_class_aux: 3.740544 loss_bbox_aux: 0.967526 loss_giou_aux: 2.496253 loss_class_dn: 0.338049 loss_bbox_dn: 0.200491 loss_giou_dn: 0.417537 loss_class_aux_dn: 1.804203 loss_bbox_aux_dn: 1.155933 loss_giou_aux_dn: 2.227657 loss: 14.900494 eta: 2 days, 9:55:00 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3800 images/s [04/14 20:27:16] ppdet.engine INFO: Epoch: [15] [6300/7329] learning_rate: 0.000100 loss_class: 0.594952 loss_bbox: 0.138753 loss_giou: 0.380576 loss_class_aux: 3.707783 loss_bbox_aux: 0.893125 loss_giou_aux: 2.455287 loss_class_dn: 0.328057 loss_bbox_dn: 0.159219 loss_giou_dn: 0.387776 loss_class_aux_dn: 1.765686 loss_bbox_aux_dn: 0.971355 loss_giou_aux_dn: 2.120598 loss: 14.376907 eta: 2 days, 9:54:22 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4265 images/s [04/14 20:27:55] ppdet.engine INFO: Epoch: [15] [6400/7329] learning_rate: 0.000100 loss_class: 0.635836 loss_bbox: 0.152297 loss_giou: 0.411212 loss_class_aux: 3.966763 loss_bbox_aux: 1.000550 loss_giou_aux: 2.609593 loss_class_dn: 0.350406 loss_bbox_dn: 0.188928 loss_giou_dn: 0.413569 loss_class_aux_dn: 1.875309 loss_bbox_aux_dn: 1.078959 loss_giou_aux_dn: 2.353223 loss: 15.761581 eta: 2 days, 9:53:46 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3177 images/s [04/14 20:28:34] ppdet.engine INFO: Epoch: [15] [6500/7329] learning_rate: 0.000100 loss_class: 0.600068 loss_bbox: 0.152188 loss_giou: 0.384040 loss_class_aux: 3.897894 loss_bbox_aux: 1.021419 loss_giou_aux: 2.438515 loss_class_dn: 0.343137 loss_bbox_dn: 0.177708 loss_giou_dn: 0.395835 loss_class_aux_dn: 1.871331 loss_bbox_aux_dn: 1.013597 loss_giou_aux_dn: 2.186246 loss: 14.965081 eta: 2 days, 9:53:10 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2692 images/s [04/14 20:29:14] ppdet.engine INFO: Epoch: [15] [6600/7329] learning_rate: 0.000100 loss_class: 0.599088 loss_bbox: 0.143791 loss_giou: 0.429998 loss_class_aux: 3.830467 loss_bbox_aux: 0.934027 loss_giou_aux: 2.870313 loss_class_dn: 0.344552 loss_bbox_dn: 0.197206 loss_giou_dn: 0.462851 loss_class_aux_dn: 1.836516 loss_bbox_aux_dn: 1.098529 loss_giou_aux_dn: 2.485329 loss: 16.623058 eta: 2 days, 9:52:35 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2836 images/s [04/14 20:29:53] ppdet.engine INFO: Epoch: [15] [6700/7329] learning_rate: 0.000100 loss_class: 0.608969 loss_bbox: 0.163693 loss_giou: 0.387569 loss_class_aux: 3.930191 loss_bbox_aux: 1.050638 loss_giou_aux: 2.446860 loss_class_dn: 0.353000 loss_bbox_dn: 0.204754 loss_giou_dn: 0.391861 loss_class_aux_dn: 1.915056 loss_bbox_aux_dn: 1.230946 loss_giou_aux_dn: 2.187767 loss: 15.862939 eta: 2 days, 9:51:58 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3249 images/s [04/14 20:30:33] ppdet.engine INFO: Epoch: [15] [6800/7329] learning_rate: 0.000100 loss_class: 0.604702 loss_bbox: 0.147506 loss_giou: 0.437321 loss_class_aux: 4.058575 loss_bbox_aux: 0.902990 loss_giou_aux: 2.753455 loss_class_dn: 0.350402 loss_bbox_dn: 0.173451 loss_giou_dn: 0.443113 loss_class_aux_dn: 1.912634 loss_bbox_aux_dn: 0.957675 loss_giou_aux_dn: 2.446756 loss: 16.348600 eta: 2 days, 9:51:24 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2061 images/s [04/14 20:31:12] ppdet.engine INFO: Epoch: [15] [6900/7329] learning_rate: 0.000100 loss_class: 0.672447 loss_bbox: 0.152769 loss_giou: 0.447566 loss_class_aux: 4.333999 loss_bbox_aux: 0.976173 loss_giou_aux: 2.825171 loss_class_dn: 0.391705 loss_bbox_dn: 0.159180 loss_giou_dn: 0.482809 loss_class_aux_dn: 2.083885 loss_bbox_aux_dn: 0.949158 loss_giou_aux_dn: 2.547688 loss: 16.753796 eta: 2 days, 9:50:46 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3927 images/s [04/14 20:31:51] ppdet.engine INFO: Epoch: [15] [7000/7329] learning_rate: 0.000100 loss_class: 0.600911 loss_bbox: 0.142509 loss_giou: 0.413525 loss_class_aux: 3.932696 loss_bbox_aux: 0.897787 loss_giou_aux: 2.576013 loss_class_dn: 0.333109 loss_bbox_dn: 0.175108 loss_giou_dn: 0.406398 loss_class_aux_dn: 1.802284 loss_bbox_aux_dn: 1.037275 loss_giou_aux_dn: 2.224795 loss: 14.211209 eta: 2 days, 9:50:10 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3471 images/s [04/14 20:32:31] ppdet.engine INFO: Epoch: [15] [7100/7329] learning_rate: 0.000100 loss_class: 0.580090 loss_bbox: 0.141495 loss_giou: 0.412934 loss_class_aux: 3.922005 loss_bbox_aux: 0.942576 loss_giou_aux: 2.568967 loss_class_dn: 0.344697 loss_bbox_dn: 0.167555 loss_giou_dn: 0.425281 loss_class_aux_dn: 1.889535 loss_bbox_aux_dn: 0.983454 loss_giou_aux_dn: 2.382749 loss: 15.720152 eta: 2 days, 9:49:33 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3637 images/s [04/14 20:33:10] ppdet.engine INFO: Epoch: [15] [7200/7329] learning_rate: 0.000100 loss_class: 0.581783 loss_bbox: 0.154239 loss_giou: 0.358407 loss_class_aux: 4.090641 loss_bbox_aux: 1.042185 loss_giou_aux: 2.215633 loss_class_dn: 0.321353 loss_bbox_dn: 0.199272 loss_giou_dn: 0.378865 loss_class_aux_dn: 1.760628 loss_bbox_aux_dn: 1.162659 loss_giou_aux_dn: 2.101585 loss: 15.060280 eta: 2 days, 9:48:56 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3138 images/s [04/14 20:33:49] ppdet.engine INFO: Epoch: [15] [7300/7329] learning_rate: 0.000100 loss_class: 0.637343 loss_bbox: 0.142255 loss_giou: 0.422481 loss_class_aux: 4.116055 loss_bbox_aux: 0.995111 loss_giou_aux: 2.577926 loss_class_dn: 0.347121 loss_bbox_dn: 0.174793 loss_giou_dn: 0.443847 loss_class_aux_dn: 1.848840 loss_bbox_aux_dn: 0.989550 loss_giou_aux_dn: 2.344076 loss: 15.663640 eta: 2 days, 9:48:20 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3327 images/s [04/14 20:34:03] ppdet.engine INFO: Eval iter: 0 [04/14 20:34:15] ppdet.engine INFO: Eval iter: 100 [04/14 20:34:27] ppdet.engine INFO: Eval iter: 200 [04/14 20:34:39] ppdet.engine INFO: Eval iter: 300 [04/14 20:34:51] ppdet.engine INFO: Eval iter: 400 [04/14 20:35:04] ppdet.engine INFO: Eval iter: 500 [04/14 20:35:16] ppdet.engine INFO: Eval iter: 600 [04/14 20:35:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/14 20:35:39] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.65s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.68s). Accumulating evaluation results... DONE (t=15.95s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.518 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.700 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.326 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 ] = 0.704 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 ] = 0.644 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 ] = 0.524 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 [04/14 20:37:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.41795513983017 [04/14 20:37:21] ppdet.engine INFO: Best test bbox ap is 0.518. [04/14 20:37:24] ppdet.engine INFO: Epoch: [16] [ 0/7329] learning_rate: 0.000100 loss_class: 0.637343 loss_bbox: 0.150032 loss_giou: 0.417033 loss_class_aux: 4.111959 loss_bbox_aux: 0.973073 loss_giou_aux: 2.577926 loss_class_dn: 0.351833 loss_bbox_dn: 0.174358 loss_giou_dn: 0.438097 loss_class_aux_dn: 1.838211 loss_bbox_aux_dn: 0.979011 loss_giou_aux_dn: 2.347991 loss: 15.263345 eta: 2 days, 9:48:09 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3802 images/s [04/14 20:38:03] ppdet.engine INFO: Epoch: [16] [ 100/7329] learning_rate: 0.000100 loss_class: 0.689824 loss_bbox: 0.155820 loss_giou: 0.389553 loss_class_aux: 4.396856 loss_bbox_aux: 1.047093 loss_giou_aux: 2.480909 loss_class_dn: 0.360559 loss_bbox_dn: 0.204378 loss_giou_dn: 0.445728 loss_class_aux_dn: 1.925936 loss_bbox_aux_dn: 1.194287 loss_giou_aux_dn: 2.430483 loss: 15.920662 eta: 2 days, 9:47:33 batch_cost: 0.3543 data_cost: 0.0010 ips: 11.2911 images/s [04/14 20:38:42] ppdet.engine INFO: Epoch: [16] [ 200/7329] learning_rate: 0.000100 loss_class: 0.563248 loss_bbox: 0.153793 loss_giou: 0.401495 loss_class_aux: 3.723172 loss_bbox_aux: 1.006802 loss_giou_aux: 2.591863 loss_class_dn: 0.340674 loss_bbox_dn: 0.188148 loss_giou_dn: 0.397350 loss_class_aux_dn: 1.789166 loss_bbox_aux_dn: 1.087686 loss_giou_aux_dn: 2.204507 loss: 15.038620 eta: 2 days, 9:46:56 batch_cost: 0.3515 data_cost: 0.0015 ips: 11.3782 images/s [04/14 20:39:22] ppdet.engine INFO: Epoch: [16] [ 300/7329] learning_rate: 0.000100 loss_class: 0.662218 loss_bbox: 0.156346 loss_giou: 0.387234 loss_class_aux: 4.308448 loss_bbox_aux: 0.982298 loss_giou_aux: 2.551700 loss_class_dn: 0.345936 loss_bbox_dn: 0.188313 loss_giou_dn: 0.425783 loss_class_aux_dn: 1.808439 loss_bbox_aux_dn: 1.030559 loss_giou_aux_dn: 2.292418 loss: 15.320005 eta: 2 days, 9:46:19 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3227 images/s [04/14 20:40:01] ppdet.engine INFO: Epoch: [16] [ 400/7329] learning_rate: 0.000100 loss_class: 0.686858 loss_bbox: 0.169462 loss_giou: 0.476916 loss_class_aux: 4.301691 loss_bbox_aux: 1.103390 loss_giou_aux: 3.027754 loss_class_dn: 0.378173 loss_bbox_dn: 0.201378 loss_giou_dn: 0.475629 loss_class_aux_dn: 2.017220 loss_bbox_aux_dn: 1.112723 loss_giou_aux_dn: 2.619531 loss: 17.029343 eta: 2 days, 9:45:44 batch_cost: 0.3547 data_cost: 0.0017 ips: 11.2768 images/s [04/14 20:40:40] ppdet.engine INFO: Epoch: [16] [ 500/7329] learning_rate: 0.000100 loss_class: 0.660712 loss_bbox: 0.152561 loss_giou: 0.418074 loss_class_aux: 4.197081 loss_bbox_aux: 0.985594 loss_giou_aux: 2.671009 loss_class_dn: 0.360877 loss_bbox_dn: 0.189082 loss_giou_dn: 0.428958 loss_class_aux_dn: 1.864741 loss_bbox_aux_dn: 1.116031 loss_giou_aux_dn: 2.351140 loss: 15.905938 eta: 2 days, 9:45:08 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3091 images/s [04/14 20:41:20] ppdet.engine INFO: Epoch: [16] [ 600/7329] learning_rate: 0.000100 loss_class: 0.596223 loss_bbox: 0.139801 loss_giou: 0.341540 loss_class_aux: 3.948161 loss_bbox_aux: 0.916434 loss_giou_aux: 2.238057 loss_class_dn: 0.329132 loss_bbox_dn: 0.176758 loss_giou_dn: 0.369146 loss_class_aux_dn: 1.735334 loss_bbox_aux_dn: 1.041372 loss_giou_aux_dn: 2.030468 loss: 14.005119 eta: 2 days, 9:44:33 batch_cost: 0.3557 data_cost: 0.0018 ips: 11.2453 images/s [04/14 20:42:00] ppdet.engine INFO: Epoch: [16] [ 700/7329] learning_rate: 0.000100 loss_class: 0.602029 loss_bbox: 0.131932 loss_giou: 0.363716 loss_class_aux: 3.951421 loss_bbox_aux: 0.930715 loss_giou_aux: 2.359433 loss_class_dn: 0.332550 loss_bbox_dn: 0.178886 loss_giou_dn: 0.402190 loss_class_aux_dn: 1.790311 loss_bbox_aux_dn: 1.026576 loss_giou_aux_dn: 2.159195 loss: 14.677618 eta: 2 days, 9:43:58 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2376 images/s [04/14 20:42:39] ppdet.engine INFO: Epoch: [16] [ 800/7329] learning_rate: 0.000100 loss_class: 0.598089 loss_bbox: 0.150025 loss_giou: 0.406080 loss_class_aux: 3.979700 loss_bbox_aux: 0.940004 loss_giou_aux: 2.666519 loss_class_dn: 0.357303 loss_bbox_dn: 0.169745 loss_giou_dn: 0.443309 loss_class_aux_dn: 1.902312 loss_bbox_aux_dn: 0.984081 loss_giou_aux_dn: 2.412040 loss: 15.311159 eta: 2 days, 9:43:23 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2547 images/s [04/14 20:43:19] ppdet.engine INFO: Epoch: [16] [ 900/7329] learning_rate: 0.000100 loss_class: 0.631292 loss_bbox: 0.162478 loss_giou: 0.422832 loss_class_aux: 4.003575 loss_bbox_aux: 1.091961 loss_giou_aux: 2.724950 loss_class_dn: 0.334913 loss_bbox_dn: 0.198560 loss_giou_dn: 0.452039 loss_class_aux_dn: 1.809026 loss_bbox_aux_dn: 1.175211 loss_giou_aux_dn: 2.371649 loss: 16.297480 eta: 2 days, 9:42:47 batch_cost: 0.3539 data_cost: 0.0017 ips: 11.3019 images/s [04/14 20:43:58] ppdet.engine INFO: Epoch: [16] [1000/7329] learning_rate: 0.000100 loss_class: 0.601120 loss_bbox: 0.154715 loss_giou: 0.409990 loss_class_aux: 3.967239 loss_bbox_aux: 0.977939 loss_giou_aux: 2.612660 loss_class_dn: 0.331728 loss_bbox_dn: 0.202171 loss_giou_dn: 0.447069 loss_class_aux_dn: 1.766342 loss_bbox_aux_dn: 1.148748 loss_giou_aux_dn: 2.437559 loss: 15.190422 eta: 2 days, 9:42:12 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2345 images/s [04/14 20:44:38] ppdet.engine INFO: Epoch: [16] [1100/7329] learning_rate: 0.000100 loss_class: 0.712989 loss_bbox: 0.163489 loss_giou: 0.477873 loss_class_aux: 4.717694 loss_bbox_aux: 1.082090 loss_giou_aux: 3.063411 loss_class_dn: 0.402782 loss_bbox_dn: 0.197260 loss_giou_dn: 0.483546 loss_class_aux_dn: 2.173750 loss_bbox_aux_dn: 1.148834 loss_giou_aux_dn: 2.686772 loss: 17.482624 eta: 2 days, 9:41:35 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3197 images/s [04/14 20:45:17] ppdet.engine INFO: Epoch: [16] [1200/7329] learning_rate: 0.000100 loss_class: 0.665029 loss_bbox: 0.150204 loss_giou: 0.416183 loss_class_aux: 4.329672 loss_bbox_aux: 0.964787 loss_giou_aux: 2.603857 loss_class_dn: 0.380068 loss_bbox_dn: 0.192747 loss_giou_dn: 0.434647 loss_class_aux_dn: 2.028341 loss_bbox_aux_dn: 1.161047 loss_giou_aux_dn: 2.375846 loss: 16.507267 eta: 2 days, 9:41:00 batch_cost: 0.3549 data_cost: 0.0018 ips: 11.2705 images/s [04/14 20:45:56] ppdet.engine INFO: Epoch: [16] [1300/7329] learning_rate: 0.000100 loss_class: 0.644267 loss_bbox: 0.149257 loss_giou: 0.389263 loss_class_aux: 4.195202 loss_bbox_aux: 1.039116 loss_giou_aux: 2.470439 loss_class_dn: 0.369419 loss_bbox_dn: 0.186880 loss_giou_dn: 0.407584 loss_class_aux_dn: 2.001358 loss_bbox_aux_dn: 1.131827 loss_giou_aux_dn: 2.314750 loss: 16.686888 eta: 2 days, 9:40:21 batch_cost: 0.3481 data_cost: 0.0017 ips: 11.4925 images/s [04/14 20:46:35] ppdet.engine INFO: Epoch: [16] [1400/7329] learning_rate: 0.000100 loss_class: 0.658632 loss_bbox: 0.166190 loss_giou: 0.380707 loss_class_aux: 4.185900 loss_bbox_aux: 1.105398 loss_giou_aux: 2.407364 loss_class_dn: 0.341218 loss_bbox_dn: 0.192032 loss_giou_dn: 0.390022 loss_class_aux_dn: 1.886951 loss_bbox_aux_dn: 1.057820 loss_giou_aux_dn: 2.120752 loss: 14.745837 eta: 2 days, 9:39:45 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3180 images/s [04/14 20:47:15] ppdet.engine INFO: Epoch: [16] [1500/7329] learning_rate: 0.000100 loss_class: 0.665630 loss_bbox: 0.174199 loss_giou: 0.381279 loss_class_aux: 4.294063 loss_bbox_aux: 1.094778 loss_giou_aux: 2.426691 loss_class_dn: 0.352963 loss_bbox_dn: 0.191603 loss_giou_dn: 0.429116 loss_class_aux_dn: 1.927850 loss_bbox_aux_dn: 1.090429 loss_giou_aux_dn: 2.378255 loss: 16.014488 eta: 2 days, 9:39:08 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3282 images/s [04/14 20:47:54] ppdet.engine INFO: Epoch: [16] [1600/7329] learning_rate: 0.000100 loss_class: 0.565777 loss_bbox: 0.135348 loss_giou: 0.380970 loss_class_aux: 3.628552 loss_bbox_aux: 0.940718 loss_giou_aux: 2.508162 loss_class_dn: 0.337551 loss_bbox_dn: 0.170384 loss_giou_dn: 0.402595 loss_class_aux_dn: 1.812108 loss_bbox_aux_dn: 0.979804 loss_giou_aux_dn: 2.223125 loss: 14.399068 eta: 2 days, 9:38:32 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3339 images/s [04/14 20:48:33] ppdet.engine INFO: Epoch: [16] [1700/7329] learning_rate: 0.000100 loss_class: 0.622701 loss_bbox: 0.145312 loss_giou: 0.417387 loss_class_aux: 4.014284 loss_bbox_aux: 0.935927 loss_giou_aux: 2.645376 loss_class_dn: 0.332090 loss_bbox_dn: 0.174909 loss_giou_dn: 0.435960 loss_class_aux_dn: 1.887528 loss_bbox_aux_dn: 1.047362 loss_giou_aux_dn: 2.340299 loss: 14.462830 eta: 2 days, 9:37:56 batch_cost: 0.3531 data_cost: 0.0017 ips: 11.3285 images/s [04/14 20:49:13] ppdet.engine INFO: Epoch: [16] [1800/7329] learning_rate: 0.000100 loss_class: 0.606327 loss_bbox: 0.140567 loss_giou: 0.375279 loss_class_aux: 4.100629 loss_bbox_aux: 0.959165 loss_giou_aux: 2.409683 loss_class_dn: 0.315598 loss_bbox_dn: 0.201105 loss_giou_dn: 0.367125 loss_class_aux_dn: 1.683906 loss_bbox_aux_dn: 1.166805 loss_giou_aux_dn: 2.006312 loss: 14.266720 eta: 2 days, 9:37:21 batch_cost: 0.3574 data_cost: 0.0017 ips: 11.1933 images/s [04/14 20:49:52] ppdet.engine INFO: Epoch: [16] [1900/7329] learning_rate: 0.000100 loss_class: 0.634706 loss_bbox: 0.156682 loss_giou: 0.358037 loss_class_aux: 4.031232 loss_bbox_aux: 0.939736 loss_giou_aux: 2.222774 loss_class_dn: 0.329205 loss_bbox_dn: 0.166520 loss_giou_dn: 0.405406 loss_class_aux_dn: 1.768264 loss_bbox_aux_dn: 0.987751 loss_giou_aux_dn: 2.214990 loss: 15.432316 eta: 2 days, 9:36:46 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2522 images/s [04/14 20:50:32] ppdet.engine INFO: Epoch: [16] [2000/7329] learning_rate: 0.000100 loss_class: 0.613306 loss_bbox: 0.159278 loss_giou: 0.404953 loss_class_aux: 3.889671 loss_bbox_aux: 1.008699 loss_giou_aux: 2.533997 loss_class_dn: 0.365119 loss_bbox_dn: 0.185629 loss_giou_dn: 0.408942 loss_class_aux_dn: 1.968932 loss_bbox_aux_dn: 1.077235 loss_giou_aux_dn: 2.223055 loss: 15.908593 eta: 2 days, 9:36:09 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3545 images/s [04/14 20:51:11] ppdet.engine INFO: Epoch: [16] [2100/7329] learning_rate: 0.000100 loss_class: 0.613633 loss_bbox: 0.152106 loss_giou: 0.439177 loss_class_aux: 3.953219 loss_bbox_aux: 0.970982 loss_giou_aux: 2.715497 loss_class_dn: 0.368595 loss_bbox_dn: 0.161821 loss_giou_dn: 0.441093 loss_class_aux_dn: 1.966239 loss_bbox_aux_dn: 0.990046 loss_giou_aux_dn: 2.488231 loss: 15.605995 eta: 2 days, 9:35:33 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2966 images/s [04/14 20:51:51] ppdet.engine INFO: Epoch: [16] [2200/7329] learning_rate: 0.000100 loss_class: 0.516274 loss_bbox: 0.138083 loss_giou: 0.310363 loss_class_aux: 3.313952 loss_bbox_aux: 0.923740 loss_giou_aux: 1.939783 loss_class_dn: 0.277382 loss_bbox_dn: 0.163356 loss_giou_dn: 0.325289 loss_class_aux_dn: 1.504949 loss_bbox_aux_dn: 0.969086 loss_giou_aux_dn: 1.802722 loss: 12.870620 eta: 2 days, 9:34:58 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2513 images/s [04/14 20:52:30] ppdet.engine INFO: Epoch: [16] [2300/7329] learning_rate: 0.000100 loss_class: 0.611908 loss_bbox: 0.165346 loss_giou: 0.424866 loss_class_aux: 3.936250 loss_bbox_aux: 1.058273 loss_giou_aux: 2.700811 loss_class_dn: 0.340713 loss_bbox_dn: 0.197810 loss_giou_dn: 0.428460 loss_class_aux_dn: 1.810458 loss_bbox_aux_dn: 1.164813 loss_giou_aux_dn: 2.315573 loss: 15.123178 eta: 2 days, 9:34:24 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1963 images/s [04/14 20:53:09] ppdet.engine INFO: Epoch: [16] [2400/7329] learning_rate: 0.000100 loss_class: 0.551051 loss_bbox: 0.157063 loss_giou: 0.370592 loss_class_aux: 3.676180 loss_bbox_aux: 1.011802 loss_giou_aux: 2.358464 loss_class_dn: 0.304272 loss_bbox_dn: 0.189702 loss_giou_dn: 0.361550 loss_class_aux_dn: 1.647586 loss_bbox_aux_dn: 1.105303 loss_giou_aux_dn: 2.006999 loss: 13.505072 eta: 2 days, 9:33:46 batch_cost: 0.3493 data_cost: 0.0017 ips: 11.4501 images/s [04/14 20:53:49] ppdet.engine INFO: Epoch: [16] [2500/7329] learning_rate: 0.000100 loss_class: 0.675219 loss_bbox: 0.155926 loss_giou: 0.415465 loss_class_aux: 4.400518 loss_bbox_aux: 1.129191 loss_giou_aux: 2.663828 loss_class_dn: 0.392881 loss_bbox_dn: 0.210948 loss_giou_dn: 0.449649 loss_class_aux_dn: 2.093446 loss_bbox_aux_dn: 1.229230 loss_giou_aux_dn: 2.469055 loss: 16.765606 eta: 2 days, 9:33:10 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2937 images/s [04/14 20:54:28] ppdet.engine INFO: Epoch: [16] [2600/7329] learning_rate: 0.000100 loss_class: 0.636892 loss_bbox: 0.132697 loss_giou: 0.363599 loss_class_aux: 3.987232 loss_bbox_aux: 0.914404 loss_giou_aux: 2.364133 loss_class_dn: 0.337340 loss_bbox_dn: 0.178569 loss_giou_dn: 0.403139 loss_class_aux_dn: 1.805339 loss_bbox_aux_dn: 1.031679 loss_giou_aux_dn: 2.198274 loss: 14.708978 eta: 2 days, 9:32:35 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2651 images/s [04/14 20:55:08] ppdet.engine INFO: Epoch: [16] [2700/7329] learning_rate: 0.000100 loss_class: 0.604008 loss_bbox: 0.136509 loss_giou: 0.430646 loss_class_aux: 3.945291 loss_bbox_aux: 0.898142 loss_giou_aux: 2.739307 loss_class_dn: 0.322796 loss_bbox_dn: 0.157356 loss_giou_dn: 0.431878 loss_class_aux_dn: 1.724673 loss_bbox_aux_dn: 0.921226 loss_giou_aux_dn: 2.372458 loss: 15.000496 eta: 2 days, 9:31:59 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2916 images/s [04/14 20:55:47] ppdet.engine INFO: Epoch: [16] [2800/7329] learning_rate: 0.000100 loss_class: 0.668929 loss_bbox: 0.158674 loss_giou: 0.431007 loss_class_aux: 4.384052 loss_bbox_aux: 1.047730 loss_giou_aux: 2.756147 loss_class_dn: 0.380971 loss_bbox_dn: 0.203670 loss_giou_dn: 0.435919 loss_class_aux_dn: 2.053751 loss_bbox_aux_dn: 1.199793 loss_giou_aux_dn: 2.445124 loss: 16.469738 eta: 2 days, 9:31:25 batch_cost: 0.3577 data_cost: 0.0017 ips: 11.1832 images/s [04/14 20:56:27] ppdet.engine INFO: Epoch: [16] [2900/7329] learning_rate: 0.000100 loss_class: 0.676833 loss_bbox: 0.164083 loss_giou: 0.510546 loss_class_aux: 4.353561 loss_bbox_aux: 1.059725 loss_giou_aux: 3.243887 loss_class_dn: 0.379207 loss_bbox_dn: 0.187697 loss_giou_dn: 0.515924 loss_class_aux_dn: 1.976689 loss_bbox_aux_dn: 1.059766 loss_giou_aux_dn: 2.744520 loss: 17.192074 eta: 2 days, 9:30:47 batch_cost: 0.3505 data_cost: 0.0016 ips: 11.4136 images/s [04/14 20:57:06] ppdet.engine INFO: Epoch: [16] [3000/7329] learning_rate: 0.000100 loss_class: 0.607563 loss_bbox: 0.139044 loss_giou: 0.392494 loss_class_aux: 3.976923 loss_bbox_aux: 0.956232 loss_giou_aux: 2.495975 loss_class_dn: 0.337237 loss_bbox_dn: 0.170229 loss_giou_dn: 0.404972 loss_class_aux_dn: 1.801371 loss_bbox_aux_dn: 0.970362 loss_giou_aux_dn: 2.182612 loss: 15.198893 eta: 2 days, 9:30:13 batch_cost: 0.3588 data_cost: 0.0017 ips: 11.1491 images/s [04/14 20:57:46] ppdet.engine INFO: Epoch: [16] [3100/7329] learning_rate: 0.000100 loss_class: 0.721006 loss_bbox: 0.165441 loss_giou: 0.456608 loss_class_aux: 4.422788 loss_bbox_aux: 1.043285 loss_giou_aux: 2.971999 loss_class_dn: 0.403397 loss_bbox_dn: 0.205016 loss_giou_dn: 0.490612 loss_class_aux_dn: 2.143447 loss_bbox_aux_dn: 1.176087 loss_giou_aux_dn: 2.638847 loss: 17.693638 eta: 2 days, 9:29:39 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2016 images/s [04/14 20:58:26] ppdet.engine INFO: Epoch: [16] [3200/7329] learning_rate: 0.000100 loss_class: 0.615982 loss_bbox: 0.148167 loss_giou: 0.385791 loss_class_aux: 3.914444 loss_bbox_aux: 0.937810 loss_giou_aux: 2.501339 loss_class_dn: 0.344483 loss_bbox_dn: 0.194759 loss_giou_dn: 0.429267 loss_class_aux_dn: 1.861050 loss_bbox_aux_dn: 1.103302 loss_giou_aux_dn: 2.307297 loss: 16.438742 eta: 2 days, 9:29:04 batch_cost: 0.3568 data_cost: 0.0016 ips: 11.2100 images/s [04/14 20:59:05] ppdet.engine INFO: Epoch: [16] [3300/7329] learning_rate: 0.000100 loss_class: 0.637814 loss_bbox: 0.163793 loss_giou: 0.463556 loss_class_aux: 4.142841 loss_bbox_aux: 1.057413 loss_giou_aux: 2.824547 loss_class_dn: 0.363043 loss_bbox_dn: 0.192808 loss_giou_dn: 0.448285 loss_class_aux_dn: 1.966038 loss_bbox_aux_dn: 1.066202 loss_giou_aux_dn: 2.446840 loss: 16.419346 eta: 2 days, 9:28:29 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2822 images/s [04/14 20:59:45] ppdet.engine INFO: Epoch: [16] [3400/7329] learning_rate: 0.000100 loss_class: 0.557158 loss_bbox: 0.148757 loss_giou: 0.398330 loss_class_aux: 3.688744 loss_bbox_aux: 0.988970 loss_giou_aux: 2.519988 loss_class_dn: 0.329273 loss_bbox_dn: 0.165414 loss_giou_dn: 0.443761 loss_class_aux_dn: 1.756649 loss_bbox_aux_dn: 0.995597 loss_giou_aux_dn: 2.394281 loss: 14.568455 eta: 2 days, 9:27:54 batch_cost: 0.3570 data_cost: 0.0017 ips: 11.2051 images/s [04/14 21:00:24] ppdet.engine INFO: Epoch: [16] [3500/7329] learning_rate: 0.000100 loss_class: 0.550387 loss_bbox: 0.138464 loss_giou: 0.331904 loss_class_aux: 3.409352 loss_bbox_aux: 0.884909 loss_giou_aux: 2.158451 loss_class_dn: 0.289622 loss_bbox_dn: 0.159795 loss_giou_dn: 0.338401 loss_class_aux_dn: 1.562463 loss_bbox_aux_dn: 0.967652 loss_giou_aux_dn: 1.849056 loss: 12.825904 eta: 2 days, 9:27:16 batch_cost: 0.3492 data_cost: 0.0017 ips: 11.4561 images/s [04/14 21:01:03] ppdet.engine INFO: Epoch: [16] [3600/7329] learning_rate: 0.000100 loss_class: 0.654968 loss_bbox: 0.151004 loss_giou: 0.442122 loss_class_aux: 4.153782 loss_bbox_aux: 0.962597 loss_giou_aux: 2.760764 loss_class_dn: 0.374846 loss_bbox_dn: 0.193513 loss_giou_dn: 0.452167 loss_class_aux_dn: 1.959278 loss_bbox_aux_dn: 1.122739 loss_giou_aux_dn: 2.442265 loss: 15.494257 eta: 2 days, 9:26:40 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2763 images/s [04/14 21:01:43] ppdet.engine INFO: Epoch: [16] [3700/7329] learning_rate: 0.000100 loss_class: 0.541436 loss_bbox: 0.126624 loss_giou: 0.356931 loss_class_aux: 3.633782 loss_bbox_aux: 0.925214 loss_giou_aux: 2.237437 loss_class_dn: 0.297611 loss_bbox_dn: 0.183693 loss_giou_dn: 0.361229 loss_class_aux_dn: 1.626822 loss_bbox_aux_dn: 1.074563 loss_giou_aux_dn: 2.008566 loss: 13.251640 eta: 2 days, 9:26:04 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3150 images/s [04/14 21:02:22] ppdet.engine INFO: Epoch: [16] [3800/7329] learning_rate: 0.000100 loss_class: 0.618187 loss_bbox: 0.143654 loss_giou: 0.416093 loss_class_aux: 3.987816 loss_bbox_aux: 0.945159 loss_giou_aux: 2.608487 loss_class_dn: 0.343637 loss_bbox_dn: 0.183795 loss_giou_dn: 0.420374 loss_class_aux_dn: 1.808762 loss_bbox_aux_dn: 1.088360 loss_giou_aux_dn: 2.303070 loss: 14.951293 eta: 2 days, 9:25:30 batch_cost: 0.3569 data_cost: 0.0016 ips: 11.2061 images/s [04/14 21:03:02] ppdet.engine INFO: Epoch: [16] [3900/7329] learning_rate: 0.000100 loss_class: 0.608158 loss_bbox: 0.159337 loss_giou: 0.402471 loss_class_aux: 3.891500 loss_bbox_aux: 1.060602 loss_giou_aux: 2.539887 loss_class_dn: 0.343819 loss_bbox_dn: 0.183297 loss_giou_dn: 0.413268 loss_class_aux_dn: 1.812443 loss_bbox_aux_dn: 1.077412 loss_giou_aux_dn: 2.280334 loss: 15.142630 eta: 2 days, 9:24:54 batch_cost: 0.3550 data_cost: 0.0017 ips: 11.2667 images/s [04/14 21:03:42] ppdet.engine INFO: Epoch: [16] [4000/7329] learning_rate: 0.000100 loss_class: 0.690026 loss_bbox: 0.151284 loss_giou: 0.470785 loss_class_aux: 4.311714 loss_bbox_aux: 0.993388 loss_giou_aux: 3.022872 loss_class_dn: 0.391466 loss_bbox_dn: 0.195120 loss_giou_dn: 0.479450 loss_class_aux_dn: 2.048815 loss_bbox_aux_dn: 1.102642 loss_giou_aux_dn: 2.584938 loss: 17.808540 eta: 2 days, 9:24:19 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2524 images/s [04/14 21:04:21] ppdet.engine INFO: Epoch: [16] [4100/7329] learning_rate: 0.000100 loss_class: 0.651980 loss_bbox: 0.170711 loss_giou: 0.480708 loss_class_aux: 4.260918 loss_bbox_aux: 1.100141 loss_giou_aux: 2.973904 loss_class_dn: 0.374375 loss_bbox_dn: 0.177504 loss_giou_dn: 0.452122 loss_class_aux_dn: 2.005777 loss_bbox_aux_dn: 1.071525 loss_giou_aux_dn: 2.411136 loss: 15.717573 eta: 2 days, 9:23:44 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2305 images/s [04/14 21:05:00] ppdet.engine INFO: Epoch: [16] [4200/7329] learning_rate: 0.000100 loss_class: 0.634946 loss_bbox: 0.163061 loss_giou: 0.464316 loss_class_aux: 4.097515 loss_bbox_aux: 1.026474 loss_giou_aux: 3.007005 loss_class_dn: 0.362236 loss_bbox_dn: 0.175928 loss_giou_dn: 0.479032 loss_class_aux_dn: 1.921982 loss_bbox_aux_dn: 1.028378 loss_giou_aux_dn: 2.561677 loss: 16.297874 eta: 2 days, 9:23:07 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3672 images/s [04/14 21:05:40] ppdet.engine INFO: Epoch: [16] [4300/7329] learning_rate: 0.000100 loss_class: 0.693283 loss_bbox: 0.151773 loss_giou: 0.488513 loss_class_aux: 4.270740 loss_bbox_aux: 1.029717 loss_giou_aux: 3.034223 loss_class_dn: 0.383851 loss_bbox_dn: 0.178480 loss_giou_dn: 0.516788 loss_class_aux_dn: 2.045990 loss_bbox_aux_dn: 0.994893 loss_giou_aux_dn: 2.807302 loss: 16.576580 eta: 2 days, 9:22:33 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2220 images/s [04/14 21:06:19] ppdet.engine INFO: Epoch: [16] [4400/7329] learning_rate: 0.000100 loss_class: 0.581381 loss_bbox: 0.159190 loss_giou: 0.378805 loss_class_aux: 3.898515 loss_bbox_aux: 1.069551 loss_giou_aux: 2.489685 loss_class_dn: 0.361315 loss_bbox_dn: 0.200432 loss_giou_dn: 0.424150 loss_class_aux_dn: 1.901450 loss_bbox_aux_dn: 1.175926 loss_giou_aux_dn: 2.359899 loss: 16.223413 eta: 2 days, 9:21:57 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2719 images/s [04/14 21:06:59] ppdet.engine INFO: Epoch: [16] [4500/7329] learning_rate: 0.000100 loss_class: 0.634756 loss_bbox: 0.159157 loss_giou: 0.380646 loss_class_aux: 4.177883 loss_bbox_aux: 1.094879 loss_giou_aux: 2.426660 loss_class_dn: 0.357988 loss_bbox_dn: 0.203214 loss_giou_dn: 0.439236 loss_class_aux_dn: 1.931559 loss_bbox_aux_dn: 1.196904 loss_giou_aux_dn: 2.382918 loss: 16.617386 eta: 2 days, 9:21:21 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2806 images/s [04/14 21:07:38] ppdet.engine INFO: Epoch: [16] [4600/7329] learning_rate: 0.000100 loss_class: 0.632524 loss_bbox: 0.152331 loss_giou: 0.438375 loss_class_aux: 4.073352 loss_bbox_aux: 0.986661 loss_giou_aux: 2.772199 loss_class_dn: 0.359406 loss_bbox_dn: 0.181052 loss_giou_dn: 0.433026 loss_class_aux_dn: 1.955989 loss_bbox_aux_dn: 1.030240 loss_giou_aux_dn: 2.379467 loss: 15.210476 eta: 2 days, 9:20:45 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3590 images/s [04/14 21:08:18] ppdet.engine INFO: Epoch: [16] [4700/7329] learning_rate: 0.000100 loss_class: 0.653293 loss_bbox: 0.157949 loss_giou: 0.416504 loss_class_aux: 4.128957 loss_bbox_aux: 1.004786 loss_giou_aux: 2.678920 loss_class_dn: 0.368032 loss_bbox_dn: 0.194462 loss_giou_dn: 0.445430 loss_class_aux_dn: 1.949040 loss_bbox_aux_dn: 1.141841 loss_giou_aux_dn: 2.524418 loss: 15.737243 eta: 2 days, 9:20:08 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3248 images/s [04/14 21:08:57] ppdet.engine INFO: Epoch: [16] [4800/7329] learning_rate: 0.000100 loss_class: 0.596345 loss_bbox: 0.141999 loss_giou: 0.383945 loss_class_aux: 3.959704 loss_bbox_aux: 0.895182 loss_giou_aux: 2.419158 loss_class_dn: 0.331195 loss_bbox_dn: 0.169693 loss_giou_dn: 0.396385 loss_class_aux_dn: 1.801119 loss_bbox_aux_dn: 0.998029 loss_giou_aux_dn: 2.141484 loss: 15.072450 eta: 2 days, 9:19:32 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2976 images/s [04/14 21:09:36] ppdet.engine INFO: Epoch: [16] [4900/7329] learning_rate: 0.000100 loss_class: 0.627509 loss_bbox: 0.157017 loss_giou: 0.375178 loss_class_aux: 3.945751 loss_bbox_aux: 0.991562 loss_giou_aux: 2.426548 loss_class_dn: 0.341253 loss_bbox_dn: 0.202938 loss_giou_dn: 0.389457 loss_class_aux_dn: 1.863745 loss_bbox_aux_dn: 1.151618 loss_giou_aux_dn: 2.125701 loss: 15.059444 eta: 2 days, 9:18:57 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2826 images/s [04/14 21:10:15] ppdet.engine INFO: Epoch: [16] [5000/7329] learning_rate: 0.000100 loss_class: 0.676477 loss_bbox: 0.144511 loss_giou: 0.511149 loss_class_aux: 4.165827 loss_bbox_aux: 0.964389 loss_giou_aux: 3.243478 loss_class_dn: 0.388576 loss_bbox_dn: 0.165874 loss_giou_dn: 0.479410 loss_class_aux_dn: 2.080379 loss_bbox_aux_dn: 0.940098 loss_giou_aux_dn: 2.586508 loss: 17.014633 eta: 2 days, 9:18:19 batch_cost: 0.3508 data_cost: 0.0015 ips: 11.4031 images/s [04/14 21:10:55] ppdet.engine INFO: Epoch: [16] [5100/7329] learning_rate: 0.000100 loss_class: 0.621897 loss_bbox: 0.153849 loss_giou: 0.411170 loss_class_aux: 4.041606 loss_bbox_aux: 0.961691 loss_giou_aux: 2.565663 loss_class_dn: 0.351513 loss_bbox_dn: 0.171779 loss_giou_dn: 0.427889 loss_class_aux_dn: 1.886390 loss_bbox_aux_dn: 1.017112 loss_giou_aux_dn: 2.367036 loss: 15.826187 eta: 2 days, 9:17:44 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2406 images/s [04/14 21:11:34] ppdet.engine INFO: Epoch: [16] [5200/7329] learning_rate: 0.000100 loss_class: 0.655907 loss_bbox: 0.159462 loss_giou: 0.464471 loss_class_aux: 4.262121 loss_bbox_aux: 1.007960 loss_giou_aux: 2.840983 loss_class_dn: 0.361968 loss_bbox_dn: 0.190047 loss_giou_dn: 0.485061 loss_class_aux_dn: 1.946987 loss_bbox_aux_dn: 1.151910 loss_giou_aux_dn: 2.588308 loss: 17.087467 eta: 2 days, 9:17:08 batch_cost: 0.3537 data_cost: 0.0017 ips: 11.3105 images/s [04/14 21:12:14] ppdet.engine INFO: Epoch: [16] [5300/7329] learning_rate: 0.000100 loss_class: 0.626674 loss_bbox: 0.160312 loss_giou: 0.384932 loss_class_aux: 3.869516 loss_bbox_aux: 1.111317 loss_giou_aux: 2.468494 loss_class_dn: 0.346838 loss_bbox_dn: 0.215280 loss_giou_dn: 0.405384 loss_class_aux_dn: 1.911852 loss_bbox_aux_dn: 1.268170 loss_giou_aux_dn: 2.174888 loss: 15.932233 eta: 2 days, 9:16:32 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3377 images/s [04/14 21:12:54] ppdet.engine INFO: Epoch: [16] [5400/7329] learning_rate: 0.000100 loss_class: 0.575369 loss_bbox: 0.157371 loss_giou: 0.374241 loss_class_aux: 3.904002 loss_bbox_aux: 1.008582 loss_giou_aux: 2.459489 loss_class_dn: 0.354526 loss_bbox_dn: 0.178525 loss_giou_dn: 0.440412 loss_class_aux_dn: 1.864098 loss_bbox_aux_dn: 1.040008 loss_giou_aux_dn: 2.490107 loss: 14.834791 eta: 2 days, 9:15:58 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1785 images/s [04/14 21:13:33] ppdet.engine INFO: Epoch: [16] [5500/7329] learning_rate: 0.000100 loss_class: 0.659443 loss_bbox: 0.171165 loss_giou: 0.417661 loss_class_aux: 4.240067 loss_bbox_aux: 1.083748 loss_giou_aux: 2.647804 loss_class_dn: 0.374092 loss_bbox_dn: 0.206976 loss_giou_dn: 0.432356 loss_class_aux_dn: 1.927439 loss_bbox_aux_dn: 1.173763 loss_giou_aux_dn: 2.382241 loss: 16.885754 eta: 2 days, 9:15:24 batch_cost: 0.3590 data_cost: 0.0017 ips: 11.1430 images/s [04/14 21:14:13] ppdet.engine INFO: Epoch: [16] [5600/7329] learning_rate: 0.000100 loss_class: 0.632666 loss_bbox: 0.154913 loss_giou: 0.433169 loss_class_aux: 3.949676 loss_bbox_aux: 0.965005 loss_giou_aux: 2.814579 loss_class_dn: 0.375992 loss_bbox_dn: 0.188298 loss_giou_dn: 0.491685 loss_class_aux_dn: 2.005206 loss_bbox_aux_dn: 1.105356 loss_giou_aux_dn: 2.672301 loss: 16.967434 eta: 2 days, 9:14:48 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3352 images/s [04/14 21:14:52] ppdet.engine INFO: Epoch: [16] [5700/7329] learning_rate: 0.000100 loss_class: 0.708584 loss_bbox: 0.166503 loss_giou: 0.489100 loss_class_aux: 4.389443 loss_bbox_aux: 1.093579 loss_giou_aux: 3.159254 loss_class_dn: 0.399753 loss_bbox_dn: 0.205616 loss_giou_dn: 0.524575 loss_class_aux_dn: 2.137851 loss_bbox_aux_dn: 1.182801 loss_giou_aux_dn: 2.827205 loss: 17.595102 eta: 2 days, 9:14:12 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2667 images/s [04/14 21:15:32] ppdet.engine INFO: Epoch: [16] [5800/7329] learning_rate: 0.000100 loss_class: 0.610184 loss_bbox: 0.148587 loss_giou: 0.396377 loss_class_aux: 4.016842 loss_bbox_aux: 0.949117 loss_giou_aux: 2.611761 loss_class_dn: 0.344602 loss_bbox_dn: 0.175095 loss_giou_dn: 0.420004 loss_class_aux_dn: 1.885344 loss_bbox_aux_dn: 0.987184 loss_giou_aux_dn: 2.291731 loss: 15.074018 eta: 2 days, 9:13:36 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3088 images/s [04/14 21:16:11] ppdet.engine INFO: Epoch: [16] [5900/7329] learning_rate: 0.000100 loss_class: 0.632127 loss_bbox: 0.154794 loss_giou: 0.486382 loss_class_aux: 4.066753 loss_bbox_aux: 1.022028 loss_giou_aux: 3.015799 loss_class_dn: 0.380353 loss_bbox_dn: 0.191380 loss_giou_dn: 0.437357 loss_class_aux_dn: 2.009516 loss_bbox_aux_dn: 1.124334 loss_giou_aux_dn: 2.417295 loss: 16.037540 eta: 2 days, 9:13:00 batch_cost: 0.3527 data_cost: 0.0017 ips: 11.3400 images/s [04/14 21:16:51] ppdet.engine INFO: Epoch: [16] [6000/7329] learning_rate: 0.000100 loss_class: 0.605672 loss_bbox: 0.160283 loss_giou: 0.390354 loss_class_aux: 4.101890 loss_bbox_aux: 0.959151 loss_giou_aux: 2.516759 loss_class_dn: 0.344134 loss_bbox_dn: 0.169449 loss_giou_dn: 0.410962 loss_class_aux_dn: 1.838406 loss_bbox_aux_dn: 0.989563 loss_giou_aux_dn: 2.265652 loss: 14.624138 eta: 2 days, 9:12:25 batch_cost: 0.3564 data_cost: 0.0017 ips: 11.2223 images/s [04/14 21:17:30] ppdet.engine INFO: Epoch: [16] [6100/7329] learning_rate: 0.000100 loss_class: 0.598031 loss_bbox: 0.146221 loss_giou: 0.468417 loss_class_aux: 4.055295 loss_bbox_aux: 0.953110 loss_giou_aux: 2.827961 loss_class_dn: 0.363377 loss_bbox_dn: 0.177653 loss_giou_dn: 0.434935 loss_class_aux_dn: 1.911918 loss_bbox_aux_dn: 1.036459 loss_giou_aux_dn: 2.373289 loss: 15.281240 eta: 2 days, 9:11:49 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2986 images/s [04/14 21:18:09] ppdet.engine INFO: Epoch: [16] [6200/7329] learning_rate: 0.000100 loss_class: 0.616158 loss_bbox: 0.146558 loss_giou: 0.420727 loss_class_aux: 4.054444 loss_bbox_aux: 0.954634 loss_giou_aux: 2.671403 loss_class_dn: 0.344143 loss_bbox_dn: 0.185611 loss_giou_dn: 0.428806 loss_class_aux_dn: 1.855002 loss_bbox_aux_dn: 1.056697 loss_giou_aux_dn: 2.306726 loss: 14.805452 eta: 2 days, 9:11:14 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2562 images/s [04/14 21:18:49] ppdet.engine INFO: Epoch: [16] [6300/7329] learning_rate: 0.000100 loss_class: 0.610991 loss_bbox: 0.143688 loss_giou: 0.426135 loss_class_aux: 3.998153 loss_bbox_aux: 0.985600 loss_giou_aux: 2.685722 loss_class_dn: 0.373526 loss_bbox_dn: 0.182704 loss_giou_dn: 0.421466 loss_class_aux_dn: 1.965294 loss_bbox_aux_dn: 1.078292 loss_giou_aux_dn: 2.370515 loss: 16.060081 eta: 2 days, 9:10:39 batch_cost: 0.3572 data_cost: 0.0017 ips: 11.1975 images/s [04/14 21:19:28] ppdet.engine INFO: Epoch: [16] [6400/7329] learning_rate: 0.000100 loss_class: 0.649923 loss_bbox: 0.150030 loss_giou: 0.427050 loss_class_aux: 4.059365 loss_bbox_aux: 0.985348 loss_giou_aux: 2.689167 loss_class_dn: 0.328904 loss_bbox_dn: 0.170956 loss_giou_dn: 0.421257 loss_class_aux_dn: 1.728193 loss_bbox_aux_dn: 0.984590 loss_giou_aux_dn: 2.331725 loss: 15.252394 eta: 2 days, 9:10:03 batch_cost: 0.3522 data_cost: 0.0015 ips: 11.3572 images/s [04/14 21:20:08] ppdet.engine INFO: Epoch: [16] [6500/7329] learning_rate: 0.000100 loss_class: 0.619895 loss_bbox: 0.141745 loss_giou: 0.398492 loss_class_aux: 3.938862 loss_bbox_aux: 0.945105 loss_giou_aux: 2.429220 loss_class_dn: 0.314255 loss_bbox_dn: 0.168721 loss_giou_dn: 0.368939 loss_class_aux_dn: 1.692691 loss_bbox_aux_dn: 0.985185 loss_giou_aux_dn: 2.026192 loss: 14.225677 eta: 2 days, 9:09:29 batch_cost: 0.3597 data_cost: 0.0017 ips: 11.1206 images/s [04/14 21:20:48] ppdet.engine INFO: Epoch: [16] [6600/7329] learning_rate: 0.000100 loss_class: 0.651940 loss_bbox: 0.155415 loss_giou: 0.399925 loss_class_aux: 4.272428 loss_bbox_aux: 1.021706 loss_giou_aux: 2.561061 loss_class_dn: 0.355108 loss_bbox_dn: 0.187481 loss_giou_dn: 0.391682 loss_class_aux_dn: 1.944206 loss_bbox_aux_dn: 1.065805 loss_giou_aux_dn: 2.194696 loss: 15.583448 eta: 2 days, 9:08:56 batch_cost: 0.3591 data_cost: 0.0016 ips: 11.1389 images/s [04/14 21:21:27] ppdet.engine INFO: Epoch: [16] [6700/7329] learning_rate: 0.000100 loss_class: 0.609694 loss_bbox: 0.135889 loss_giou: 0.422346 loss_class_aux: 3.937431 loss_bbox_aux: 0.896424 loss_giou_aux: 2.779953 loss_class_dn: 0.336889 loss_bbox_dn: 0.156115 loss_giou_dn: 0.438377 loss_class_aux_dn: 1.817946 loss_bbox_aux_dn: 0.929826 loss_giou_aux_dn: 2.416110 loss: 15.347334 eta: 2 days, 9:08:19 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3775 images/s [04/14 21:22:07] ppdet.engine INFO: Epoch: [16] [6800/7329] learning_rate: 0.000100 loss_class: 0.589438 loss_bbox: 0.149836 loss_giou: 0.381701 loss_class_aux: 3.986591 loss_bbox_aux: 0.939827 loss_giou_aux: 2.400347 loss_class_dn: 0.348644 loss_bbox_dn: 0.176917 loss_giou_dn: 0.418700 loss_class_aux_dn: 1.829064 loss_bbox_aux_dn: 1.007560 loss_giou_aux_dn: 2.316024 loss: 15.044128 eta: 2 days, 9:07:44 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2373 images/s [04/14 21:22:46] ppdet.engine INFO: Epoch: [16] [6900/7329] learning_rate: 0.000100 loss_class: 0.624016 loss_bbox: 0.156390 loss_giou: 0.412768 loss_class_aux: 3.939279 loss_bbox_aux: 1.008495 loss_giou_aux: 2.555161 loss_class_dn: 0.332267 loss_bbox_dn: 0.164486 loss_giou_dn: 0.413985 loss_class_aux_dn: 1.813366 loss_bbox_aux_dn: 0.947724 loss_giou_aux_dn: 2.248672 loss: 15.215910 eta: 2 days, 9:07:07 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3700 images/s [04/14 21:23:26] ppdet.engine INFO: Epoch: [16] [7000/7329] learning_rate: 0.000100 loss_class: 0.675601 loss_bbox: 0.156045 loss_giou: 0.457878 loss_class_aux: 4.282343 loss_bbox_aux: 1.041820 loss_giou_aux: 2.854792 loss_class_dn: 0.382318 loss_bbox_dn: 0.190862 loss_giou_dn: 0.470274 loss_class_aux_dn: 2.018348 loss_bbox_aux_dn: 1.119892 loss_giou_aux_dn: 2.540011 loss: 17.260296 eta: 2 days, 9:06:31 batch_cost: 0.3540 data_cost: 0.0017 ips: 11.3002 images/s [04/14 21:24:05] ppdet.engine INFO: Epoch: [16] [7100/7329] learning_rate: 0.000100 loss_class: 0.567822 loss_bbox: 0.139117 loss_giou: 0.348200 loss_class_aux: 3.725939 loss_bbox_aux: 0.925927 loss_giou_aux: 2.192939 loss_class_dn: 0.329069 loss_bbox_dn: 0.168781 loss_giou_dn: 0.360442 loss_class_aux_dn: 1.783762 loss_bbox_aux_dn: 0.979874 loss_giou_aux_dn: 1.961095 loss: 13.880491 eta: 2 days, 9:05:53 batch_cost: 0.3497 data_cost: 0.0017 ips: 11.4392 images/s [04/14 21:24:44] ppdet.engine INFO: Epoch: [16] [7200/7329] learning_rate: 0.000100 loss_class: 0.691848 loss_bbox: 0.155561 loss_giou: 0.436443 loss_class_aux: 4.384638 loss_bbox_aux: 0.982220 loss_giou_aux: 2.778447 loss_class_dn: 0.357215 loss_bbox_dn: 0.160799 loss_giou_dn: 0.422736 loss_class_aux_dn: 1.917110 loss_bbox_aux_dn: 0.960706 loss_giou_aux_dn: 2.356117 loss: 16.295065 eta: 2 days, 9:05:19 batch_cost: 0.3574 data_cost: 0.0018 ips: 11.1904 images/s [04/14 21:25:24] ppdet.engine INFO: Epoch: [16] [7300/7329] learning_rate: 0.000100 loss_class: 0.658237 loss_bbox: 0.154513 loss_giou: 0.464284 loss_class_aux: 4.292490 loss_bbox_aux: 0.941940 loss_giou_aux: 2.924123 loss_class_dn: 0.386207 loss_bbox_dn: 0.183661 loss_giou_dn: 0.480842 loss_class_aux_dn: 2.069339 loss_bbox_aux_dn: 1.077750 loss_giou_aux_dn: 2.664184 loss: 17.297079 eta: 2 days, 9:04:43 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3314 images/s [04/14 21:25:38] ppdet.engine INFO: Eval iter: 0 [04/14 21:25:50] ppdet.engine INFO: Eval iter: 100 [04/14 21:26:03] ppdet.engine INFO: Eval iter: 200 [04/14 21:26:15] ppdet.engine INFO: Eval iter: 300 [04/14 21:26:27] ppdet.engine INFO: Eval iter: 400 [04/14 21:26:39] ppdet.engine INFO: Eval iter: 500 [04/14 21:26:51] ppdet.engine INFO: Eval iter: 600 [04/14 21:27:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.05s) creating index... index created! [04/14 21:27:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.57s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.27s). Accumulating evaluation results... DONE (t=15.96s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.520 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.704 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 ] = 0.645 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 ] = 0.520 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 [04/14 21:28:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.10094786132252 [04/14 21:28:59] ppdet.engine INFO: Best test bbox ap is 0.520. [04/14 21:29:01] ppdet.engine INFO: Epoch: [17] [ 0/7329] learning_rate: 0.000100 loss_class: 0.666598 loss_bbox: 0.169681 loss_giou: 0.480586 loss_class_aux: 4.466518 loss_bbox_aux: 1.043283 loss_giou_aux: 3.032445 loss_class_dn: 0.396196 loss_bbox_dn: 0.194954 loss_giou_dn: 0.498676 loss_class_aux_dn: 2.125716 loss_bbox_aux_dn: 1.099800 loss_giou_aux_dn: 2.691720 loss: 17.971354 eta: 2 days, 9:04:32 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3512 images/s [04/14 21:29:40] ppdet.engine INFO: Epoch: [17] [ 100/7329] learning_rate: 0.000100 loss_class: 0.640494 loss_bbox: 0.138747 loss_giou: 0.395220 loss_class_aux: 4.168607 loss_bbox_aux: 1.031731 loss_giou_aux: 2.578414 loss_class_dn: 0.360088 loss_bbox_dn: 0.161980 loss_giou_dn: 0.424022 loss_class_aux_dn: 1.938789 loss_bbox_aux_dn: 0.954207 loss_giou_aux_dn: 2.358623 loss: 15.765320 eta: 2 days, 9:03:55 batch_cost: 0.3510 data_cost: 0.0014 ips: 11.3966 images/s [04/14 21:30:19] ppdet.engine INFO: Epoch: [17] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617418 loss_bbox: 0.150907 loss_giou: 0.399666 loss_class_aux: 3.914157 loss_bbox_aux: 0.944551 loss_giou_aux: 2.577261 loss_class_dn: 0.343979 loss_bbox_dn: 0.175307 loss_giou_dn: 0.443766 loss_class_aux_dn: 1.808573 loss_bbox_aux_dn: 1.053881 loss_giou_aux_dn: 2.416118 loss: 15.637964 eta: 2 days, 9:03:18 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3333 images/s [04/14 21:30:59] ppdet.engine INFO: Epoch: [17] [ 300/7329] learning_rate: 0.000100 loss_class: 0.629335 loss_bbox: 0.157732 loss_giou: 0.430443 loss_class_aux: 4.063913 loss_bbox_aux: 1.018733 loss_giou_aux: 2.790102 loss_class_dn: 0.362480 loss_bbox_dn: 0.185492 loss_giou_dn: 0.438022 loss_class_aux_dn: 1.969244 loss_bbox_aux_dn: 1.121454 loss_giou_aux_dn: 2.432042 loss: 15.691586 eta: 2 days, 9:02:42 batch_cost: 0.3532 data_cost: 0.0011 ips: 11.3239 images/s [04/14 21:31:38] ppdet.engine INFO: Epoch: [17] [ 400/7329] learning_rate: 0.000100 loss_class: 0.549096 loss_bbox: 0.160116 loss_giou: 0.349306 loss_class_aux: 3.676687 loss_bbox_aux: 1.076697 loss_giou_aux: 2.246258 loss_class_dn: 0.310567 loss_bbox_dn: 0.196068 loss_giou_dn: 0.376309 loss_class_aux_dn: 1.635415 loss_bbox_aux_dn: 1.069716 loss_giou_aux_dn: 2.051248 loss: 14.264601 eta: 2 days, 9:02:05 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4179 images/s [04/14 21:32:17] ppdet.engine INFO: Epoch: [17] [ 500/7329] learning_rate: 0.000100 loss_class: 0.581662 loss_bbox: 0.141335 loss_giou: 0.408597 loss_class_aux: 3.916184 loss_bbox_aux: 0.943818 loss_giou_aux: 2.640562 loss_class_dn: 0.391501 loss_bbox_dn: 0.186342 loss_giou_dn: 0.409595 loss_class_aux_dn: 2.001796 loss_bbox_aux_dn: 1.074673 loss_giou_aux_dn: 2.315071 loss: 15.953108 eta: 2 days, 9:01:27 batch_cost: 0.3504 data_cost: 0.0012 ips: 11.4168 images/s [04/14 21:32:56] ppdet.engine INFO: Epoch: [17] [ 600/7329] learning_rate: 0.000100 loss_class: 0.627970 loss_bbox: 0.134210 loss_giou: 0.437193 loss_class_aux: 3.927317 loss_bbox_aux: 0.947850 loss_giou_aux: 2.795326 loss_class_dn: 0.348807 loss_bbox_dn: 0.172500 loss_giou_dn: 0.440596 loss_class_aux_dn: 1.853204 loss_bbox_aux_dn: 1.070296 loss_giou_aux_dn: 2.457213 loss: 15.781944 eta: 2 days, 9:00:50 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3581 images/s [04/14 21:33:35] ppdet.engine INFO: Epoch: [17] [ 700/7329] learning_rate: 0.000100 loss_class: 0.622173 loss_bbox: 0.132483 loss_giou: 0.405712 loss_class_aux: 3.992571 loss_bbox_aux: 0.884382 loss_giou_aux: 2.527425 loss_class_dn: 0.337563 loss_bbox_dn: 0.172141 loss_giou_dn: 0.442159 loss_class_aux_dn: 1.874616 loss_bbox_aux_dn: 0.996161 loss_giou_aux_dn: 2.417573 loss: 15.809897 eta: 2 days, 9:00:13 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3726 images/s [04/14 21:34:15] ppdet.engine INFO: Epoch: [17] [ 800/7329] learning_rate: 0.000100 loss_class: 0.590868 loss_bbox: 0.156339 loss_giou: 0.430751 loss_class_aux: 3.921881 loss_bbox_aux: 1.018230 loss_giou_aux: 2.649346 loss_class_dn: 0.350285 loss_bbox_dn: 0.173777 loss_giou_dn: 0.415974 loss_class_aux_dn: 1.878959 loss_bbox_aux_dn: 1.017129 loss_giou_aux_dn: 2.305261 loss: 15.788475 eta: 2 days, 8:59:39 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1922 images/s [04/14 21:34:54] ppdet.engine INFO: Epoch: [17] [ 900/7329] learning_rate: 0.000100 loss_class: 0.612283 loss_bbox: 0.141791 loss_giou: 0.404408 loss_class_aux: 3.807175 loss_bbox_aux: 0.957525 loss_giou_aux: 2.598488 loss_class_dn: 0.331446 loss_bbox_dn: 0.187657 loss_giou_dn: 0.421857 loss_class_aux_dn: 1.750714 loss_bbox_aux_dn: 1.070255 loss_giou_aux_dn: 2.382980 loss: 14.678446 eta: 2 days, 8:59:02 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3757 images/s [04/14 21:35:33] ppdet.engine INFO: Epoch: [17] [1000/7329] learning_rate: 0.000100 loss_class: 0.587133 loss_bbox: 0.150681 loss_giou: 0.451518 loss_class_aux: 3.843008 loss_bbox_aux: 0.996092 loss_giou_aux: 2.864553 loss_class_dn: 0.353896 loss_bbox_dn: 0.166844 loss_giou_dn: 0.432925 loss_class_aux_dn: 1.919171 loss_bbox_aux_dn: 0.997048 loss_giou_aux_dn: 2.349509 loss: 14.500563 eta: 2 days, 8:58:25 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3500 images/s [04/14 21:36:13] ppdet.engine INFO: Epoch: [17] [1100/7329] learning_rate: 0.000100 loss_class: 0.580270 loss_bbox: 0.144885 loss_giou: 0.300655 loss_class_aux: 3.742528 loss_bbox_aux: 0.927847 loss_giou_aux: 1.900399 loss_class_dn: 0.292407 loss_bbox_dn: 0.177657 loss_giou_dn: 0.365968 loss_class_aux_dn: 1.610383 loss_bbox_aux_dn: 1.059000 loss_giou_aux_dn: 2.047405 loss: 14.331040 eta: 2 days, 8:57:51 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2301 images/s [04/14 21:36:52] ppdet.engine INFO: Epoch: [17] [1200/7329] learning_rate: 0.000100 loss_class: 0.608413 loss_bbox: 0.138969 loss_giou: 0.366554 loss_class_aux: 3.856251 loss_bbox_aux: 0.911070 loss_giou_aux: 2.356647 loss_class_dn: 0.340148 loss_bbox_dn: 0.163401 loss_giou_dn: 0.371618 loss_class_aux_dn: 1.835710 loss_bbox_aux_dn: 0.975219 loss_giou_aux_dn: 2.060906 loss: 14.639393 eta: 2 days, 8:57:15 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2895 images/s [04/14 21:37:32] ppdet.engine INFO: Epoch: [17] [1300/7329] learning_rate: 0.000100 loss_class: 0.591365 loss_bbox: 0.148250 loss_giou: 0.459044 loss_class_aux: 3.821715 loss_bbox_aux: 0.919433 loss_giou_aux: 2.841682 loss_class_dn: 0.355894 loss_bbox_dn: 0.154970 loss_giou_dn: 0.472807 loss_class_aux_dn: 1.845509 loss_bbox_aux_dn: 0.916994 loss_giou_aux_dn: 2.587293 loss: 15.634266 eta: 2 days, 8:56:37 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4069 images/s [04/14 21:38:11] ppdet.engine INFO: Epoch: [17] [1400/7329] learning_rate: 0.000100 loss_class: 0.601625 loss_bbox: 0.148794 loss_giou: 0.421492 loss_class_aux: 3.768227 loss_bbox_aux: 0.931979 loss_giou_aux: 2.663876 loss_class_dn: 0.352410 loss_bbox_dn: 0.174020 loss_giou_dn: 0.468445 loss_class_aux_dn: 1.893338 loss_bbox_aux_dn: 0.947902 loss_giou_aux_dn: 2.559850 loss: 15.342382 eta: 2 days, 8:56:02 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2412 images/s [04/14 21:38:51] ppdet.engine INFO: Epoch: [17] [1500/7329] learning_rate: 0.000100 loss_class: 0.544863 loss_bbox: 0.123355 loss_giou: 0.351223 loss_class_aux: 3.567077 loss_bbox_aux: 0.802072 loss_giou_aux: 2.241549 loss_class_dn: 0.298298 loss_bbox_dn: 0.138968 loss_giou_dn: 0.360862 loss_class_aux_dn: 1.628457 loss_bbox_aux_dn: 0.803776 loss_giou_aux_dn: 2.000731 loss: 12.929319 eta: 2 days, 8:55:27 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2650 images/s [04/14 21:39:30] ppdet.engine INFO: Epoch: [17] [1600/7329] learning_rate: 0.000100 loss_class: 0.614950 loss_bbox: 0.155185 loss_giou: 0.457336 loss_class_aux: 3.938982 loss_bbox_aux: 0.979560 loss_giou_aux: 2.832759 loss_class_dn: 0.349814 loss_bbox_dn: 0.179513 loss_giou_dn: 0.421668 loss_class_aux_dn: 1.872358 loss_bbox_aux_dn: 1.045976 loss_giou_aux_dn: 2.296588 loss: 15.504474 eta: 2 days, 8:54:52 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2652 images/s [04/14 21:40:09] ppdet.engine INFO: Epoch: [17] [1700/7329] learning_rate: 0.000100 loss_class: 0.686241 loss_bbox: 0.159857 loss_giou: 0.460852 loss_class_aux: 4.386436 loss_bbox_aux: 0.989450 loss_giou_aux: 2.898020 loss_class_dn: 0.398442 loss_bbox_dn: 0.170284 loss_giou_dn: 0.479158 loss_class_aux_dn: 2.080000 loss_bbox_aux_dn: 1.026938 loss_giou_aux_dn: 2.702819 loss: 16.828999 eta: 2 days, 8:54:13 batch_cost: 0.3473 data_cost: 0.0013 ips: 11.5159 images/s [04/14 21:40:49] ppdet.engine INFO: Epoch: [17] [1800/7329] learning_rate: 0.000100 loss_class: 0.596220 loss_bbox: 0.145689 loss_giou: 0.438775 loss_class_aux: 3.936727 loss_bbox_aux: 0.967841 loss_giou_aux: 2.728692 loss_class_dn: 0.344332 loss_bbox_dn: 0.172538 loss_giou_dn: 0.435888 loss_class_aux_dn: 1.852795 loss_bbox_aux_dn: 0.975296 loss_giou_aux_dn: 2.378539 loss: 15.025090 eta: 2 days, 8:53:38 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2231 images/s [04/14 21:41:28] ppdet.engine INFO: Epoch: [17] [1900/7329] learning_rate: 0.000100 loss_class: 0.554030 loss_bbox: 0.122108 loss_giou: 0.323399 loss_class_aux: 3.564798 loss_bbox_aux: 0.766133 loss_giou_aux: 2.149992 loss_class_dn: 0.303274 loss_bbox_dn: 0.163044 loss_giou_dn: 0.381093 loss_class_aux_dn: 1.666246 loss_bbox_aux_dn: 0.957402 loss_giou_aux_dn: 2.094858 loss: 13.674549 eta: 2 days, 8:53:01 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3443 images/s [04/14 21:42:07] ppdet.engine INFO: Epoch: [17] [2000/7329] learning_rate: 0.000100 loss_class: 0.590274 loss_bbox: 0.140147 loss_giou: 0.350730 loss_class_aux: 3.862617 loss_bbox_aux: 0.945696 loss_giou_aux: 2.248109 loss_class_dn: 0.319306 loss_bbox_dn: 0.190282 loss_giou_dn: 0.368287 loss_class_aux_dn: 1.716736 loss_bbox_aux_dn: 1.086614 loss_giou_aux_dn: 2.114740 loss: 14.529882 eta: 2 days, 8:52:25 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3252 images/s [04/14 21:42:47] ppdet.engine INFO: Epoch: [17] [2100/7329] learning_rate: 0.000100 loss_class: 0.628015 loss_bbox: 0.140781 loss_giou: 0.439830 loss_class_aux: 4.177140 loss_bbox_aux: 0.955283 loss_giou_aux: 2.743890 loss_class_dn: 0.354047 loss_bbox_dn: 0.180923 loss_giou_dn: 0.475940 loss_class_aux_dn: 1.918252 loss_bbox_aux_dn: 1.073361 loss_giou_aux_dn: 2.590057 loss: 15.954068 eta: 2 days, 8:51:50 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2709 images/s [04/14 21:43:26] ppdet.engine INFO: Epoch: [17] [2200/7329] learning_rate: 0.000100 loss_class: 0.615850 loss_bbox: 0.138430 loss_giou: 0.416672 loss_class_aux: 4.001820 loss_bbox_aux: 0.927572 loss_giou_aux: 2.638749 loss_class_dn: 0.347368 loss_bbox_dn: 0.176954 loss_giou_dn: 0.433266 loss_class_aux_dn: 1.836202 loss_bbox_aux_dn: 1.034416 loss_giou_aux_dn: 2.371819 loss: 16.666706 eta: 2 days, 8:51:14 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2859 images/s [04/14 21:44:06] ppdet.engine INFO: Epoch: [17] [2300/7329] learning_rate: 0.000100 loss_class: 0.551452 loss_bbox: 0.140643 loss_giou: 0.305668 loss_class_aux: 3.571543 loss_bbox_aux: 0.927612 loss_giou_aux: 1.957999 loss_class_dn: 0.295143 loss_bbox_dn: 0.171863 loss_giou_dn: 0.305701 loss_class_aux_dn: 1.596436 loss_bbox_aux_dn: 1.046820 loss_giou_aux_dn: 1.725151 loss: 12.478266 eta: 2 days, 8:50:39 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2561 images/s [04/14 21:44:45] ppdet.engine INFO: Epoch: [17] [2400/7329] learning_rate: 0.000100 loss_class: 0.617163 loss_bbox: 0.163611 loss_giou: 0.403026 loss_class_aux: 3.798345 loss_bbox_aux: 1.081945 loss_giou_aux: 2.611922 loss_class_dn: 0.354103 loss_bbox_dn: 0.189594 loss_giou_dn: 0.435319 loss_class_aux_dn: 1.934157 loss_bbox_aux_dn: 1.171254 loss_giou_aux_dn: 2.409489 loss: 15.855541 eta: 2 days, 8:50:04 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2418 images/s [04/14 21:45:25] ppdet.engine INFO: Epoch: [17] [2500/7329] learning_rate: 0.000100 loss_class: 0.617723 loss_bbox: 0.122606 loss_giou: 0.447340 loss_class_aux: 4.016283 loss_bbox_aux: 0.860481 loss_giou_aux: 2.748063 loss_class_dn: 0.362855 loss_bbox_dn: 0.156121 loss_giou_dn: 0.437027 loss_class_aux_dn: 1.950378 loss_bbox_aux_dn: 0.934142 loss_giou_aux_dn: 2.402664 loss: 15.754599 eta: 2 days, 8:49:27 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3331 images/s [04/14 21:46:04] ppdet.engine INFO: Epoch: [17] [2600/7329] learning_rate: 0.000100 loss_class: 0.622742 loss_bbox: 0.145094 loss_giou: 0.389982 loss_class_aux: 4.004960 loss_bbox_aux: 0.959023 loss_giou_aux: 2.450127 loss_class_dn: 0.338645 loss_bbox_dn: 0.176225 loss_giou_dn: 0.389531 loss_class_aux_dn: 1.851063 loss_bbox_aux_dn: 1.030181 loss_giou_aux_dn: 2.191259 loss: 14.891745 eta: 2 days, 8:48:50 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3808 images/s [04/14 21:46:44] ppdet.engine INFO: Epoch: [17] [2700/7329] learning_rate: 0.000100 loss_class: 0.609381 loss_bbox: 0.151058 loss_giou: 0.354379 loss_class_aux: 3.916543 loss_bbox_aux: 1.022147 loss_giou_aux: 2.244470 loss_class_dn: 0.342642 loss_bbox_dn: 0.203651 loss_giou_dn: 0.379184 loss_class_aux_dn: 1.895660 loss_bbox_aux_dn: 1.148220 loss_giou_aux_dn: 2.100817 loss: 15.145000 eta: 2 days, 8:48:15 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2257 images/s [04/14 21:47:23] ppdet.engine INFO: Epoch: [17] [2800/7329] learning_rate: 0.000100 loss_class: 0.651039 loss_bbox: 0.166290 loss_giou: 0.408668 loss_class_aux: 4.147229 loss_bbox_aux: 1.109376 loss_giou_aux: 2.638499 loss_class_dn: 0.356976 loss_bbox_dn: 0.205101 loss_giou_dn: 0.425642 loss_class_aux_dn: 1.947195 loss_bbox_aux_dn: 1.182027 loss_giou_aux_dn: 2.356383 loss: 16.040615 eta: 2 days, 8:47:39 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3623 images/s [04/14 21:48:02] ppdet.engine INFO: Epoch: [17] [2900/7329] learning_rate: 0.000100 loss_class: 0.633506 loss_bbox: 0.165346 loss_giou: 0.372606 loss_class_aux: 4.126641 loss_bbox_aux: 1.077262 loss_giou_aux: 2.478831 loss_class_dn: 0.358166 loss_bbox_dn: 0.201175 loss_giou_dn: 0.413953 loss_class_aux_dn: 1.893461 loss_bbox_aux_dn: 1.188835 loss_giou_aux_dn: 2.292403 loss: 16.108444 eta: 2 days, 8:47:04 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2504 images/s [04/14 21:48:42] ppdet.engine INFO: Epoch: [17] [3000/7329] learning_rate: 0.000100 loss_class: 0.552084 loss_bbox: 0.150594 loss_giou: 0.434175 loss_class_aux: 3.590602 loss_bbox_aux: 0.987412 loss_giou_aux: 2.640471 loss_class_dn: 0.333487 loss_bbox_dn: 0.170819 loss_giou_dn: 0.438312 loss_class_aux_dn: 1.809238 loss_bbox_aux_dn: 0.971865 loss_giou_aux_dn: 2.409362 loss: 15.540734 eta: 2 days, 8:46:28 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3061 images/s [04/14 21:49:21] ppdet.engine INFO: Epoch: [17] [3100/7329] learning_rate: 0.000100 loss_class: 0.650107 loss_bbox: 0.161038 loss_giou: 0.379370 loss_class_aux: 4.202351 loss_bbox_aux: 1.022384 loss_giou_aux: 2.473864 loss_class_dn: 0.345793 loss_bbox_dn: 0.188835 loss_giou_dn: 0.401263 loss_class_aux_dn: 1.826698 loss_bbox_aux_dn: 1.085105 loss_giou_aux_dn: 2.233541 loss: 15.240389 eta: 2 days, 8:45:51 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3376 images/s [04/14 21:50:00] ppdet.engine INFO: Epoch: [17] [3200/7329] learning_rate: 0.000100 loss_class: 0.557646 loss_bbox: 0.139404 loss_giou: 0.365122 loss_class_aux: 3.630741 loss_bbox_aux: 0.957000 loss_giou_aux: 2.310678 loss_class_dn: 0.311970 loss_bbox_dn: 0.197950 loss_giou_dn: 0.392234 loss_class_aux_dn: 1.704066 loss_bbox_aux_dn: 1.193303 loss_giou_aux_dn: 2.138174 loss: 13.953144 eta: 2 days, 8:45:14 batch_cost: 0.3507 data_cost: 0.0014 ips: 11.4066 images/s [04/14 21:50:40] ppdet.engine INFO: Epoch: [17] [3300/7329] learning_rate: 0.000100 loss_class: 0.669966 loss_bbox: 0.164678 loss_giou: 0.367419 loss_class_aux: 4.389551 loss_bbox_aux: 1.074707 loss_giou_aux: 2.397049 loss_class_dn: 0.379225 loss_bbox_dn: 0.205654 loss_giou_dn: 0.431589 loss_class_aux_dn: 2.054898 loss_bbox_aux_dn: 1.168977 loss_giou_aux_dn: 2.468410 loss: 17.239056 eta: 2 days, 8:44:37 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3484 images/s [04/14 21:51:19] ppdet.engine INFO: Epoch: [17] [3400/7329] learning_rate: 0.000100 loss_class: 0.562063 loss_bbox: 0.157098 loss_giou: 0.401081 loss_class_aux: 3.726942 loss_bbox_aux: 1.025651 loss_giou_aux: 2.575403 loss_class_dn: 0.331254 loss_bbox_dn: 0.191118 loss_giou_dn: 0.398158 loss_class_aux_dn: 1.800205 loss_bbox_aux_dn: 1.097264 loss_giou_aux_dn: 2.177848 loss: 14.201993 eta: 2 days, 8:44:02 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2864 images/s [04/14 21:51:58] ppdet.engine INFO: Epoch: [17] [3500/7329] learning_rate: 0.000100 loss_class: 0.639979 loss_bbox: 0.149212 loss_giou: 0.449822 loss_class_aux: 4.071941 loss_bbox_aux: 0.961583 loss_giou_aux: 2.827145 loss_class_dn: 0.358307 loss_bbox_dn: 0.194440 loss_giou_dn: 0.449819 loss_class_aux_dn: 1.903538 loss_bbox_aux_dn: 1.096265 loss_giou_aux_dn: 2.412234 loss: 15.566320 eta: 2 days, 8:43:25 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3433 images/s [04/14 21:52:38] ppdet.engine INFO: Epoch: [17] [3600/7329] learning_rate: 0.000100 loss_class: 0.638058 loss_bbox: 0.138046 loss_giou: 0.392352 loss_class_aux: 3.945351 loss_bbox_aux: 0.879083 loss_giou_aux: 2.475270 loss_class_dn: 0.351819 loss_bbox_dn: 0.172109 loss_giou_dn: 0.396892 loss_class_aux_dn: 1.864545 loss_bbox_aux_dn: 1.002921 loss_giou_aux_dn: 2.213048 loss: 15.776510 eta: 2 days, 8:42:49 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2851 images/s [04/14 21:53:17] ppdet.engine INFO: Epoch: [17] [3700/7329] learning_rate: 0.000100 loss_class: 0.622251 loss_bbox: 0.137269 loss_giou: 0.316273 loss_class_aux: 4.002501 loss_bbox_aux: 0.946451 loss_giou_aux: 2.059990 loss_class_dn: 0.321760 loss_bbox_dn: 0.177634 loss_giou_dn: 0.316838 loss_class_aux_dn: 1.745544 loss_bbox_aux_dn: 1.058706 loss_giou_aux_dn: 1.789573 loss: 13.528153 eta: 2 days, 8:42:13 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3115 images/s [04/14 21:53:57] ppdet.engine INFO: Epoch: [17] [3800/7329] learning_rate: 0.000100 loss_class: 0.580630 loss_bbox: 0.160261 loss_giou: 0.352073 loss_class_aux: 3.744419 loss_bbox_aux: 1.039226 loss_giou_aux: 2.279558 loss_class_dn: 0.327086 loss_bbox_dn: 0.174648 loss_giou_dn: 0.384334 loss_class_aux_dn: 1.729962 loss_bbox_aux_dn: 1.028916 loss_giou_aux_dn: 2.106437 loss: 14.713830 eta: 2 days, 8:41:38 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2985 images/s [04/14 21:54:36] ppdet.engine INFO: Epoch: [17] [3900/7329] learning_rate: 0.000100 loss_class: 0.596665 loss_bbox: 0.154398 loss_giou: 0.396882 loss_class_aux: 3.862037 loss_bbox_aux: 1.027234 loss_giou_aux: 2.443296 loss_class_dn: 0.331473 loss_bbox_dn: 0.172687 loss_giou_dn: 0.390702 loss_class_aux_dn: 1.755438 loss_bbox_aux_dn: 0.990959 loss_giou_aux_dn: 2.132857 loss: 14.899426 eta: 2 days, 8:41:03 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2114 images/s [04/14 21:55:16] ppdet.engine INFO: Epoch: [17] [4000/7329] learning_rate: 0.000100 loss_class: 0.603704 loss_bbox: 0.139578 loss_giou: 0.367478 loss_class_aux: 3.775356 loss_bbox_aux: 0.913358 loss_giou_aux: 2.356482 loss_class_dn: 0.352931 loss_bbox_dn: 0.171340 loss_giou_dn: 0.390289 loss_class_aux_dn: 1.907295 loss_bbox_aux_dn: 0.984791 loss_giou_aux_dn: 2.141324 loss: 15.614610 eta: 2 days, 8:40:28 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2111 images/s [04/14 21:55:55] ppdet.engine INFO: Epoch: [17] [4100/7329] learning_rate: 0.000100 loss_class: 0.602301 loss_bbox: 0.161419 loss_giou: 0.388407 loss_class_aux: 3.876257 loss_bbox_aux: 1.052778 loss_giou_aux: 2.554232 loss_class_dn: 0.326026 loss_bbox_dn: 0.169827 loss_giou_dn: 0.439914 loss_class_aux_dn: 1.732182 loss_bbox_aux_dn: 1.012277 loss_giou_aux_dn: 2.343526 loss: 15.600028 eta: 2 days, 8:39:52 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3029 images/s [04/14 21:56:35] ppdet.engine INFO: Epoch: [17] [4200/7329] learning_rate: 0.000100 loss_class: 0.611409 loss_bbox: 0.147666 loss_giou: 0.415924 loss_class_aux: 4.060853 loss_bbox_aux: 0.952525 loss_giou_aux: 2.613065 loss_class_dn: 0.335429 loss_bbox_dn: 0.164642 loss_giou_dn: 0.404703 loss_class_aux_dn: 1.816126 loss_bbox_aux_dn: 0.916807 loss_giou_aux_dn: 2.241880 loss: 15.077015 eta: 2 days, 8:39:17 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2707 images/s [04/14 21:57:14] ppdet.engine INFO: Epoch: [17] [4300/7329] learning_rate: 0.000100 loss_class: 0.591164 loss_bbox: 0.163113 loss_giou: 0.394550 loss_class_aux: 3.945410 loss_bbox_aux: 1.008886 loss_giou_aux: 2.459168 loss_class_dn: 0.328682 loss_bbox_dn: 0.181386 loss_giou_dn: 0.420064 loss_class_aux_dn: 1.753201 loss_bbox_aux_dn: 1.025768 loss_giou_aux_dn: 2.324314 loss: 15.232315 eta: 2 days, 8:38:41 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3413 images/s [04/14 21:57:54] ppdet.engine INFO: Epoch: [17] [4400/7329] learning_rate: 0.000100 loss_class: 0.609215 loss_bbox: 0.157487 loss_giou: 0.403885 loss_class_aux: 4.176064 loss_bbox_aux: 1.036579 loss_giou_aux: 2.603090 loss_class_dn: 0.352258 loss_bbox_dn: 0.201836 loss_giou_dn: 0.416590 loss_class_aux_dn: 1.875383 loss_bbox_aux_dn: 1.171312 loss_giou_aux_dn: 2.296986 loss: 16.514814 eta: 2 days, 8:38:05 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2966 images/s [04/14 21:58:33] ppdet.engine INFO: Epoch: [17] [4500/7329] learning_rate: 0.000100 loss_class: 0.571526 loss_bbox: 0.141732 loss_giou: 0.454229 loss_class_aux: 3.706719 loss_bbox_aux: 0.943079 loss_giou_aux: 2.869627 loss_class_dn: 0.353799 loss_bbox_dn: 0.167311 loss_giou_dn: 0.459288 loss_class_aux_dn: 1.896216 loss_bbox_aux_dn: 0.975125 loss_giou_aux_dn: 2.462135 loss: 15.275472 eta: 2 days, 8:37:30 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2354 images/s [04/14 21:59:13] ppdet.engine INFO: Epoch: [17] [4600/7329] learning_rate: 0.000100 loss_class: 0.587652 loss_bbox: 0.132463 loss_giou: 0.418108 loss_class_aux: 3.811815 loss_bbox_aux: 0.852071 loss_giou_aux: 2.602566 loss_class_dn: 0.330727 loss_bbox_dn: 0.163807 loss_giou_dn: 0.432135 loss_class_aux_dn: 1.777962 loss_bbox_aux_dn: 0.957817 loss_giou_aux_dn: 2.292624 loss: 14.626141 eta: 2 days, 8:36:53 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3329 images/s [04/14 21:59:52] ppdet.engine INFO: Epoch: [17] [4700/7329] learning_rate: 0.000100 loss_class: 0.568877 loss_bbox: 0.138926 loss_giou: 0.377436 loss_class_aux: 3.817230 loss_bbox_aux: 0.927906 loss_giou_aux: 2.453183 loss_class_dn: 0.329465 loss_bbox_dn: 0.168831 loss_giou_dn: 0.433141 loss_class_aux_dn: 1.713702 loss_bbox_aux_dn: 0.973692 loss_giou_aux_dn: 2.330918 loss: 15.329672 eta: 2 days, 8:36:17 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3163 images/s [04/14 22:00:32] ppdet.engine INFO: Epoch: [17] [4800/7329] learning_rate: 0.000100 loss_class: 0.576815 loss_bbox: 0.143629 loss_giou: 0.387498 loss_class_aux: 3.704787 loss_bbox_aux: 0.927928 loss_giou_aux: 2.506617 loss_class_dn: 0.314852 loss_bbox_dn: 0.167462 loss_giou_dn: 0.398203 loss_class_aux_dn: 1.723503 loss_bbox_aux_dn: 1.009648 loss_giou_aux_dn: 2.160485 loss: 15.131104 eta: 2 days, 8:35:43 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1958 images/s [04/14 22:01:11] ppdet.engine INFO: Epoch: [17] [4900/7329] learning_rate: 0.000100 loss_class: 0.597806 loss_bbox: 0.153801 loss_giou: 0.446307 loss_class_aux: 3.901186 loss_bbox_aux: 1.021957 loss_giou_aux: 2.917045 loss_class_dn: 0.404659 loss_bbox_dn: 0.173060 loss_giou_dn: 0.472839 loss_class_aux_dn: 2.146656 loss_bbox_aux_dn: 1.005484 loss_giou_aux_dn: 2.547986 loss: 17.490295 eta: 2 days, 8:35:08 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2267 images/s [04/14 22:01:51] ppdet.engine INFO: Epoch: [17] [5000/7329] learning_rate: 0.000100 loss_class: 0.635920 loss_bbox: 0.155126 loss_giou: 0.389682 loss_class_aux: 4.062805 loss_bbox_aux: 1.049261 loss_giou_aux: 2.473346 loss_class_dn: 0.352517 loss_bbox_dn: 0.193616 loss_giou_dn: 0.411843 loss_class_aux_dn: 1.873710 loss_bbox_aux_dn: 1.105502 loss_giou_aux_dn: 2.307791 loss: 15.818234 eta: 2 days, 8:34:32 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3140 images/s [04/14 22:02:30] ppdet.engine INFO: Epoch: [17] [5100/7329] learning_rate: 0.000100 loss_class: 0.662607 loss_bbox: 0.150667 loss_giou: 0.382008 loss_class_aux: 4.270481 loss_bbox_aux: 0.962769 loss_giou_aux: 2.334208 loss_class_dn: 0.363821 loss_bbox_dn: 0.172626 loss_giou_dn: 0.375849 loss_class_aux_dn: 1.919661 loss_bbox_aux_dn: 0.991000 loss_giou_aux_dn: 2.058547 loss: 15.700422 eta: 2 days, 8:33:56 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3339 images/s [04/14 22:03:09] ppdet.engine INFO: Epoch: [17] [5200/7329] learning_rate: 0.000100 loss_class: 0.565874 loss_bbox: 0.155325 loss_giou: 0.370931 loss_class_aux: 3.688846 loss_bbox_aux: 0.995451 loss_giou_aux: 2.240952 loss_class_dn: 0.300872 loss_bbox_dn: 0.183923 loss_giou_dn: 0.359336 loss_class_aux_dn: 1.647103 loss_bbox_aux_dn: 1.087465 loss_giou_aux_dn: 1.976667 loss: 13.756604 eta: 2 days, 8:33:19 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3819 images/s [04/14 22:03:49] ppdet.engine INFO: Epoch: [17] [5300/7329] learning_rate: 0.000100 loss_class: 0.679752 loss_bbox: 0.165551 loss_giou: 0.492646 loss_class_aux: 4.358579 loss_bbox_aux: 1.046810 loss_giou_aux: 2.913184 loss_class_dn: 0.378813 loss_bbox_dn: 0.194846 loss_giou_dn: 0.521109 loss_class_aux_dn: 2.059606 loss_bbox_aux_dn: 1.075938 loss_giou_aux_dn: 2.785194 loss: 16.280188 eta: 2 days, 8:32:43 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3218 images/s [04/14 22:04:29] ppdet.engine INFO: Epoch: [17] [5400/7329] learning_rate: 0.000100 loss_class: 0.671428 loss_bbox: 0.167879 loss_giou: 0.445175 loss_class_aux: 4.390394 loss_bbox_aux: 1.172630 loss_giou_aux: 2.653725 loss_class_dn: 0.349773 loss_bbox_dn: 0.210158 loss_giou_dn: 0.449982 loss_class_aux_dn: 1.904880 loss_bbox_aux_dn: 1.166902 loss_giou_aux_dn: 2.428678 loss: 15.987773 eta: 2 days, 8:32:09 batch_cost: 0.3589 data_cost: 0.0014 ips: 11.1453 images/s [04/14 22:05:08] ppdet.engine INFO: Epoch: [17] [5500/7329] learning_rate: 0.000100 loss_class: 0.634906 loss_bbox: 0.136116 loss_giou: 0.387107 loss_class_aux: 4.078224 loss_bbox_aux: 0.944699 loss_giou_aux: 2.447075 loss_class_dn: 0.364928 loss_bbox_dn: 0.155542 loss_giou_dn: 0.386583 loss_class_aux_dn: 1.994520 loss_bbox_aux_dn: 0.932443 loss_giou_aux_dn: 2.216977 loss: 15.431793 eta: 2 days, 8:31:32 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3624 images/s [04/14 22:05:47] ppdet.engine INFO: Epoch: [17] [5600/7329] learning_rate: 0.000100 loss_class: 0.610645 loss_bbox: 0.136208 loss_giou: 0.454082 loss_class_aux: 3.844791 loss_bbox_aux: 0.908956 loss_giou_aux: 2.817281 loss_class_dn: 0.338169 loss_bbox_dn: 0.167231 loss_giou_dn: 0.436061 loss_class_aux_dn: 1.818669 loss_bbox_aux_dn: 0.964996 loss_giou_aux_dn: 2.360592 loss: 15.456974 eta: 2 days, 8:30:56 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2984 images/s [04/14 22:06:27] ppdet.engine INFO: Epoch: [17] [5700/7329] learning_rate: 0.000100 loss_class: 0.632195 loss_bbox: 0.148488 loss_giou: 0.504310 loss_class_aux: 4.016933 loss_bbox_aux: 0.967851 loss_giou_aux: 3.160513 loss_class_dn: 0.375992 loss_bbox_dn: 0.166741 loss_giou_dn: 0.478323 loss_class_aux_dn: 1.994432 loss_bbox_aux_dn: 0.950996 loss_giou_aux_dn: 2.588271 loss: 17.113174 eta: 2 days, 8:30:21 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2762 images/s [04/14 22:07:06] ppdet.engine INFO: Epoch: [17] [5800/7329] learning_rate: 0.000100 loss_class: 0.580860 loss_bbox: 0.158742 loss_giou: 0.431401 loss_class_aux: 3.812292 loss_bbox_aux: 1.051981 loss_giou_aux: 2.716170 loss_class_dn: 0.341521 loss_bbox_dn: 0.163488 loss_giou_dn: 0.427414 loss_class_aux_dn: 1.872911 loss_bbox_aux_dn: 0.967908 loss_giou_aux_dn: 2.285556 loss: 15.468767 eta: 2 days, 8:29:44 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3666 images/s [04/14 22:07:45] ppdet.engine INFO: Epoch: [17] [5900/7329] learning_rate: 0.000100 loss_class: 0.690445 loss_bbox: 0.170622 loss_giou: 0.450043 loss_class_aux: 4.319427 loss_bbox_aux: 1.078874 loss_giou_aux: 2.750942 loss_class_dn: 0.371635 loss_bbox_dn: 0.202823 loss_giou_dn: 0.453131 loss_class_aux_dn: 1.997859 loss_bbox_aux_dn: 1.137038 loss_giou_aux_dn: 2.543193 loss: 16.748714 eta: 2 days, 8:29:08 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2908 images/s [04/14 22:08:25] ppdet.engine INFO: Epoch: [17] [6000/7329] learning_rate: 0.000100 loss_class: 0.553926 loss_bbox: 0.144022 loss_giou: 0.383595 loss_class_aux: 3.610531 loss_bbox_aux: 0.952184 loss_giou_aux: 2.391274 loss_class_dn: 0.338306 loss_bbox_dn: 0.156343 loss_giou_dn: 0.393902 loss_class_aux_dn: 1.797952 loss_bbox_aux_dn: 0.904105 loss_giou_aux_dn: 2.161678 loss: 14.753263 eta: 2 days, 8:28:34 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2051 images/s [04/14 22:09:05] ppdet.engine INFO: Epoch: [17] [6100/7329] learning_rate: 0.000100 loss_class: 0.549719 loss_bbox: 0.154383 loss_giou: 0.357032 loss_class_aux: 3.602288 loss_bbox_aux: 0.975689 loss_giou_aux: 2.283361 loss_class_dn: 0.330260 loss_bbox_dn: 0.185057 loss_giou_dn: 0.411801 loss_class_aux_dn: 1.746175 loss_bbox_aux_dn: 1.095505 loss_giou_aux_dn: 2.241118 loss: 14.394135 eta: 2 days, 8:27:58 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2740 images/s [04/14 22:09:44] ppdet.engine INFO: Epoch: [17] [6200/7329] learning_rate: 0.000100 loss_class: 0.600159 loss_bbox: 0.150037 loss_giou: 0.416184 loss_class_aux: 3.925969 loss_bbox_aux: 0.976434 loss_giou_aux: 2.721763 loss_class_dn: 0.347401 loss_bbox_dn: 0.171589 loss_giou_dn: 0.434374 loss_class_aux_dn: 1.863426 loss_bbox_aux_dn: 0.992696 loss_giou_aux_dn: 2.291629 loss: 15.334232 eta: 2 days, 8:27:23 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2511 images/s [04/14 22:10:24] ppdet.engine INFO: Epoch: [17] [6300/7329] learning_rate: 0.000100 loss_class: 0.615236 loss_bbox: 0.161595 loss_giou: 0.411145 loss_class_aux: 3.917583 loss_bbox_aux: 1.046221 loss_giou_aux: 2.564357 loss_class_dn: 0.355659 loss_bbox_dn: 0.179026 loss_giou_dn: 0.417248 loss_class_aux_dn: 1.943389 loss_bbox_aux_dn: 1.069921 loss_giou_aux_dn: 2.359904 loss: 15.667088 eta: 2 days, 8:26:48 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2505 images/s [04/14 22:11:03] ppdet.engine INFO: Epoch: [17] [6400/7329] learning_rate: 0.000100 loss_class: 0.630741 loss_bbox: 0.135952 loss_giou: 0.421783 loss_class_aux: 4.220659 loss_bbox_aux: 0.949219 loss_giou_aux: 2.751318 loss_class_dn: 0.355137 loss_bbox_dn: 0.177952 loss_giou_dn: 0.427756 loss_class_aux_dn: 1.899589 loss_bbox_aux_dn: 1.085223 loss_giou_aux_dn: 2.348044 loss: 16.031487 eta: 2 days, 8:26:11 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3684 images/s [04/14 22:11:42] ppdet.engine INFO: Epoch: [17] [6500/7329] learning_rate: 0.000100 loss_class: 0.628073 loss_bbox: 0.133667 loss_giou: 0.367371 loss_class_aux: 4.343936 loss_bbox_aux: 0.859877 loss_giou_aux: 2.375423 loss_class_dn: 0.346906 loss_bbox_dn: 0.159274 loss_giou_dn: 0.433396 loss_class_aux_dn: 1.871966 loss_bbox_aux_dn: 0.919032 loss_giou_aux_dn: 2.419878 loss: 15.376616 eta: 2 days, 8:25:36 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2700 images/s [04/14 22:12:22] ppdet.engine INFO: Epoch: [17] [6600/7329] learning_rate: 0.000100 loss_class: 0.595123 loss_bbox: 0.142428 loss_giou: 0.359780 loss_class_aux: 3.750050 loss_bbox_aux: 0.932317 loss_giou_aux: 2.271858 loss_class_dn: 0.336937 loss_bbox_dn: 0.174021 loss_giou_dn: 0.387987 loss_class_aux_dn: 1.794730 loss_bbox_aux_dn: 1.006091 loss_giou_aux_dn: 2.154910 loss: 14.713496 eta: 2 days, 8:25:00 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2660 images/s [04/14 22:13:01] ppdet.engine INFO: Epoch: [17] [6700/7329] learning_rate: 0.000100 loss_class: 0.655952 loss_bbox: 0.152085 loss_giou: 0.437255 loss_class_aux: 4.276417 loss_bbox_aux: 0.979627 loss_giou_aux: 2.766661 loss_class_dn: 0.367045 loss_bbox_dn: 0.185674 loss_giou_dn: 0.447213 loss_class_aux_dn: 1.957223 loss_bbox_aux_dn: 1.107174 loss_giou_aux_dn: 2.389421 loss: 15.782348 eta: 2 days, 8:24:24 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3006 images/s [04/14 22:13:41] ppdet.engine INFO: Epoch: [17] [6800/7329] learning_rate: 0.000100 loss_class: 0.739948 loss_bbox: 0.157667 loss_giou: 0.497855 loss_class_aux: 4.700756 loss_bbox_aux: 1.038474 loss_giou_aux: 3.138757 loss_class_dn: 0.430854 loss_bbox_dn: 0.184533 loss_giou_dn: 0.524524 loss_class_aux_dn: 2.263293 loss_bbox_aux_dn: 1.096849 loss_giou_aux_dn: 2.849369 loss: 18.611763 eta: 2 days, 8:23:50 batch_cost: 0.3575 data_cost: 0.0012 ips: 11.1895 images/s [04/14 22:14:20] ppdet.engine INFO: Epoch: [17] [6900/7329] learning_rate: 0.000100 loss_class: 0.587098 loss_bbox: 0.155546 loss_giou: 0.491581 loss_class_aux: 3.716441 loss_bbox_aux: 1.059304 loss_giou_aux: 3.028021 loss_class_dn: 0.352830 loss_bbox_dn: 0.190047 loss_giou_dn: 0.463845 loss_class_aux_dn: 1.867583 loss_bbox_aux_dn: 1.105816 loss_giou_aux_dn: 2.571873 loss: 16.090466 eta: 2 days, 8:23:13 batch_cost: 0.3500 data_cost: 0.0012 ips: 11.4274 images/s [04/14 22:15:00] ppdet.engine INFO: Epoch: [17] [7000/7329] learning_rate: 0.000100 loss_class: 0.635834 loss_bbox: 0.157996 loss_giou: 0.436698 loss_class_aux: 4.110845 loss_bbox_aux: 0.987875 loss_giou_aux: 2.774518 loss_class_dn: 0.366372 loss_bbox_dn: 0.183904 loss_giou_dn: 0.445202 loss_class_aux_dn: 1.987854 loss_bbox_aux_dn: 1.016526 loss_giou_aux_dn: 2.469395 loss: 16.579029 eta: 2 days, 8:22:37 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2682 images/s [04/14 22:15:39] ppdet.engine INFO: Epoch: [17] [7100/7329] learning_rate: 0.000100 loss_class: 0.590625 loss_bbox: 0.155438 loss_giou: 0.373930 loss_class_aux: 3.920519 loss_bbox_aux: 1.046821 loss_giou_aux: 2.461292 loss_class_dn: 0.351990 loss_bbox_dn: 0.184086 loss_giou_dn: 0.432501 loss_class_aux_dn: 1.889467 loss_bbox_aux_dn: 1.098741 loss_giou_aux_dn: 2.367494 loss: 15.823132 eta: 2 days, 8:22:01 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3465 images/s [04/14 22:16:18] ppdet.engine INFO: Epoch: [17] [7200/7329] learning_rate: 0.000100 loss_class: 0.567176 loss_bbox: 0.149081 loss_giou: 0.429593 loss_class_aux: 3.740923 loss_bbox_aux: 0.966676 loss_giou_aux: 2.676052 loss_class_dn: 0.344843 loss_bbox_dn: 0.162969 loss_giou_dn: 0.416028 loss_class_aux_dn: 1.848085 loss_bbox_aux_dn: 0.937382 loss_giou_aux_dn: 2.256651 loss: 15.370588 eta: 2 days, 8:21:25 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2964 images/s [04/14 22:16:58] ppdet.engine INFO: Epoch: [17] [7300/7329] learning_rate: 0.000100 loss_class: 0.657702 loss_bbox: 0.136839 loss_giou: 0.405575 loss_class_aux: 4.102625 loss_bbox_aux: 0.906782 loss_giou_aux: 2.660719 loss_class_dn: 0.333171 loss_bbox_dn: 0.179687 loss_giou_dn: 0.424663 loss_class_aux_dn: 1.787975 loss_bbox_aux_dn: 1.002006 loss_giou_aux_dn: 2.273385 loss: 14.832158 eta: 2 days, 8:20:49 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3137 images/s [04/14 22:17:12] ppdet.engine INFO: Eval iter: 0 [04/14 22:17:24] ppdet.engine INFO: Eval iter: 100 [04/14 22:17:36] ppdet.engine INFO: Eval iter: 200 [04/14 22:17:48] ppdet.engine INFO: Eval iter: 300 [04/14 22:18:00] ppdet.engine INFO: Eval iter: 400 [04/14 22:18:12] ppdet.engine INFO: Eval iter: 500 [04/14 22:18:24] ppdet.engine INFO: Eval iter: 600 [04/14 22:18:46] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/14 22:18:47] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.64s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.72s). Accumulating evaluation results... DONE (t=16.07s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.332 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 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 ] = 0.646 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 ] = 0.523 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 ] = 0.890 [04/14 22:20:30] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.13740519991043 [04/14 22:20:30] ppdet.engine INFO: Best test bbox ap is 0.522. [04/14 22:20:32] ppdet.engine INFO: Epoch: [18] [ 0/7329] learning_rate: 0.000100 loss_class: 0.639996 loss_bbox: 0.141107 loss_giou: 0.407470 loss_class_aux: 4.047115 loss_bbox_aux: 0.952231 loss_giou_aux: 2.663450 loss_class_dn: 0.324364 loss_bbox_dn: 0.185734 loss_giou_dn: 0.398823 loss_class_aux_dn: 1.756524 loss_bbox_aux_dn: 1.063803 loss_giou_aux_dn: 2.171947 loss: 14.722134 eta: 2 days, 8:20:39 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2976 images/s [04/14 22:21:12] ppdet.engine INFO: Epoch: [18] [ 100/7329] learning_rate: 0.000100 loss_class: 0.598578 loss_bbox: 0.133957 loss_giou: 0.402448 loss_class_aux: 3.733340 loss_bbox_aux: 0.891058 loss_giou_aux: 2.570174 loss_class_dn: 0.337318 loss_bbox_dn: 0.167890 loss_giou_dn: 0.413727 loss_class_aux_dn: 1.842728 loss_bbox_aux_dn: 1.000260 loss_giou_aux_dn: 2.289647 loss: 14.858456 eta: 2 days, 8:20:03 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3196 images/s [04/14 22:21:51] ppdet.engine INFO: Epoch: [18] [ 200/7329] learning_rate: 0.000100 loss_class: 0.651425 loss_bbox: 0.167034 loss_giou: 0.389432 loss_class_aux: 4.098745 loss_bbox_aux: 1.097312 loss_giou_aux: 2.490041 loss_class_dn: 0.353002 loss_bbox_dn: 0.184141 loss_giou_dn: 0.419436 loss_class_aux_dn: 1.936244 loss_bbox_aux_dn: 1.055014 loss_giou_aux_dn: 2.367786 loss: 15.699439 eta: 2 days, 8:19:26 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3501 images/s [04/14 22:22:30] ppdet.engine INFO: Epoch: [18] [ 300/7329] learning_rate: 0.000100 loss_class: 0.612540 loss_bbox: 0.145006 loss_giou: 0.446806 loss_class_aux: 4.063946 loss_bbox_aux: 0.968656 loss_giou_aux: 2.828496 loss_class_dn: 0.358752 loss_bbox_dn: 0.172066 loss_giou_dn: 0.456109 loss_class_aux_dn: 1.940918 loss_bbox_aux_dn: 1.010437 loss_giou_aux_dn: 2.543087 loss: 16.097128 eta: 2 days, 8:18:51 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2844 images/s [04/14 22:23:10] ppdet.engine INFO: Epoch: [18] [ 400/7329] learning_rate: 0.000100 loss_class: 0.600926 loss_bbox: 0.147463 loss_giou: 0.362386 loss_class_aux: 3.842961 loss_bbox_aux: 0.987345 loss_giou_aux: 2.291148 loss_class_dn: 0.330606 loss_bbox_dn: 0.173088 loss_giou_dn: 0.392015 loss_class_aux_dn: 1.787634 loss_bbox_aux_dn: 1.020336 loss_giou_aux_dn: 2.189626 loss: 14.618258 eta: 2 days, 8:18:14 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3348 images/s [04/14 22:23:49] ppdet.engine INFO: Epoch: [18] [ 500/7329] learning_rate: 0.000100 loss_class: 0.595133 loss_bbox: 0.134476 loss_giou: 0.389332 loss_class_aux: 3.868181 loss_bbox_aux: 0.900602 loss_giou_aux: 2.441276 loss_class_dn: 0.328074 loss_bbox_dn: 0.162830 loss_giou_dn: 0.393758 loss_class_aux_dn: 1.760913 loss_bbox_aux_dn: 0.929996 loss_giou_aux_dn: 2.115729 loss: 14.118450 eta: 2 days, 8:17:40 batch_cost: 0.3569 data_cost: 0.0014 ips: 11.2074 images/s [04/14 22:24:29] ppdet.engine INFO: Epoch: [18] [ 600/7329] learning_rate: 0.000100 loss_class: 0.618018 loss_bbox: 0.127759 loss_giou: 0.470298 loss_class_aux: 3.991672 loss_bbox_aux: 0.865934 loss_giou_aux: 2.918708 loss_class_dn: 0.356387 loss_bbox_dn: 0.166410 loss_giou_dn: 0.453818 loss_class_aux_dn: 1.890825 loss_bbox_aux_dn: 0.925005 loss_giou_aux_dn: 2.510889 loss: 15.480176 eta: 2 days, 8:17:03 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3405 images/s [04/14 22:25:08] ppdet.engine INFO: Epoch: [18] [ 700/7329] learning_rate: 0.000100 loss_class: 0.567626 loss_bbox: 0.142809 loss_giou: 0.339674 loss_class_aux: 3.735747 loss_bbox_aux: 0.909794 loss_giou_aux: 2.092242 loss_class_dn: 0.302303 loss_bbox_dn: 0.169326 loss_giou_dn: 0.360943 loss_class_aux_dn: 1.625514 loss_bbox_aux_dn: 1.004668 loss_giou_aux_dn: 1.962092 loss: 13.755087 eta: 2 days, 8:16:27 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3762 images/s [04/14 22:25:48] ppdet.engine INFO: Epoch: [18] [ 800/7329] learning_rate: 0.000100 loss_class: 0.603749 loss_bbox: 0.135021 loss_giou: 0.392279 loss_class_aux: 3.907748 loss_bbox_aux: 0.896040 loss_giou_aux: 2.409571 loss_class_dn: 0.327444 loss_bbox_dn: 0.158460 loss_giou_dn: 0.400150 loss_class_aux_dn: 1.806835 loss_bbox_aux_dn: 0.929523 loss_giou_aux_dn: 2.210685 loss: 15.075951 eta: 2 days, 8:15:52 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2014 images/s [04/14 22:26:27] ppdet.engine INFO: Epoch: [18] [ 900/7329] learning_rate: 0.000100 loss_class: 0.722105 loss_bbox: 0.176946 loss_giou: 0.514368 loss_class_aux: 4.587803 loss_bbox_aux: 1.220468 loss_giou_aux: 3.075650 loss_class_dn: 0.405322 loss_bbox_dn: 0.212902 loss_giou_dn: 0.482020 loss_class_aux_dn: 2.222021 loss_bbox_aux_dn: 1.249708 loss_giou_aux_dn: 2.627758 loss: 18.075159 eta: 2 days, 8:15:16 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3380 images/s [04/14 22:27:06] ppdet.engine INFO: Epoch: [18] [1000/7329] learning_rate: 0.000100 loss_class: 0.550445 loss_bbox: 0.139655 loss_giou: 0.356346 loss_class_aux: 3.709738 loss_bbox_aux: 0.939332 loss_giou_aux: 2.353784 loss_class_dn: 0.338653 loss_bbox_dn: 0.177801 loss_giou_dn: 0.368691 loss_class_aux_dn: 1.875165 loss_bbox_aux_dn: 1.064581 loss_giou_aux_dn: 2.056479 loss: 14.579935 eta: 2 days, 8:14:40 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2868 images/s [04/14 22:27:46] ppdet.engine INFO: Epoch: [18] [1100/7329] learning_rate: 0.000100 loss_class: 0.640236 loss_bbox: 0.137422 loss_giou: 0.436164 loss_class_aux: 4.286806 loss_bbox_aux: 0.946093 loss_giou_aux: 2.822741 loss_class_dn: 0.365243 loss_bbox_dn: 0.181420 loss_giou_dn: 0.458456 loss_class_aux_dn: 1.982915 loss_bbox_aux_dn: 1.048934 loss_giou_aux_dn: 2.450922 loss: 16.087982 eta: 2 days, 8:14:04 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3225 images/s [04/14 22:28:25] ppdet.engine INFO: Epoch: [18] [1200/7329] learning_rate: 0.000100 loss_class: 0.570479 loss_bbox: 0.127183 loss_giou: 0.381010 loss_class_aux: 3.674862 loss_bbox_aux: 0.822535 loss_giou_aux: 2.475109 loss_class_dn: 0.329368 loss_bbox_dn: 0.139987 loss_giou_dn: 0.381823 loss_class_aux_dn: 1.775302 loss_bbox_aux_dn: 0.831435 loss_giou_aux_dn: 2.085601 loss: 13.899055 eta: 2 days, 8:13:28 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3394 images/s [04/14 22:29:04] ppdet.engine INFO: Epoch: [18] [1300/7329] learning_rate: 0.000100 loss_class: 0.646406 loss_bbox: 0.152032 loss_giou: 0.450444 loss_class_aux: 4.152766 loss_bbox_aux: 1.016815 loss_giou_aux: 2.800508 loss_class_dn: 0.371564 loss_bbox_dn: 0.201362 loss_giou_dn: 0.470496 loss_class_aux_dn: 1.983732 loss_bbox_aux_dn: 1.189890 loss_giou_aux_dn: 2.526808 loss: 16.218616 eta: 2 days, 8:12:51 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3258 images/s [04/14 22:29:44] ppdet.engine INFO: Epoch: [18] [1400/7329] learning_rate: 0.000100 loss_class: 0.644100 loss_bbox: 0.133302 loss_giou: 0.393341 loss_class_aux: 3.998441 loss_bbox_aux: 0.897748 loss_giou_aux: 2.555800 loss_class_dn: 0.372933 loss_bbox_dn: 0.174883 loss_giou_dn: 0.455293 loss_class_aux_dn: 1.967899 loss_bbox_aux_dn: 1.021172 loss_giou_aux_dn: 2.422677 loss: 16.198687 eta: 2 days, 8:12:15 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3299 images/s [04/14 22:30:23] ppdet.engine INFO: Epoch: [18] [1500/7329] learning_rate: 0.000100 loss_class: 0.655403 loss_bbox: 0.145024 loss_giou: 0.420168 loss_class_aux: 4.235796 loss_bbox_aux: 0.942916 loss_giou_aux: 2.778479 loss_class_dn: 0.375040 loss_bbox_dn: 0.184818 loss_giou_dn: 0.468997 loss_class_aux_dn: 1.988527 loss_bbox_aux_dn: 1.077296 loss_giou_aux_dn: 2.548372 loss: 17.003508 eta: 2 days, 8:11:38 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3623 images/s [04/14 22:31:02] ppdet.engine INFO: Epoch: [18] [1600/7329] learning_rate: 0.000100 loss_class: 0.647352 loss_bbox: 0.142726 loss_giou: 0.464977 loss_class_aux: 4.238303 loss_bbox_aux: 0.945454 loss_giou_aux: 2.952247 loss_class_dn: 0.371069 loss_bbox_dn: 0.168258 loss_giou_dn: 0.477641 loss_class_aux_dn: 1.996908 loss_bbox_aux_dn: 0.952788 loss_giou_aux_dn: 2.630812 loss: 16.120899 eta: 2 days, 8:11:02 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3392 images/s [04/14 22:31:42] ppdet.engine INFO: Epoch: [18] [1700/7329] learning_rate: 0.000100 loss_class: 0.641621 loss_bbox: 0.141255 loss_giou: 0.483005 loss_class_aux: 4.406029 loss_bbox_aux: 0.952490 loss_giou_aux: 2.941550 loss_class_dn: 0.363470 loss_bbox_dn: 0.179410 loss_giou_dn: 0.454620 loss_class_aux_dn: 1.927942 loss_bbox_aux_dn: 1.032602 loss_giou_aux_dn: 2.515495 loss: 16.557461 eta: 2 days, 8:10:27 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2284 images/s [04/14 22:32:21] ppdet.engine INFO: Epoch: [18] [1800/7329] learning_rate: 0.000100 loss_class: 0.610868 loss_bbox: 0.130042 loss_giou: 0.396259 loss_class_aux: 3.891145 loss_bbox_aux: 0.885697 loss_giou_aux: 2.528776 loss_class_dn: 0.328811 loss_bbox_dn: 0.167994 loss_giou_dn: 0.409556 loss_class_aux_dn: 1.795498 loss_bbox_aux_dn: 0.917108 loss_giou_aux_dn: 2.279743 loss: 14.593985 eta: 2 days, 8:09:50 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3706 images/s [04/14 22:33:00] ppdet.engine INFO: Epoch: [18] [1900/7329] learning_rate: 0.000100 loss_class: 0.555683 loss_bbox: 0.138786 loss_giou: 0.353803 loss_class_aux: 3.668763 loss_bbox_aux: 0.908518 loss_giou_aux: 2.225179 loss_class_dn: 0.295533 loss_bbox_dn: 0.163955 loss_giou_dn: 0.349506 loss_class_aux_dn: 1.612781 loss_bbox_aux_dn: 0.921763 loss_giou_aux_dn: 1.951278 loss: 12.910640 eta: 2 days, 8:09:14 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3516 images/s [04/14 22:33:40] ppdet.engine INFO: Epoch: [18] [2000/7329] learning_rate: 0.000100 loss_class: 0.608471 loss_bbox: 0.157397 loss_giou: 0.449983 loss_class_aux: 3.898099 loss_bbox_aux: 0.993735 loss_giou_aux: 2.833406 loss_class_dn: 0.382604 loss_bbox_dn: 0.180241 loss_giou_dn: 0.453299 loss_class_aux_dn: 2.043723 loss_bbox_aux_dn: 1.050135 loss_giou_aux_dn: 2.528647 loss: 16.093693 eta: 2 days, 8:08:38 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3130 images/s [04/14 22:34:19] ppdet.engine INFO: Epoch: [18] [2100/7329] learning_rate: 0.000100 loss_class: 0.545762 loss_bbox: 0.121892 loss_giou: 0.393360 loss_class_aux: 3.466984 loss_bbox_aux: 0.845745 loss_giou_aux: 2.493257 loss_class_dn: 0.296400 loss_bbox_dn: 0.152560 loss_giou_dn: 0.391605 loss_class_aux_dn: 1.562323 loss_bbox_aux_dn: 0.896253 loss_giou_aux_dn: 2.105278 loss: 12.727419 eta: 2 days, 8:08:00 batch_cost: 0.3500 data_cost: 0.0014 ips: 11.4301 images/s [04/14 22:34:58] ppdet.engine INFO: Epoch: [18] [2200/7329] learning_rate: 0.000100 loss_class: 0.648777 loss_bbox: 0.128949 loss_giou: 0.413958 loss_class_aux: 4.000869 loss_bbox_aux: 0.834495 loss_giou_aux: 2.638159 loss_class_dn: 0.334064 loss_bbox_dn: 0.159518 loss_giou_dn: 0.417272 loss_class_aux_dn: 1.843248 loss_bbox_aux_dn: 0.895798 loss_giou_aux_dn: 2.301847 loss: 15.035698 eta: 2 days, 8:07:24 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3119 images/s [04/14 22:35:37] ppdet.engine INFO: Epoch: [18] [2300/7329] learning_rate: 0.000100 loss_class: 0.636107 loss_bbox: 0.163625 loss_giou: 0.446098 loss_class_aux: 4.218949 loss_bbox_aux: 1.032771 loss_giou_aux: 2.777128 loss_class_dn: 0.363269 loss_bbox_dn: 0.193499 loss_giou_dn: 0.457667 loss_class_aux_dn: 1.934041 loss_bbox_aux_dn: 1.060809 loss_giou_aux_dn: 2.524034 loss: 16.535774 eta: 2 days, 8:06:47 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3945 images/s [04/14 22:36:16] ppdet.engine INFO: Epoch: [18] [2400/7329] learning_rate: 0.000100 loss_class: 0.606555 loss_bbox: 0.155582 loss_giou: 0.419102 loss_class_aux: 3.821879 loss_bbox_aux: 0.983810 loss_giou_aux: 2.677110 loss_class_dn: 0.330565 loss_bbox_dn: 0.178630 loss_giou_dn: 0.404367 loss_class_aux_dn: 1.848399 loss_bbox_aux_dn: 1.018628 loss_giou_aux_dn: 2.201503 loss: 16.071918 eta: 2 days, 8:06:10 batch_cost: 0.3512 data_cost: 0.0014 ips: 11.3900 images/s [04/14 22:36:56] ppdet.engine INFO: Epoch: [18] [2500/7329] learning_rate: 0.000100 loss_class: 0.555067 loss_bbox: 0.142024 loss_giou: 0.358262 loss_class_aux: 3.632563 loss_bbox_aux: 0.942657 loss_giou_aux: 2.388626 loss_class_dn: 0.320958 loss_bbox_dn: 0.171870 loss_giou_dn: 0.407980 loss_class_aux_dn: 1.719016 loss_bbox_aux_dn: 0.996298 loss_giou_aux_dn: 2.260338 loss: 14.263046 eta: 2 days, 8:05:36 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2252 images/s [04/14 22:37:35] ppdet.engine INFO: Epoch: [18] [2600/7329] learning_rate: 0.000100 loss_class: 0.576294 loss_bbox: 0.133106 loss_giou: 0.390674 loss_class_aux: 3.786970 loss_bbox_aux: 0.929371 loss_giou_aux: 2.507938 loss_class_dn: 0.337201 loss_bbox_dn: 0.180323 loss_giou_dn: 0.385463 loss_class_aux_dn: 1.812685 loss_bbox_aux_dn: 1.073392 loss_giou_aux_dn: 2.066557 loss: 14.921954 eta: 2 days, 8:05:00 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2591 images/s [04/14 22:38:15] ppdet.engine INFO: Epoch: [18] [2700/7329] learning_rate: 0.000100 loss_class: 0.626729 loss_bbox: 0.132219 loss_giou: 0.417355 loss_class_aux: 3.999357 loss_bbox_aux: 0.922425 loss_giou_aux: 2.729695 loss_class_dn: 0.354006 loss_bbox_dn: 0.168129 loss_giou_dn: 0.440675 loss_class_aux_dn: 1.913689 loss_bbox_aux_dn: 1.019892 loss_giou_aux_dn: 2.360432 loss: 15.646061 eta: 2 days, 8:04:24 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3459 images/s [04/14 22:38:54] ppdet.engine INFO: Epoch: [18] [2800/7329] learning_rate: 0.000100 loss_class: 0.626626 loss_bbox: 0.153636 loss_giou: 0.425425 loss_class_aux: 3.909966 loss_bbox_aux: 1.035433 loss_giou_aux: 2.759177 loss_class_dn: 0.374963 loss_bbox_dn: 0.179538 loss_giou_dn: 0.439025 loss_class_aux_dn: 1.990264 loss_bbox_aux_dn: 1.009883 loss_giou_aux_dn: 2.393437 loss: 15.764608 eta: 2 days, 8:03:48 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3183 images/s [04/14 22:39:33] ppdet.engine INFO: Epoch: [18] [2900/7329] learning_rate: 0.000100 loss_class: 0.613263 loss_bbox: 0.156303 loss_giou: 0.343461 loss_class_aux: 4.077731 loss_bbox_aux: 1.002204 loss_giou_aux: 2.176303 loss_class_dn: 0.350196 loss_bbox_dn: 0.184131 loss_giou_dn: 0.373690 loss_class_aux_dn: 1.874989 loss_bbox_aux_dn: 1.084301 loss_giou_aux_dn: 2.094169 loss: 15.069830 eta: 2 days, 8:03:12 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3034 images/s [04/14 22:40:13] ppdet.engine INFO: Epoch: [18] [3000/7329] learning_rate: 0.000100 loss_class: 0.604473 loss_bbox: 0.146673 loss_giou: 0.402728 loss_class_aux: 3.830332 loss_bbox_aux: 0.972950 loss_giou_aux: 2.572952 loss_class_dn: 0.343348 loss_bbox_dn: 0.177264 loss_giou_dn: 0.416256 loss_class_aux_dn: 1.811434 loss_bbox_aux_dn: 0.993979 loss_giou_aux_dn: 2.294377 loss: 15.581871 eta: 2 days, 8:02:36 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3132 images/s [04/14 22:40:52] ppdet.engine INFO: Epoch: [18] [3100/7329] learning_rate: 0.000100 loss_class: 0.606573 loss_bbox: 0.135610 loss_giou: 0.362301 loss_class_aux: 3.806376 loss_bbox_aux: 0.933288 loss_giou_aux: 2.287701 loss_class_dn: 0.320240 loss_bbox_dn: 0.176638 loss_giou_dn: 0.372253 loss_class_aux_dn: 1.714939 loss_bbox_aux_dn: 1.003113 loss_giou_aux_dn: 2.032181 loss: 13.721731 eta: 2 days, 8:02:00 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2950 images/s [04/14 22:41:32] ppdet.engine INFO: Epoch: [18] [3200/7329] learning_rate: 0.000100 loss_class: 0.556098 loss_bbox: 0.131106 loss_giou: 0.362542 loss_class_aux: 3.670250 loss_bbox_aux: 0.900337 loss_giou_aux: 2.391706 loss_class_dn: 0.322049 loss_bbox_dn: 0.144041 loss_giou_dn: 0.396953 loss_class_aux_dn: 1.733491 loss_bbox_aux_dn: 0.877977 loss_giou_aux_dn: 2.150856 loss: 14.218904 eta: 2 days, 8:01:24 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3519 images/s [04/14 22:42:11] ppdet.engine INFO: Epoch: [18] [3300/7329] learning_rate: 0.000100 loss_class: 0.544485 loss_bbox: 0.149463 loss_giou: 0.374170 loss_class_aux: 3.743060 loss_bbox_aux: 0.948065 loss_giou_aux: 2.435459 loss_class_dn: 0.327219 loss_bbox_dn: 0.161183 loss_giou_dn: 0.389709 loss_class_aux_dn: 1.743986 loss_bbox_aux_dn: 0.991540 loss_giou_aux_dn: 2.168304 loss: 14.610304 eta: 2 days, 8:00:46 batch_cost: 0.3500 data_cost: 0.0014 ips: 11.4289 images/s [04/14 22:42:50] ppdet.engine INFO: Epoch: [18] [3400/7329] learning_rate: 0.000100 loss_class: 0.645678 loss_bbox: 0.159069 loss_giou: 0.417489 loss_class_aux: 4.161067 loss_bbox_aux: 1.020733 loss_giou_aux: 2.653695 loss_class_dn: 0.356102 loss_bbox_dn: 0.208409 loss_giou_dn: 0.421781 loss_class_aux_dn: 1.904671 loss_bbox_aux_dn: 1.228386 loss_giou_aux_dn: 2.339879 loss: 15.717619 eta: 2 days, 8:00:10 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3220 images/s [04/14 22:43:29] ppdet.engine INFO: Epoch: [18] [3500/7329] learning_rate: 0.000100 loss_class: 0.609303 loss_bbox: 0.150079 loss_giou: 0.408299 loss_class_aux: 3.972410 loss_bbox_aux: 0.964208 loss_giou_aux: 2.622802 loss_class_dn: 0.341778 loss_bbox_dn: 0.185359 loss_giou_dn: 0.433866 loss_class_aux_dn: 1.783260 loss_bbox_aux_dn: 1.072949 loss_giou_aux_dn: 2.330280 loss: 15.210215 eta: 2 days, 7:59:33 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3653 images/s [04/14 22:44:09] ppdet.engine INFO: Epoch: [18] [3600/7329] learning_rate: 0.000100 loss_class: 0.595708 loss_bbox: 0.160406 loss_giou: 0.376203 loss_class_aux: 3.725400 loss_bbox_aux: 1.031574 loss_giou_aux: 2.396873 loss_class_dn: 0.334144 loss_bbox_dn: 0.176514 loss_giou_dn: 0.419224 loss_class_aux_dn: 1.802468 loss_bbox_aux_dn: 1.028190 loss_giou_aux_dn: 2.258709 loss: 16.094049 eta: 2 days, 7:58:58 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2704 images/s [04/14 22:44:48] ppdet.engine INFO: Epoch: [18] [3700/7329] learning_rate: 0.000100 loss_class: 0.606033 loss_bbox: 0.161316 loss_giou: 0.372899 loss_class_aux: 3.949342 loss_bbox_aux: 1.039353 loss_giou_aux: 2.418802 loss_class_dn: 0.331903 loss_bbox_dn: 0.178971 loss_giou_dn: 0.395972 loss_class_aux_dn: 1.729625 loss_bbox_aux_dn: 1.033239 loss_giou_aux_dn: 2.175294 loss: 14.893497 eta: 2 days, 7:58:23 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2121 images/s [04/14 22:45:28] ppdet.engine INFO: Epoch: [18] [3800/7329] learning_rate: 0.000100 loss_class: 0.624696 loss_bbox: 0.149279 loss_giou: 0.465284 loss_class_aux: 4.117395 loss_bbox_aux: 1.000942 loss_giou_aux: 2.895010 loss_class_dn: 0.354219 loss_bbox_dn: 0.180991 loss_giou_dn: 0.489560 loss_class_aux_dn: 1.863919 loss_bbox_aux_dn: 1.027940 loss_giou_aux_dn: 2.563225 loss: 16.302742 eta: 2 days, 7:57:47 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3486 images/s [04/14 22:46:07] ppdet.engine INFO: Epoch: [18] [3900/7329] learning_rate: 0.000100 loss_class: 0.567803 loss_bbox: 0.130647 loss_giou: 0.393810 loss_class_aux: 3.689477 loss_bbox_aux: 0.839791 loss_giou_aux: 2.442860 loss_class_dn: 0.317205 loss_bbox_dn: 0.148205 loss_giou_dn: 0.384680 loss_class_aux_dn: 1.711968 loss_bbox_aux_dn: 0.855637 loss_giou_aux_dn: 2.111448 loss: 14.404449 eta: 2 days, 7:57:12 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1978 images/s [04/14 22:46:47] ppdet.engine INFO: Epoch: [18] [4000/7329] learning_rate: 0.000100 loss_class: 0.600340 loss_bbox: 0.159915 loss_giou: 0.445254 loss_class_aux: 3.908641 loss_bbox_aux: 1.067900 loss_giou_aux: 2.767171 loss_class_dn: 0.367014 loss_bbox_dn: 0.183484 loss_giou_dn: 0.417020 loss_class_aux_dn: 1.946872 loss_bbox_aux_dn: 1.037147 loss_giou_aux_dn: 2.303712 loss: 15.022842 eta: 2 days, 7:56:38 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2145 images/s [04/14 22:47:27] ppdet.engine INFO: Epoch: [18] [4100/7329] learning_rate: 0.000100 loss_class: 0.677277 loss_bbox: 0.165281 loss_giou: 0.470537 loss_class_aux: 4.470737 loss_bbox_aux: 1.126705 loss_giou_aux: 2.934973 loss_class_dn: 0.381590 loss_bbox_dn: 0.191672 loss_giou_dn: 0.484730 loss_class_aux_dn: 2.076769 loss_bbox_aux_dn: 1.104097 loss_giou_aux_dn: 2.575289 loss: 16.560719 eta: 2 days, 7:56:03 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2115 images/s [04/14 22:48:06] ppdet.engine INFO: Epoch: [18] [4200/7329] learning_rate: 0.000100 loss_class: 0.607141 loss_bbox: 0.156479 loss_giou: 0.390276 loss_class_aux: 3.960319 loss_bbox_aux: 1.008605 loss_giou_aux: 2.504805 loss_class_dn: 0.340421 loss_bbox_dn: 0.177502 loss_giou_dn: 0.406125 loss_class_aux_dn: 1.812791 loss_bbox_aux_dn: 1.027970 loss_giou_aux_dn: 2.252618 loss: 14.835410 eta: 2 days, 7:55:27 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3232 images/s [04/14 22:48:45] ppdet.engine INFO: Epoch: [18] [4300/7329] learning_rate: 0.000100 loss_class: 0.599075 loss_bbox: 0.134735 loss_giou: 0.398783 loss_class_aux: 3.843219 loss_bbox_aux: 0.922326 loss_giou_aux: 2.569217 loss_class_dn: 0.352833 loss_bbox_dn: 0.184242 loss_giou_dn: 0.418598 loss_class_aux_dn: 1.921326 loss_bbox_aux_dn: 1.052036 loss_giou_aux_dn: 2.252820 loss: 15.106438 eta: 2 days, 7:54:50 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3742 images/s [04/14 22:49:25] ppdet.engine INFO: Epoch: [18] [4400/7329] learning_rate: 0.000100 loss_class: 0.598504 loss_bbox: 0.145058 loss_giou: 0.407100 loss_class_aux: 3.817244 loss_bbox_aux: 0.958536 loss_giou_aux: 2.475681 loss_class_dn: 0.321924 loss_bbox_dn: 0.167279 loss_giou_dn: 0.396481 loss_class_aux_dn: 1.734822 loss_bbox_aux_dn: 0.962275 loss_giou_aux_dn: 2.215655 loss: 14.151536 eta: 2 days, 7:54:17 batch_cost: 0.3599 data_cost: 0.0014 ips: 11.1136 images/s [04/14 22:50:04] ppdet.engine INFO: Epoch: [18] [4500/7329] learning_rate: 0.000100 loss_class: 0.582494 loss_bbox: 0.152938 loss_giou: 0.416401 loss_class_aux: 3.812487 loss_bbox_aux: 1.012115 loss_giou_aux: 2.435467 loss_class_dn: 0.331629 loss_bbox_dn: 0.177206 loss_giou_dn: 0.389189 loss_class_aux_dn: 1.771576 loss_bbox_aux_dn: 0.995714 loss_giou_aux_dn: 2.127210 loss: 14.675070 eta: 2 days, 7:53:40 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3747 images/s [04/14 22:50:44] ppdet.engine INFO: Epoch: [18] [4600/7329] learning_rate: 0.000100 loss_class: 0.650255 loss_bbox: 0.154910 loss_giou: 0.435926 loss_class_aux: 4.171814 loss_bbox_aux: 1.014364 loss_giou_aux: 2.795803 loss_class_dn: 0.357764 loss_bbox_dn: 0.196323 loss_giou_dn: 0.446658 loss_class_aux_dn: 1.902164 loss_bbox_aux_dn: 1.116087 loss_giou_aux_dn: 2.441416 loss: 15.935504 eta: 2 days, 7:53:04 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3452 images/s [04/14 22:51:23] ppdet.engine INFO: Epoch: [18] [4700/7329] learning_rate: 0.000100 loss_class: 0.615126 loss_bbox: 0.146997 loss_giou: 0.441263 loss_class_aux: 3.926652 loss_bbox_aux: 0.938588 loss_giou_aux: 2.712775 loss_class_dn: 0.354680 loss_bbox_dn: 0.165424 loss_giou_dn: 0.436601 loss_class_aux_dn: 1.874263 loss_bbox_aux_dn: 0.977669 loss_giou_aux_dn: 2.413871 loss: 15.714731 eta: 2 days, 7:52:27 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3289 images/s [04/14 22:52:03] ppdet.engine INFO: Epoch: [18] [4800/7329] learning_rate: 0.000100 loss_class: 0.619453 loss_bbox: 0.144426 loss_giou: 0.459752 loss_class_aux: 3.874327 loss_bbox_aux: 0.937954 loss_giou_aux: 2.885088 loss_class_dn: 0.326355 loss_bbox_dn: 0.166712 loss_giou_dn: 0.454237 loss_class_aux_dn: 1.756830 loss_bbox_aux_dn: 0.920586 loss_giou_aux_dn: 2.394898 loss: 15.643864 eta: 2 days, 7:51:52 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2657 images/s [04/14 22:52:42] ppdet.engine INFO: Epoch: [18] [4900/7329] learning_rate: 0.000100 loss_class: 0.578796 loss_bbox: 0.156780 loss_giou: 0.444624 loss_class_aux: 3.705297 loss_bbox_aux: 1.002740 loss_giou_aux: 2.734881 loss_class_dn: 0.336287 loss_bbox_dn: 0.174793 loss_giou_dn: 0.454024 loss_class_aux_dn: 1.796089 loss_bbox_aux_dn: 1.006955 loss_giou_aux_dn: 2.467918 loss: 15.770571 eta: 2 days, 7:51:17 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2686 images/s [04/14 22:53:21] ppdet.engine INFO: Epoch: [18] [5000/7329] learning_rate: 0.000100 loss_class: 0.603375 loss_bbox: 0.145289 loss_giou: 0.411007 loss_class_aux: 3.854220 loss_bbox_aux: 0.931966 loss_giou_aux: 2.682352 loss_class_dn: 0.334521 loss_bbox_dn: 0.181067 loss_giou_dn: 0.425373 loss_class_aux_dn: 1.788831 loss_bbox_aux_dn: 1.031632 loss_giou_aux_dn: 2.389880 loss: 15.583158 eta: 2 days, 7:50:39 batch_cost: 0.3495 data_cost: 0.0014 ips: 11.4450 images/s [04/14 22:54:01] ppdet.engine INFO: Epoch: [18] [5100/7329] learning_rate: 0.000100 loss_class: 0.647095 loss_bbox: 0.140779 loss_giou: 0.410362 loss_class_aux: 4.114240 loss_bbox_aux: 0.936070 loss_giou_aux: 2.700699 loss_class_dn: 0.369322 loss_bbox_dn: 0.176271 loss_giou_dn: 0.430677 loss_class_aux_dn: 1.954652 loss_bbox_aux_dn: 1.038454 loss_giou_aux_dn: 2.463294 loss: 16.854877 eta: 2 days, 7:50:03 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3096 images/s [04/14 22:54:40] ppdet.engine INFO: Epoch: [18] [5200/7329] learning_rate: 0.000100 loss_class: 0.581594 loss_bbox: 0.144507 loss_giou: 0.390671 loss_class_aux: 3.786179 loss_bbox_aux: 0.968479 loss_giou_aux: 2.506468 loss_class_dn: 0.321827 loss_bbox_dn: 0.170952 loss_giou_dn: 0.395049 loss_class_aux_dn: 1.708449 loss_bbox_aux_dn: 1.011266 loss_giou_aux_dn: 2.182706 loss: 14.621102 eta: 2 days, 7:49:29 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1926 images/s [04/14 22:55:20] ppdet.engine INFO: Epoch: [18] [5300/7329] learning_rate: 0.000100 loss_class: 0.630295 loss_bbox: 0.151545 loss_giou: 0.428431 loss_class_aux: 3.942001 loss_bbox_aux: 0.990633 loss_giou_aux: 2.674852 loss_class_dn: 0.356630 loss_bbox_dn: 0.196179 loss_giou_dn: 0.416568 loss_class_aux_dn: 1.950768 loss_bbox_aux_dn: 1.098037 loss_giou_aux_dn: 2.289069 loss: 15.557833 eta: 2 days, 7:48:54 batch_cost: 0.3563 data_cost: 0.0015 ips: 11.2261 images/s [04/14 22:55:59] ppdet.engine INFO: Epoch: [18] [5400/7329] learning_rate: 0.000100 loss_class: 0.610418 loss_bbox: 0.165717 loss_giou: 0.340064 loss_class_aux: 4.056654 loss_bbox_aux: 1.034953 loss_giou_aux: 2.177935 loss_class_dn: 0.335920 loss_bbox_dn: 0.189494 loss_giou_dn: 0.370140 loss_class_aux_dn: 1.850611 loss_bbox_aux_dn: 1.069838 loss_giou_aux_dn: 2.026952 loss: 15.131779 eta: 2 days, 7:48:17 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3804 images/s [04/14 22:56:38] ppdet.engine INFO: Epoch: [18] [5500/7329] learning_rate: 0.000100 loss_class: 0.549256 loss_bbox: 0.134842 loss_giou: 0.318400 loss_class_aux: 3.459700 loss_bbox_aux: 0.899561 loss_giou_aux: 2.071804 loss_class_dn: 0.302857 loss_bbox_dn: 0.168208 loss_giou_dn: 0.342097 loss_class_aux_dn: 1.655497 loss_bbox_aux_dn: 0.999977 loss_giou_aux_dn: 1.900755 loss: 13.728343 eta: 2 days, 7:47:39 batch_cost: 0.3490 data_cost: 0.0014 ips: 11.4621 images/s [04/14 22:57:17] ppdet.engine INFO: Epoch: [18] [5600/7329] learning_rate: 0.000100 loss_class: 0.570551 loss_bbox: 0.135724 loss_giou: 0.335391 loss_class_aux: 3.620158 loss_bbox_aux: 0.889308 loss_giou_aux: 2.111119 loss_class_dn: 0.313660 loss_bbox_dn: 0.157295 loss_giou_dn: 0.354665 loss_class_aux_dn: 1.685293 loss_bbox_aux_dn: 0.937524 loss_giou_aux_dn: 1.953272 loss: 13.959238 eta: 2 days, 7:47:03 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2899 images/s [04/14 22:57:57] ppdet.engine INFO: Epoch: [18] [5700/7329] learning_rate: 0.000100 loss_class: 0.625991 loss_bbox: 0.145984 loss_giou: 0.470571 loss_class_aux: 4.080831 loss_bbox_aux: 0.961410 loss_giou_aux: 2.924202 loss_class_dn: 0.371824 loss_bbox_dn: 0.181781 loss_giou_dn: 0.454231 loss_class_aux_dn: 1.972659 loss_bbox_aux_dn: 1.024358 loss_giou_aux_dn: 2.554684 loss: 15.738572 eta: 2 days, 7:46:28 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2676 images/s [04/14 22:58:36] ppdet.engine INFO: Epoch: [18] [5800/7329] learning_rate: 0.000100 loss_class: 0.628984 loss_bbox: 0.158861 loss_giou: 0.418494 loss_class_aux: 4.058141 loss_bbox_aux: 1.005782 loss_giou_aux: 2.673765 loss_class_dn: 0.352457 loss_bbox_dn: 0.216329 loss_giou_dn: 0.418613 loss_class_aux_dn: 1.928669 loss_bbox_aux_dn: 1.144882 loss_giou_aux_dn: 2.309853 loss: 15.092567 eta: 2 days, 7:45:52 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3320 images/s [04/14 22:59:16] ppdet.engine INFO: Epoch: [18] [5900/7329] learning_rate: 0.000100 loss_class: 0.634340 loss_bbox: 0.175906 loss_giou: 0.433229 loss_class_aux: 4.029781 loss_bbox_aux: 1.144253 loss_giou_aux: 2.799726 loss_class_dn: 0.365229 loss_bbox_dn: 0.208886 loss_giou_dn: 0.437014 loss_class_aux_dn: 1.919885 loss_bbox_aux_dn: 1.189777 loss_giou_aux_dn: 2.470087 loss: 17.234161 eta: 2 days, 7:45:17 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2602 images/s [04/14 22:59:55] ppdet.engine INFO: Epoch: [18] [6000/7329] learning_rate: 0.000100 loss_class: 0.669813 loss_bbox: 0.128903 loss_giou: 0.424798 loss_class_aux: 4.254987 loss_bbox_aux: 0.916821 loss_giou_aux: 2.737484 loss_class_dn: 0.348222 loss_bbox_dn: 0.173043 loss_giou_dn: 0.426158 loss_class_aux_dn: 1.842834 loss_bbox_aux_dn: 0.968050 loss_giou_aux_dn: 2.309776 loss: 15.231544 eta: 2 days, 7:44:39 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4356 images/s [04/14 23:00:34] ppdet.engine INFO: Epoch: [18] [6100/7329] learning_rate: 0.000100 loss_class: 0.633520 loss_bbox: 0.156995 loss_giou: 0.403404 loss_class_aux: 4.068124 loss_bbox_aux: 1.056262 loss_giou_aux: 2.506322 loss_class_dn: 0.349384 loss_bbox_dn: 0.184670 loss_giou_dn: 0.409685 loss_class_aux_dn: 1.842438 loss_bbox_aux_dn: 1.064620 loss_giou_aux_dn: 2.202627 loss: 15.326181 eta: 2 days, 7:44:03 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3346 images/s [04/14 23:01:14] ppdet.engine INFO: Epoch: [18] [6200/7329] learning_rate: 0.000100 loss_class: 0.570637 loss_bbox: 0.123714 loss_giou: 0.365490 loss_class_aux: 3.711652 loss_bbox_aux: 0.827009 loss_giou_aux: 2.252664 loss_class_dn: 0.329961 loss_bbox_dn: 0.147924 loss_giou_dn: 0.385333 loss_class_aux_dn: 1.776689 loss_bbox_aux_dn: 0.858841 loss_giou_aux_dn: 2.069024 loss: 13.647861 eta: 2 days, 7:43:27 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2645 images/s [04/14 23:01:53] ppdet.engine INFO: Epoch: [18] [6300/7329] learning_rate: 0.000100 loss_class: 0.539689 loss_bbox: 0.137960 loss_giou: 0.317357 loss_class_aux: 3.478780 loss_bbox_aux: 0.895029 loss_giou_aux: 2.082803 loss_class_dn: 0.286289 loss_bbox_dn: 0.160220 loss_giou_dn: 0.304626 loss_class_aux_dn: 1.560224 loss_bbox_aux_dn: 0.987922 loss_giou_aux_dn: 1.711722 loss: 12.677942 eta: 2 days, 7:42:50 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.4003 images/s [04/14 23:02:32] ppdet.engine INFO: Epoch: [18] [6400/7329] learning_rate: 0.000100 loss_class: 0.579210 loss_bbox: 0.142320 loss_giou: 0.365166 loss_class_aux: 3.815725 loss_bbox_aux: 0.923546 loss_giou_aux: 2.235612 loss_class_dn: 0.318385 loss_bbox_dn: 0.162573 loss_giou_dn: 0.370410 loss_class_aux_dn: 1.706935 loss_bbox_aux_dn: 0.931910 loss_giou_aux_dn: 2.050011 loss: 13.778358 eta: 2 days, 7:42:15 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2919 images/s [04/14 23:03:12] ppdet.engine INFO: Epoch: [18] [6500/7329] learning_rate: 0.000100 loss_class: 0.632101 loss_bbox: 0.147568 loss_giou: 0.403745 loss_class_aux: 4.048003 loss_bbox_aux: 0.986080 loss_giou_aux: 2.461532 loss_class_dn: 0.333320 loss_bbox_dn: 0.195295 loss_giou_dn: 0.409886 loss_class_aux_dn: 1.793745 loss_bbox_aux_dn: 1.133078 loss_giou_aux_dn: 2.272233 loss: 14.959325 eta: 2 days, 7:41:38 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3370 images/s [04/14 23:03:51] ppdet.engine INFO: Epoch: [18] [6600/7329] learning_rate: 0.000100 loss_class: 0.616217 loss_bbox: 0.137562 loss_giou: 0.419691 loss_class_aux: 3.854124 loss_bbox_aux: 0.897326 loss_giou_aux: 2.737435 loss_class_dn: 0.339522 loss_bbox_dn: 0.164218 loss_giou_dn: 0.424257 loss_class_aux_dn: 1.791600 loss_bbox_aux_dn: 0.948794 loss_giou_aux_dn: 2.318202 loss: 15.232016 eta: 2 days, 7:41:04 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2124 images/s [04/14 23:04:31] ppdet.engine INFO: Epoch: [18] [6700/7329] learning_rate: 0.000100 loss_class: 0.604439 loss_bbox: 0.152761 loss_giou: 0.426368 loss_class_aux: 3.920774 loss_bbox_aux: 0.993184 loss_giou_aux: 2.754842 loss_class_dn: 0.364846 loss_bbox_dn: 0.166278 loss_giou_dn: 0.431444 loss_class_aux_dn: 1.935135 loss_bbox_aux_dn: 1.001554 loss_giou_aux_dn: 2.338994 loss: 15.771082 eta: 2 days, 7:40:28 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2712 images/s [04/14 23:05:10] ppdet.engine INFO: Epoch: [18] [6800/7329] learning_rate: 0.000100 loss_class: 0.572937 loss_bbox: 0.127101 loss_giou: 0.397366 loss_class_aux: 3.701109 loss_bbox_aux: 0.839966 loss_giou_aux: 2.468884 loss_class_dn: 0.330203 loss_bbox_dn: 0.158429 loss_giou_dn: 0.395632 loss_class_aux_dn: 1.788127 loss_bbox_aux_dn: 0.876233 loss_giou_aux_dn: 2.156078 loss: 14.342926 eta: 2 days, 7:39:53 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2899 images/s [04/14 23:05:50] ppdet.engine INFO: Epoch: [18] [6900/7329] learning_rate: 0.000100 loss_class: 0.568281 loss_bbox: 0.145443 loss_giou: 0.349882 loss_class_aux: 3.842208 loss_bbox_aux: 0.962258 loss_giou_aux: 2.249153 loss_class_dn: 0.316967 loss_bbox_dn: 0.182478 loss_giou_dn: 0.361472 loss_class_aux_dn: 1.723554 loss_bbox_aux_dn: 1.009850 loss_giou_aux_dn: 2.015424 loss: 14.123281 eta: 2 days, 7:39:18 batch_cost: 0.3563 data_cost: 0.0015 ips: 11.2250 images/s [04/14 23:06:29] ppdet.engine INFO: Epoch: [18] [7000/7329] learning_rate: 0.000100 loss_class: 0.597870 loss_bbox: 0.160827 loss_giou: 0.442984 loss_class_aux: 3.761081 loss_bbox_aux: 1.050126 loss_giou_aux: 2.776977 loss_class_dn: 0.339142 loss_bbox_dn: 0.184657 loss_giou_dn: 0.446792 loss_class_aux_dn: 1.813625 loss_bbox_aux_dn: 1.075997 loss_giou_aux_dn: 2.374245 loss: 15.433074 eta: 2 days, 7:38:42 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3010 images/s [04/14 23:07:09] ppdet.engine INFO: Epoch: [18] [7100/7329] learning_rate: 0.000100 loss_class: 0.620341 loss_bbox: 0.171796 loss_giou: 0.434030 loss_class_aux: 4.045341 loss_bbox_aux: 1.113340 loss_giou_aux: 2.639225 loss_class_dn: 0.363542 loss_bbox_dn: 0.184893 loss_giou_dn: 0.444684 loss_class_aux_dn: 1.950340 loss_bbox_aux_dn: 1.050778 loss_giou_aux_dn: 2.466796 loss: 16.418781 eta: 2 days, 7:38:08 batch_cost: 0.3585 data_cost: 0.0015 ips: 11.1583 images/s [04/14 23:07:49] ppdet.engine INFO: Epoch: [18] [7200/7329] learning_rate: 0.000100 loss_class: 0.611936 loss_bbox: 0.141299 loss_giou: 0.349538 loss_class_aux: 3.925081 loss_bbox_aux: 0.882768 loss_giou_aux: 2.193263 loss_class_dn: 0.333138 loss_bbox_dn: 0.168924 loss_giou_dn: 0.379991 loss_class_aux_dn: 1.764443 loss_bbox_aux_dn: 1.020687 loss_giou_aux_dn: 2.080338 loss: 13.990197 eta: 2 days, 7:37:34 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2030 images/s [04/14 23:08:28] ppdet.engine INFO: Epoch: [18] [7300/7329] learning_rate: 0.000100 loss_class: 0.570753 loss_bbox: 0.140945 loss_giou: 0.355962 loss_class_aux: 3.730589 loss_bbox_aux: 0.965347 loss_giou_aux: 2.311653 loss_class_dn: 0.323395 loss_bbox_dn: 0.164519 loss_giou_dn: 0.382634 loss_class_aux_dn: 1.750220 loss_bbox_aux_dn: 0.997350 loss_giou_aux_dn: 2.140736 loss: 13.993925 eta: 2 days, 7:36:57 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3401 images/s [04/14 23:08:42] ppdet.engine INFO: Eval iter: 0 [04/14 23:08:54] ppdet.engine INFO: Eval iter: 100 [04/14 23:09:06] ppdet.engine INFO: Eval iter: 200 [04/14 23:09:18] ppdet.engine INFO: Eval iter: 300 [04/14 23:09:31] ppdet.engine INFO: Eval iter: 400 [04/14 23:09:43] ppdet.engine INFO: Eval iter: 500 [04/14 23:09:55] ppdet.engine INFO: Eval iter: 600 [04/14 23:10:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.40s) creating index... index created! [04/14 23:10:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.57s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.69s). Accumulating evaluation results... DONE (t=16.04s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.330 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 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 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 ] = 0.515 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 [04/14 23:12:02] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.36727215864957 [04/14 23:12:02] ppdet.engine INFO: Best test bbox ap is 0.524. [04/14 23:12:04] ppdet.engine INFO: Epoch: [19] [ 0/7329] learning_rate: 0.000100 loss_class: 0.594032 loss_bbox: 0.134216 loss_giou: 0.355356 loss_class_aux: 3.841605 loss_bbox_aux: 0.894727 loss_giou_aux: 2.317842 loss_class_dn: 0.326763 loss_bbox_dn: 0.167079 loss_giou_dn: 0.383000 loss_class_aux_dn: 1.757942 loss_bbox_aux_dn: 1.004332 loss_giou_aux_dn: 2.174085 loss: 13.993925 eta: 2 days, 7:36:46 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3682 images/s [04/14 23:12:44] ppdet.engine INFO: Epoch: [19] [ 100/7329] learning_rate: 0.000100 loss_class: 0.645838 loss_bbox: 0.148535 loss_giou: 0.409408 loss_class_aux: 4.113270 loss_bbox_aux: 0.945666 loss_giou_aux: 2.506040 loss_class_dn: 0.378382 loss_bbox_dn: 0.194768 loss_giou_dn: 0.448696 loss_class_aux_dn: 2.034667 loss_bbox_aux_dn: 1.124171 loss_giou_aux_dn: 2.514016 loss: 16.354958 eta: 2 days, 7:36:12 batch_cost: 0.3582 data_cost: 0.0018 ips: 11.1656 images/s [04/14 23:13:23] ppdet.engine INFO: Epoch: [19] [ 200/7329] learning_rate: 0.000100 loss_class: 0.614674 loss_bbox: 0.137155 loss_giou: 0.381152 loss_class_aux: 4.182515 loss_bbox_aux: 0.909653 loss_giou_aux: 2.442651 loss_class_dn: 0.356576 loss_bbox_dn: 0.182358 loss_giou_dn: 0.422188 loss_class_aux_dn: 1.924147 loss_bbox_aux_dn: 1.071868 loss_giou_aux_dn: 2.257489 loss: 15.480268 eta: 2 days, 7:35:37 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2219 images/s [04/14 23:14:03] ppdet.engine INFO: Epoch: [19] [ 300/7329] learning_rate: 0.000100 loss_class: 0.690976 loss_bbox: 0.161909 loss_giou: 0.501848 loss_class_aux: 4.480763 loss_bbox_aux: 1.039439 loss_giou_aux: 3.112205 loss_class_dn: 0.382466 loss_bbox_dn: 0.176336 loss_giou_dn: 0.491348 loss_class_aux_dn: 2.063524 loss_bbox_aux_dn: 1.022521 loss_giou_aux_dn: 2.694322 loss: 17.323444 eta: 2 days, 7:35:01 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3557 images/s [04/14 23:14:42] ppdet.engine INFO: Epoch: [19] [ 400/7329] learning_rate: 0.000100 loss_class: 0.591168 loss_bbox: 0.150712 loss_giou: 0.409166 loss_class_aux: 3.856047 loss_bbox_aux: 0.938965 loss_giou_aux: 2.633713 loss_class_dn: 0.332590 loss_bbox_dn: 0.175393 loss_giou_dn: 0.426957 loss_class_aux_dn: 1.805146 loss_bbox_aux_dn: 1.013989 loss_giou_aux_dn: 2.414221 loss: 15.004520 eta: 2 days, 7:34:26 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2520 images/s [04/14 23:15:22] ppdet.engine INFO: Epoch: [19] [ 500/7329] learning_rate: 0.000100 loss_class: 0.645437 loss_bbox: 0.157989 loss_giou: 0.378052 loss_class_aux: 4.175160 loss_bbox_aux: 1.008059 loss_giou_aux: 2.448547 loss_class_dn: 0.325059 loss_bbox_dn: 0.202692 loss_giou_dn: 0.388092 loss_class_aux_dn: 1.786057 loss_bbox_aux_dn: 1.125351 loss_giou_aux_dn: 2.203784 loss: 14.375771 eta: 2 days, 7:33:52 batch_cost: 0.3585 data_cost: 0.0016 ips: 11.1567 images/s [04/14 23:16:02] ppdet.engine INFO: Epoch: [19] [ 600/7329] learning_rate: 0.000100 loss_class: 0.672617 loss_bbox: 0.154399 loss_giou: 0.422396 loss_class_aux: 4.254898 loss_bbox_aux: 1.021987 loss_giou_aux: 2.833505 loss_class_dn: 0.360192 loss_bbox_dn: 0.189294 loss_giou_dn: 0.472026 loss_class_aux_dn: 1.949691 loss_bbox_aux_dn: 1.087120 loss_giou_aux_dn: 2.537534 loss: 16.171917 eta: 2 days, 7:33:16 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2803 images/s [04/14 23:16:41] ppdet.engine INFO: Epoch: [19] [ 700/7329] learning_rate: 0.000100 loss_class: 0.542015 loss_bbox: 0.139768 loss_giou: 0.429830 loss_class_aux: 3.595330 loss_bbox_aux: 0.914657 loss_giou_aux: 2.860600 loss_class_dn: 0.342883 loss_bbox_dn: 0.162321 loss_giou_dn: 0.433570 loss_class_aux_dn: 1.857919 loss_bbox_aux_dn: 0.974020 loss_giou_aux_dn: 2.381836 loss: 15.140925 eta: 2 days, 7:32:41 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2363 images/s [04/14 23:17:20] ppdet.engine INFO: Epoch: [19] [ 800/7329] learning_rate: 0.000100 loss_class: 0.529589 loss_bbox: 0.139420 loss_giou: 0.380770 loss_class_aux: 3.453380 loss_bbox_aux: 0.904503 loss_giou_aux: 2.397686 loss_class_dn: 0.305322 loss_bbox_dn: 0.169621 loss_giou_dn: 0.345296 loss_class_aux_dn: 1.641808 loss_bbox_aux_dn: 0.972039 loss_giou_aux_dn: 1.904285 loss: 13.492971 eta: 2 days, 7:32:03 batch_cost: 0.3491 data_cost: 0.0015 ips: 11.4577 images/s [04/14 23:18:00] ppdet.engine INFO: Epoch: [19] [ 900/7329] learning_rate: 0.000100 loss_class: 0.563786 loss_bbox: 0.135457 loss_giou: 0.330332 loss_class_aux: 3.652631 loss_bbox_aux: 0.931102 loss_giou_aux: 2.186420 loss_class_dn: 0.309005 loss_bbox_dn: 0.164991 loss_giou_dn: 0.346302 loss_class_aux_dn: 1.676013 loss_bbox_aux_dn: 0.988299 loss_giou_aux_dn: 1.948392 loss: 13.774672 eta: 2 days, 7:31:28 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2477 images/s [04/14 23:18:39] ppdet.engine INFO: Epoch: [19] [1000/7329] learning_rate: 0.000100 loss_class: 0.704182 loss_bbox: 0.170394 loss_giou: 0.484807 loss_class_aux: 4.619329 loss_bbox_aux: 1.102206 loss_giou_aux: 3.024578 loss_class_dn: 0.385731 loss_bbox_dn: 0.194081 loss_giou_dn: 0.459409 loss_class_aux_dn: 2.055623 loss_bbox_aux_dn: 1.083575 loss_giou_aux_dn: 2.477371 loss: 17.127026 eta: 2 days, 7:30:52 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2936 images/s [04/14 23:19:19] ppdet.engine INFO: Epoch: [19] [1100/7329] learning_rate: 0.000100 loss_class: 0.586112 loss_bbox: 0.159904 loss_giou: 0.384571 loss_class_aux: 3.837321 loss_bbox_aux: 1.017342 loss_giou_aux: 2.521565 loss_class_dn: 0.317958 loss_bbox_dn: 0.171547 loss_giou_dn: 0.389476 loss_class_aux_dn: 1.711822 loss_bbox_aux_dn: 0.966464 loss_giou_aux_dn: 2.138500 loss: 14.288300 eta: 2 days, 7:30:17 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2883 images/s [04/14 23:19:58] ppdet.engine INFO: Epoch: [19] [1200/7329] learning_rate: 0.000100 loss_class: 0.562531 loss_bbox: 0.140191 loss_giou: 0.381696 loss_class_aux: 3.575856 loss_bbox_aux: 0.962054 loss_giou_aux: 2.435486 loss_class_dn: 0.333845 loss_bbox_dn: 0.144914 loss_giou_dn: 0.380055 loss_class_aux_dn: 1.778235 loss_bbox_aux_dn: 0.856758 loss_giou_aux_dn: 2.092340 loss: 15.092340 eta: 2 days, 7:29:40 batch_cost: 0.3515 data_cost: 0.0015 ips: 11.3793 images/s [04/14 23:20:38] ppdet.engine INFO: Epoch: [19] [1300/7329] learning_rate: 0.000100 loss_class: 0.588916 loss_bbox: 0.135648 loss_giou: 0.417996 loss_class_aux: 3.727292 loss_bbox_aux: 0.934169 loss_giou_aux: 2.667370 loss_class_dn: 0.332417 loss_bbox_dn: 0.184862 loss_giou_dn: 0.425731 loss_class_aux_dn: 1.783283 loss_bbox_aux_dn: 1.038771 loss_giou_aux_dn: 2.300172 loss: 15.455270 eta: 2 days, 7:29:05 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2326 images/s [04/14 23:21:17] ppdet.engine INFO: Epoch: [19] [1400/7329] learning_rate: 0.000100 loss_class: 0.601298 loss_bbox: 0.151649 loss_giou: 0.443898 loss_class_aux: 3.992744 loss_bbox_aux: 0.993573 loss_giou_aux: 2.840474 loss_class_dn: 0.350403 loss_bbox_dn: 0.161031 loss_giou_dn: 0.436667 loss_class_aux_dn: 1.870983 loss_bbox_aux_dn: 0.908372 loss_giou_aux_dn: 2.395458 loss: 15.354877 eta: 2 days, 7:28:30 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2214 images/s [04/14 23:21:57] ppdet.engine INFO: Epoch: [19] [1500/7329] learning_rate: 0.000100 loss_class: 0.583590 loss_bbox: 0.128474 loss_giou: 0.385034 loss_class_aux: 3.915971 loss_bbox_aux: 0.876548 loss_giou_aux: 2.453834 loss_class_dn: 0.333053 loss_bbox_dn: 0.170093 loss_giou_dn: 0.408130 loss_class_aux_dn: 1.789056 loss_bbox_aux_dn: 0.972248 loss_giou_aux_dn: 2.243268 loss: 14.278429 eta: 2 days, 7:27:55 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2443 images/s [04/14 23:22:37] ppdet.engine INFO: Epoch: [19] [1600/7329] learning_rate: 0.000100 loss_class: 0.591246 loss_bbox: 0.142907 loss_giou: 0.374362 loss_class_aux: 3.777527 loss_bbox_aux: 0.886344 loss_giou_aux: 2.327696 loss_class_dn: 0.332341 loss_bbox_dn: 0.167826 loss_giou_dn: 0.405838 loss_class_aux_dn: 1.790100 loss_bbox_aux_dn: 0.922897 loss_giou_aux_dn: 2.238573 loss: 15.303083 eta: 2 days, 7:27:21 batch_cost: 0.3572 data_cost: 0.0015 ips: 11.1975 images/s [04/14 23:23:16] ppdet.engine INFO: Epoch: [19] [1700/7329] learning_rate: 0.000100 loss_class: 0.560526 loss_bbox: 0.124025 loss_giou: 0.388658 loss_class_aux: 3.727274 loss_bbox_aux: 0.834931 loss_giou_aux: 2.458341 loss_class_dn: 0.333392 loss_bbox_dn: 0.153339 loss_giou_dn: 0.400878 loss_class_aux_dn: 1.761002 loss_bbox_aux_dn: 0.891314 loss_giou_aux_dn: 2.253832 loss: 14.555058 eta: 2 days, 7:26:46 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2321 images/s [04/14 23:23:56] ppdet.engine INFO: Epoch: [19] [1800/7329] learning_rate: 0.000100 loss_class: 0.498794 loss_bbox: 0.123729 loss_giou: 0.330106 loss_class_aux: 3.243695 loss_bbox_aux: 0.827285 loss_giou_aux: 2.089034 loss_class_dn: 0.282230 loss_bbox_dn: 0.157401 loss_giou_dn: 0.340558 loss_class_aux_dn: 1.450492 loss_bbox_aux_dn: 0.887039 loss_giou_aux_dn: 1.868932 loss: 12.575689 eta: 2 days, 7:26:11 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2383 images/s [04/14 23:24:36] ppdet.engine INFO: Epoch: [19] [1900/7329] learning_rate: 0.000100 loss_class: 0.630813 loss_bbox: 0.153204 loss_giou: 0.464783 loss_class_aux: 4.142902 loss_bbox_aux: 0.994433 loss_giou_aux: 2.891241 loss_class_dn: 0.353763 loss_bbox_dn: 0.176479 loss_giou_dn: 0.481578 loss_class_aux_dn: 1.884025 loss_bbox_aux_dn: 1.004961 loss_giou_aux_dn: 2.641802 loss: 15.773645 eta: 2 days, 7:25:36 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2188 images/s [04/14 23:25:15] ppdet.engine INFO: Epoch: [19] [2000/7329] learning_rate: 0.000100 loss_class: 0.556460 loss_bbox: 0.134655 loss_giou: 0.314641 loss_class_aux: 3.555334 loss_bbox_aux: 0.885546 loss_giou_aux: 2.044472 loss_class_dn: 0.292459 loss_bbox_dn: 0.160017 loss_giou_dn: 0.315600 loss_class_aux_dn: 1.625060 loss_bbox_aux_dn: 0.936908 loss_giou_aux_dn: 1.786490 loss: 13.126987 eta: 2 days, 7:24:59 batch_cost: 0.3514 data_cost: 0.0016 ips: 11.3828 images/s [04/14 23:25:54] ppdet.engine INFO: Epoch: [19] [2100/7329] learning_rate: 0.000100 loss_class: 0.687175 loss_bbox: 0.154596 loss_giou: 0.378932 loss_class_aux: 4.483803 loss_bbox_aux: 0.999548 loss_giou_aux: 2.383979 loss_class_dn: 0.344236 loss_bbox_dn: 0.184631 loss_giou_dn: 0.412171 loss_class_aux_dn: 1.868715 loss_bbox_aux_dn: 1.058878 loss_giou_aux_dn: 2.305447 loss: 15.400270 eta: 2 days, 7:24:22 batch_cost: 0.3518 data_cost: 0.0015 ips: 11.3699 images/s [04/14 23:26:34] ppdet.engine INFO: Epoch: [19] [2200/7329] learning_rate: 0.000100 loss_class: 0.573985 loss_bbox: 0.143177 loss_giou: 0.371246 loss_class_aux: 3.745298 loss_bbox_aux: 0.934982 loss_giou_aux: 2.285223 loss_class_dn: 0.315576 loss_bbox_dn: 0.163990 loss_giou_dn: 0.388479 loss_class_aux_dn: 1.686116 loss_bbox_aux_dn: 0.921059 loss_giou_aux_dn: 2.113348 loss: 14.355606 eta: 2 days, 7:23:48 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2184 images/s [04/14 23:27:13] ppdet.engine INFO: Epoch: [19] [2300/7329] learning_rate: 0.000100 loss_class: 0.612227 loss_bbox: 0.147324 loss_giou: 0.468361 loss_class_aux: 4.038102 loss_bbox_aux: 0.972023 loss_giou_aux: 3.080421 loss_class_dn: 0.378964 loss_bbox_dn: 0.179564 loss_giou_dn: 0.481789 loss_class_aux_dn: 2.042575 loss_bbox_aux_dn: 1.007623 loss_giou_aux_dn: 2.621574 loss: 17.005768 eta: 2 days, 7:23:12 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2650 images/s [04/14 23:27:53] ppdet.engine INFO: Epoch: [19] [2400/7329] learning_rate: 0.000100 loss_class: 0.587071 loss_bbox: 0.141481 loss_giou: 0.434592 loss_class_aux: 3.787490 loss_bbox_aux: 0.933824 loss_giou_aux: 2.663501 loss_class_dn: 0.350448 loss_bbox_dn: 0.175593 loss_giou_dn: 0.435968 loss_class_aux_dn: 1.851530 loss_bbox_aux_dn: 0.974016 loss_giou_aux_dn: 2.344122 loss: 14.834494 eta: 2 days, 7:22:37 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3042 images/s [04/14 23:28:32] ppdet.engine INFO: Epoch: [19] [2500/7329] learning_rate: 0.000100 loss_class: 0.601710 loss_bbox: 0.142701 loss_giou: 0.348624 loss_class_aux: 3.767695 loss_bbox_aux: 0.949011 loss_giou_aux: 2.202136 loss_class_dn: 0.327924 loss_bbox_dn: 0.163945 loss_giou_dn: 0.355935 loss_class_aux_dn: 1.791480 loss_bbox_aux_dn: 0.988676 loss_giou_aux_dn: 1.967615 loss: 14.259231 eta: 2 days, 7:22:00 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3298 images/s [04/14 23:29:12] ppdet.engine INFO: Epoch: [19] [2600/7329] learning_rate: 0.000100 loss_class: 0.596400 loss_bbox: 0.139719 loss_giou: 0.464552 loss_class_aux: 3.794576 loss_bbox_aux: 0.965098 loss_giou_aux: 2.999534 loss_class_dn: 0.348891 loss_bbox_dn: 0.172208 loss_giou_dn: 0.442581 loss_class_aux_dn: 1.862975 loss_bbox_aux_dn: 0.987590 loss_giou_aux_dn: 2.389273 loss: 15.043756 eta: 2 days, 7:21:25 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2711 images/s [04/14 23:29:51] ppdet.engine INFO: Epoch: [19] [2700/7329] learning_rate: 0.000100 loss_class: 0.628110 loss_bbox: 0.139432 loss_giou: 0.415433 loss_class_aux: 3.922532 loss_bbox_aux: 0.963997 loss_giou_aux: 2.651879 loss_class_dn: 0.354575 loss_bbox_dn: 0.167815 loss_giou_dn: 0.425130 loss_class_aux_dn: 1.843213 loss_bbox_aux_dn: 1.017455 loss_giou_aux_dn: 2.352077 loss: 15.758799 eta: 2 days, 7:20:50 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2449 images/s [04/14 23:30:30] ppdet.engine INFO: Epoch: [19] [2800/7329] learning_rate: 0.000100 loss_class: 0.558811 loss_bbox: 0.153295 loss_giou: 0.371669 loss_class_aux: 3.586675 loss_bbox_aux: 1.018582 loss_giou_aux: 2.407073 loss_class_dn: 0.331667 loss_bbox_dn: 0.161611 loss_giou_dn: 0.396039 loss_class_aux_dn: 1.773613 loss_bbox_aux_dn: 0.977358 loss_giou_aux_dn: 2.142327 loss: 14.676304 eta: 2 days, 7:20:13 batch_cost: 0.3516 data_cost: 0.0014 ips: 11.3769 images/s [04/14 23:31:10] ppdet.engine INFO: Epoch: [19] [2900/7329] learning_rate: 0.000100 loss_class: 0.675878 loss_bbox: 0.157872 loss_giou: 0.416452 loss_class_aux: 4.187127 loss_bbox_aux: 1.040280 loss_giou_aux: 2.702517 loss_class_dn: 0.370755 loss_bbox_dn: 0.215731 loss_giou_dn: 0.449178 loss_class_aux_dn: 1.947494 loss_bbox_aux_dn: 1.250189 loss_giou_aux_dn: 2.486445 loss: 15.526278 eta: 2 days, 7:19:36 batch_cost: 0.3516 data_cost: 0.0015 ips: 11.3756 images/s [04/14 23:31:49] ppdet.engine INFO: Epoch: [19] [3000/7329] learning_rate: 0.000100 loss_class: 0.635440 loss_bbox: 0.147268 loss_giou: 0.433992 loss_class_aux: 4.102952 loss_bbox_aux: 0.970534 loss_giou_aux: 2.718218 loss_class_dn: 0.349896 loss_bbox_dn: 0.182809 loss_giou_dn: 0.418100 loss_class_aux_dn: 1.821333 loss_bbox_aux_dn: 1.120678 loss_giou_aux_dn: 2.308266 loss: 15.618641 eta: 2 days, 7:19:00 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3170 images/s [04/14 23:32:29] ppdet.engine INFO: Epoch: [19] [3100/7329] learning_rate: 0.000100 loss_class: 0.655579 loss_bbox: 0.153690 loss_giou: 0.500820 loss_class_aux: 4.248753 loss_bbox_aux: 1.009662 loss_giou_aux: 3.098628 loss_class_dn: 0.391800 loss_bbox_dn: 0.197201 loss_giou_dn: 0.516120 loss_class_aux_dn: 2.107984 loss_bbox_aux_dn: 1.122448 loss_giou_aux_dn: 2.774446 loss: 17.395519 eta: 2 days, 7:18:26 batch_cost: 0.3565 data_cost: 0.0015 ips: 11.2188 images/s [04/14 23:33:08] ppdet.engine INFO: Epoch: [19] [3200/7329] learning_rate: 0.000100 loss_class: 0.636607 loss_bbox: 0.152044 loss_giou: 0.369512 loss_class_aux: 4.169649 loss_bbox_aux: 0.998683 loss_giou_aux: 2.488665 loss_class_dn: 0.355752 loss_bbox_dn: 0.190376 loss_giou_dn: 0.406512 loss_class_aux_dn: 1.900116 loss_bbox_aux_dn: 1.132378 loss_giou_aux_dn: 2.329406 loss: 15.379475 eta: 2 days, 7:17:50 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2682 images/s [04/14 23:33:48] ppdet.engine INFO: Epoch: [19] [3300/7329] learning_rate: 0.000100 loss_class: 0.646113 loss_bbox: 0.150422 loss_giou: 0.457725 loss_class_aux: 4.370639 loss_bbox_aux: 0.985754 loss_giou_aux: 2.898398 loss_class_dn: 0.370725 loss_bbox_dn: 0.184791 loss_giou_dn: 0.437850 loss_class_aux_dn: 2.003106 loss_bbox_aux_dn: 1.047081 loss_giou_aux_dn: 2.425251 loss: 16.523193 eta: 2 days, 7:17:15 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2865 images/s [04/14 23:34:28] ppdet.engine INFO: Epoch: [19] [3400/7329] learning_rate: 0.000100 loss_class: 0.619860 loss_bbox: 0.138566 loss_giou: 0.375899 loss_class_aux: 3.975008 loss_bbox_aux: 0.911219 loss_giou_aux: 2.503238 loss_class_dn: 0.359034 loss_bbox_dn: 0.167334 loss_giou_dn: 0.408597 loss_class_aux_dn: 1.949567 loss_bbox_aux_dn: 0.987041 loss_giou_aux_dn: 2.274335 loss: 15.610388 eta: 2 days, 7:16:41 batch_cost: 0.3593 data_cost: 0.0016 ips: 11.1338 images/s [04/14 23:35:07] ppdet.engine INFO: Epoch: [19] [3500/7329] learning_rate: 0.000100 loss_class: 0.625730 loss_bbox: 0.146627 loss_giou: 0.399040 loss_class_aux: 4.075888 loss_bbox_aux: 0.987071 loss_giou_aux: 2.611581 loss_class_dn: 0.334608 loss_bbox_dn: 0.178064 loss_giou_dn: 0.432583 loss_class_aux_dn: 1.773762 loss_bbox_aux_dn: 1.035892 loss_giou_aux_dn: 2.319383 loss: 16.009342 eta: 2 days, 7:16:07 batch_cost: 0.3585 data_cost: 0.0015 ips: 11.1566 images/s [04/14 23:35:47] ppdet.engine INFO: Epoch: [19] [3600/7329] learning_rate: 0.000100 loss_class: 0.638332 loss_bbox: 0.149528 loss_giou: 0.463750 loss_class_aux: 4.089363 loss_bbox_aux: 0.976135 loss_giou_aux: 2.930100 loss_class_dn: 0.371443 loss_bbox_dn: 0.196154 loss_giou_dn: 0.492255 loss_class_aux_dn: 1.994430 loss_bbox_aux_dn: 1.167217 loss_giou_aux_dn: 2.694533 loss: 16.760002 eta: 2 days, 7:15:31 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2943 images/s [04/14 23:36:27] ppdet.engine INFO: Epoch: [19] [3700/7329] learning_rate: 0.000100 loss_class: 0.657437 loss_bbox: 0.140271 loss_giou: 0.519199 loss_class_aux: 4.322614 loss_bbox_aux: 0.961282 loss_giou_aux: 3.249044 loss_class_dn: 0.369291 loss_bbox_dn: 0.201165 loss_giou_dn: 0.516807 loss_class_aux_dn: 1.986798 loss_bbox_aux_dn: 1.190362 loss_giou_aux_dn: 2.805224 loss: 17.506847 eta: 2 days, 7:14:56 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2377 images/s [04/14 23:37:06] ppdet.engine INFO: Epoch: [19] [3800/7329] learning_rate: 0.000100 loss_class: 0.620559 loss_bbox: 0.142920 loss_giou: 0.380806 loss_class_aux: 3.936978 loss_bbox_aux: 0.950481 loss_giou_aux: 2.409545 loss_class_dn: 0.337507 loss_bbox_dn: 0.166336 loss_giou_dn: 0.403827 loss_class_aux_dn: 1.801825 loss_bbox_aux_dn: 0.957485 loss_giou_aux_dn: 2.244482 loss: 14.369361 eta: 2 days, 7:14:20 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3359 images/s [04/14 23:37:46] ppdet.engine INFO: Epoch: [19] [3900/7329] learning_rate: 0.000100 loss_class: 0.632231 loss_bbox: 0.160014 loss_giou: 0.394439 loss_class_aux: 4.213232 loss_bbox_aux: 1.053247 loss_giou_aux: 2.582416 loss_class_dn: 0.359673 loss_bbox_dn: 0.200515 loss_giou_dn: 0.415176 loss_class_aux_dn: 1.922961 loss_bbox_aux_dn: 1.132891 loss_giou_aux_dn: 2.193205 loss: 15.459476 eta: 2 days, 7:13:45 batch_cost: 0.3562 data_cost: 0.0015 ips: 11.2299 images/s [04/14 23:38:25] ppdet.engine INFO: Epoch: [19] [4000/7329] learning_rate: 0.000100 loss_class: 0.550135 loss_bbox: 0.142855 loss_giou: 0.383542 loss_class_aux: 3.735751 loss_bbox_aux: 0.947135 loss_giou_aux: 2.405011 loss_class_dn: 0.325861 loss_bbox_dn: 0.168413 loss_giou_dn: 0.408170 loss_class_aux_dn: 1.745548 loss_bbox_aux_dn: 1.017962 loss_giou_aux_dn: 2.270627 loss: 14.815744 eta: 2 days, 7:13:08 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3604 images/s [04/14 23:39:04] ppdet.engine INFO: Epoch: [19] [4100/7329] learning_rate: 0.000100 loss_class: 0.676908 loss_bbox: 0.154220 loss_giou: 0.469457 loss_class_aux: 4.323037 loss_bbox_aux: 0.977671 loss_giou_aux: 2.941074 loss_class_dn: 0.384632 loss_bbox_dn: 0.176588 loss_giou_dn: 0.461728 loss_class_aux_dn: 2.036328 loss_bbox_aux_dn: 0.991054 loss_giou_aux_dn: 2.467093 loss: 16.356754 eta: 2 days, 7:12:33 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2683 images/s [04/14 23:39:44] ppdet.engine INFO: Epoch: [19] [4200/7329] learning_rate: 0.000100 loss_class: 0.504673 loss_bbox: 0.130850 loss_giou: 0.299398 loss_class_aux: 3.196854 loss_bbox_aux: 0.850534 loss_giou_aux: 1.962457 loss_class_dn: 0.293317 loss_bbox_dn: 0.143317 loss_giou_dn: 0.305769 loss_class_aux_dn: 1.571001 loss_bbox_aux_dn: 0.875109 loss_giou_aux_dn: 1.668664 loss: 12.860308 eta: 2 days, 7:11:57 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3068 images/s [04/14 23:40:23] ppdet.engine INFO: Epoch: [19] [4300/7329] learning_rate: 0.000100 loss_class: 0.603638 loss_bbox: 0.155202 loss_giou: 0.449030 loss_class_aux: 4.053975 loss_bbox_aux: 1.013735 loss_giou_aux: 2.819729 loss_class_dn: 0.389741 loss_bbox_dn: 0.175091 loss_giou_dn: 0.470820 loss_class_aux_dn: 2.100415 loss_bbox_aux_dn: 1.026670 loss_giou_aux_dn: 2.651852 loss: 16.504684 eta: 2 days, 7:11:22 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2594 images/s [04/14 23:41:03] ppdet.engine INFO: Epoch: [19] [4400/7329] learning_rate: 0.000100 loss_class: 0.675385 loss_bbox: 0.158801 loss_giou: 0.443890 loss_class_aux: 4.321189 loss_bbox_aux: 1.058585 loss_giou_aux: 2.750210 loss_class_dn: 0.357501 loss_bbox_dn: 0.186168 loss_giou_dn: 0.417380 loss_class_aux_dn: 1.928292 loss_bbox_aux_dn: 1.097272 loss_giou_aux_dn: 2.246330 loss: 16.613503 eta: 2 days, 7:10:48 batch_cost: 0.3574 data_cost: 0.0015 ips: 11.1908 images/s [04/14 23:41:42] ppdet.engine INFO: Epoch: [19] [4500/7329] learning_rate: 0.000100 loss_class: 0.598389 loss_bbox: 0.147717 loss_giou: 0.374916 loss_class_aux: 3.768504 loss_bbox_aux: 0.907031 loss_giou_aux: 2.335952 loss_class_dn: 0.343704 loss_bbox_dn: 0.184507 loss_giou_dn: 0.392163 loss_class_aux_dn: 1.842664 loss_bbox_aux_dn: 1.075986 loss_giou_aux_dn: 2.178666 loss: 15.186091 eta: 2 days, 7:10:12 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3002 images/s [04/14 23:42:22] ppdet.engine INFO: Epoch: [19] [4600/7329] learning_rate: 0.000100 loss_class: 0.597111 loss_bbox: 0.145692 loss_giou: 0.443153 loss_class_aux: 3.871040 loss_bbox_aux: 0.990108 loss_giou_aux: 2.774052 loss_class_dn: 0.348603 loss_bbox_dn: 0.177510 loss_giou_dn: 0.442015 loss_class_aux_dn: 1.854362 loss_bbox_aux_dn: 1.055108 loss_giou_aux_dn: 2.449999 loss: 15.671598 eta: 2 days, 7:09:36 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3048 images/s [04/14 23:43:01] ppdet.engine INFO: Epoch: [19] [4700/7329] learning_rate: 0.000100 loss_class: 0.540633 loss_bbox: 0.128840 loss_giou: 0.362265 loss_class_aux: 3.590077 loss_bbox_aux: 0.871441 loss_giou_aux: 2.272147 loss_class_dn: 0.321781 loss_bbox_dn: 0.161338 loss_giou_dn: 0.373627 loss_class_aux_dn: 1.777728 loss_bbox_aux_dn: 0.936218 loss_giou_aux_dn: 2.040531 loss: 14.496561 eta: 2 days, 7:09:01 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2451 images/s [04/14 23:43:41] ppdet.engine INFO: Epoch: [19] [4800/7329] learning_rate: 0.000100 loss_class: 0.600228 loss_bbox: 0.136253 loss_giou: 0.406538 loss_class_aux: 3.898439 loss_bbox_aux: 0.926839 loss_giou_aux: 2.626987 loss_class_dn: 0.347500 loss_bbox_dn: 0.155786 loss_giou_dn: 0.417408 loss_class_aux_dn: 1.856660 loss_bbox_aux_dn: 0.950473 loss_giou_aux_dn: 2.292939 loss: 15.540596 eta: 2 days, 7:08:25 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3382 images/s [04/14 23:44:20] ppdet.engine INFO: Epoch: [19] [4900/7329] learning_rate: 0.000100 loss_class: 0.545947 loss_bbox: 0.113036 loss_giou: 0.320598 loss_class_aux: 3.599862 loss_bbox_aux: 0.814925 loss_giou_aux: 2.058239 loss_class_dn: 0.301589 loss_bbox_dn: 0.157452 loss_giou_dn: 0.352171 loss_class_aux_dn: 1.645748 loss_bbox_aux_dn: 0.944902 loss_giou_aux_dn: 1.929970 loss: 13.088610 eta: 2 days, 7:07:49 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2885 images/s [04/14 23:45:00] ppdet.engine INFO: Epoch: [19] [5000/7329] learning_rate: 0.000100 loss_class: 0.681873 loss_bbox: 0.145401 loss_giou: 0.453811 loss_class_aux: 4.225647 loss_bbox_aux: 0.955028 loss_giou_aux: 2.884974 loss_class_dn: 0.367697 loss_bbox_dn: 0.169374 loss_giou_dn: 0.449840 loss_class_aux_dn: 1.976106 loss_bbox_aux_dn: 1.013444 loss_giou_aux_dn: 2.506406 loss: 16.911900 eta: 2 days, 7:07:14 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2593 images/s [04/14 23:45:39] ppdet.engine INFO: Epoch: [19] [5100/7329] learning_rate: 0.000100 loss_class: 0.651969 loss_bbox: 0.144687 loss_giou: 0.406601 loss_class_aux: 4.200257 loss_bbox_aux: 0.973597 loss_giou_aux: 2.557156 loss_class_dn: 0.359071 loss_bbox_dn: 0.194792 loss_giou_dn: 0.438622 loss_class_aux_dn: 1.915310 loss_bbox_aux_dn: 1.119130 loss_giou_aux_dn: 2.424158 loss: 16.059971 eta: 2 days, 7:06:38 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2915 images/s [04/14 23:46:19] ppdet.engine INFO: Epoch: [19] [5200/7329] learning_rate: 0.000100 loss_class: 0.575814 loss_bbox: 0.143641 loss_giou: 0.386851 loss_class_aux: 3.742161 loss_bbox_aux: 0.913136 loss_giou_aux: 2.289375 loss_class_dn: 0.327169 loss_bbox_dn: 0.165054 loss_giou_dn: 0.379689 loss_class_aux_dn: 1.755502 loss_bbox_aux_dn: 0.948066 loss_giou_aux_dn: 2.087634 loss: 14.427885 eta: 2 days, 7:06:02 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2726 images/s [04/14 23:46:58] ppdet.engine INFO: Epoch: [19] [5300/7329] learning_rate: 0.000100 loss_class: 0.587859 loss_bbox: 0.120969 loss_giou: 0.375546 loss_class_aux: 3.821646 loss_bbox_aux: 0.859015 loss_giou_aux: 2.381812 loss_class_dn: 0.346906 loss_bbox_dn: 0.157064 loss_giou_dn: 0.375344 loss_class_aux_dn: 1.865682 loss_bbox_aux_dn: 0.904128 loss_giou_aux_dn: 2.137788 loss: 15.605227 eta: 2 days, 7:05:28 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2157 images/s [04/14 23:47:38] ppdet.engine INFO: Epoch: [19] [5400/7329] learning_rate: 0.000100 loss_class: 0.616000 loss_bbox: 0.159529 loss_giou: 0.455779 loss_class_aux: 3.909336 loss_bbox_aux: 1.027633 loss_giou_aux: 2.854951 loss_class_dn: 0.352617 loss_bbox_dn: 0.172183 loss_giou_dn: 0.439332 loss_class_aux_dn: 1.876232 loss_bbox_aux_dn: 1.008304 loss_giou_aux_dn: 2.428785 loss: 15.947716 eta: 2 days, 7:04:52 batch_cost: 0.3537 data_cost: 0.0015 ips: 11.3084 images/s [04/14 23:48:17] ppdet.engine INFO: Epoch: [19] [5500/7329] learning_rate: 0.000100 loss_class: 0.605567 loss_bbox: 0.137077 loss_giou: 0.393078 loss_class_aux: 3.903149 loss_bbox_aux: 0.917805 loss_giou_aux: 2.499598 loss_class_dn: 0.343072 loss_bbox_dn: 0.163551 loss_giou_dn: 0.392278 loss_class_aux_dn: 1.822410 loss_bbox_aux_dn: 1.009318 loss_giou_aux_dn: 2.183387 loss: 15.132210 eta: 2 days, 7:04:15 batch_cost: 0.3512 data_cost: 0.0015 ips: 11.3907 images/s [04/14 23:48:56] ppdet.engine INFO: Epoch: [19] [5600/7329] learning_rate: 0.000100 loss_class: 0.618318 loss_bbox: 0.141499 loss_giou: 0.371073 loss_class_aux: 3.913883 loss_bbox_aux: 0.897385 loss_giou_aux: 2.394501 loss_class_dn: 0.319696 loss_bbox_dn: 0.182959 loss_giou_dn: 0.352130 loss_class_aux_dn: 1.740790 loss_bbox_aux_dn: 1.094430 loss_giou_aux_dn: 2.044916 loss: 14.426968 eta: 2 days, 7:03:39 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3473 images/s [04/14 23:49:36] ppdet.engine INFO: Epoch: [19] [5700/7329] learning_rate: 0.000100 loss_class: 0.601862 loss_bbox: 0.141132 loss_giou: 0.360731 loss_class_aux: 3.865994 loss_bbox_aux: 0.901169 loss_giou_aux: 2.310208 loss_class_dn: 0.353809 loss_bbox_dn: 0.161311 loss_giou_dn: 0.402895 loss_class_aux_dn: 1.886423 loss_bbox_aux_dn: 0.955768 loss_giou_aux_dn: 2.272482 loss: 15.192413 eta: 2 days, 7:03:03 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2660 images/s [04/14 23:50:16] ppdet.engine INFO: Epoch: [19] [5800/7329] learning_rate: 0.000100 loss_class: 0.614435 loss_bbox: 0.151340 loss_giou: 0.359407 loss_class_aux: 3.909554 loss_bbox_aux: 1.015804 loss_giou_aux: 2.384924 loss_class_dn: 0.311067 loss_bbox_dn: 0.181891 loss_giou_dn: 0.440723 loss_class_aux_dn: 1.714012 loss_bbox_aux_dn: 1.055406 loss_giou_aux_dn: 2.377903 loss: 14.323048 eta: 2 days, 7:02:29 batch_cost: 0.3578 data_cost: 0.0015 ips: 11.1809 images/s [04/14 23:50:55] ppdet.engine INFO: Epoch: [19] [5900/7329] learning_rate: 0.000100 loss_class: 0.560100 loss_bbox: 0.150216 loss_giou: 0.325849 loss_class_aux: 3.495293 loss_bbox_aux: 0.999201 loss_giou_aux: 2.067026 loss_class_dn: 0.307255 loss_bbox_dn: 0.175616 loss_giou_dn: 0.339904 loss_class_aux_dn: 1.660037 loss_bbox_aux_dn: 0.960894 loss_giou_aux_dn: 1.907320 loss: 13.900361 eta: 2 days, 7:01:52 batch_cost: 0.3497 data_cost: 0.0014 ips: 11.4369 images/s [04/14 23:51:34] ppdet.engine INFO: Epoch: [19] [6000/7329] learning_rate: 0.000100 loss_class: 0.624395 loss_bbox: 0.157862 loss_giou: 0.412317 loss_class_aux: 4.219359 loss_bbox_aux: 0.970470 loss_giou_aux: 2.621651 loss_class_dn: 0.366589 loss_bbox_dn: 0.179391 loss_giou_dn: 0.433366 loss_class_aux_dn: 1.953536 loss_bbox_aux_dn: 1.042370 loss_giou_aux_dn: 2.388398 loss: 16.365089 eta: 2 days, 7:01:17 batch_cost: 0.3566 data_cost: 0.0016 ips: 11.2169 images/s [04/14 23:52:14] ppdet.engine INFO: Epoch: [19] [6100/7329] learning_rate: 0.000100 loss_class: 0.617565 loss_bbox: 0.136146 loss_giou: 0.368626 loss_class_aux: 3.997987 loss_bbox_aux: 0.885278 loss_giou_aux: 2.369388 loss_class_dn: 0.350867 loss_bbox_dn: 0.154234 loss_giou_dn: 0.403022 loss_class_aux_dn: 1.902505 loss_bbox_aux_dn: 0.882896 loss_giou_aux_dn: 2.218781 loss: 14.790214 eta: 2 days, 7:00:41 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2959 images/s [04/14 23:52:53] ppdet.engine INFO: Epoch: [19] [6200/7329] learning_rate: 0.000100 loss_class: 0.674111 loss_bbox: 0.140086 loss_giou: 0.426027 loss_class_aux: 4.360623 loss_bbox_aux: 0.912339 loss_giou_aux: 2.650423 loss_class_dn: 0.353914 loss_bbox_dn: 0.159712 loss_giou_dn: 0.436900 loss_class_aux_dn: 1.882877 loss_bbox_aux_dn: 0.899476 loss_giou_aux_dn: 2.384590 loss: 15.431578 eta: 2 days, 7:00:04 batch_cost: 0.3515 data_cost: 0.0015 ips: 11.3807 images/s [04/14 23:53:33] ppdet.engine INFO: Epoch: [19] [6300/7329] learning_rate: 0.000100 loss_class: 0.566556 loss_bbox: 0.142610 loss_giou: 0.417370 loss_class_aux: 3.695992 loss_bbox_aux: 0.918265 loss_giou_aux: 2.618780 loss_class_dn: 0.329025 loss_bbox_dn: 0.158452 loss_giou_dn: 0.405488 loss_class_aux_dn: 1.741134 loss_bbox_aux_dn: 0.915131 loss_giou_aux_dn: 2.217886 loss: 14.706871 eta: 2 days, 6:59:29 batch_cost: 0.3558 data_cost: 0.0015 ips: 11.2407 images/s [04/14 23:54:12] ppdet.engine INFO: Epoch: [19] [6400/7329] learning_rate: 0.000100 loss_class: 0.595145 loss_bbox: 0.140291 loss_giou: 0.425812 loss_class_aux: 3.984378 loss_bbox_aux: 0.953166 loss_giou_aux: 2.710196 loss_class_dn: 0.349355 loss_bbox_dn: 0.157217 loss_giou_dn: 0.436303 loss_class_aux_dn: 1.874562 loss_bbox_aux_dn: 0.892246 loss_giou_aux_dn: 2.347421 loss: 15.832383 eta: 2 days, 6:58:54 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2430 images/s [04/14 23:54:52] ppdet.engine INFO: Epoch: [19] [6500/7329] learning_rate: 0.000100 loss_class: 0.606482 loss_bbox: 0.155408 loss_giou: 0.383110 loss_class_aux: 3.884071 loss_bbox_aux: 0.950830 loss_giou_aux: 2.492206 loss_class_dn: 0.327237 loss_bbox_dn: 0.170682 loss_giou_dn: 0.424870 loss_class_aux_dn: 1.752757 loss_bbox_aux_dn: 0.977216 loss_giou_aux_dn: 2.286490 loss: 15.124013 eta: 2 days, 6:58:19 batch_cost: 0.3565 data_cost: 0.0015 ips: 11.2192 images/s [04/14 23:55:31] ppdet.engine INFO: Epoch: [19] [6600/7329] learning_rate: 0.000100 loss_class: 0.632347 loss_bbox: 0.152290 loss_giou: 0.432651 loss_class_aux: 4.102129 loss_bbox_aux: 1.000205 loss_giou_aux: 2.694706 loss_class_dn: 0.372720 loss_bbox_dn: 0.169058 loss_giou_dn: 0.453591 loss_class_aux_dn: 2.020396 loss_bbox_aux_dn: 0.958224 loss_giou_aux_dn: 2.516740 loss: 16.699078 eta: 2 days, 6:57:43 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3672 images/s [04/14 23:56:11] ppdet.engine INFO: Epoch: [19] [6700/7329] learning_rate: 0.000100 loss_class: 0.585249 loss_bbox: 0.135216 loss_giou: 0.353501 loss_class_aux: 3.651291 loss_bbox_aux: 0.894917 loss_giou_aux: 2.217205 loss_class_dn: 0.312193 loss_bbox_dn: 0.156350 loss_giou_dn: 0.349952 loss_class_aux_dn: 1.714611 loss_bbox_aux_dn: 0.913131 loss_giou_aux_dn: 1.938527 loss: 14.402553 eta: 2 days, 6:57:07 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2978 images/s [04/14 23:56:50] ppdet.engine INFO: Epoch: [19] [6800/7329] learning_rate: 0.000100 loss_class: 0.597591 loss_bbox: 0.154065 loss_giou: 0.397309 loss_class_aux: 3.868639 loss_bbox_aux: 1.014028 loss_giou_aux: 2.549275 loss_class_dn: 0.357807 loss_bbox_dn: 0.194475 loss_giou_dn: 0.393260 loss_class_aux_dn: 1.900019 loss_bbox_aux_dn: 1.131799 loss_giou_aux_dn: 2.212530 loss: 14.447635 eta: 2 days, 6:56:31 batch_cost: 0.3531 data_cost: 0.0015 ips: 11.3286 images/s [04/14 23:57:29] ppdet.engine INFO: Epoch: [19] [6900/7329] learning_rate: 0.000100 loss_class: 0.594218 loss_bbox: 0.133795 loss_giou: 0.354031 loss_class_aux: 3.594147 loss_bbox_aux: 0.863959 loss_giou_aux: 2.323041 loss_class_dn: 0.320167 loss_bbox_dn: 0.162077 loss_giou_dn: 0.367947 loss_class_aux_dn: 1.683470 loss_bbox_aux_dn: 0.958423 loss_giou_aux_dn: 2.051870 loss: 13.332124 eta: 2 days, 6:55:56 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2489 images/s [04/14 23:58:09] ppdet.engine INFO: Epoch: [19] [7000/7329] learning_rate: 0.000100 loss_class: 0.628516 loss_bbox: 0.151805 loss_giou: 0.450547 loss_class_aux: 3.999864 loss_bbox_aux: 0.965342 loss_giou_aux: 2.857598 loss_class_dn: 0.356899 loss_bbox_dn: 0.159766 loss_giou_dn: 0.438357 loss_class_aux_dn: 1.960435 loss_bbox_aux_dn: 0.946188 loss_giou_aux_dn: 2.393028 loss: 15.022308 eta: 2 days, 6:55:20 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2908 images/s [04/14 23:58:49] ppdet.engine INFO: Epoch: [19] [7100/7329] learning_rate: 0.000100 loss_class: 0.677539 loss_bbox: 0.147083 loss_giou: 0.450461 loss_class_aux: 4.472429 loss_bbox_aux: 0.950038 loss_giou_aux: 2.981303 loss_class_dn: 0.407906 loss_bbox_dn: 0.178762 loss_giou_dn: 0.463141 loss_class_aux_dn: 2.188711 loss_bbox_aux_dn: 1.047740 loss_giou_aux_dn: 2.548044 loss: 16.210979 eta: 2 days, 6:54:45 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2235 images/s [04/14 23:59:28] ppdet.engine INFO: Epoch: [19] [7200/7329] learning_rate: 0.000100 loss_class: 0.557068 loss_bbox: 0.144322 loss_giou: 0.370966 loss_class_aux: 3.621730 loss_bbox_aux: 0.936137 loss_giou_aux: 2.319108 loss_class_dn: 0.330274 loss_bbox_dn: 0.182044 loss_giou_dn: 0.376913 loss_class_aux_dn: 1.754595 loss_bbox_aux_dn: 1.048548 loss_giou_aux_dn: 2.046713 loss: 15.133998 eta: 2 days, 6:54:10 batch_cost: 0.3545 data_cost: 0.0015 ips: 11.2849 images/s [04/15 00:00:07] ppdet.engine INFO: Epoch: [19] [7300/7329] learning_rate: 0.000100 loss_class: 0.680014 loss_bbox: 0.148566 loss_giou: 0.433641 loss_class_aux: 4.229980 loss_bbox_aux: 1.026652 loss_giou_aux: 2.818589 loss_class_dn: 0.377549 loss_bbox_dn: 0.166028 loss_giou_dn: 0.457622 loss_class_aux_dn: 2.001715 loss_bbox_aux_dn: 0.970958 loss_giou_aux_dn: 2.505682 loss: 16.370874 eta: 2 days, 6:53:33 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3412 images/s [04/15 00:00:21] ppdet.engine INFO: Eval iter: 0 [04/15 00:00:33] ppdet.engine INFO: Eval iter: 100 [04/15 00:00:45] ppdet.engine INFO: Eval iter: 200 [04/15 00:00:57] ppdet.engine INFO: Eval iter: 300 [04/15 00:01:09] ppdet.engine INFO: Eval iter: 400 [04/15 00:01:20] ppdet.engine INFO: Eval iter: 500 [04/15 00:01:32] ppdet.engine INFO: Eval iter: 600 [04/15 00:01:54] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.98s) creating index... index created! [04/15 00:01:55] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.64s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.99s). Accumulating evaluation results... DONE (t=15.94s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.330 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 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 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.517 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/15 00:03:39] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.1901197531744 [04/15 00:03:39] ppdet.engine INFO: Best test bbox ap is 0.525. [04/15 00:03:42] ppdet.engine INFO: Epoch: [20] [ 0/7329] learning_rate: 0.000100 loss_class: 0.645046 loss_bbox: 0.146992 loss_giou: 0.374683 loss_class_aux: 4.034209 loss_bbox_aux: 1.017118 loss_giou_aux: 2.373399 loss_class_dn: 0.366516 loss_bbox_dn: 0.180254 loss_giou_dn: 0.415962 loss_class_aux_dn: 1.953232 loss_bbox_aux_dn: 1.048174 loss_giou_aux_dn: 2.259885 loss: 15.685874 eta: 2 days, 6:53:23 batch_cost: 0.3509 data_cost: 0.0015 ips: 11.4001 images/s [04/15 00:04:21] ppdet.engine INFO: Epoch: [20] [ 100/7329] learning_rate: 0.000100 loss_class: 0.639364 loss_bbox: 0.156940 loss_giou: 0.335418 loss_class_aux: 4.044392 loss_bbox_aux: 0.976852 loss_giou_aux: 2.185611 loss_class_dn: 0.338892 loss_bbox_dn: 0.173306 loss_giou_dn: 0.386177 loss_class_aux_dn: 1.790076 loss_bbox_aux_dn: 1.007725 loss_giou_aux_dn: 2.101635 loss: 14.567495 eta: 2 days, 6:52:46 batch_cost: 0.3525 data_cost: 0.0010 ips: 11.3463 images/s [04/15 00:05:00] ppdet.engine INFO: Epoch: [20] [ 200/7329] learning_rate: 0.000100 loss_class: 0.632436 loss_bbox: 0.148835 loss_giou: 0.364897 loss_class_aux: 4.217957 loss_bbox_aux: 0.954451 loss_giou_aux: 2.275023 loss_class_dn: 0.336609 loss_bbox_dn: 0.173671 loss_giou_dn: 0.397995 loss_class_aux_dn: 1.797384 loss_bbox_aux_dn: 1.012451 loss_giou_aux_dn: 2.206607 loss: 14.681756 eta: 2 days, 6:52:10 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3304 images/s [04/15 00:05:40] ppdet.engine INFO: Epoch: [20] [ 300/7329] learning_rate: 0.000100 loss_class: 0.582909 loss_bbox: 0.148562 loss_giou: 0.425045 loss_class_aux: 3.915639 loss_bbox_aux: 1.011790 loss_giou_aux: 2.713274 loss_class_dn: 0.346112 loss_bbox_dn: 0.178478 loss_giou_dn: 0.424973 loss_class_aux_dn: 1.810562 loss_bbox_aux_dn: 1.044585 loss_giou_aux_dn: 2.311785 loss: 14.698965 eta: 2 days, 6:51:35 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2389 images/s [04/15 00:06:19] ppdet.engine INFO: Epoch: [20] [ 400/7329] learning_rate: 0.000100 loss_class: 0.616228 loss_bbox: 0.138978 loss_giou: 0.443283 loss_class_aux: 3.995127 loss_bbox_aux: 0.929044 loss_giou_aux: 2.816757 loss_class_dn: 0.364477 loss_bbox_dn: 0.158793 loss_giou_dn: 0.433081 loss_class_aux_dn: 2.004809 loss_bbox_aux_dn: 0.942122 loss_giou_aux_dn: 2.463153 loss: 15.893398 eta: 2 days, 6:50:59 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3009 images/s [04/15 00:06:59] ppdet.engine INFO: Epoch: [20] [ 500/7329] learning_rate: 0.000100 loss_class: 0.605377 loss_bbox: 0.155445 loss_giou: 0.462077 loss_class_aux: 4.010235 loss_bbox_aux: 1.018348 loss_giou_aux: 2.875705 loss_class_dn: 0.340936 loss_bbox_dn: 0.185864 loss_giou_dn: 0.447775 loss_class_aux_dn: 1.850477 loss_bbox_aux_dn: 1.046281 loss_giou_aux_dn: 2.424007 loss: 15.716613 eta: 2 days, 6:50:26 batch_cost: 0.3607 data_cost: 0.0015 ips: 11.0892 images/s [04/15 00:07:39] ppdet.engine INFO: Epoch: [20] [ 600/7329] learning_rate: 0.000100 loss_class: 0.632828 loss_bbox: 0.140512 loss_giou: 0.453300 loss_class_aux: 3.959461 loss_bbox_aux: 0.942915 loss_giou_aux: 2.916112 loss_class_dn: 0.362923 loss_bbox_dn: 0.154577 loss_giou_dn: 0.445101 loss_class_aux_dn: 1.904455 loss_bbox_aux_dn: 0.911176 loss_giou_aux_dn: 2.489547 loss: 15.218208 eta: 2 days, 6:49:50 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2867 images/s [04/15 00:08:18] ppdet.engine INFO: Epoch: [20] [ 700/7329] learning_rate: 0.000100 loss_class: 0.590232 loss_bbox: 0.141221 loss_giou: 0.376400 loss_class_aux: 3.843886 loss_bbox_aux: 0.949486 loss_giou_aux: 2.452055 loss_class_dn: 0.317684 loss_bbox_dn: 0.172626 loss_giou_dn: 0.381613 loss_class_aux_dn: 1.711293 loss_bbox_aux_dn: 0.996677 loss_giou_aux_dn: 2.147618 loss: 14.341484 eta: 2 days, 6:49:14 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3482 images/s [04/15 00:08:57] ppdet.engine INFO: Epoch: [20] [ 800/7329] learning_rate: 0.000100 loss_class: 0.634122 loss_bbox: 0.149074 loss_giou: 0.390791 loss_class_aux: 4.008122 loss_bbox_aux: 0.983131 loss_giou_aux: 2.500852 loss_class_dn: 0.340932 loss_bbox_dn: 0.191286 loss_giou_dn: 0.413545 loss_class_aux_dn: 1.851682 loss_bbox_aux_dn: 1.135422 loss_giou_aux_dn: 2.280024 loss: 15.443794 eta: 2 days, 6:48:38 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3439 images/s [04/15 00:09:37] ppdet.engine INFO: Epoch: [20] [ 900/7329] learning_rate: 0.000100 loss_class: 0.604401 loss_bbox: 0.136475 loss_giou: 0.372104 loss_class_aux: 3.765166 loss_bbox_aux: 0.892962 loss_giou_aux: 2.284253 loss_class_dn: 0.297708 loss_bbox_dn: 0.154337 loss_giou_dn: 0.332938 loss_class_aux_dn: 1.607743 loss_bbox_aux_dn: 0.912769 loss_giou_aux_dn: 1.797235 loss: 13.024540 eta: 2 days, 6:48:01 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3435 images/s [04/15 00:10:16] ppdet.engine INFO: Epoch: [20] [1000/7329] learning_rate: 0.000100 loss_class: 0.601816 loss_bbox: 0.142281 loss_giou: 0.393052 loss_class_aux: 3.962645 loss_bbox_aux: 0.932825 loss_giou_aux: 2.454997 loss_class_dn: 0.315916 loss_bbox_dn: 0.190827 loss_giou_dn: 0.419908 loss_class_aux_dn: 1.738084 loss_bbox_aux_dn: 1.123108 loss_giou_aux_dn: 2.306726 loss: 14.446476 eta: 2 days, 6:47:26 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2825 images/s [04/15 00:10:56] ppdet.engine INFO: Epoch: [20] [1100/7329] learning_rate: 0.000100 loss_class: 0.621408 loss_bbox: 0.141815 loss_giou: 0.413182 loss_class_aux: 4.078845 loss_bbox_aux: 0.873595 loss_giou_aux: 2.597224 loss_class_dn: 0.335719 loss_bbox_dn: 0.169675 loss_giou_dn: 0.396815 loss_class_aux_dn: 1.806841 loss_bbox_aux_dn: 0.974575 loss_giou_aux_dn: 2.192197 loss: 15.334670 eta: 2 days, 6:46:53 batch_cost: 0.3608 data_cost: 0.0013 ips: 11.0860 images/s [04/15 00:11:36] ppdet.engine INFO: Epoch: [20] [1200/7329] learning_rate: 0.000100 loss_class: 0.585107 loss_bbox: 0.146201 loss_giou: 0.413960 loss_class_aux: 3.803561 loss_bbox_aux: 0.948523 loss_giou_aux: 2.660145 loss_class_dn: 0.342083 loss_bbox_dn: 0.164290 loss_giou_dn: 0.428393 loss_class_aux_dn: 1.824516 loss_bbox_aux_dn: 1.021987 loss_giou_aux_dn: 2.348996 loss: 14.541586 eta: 2 days, 6:46:17 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2608 images/s [04/15 00:12:15] ppdet.engine INFO: Epoch: [20] [1300/7329] learning_rate: 0.000100 loss_class: 0.609340 loss_bbox: 0.148030 loss_giou: 0.399292 loss_class_aux: 3.927691 loss_bbox_aux: 0.981138 loss_giou_aux: 2.529207 loss_class_dn: 0.326328 loss_bbox_dn: 0.185466 loss_giou_dn: 0.434193 loss_class_aux_dn: 1.747750 loss_bbox_aux_dn: 1.060486 loss_giou_aux_dn: 2.367106 loss: 14.683064 eta: 2 days, 6:45:42 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3029 images/s [04/15 00:12:55] ppdet.engine INFO: Epoch: [20] [1400/7329] learning_rate: 0.000100 loss_class: 0.599709 loss_bbox: 0.126123 loss_giou: 0.378411 loss_class_aux: 3.837728 loss_bbox_aux: 0.857858 loss_giou_aux: 2.334142 loss_class_dn: 0.348450 loss_bbox_dn: 0.171723 loss_giou_dn: 0.386502 loss_class_aux_dn: 1.855225 loss_bbox_aux_dn: 0.994403 loss_giou_aux_dn: 2.192922 loss: 14.799653 eta: 2 days, 6:45:06 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2974 images/s [04/15 00:13:34] ppdet.engine INFO: Epoch: [20] [1500/7329] learning_rate: 0.000100 loss_class: 0.616478 loss_bbox: 0.130613 loss_giou: 0.446027 loss_class_aux: 3.970144 loss_bbox_aux: 0.850661 loss_giou_aux: 2.847243 loss_class_dn: 0.380053 loss_bbox_dn: 0.154725 loss_giou_dn: 0.463863 loss_class_aux_dn: 1.997154 loss_bbox_aux_dn: 0.933631 loss_giou_aux_dn: 2.563820 loss: 16.657925 eta: 2 days, 6:44:28 batch_cost: 0.3482 data_cost: 0.0013 ips: 11.4876 images/s [04/15 00:14:13] ppdet.engine INFO: Epoch: [20] [1600/7329] learning_rate: 0.000100 loss_class: 0.562419 loss_bbox: 0.146900 loss_giou: 0.378058 loss_class_aux: 3.730603 loss_bbox_aux: 0.950207 loss_giou_aux: 2.430994 loss_class_dn: 0.335385 loss_bbox_dn: 0.173705 loss_giou_dn: 0.368472 loss_class_aux_dn: 1.768300 loss_bbox_aux_dn: 1.025835 loss_giou_aux_dn: 2.065914 loss: 14.654741 eta: 2 days, 6:43:52 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3178 images/s [04/15 00:14:52] ppdet.engine INFO: Epoch: [20] [1700/7329] learning_rate: 0.000100 loss_class: 0.562150 loss_bbox: 0.149080 loss_giou: 0.381375 loss_class_aux: 3.631639 loss_bbox_aux: 0.966912 loss_giou_aux: 2.452190 loss_class_dn: 0.317728 loss_bbox_dn: 0.184417 loss_giou_dn: 0.387682 loss_class_aux_dn: 1.731980 loss_bbox_aux_dn: 1.069952 loss_giou_aux_dn: 2.180347 loss: 14.995153 eta: 2 days, 6:43:16 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3104 images/s [04/15 00:15:32] ppdet.engine INFO: Epoch: [20] [1800/7329] learning_rate: 0.000100 loss_class: 0.545301 loss_bbox: 0.145570 loss_giou: 0.342136 loss_class_aux: 3.546412 loss_bbox_aux: 0.954695 loss_giou_aux: 2.171135 loss_class_dn: 0.287042 loss_bbox_dn: 0.164471 loss_giou_dn: 0.362623 loss_class_aux_dn: 1.557624 loss_bbox_aux_dn: 0.964316 loss_giou_aux_dn: 1.983070 loss: 13.300275 eta: 2 days, 6:42:40 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3471 images/s [04/15 00:16:11] ppdet.engine INFO: Epoch: [20] [1900/7329] learning_rate: 0.000100 loss_class: 0.722810 loss_bbox: 0.155657 loss_giou: 0.411663 loss_class_aux: 4.575981 loss_bbox_aux: 1.060041 loss_giou_aux: 2.604576 loss_class_dn: 0.380422 loss_bbox_dn: 0.192791 loss_giou_dn: 0.421345 loss_class_aux_dn: 2.119830 loss_bbox_aux_dn: 1.131503 loss_giou_aux_dn: 2.326602 loss: 16.656330 eta: 2 days, 6:42:03 batch_cost: 0.3501 data_cost: 0.0014 ips: 11.4258 images/s [04/15 00:16:50] ppdet.engine INFO: Epoch: [20] [2000/7329] learning_rate: 0.000100 loss_class: 0.634049 loss_bbox: 0.158752 loss_giou: 0.445648 loss_class_aux: 4.018045 loss_bbox_aux: 1.056804 loss_giou_aux: 2.830891 loss_class_dn: 0.344155 loss_bbox_dn: 0.181468 loss_giou_dn: 0.456618 loss_class_aux_dn: 1.852007 loss_bbox_aux_dn: 1.115456 loss_giou_aux_dn: 2.462106 loss: 15.690183 eta: 2 days, 6:41:26 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3427 images/s [04/15 00:17:29] ppdet.engine INFO: Epoch: [20] [2100/7329] learning_rate: 0.000100 loss_class: 0.660009 loss_bbox: 0.146883 loss_giou: 0.425775 loss_class_aux: 4.273003 loss_bbox_aux: 0.965483 loss_giou_aux: 2.720751 loss_class_dn: 0.352661 loss_bbox_dn: 0.170324 loss_giou_dn: 0.439651 loss_class_aux_dn: 1.923156 loss_bbox_aux_dn: 1.004187 loss_giou_aux_dn: 2.405176 loss: 16.287086 eta: 2 days, 6:40:50 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3328 images/s [04/15 00:18:08] ppdet.engine INFO: Epoch: [20] [2200/7329] learning_rate: 0.000100 loss_class: 0.619483 loss_bbox: 0.148019 loss_giou: 0.377235 loss_class_aux: 3.962694 loss_bbox_aux: 0.947333 loss_giou_aux: 2.371185 loss_class_dn: 0.339501 loss_bbox_dn: 0.171289 loss_giou_dn: 0.409733 loss_class_aux_dn: 1.838398 loss_bbox_aux_dn: 1.008689 loss_giou_aux_dn: 2.167663 loss: 14.655034 eta: 2 days, 6:40:13 batch_cost: 0.3507 data_cost: 0.0012 ips: 11.4064 images/s [04/15 00:18:48] ppdet.engine INFO: Epoch: [20] [2300/7329] learning_rate: 0.000100 loss_class: 0.577025 loss_bbox: 0.153661 loss_giou: 0.404961 loss_class_aux: 3.794648 loss_bbox_aux: 0.974010 loss_giou_aux: 2.524085 loss_class_dn: 0.326501 loss_bbox_dn: 0.164587 loss_giou_dn: 0.382186 loss_class_aux_dn: 1.771776 loss_bbox_aux_dn: 0.953304 loss_giou_aux_dn: 2.136680 loss: 14.608044 eta: 2 days, 6:39:39 batch_cost: 0.3590 data_cost: 0.0013 ips: 11.1417 images/s [04/15 00:19:28] ppdet.engine INFO: Epoch: [20] [2400/7329] learning_rate: 0.000100 loss_class: 0.691143 loss_bbox: 0.153243 loss_giou: 0.438887 loss_class_aux: 4.356478 loss_bbox_aux: 1.071337 loss_giou_aux: 2.740154 loss_class_dn: 0.377230 loss_bbox_dn: 0.192522 loss_giou_dn: 0.448424 loss_class_aux_dn: 2.024200 loss_bbox_aux_dn: 1.082870 loss_giou_aux_dn: 2.446140 loss: 17.356609 eta: 2 days, 6:39:03 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3684 images/s [04/15 00:20:07] ppdet.engine INFO: Epoch: [20] [2500/7329] learning_rate: 0.000100 loss_class: 0.600039 loss_bbox: 0.134252 loss_giou: 0.414575 loss_class_aux: 3.775802 loss_bbox_aux: 0.889693 loss_giou_aux: 2.632991 loss_class_dn: 0.337296 loss_bbox_dn: 0.148270 loss_giou_dn: 0.408066 loss_class_aux_dn: 1.818883 loss_bbox_aux_dn: 0.891250 loss_giou_aux_dn: 2.266194 loss: 14.957216 eta: 2 days, 6:38:26 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3719 images/s [04/15 00:20:46] ppdet.engine INFO: Epoch: [20] [2600/7329] learning_rate: 0.000100 loss_class: 0.628013 loss_bbox: 0.142687 loss_giou: 0.417353 loss_class_aux: 4.046639 loss_bbox_aux: 0.950924 loss_giou_aux: 2.697560 loss_class_dn: 0.355083 loss_bbox_dn: 0.166589 loss_giou_dn: 0.409836 loss_class_aux_dn: 1.894914 loss_bbox_aux_dn: 0.966950 loss_giou_aux_dn: 2.260240 loss: 14.450841 eta: 2 days, 6:37:50 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3183 images/s [04/15 00:21:26] ppdet.engine INFO: Epoch: [20] [2700/7329] learning_rate: 0.000100 loss_class: 0.651458 loss_bbox: 0.142853 loss_giou: 0.397950 loss_class_aux: 4.165455 loss_bbox_aux: 0.998917 loss_giou_aux: 2.552724 loss_class_dn: 0.349283 loss_bbox_dn: 0.179863 loss_giou_dn: 0.429682 loss_class_aux_dn: 1.908155 loss_bbox_aux_dn: 1.041581 loss_giou_aux_dn: 2.361873 loss: 15.579188 eta: 2 days, 6:37:15 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2230 images/s [04/15 00:22:05] ppdet.engine INFO: Epoch: [20] [2800/7329] learning_rate: 0.000100 loss_class: 0.578278 loss_bbox: 0.152819 loss_giou: 0.355821 loss_class_aux: 3.815624 loss_bbox_aux: 0.963523 loss_giou_aux: 2.299262 loss_class_dn: 0.328477 loss_bbox_dn: 0.183991 loss_giou_dn: 0.390699 loss_class_aux_dn: 1.760314 loss_bbox_aux_dn: 0.981353 loss_giou_aux_dn: 2.135340 loss: 14.557964 eta: 2 days, 6:36:38 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4193 images/s [04/15 00:22:45] ppdet.engine INFO: Epoch: [20] [2900/7329] learning_rate: 0.000100 loss_class: 0.612855 loss_bbox: 0.152764 loss_giou: 0.409909 loss_class_aux: 3.918748 loss_bbox_aux: 0.995250 loss_giou_aux: 2.600653 loss_class_dn: 0.348561 loss_bbox_dn: 0.167944 loss_giou_dn: 0.405525 loss_class_aux_dn: 1.901043 loss_bbox_aux_dn: 0.988586 loss_giou_aux_dn: 2.276391 loss: 15.626010 eta: 2 days, 6:36:03 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2750 images/s [04/15 00:23:24] ppdet.engine INFO: Epoch: [20] [3000/7329] learning_rate: 0.000100 loss_class: 0.552783 loss_bbox: 0.130930 loss_giou: 0.401553 loss_class_aux: 3.510120 loss_bbox_aux: 0.852658 loss_giou_aux: 2.505265 loss_class_dn: 0.309194 loss_bbox_dn: 0.147634 loss_giou_dn: 0.377712 loss_class_aux_dn: 1.678885 loss_bbox_aux_dn: 0.867674 loss_giou_aux_dn: 2.057230 loss: 14.080513 eta: 2 days, 6:35:27 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2909 images/s [04/15 00:24:04] ppdet.engine INFO: Epoch: [20] [3100/7329] learning_rate: 0.000100 loss_class: 0.648185 loss_bbox: 0.162778 loss_giou: 0.396987 loss_class_aux: 4.131245 loss_bbox_aux: 1.065434 loss_giou_aux: 2.572407 loss_class_dn: 0.368963 loss_bbox_dn: 0.196406 loss_giou_dn: 0.444908 loss_class_aux_dn: 1.990353 loss_bbox_aux_dn: 1.110404 loss_giou_aux_dn: 2.510224 loss: 16.056801 eta: 2 days, 6:34:52 batch_cost: 0.3565 data_cost: 0.0012 ips: 11.2205 images/s [04/15 00:24:43] ppdet.engine INFO: Epoch: [20] [3200/7329] learning_rate: 0.000100 loss_class: 0.599068 loss_bbox: 0.138841 loss_giou: 0.397973 loss_class_aux: 3.815473 loss_bbox_aux: 0.911252 loss_giou_aux: 2.511564 loss_class_dn: 0.361045 loss_bbox_dn: 0.169275 loss_giou_dn: 0.437353 loss_class_aux_dn: 1.892637 loss_bbox_aux_dn: 0.992956 loss_giou_aux_dn: 2.427603 loss: 15.429226 eta: 2 days, 6:34:16 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3204 images/s [04/15 00:25:23] ppdet.engine INFO: Epoch: [20] [3300/7329] learning_rate: 0.000100 loss_class: 0.623661 loss_bbox: 0.160840 loss_giou: 0.421400 loss_class_aux: 3.976201 loss_bbox_aux: 1.039103 loss_giou_aux: 2.669958 loss_class_dn: 0.356687 loss_bbox_dn: 0.186493 loss_giou_dn: 0.442773 loss_class_aux_dn: 1.846696 loss_bbox_aux_dn: 1.097230 loss_giou_aux_dn: 2.369209 loss: 15.284170 eta: 2 days, 6:33:41 batch_cost: 0.3558 data_cost: 0.0012 ips: 11.2408 images/s [04/15 00:26:02] ppdet.engine INFO: Epoch: [20] [3400/7329] learning_rate: 0.000100 loss_class: 0.544516 loss_bbox: 0.135906 loss_giou: 0.323750 loss_class_aux: 3.534306 loss_bbox_aux: 0.878176 loss_giou_aux: 2.154301 loss_class_dn: 0.308313 loss_bbox_dn: 0.169481 loss_giou_dn: 0.342781 loss_class_aux_dn: 1.659190 loss_bbox_aux_dn: 0.949398 loss_giou_aux_dn: 1.940189 loss: 13.961926 eta: 2 days, 6:33:06 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2170 images/s [04/15 00:26:42] ppdet.engine INFO: Epoch: [20] [3500/7329] learning_rate: 0.000100 loss_class: 0.588634 loss_bbox: 0.129782 loss_giou: 0.417072 loss_class_aux: 3.812582 loss_bbox_aux: 0.916526 loss_giou_aux: 2.548022 loss_class_dn: 0.342952 loss_bbox_dn: 0.166985 loss_giou_dn: 0.423073 loss_class_aux_dn: 1.854107 loss_bbox_aux_dn: 0.979010 loss_giou_aux_dn: 2.288704 loss: 14.909400 eta: 2 days, 6:32:30 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3563 images/s [04/15 00:27:21] ppdet.engine INFO: Epoch: [20] [3600/7329] learning_rate: 0.000100 loss_class: 0.604196 loss_bbox: 0.139153 loss_giou: 0.404376 loss_class_aux: 3.885609 loss_bbox_aux: 0.940065 loss_giou_aux: 2.552865 loss_class_dn: 0.363716 loss_bbox_dn: 0.169428 loss_giou_dn: 0.415113 loss_class_aux_dn: 1.919529 loss_bbox_aux_dn: 0.969162 loss_giou_aux_dn: 2.271760 loss: 15.769755 eta: 2 days, 6:31:55 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2638 images/s [04/15 00:28:01] ppdet.engine INFO: Epoch: [20] [3700/7329] learning_rate: 0.000100 loss_class: 0.626806 loss_bbox: 0.150307 loss_giou: 0.377870 loss_class_aux: 3.905747 loss_bbox_aux: 0.963677 loss_giou_aux: 2.386724 loss_class_dn: 0.342289 loss_bbox_dn: 0.177364 loss_giou_dn: 0.404838 loss_class_aux_dn: 1.833046 loss_bbox_aux_dn: 1.040363 loss_giou_aux_dn: 2.197229 loss: 15.523273 eta: 2 days, 6:31:20 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2488 images/s [04/15 00:28:40] ppdet.engine INFO: Epoch: [20] [3800/7329] learning_rate: 0.000100 loss_class: 0.585428 loss_bbox: 0.126015 loss_giou: 0.393429 loss_class_aux: 3.767249 loss_bbox_aux: 0.845677 loss_giou_aux: 2.554891 loss_class_dn: 0.335548 loss_bbox_dn: 0.157458 loss_giou_dn: 0.412388 loss_class_aux_dn: 1.817169 loss_bbox_aux_dn: 0.932279 loss_giou_aux_dn: 2.235517 loss: 14.247317 eta: 2 days, 6:30:44 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3164 images/s [04/15 00:29:19] ppdet.engine INFO: Epoch: [20] [3900/7329] learning_rate: 0.000100 loss_class: 0.585689 loss_bbox: 0.142923 loss_giou: 0.430081 loss_class_aux: 4.070787 loss_bbox_aux: 0.949058 loss_giou_aux: 2.807326 loss_class_dn: 0.346237 loss_bbox_dn: 0.171199 loss_giou_dn: 0.462526 loss_class_aux_dn: 1.856672 loss_bbox_aux_dn: 1.020512 loss_giou_aux_dn: 2.462653 loss: 16.141685 eta: 2 days, 6:30:07 batch_cost: 0.3511 data_cost: 0.0012 ips: 11.3926 images/s [04/15 00:29:59] ppdet.engine INFO: Epoch: [20] [4000/7329] learning_rate: 0.000100 loss_class: 0.538621 loss_bbox: 0.137118 loss_giou: 0.366119 loss_class_aux: 3.413091 loss_bbox_aux: 0.879505 loss_giou_aux: 2.274643 loss_class_dn: 0.318129 loss_bbox_dn: 0.149334 loss_giou_dn: 0.373711 loss_class_aux_dn: 1.713923 loss_bbox_aux_dn: 0.852473 loss_giou_aux_dn: 2.061953 loss: 14.227480 eta: 2 days, 6:29:33 batch_cost: 0.3591 data_cost: 0.0014 ips: 11.1394 images/s [04/15 00:30:38] ppdet.engine INFO: Epoch: [20] [4100/7329] learning_rate: 0.000100 loss_class: 0.696596 loss_bbox: 0.156087 loss_giou: 0.467517 loss_class_aux: 4.597876 loss_bbox_aux: 1.057672 loss_giou_aux: 2.943296 loss_class_dn: 0.387108 loss_bbox_dn: 0.197643 loss_giou_dn: 0.459635 loss_class_aux_dn: 2.089497 loss_bbox_aux_dn: 1.121412 loss_giou_aux_dn: 2.557645 loss: 18.036125 eta: 2 days, 6:28:56 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3878 images/s [04/15 00:31:18] ppdet.engine INFO: Epoch: [20] [4200/7329] learning_rate: 0.000100 loss_class: 0.614932 loss_bbox: 0.152024 loss_giou: 0.481912 loss_class_aux: 4.227346 loss_bbox_aux: 0.971676 loss_giou_aux: 3.214353 loss_class_dn: 0.367650 loss_bbox_dn: 0.171885 loss_giou_dn: 0.469405 loss_class_aux_dn: 1.966453 loss_bbox_aux_dn: 0.973500 loss_giou_aux_dn: 2.567297 loss: 15.879669 eta: 2 days, 6:28:21 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2248 images/s [04/15 00:31:58] ppdet.engine INFO: Epoch: [20] [4300/7329] learning_rate: 0.000100 loss_class: 0.680834 loss_bbox: 0.142750 loss_giou: 0.476319 loss_class_aux: 4.338336 loss_bbox_aux: 0.945522 loss_giou_aux: 3.068075 loss_class_dn: 0.407452 loss_bbox_dn: 0.160678 loss_giou_dn: 0.494526 loss_class_aux_dn: 2.155538 loss_bbox_aux_dn: 0.939290 loss_giou_aux_dn: 2.739731 loss: 17.429863 eta: 2 days, 6:27:46 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2369 images/s [04/15 00:32:37] ppdet.engine INFO: Epoch: [20] [4400/7329] learning_rate: 0.000100 loss_class: 0.559457 loss_bbox: 0.138816 loss_giou: 0.357225 loss_class_aux: 3.553781 loss_bbox_aux: 0.961930 loss_giou_aux: 2.225767 loss_class_dn: 0.311270 loss_bbox_dn: 0.184985 loss_giou_dn: 0.358918 loss_class_aux_dn: 1.656646 loss_bbox_aux_dn: 1.085899 loss_giou_aux_dn: 1.958417 loss: 13.647530 eta: 2 days, 6:27:12 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1941 images/s [04/15 00:33:17] ppdet.engine INFO: Epoch: [20] [4500/7329] learning_rate: 0.000100 loss_class: 0.644838 loss_bbox: 0.131773 loss_giou: 0.403665 loss_class_aux: 4.063178 loss_bbox_aux: 0.906102 loss_giou_aux: 2.542524 loss_class_dn: 0.349962 loss_bbox_dn: 0.167534 loss_giou_dn: 0.434724 loss_class_aux_dn: 1.910027 loss_bbox_aux_dn: 0.953489 loss_giou_aux_dn: 2.369252 loss: 14.948451 eta: 2 days, 6:26:36 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3006 images/s [04/15 00:33:56] ppdet.engine INFO: Epoch: [20] [4600/7329] learning_rate: 0.000100 loss_class: 0.593415 loss_bbox: 0.149100 loss_giou: 0.399107 loss_class_aux: 3.958482 loss_bbox_aux: 0.951517 loss_giou_aux: 2.559926 loss_class_dn: 0.363418 loss_bbox_dn: 0.176887 loss_giou_dn: 0.416931 loss_class_aux_dn: 1.910238 loss_bbox_aux_dn: 1.063900 loss_giou_aux_dn: 2.356432 loss: 15.532337 eta: 2 days, 6:26:00 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2822 images/s [04/15 00:34:36] ppdet.engine INFO: Epoch: [20] [4700/7329] learning_rate: 0.000100 loss_class: 0.586124 loss_bbox: 0.138473 loss_giou: 0.378231 loss_class_aux: 3.877733 loss_bbox_aux: 0.916226 loss_giou_aux: 2.494443 loss_class_dn: 0.318647 loss_bbox_dn: 0.157823 loss_giou_dn: 0.393050 loss_class_aux_dn: 1.710689 loss_bbox_aux_dn: 0.919027 loss_giou_aux_dn: 2.143384 loss: 14.380974 eta: 2 days, 6:25:25 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3076 images/s [04/15 00:35:15] ppdet.engine INFO: Epoch: [20] [4800/7329] learning_rate: 0.000100 loss_class: 0.613748 loss_bbox: 0.143656 loss_giou: 0.445536 loss_class_aux: 3.942862 loss_bbox_aux: 0.969885 loss_giou_aux: 2.744073 loss_class_dn: 0.364509 loss_bbox_dn: 0.167703 loss_giou_dn: 0.450151 loss_class_aux_dn: 1.921395 loss_bbox_aux_dn: 0.949104 loss_giou_aux_dn: 2.485448 loss: 15.562047 eta: 2 days, 6:24:48 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3666 images/s [04/15 00:35:54] ppdet.engine INFO: Epoch: [20] [4900/7329] learning_rate: 0.000100 loss_class: 0.581639 loss_bbox: 0.127775 loss_giou: 0.382200 loss_class_aux: 3.730261 loss_bbox_aux: 0.868706 loss_giou_aux: 2.409944 loss_class_dn: 0.317926 loss_bbox_dn: 0.158974 loss_giou_dn: 0.372534 loss_class_aux_dn: 1.715263 loss_bbox_aux_dn: 0.903771 loss_giou_aux_dn: 2.058285 loss: 13.924965 eta: 2 days, 6:24:12 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3532 images/s [04/15 00:36:33] ppdet.engine INFO: Epoch: [20] [5000/7329] learning_rate: 0.000100 loss_class: 0.627592 loss_bbox: 0.139937 loss_giou: 0.378657 loss_class_aux: 4.065361 loss_bbox_aux: 0.959756 loss_giou_aux: 2.473829 loss_class_dn: 0.375330 loss_bbox_dn: 0.170031 loss_giou_dn: 0.430007 loss_class_aux_dn: 1.957347 loss_bbox_aux_dn: 1.016652 loss_giou_aux_dn: 2.385383 loss: 15.405798 eta: 2 days, 6:23:35 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3894 images/s [04/15 00:37:13] ppdet.engine INFO: Epoch: [20] [5100/7329] learning_rate: 0.000100 loss_class: 0.642726 loss_bbox: 0.145684 loss_giou: 0.432153 loss_class_aux: 4.178040 loss_bbox_aux: 0.958164 loss_giou_aux: 2.690433 loss_class_dn: 0.367712 loss_bbox_dn: 0.168430 loss_giou_dn: 0.441581 loss_class_aux_dn: 1.997374 loss_bbox_aux_dn: 0.994062 loss_giou_aux_dn: 2.448017 loss: 16.200420 eta: 2 days, 6:22:59 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3478 images/s [04/15 00:37:52] ppdet.engine INFO: Epoch: [20] [5200/7329] learning_rate: 0.000100 loss_class: 0.567375 loss_bbox: 0.131662 loss_giou: 0.389364 loss_class_aux: 3.580383 loss_bbox_aux: 0.855078 loss_giou_aux: 2.472234 loss_class_dn: 0.320927 loss_bbox_dn: 0.150489 loss_giou_dn: 0.388938 loss_class_aux_dn: 1.751531 loss_bbox_aux_dn: 0.880814 loss_giou_aux_dn: 2.145919 loss: 13.664494 eta: 2 days, 6:22:23 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3302 images/s [04/15 00:38:31] ppdet.engine INFO: Epoch: [20] [5300/7329] learning_rate: 0.000100 loss_class: 0.611702 loss_bbox: 0.136628 loss_giou: 0.404018 loss_class_aux: 3.945127 loss_bbox_aux: 0.902065 loss_giou_aux: 2.493941 loss_class_dn: 0.329690 loss_bbox_dn: 0.161770 loss_giou_dn: 0.391091 loss_class_aux_dn: 1.789640 loss_bbox_aux_dn: 0.925530 loss_giou_aux_dn: 2.128741 loss: 14.958021 eta: 2 days, 6:21:47 batch_cost: 0.3534 data_cost: 0.0012 ips: 11.3178 images/s [04/15 00:39:11] ppdet.engine INFO: Epoch: [20] [5400/7329] learning_rate: 0.000100 loss_class: 0.611308 loss_bbox: 0.148600 loss_giou: 0.366925 loss_class_aux: 3.937481 loss_bbox_aux: 0.989285 loss_giou_aux: 2.350647 loss_class_dn: 0.360211 loss_bbox_dn: 0.157891 loss_giou_dn: 0.412712 loss_class_aux_dn: 1.913831 loss_bbox_aux_dn: 0.925226 loss_giou_aux_dn: 2.198771 loss: 15.289617 eta: 2 days, 6:21:10 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3479 images/s [04/15 00:39:50] ppdet.engine INFO: Epoch: [20] [5500/7329] learning_rate: 0.000100 loss_class: 0.643617 loss_bbox: 0.156961 loss_giou: 0.426831 loss_class_aux: 4.045564 loss_bbox_aux: 1.014482 loss_giou_aux: 2.772820 loss_class_dn: 0.364789 loss_bbox_dn: 0.172198 loss_giou_dn: 0.423133 loss_class_aux_dn: 1.976346 loss_bbox_aux_dn: 0.970736 loss_giou_aux_dn: 2.341954 loss: 15.978573 eta: 2 days, 6:20:35 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2714 images/s [04/15 00:40:30] ppdet.engine INFO: Epoch: [20] [5600/7329] learning_rate: 0.000100 loss_class: 0.623643 loss_bbox: 0.134387 loss_giou: 0.348952 loss_class_aux: 3.907168 loss_bbox_aux: 0.865423 loss_giou_aux: 2.233635 loss_class_dn: 0.321630 loss_bbox_dn: 0.148093 loss_giou_dn: 0.343411 loss_class_aux_dn: 1.733997 loss_bbox_aux_dn: 0.849934 loss_giou_aux_dn: 1.968266 loss: 13.911345 eta: 2 days, 6:20:00 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2610 images/s [04/15 00:41:09] ppdet.engine INFO: Epoch: [20] [5700/7329] learning_rate: 0.000100 loss_class: 0.559367 loss_bbox: 0.141563 loss_giou: 0.404346 loss_class_aux: 3.790242 loss_bbox_aux: 0.913013 loss_giou_aux: 2.523178 loss_class_dn: 0.332153 loss_bbox_dn: 0.172912 loss_giou_dn: 0.403321 loss_class_aux_dn: 1.815306 loss_bbox_aux_dn: 1.006954 loss_giou_aux_dn: 2.171837 loss: 14.039495 eta: 2 days, 6:19:24 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3142 images/s [04/15 00:41:49] ppdet.engine INFO: Epoch: [20] [5800/7329] learning_rate: 0.000100 loss_class: 0.565023 loss_bbox: 0.153771 loss_giou: 0.367098 loss_class_aux: 3.701699 loss_bbox_aux: 0.996197 loss_giou_aux: 2.342342 loss_class_dn: 0.323066 loss_bbox_dn: 0.178681 loss_giou_dn: 0.380519 loss_class_aux_dn: 1.765303 loss_bbox_aux_dn: 0.975904 loss_giou_aux_dn: 2.135200 loss: 14.183743 eta: 2 days, 6:18:48 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2631 images/s [04/15 00:42:28] ppdet.engine INFO: Epoch: [20] [5900/7329] learning_rate: 0.000100 loss_class: 0.621114 loss_bbox: 0.147550 loss_giou: 0.445825 loss_class_aux: 3.969122 loss_bbox_aux: 0.960767 loss_giou_aux: 2.846913 loss_class_dn: 0.364983 loss_bbox_dn: 0.166649 loss_giou_dn: 0.430481 loss_class_aux_dn: 1.993232 loss_bbox_aux_dn: 0.968728 loss_giou_aux_dn: 2.341757 loss: 15.987049 eta: 2 days, 6:18:13 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2818 images/s [04/15 00:43:07] ppdet.engine INFO: Epoch: [20] [6000/7329] learning_rate: 0.000100 loss_class: 0.619293 loss_bbox: 0.149785 loss_giou: 0.401423 loss_class_aux: 3.997370 loss_bbox_aux: 0.959120 loss_giou_aux: 2.511786 loss_class_dn: 0.330666 loss_bbox_dn: 0.177195 loss_giou_dn: 0.386922 loss_class_aux_dn: 1.835765 loss_bbox_aux_dn: 1.016750 loss_giou_aux_dn: 2.154727 loss: 14.390886 eta: 2 days, 6:17:37 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3413 images/s [04/15 00:43:47] ppdet.engine INFO: Epoch: [20] [6100/7329] learning_rate: 0.000100 loss_class: 0.655372 loss_bbox: 0.145555 loss_giou: 0.397633 loss_class_aux: 3.874137 loss_bbox_aux: 0.924338 loss_giou_aux: 2.632668 loss_class_dn: 0.328839 loss_bbox_dn: 0.195052 loss_giou_dn: 0.418856 loss_class_aux_dn: 1.771629 loss_bbox_aux_dn: 1.087425 loss_giou_aux_dn: 2.414343 loss: 14.782143 eta: 2 days, 6:17:01 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2863 images/s [04/15 00:44:26] ppdet.engine INFO: Epoch: [20] [6200/7329] learning_rate: 0.000100 loss_class: 0.584499 loss_bbox: 0.131750 loss_giou: 0.356811 loss_class_aux: 3.763126 loss_bbox_aux: 0.871790 loss_giou_aux: 2.320794 loss_class_dn: 0.304421 loss_bbox_dn: 0.171516 loss_giou_dn: 0.398769 loss_class_aux_dn: 1.689200 loss_bbox_aux_dn: 1.015053 loss_giou_aux_dn: 2.092429 loss: 13.954172 eta: 2 days, 6:16:25 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3406 images/s [04/15 00:45:06] ppdet.engine INFO: Epoch: [20] [6300/7329] learning_rate: 0.000100 loss_class: 0.598563 loss_bbox: 0.144747 loss_giou: 0.374597 loss_class_aux: 3.955661 loss_bbox_aux: 0.964331 loss_giou_aux: 2.337881 loss_class_dn: 0.316277 loss_bbox_dn: 0.173329 loss_giou_dn: 0.393764 loss_class_aux_dn: 1.708412 loss_bbox_aux_dn: 1.007102 loss_giou_aux_dn: 2.148698 loss: 14.418623 eta: 2 days, 6:15:50 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2449 images/s [04/15 00:45:45] ppdet.engine INFO: Epoch: [20] [6400/7329] learning_rate: 0.000100 loss_class: 0.563337 loss_bbox: 0.140209 loss_giou: 0.330710 loss_class_aux: 3.717469 loss_bbox_aux: 0.903093 loss_giou_aux: 2.082364 loss_class_dn: 0.279995 loss_bbox_dn: 0.172956 loss_giou_dn: 0.330962 loss_class_aux_dn: 1.517888 loss_bbox_aux_dn: 1.000152 loss_giou_aux_dn: 1.827086 loss: 13.421163 eta: 2 days, 6:15:14 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2710 images/s [04/15 00:46:25] ppdet.engine INFO: Epoch: [20] [6500/7329] learning_rate: 0.000100 loss_class: 0.634971 loss_bbox: 0.147086 loss_giou: 0.383112 loss_class_aux: 4.056380 loss_bbox_aux: 0.963479 loss_giou_aux: 2.502841 loss_class_dn: 0.335569 loss_bbox_dn: 0.174840 loss_giou_dn: 0.392270 loss_class_aux_dn: 1.749303 loss_bbox_aux_dn: 1.036698 loss_giou_aux_dn: 2.129165 loss: 14.341915 eta: 2 days, 6:14:40 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2165 images/s [04/15 00:47:04] ppdet.engine INFO: Epoch: [20] [6600/7329] learning_rate: 0.000100 loss_class: 0.585365 loss_bbox: 0.139440 loss_giou: 0.386495 loss_class_aux: 3.798403 loss_bbox_aux: 0.916700 loss_giou_aux: 2.391759 loss_class_dn: 0.322554 loss_bbox_dn: 0.163602 loss_giou_dn: 0.377112 loss_class_aux_dn: 1.776402 loss_bbox_aux_dn: 0.938308 loss_giou_aux_dn: 2.065215 loss: 14.088633 eta: 2 days, 6:14:03 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3422 images/s [04/15 00:47:44] ppdet.engine INFO: Epoch: [20] [6700/7329] learning_rate: 0.000100 loss_class: 0.558986 loss_bbox: 0.136688 loss_giou: 0.367719 loss_class_aux: 3.745308 loss_bbox_aux: 0.908666 loss_giou_aux: 2.330717 loss_class_dn: 0.322100 loss_bbox_dn: 0.171366 loss_giou_dn: 0.373233 loss_class_aux_dn: 1.763332 loss_bbox_aux_dn: 1.000254 loss_giou_aux_dn: 2.029045 loss: 14.398968 eta: 2 days, 6:13:28 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2915 images/s [04/15 00:48:23] ppdet.engine INFO: Epoch: [20] [6800/7329] learning_rate: 0.000100 loss_class: 0.622775 loss_bbox: 0.136406 loss_giou: 0.412151 loss_class_aux: 3.917420 loss_bbox_aux: 0.937760 loss_giou_aux: 2.607084 loss_class_dn: 0.343500 loss_bbox_dn: 0.173821 loss_giou_dn: 0.413674 loss_class_aux_dn: 1.845491 loss_bbox_aux_dn: 0.993636 loss_giou_aux_dn: 2.300677 loss: 14.700901 eta: 2 days, 6:12:52 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3061 images/s [04/15 00:49:02] ppdet.engine INFO: Epoch: [20] [6900/7329] learning_rate: 0.000100 loss_class: 0.615056 loss_bbox: 0.150366 loss_giou: 0.411735 loss_class_aux: 3.836146 loss_bbox_aux: 0.992866 loss_giou_aux: 2.632072 loss_class_dn: 0.335878 loss_bbox_dn: 0.167252 loss_giou_dn: 0.421857 loss_class_aux_dn: 1.797789 loss_bbox_aux_dn: 0.967535 loss_giou_aux_dn: 2.303343 loss: 14.536018 eta: 2 days, 6:12:15 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3820 images/s [04/15 00:49:42] ppdet.engine INFO: Epoch: [20] [7000/7329] learning_rate: 0.000100 loss_class: 0.621757 loss_bbox: 0.147642 loss_giou: 0.425045 loss_class_aux: 3.927538 loss_bbox_aux: 0.933196 loss_giou_aux: 2.647527 loss_class_dn: 0.378798 loss_bbox_dn: 0.176898 loss_giou_dn: 0.430178 loss_class_aux_dn: 2.010291 loss_bbox_aux_dn: 0.999555 loss_giou_aux_dn: 2.407768 loss: 15.605408 eta: 2 days, 6:11:40 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2537 images/s [04/15 00:50:22] ppdet.engine INFO: Epoch: [20] [7100/7329] learning_rate: 0.000100 loss_class: 0.626630 loss_bbox: 0.140709 loss_giou: 0.405480 loss_class_aux: 4.049649 loss_bbox_aux: 0.959347 loss_giou_aux: 2.660229 loss_class_dn: 0.362309 loss_bbox_dn: 0.176155 loss_giou_dn: 0.420177 loss_class_aux_dn: 1.931813 loss_bbox_aux_dn: 1.009000 loss_giou_aux_dn: 2.320744 loss: 15.286547 eta: 2 days, 6:11:06 batch_cost: 0.3584 data_cost: 0.0013 ips: 11.1618 images/s [04/15 00:51:01] ppdet.engine INFO: Epoch: [20] [7200/7329] learning_rate: 0.000100 loss_class: 0.696964 loss_bbox: 0.170680 loss_giou: 0.426833 loss_class_aux: 4.467409 loss_bbox_aux: 1.126548 loss_giou_aux: 2.733075 loss_class_dn: 0.367647 loss_bbox_dn: 0.206192 loss_giou_dn: 0.438480 loss_class_aux_dn: 1.984081 loss_bbox_aux_dn: 1.157295 loss_giou_aux_dn: 2.425541 loss: 16.956179 eta: 2 days, 6:10:30 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2978 images/s [04/15 00:51:41] ppdet.engine INFO: Epoch: [20] [7300/7329] learning_rate: 0.000100 loss_class: 0.664620 loss_bbox: 0.157300 loss_giou: 0.448623 loss_class_aux: 4.086802 loss_bbox_aux: 1.004485 loss_giou_aux: 2.792448 loss_class_dn: 0.373520 loss_bbox_dn: 0.178232 loss_giou_dn: 0.452831 loss_class_aux_dn: 1.973039 loss_bbox_aux_dn: 1.028553 loss_giou_aux_dn: 2.607417 loss: 16.492517 eta: 2 days, 6:09:54 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3229 images/s [04/15 00:51:54] ppdet.engine INFO: Eval iter: 0 [04/15 00:52:06] ppdet.engine INFO: Eval iter: 100 [04/15 00:52:18] ppdet.engine INFO: Eval iter: 200 [04/15 00:52:30] ppdet.engine INFO: Eval iter: 300 [04/15 00:52:42] ppdet.engine INFO: Eval iter: 400 [04/15 00:52:54] ppdet.engine INFO: Eval iter: 500 [04/15 00:53:06] ppdet.engine INFO: Eval iter: 600 [04/15 00:53:28] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.40s) creating index... index created! [04/15 00:53:28] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=10.28s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.51s). Accumulating evaluation results... DONE (t=16.45s). 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 ] = 0.575 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 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 00:55:15] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.77751397565281 [04/15 00:55:15] ppdet.engine INFO: Best test bbox ap is 0.528. [04/15 00:55:18] ppdet.engine INFO: Epoch: [21] [ 0/7329] learning_rate: 0.000100 loss_class: 0.667205 loss_bbox: 0.155844 loss_giou: 0.456738 loss_class_aux: 4.185985 loss_bbox_aux: 1.004362 loss_giou_aux: 2.878798 loss_class_dn: 0.368485 loss_bbox_dn: 0.174971 loss_giou_dn: 0.431018 loss_class_aux_dn: 1.934868 loss_bbox_aux_dn: 0.999582 loss_giou_aux_dn: 2.407064 loss: 16.042685 eta: 2 days, 6:09:43 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3466 images/s [04/15 00:55:57] ppdet.engine INFO: Epoch: [21] [ 100/7329] learning_rate: 0.000100 loss_class: 0.588723 loss_bbox: 0.142493 loss_giou: 0.384352 loss_class_aux: 3.734664 loss_bbox_aux: 0.923062 loss_giou_aux: 2.469296 loss_class_dn: 0.318834 loss_bbox_dn: 0.161891 loss_giou_dn: 0.401517 loss_class_aux_dn: 1.668810 loss_bbox_aux_dn: 0.953728 loss_giou_aux_dn: 2.223750 loss: 14.586200 eta: 2 days, 6:09:07 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3045 images/s [04/15 00:56:36] ppdet.engine INFO: Epoch: [21] [ 200/7329] learning_rate: 0.000100 loss_class: 0.563252 loss_bbox: 0.141462 loss_giou: 0.396416 loss_class_aux: 3.559867 loss_bbox_aux: 0.943284 loss_giou_aux: 2.536657 loss_class_dn: 0.314018 loss_bbox_dn: 0.161121 loss_giou_dn: 0.380219 loss_class_aux_dn: 1.727996 loss_bbox_aux_dn: 0.994783 loss_giou_aux_dn: 2.166845 loss: 14.433800 eta: 2 days, 6:08:32 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2903 images/s [04/15 00:57:16] ppdet.engine INFO: Epoch: [21] [ 300/7329] learning_rate: 0.000100 loss_class: 0.665983 loss_bbox: 0.146651 loss_giou: 0.441754 loss_class_aux: 4.177661 loss_bbox_aux: 0.970665 loss_giou_aux: 2.786805 loss_class_dn: 0.368751 loss_bbox_dn: 0.169204 loss_giou_dn: 0.413809 loss_class_aux_dn: 1.952604 loss_bbox_aux_dn: 1.009455 loss_giou_aux_dn: 2.322600 loss: 16.037586 eta: 2 days, 6:07:57 batch_cost: 0.3576 data_cost: 0.0015 ips: 11.1844 images/s [04/15 00:57:56] ppdet.engine INFO: Epoch: [21] [ 400/7329] learning_rate: 0.000100 loss_class: 0.625686 loss_bbox: 0.139653 loss_giou: 0.403088 loss_class_aux: 4.013135 loss_bbox_aux: 0.909053 loss_giou_aux: 2.615190 loss_class_dn: 0.347680 loss_bbox_dn: 0.156129 loss_giou_dn: 0.438124 loss_class_aux_dn: 1.837789 loss_bbox_aux_dn: 0.899048 loss_giou_aux_dn: 2.358655 loss: 14.313736 eta: 2 days, 6:07:23 batch_cost: 0.3576 data_cost: 0.0015 ips: 11.1871 images/s [04/15 00:58:36] ppdet.engine INFO: Epoch: [21] [ 500/7329] learning_rate: 0.000100 loss_class: 0.590604 loss_bbox: 0.143414 loss_giou: 0.462751 loss_class_aux: 3.853423 loss_bbox_aux: 0.915331 loss_giou_aux: 2.848019 loss_class_dn: 0.355991 loss_bbox_dn: 0.158843 loss_giou_dn: 0.455860 loss_class_aux_dn: 1.824939 loss_bbox_aux_dn: 0.928803 loss_giou_aux_dn: 2.466877 loss: 14.868193 eta: 2 days, 6:06:47 batch_cost: 0.3554 data_cost: 0.0015 ips: 11.2538 images/s [04/15 00:59:15] ppdet.engine INFO: Epoch: [21] [ 600/7329] learning_rate: 0.000100 loss_class: 0.597492 loss_bbox: 0.147414 loss_giou: 0.342194 loss_class_aux: 3.920474 loss_bbox_aux: 0.963946 loss_giou_aux: 2.183620 loss_class_dn: 0.325792 loss_bbox_dn: 0.179722 loss_giou_dn: 0.361068 loss_class_aux_dn: 1.760596 loss_bbox_aux_dn: 1.042974 loss_giou_aux_dn: 1.990075 loss: 14.204913 eta: 2 days, 6:06:13 batch_cost: 0.3571 data_cost: 0.0015 ips: 11.2027 images/s [04/15 00:59:55] ppdet.engine INFO: Epoch: [21] [ 700/7329] learning_rate: 0.000100 loss_class: 0.580668 loss_bbox: 0.141682 loss_giou: 0.377317 loss_class_aux: 3.770290 loss_bbox_aux: 0.917239 loss_giou_aux: 2.356470 loss_class_dn: 0.329473 loss_bbox_dn: 0.172430 loss_giou_dn: 0.393783 loss_class_aux_dn: 1.769950 loss_bbox_aux_dn: 0.972472 loss_giou_aux_dn: 2.132124 loss: 14.246787 eta: 2 days, 6:05:38 batch_cost: 0.3580 data_cost: 0.0015 ips: 11.1719 images/s [04/15 01:00:35] ppdet.engine INFO: Epoch: [21] [ 800/7329] learning_rate: 0.000100 loss_class: 0.596428 loss_bbox: 0.128538 loss_giou: 0.374548 loss_class_aux: 3.919086 loss_bbox_aux: 0.864516 loss_giou_aux: 2.333406 loss_class_dn: 0.328578 loss_bbox_dn: 0.152138 loss_giou_dn: 0.383090 loss_class_aux_dn: 1.790685 loss_bbox_aux_dn: 0.939920 loss_giou_aux_dn: 2.164078 loss: 14.594044 eta: 2 days, 6:05:04 batch_cost: 0.3562 data_cost: 0.0015 ips: 11.2284 images/s [04/15 01:01:15] ppdet.engine INFO: Epoch: [21] [ 900/7329] learning_rate: 0.000100 loss_class: 0.596213 loss_bbox: 0.131907 loss_giou: 0.397443 loss_class_aux: 4.012825 loss_bbox_aux: 0.885001 loss_giou_aux: 2.562171 loss_class_dn: 0.335935 loss_bbox_dn: 0.162801 loss_giou_dn: 0.384380 loss_class_aux_dn: 1.797127 loss_bbox_aux_dn: 0.950266 loss_giou_aux_dn: 2.145417 loss: 14.256156 eta: 2 days, 6:04:29 batch_cost: 0.3574 data_cost: 0.0015 ips: 11.1916 images/s [04/15 01:01:54] ppdet.engine INFO: Epoch: [21] [1000/7329] learning_rate: 0.000100 loss_class: 0.559961 loss_bbox: 0.144857 loss_giou: 0.370083 loss_class_aux: 3.621519 loss_bbox_aux: 0.924236 loss_giou_aux: 2.300587 loss_class_dn: 0.315633 loss_bbox_dn: 0.166345 loss_giou_dn: 0.366230 loss_class_aux_dn: 1.673250 loss_bbox_aux_dn: 0.980301 loss_giou_aux_dn: 1.991498 loss: 13.525578 eta: 2 days, 6:03:52 batch_cost: 0.3513 data_cost: 0.0014 ips: 11.3871 images/s [04/15 01:02:34] ppdet.engine INFO: Epoch: [21] [1100/7329] learning_rate: 0.000100 loss_class: 0.539065 loss_bbox: 0.136391 loss_giou: 0.375193 loss_class_aux: 3.533589 loss_bbox_aux: 0.926967 loss_giou_aux: 2.434701 loss_class_dn: 0.321383 loss_bbox_dn: 0.147883 loss_giou_dn: 0.394336 loss_class_aux_dn: 1.768553 loss_bbox_aux_dn: 0.898179 loss_giou_aux_dn: 2.142599 loss: 14.587326 eta: 2 days, 6:03:17 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2173 images/s [04/15 01:03:13] ppdet.engine INFO: Epoch: [21] [1200/7329] learning_rate: 0.000100 loss_class: 0.627883 loss_bbox: 0.147793 loss_giou: 0.390800 loss_class_aux: 4.020695 loss_bbox_aux: 0.950618 loss_giou_aux: 2.520192 loss_class_dn: 0.341544 loss_bbox_dn: 0.178509 loss_giou_dn: 0.412509 loss_class_aux_dn: 1.833977 loss_bbox_aux_dn: 1.042090 loss_giou_aux_dn: 2.330738 loss: 15.224862 eta: 2 days, 6:02:41 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3446 images/s [04/15 01:03:52] ppdet.engine INFO: Epoch: [21] [1300/7329] learning_rate: 0.000100 loss_class: 0.575873 loss_bbox: 0.149939 loss_giou: 0.361522 loss_class_aux: 3.761698 loss_bbox_aux: 0.978090 loss_giou_aux: 2.248444 loss_class_dn: 0.334765 loss_bbox_dn: 0.178404 loss_giou_dn: 0.351690 loss_class_aux_dn: 1.780621 loss_bbox_aux_dn: 1.049583 loss_giou_aux_dn: 1.948961 loss: 14.906052 eta: 2 days, 6:02:06 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2375 images/s [04/15 01:04:32] ppdet.engine INFO: Epoch: [21] [1400/7329] learning_rate: 0.000100 loss_class: 0.601133 loss_bbox: 0.141654 loss_giou: 0.382734 loss_class_aux: 3.849635 loss_bbox_aux: 0.929935 loss_giou_aux: 2.505591 loss_class_dn: 0.347338 loss_bbox_dn: 0.158041 loss_giou_dn: 0.416657 loss_class_aux_dn: 1.874028 loss_bbox_aux_dn: 0.935587 loss_giou_aux_dn: 2.276417 loss: 15.695612 eta: 2 days, 6:01:31 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2356 images/s [04/15 01:05:11] ppdet.engine INFO: Epoch: [21] [1500/7329] learning_rate: 0.000100 loss_class: 0.580788 loss_bbox: 0.137618 loss_giou: 0.340737 loss_class_aux: 3.620637 loss_bbox_aux: 0.879987 loss_giou_aux: 2.193879 loss_class_dn: 0.313521 loss_bbox_dn: 0.142815 loss_giou_dn: 0.369938 loss_class_aux_dn: 1.696208 loss_bbox_aux_dn: 0.798594 loss_giou_aux_dn: 2.039306 loss: 14.808407 eta: 2 days, 6:00:54 batch_cost: 0.3501 data_cost: 0.0014 ips: 11.4253 images/s [04/15 01:05:50] ppdet.engine INFO: Epoch: [21] [1600/7329] learning_rate: 0.000100 loss_class: 0.597623 loss_bbox: 0.144014 loss_giou: 0.379840 loss_class_aux: 3.808377 loss_bbox_aux: 0.906009 loss_giou_aux: 2.443161 loss_class_dn: 0.331022 loss_bbox_dn: 0.165991 loss_giou_dn: 0.389053 loss_class_aux_dn: 1.775255 loss_bbox_aux_dn: 0.957293 loss_giou_aux_dn: 2.136939 loss: 14.511176 eta: 2 days, 6:00:17 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3881 images/s [04/15 01:06:30] ppdet.engine INFO: Epoch: [21] [1700/7329] learning_rate: 0.000100 loss_class: 0.623822 loss_bbox: 0.153402 loss_giou: 0.461875 loss_class_aux: 4.016002 loss_bbox_aux: 1.022204 loss_giou_aux: 2.880261 loss_class_dn: 0.365838 loss_bbox_dn: 0.177249 loss_giou_dn: 0.459926 loss_class_aux_dn: 1.962122 loss_bbox_aux_dn: 1.053996 loss_giou_aux_dn: 2.520993 loss: 15.785557 eta: 2 days, 5:59:43 batch_cost: 0.3586 data_cost: 0.0014 ips: 11.1536 images/s [04/15 01:07:10] ppdet.engine INFO: Epoch: [21] [1800/7329] learning_rate: 0.000100 loss_class: 0.631377 loss_bbox: 0.140732 loss_giou: 0.444307 loss_class_aux: 3.981098 loss_bbox_aux: 0.985997 loss_giou_aux: 2.758944 loss_class_dn: 0.343385 loss_bbox_dn: 0.177878 loss_giou_dn: 0.433155 loss_class_aux_dn: 1.884155 loss_bbox_aux_dn: 1.028614 loss_giou_aux_dn: 2.394263 loss: 15.264880 eta: 2 days, 5:59:08 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2930 images/s [04/15 01:07:49] ppdet.engine INFO: Epoch: [21] [1900/7329] learning_rate: 0.000100 loss_class: 0.600518 loss_bbox: 0.135146 loss_giou: 0.404027 loss_class_aux: 3.786400 loss_bbox_aux: 0.951180 loss_giou_aux: 2.560008 loss_class_dn: 0.331196 loss_bbox_dn: 0.154377 loss_giou_dn: 0.397295 loss_class_aux_dn: 1.732160 loss_bbox_aux_dn: 0.918596 loss_giou_aux_dn: 2.160244 loss: 14.617767 eta: 2 days, 5:58:32 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.2985 images/s [04/15 01:08:29] ppdet.engine INFO: Epoch: [21] [2000/7329] learning_rate: 0.000100 loss_class: 0.555787 loss_bbox: 0.118797 loss_giou: 0.371873 loss_class_aux: 3.571740 loss_bbox_aux: 0.801936 loss_giou_aux: 2.331536 loss_class_dn: 0.292965 loss_bbox_dn: 0.134091 loss_giou_dn: 0.347204 loss_class_aux_dn: 1.634306 loss_bbox_aux_dn: 0.801123 loss_giou_aux_dn: 1.938022 loss: 12.978184 eta: 2 days, 5:57:57 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2633 images/s [04/15 01:09:08] ppdet.engine INFO: Epoch: [21] [2100/7329] learning_rate: 0.000100 loss_class: 0.582082 loss_bbox: 0.149162 loss_giou: 0.365248 loss_class_aux: 3.799327 loss_bbox_aux: 0.979646 loss_giou_aux: 2.351608 loss_class_dn: 0.321534 loss_bbox_dn: 0.184954 loss_giou_dn: 0.362132 loss_class_aux_dn: 1.694730 loss_bbox_aux_dn: 1.093690 loss_giou_aux_dn: 2.037593 loss: 14.301844 eta: 2 days, 5:57:21 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2581 images/s [04/15 01:09:48] ppdet.engine INFO: Epoch: [21] [2200/7329] learning_rate: 0.000100 loss_class: 0.634480 loss_bbox: 0.142372 loss_giou: 0.400272 loss_class_aux: 3.993308 loss_bbox_aux: 0.923672 loss_giou_aux: 2.583207 loss_class_dn: 0.367218 loss_bbox_dn: 0.161786 loss_giou_dn: 0.418877 loss_class_aux_dn: 1.959191 loss_bbox_aux_dn: 0.942587 loss_giou_aux_dn: 2.296447 loss: 16.179836 eta: 2 days, 5:56:46 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2167 images/s [04/15 01:10:27] ppdet.engine INFO: Epoch: [21] [2300/7329] learning_rate: 0.000100 loss_class: 0.595289 loss_bbox: 0.140717 loss_giou: 0.351445 loss_class_aux: 3.740349 loss_bbox_aux: 0.924079 loss_giou_aux: 2.289926 loss_class_dn: 0.307255 loss_bbox_dn: 0.149541 loss_giou_dn: 0.367738 loss_class_aux_dn: 1.647831 loss_bbox_aux_dn: 0.877386 loss_giou_aux_dn: 2.026762 loss: 14.432009 eta: 2 days, 5:56:10 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3464 images/s [04/15 01:11:07] ppdet.engine INFO: Epoch: [21] [2400/7329] learning_rate: 0.000100 loss_class: 0.589458 loss_bbox: 0.136491 loss_giou: 0.385712 loss_class_aux: 4.007029 loss_bbox_aux: 0.867449 loss_giou_aux: 2.456880 loss_class_dn: 0.349658 loss_bbox_dn: 0.166677 loss_giou_dn: 0.411047 loss_class_aux_dn: 1.881617 loss_bbox_aux_dn: 1.008980 loss_giou_aux_dn: 2.246085 loss: 15.716384 eta: 2 days, 5:55:35 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2546 images/s [04/15 01:11:46] ppdet.engine INFO: Epoch: [21] [2500/7329] learning_rate: 0.000100 loss_class: 0.598155 loss_bbox: 0.155304 loss_giou: 0.445485 loss_class_aux: 3.869544 loss_bbox_aux: 1.011267 loss_giou_aux: 2.751547 loss_class_dn: 0.345109 loss_bbox_dn: 0.183297 loss_giou_dn: 0.436047 loss_class_aux_dn: 1.837220 loss_bbox_aux_dn: 1.071012 loss_giou_aux_dn: 2.371794 loss: 15.565151 eta: 2 days, 5:54:59 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3104 images/s [04/15 01:12:25] ppdet.engine INFO: Epoch: [21] [2600/7329] learning_rate: 0.000100 loss_class: 0.680215 loss_bbox: 0.146881 loss_giou: 0.403991 loss_class_aux: 4.195663 loss_bbox_aux: 0.984129 loss_giou_aux: 2.637700 loss_class_dn: 0.367785 loss_bbox_dn: 0.164606 loss_giou_dn: 0.445008 loss_class_aux_dn: 1.920951 loss_bbox_aux_dn: 0.948600 loss_giou_aux_dn: 2.447111 loss: 16.029602 eta: 2 days, 5:54:22 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4222 images/s [04/15 01:13:05] ppdet.engine INFO: Epoch: [21] [2700/7329] learning_rate: 0.000100 loss_class: 0.534105 loss_bbox: 0.142669 loss_giou: 0.351245 loss_class_aux: 3.496883 loss_bbox_aux: 0.935509 loss_giou_aux: 2.300186 loss_class_dn: 0.318609 loss_bbox_dn: 0.167141 loss_giou_dn: 0.370272 loss_class_aux_dn: 1.707434 loss_bbox_aux_dn: 0.960707 loss_giou_aux_dn: 2.066884 loss: 14.018394 eta: 2 days, 5:53:47 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2386 images/s [04/15 01:13:44] ppdet.engine INFO: Epoch: [21] [2800/7329] learning_rate: 0.000100 loss_class: 0.600191 loss_bbox: 0.147109 loss_giou: 0.354532 loss_class_aux: 3.916518 loss_bbox_aux: 0.968131 loss_giou_aux: 2.221132 loss_class_dn: 0.345594 loss_bbox_dn: 0.185429 loss_giou_dn: 0.363066 loss_class_aux_dn: 1.880744 loss_bbox_aux_dn: 1.034346 loss_giou_aux_dn: 1.975650 loss: 14.938639 eta: 2 days, 5:53:10 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3786 images/s [04/15 01:14:23] ppdet.engine INFO: Epoch: [21] [2900/7329] learning_rate: 0.000100 loss_class: 0.542465 loss_bbox: 0.145114 loss_giou: 0.410047 loss_class_aux: 3.531744 loss_bbox_aux: 0.940917 loss_giou_aux: 2.646387 loss_class_dn: 0.309763 loss_bbox_dn: 0.171082 loss_giou_dn: 0.429417 loss_class_aux_dn: 1.649716 loss_bbox_aux_dn: 0.984727 loss_giou_aux_dn: 2.394322 loss: 13.918673 eta: 2 days, 5:52:34 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3489 images/s [04/15 01:15:03] ppdet.engine INFO: Epoch: [21] [3000/7329] learning_rate: 0.000100 loss_class: 0.594372 loss_bbox: 0.144231 loss_giou: 0.399366 loss_class_aux: 3.860484 loss_bbox_aux: 0.939943 loss_giou_aux: 2.577813 loss_class_dn: 0.340432 loss_bbox_dn: 0.161290 loss_giou_dn: 0.425475 loss_class_aux_dn: 1.778787 loss_bbox_aux_dn: 0.937927 loss_giou_aux_dn: 2.294071 loss: 14.599369 eta: 2 days, 5:52:00 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2044 images/s [04/15 01:15:42] ppdet.engine INFO: Epoch: [21] [3100/7329] learning_rate: 0.000100 loss_class: 0.570090 loss_bbox: 0.145455 loss_giou: 0.332293 loss_class_aux: 3.663745 loss_bbox_aux: 0.931896 loss_giou_aux: 2.195448 loss_class_dn: 0.307731 loss_bbox_dn: 0.168128 loss_giou_dn: 0.364591 loss_class_aux_dn: 1.697445 loss_bbox_aux_dn: 0.994703 loss_giou_aux_dn: 2.029571 loss: 13.800333 eta: 2 days, 5:51:23 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3640 images/s [04/15 01:16:21] ppdet.engine INFO: Epoch: [21] [3200/7329] learning_rate: 0.000100 loss_class: 0.606955 loss_bbox: 0.158892 loss_giou: 0.440044 loss_class_aux: 3.883286 loss_bbox_aux: 1.004824 loss_giou_aux: 2.884796 loss_class_dn: 0.350899 loss_bbox_dn: 0.167704 loss_giou_dn: 0.472899 loss_class_aux_dn: 1.850222 loss_bbox_aux_dn: 0.991835 loss_giou_aux_dn: 2.616137 loss: 16.396559 eta: 2 days, 5:50:46 batch_cost: 0.3492 data_cost: 0.0014 ips: 11.4551 images/s [04/15 01:17:01] ppdet.engine INFO: Epoch: [21] [3300/7329] learning_rate: 0.000100 loss_class: 0.596065 loss_bbox: 0.151172 loss_giou: 0.375327 loss_class_aux: 3.852342 loss_bbox_aux: 0.997323 loss_giou_aux: 2.385864 loss_class_dn: 0.344867 loss_bbox_dn: 0.182907 loss_giou_dn: 0.382457 loss_class_aux_dn: 1.855262 loss_bbox_aux_dn: 1.058660 loss_giou_aux_dn: 2.147997 loss: 15.346860 eta: 2 days, 5:50:10 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2699 images/s [04/15 01:17:40] ppdet.engine INFO: Epoch: [21] [3400/7329] learning_rate: 0.000100 loss_class: 0.624398 loss_bbox: 0.141952 loss_giou: 0.414944 loss_class_aux: 3.940119 loss_bbox_aux: 0.899642 loss_giou_aux: 2.624429 loss_class_dn: 0.355871 loss_bbox_dn: 0.163497 loss_giou_dn: 0.402665 loss_class_aux_dn: 1.860226 loss_bbox_aux_dn: 0.940293 loss_giou_aux_dn: 2.176698 loss: 15.134817 eta: 2 days, 5:49:36 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1926 images/s [04/15 01:18:20] ppdet.engine INFO: Epoch: [21] [3500/7329] learning_rate: 0.000100 loss_class: 0.608518 loss_bbox: 0.136281 loss_giou: 0.348040 loss_class_aux: 4.109808 loss_bbox_aux: 0.899024 loss_giou_aux: 2.226152 loss_class_dn: 0.337404 loss_bbox_dn: 0.152919 loss_giou_dn: 0.386841 loss_class_aux_dn: 1.906024 loss_bbox_aux_dn: 0.968566 loss_giou_aux_dn: 2.162896 loss: 14.355143 eta: 2 days, 5:49:00 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2666 images/s [04/15 01:18:59] ppdet.engine INFO: Epoch: [21] [3600/7329] learning_rate: 0.000100 loss_class: 0.591777 loss_bbox: 0.158694 loss_giou: 0.334437 loss_class_aux: 3.922638 loss_bbox_aux: 1.036565 loss_giou_aux: 2.257811 loss_class_dn: 0.322303 loss_bbox_dn: 0.173745 loss_giou_dn: 0.381051 loss_class_aux_dn: 1.766846 loss_bbox_aux_dn: 1.017733 loss_giou_aux_dn: 2.081914 loss: 14.396961 eta: 2 days, 5:48:24 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3823 images/s [04/15 01:19:39] ppdet.engine INFO: Epoch: [21] [3700/7329] learning_rate: 0.000100 loss_class: 0.599161 loss_bbox: 0.145111 loss_giou: 0.417576 loss_class_aux: 3.814341 loss_bbox_aux: 0.961364 loss_giou_aux: 2.666939 loss_class_dn: 0.335346 loss_bbox_dn: 0.157178 loss_giou_dn: 0.405563 loss_class_aux_dn: 1.798281 loss_bbox_aux_dn: 0.912236 loss_giou_aux_dn: 2.207508 loss: 14.963976 eta: 2 days, 5:47:48 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2930 images/s [04/15 01:20:18] ppdet.engine INFO: Epoch: [21] [3800/7329] learning_rate: 0.000100 loss_class: 0.610156 loss_bbox: 0.158000 loss_giou: 0.460214 loss_class_aux: 3.999288 loss_bbox_aux: 1.014718 loss_giou_aux: 2.891481 loss_class_dn: 0.348823 loss_bbox_dn: 0.174175 loss_giou_dn: 0.466292 loss_class_aux_dn: 1.866523 loss_bbox_aux_dn: 1.016827 loss_giou_aux_dn: 2.503448 loss: 15.599089 eta: 2 days, 5:47:11 batch_cost: 0.3504 data_cost: 0.0014 ips: 11.4144 images/s [04/15 01:20:57] ppdet.engine INFO: Epoch: [21] [3900/7329] learning_rate: 0.000100 loss_class: 0.528375 loss_bbox: 0.127775 loss_giou: 0.354193 loss_class_aux: 3.354960 loss_bbox_aux: 0.840050 loss_giou_aux: 2.201594 loss_class_dn: 0.291610 loss_bbox_dn: 0.168060 loss_giou_dn: 0.344828 loss_class_aux_dn: 1.587235 loss_bbox_aux_dn: 0.942993 loss_giou_aux_dn: 1.943616 loss: 12.593484 eta: 2 days, 5:46:35 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3267 images/s [04/15 01:21:36] ppdet.engine INFO: Epoch: [21] [4000/7329] learning_rate: 0.000100 loss_class: 0.592421 loss_bbox: 0.134864 loss_giou: 0.368133 loss_class_aux: 3.752583 loss_bbox_aux: 0.851469 loss_giou_aux: 2.371292 loss_class_dn: 0.348504 loss_bbox_dn: 0.165768 loss_giou_dn: 0.382396 loss_class_aux_dn: 1.870827 loss_bbox_aux_dn: 0.907163 loss_giou_aux_dn: 2.026051 loss: 14.007678 eta: 2 days, 5:45:59 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3066 images/s [04/15 01:22:16] ppdet.engine INFO: Epoch: [21] [4100/7329] learning_rate: 0.000100 loss_class: 0.634347 loss_bbox: 0.144596 loss_giou: 0.416412 loss_class_aux: 4.089478 loss_bbox_aux: 0.953315 loss_giou_aux: 2.677219 loss_class_dn: 0.336931 loss_bbox_dn: 0.177668 loss_giou_dn: 0.430755 loss_class_aux_dn: 1.811465 loss_bbox_aux_dn: 1.043350 loss_giou_aux_dn: 2.339575 loss: 15.593822 eta: 2 days, 5:45:24 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2563 images/s [04/15 01:22:56] ppdet.engine INFO: Epoch: [21] [4200/7329] learning_rate: 0.000100 loss_class: 0.668015 loss_bbox: 0.140454 loss_giou: 0.413792 loss_class_aux: 4.353870 loss_bbox_aux: 0.917894 loss_giou_aux: 2.584713 loss_class_dn: 0.359143 loss_bbox_dn: 0.203735 loss_giou_dn: 0.383108 loss_class_aux_dn: 1.966105 loss_bbox_aux_dn: 1.081346 loss_giou_aux_dn: 2.102357 loss: 15.719110 eta: 2 days, 5:44:49 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2302 images/s [04/15 01:23:35] ppdet.engine INFO: Epoch: [21] [4300/7329] learning_rate: 0.000100 loss_class: 0.657001 loss_bbox: 0.148221 loss_giou: 0.384656 loss_class_aux: 4.228734 loss_bbox_aux: 0.966925 loss_giou_aux: 2.446224 loss_class_dn: 0.333722 loss_bbox_dn: 0.178474 loss_giou_dn: 0.413449 loss_class_aux_dn: 1.761545 loss_bbox_aux_dn: 0.989046 loss_giou_aux_dn: 2.264782 loss: 15.916718 eta: 2 days, 5:44:14 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2818 images/s [04/15 01:24:14] ppdet.engine INFO: Epoch: [21] [4400/7329] learning_rate: 0.000100 loss_class: 0.626781 loss_bbox: 0.160705 loss_giou: 0.403551 loss_class_aux: 3.949423 loss_bbox_aux: 1.003623 loss_giou_aux: 2.588576 loss_class_dn: 0.359643 loss_bbox_dn: 0.189490 loss_giou_dn: 0.430998 loss_class_aux_dn: 1.907988 loss_bbox_aux_dn: 1.065593 loss_giou_aux_dn: 2.456861 loss: 15.659966 eta: 2 days, 5:43:37 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3696 images/s [04/15 01:24:54] ppdet.engine INFO: Epoch: [21] [4500/7329] learning_rate: 0.000100 loss_class: 0.542796 loss_bbox: 0.152767 loss_giou: 0.378975 loss_class_aux: 3.487657 loss_bbox_aux: 1.008042 loss_giou_aux: 2.363206 loss_class_dn: 0.311480 loss_bbox_dn: 0.162456 loss_giou_dn: 0.362939 loss_class_aux_dn: 1.693969 loss_bbox_aux_dn: 0.927583 loss_giou_aux_dn: 2.051407 loss: 13.789795 eta: 2 days, 5:43:03 batch_cost: 0.3600 data_cost: 0.0014 ips: 11.1120 images/s [04/15 01:25:34] ppdet.engine INFO: Epoch: [21] [4600/7329] learning_rate: 0.000100 loss_class: 0.546443 loss_bbox: 0.138252 loss_giou: 0.357173 loss_class_aux: 3.703533 loss_bbox_aux: 0.941088 loss_giou_aux: 2.231549 loss_class_dn: 0.314754 loss_bbox_dn: 0.163654 loss_giou_dn: 0.348910 loss_class_aux_dn: 1.711872 loss_bbox_aux_dn: 0.961033 loss_giou_aux_dn: 1.970960 loss: 13.289102 eta: 2 days, 5:42:28 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2820 images/s [04/15 01:26:14] ppdet.engine INFO: Epoch: [21] [4700/7329] learning_rate: 0.000100 loss_class: 0.610264 loss_bbox: 0.149026 loss_giou: 0.390815 loss_class_aux: 3.677922 loss_bbox_aux: 0.978781 loss_giou_aux: 2.461995 loss_class_dn: 0.326994 loss_bbox_dn: 0.173373 loss_giou_dn: 0.406149 loss_class_aux_dn: 1.736314 loss_bbox_aux_dn: 1.020617 loss_giou_aux_dn: 2.305940 loss: 15.211538 eta: 2 days, 5:41:53 batch_cost: 0.3577 data_cost: 0.0015 ips: 11.1833 images/s [04/15 01:26:53] ppdet.engine INFO: Epoch: [21] [4800/7329] learning_rate: 0.000100 loss_class: 0.597879 loss_bbox: 0.138742 loss_giou: 0.366114 loss_class_aux: 3.901740 loss_bbox_aux: 0.914958 loss_giou_aux: 2.349049 loss_class_dn: 0.333206 loss_bbox_dn: 0.158591 loss_giou_dn: 0.403568 loss_class_aux_dn: 1.801967 loss_bbox_aux_dn: 0.945487 loss_giou_aux_dn: 2.217242 loss: 15.205828 eta: 2 days, 5:41:17 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3395 images/s [04/15 01:27:32] ppdet.engine INFO: Epoch: [21] [4900/7329] learning_rate: 0.000100 loss_class: 0.602752 loss_bbox: 0.149657 loss_giou: 0.385004 loss_class_aux: 3.939961 loss_bbox_aux: 0.981863 loss_giou_aux: 2.503330 loss_class_dn: 0.343675 loss_bbox_dn: 0.182901 loss_giou_dn: 0.405889 loss_class_aux_dn: 1.814829 loss_bbox_aux_dn: 1.036046 loss_giou_aux_dn: 2.209546 loss: 15.174864 eta: 2 days, 5:40:40 batch_cost: 0.3503 data_cost: 0.0014 ips: 11.4191 images/s [04/15 01:28:11] ppdet.engine INFO: Epoch: [21] [5000/7329] learning_rate: 0.000100 loss_class: 0.547346 loss_bbox: 0.131796 loss_giou: 0.358596 loss_class_aux: 3.696468 loss_bbox_aux: 0.850704 loss_giou_aux: 2.287506 loss_class_dn: 0.308426 loss_bbox_dn: 0.164132 loss_giou_dn: 0.349755 loss_class_aux_dn: 1.748537 loss_bbox_aux_dn: 0.922978 loss_giou_aux_dn: 1.991514 loss: 13.796911 eta: 2 days, 5:40:05 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2671 images/s [04/15 01:28:51] ppdet.engine INFO: Epoch: [21] [5100/7329] learning_rate: 0.000100 loss_class: 0.620195 loss_bbox: 0.144302 loss_giou: 0.355666 loss_class_aux: 3.976913 loss_bbox_aux: 1.011648 loss_giou_aux: 2.266860 loss_class_dn: 0.311238 loss_bbox_dn: 0.186553 loss_giou_dn: 0.364448 loss_class_aux_dn: 1.723000 loss_bbox_aux_dn: 1.070030 loss_giou_aux_dn: 2.060431 loss: 14.278604 eta: 2 days, 5:39:30 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2542 images/s [04/15 01:29:30] ppdet.engine INFO: Epoch: [21] [5200/7329] learning_rate: 0.000100 loss_class: 0.613681 loss_bbox: 0.129847 loss_giou: 0.461862 loss_class_aux: 3.962051 loss_bbox_aux: 0.870581 loss_giou_aux: 2.900167 loss_class_dn: 0.368698 loss_bbox_dn: 0.158416 loss_giou_dn: 0.454208 loss_class_aux_dn: 1.951849 loss_bbox_aux_dn: 0.933956 loss_giou_aux_dn: 2.478826 loss: 15.450117 eta: 2 days, 5:38:54 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3477 images/s [04/15 01:30:10] ppdet.engine INFO: Epoch: [21] [5300/7329] learning_rate: 0.000100 loss_class: 0.546431 loss_bbox: 0.139081 loss_giou: 0.328935 loss_class_aux: 3.587135 loss_bbox_aux: 0.902849 loss_giou_aux: 2.039968 loss_class_dn: 0.313992 loss_bbox_dn: 0.165175 loss_giou_dn: 0.349292 loss_class_aux_dn: 1.677118 loss_bbox_aux_dn: 0.990549 loss_giou_aux_dn: 2.004856 loss: 14.246043 eta: 2 days, 5:38:17 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3510 images/s [04/15 01:30:48] ppdet.engine INFO: Epoch: [21] [5400/7329] learning_rate: 0.000100 loss_class: 0.608717 loss_bbox: 0.149612 loss_giou: 0.444693 loss_class_aux: 3.979437 loss_bbox_aux: 0.979396 loss_giou_aux: 2.888612 loss_class_dn: 0.344612 loss_bbox_dn: 0.166443 loss_giou_dn: 0.429249 loss_class_aux_dn: 1.850805 loss_bbox_aux_dn: 0.992799 loss_giou_aux_dn: 2.341625 loss: 15.665672 eta: 2 days, 5:37:39 batch_cost: 0.3481 data_cost: 0.0013 ips: 11.4921 images/s [04/15 01:31:28] ppdet.engine INFO: Epoch: [21] [5500/7329] learning_rate: 0.000100 loss_class: 0.573237 loss_bbox: 0.145003 loss_giou: 0.319374 loss_class_aux: 3.665889 loss_bbox_aux: 0.931089 loss_giou_aux: 2.050431 loss_class_dn: 0.301259 loss_bbox_dn: 0.193609 loss_giou_dn: 0.343015 loss_class_aux_dn: 1.686686 loss_bbox_aux_dn: 1.100583 loss_giou_aux_dn: 1.930735 loss: 13.650193 eta: 2 days, 5:37:04 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3130 images/s [04/15 01:32:07] ppdet.engine INFO: Epoch: [21] [5600/7329] learning_rate: 0.000100 loss_class: 0.564394 loss_bbox: 0.144504 loss_giou: 0.377934 loss_class_aux: 3.634693 loss_bbox_aux: 0.967847 loss_giou_aux: 2.412805 loss_class_dn: 0.344736 loss_bbox_dn: 0.169605 loss_giou_dn: 0.393196 loss_class_aux_dn: 1.839111 loss_bbox_aux_dn: 0.980734 loss_giou_aux_dn: 2.249023 loss: 14.761942 eta: 2 days, 5:36:27 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3489 images/s [04/15 01:32:46] ppdet.engine INFO: Epoch: [21] [5700/7329] learning_rate: 0.000100 loss_class: 0.581840 loss_bbox: 0.144501 loss_giou: 0.385990 loss_class_aux: 3.722835 loss_bbox_aux: 0.874430 loss_giou_aux: 2.404479 loss_class_dn: 0.328600 loss_bbox_dn: 0.165616 loss_giou_dn: 0.399142 loss_class_aux_dn: 1.771973 loss_bbox_aux_dn: 0.964132 loss_giou_aux_dn: 2.206262 loss: 14.011265 eta: 2 days, 5:35:51 batch_cost: 0.3512 data_cost: 0.0014 ips: 11.3898 images/s [04/15 01:33:26] ppdet.engine INFO: Epoch: [21] [5800/7329] learning_rate: 0.000100 loss_class: 0.590526 loss_bbox: 0.134028 loss_giou: 0.352587 loss_class_aux: 3.641901 loss_bbox_aux: 0.896917 loss_giou_aux: 2.306233 loss_class_dn: 0.321012 loss_bbox_dn: 0.147251 loss_giou_dn: 0.352285 loss_class_aux_dn: 1.742069 loss_bbox_aux_dn: 0.880513 loss_giou_aux_dn: 1.996151 loss: 14.531075 eta: 2 days, 5:35:14 batch_cost: 0.3523 data_cost: 0.0015 ips: 11.3535 images/s [04/15 01:34:05] ppdet.engine INFO: Epoch: [21] [5900/7329] learning_rate: 0.000100 loss_class: 0.655436 loss_bbox: 0.136285 loss_giou: 0.402667 loss_class_aux: 4.285900 loss_bbox_aux: 0.944137 loss_giou_aux: 2.569165 loss_class_dn: 0.349081 loss_bbox_dn: 0.161197 loss_giou_dn: 0.436818 loss_class_aux_dn: 1.868196 loss_bbox_aux_dn: 0.942169 loss_giou_aux_dn: 2.336751 loss: 15.608056 eta: 2 days, 5:34:40 batch_cost: 0.3590 data_cost: 0.0015 ips: 11.1407 images/s [04/15 01:34:45] ppdet.engine INFO: Epoch: [21] [6000/7329] learning_rate: 0.000100 loss_class: 0.590580 loss_bbox: 0.141486 loss_giou: 0.365283 loss_class_aux: 3.854776 loss_bbox_aux: 0.921963 loss_giou_aux: 2.375389 loss_class_dn: 0.314494 loss_bbox_dn: 0.168075 loss_giou_dn: 0.378377 loss_class_aux_dn: 1.739106 loss_bbox_aux_dn: 0.989938 loss_giou_aux_dn: 2.059885 loss: 14.388431 eta: 2 days, 5:34:04 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3508 images/s [04/15 01:35:25] ppdet.engine INFO: Epoch: [21] [6100/7329] learning_rate: 0.000100 loss_class: 0.667358 loss_bbox: 0.168652 loss_giou: 0.473521 loss_class_aux: 4.144114 loss_bbox_aux: 1.055599 loss_giou_aux: 2.963795 loss_class_dn: 0.362232 loss_bbox_dn: 0.202898 loss_giou_dn: 0.437505 loss_class_aux_dn: 1.932884 loss_bbox_aux_dn: 1.162633 loss_giou_aux_dn: 2.387195 loss: 16.285999 eta: 2 days, 5:33:30 batch_cost: 0.3596 data_cost: 0.0015 ips: 11.1238 images/s [04/15 01:36:04] ppdet.engine INFO: Epoch: [21] [6200/7329] learning_rate: 0.000100 loss_class: 0.727882 loss_bbox: 0.158232 loss_giou: 0.544369 loss_class_aux: 4.592059 loss_bbox_aux: 1.075629 loss_giou_aux: 3.395172 loss_class_dn: 0.394134 loss_bbox_dn: 0.196930 loss_giou_dn: 0.524590 loss_class_aux_dn: 2.131773 loss_bbox_aux_dn: 1.173273 loss_giou_aux_dn: 2.892253 loss: 18.078419 eta: 2 days, 5:32:55 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3111 images/s [04/15 01:36:44] ppdet.engine INFO: Epoch: [21] [6300/7329] learning_rate: 0.000100 loss_class: 0.581650 loss_bbox: 0.136375 loss_giou: 0.385208 loss_class_aux: 3.733735 loss_bbox_aux: 0.877552 loss_giou_aux: 2.550840 loss_class_dn: 0.323134 loss_bbox_dn: 0.162312 loss_giou_dn: 0.399383 loss_class_aux_dn: 1.747333 loss_bbox_aux_dn: 0.948990 loss_giou_aux_dn: 2.231278 loss: 14.422492 eta: 2 days, 5:32:20 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2150 images/s [04/15 01:37:23] ppdet.engine INFO: Epoch: [21] [6400/7329] learning_rate: 0.000100 loss_class: 0.626637 loss_bbox: 0.141906 loss_giou: 0.372397 loss_class_aux: 3.773058 loss_bbox_aux: 0.957756 loss_giou_aux: 2.469941 loss_class_dn: 0.338779 loss_bbox_dn: 0.157260 loss_giou_dn: 0.389164 loss_class_aux_dn: 1.816560 loss_bbox_aux_dn: 0.951577 loss_giou_aux_dn: 2.145879 loss: 15.397238 eta: 2 days, 5:31:44 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3032 images/s [04/15 01:38:02] ppdet.engine INFO: Epoch: [21] [6500/7329] learning_rate: 0.000100 loss_class: 0.569032 loss_bbox: 0.123831 loss_giou: 0.337932 loss_class_aux: 3.807858 loss_bbox_aux: 0.811533 loss_giou_aux: 2.095631 loss_class_dn: 0.313388 loss_bbox_dn: 0.161965 loss_giou_dn: 0.347992 loss_class_aux_dn: 1.702572 loss_bbox_aux_dn: 0.984495 loss_giou_aux_dn: 1.938851 loss: 12.774418 eta: 2 days, 5:31:07 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3766 images/s [04/15 01:38:42] ppdet.engine INFO: Epoch: [21] [6600/7329] learning_rate: 0.000100 loss_class: 0.664502 loss_bbox: 0.146405 loss_giou: 0.444099 loss_class_aux: 4.175153 loss_bbox_aux: 0.969409 loss_giou_aux: 2.780348 loss_class_dn: 0.359702 loss_bbox_dn: 0.169957 loss_giou_dn: 0.458764 loss_class_aux_dn: 1.939810 loss_bbox_aux_dn: 0.951992 loss_giou_aux_dn: 2.525078 loss: 15.791797 eta: 2 days, 5:30:33 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2003 images/s [04/15 01:39:22] ppdet.engine INFO: Epoch: [21] [6700/7329] learning_rate: 0.000100 loss_class: 0.620171 loss_bbox: 0.141672 loss_giou: 0.380941 loss_class_aux: 3.989562 loss_bbox_aux: 0.914680 loss_giou_aux: 2.488026 loss_class_dn: 0.324425 loss_bbox_dn: 0.164049 loss_giou_dn: 0.385414 loss_class_aux_dn: 1.774283 loss_bbox_aux_dn: 0.988049 loss_giou_aux_dn: 2.147090 loss: 14.815453 eta: 2 days, 5:29:58 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2301 images/s [04/15 01:40:01] ppdet.engine INFO: Epoch: [21] [6800/7329] learning_rate: 0.000100 loss_class: 0.599386 loss_bbox: 0.147937 loss_giou: 0.339313 loss_class_aux: 3.887528 loss_bbox_aux: 0.935541 loss_giou_aux: 2.258715 loss_class_dn: 0.325222 loss_bbox_dn: 0.173238 loss_giou_dn: 0.372361 loss_class_aux_dn: 1.734491 loss_bbox_aux_dn: 1.017212 loss_giou_aux_dn: 1.991473 loss: 14.290981 eta: 2 days, 5:29:22 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3313 images/s [04/15 01:40:41] ppdet.engine INFO: Epoch: [21] [6900/7329] learning_rate: 0.000100 loss_class: 0.635061 loss_bbox: 0.132791 loss_giou: 0.403467 loss_class_aux: 4.141928 loss_bbox_aux: 0.867524 loss_giou_aux: 2.595235 loss_class_dn: 0.353580 loss_bbox_dn: 0.150816 loss_giou_dn: 0.416519 loss_class_aux_dn: 1.905785 loss_bbox_aux_dn: 0.895628 loss_giou_aux_dn: 2.251378 loss: 14.722031 eta: 2 days, 5:28:46 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2978 images/s [04/15 01:41:20] ppdet.engine INFO: Epoch: [21] [7000/7329] learning_rate: 0.000100 loss_class: 0.598741 loss_bbox: 0.136444 loss_giou: 0.427867 loss_class_aux: 3.855377 loss_bbox_aux: 0.893216 loss_giou_aux: 2.711887 loss_class_dn: 0.331342 loss_bbox_dn: 0.157473 loss_giou_dn: 0.423846 loss_class_aux_dn: 1.783919 loss_bbox_aux_dn: 0.923983 loss_giou_aux_dn: 2.299141 loss: 14.163830 eta: 2 days, 5:28:09 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4016 images/s [04/15 01:41:59] ppdet.engine INFO: Epoch: [21] [7100/7329] learning_rate: 0.000100 loss_class: 0.678957 loss_bbox: 0.168174 loss_giou: 0.488424 loss_class_aux: 4.207376 loss_bbox_aux: 1.111289 loss_giou_aux: 3.056777 loss_class_dn: 0.379625 loss_bbox_dn: 0.189722 loss_giou_dn: 0.497892 loss_class_aux_dn: 2.006109 loss_bbox_aux_dn: 1.081664 loss_giou_aux_dn: 2.663372 loss: 17.291178 eta: 2 days, 5:27:33 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3438 images/s [04/15 01:42:38] ppdet.engine INFO: Epoch: [21] [7200/7329] learning_rate: 0.000100 loss_class: 0.582491 loss_bbox: 0.141984 loss_giou: 0.355347 loss_class_aux: 3.836187 loss_bbox_aux: 0.878410 loss_giou_aux: 2.344227 loss_class_dn: 0.331337 loss_bbox_dn: 0.158667 loss_giou_dn: 0.378891 loss_class_aux_dn: 1.805317 loss_bbox_aux_dn: 0.909853 loss_giou_aux_dn: 2.082712 loss: 14.313379 eta: 2 days, 5:26:58 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2877 images/s [04/15 01:43:18] ppdet.engine INFO: Epoch: [21] [7300/7329] learning_rate: 0.000100 loss_class: 0.593755 loss_bbox: 0.140002 loss_giou: 0.332244 loss_class_aux: 3.804640 loss_bbox_aux: 0.937123 loss_giou_aux: 2.111063 loss_class_dn: 0.309083 loss_bbox_dn: 0.167082 loss_giou_dn: 0.338516 loss_class_aux_dn: 1.701981 loss_bbox_aux_dn: 0.939832 loss_giou_aux_dn: 1.898331 loss: 13.218861 eta: 2 days, 5:26:22 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2813 images/s [04/15 01:43:31] ppdet.engine INFO: Eval iter: 0 [04/15 01:43:43] ppdet.engine INFO: Eval iter: 100 [04/15 01:43:55] ppdet.engine INFO: Eval iter: 200 [04/15 01:44:08] ppdet.engine INFO: Eval iter: 300 [04/15 01:44:20] ppdet.engine INFO: Eval iter: 400 [04/15 01:44:32] ppdet.engine INFO: Eval iter: 500 [04/15 01:44:44] ppdet.engine INFO: Eval iter: 600 [04/15 01:45:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 01:45:07] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.04s). Accumulating evaluation results... DONE (t=16.36s). 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 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 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 ] = 0.714 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 ] = 0.652 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 ] = 0.521 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 [04/15 01:46:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.67780227473065 [04/15 01:46:52] ppdet.engine INFO: Best test bbox ap is 0.529. [04/15 01:46:54] ppdet.engine INFO: Epoch: [22] [ 0/7329] learning_rate: 0.000100 loss_class: 0.601602 loss_bbox: 0.142781 loss_giou: 0.376399 loss_class_aux: 3.897115 loss_bbox_aux: 0.953397 loss_giou_aux: 2.342217 loss_class_dn: 0.317210 loss_bbox_dn: 0.173538 loss_giou_dn: 0.355525 loss_class_aux_dn: 1.723421 loss_bbox_aux_dn: 0.994773 loss_giou_aux_dn: 1.997846 loss: 14.131863 eta: 2 days, 5:26:11 batch_cost: 0.3501 data_cost: 0.0014 ips: 11.4249 images/s [04/15 01:47:33] ppdet.engine INFO: Epoch: [22] [ 100/7329] learning_rate: 0.000100 loss_class: 0.631733 loss_bbox: 0.136128 loss_giou: 0.444833 loss_class_aux: 3.976997 loss_bbox_aux: 0.907971 loss_giou_aux: 2.756907 loss_class_dn: 0.357130 loss_bbox_dn: 0.163658 loss_giou_dn: 0.419505 loss_class_aux_dn: 1.973525 loss_bbox_aux_dn: 0.949464 loss_giou_aux_dn: 2.366976 loss: 15.978757 eta: 2 days, 5:25:35 batch_cost: 0.3530 data_cost: 0.0010 ips: 11.3322 images/s [04/15 01:48:12] ppdet.engine INFO: Epoch: [22] [ 200/7329] learning_rate: 0.000100 loss_class: 0.675255 loss_bbox: 0.156015 loss_giou: 0.573174 loss_class_aux: 4.297685 loss_bbox_aux: 0.965585 loss_giou_aux: 3.498476 loss_class_dn: 0.397556 loss_bbox_dn: 0.171388 loss_giou_dn: 0.552426 loss_class_aux_dn: 2.155596 loss_bbox_aux_dn: 0.996796 loss_giou_aux_dn: 2.955013 loss: 17.454662 eta: 2 days, 5:24:59 batch_cost: 0.3532 data_cost: 0.0015 ips: 11.3245 images/s [04/15 01:48:52] ppdet.engine INFO: Epoch: [22] [ 300/7329] learning_rate: 0.000100 loss_class: 0.578414 loss_bbox: 0.141820 loss_giou: 0.377694 loss_class_aux: 3.638188 loss_bbox_aux: 0.938857 loss_giou_aux: 2.448643 loss_class_dn: 0.365638 loss_bbox_dn: 0.180530 loss_giou_dn: 0.409424 loss_class_aux_dn: 1.930964 loss_bbox_aux_dn: 1.006279 loss_giou_aux_dn: 2.244694 loss: 14.646839 eta: 2 days, 5:24:23 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3215 images/s [04/15 01:49:31] ppdet.engine INFO: Epoch: [22] [ 400/7329] learning_rate: 0.000100 loss_class: 0.592169 loss_bbox: 0.143546 loss_giou: 0.474671 loss_class_aux: 3.676498 loss_bbox_aux: 0.934358 loss_giou_aux: 3.017745 loss_class_dn: 0.350992 loss_bbox_dn: 0.158212 loss_giou_dn: 0.452476 loss_class_aux_dn: 1.846359 loss_bbox_aux_dn: 0.952434 loss_giou_aux_dn: 2.466931 loss: 15.773875 eta: 2 days, 5:23:46 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3483 images/s [04/15 01:50:11] ppdet.engine INFO: Epoch: [22] [ 500/7329] learning_rate: 0.000100 loss_class: 0.578647 loss_bbox: 0.132794 loss_giou: 0.348515 loss_class_aux: 3.703610 loss_bbox_aux: 0.831948 loss_giou_aux: 2.211211 loss_class_dn: 0.322603 loss_bbox_dn: 0.152979 loss_giou_dn: 0.350171 loss_class_aux_dn: 1.739763 loss_bbox_aux_dn: 0.874803 loss_giou_aux_dn: 2.049744 loss: 13.763350 eta: 2 days, 5:23:11 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2961 images/s [04/15 01:50:50] ppdet.engine INFO: Epoch: [22] [ 600/7329] learning_rate: 0.000100 loss_class: 0.595695 loss_bbox: 0.145993 loss_giou: 0.397441 loss_class_aux: 4.005633 loss_bbox_aux: 0.945819 loss_giou_aux: 2.546342 loss_class_dn: 0.343234 loss_bbox_dn: 0.170342 loss_giou_dn: 0.391511 loss_class_aux_dn: 1.846702 loss_bbox_aux_dn: 0.994816 loss_giou_aux_dn: 2.268186 loss: 14.888018 eta: 2 days, 5:22:35 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2718 images/s [04/15 01:51:29] ppdet.engine INFO: Epoch: [22] [ 700/7329] learning_rate: 0.000100 loss_class: 0.580567 loss_bbox: 0.125227 loss_giou: 0.403303 loss_class_aux: 3.773244 loss_bbox_aux: 0.865499 loss_giou_aux: 2.576680 loss_class_dn: 0.334581 loss_bbox_dn: 0.158505 loss_giou_dn: 0.402517 loss_class_aux_dn: 1.813561 loss_bbox_aux_dn: 0.893017 loss_giou_aux_dn: 2.221276 loss: 14.498004 eta: 2 days, 5:21:59 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3182 images/s [04/15 01:52:09] ppdet.engine INFO: Epoch: [22] [ 800/7329] learning_rate: 0.000100 loss_class: 0.647980 loss_bbox: 0.155467 loss_giou: 0.478859 loss_class_aux: 4.185243 loss_bbox_aux: 1.019544 loss_giou_aux: 2.935090 loss_class_dn: 0.364198 loss_bbox_dn: 0.181244 loss_giou_dn: 0.456330 loss_class_aux_dn: 1.946723 loss_bbox_aux_dn: 1.057766 loss_giou_aux_dn: 2.463451 loss: 16.111769 eta: 2 days, 5:21:25 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2216 images/s [04/15 01:52:48] ppdet.engine INFO: Epoch: [22] [ 900/7329] learning_rate: 0.000100 loss_class: 0.588412 loss_bbox: 0.150034 loss_giou: 0.401532 loss_class_aux: 3.777264 loss_bbox_aux: 1.006048 loss_giou_aux: 2.409917 loss_class_dn: 0.319605 loss_bbox_dn: 0.194271 loss_giou_dn: 0.396459 loss_class_aux_dn: 1.712467 loss_bbox_aux_dn: 1.187653 loss_giou_aux_dn: 2.155747 loss: 14.810358 eta: 2 days, 5:20:48 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3818 images/s [04/15 01:53:28] ppdet.engine INFO: Epoch: [22] [1000/7329] learning_rate: 0.000100 loss_class: 0.505314 loss_bbox: 0.127274 loss_giou: 0.292391 loss_class_aux: 3.429223 loss_bbox_aux: 0.789261 loss_giou_aux: 1.860948 loss_class_dn: 0.284869 loss_bbox_dn: 0.151590 loss_giou_dn: 0.294171 loss_class_aux_dn: 1.544698 loss_bbox_aux_dn: 0.897997 loss_giou_aux_dn: 1.632579 loss: 12.791378 eta: 2 days, 5:20:12 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3315 images/s [04/15 01:54:07] ppdet.engine INFO: Epoch: [22] [1100/7329] learning_rate: 0.000100 loss_class: 0.570247 loss_bbox: 0.126942 loss_giou: 0.305190 loss_class_aux: 3.738768 loss_bbox_aux: 0.834262 loss_giou_aux: 2.055647 loss_class_dn: 0.322984 loss_bbox_dn: 0.166681 loss_giou_dn: 0.359760 loss_class_aux_dn: 1.709815 loss_bbox_aux_dn: 0.992754 loss_giou_aux_dn: 2.003282 loss: 14.232698 eta: 2 days, 5:19:37 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2653 images/s [04/15 01:54:46] ppdet.engine INFO: Epoch: [22] [1200/7329] learning_rate: 0.000100 loss_class: 0.564130 loss_bbox: 0.148764 loss_giou: 0.408975 loss_class_aux: 3.717494 loss_bbox_aux: 0.958332 loss_giou_aux: 2.560816 loss_class_dn: 0.324307 loss_bbox_dn: 0.179553 loss_giou_dn: 0.395797 loss_class_aux_dn: 1.684373 loss_bbox_aux_dn: 1.025139 loss_giou_aux_dn: 2.136447 loss: 14.338401 eta: 2 days, 5:19:00 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3840 images/s [04/15 01:55:26] ppdet.engine INFO: Epoch: [22] [1300/7329] learning_rate: 0.000100 loss_class: 0.631862 loss_bbox: 0.152907 loss_giou: 0.430630 loss_class_aux: 4.115635 loss_bbox_aux: 0.983781 loss_giou_aux: 2.681309 loss_class_dn: 0.366208 loss_bbox_dn: 0.156084 loss_giou_dn: 0.427628 loss_class_aux_dn: 1.910283 loss_bbox_aux_dn: 0.940207 loss_giou_aux_dn: 2.387819 loss: 15.928301 eta: 2 days, 5:18:24 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3226 images/s [04/15 01:56:05] ppdet.engine INFO: Epoch: [22] [1400/7329] learning_rate: 0.000100 loss_class: 0.636176 loss_bbox: 0.135996 loss_giou: 0.485849 loss_class_aux: 4.123619 loss_bbox_aux: 0.893247 loss_giou_aux: 3.005942 loss_class_dn: 0.367924 loss_bbox_dn: 0.166633 loss_giou_dn: 0.486529 loss_class_aux_dn: 1.935225 loss_bbox_aux_dn: 0.938784 loss_giou_aux_dn: 2.711288 loss: 16.169933 eta: 2 days, 5:17:49 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2447 images/s [04/15 01:56:45] ppdet.engine INFO: Epoch: [22] [1500/7329] learning_rate: 0.000100 loss_class: 0.616946 loss_bbox: 0.133468 loss_giou: 0.420414 loss_class_aux: 4.034582 loss_bbox_aux: 0.879033 loss_giou_aux: 2.651849 loss_class_dn: 0.360859 loss_bbox_dn: 0.158763 loss_giou_dn: 0.398328 loss_class_aux_dn: 1.923123 loss_bbox_aux_dn: 0.968513 loss_giou_aux_dn: 2.156522 loss: 14.992098 eta: 2 days, 5:17:13 batch_cost: 0.3538 data_cost: 0.0015 ips: 11.3057 images/s [04/15 01:57:24] ppdet.engine INFO: Epoch: [22] [1600/7329] learning_rate: 0.000100 loss_class: 0.571357 loss_bbox: 0.132875 loss_giou: 0.415809 loss_class_aux: 3.721348 loss_bbox_aux: 0.868162 loss_giou_aux: 2.611477 loss_class_dn: 0.339091 loss_bbox_dn: 0.149663 loss_giou_dn: 0.414600 loss_class_aux_dn: 1.795238 loss_bbox_aux_dn: 0.889300 loss_giou_aux_dn: 2.307195 loss: 15.229298 eta: 2 days, 5:16:37 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3659 images/s [04/15 01:58:03] ppdet.engine INFO: Epoch: [22] [1700/7329] learning_rate: 0.000100 loss_class: 0.648021 loss_bbox: 0.138466 loss_giou: 0.511102 loss_class_aux: 4.065671 loss_bbox_aux: 0.925562 loss_giou_aux: 3.241457 loss_class_dn: 0.399697 loss_bbox_dn: 0.152625 loss_giou_dn: 0.507941 loss_class_aux_dn: 2.085340 loss_bbox_aux_dn: 0.902822 loss_giou_aux_dn: 2.721235 loss: 17.005966 eta: 2 days, 5:16:02 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2560 images/s [04/15 01:58:42] ppdet.engine INFO: Epoch: [22] [1800/7329] learning_rate: 0.000100 loss_class: 0.660122 loss_bbox: 0.155436 loss_giou: 0.470908 loss_class_aux: 4.000160 loss_bbox_aux: 0.968977 loss_giou_aux: 2.956900 loss_class_dn: 0.374207 loss_bbox_dn: 0.177752 loss_giou_dn: 0.478167 loss_class_aux_dn: 1.961874 loss_bbox_aux_dn: 1.037881 loss_giou_aux_dn: 2.612256 loss: 16.386917 eta: 2 days, 5:15:25 batch_cost: 0.3510 data_cost: 0.0014 ips: 11.3946 images/s [04/15 01:59:22] ppdet.engine INFO: Epoch: [22] [1900/7329] learning_rate: 0.000100 loss_class: 0.573971 loss_bbox: 0.143474 loss_giou: 0.384645 loss_class_aux: 3.917107 loss_bbox_aux: 0.890713 loss_giou_aux: 2.337555 loss_class_dn: 0.337968 loss_bbox_dn: 0.162180 loss_giou_dn: 0.391926 loss_class_aux_dn: 1.842286 loss_bbox_aux_dn: 0.947875 loss_giou_aux_dn: 2.208006 loss: 15.403483 eta: 2 days, 5:14:49 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3406 images/s [04/15 02:00:01] ppdet.engine INFO: Epoch: [22] [2000/7329] learning_rate: 0.000100 loss_class: 0.581694 loss_bbox: 0.146786 loss_giou: 0.521607 loss_class_aux: 3.765225 loss_bbox_aux: 0.965407 loss_giou_aux: 3.179309 loss_class_dn: 0.334025 loss_bbox_dn: 0.165334 loss_giou_dn: 0.489886 loss_class_aux_dn: 1.810832 loss_bbox_aux_dn: 0.974512 loss_giou_aux_dn: 2.683415 loss: 15.800625 eta: 2 days, 5:14:13 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3125 images/s [04/15 02:00:41] ppdet.engine INFO: Epoch: [22] [2100/7329] learning_rate: 0.000100 loss_class: 0.622151 loss_bbox: 0.148736 loss_giou: 0.434679 loss_class_aux: 4.014301 loss_bbox_aux: 0.978424 loss_giou_aux: 2.743547 loss_class_dn: 0.321356 loss_bbox_dn: 0.176564 loss_giou_dn: 0.412795 loss_class_aux_dn: 1.758299 loss_bbox_aux_dn: 0.989953 loss_giou_aux_dn: 2.255507 loss: 14.695850 eta: 2 days, 5:13:38 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2688 images/s [04/15 02:01:20] ppdet.engine INFO: Epoch: [22] [2200/7329] learning_rate: 0.000100 loss_class: 0.598734 loss_bbox: 0.127284 loss_giou: 0.395550 loss_class_aux: 3.810826 loss_bbox_aux: 0.859445 loss_giou_aux: 2.489105 loss_class_dn: 0.316859 loss_bbox_dn: 0.132000 loss_giou_dn: 0.365096 loss_class_aux_dn: 1.674314 loss_bbox_aux_dn: 0.830673 loss_giou_aux_dn: 2.091986 loss: 14.242128 eta: 2 days, 5:13:01 batch_cost: 0.3511 data_cost: 0.0014 ips: 11.3939 images/s [04/15 02:01:59] ppdet.engine INFO: Epoch: [22] [2300/7329] learning_rate: 0.000100 loss_class: 0.631856 loss_bbox: 0.156142 loss_giou: 0.435314 loss_class_aux: 4.160202 loss_bbox_aux: 1.043863 loss_giou_aux: 2.827571 loss_class_dn: 0.351531 loss_bbox_dn: 0.179478 loss_giou_dn: 0.423768 loss_class_aux_dn: 1.917121 loss_bbox_aux_dn: 1.036567 loss_giou_aux_dn: 2.314034 loss: 15.621800 eta: 2 days, 5:12:26 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2501 images/s [04/15 02:02:38] ppdet.engine INFO: Epoch: [22] [2400/7329] learning_rate: 0.000100 loss_class: 0.593247 loss_bbox: 0.144202 loss_giou: 0.391501 loss_class_aux: 3.802342 loss_bbox_aux: 0.976413 loss_giou_aux: 2.389362 loss_class_dn: 0.324550 loss_bbox_dn: 0.174746 loss_giou_dn: 0.397646 loss_class_aux_dn: 1.766169 loss_bbox_aux_dn: 1.018963 loss_giou_aux_dn: 2.152744 loss: 14.671078 eta: 2 days, 5:11:49 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3742 images/s [04/15 02:03:18] ppdet.engine INFO: Epoch: [22] [2500/7329] learning_rate: 0.000100 loss_class: 0.596733 loss_bbox: 0.119052 loss_giou: 0.326004 loss_class_aux: 3.773478 loss_bbox_aux: 0.788576 loss_giou_aux: 2.077147 loss_class_dn: 0.319679 loss_bbox_dn: 0.139778 loss_giou_dn: 0.344656 loss_class_aux_dn: 1.719986 loss_bbox_aux_dn: 0.816875 loss_giou_aux_dn: 1.955793 loss: 13.905087 eta: 2 days, 5:11:14 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2440 images/s [04/15 02:03:57] ppdet.engine INFO: Epoch: [22] [2600/7329] learning_rate: 0.000100 loss_class: 0.596699 loss_bbox: 0.153549 loss_giou: 0.381503 loss_class_aux: 3.890996 loss_bbox_aux: 0.950825 loss_giou_aux: 2.411302 loss_class_dn: 0.324070 loss_bbox_dn: 0.169847 loss_giou_dn: 0.393983 loss_class_aux_dn: 1.706871 loss_bbox_aux_dn: 0.995412 loss_giou_aux_dn: 2.152835 loss: 13.687812 eta: 2 days, 5:10:37 batch_cost: 0.3498 data_cost: 0.0014 ips: 11.4343 images/s [04/15 02:04:37] ppdet.engine INFO: Epoch: [22] [2700/7329] learning_rate: 0.000100 loss_class: 0.608347 loss_bbox: 0.138716 loss_giou: 0.429013 loss_class_aux: 4.041876 loss_bbox_aux: 0.979536 loss_giou_aux: 2.819070 loss_class_dn: 0.338825 loss_bbox_dn: 0.153292 loss_giou_dn: 0.432581 loss_class_aux_dn: 1.811316 loss_bbox_aux_dn: 0.921900 loss_giou_aux_dn: 2.387039 loss: 15.727116 eta: 2 days, 5:10:02 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2405 images/s [04/15 02:05:16] ppdet.engine INFO: Epoch: [22] [2800/7329] learning_rate: 0.000100 loss_class: 0.652251 loss_bbox: 0.150119 loss_giou: 0.440716 loss_class_aux: 4.174173 loss_bbox_aux: 1.004103 loss_giou_aux: 2.802902 loss_class_dn: 0.367364 loss_bbox_dn: 0.157981 loss_giou_dn: 0.479826 loss_class_aux_dn: 1.977317 loss_bbox_aux_dn: 0.907836 loss_giou_aux_dn: 2.607696 loss: 16.614643 eta: 2 days, 5:09:27 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2486 images/s [04/15 02:05:55] ppdet.engine INFO: Epoch: [22] [2900/7329] learning_rate: 0.000100 loss_class: 0.650069 loss_bbox: 0.148515 loss_giou: 0.428981 loss_class_aux: 4.154922 loss_bbox_aux: 0.950964 loss_giou_aux: 2.824008 loss_class_dn: 0.372376 loss_bbox_dn: 0.181970 loss_giou_dn: 0.480055 loss_class_aux_dn: 2.016367 loss_bbox_aux_dn: 1.020690 loss_giou_aux_dn: 2.635361 loss: 16.046711 eta: 2 days, 5:08:51 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3548 images/s [04/15 02:06:35] ppdet.engine INFO: Epoch: [22] [3000/7329] learning_rate: 0.000100 loss_class: 0.557689 loss_bbox: 0.144776 loss_giou: 0.399798 loss_class_aux: 3.596730 loss_bbox_aux: 0.919870 loss_giou_aux: 2.485147 loss_class_dn: 0.328460 loss_bbox_dn: 0.156719 loss_giou_dn: 0.378723 loss_class_aux_dn: 1.744439 loss_bbox_aux_dn: 0.922088 loss_giou_aux_dn: 2.120721 loss: 14.615026 eta: 2 days, 5:08:14 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3433 images/s [04/15 02:07:14] ppdet.engine INFO: Epoch: [22] [3100/7329] learning_rate: 0.000100 loss_class: 0.547054 loss_bbox: 0.135182 loss_giou: 0.383310 loss_class_aux: 3.527521 loss_bbox_aux: 0.914334 loss_giou_aux: 2.409928 loss_class_dn: 0.320013 loss_bbox_dn: 0.151672 loss_giou_dn: 0.387022 loss_class_aux_dn: 1.693493 loss_bbox_aux_dn: 0.885773 loss_giou_aux_dn: 2.197129 loss: 13.980557 eta: 2 days, 5:07:39 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2715 images/s [04/15 02:07:54] ppdet.engine INFO: Epoch: [22] [3200/7329] learning_rate: 0.000100 loss_class: 0.577128 loss_bbox: 0.152196 loss_giou: 0.407311 loss_class_aux: 3.711021 loss_bbox_aux: 1.049209 loss_giou_aux: 2.549701 loss_class_dn: 0.332944 loss_bbox_dn: 0.184926 loss_giou_dn: 0.370019 loss_class_aux_dn: 1.798426 loss_bbox_aux_dn: 1.054693 loss_giou_aux_dn: 2.094342 loss: 14.640752 eta: 2 days, 5:07:04 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2523 images/s [04/15 02:08:33] ppdet.engine INFO: Epoch: [22] [3300/7329] learning_rate: 0.000100 loss_class: 0.630245 loss_bbox: 0.151058 loss_giou: 0.378814 loss_class_aux: 4.087084 loss_bbox_aux: 0.992661 loss_giou_aux: 2.457000 loss_class_dn: 0.324366 loss_bbox_dn: 0.180233 loss_giou_dn: 0.413792 loss_class_aux_dn: 1.750819 loss_bbox_aux_dn: 1.037638 loss_giou_aux_dn: 2.251819 loss: 14.854620 eta: 2 days, 5:06:28 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2676 images/s [04/15 02:09:13] ppdet.engine INFO: Epoch: [22] [3400/7329] learning_rate: 0.000100 loss_class: 0.576297 loss_bbox: 0.153589 loss_giou: 0.388230 loss_class_aux: 3.711184 loss_bbox_aux: 0.930890 loss_giou_aux: 2.460709 loss_class_dn: 0.334730 loss_bbox_dn: 0.171423 loss_giou_dn: 0.399146 loss_class_aux_dn: 1.773539 loss_bbox_aux_dn: 0.946581 loss_giou_aux_dn: 2.208412 loss: 14.386491 eta: 2 days, 5:05:52 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3367 images/s [04/15 02:09:52] ppdet.engine INFO: Epoch: [22] [3500/7329] learning_rate: 0.000100 loss_class: 0.604908 loss_bbox: 0.133079 loss_giou: 0.389257 loss_class_aux: 3.979055 loss_bbox_aux: 0.878010 loss_giou_aux: 2.488332 loss_class_dn: 0.331691 loss_bbox_dn: 0.156412 loss_giou_dn: 0.392159 loss_class_aux_dn: 1.731824 loss_bbox_aux_dn: 0.934796 loss_giou_aux_dn: 2.173920 loss: 14.462536 eta: 2 days, 5:05:17 batch_cost: 0.3562 data_cost: 0.0015 ips: 11.2310 images/s [04/15 02:10:32] ppdet.engine INFO: Epoch: [22] [3600/7329] learning_rate: 0.000100 loss_class: 0.583717 loss_bbox: 0.136786 loss_giou: 0.373610 loss_class_aux: 3.783723 loss_bbox_aux: 0.956734 loss_giou_aux: 2.451553 loss_class_dn: 0.321332 loss_bbox_dn: 0.176769 loss_giou_dn: 0.386072 loss_class_aux_dn: 1.719733 loss_bbox_aux_dn: 0.996586 loss_giou_aux_dn: 2.112068 loss: 14.264167 eta: 2 days, 5:04:44 batch_cost: 0.3601 data_cost: 0.0014 ips: 11.1067 images/s [04/15 02:11:12] ppdet.engine INFO: Epoch: [22] [3700/7329] learning_rate: 0.000100 loss_class: 0.604188 loss_bbox: 0.144329 loss_giou: 0.428347 loss_class_aux: 3.930143 loss_bbox_aux: 0.996822 loss_giou_aux: 2.739385 loss_class_dn: 0.340757 loss_bbox_dn: 0.172681 loss_giou_dn: 0.418990 loss_class_aux_dn: 1.810258 loss_bbox_aux_dn: 1.037568 loss_giou_aux_dn: 2.288281 loss: 15.534422 eta: 2 days, 5:04:08 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2891 images/s [04/15 02:11:51] ppdet.engine INFO: Epoch: [22] [3800/7329] learning_rate: 0.000100 loss_class: 0.627978 loss_bbox: 0.137291 loss_giou: 0.379141 loss_class_aux: 3.967011 loss_bbox_aux: 0.939174 loss_giou_aux: 2.451876 loss_class_dn: 0.325912 loss_bbox_dn: 0.183995 loss_giou_dn: 0.368851 loss_class_aux_dn: 1.812706 loss_bbox_aux_dn: 1.088364 loss_giou_aux_dn: 2.083339 loss: 14.667273 eta: 2 days, 5:03:32 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3611 images/s [04/15 02:12:30] ppdet.engine INFO: Epoch: [22] [3900/7329] learning_rate: 0.000100 loss_class: 0.609708 loss_bbox: 0.144425 loss_giou: 0.366101 loss_class_aux: 3.836473 loss_bbox_aux: 0.890934 loss_giou_aux: 2.326458 loss_class_dn: 0.346516 loss_bbox_dn: 0.177315 loss_giou_dn: 0.390837 loss_class_aux_dn: 1.884603 loss_bbox_aux_dn: 1.032563 loss_giou_aux_dn: 2.192069 loss: 15.254981 eta: 2 days, 5:02:56 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2704 images/s [04/15 02:13:10] ppdet.engine INFO: Epoch: [22] [4000/7329] learning_rate: 0.000100 loss_class: 0.524281 loss_bbox: 0.141653 loss_giou: 0.330085 loss_class_aux: 3.358691 loss_bbox_aux: 0.902420 loss_giou_aux: 2.056537 loss_class_dn: 0.314388 loss_bbox_dn: 0.161018 loss_giou_dn: 0.315138 loss_class_aux_dn: 1.711161 loss_bbox_aux_dn: 0.975700 loss_giou_aux_dn: 1.795117 loss: 13.141937 eta: 2 days, 5:02:20 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3431 images/s [04/15 02:13:49] ppdet.engine INFO: Epoch: [22] [4100/7329] learning_rate: 0.000100 loss_class: 0.604311 loss_bbox: 0.158055 loss_giou: 0.386250 loss_class_aux: 3.955777 loss_bbox_aux: 0.986228 loss_giou_aux: 2.463038 loss_class_dn: 0.331510 loss_bbox_dn: 0.182371 loss_giou_dn: 0.398440 loss_class_aux_dn: 1.756299 loss_bbox_aux_dn: 1.040836 loss_giou_aux_dn: 2.179717 loss: 15.548746 eta: 2 days, 5:01:43 batch_cost: 0.3478 data_cost: 0.0013 ips: 11.5001 images/s [04/15 02:14:28] ppdet.engine INFO: Epoch: [22] [4200/7329] learning_rate: 0.000100 loss_class: 0.582179 loss_bbox: 0.127949 loss_giou: 0.384327 loss_class_aux: 3.902272 loss_bbox_aux: 0.837758 loss_giou_aux: 2.513603 loss_class_dn: 0.360413 loss_bbox_dn: 0.173921 loss_giou_dn: 0.363329 loss_class_aux_dn: 1.922192 loss_bbox_aux_dn: 1.043055 loss_giou_aux_dn: 2.081152 loss: 15.275143 eta: 2 days, 5:01:07 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2515 images/s [04/15 02:15:08] ppdet.engine INFO: Epoch: [22] [4300/7329] learning_rate: 0.000100 loss_class: 0.621172 loss_bbox: 0.132425 loss_giou: 0.445732 loss_class_aux: 4.026505 loss_bbox_aux: 1.004696 loss_giou_aux: 2.769273 loss_class_dn: 0.350349 loss_bbox_dn: 0.168851 loss_giou_dn: 0.436636 loss_class_aux_dn: 1.839239 loss_bbox_aux_dn: 0.982224 loss_giou_aux_dn: 2.360741 loss: 15.190470 eta: 2 days, 5:00:33 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2132 images/s [04/15 02:15:47] ppdet.engine INFO: Epoch: [22] [4400/7329] learning_rate: 0.000100 loss_class: 0.579385 loss_bbox: 0.140341 loss_giou: 0.364876 loss_class_aux: 3.737046 loss_bbox_aux: 0.892183 loss_giou_aux: 2.354058 loss_class_dn: 0.296995 loss_bbox_dn: 0.157510 loss_giou_dn: 0.362807 loss_class_aux_dn: 1.589116 loss_bbox_aux_dn: 0.922675 loss_giou_aux_dn: 2.030422 loss: 13.778790 eta: 2 days, 4:59:57 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2491 images/s [04/15 02:16:27] ppdet.engine INFO: Epoch: [22] [4500/7329] learning_rate: 0.000100 loss_class: 0.534009 loss_bbox: 0.125689 loss_giou: 0.368548 loss_class_aux: 3.514865 loss_bbox_aux: 0.821832 loss_giou_aux: 2.387396 loss_class_dn: 0.301291 loss_bbox_dn: 0.160126 loss_giou_dn: 0.363604 loss_class_aux_dn: 1.616631 loss_bbox_aux_dn: 0.935642 loss_giou_aux_dn: 2.046423 loss: 13.559875 eta: 2 days, 4:59:23 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1806 images/s [04/15 02:17:06] ppdet.engine INFO: Epoch: [22] [4600/7329] learning_rate: 0.000100 loss_class: 0.581510 loss_bbox: 0.163805 loss_giou: 0.389364 loss_class_aux: 3.824161 loss_bbox_aux: 0.996015 loss_giou_aux: 2.503499 loss_class_dn: 0.345957 loss_bbox_dn: 0.170607 loss_giou_dn: 0.403326 loss_class_aux_dn: 1.808643 loss_bbox_aux_dn: 1.013472 loss_giou_aux_dn: 2.225611 loss: 15.657356 eta: 2 days, 4:58:47 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3392 images/s [04/15 02:17:46] ppdet.engine INFO: Epoch: [22] [4700/7329] learning_rate: 0.000100 loss_class: 0.592080 loss_bbox: 0.142991 loss_giou: 0.376820 loss_class_aux: 3.836493 loss_bbox_aux: 0.908894 loss_giou_aux: 2.440135 loss_class_dn: 0.333470 loss_bbox_dn: 0.163551 loss_giou_dn: 0.410337 loss_class_aux_dn: 1.814760 loss_bbox_aux_dn: 0.945852 loss_giou_aux_dn: 2.212886 loss: 14.972057 eta: 2 days, 4:58:12 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2547 images/s [04/15 02:18:26] ppdet.engine INFO: Epoch: [22] [4800/7329] learning_rate: 0.000100 loss_class: 0.619472 loss_bbox: 0.148594 loss_giou: 0.453475 loss_class_aux: 3.986387 loss_bbox_aux: 0.954621 loss_giou_aux: 2.876958 loss_class_dn: 0.365400 loss_bbox_dn: 0.174530 loss_giou_dn: 0.453038 loss_class_aux_dn: 1.947558 loss_bbox_aux_dn: 1.033474 loss_giou_aux_dn: 2.440835 loss: 16.327385 eta: 2 days, 4:57:37 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2226 images/s [04/15 02:19:05] ppdet.engine INFO: Epoch: [22] [4900/7329] learning_rate: 0.000100 loss_class: 0.494152 loss_bbox: 0.136140 loss_giou: 0.350286 loss_class_aux: 3.335568 loss_bbox_aux: 0.870486 loss_giou_aux: 2.188222 loss_class_dn: 0.310691 loss_bbox_dn: 0.150097 loss_giou_dn: 0.352727 loss_class_aux_dn: 1.647784 loss_bbox_aux_dn: 0.905440 loss_giou_aux_dn: 1.942946 loss: 12.948009 eta: 2 days, 4:57:01 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3115 images/s [04/15 02:19:45] ppdet.engine INFO: Epoch: [22] [5000/7329] learning_rate: 0.000100 loss_class: 0.629918 loss_bbox: 0.143798 loss_giou: 0.375122 loss_class_aux: 4.019863 loss_bbox_aux: 0.935096 loss_giou_aux: 2.447350 loss_class_dn: 0.334739 loss_bbox_dn: 0.172294 loss_giou_dn: 0.387936 loss_class_aux_dn: 1.788620 loss_bbox_aux_dn: 0.983485 loss_giou_aux_dn: 2.108373 loss: 15.377640 eta: 2 days, 4:56:26 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2396 images/s [04/15 02:20:24] ppdet.engine INFO: Epoch: [22] [5100/7329] learning_rate: 0.000100 loss_class: 0.538919 loss_bbox: 0.145357 loss_giou: 0.353637 loss_class_aux: 3.588890 loss_bbox_aux: 0.953934 loss_giou_aux: 2.278533 loss_class_dn: 0.327924 loss_bbox_dn: 0.172844 loss_giou_dn: 0.404246 loss_class_aux_dn: 1.718575 loss_bbox_aux_dn: 1.004854 loss_giou_aux_dn: 2.210886 loss: 13.696629 eta: 2 days, 4:55:51 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2270 images/s [04/15 02:21:04] ppdet.engine INFO: Epoch: [22] [5200/7329] learning_rate: 0.000100 loss_class: 0.615244 loss_bbox: 0.150294 loss_giou: 0.417125 loss_class_aux: 3.920382 loss_bbox_aux: 0.958477 loss_giou_aux: 2.666533 loss_class_dn: 0.343791 loss_bbox_dn: 0.180719 loss_giou_dn: 0.439270 loss_class_aux_dn: 1.884407 loss_bbox_aux_dn: 1.036661 loss_giou_aux_dn: 2.415612 loss: 16.375000 eta: 2 days, 4:55:15 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3418 images/s [04/15 02:21:43] ppdet.engine INFO: Epoch: [22] [5300/7329] learning_rate: 0.000100 loss_class: 0.618445 loss_bbox: 0.136025 loss_giou: 0.382752 loss_class_aux: 3.837087 loss_bbox_aux: 0.926370 loss_giou_aux: 2.355937 loss_class_dn: 0.317979 loss_bbox_dn: 0.167332 loss_giou_dn: 0.412838 loss_class_aux_dn: 1.689172 loss_bbox_aux_dn: 1.010689 loss_giou_aux_dn: 2.219965 loss: 14.106905 eta: 2 days, 4:54:41 batch_cost: 0.3588 data_cost: 0.0014 ips: 11.1475 images/s [04/15 02:22:23] ppdet.engine INFO: Epoch: [22] [5400/7329] learning_rate: 0.000100 loss_class: 0.615229 loss_bbox: 0.151232 loss_giou: 0.478682 loss_class_aux: 3.836041 loss_bbox_aux: 1.012675 loss_giou_aux: 2.975458 loss_class_dn: 0.354657 loss_bbox_dn: 0.166734 loss_giou_dn: 0.467242 loss_class_aux_dn: 1.884835 loss_bbox_aux_dn: 0.963311 loss_giou_aux_dn: 2.526736 loss: 15.714255 eta: 2 days, 4:54:06 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2408 images/s [04/15 02:23:02] ppdet.engine INFO: Epoch: [22] [5500/7329] learning_rate: 0.000100 loss_class: 0.536013 loss_bbox: 0.133928 loss_giou: 0.394203 loss_class_aux: 3.409496 loss_bbox_aux: 0.893832 loss_giou_aux: 2.429621 loss_class_dn: 0.328184 loss_bbox_dn: 0.168802 loss_giou_dn: 0.407031 loss_class_aux_dn: 1.746610 loss_bbox_aux_dn: 0.995769 loss_giou_aux_dn: 2.269582 loss: 14.964745 eta: 2 days, 4:53:30 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3243 images/s [04/15 02:23:42] ppdet.engine INFO: Epoch: [22] [5600/7329] learning_rate: 0.000100 loss_class: 0.530851 loss_bbox: 0.137053 loss_giou: 0.342287 loss_class_aux: 3.457002 loss_bbox_aux: 0.885906 loss_giou_aux: 2.200384 loss_class_dn: 0.297096 loss_bbox_dn: 0.151452 loss_giou_dn: 0.319657 loss_class_aux_dn: 1.625352 loss_bbox_aux_dn: 0.886874 loss_giou_aux_dn: 1.777763 loss: 13.156884 eta: 2 days, 4:52:54 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.3002 images/s [04/15 02:24:21] ppdet.engine INFO: Epoch: [22] [5700/7329] learning_rate: 0.000100 loss_class: 0.560696 loss_bbox: 0.153002 loss_giou: 0.411561 loss_class_aux: 3.751345 loss_bbox_aux: 0.967238 loss_giou_aux: 2.608821 loss_class_dn: 0.341563 loss_bbox_dn: 0.159371 loss_giou_dn: 0.421714 loss_class_aux_dn: 1.842223 loss_bbox_aux_dn: 0.900024 loss_giou_aux_dn: 2.261775 loss: 15.045515 eta: 2 days, 4:52:18 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3571 images/s [04/15 02:25:01] ppdet.engine INFO: Epoch: [22] [5800/7329] learning_rate: 0.000100 loss_class: 0.636438 loss_bbox: 0.147724 loss_giou: 0.404394 loss_class_aux: 4.112570 loss_bbox_aux: 0.974461 loss_giou_aux: 2.598963 loss_class_dn: 0.357716 loss_bbox_dn: 0.167929 loss_giou_dn: 0.421084 loss_class_aux_dn: 1.873032 loss_bbox_aux_dn: 0.942219 loss_giou_aux_dn: 2.265374 loss: 16.143951 eta: 2 days, 4:51:42 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2694 images/s [04/15 02:25:40] ppdet.engine INFO: Epoch: [22] [5900/7329] learning_rate: 0.000100 loss_class: 0.643026 loss_bbox: 0.138488 loss_giou: 0.395384 loss_class_aux: 4.124955 loss_bbox_aux: 0.952836 loss_giou_aux: 2.539494 loss_class_dn: 0.364835 loss_bbox_dn: 0.164600 loss_giou_dn: 0.422180 loss_class_aux_dn: 1.959862 loss_bbox_aux_dn: 1.008181 loss_giou_aux_dn: 2.365396 loss: 16.351414 eta: 2 days, 4:51:06 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3297 images/s [04/15 02:26:19] ppdet.engine INFO: Epoch: [22] [6000/7329] learning_rate: 0.000100 loss_class: 0.681535 loss_bbox: 0.161788 loss_giou: 0.480376 loss_class_aux: 4.455855 loss_bbox_aux: 1.079448 loss_giou_aux: 3.023466 loss_class_dn: 0.392074 loss_bbox_dn: 0.180788 loss_giou_dn: 0.508565 loss_class_aux_dn: 2.056338 loss_bbox_aux_dn: 1.057267 loss_giou_aux_dn: 2.801647 loss: 17.322958 eta: 2 days, 4:50:30 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3615 images/s [04/15 02:26:58] ppdet.engine INFO: Epoch: [22] [6100/7329] learning_rate: 0.000100 loss_class: 0.599895 loss_bbox: 0.143356 loss_giou: 0.373588 loss_class_aux: 3.880938 loss_bbox_aux: 0.962795 loss_giou_aux: 2.273163 loss_class_dn: 0.309226 loss_bbox_dn: 0.164310 loss_giou_dn: 0.358469 loss_class_aux_dn: 1.652099 loss_bbox_aux_dn: 0.987701 loss_giou_aux_dn: 1.992281 loss: 13.695191 eta: 2 days, 4:49:53 batch_cost: 0.3505 data_cost: 0.0014 ips: 11.4113 images/s [04/15 02:27:37] ppdet.engine INFO: Epoch: [22] [6200/7329] learning_rate: 0.000100 loss_class: 0.636595 loss_bbox: 0.149421 loss_giou: 0.417053 loss_class_aux: 4.164099 loss_bbox_aux: 0.992176 loss_giou_aux: 2.636935 loss_class_dn: 0.345528 loss_bbox_dn: 0.187601 loss_giou_dn: 0.426932 loss_class_aux_dn: 1.835752 loss_bbox_aux_dn: 1.104379 loss_giou_aux_dn: 2.367725 loss: 16.254335 eta: 2 days, 4:49:17 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3837 images/s [04/15 02:28:17] ppdet.engine INFO: Epoch: [22] [6300/7329] learning_rate: 0.000100 loss_class: 0.606799 loss_bbox: 0.145857 loss_giou: 0.380064 loss_class_aux: 3.842323 loss_bbox_aux: 0.964430 loss_giou_aux: 2.596559 loss_class_dn: 0.347628 loss_bbox_dn: 0.170768 loss_giou_dn: 0.422404 loss_class_aux_dn: 1.871500 loss_bbox_aux_dn: 0.996624 loss_giou_aux_dn: 2.295305 loss: 15.315705 eta: 2 days, 4:48:41 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2690 images/s [04/15 02:28:56] ppdet.engine INFO: Epoch: [22] [6400/7329] learning_rate: 0.000100 loss_class: 0.551820 loss_bbox: 0.136021 loss_giou: 0.354195 loss_class_aux: 3.548547 loss_bbox_aux: 0.889746 loss_giou_aux: 2.253606 loss_class_dn: 0.325864 loss_bbox_dn: 0.167589 loss_giou_dn: 0.366789 loss_class_aux_dn: 1.762957 loss_bbox_aux_dn: 0.990659 loss_giou_aux_dn: 2.056486 loss: 13.731016 eta: 2 days, 4:48:05 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3411 images/s [04/15 02:29:36] ppdet.engine INFO: Epoch: [22] [6500/7329] learning_rate: 0.000100 loss_class: 0.538821 loss_bbox: 0.138556 loss_giou: 0.376484 loss_class_aux: 3.621978 loss_bbox_aux: 0.895429 loss_giou_aux: 2.455513 loss_class_dn: 0.338926 loss_bbox_dn: 0.141701 loss_giou_dn: 0.375640 loss_class_aux_dn: 1.777457 loss_bbox_aux_dn: 0.846667 loss_giou_aux_dn: 2.079455 loss: 14.123245 eta: 2 days, 4:47:30 batch_cost: 0.3565 data_cost: 0.0015 ips: 11.2217 images/s [04/15 02:30:15] ppdet.engine INFO: Epoch: [22] [6600/7329] learning_rate: 0.000100 loss_class: 0.595814 loss_bbox: 0.138429 loss_giou: 0.358710 loss_class_aux: 3.920451 loss_bbox_aux: 0.915583 loss_giou_aux: 2.248985 loss_class_dn: 0.314868 loss_bbox_dn: 0.165789 loss_giou_dn: 0.372359 loss_class_aux_dn: 1.687315 loss_bbox_aux_dn: 0.989208 loss_giou_aux_dn: 2.027358 loss: 14.068482 eta: 2 days, 4:46:55 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2650 images/s [04/15 02:30:55] ppdet.engine INFO: Epoch: [22] [6700/7329] learning_rate: 0.000100 loss_class: 0.643876 loss_bbox: 0.148892 loss_giou: 0.468703 loss_class_aux: 4.270944 loss_bbox_aux: 0.966585 loss_giou_aux: 2.876760 loss_class_dn: 0.377304 loss_bbox_dn: 0.159249 loss_giou_dn: 0.461870 loss_class_aux_dn: 2.025447 loss_bbox_aux_dn: 0.953532 loss_giou_aux_dn: 2.444425 loss: 16.282965 eta: 2 days, 4:46:20 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2020 images/s [04/15 02:31:35] ppdet.engine INFO: Epoch: [22] [6800/7329] learning_rate: 0.000100 loss_class: 0.522544 loss_bbox: 0.119126 loss_giou: 0.317040 loss_class_aux: 3.425731 loss_bbox_aux: 0.847386 loss_giou_aux: 2.006263 loss_class_dn: 0.295287 loss_bbox_dn: 0.146028 loss_giou_dn: 0.323477 loss_class_aux_dn: 1.658563 loss_bbox_aux_dn: 0.872583 loss_giou_aux_dn: 1.790399 loss: 12.340055 eta: 2 days, 4:45:44 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3135 images/s [04/15 02:32:14] ppdet.engine INFO: Epoch: [22] [6900/7329] learning_rate: 0.000100 loss_class: 0.616216 loss_bbox: 0.146967 loss_giou: 0.382122 loss_class_aux: 4.064931 loss_bbox_aux: 0.945110 loss_giou_aux: 2.439238 loss_class_dn: 0.329531 loss_bbox_dn: 0.170648 loss_giou_dn: 0.391197 loss_class_aux_dn: 1.773614 loss_bbox_aux_dn: 0.989760 loss_giou_aux_dn: 2.191408 loss: 15.228719 eta: 2 days, 4:45:09 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3022 images/s [04/15 02:32:54] ppdet.engine INFO: Epoch: [22] [7000/7329] learning_rate: 0.000100 loss_class: 0.652998 loss_bbox: 0.147954 loss_giou: 0.418776 loss_class_aux: 4.161729 loss_bbox_aux: 1.026407 loss_giou_aux: 2.732625 loss_class_dn: 0.357751 loss_bbox_dn: 0.180176 loss_giou_dn: 0.449545 loss_class_aux_dn: 1.965523 loss_bbox_aux_dn: 1.110107 loss_giou_aux_dn: 2.476221 loss: 15.780338 eta: 2 days, 4:44:34 batch_cost: 0.3573 data_cost: 0.0015 ips: 11.1962 images/s [04/15 02:33:33] ppdet.engine INFO: Epoch: [22] [7100/7329] learning_rate: 0.000100 loss_class: 0.600757 loss_bbox: 0.132472 loss_giou: 0.416851 loss_class_aux: 3.910422 loss_bbox_aux: 0.898531 loss_giou_aux: 2.606908 loss_class_dn: 0.338174 loss_bbox_dn: 0.158128 loss_giou_dn: 0.408129 loss_class_aux_dn: 1.856627 loss_bbox_aux_dn: 0.914439 loss_giou_aux_dn: 2.333961 loss: 15.297382 eta: 2 days, 4:43:59 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2352 images/s [04/15 02:34:13] ppdet.engine INFO: Epoch: [22] [7200/7329] learning_rate: 0.000100 loss_class: 0.604108 loss_bbox: 0.127928 loss_giou: 0.361548 loss_class_aux: 3.858011 loss_bbox_aux: 0.832900 loss_giou_aux: 2.319428 loss_class_dn: 0.346208 loss_bbox_dn: 0.149368 loss_giou_dn: 0.378834 loss_class_aux_dn: 1.835983 loss_bbox_aux_dn: 0.905604 loss_giou_aux_dn: 2.121897 loss: 14.867435 eta: 2 days, 4:43:23 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3393 images/s [04/15 02:34:52] ppdet.engine INFO: Epoch: [22] [7300/7329] learning_rate: 0.000100 loss_class: 0.598607 loss_bbox: 0.146399 loss_giou: 0.355256 loss_class_aux: 3.837950 loss_bbox_aux: 0.982877 loss_giou_aux: 2.227039 loss_class_dn: 0.331344 loss_bbox_dn: 0.191078 loss_giou_dn: 0.378762 loss_class_aux_dn: 1.765263 loss_bbox_aux_dn: 1.146349 loss_giou_aux_dn: 2.120205 loss: 14.925589 eta: 2 days, 4:42:46 batch_cost: 0.3503 data_cost: 0.0014 ips: 11.4174 images/s [04/15 02:35:05] ppdet.engine INFO: Eval iter: 0 [04/15 02:35:17] ppdet.engine INFO: Eval iter: 100 [04/15 02:35:29] ppdet.engine INFO: Eval iter: 200 [04/15 02:35:41] ppdet.engine INFO: Eval iter: 300 [04/15 02:35:53] ppdet.engine INFO: Eval iter: 400 [04/15 02:36:05] ppdet.engine INFO: Eval iter: 500 [04/15 02:36:17] ppdet.engine INFO: Eval iter: 600 [04/15 02:36:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.01s) creating index... index created! [04/15 02:36:40] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.82s). Accumulating evaluation results... DONE (t=16.22s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.576 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.333 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 ] = 0.713 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 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.522 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 [04/15 02:38:24] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.08061157832482 [04/15 02:38:24] ppdet.engine INFO: Best test bbox ap is 0.530. [04/15 02:38:26] ppdet.engine INFO: Epoch: [23] [ 0/7329] learning_rate: 0.000100 loss_class: 0.619456 loss_bbox: 0.142441 loss_giou: 0.358281 loss_class_aux: 4.123974 loss_bbox_aux: 0.944918 loss_giou_aux: 2.243772 loss_class_dn: 0.332693 loss_bbox_dn: 0.191078 loss_giou_dn: 0.361109 loss_class_aux_dn: 1.804331 loss_bbox_aux_dn: 1.126749 loss_giou_aux_dn: 2.017404 loss: 15.005390 eta: 2 days, 4:42:35 batch_cost: 0.3497 data_cost: 0.0014 ips: 11.4371 images/s [04/15 02:39:06] ppdet.engine INFO: Epoch: [23] [ 100/7329] learning_rate: 0.000100 loss_class: 0.598026 loss_bbox: 0.156583 loss_giou: 0.351159 loss_class_aux: 3.830170 loss_bbox_aux: 1.001386 loss_giou_aux: 2.210397 loss_class_dn: 0.320939 loss_bbox_dn: 0.171464 loss_giou_dn: 0.344373 loss_class_aux_dn: 1.699682 loss_bbox_aux_dn: 0.962927 loss_giou_aux_dn: 1.974766 loss: 13.473141 eta: 2 days, 4:42:00 batch_cost: 0.3536 data_cost: 0.0009 ips: 11.3112 images/s [04/15 02:39:45] ppdet.engine INFO: Epoch: [23] [ 200/7329] learning_rate: 0.000100 loss_class: 0.580432 loss_bbox: 0.149447 loss_giou: 0.343114 loss_class_aux: 3.842547 loss_bbox_aux: 0.933764 loss_giou_aux: 2.228070 loss_class_dn: 0.312764 loss_bbox_dn: 0.176373 loss_giou_dn: 0.351966 loss_class_aux_dn: 1.737738 loss_bbox_aux_dn: 1.029721 loss_giou_aux_dn: 1.956008 loss: 13.665751 eta: 2 days, 4:41:24 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3435 images/s [04/15 02:40:25] ppdet.engine INFO: Epoch: [23] [ 300/7329] learning_rate: 0.000100 loss_class: 0.599800 loss_bbox: 0.134574 loss_giou: 0.421587 loss_class_aux: 3.693435 loss_bbox_aux: 0.930700 loss_giou_aux: 2.711306 loss_class_dn: 0.359698 loss_bbox_dn: 0.157540 loss_giou_dn: 0.428064 loss_class_aux_dn: 1.914144 loss_bbox_aux_dn: 0.920359 loss_giou_aux_dn: 2.407789 loss: 14.722907 eta: 2 days, 4:40:49 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2229 images/s [04/15 02:41:04] ppdet.engine INFO: Epoch: [23] [ 400/7329] learning_rate: 0.000100 loss_class: 0.587234 loss_bbox: 0.133388 loss_giou: 0.350645 loss_class_aux: 3.806629 loss_bbox_aux: 0.866861 loss_giou_aux: 2.190174 loss_class_dn: 0.334963 loss_bbox_dn: 0.158552 loss_giou_dn: 0.346443 loss_class_aux_dn: 1.835220 loss_bbox_aux_dn: 0.923339 loss_giou_aux_dn: 1.937405 loss: 13.576542 eta: 2 days, 4:40:12 batch_cost: 0.3526 data_cost: 0.0011 ips: 11.3448 images/s [04/15 02:41:43] ppdet.engine INFO: Epoch: [23] [ 500/7329] learning_rate: 0.000100 loss_class: 0.600094 loss_bbox: 0.135514 loss_giou: 0.386208 loss_class_aux: 3.932580 loss_bbox_aux: 0.912194 loss_giou_aux: 2.381418 loss_class_dn: 0.339594 loss_bbox_dn: 0.160816 loss_giou_dn: 0.396067 loss_class_aux_dn: 1.817094 loss_bbox_aux_dn: 0.934253 loss_giou_aux_dn: 2.178967 loss: 14.502274 eta: 2 days, 4:39:36 batch_cost: 0.3504 data_cost: 0.0012 ips: 11.4167 images/s [04/15 02:42:22] ppdet.engine INFO: Epoch: [23] [ 600/7329] learning_rate: 0.000100 loss_class: 0.556031 loss_bbox: 0.131832 loss_giou: 0.344475 loss_class_aux: 3.597763 loss_bbox_aux: 0.867192 loss_giou_aux: 2.197531 loss_class_dn: 0.302420 loss_bbox_dn: 0.160251 loss_giou_dn: 0.359813 loss_class_aux_dn: 1.629565 loss_bbox_aux_dn: 0.946322 loss_giou_aux_dn: 1.982845 loss: 13.808851 eta: 2 days, 4:38:59 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3738 images/s [04/15 02:43:02] ppdet.engine INFO: Epoch: [23] [ 700/7329] learning_rate: 0.000100 loss_class: 0.662051 loss_bbox: 0.158048 loss_giou: 0.469552 loss_class_aux: 4.165995 loss_bbox_aux: 1.026135 loss_giou_aux: 3.058852 loss_class_dn: 0.380189 loss_bbox_dn: 0.180120 loss_giou_dn: 0.457876 loss_class_aux_dn: 2.058198 loss_bbox_aux_dn: 1.018729 loss_giou_aux_dn: 2.522836 loss: 16.682377 eta: 2 days, 4:38:23 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3718 images/s [04/15 02:43:41] ppdet.engine INFO: Epoch: [23] [ 800/7329] learning_rate: 0.000100 loss_class: 0.643516 loss_bbox: 0.135783 loss_giou: 0.439988 loss_class_aux: 4.149024 loss_bbox_aux: 0.946837 loss_giou_aux: 2.690454 loss_class_dn: 0.341075 loss_bbox_dn: 0.171710 loss_giou_dn: 0.430340 loss_class_aux_dn: 1.828766 loss_bbox_aux_dn: 0.970852 loss_giou_aux_dn: 2.336794 loss: 15.291972 eta: 2 days, 4:37:47 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3374 images/s [04/15 02:44:20] ppdet.engine INFO: Epoch: [23] [ 900/7329] learning_rate: 0.000100 loss_class: 0.600018 loss_bbox: 0.137511 loss_giou: 0.377591 loss_class_aux: 3.746552 loss_bbox_aux: 0.931781 loss_giou_aux: 2.387371 loss_class_dn: 0.326961 loss_bbox_dn: 0.152717 loss_giou_dn: 0.381939 loss_class_aux_dn: 1.710259 loss_bbox_aux_dn: 0.892704 loss_giou_aux_dn: 2.064847 loss: 13.989740 eta: 2 days, 4:37:11 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3494 images/s [04/15 02:44:59] ppdet.engine INFO: Epoch: [23] [1000/7329] learning_rate: 0.000100 loss_class: 0.580719 loss_bbox: 0.150829 loss_giou: 0.362209 loss_class_aux: 3.713025 loss_bbox_aux: 0.976901 loss_giou_aux: 2.318835 loss_class_dn: 0.351490 loss_bbox_dn: 0.174101 loss_giou_dn: 0.362276 loss_class_aux_dn: 1.862715 loss_bbox_aux_dn: 1.019076 loss_giou_aux_dn: 1.990918 loss: 14.436785 eta: 2 days, 4:36:34 batch_cost: 0.3498 data_cost: 0.0012 ips: 11.4356 images/s [04/15 02:45:38] ppdet.engine INFO: Epoch: [23] [1100/7329] learning_rate: 0.000100 loss_class: 0.614494 loss_bbox: 0.145817 loss_giou: 0.378555 loss_class_aux: 3.975086 loss_bbox_aux: 0.952352 loss_giou_aux: 2.382432 loss_class_dn: 0.341349 loss_bbox_dn: 0.165326 loss_giou_dn: 0.406684 loss_class_aux_dn: 1.840291 loss_bbox_aux_dn: 0.928783 loss_giou_aux_dn: 2.224653 loss: 14.697620 eta: 2 days, 4:35:57 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3876 images/s [04/15 02:46:18] ppdet.engine INFO: Epoch: [23] [1200/7329] learning_rate: 0.000100 loss_class: 0.542525 loss_bbox: 0.141533 loss_giou: 0.369611 loss_class_aux: 3.590791 loss_bbox_aux: 0.940915 loss_giou_aux: 2.401012 loss_class_dn: 0.315381 loss_bbox_dn: 0.165287 loss_giou_dn: 0.386101 loss_class_aux_dn: 1.752366 loss_bbox_aux_dn: 0.981114 loss_giou_aux_dn: 2.146741 loss: 14.233775 eta: 2 days, 4:35:21 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3315 images/s [04/15 02:46:57] ppdet.engine INFO: Epoch: [23] [1300/7329] learning_rate: 0.000100 loss_class: 0.650639 loss_bbox: 0.132653 loss_giou: 0.470051 loss_class_aux: 4.225943 loss_bbox_aux: 0.877540 loss_giou_aux: 3.107737 loss_class_dn: 0.398301 loss_bbox_dn: 0.148638 loss_giou_dn: 0.445611 loss_class_aux_dn: 2.118788 loss_bbox_aux_dn: 0.852689 loss_giou_aux_dn: 2.513904 loss: 16.955118 eta: 2 days, 4:34:46 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2295 images/s [04/15 02:47:37] ppdet.engine INFO: Epoch: [23] [1400/7329] learning_rate: 0.000100 loss_class: 0.539226 loss_bbox: 0.130869 loss_giou: 0.392372 loss_class_aux: 3.506816 loss_bbox_aux: 0.801004 loss_giou_aux: 2.476880 loss_class_dn: 0.303695 loss_bbox_dn: 0.146505 loss_giou_dn: 0.380957 loss_class_aux_dn: 1.628496 loss_bbox_aux_dn: 0.869827 loss_giou_aux_dn: 2.050256 loss: 13.071377 eta: 2 days, 4:34:11 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2148 images/s [04/15 02:48:17] ppdet.engine INFO: Epoch: [23] [1500/7329] learning_rate: 0.000100 loss_class: 0.620023 loss_bbox: 0.138875 loss_giou: 0.391856 loss_class_aux: 3.917608 loss_bbox_aux: 0.895010 loss_giou_aux: 2.525301 loss_class_dn: 0.332347 loss_bbox_dn: 0.161930 loss_giou_dn: 0.398790 loss_class_aux_dn: 1.883726 loss_bbox_aux_dn: 0.953950 loss_giou_aux_dn: 2.162039 loss: 14.363737 eta: 2 days, 4:33:37 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1763 images/s [04/15 02:48:56] ppdet.engine INFO: Epoch: [23] [1600/7329] learning_rate: 0.000100 loss_class: 0.587974 loss_bbox: 0.151397 loss_giou: 0.370532 loss_class_aux: 3.756828 loss_bbox_aux: 0.975236 loss_giou_aux: 2.373842 loss_class_dn: 0.317210 loss_bbox_dn: 0.176517 loss_giou_dn: 0.344587 loss_class_aux_dn: 1.729349 loss_bbox_aux_dn: 1.034047 loss_giou_aux_dn: 1.957950 loss: 14.111016 eta: 2 days, 4:33:00 batch_cost: 0.3495 data_cost: 0.0013 ips: 11.4464 images/s [04/15 02:49:35] ppdet.engine INFO: Epoch: [23] [1700/7329] learning_rate: 0.000100 loss_class: 0.569236 loss_bbox: 0.145609 loss_giou: 0.399526 loss_class_aux: 3.792702 loss_bbox_aux: 0.977321 loss_giou_aux: 2.573443 loss_class_dn: 0.335278 loss_bbox_dn: 0.162859 loss_giou_dn: 0.420655 loss_class_aux_dn: 1.794516 loss_bbox_aux_dn: 0.980286 loss_giou_aux_dn: 2.305712 loss: 14.958443 eta: 2 days, 4:32:24 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2847 images/s [04/15 02:50:14] ppdet.engine INFO: Epoch: [23] [1800/7329] learning_rate: 0.000100 loss_class: 0.582214 loss_bbox: 0.133739 loss_giou: 0.348750 loss_class_aux: 3.704968 loss_bbox_aux: 0.935145 loss_giou_aux: 2.206028 loss_class_dn: 0.314446 loss_bbox_dn: 0.161315 loss_giou_dn: 0.348446 loss_class_aux_dn: 1.694766 loss_bbox_aux_dn: 0.936784 loss_giou_aux_dn: 1.960424 loss: 13.393284 eta: 2 days, 4:31:48 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3558 images/s [04/15 02:50:53] ppdet.engine INFO: Epoch: [23] [1900/7329] learning_rate: 0.000100 loss_class: 0.628662 loss_bbox: 0.145469 loss_giou: 0.422002 loss_class_aux: 4.138526 loss_bbox_aux: 0.967063 loss_giou_aux: 2.658761 loss_class_dn: 0.354347 loss_bbox_dn: 0.177719 loss_giou_dn: 0.418266 loss_class_aux_dn: 1.899031 loss_bbox_aux_dn: 1.045187 loss_giou_aux_dn: 2.412010 loss: 16.449234 eta: 2 days, 4:31:11 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4340 images/s [04/15 02:51:33] ppdet.engine INFO: Epoch: [23] [2000/7329] learning_rate: 0.000100 loss_class: 0.660891 loss_bbox: 0.150682 loss_giou: 0.437932 loss_class_aux: 4.147575 loss_bbox_aux: 1.012997 loss_giou_aux: 2.785775 loss_class_dn: 0.363987 loss_bbox_dn: 0.170717 loss_giou_dn: 0.417816 loss_class_aux_dn: 1.968100 loss_bbox_aux_dn: 0.978778 loss_giou_aux_dn: 2.273232 loss: 16.089497 eta: 2 days, 4:30:35 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3810 images/s [04/15 02:52:12] ppdet.engine INFO: Epoch: [23] [2100/7329] learning_rate: 0.000100 loss_class: 0.664795 loss_bbox: 0.152349 loss_giou: 0.355132 loss_class_aux: 4.195822 loss_bbox_aux: 0.951742 loss_giou_aux: 2.309846 loss_class_dn: 0.365793 loss_bbox_dn: 0.161890 loss_giou_dn: 0.409047 loss_class_aux_dn: 1.990044 loss_bbox_aux_dn: 0.947916 loss_giou_aux_dn: 2.248520 loss: 15.837784 eta: 2 days, 4:29:59 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2657 images/s [04/15 02:52:52] ppdet.engine INFO: Epoch: [23] [2200/7329] learning_rate: 0.000100 loss_class: 0.610415 loss_bbox: 0.131622 loss_giou: 0.390514 loss_class_aux: 3.883914 loss_bbox_aux: 0.897342 loss_giou_aux: 2.528911 loss_class_dn: 0.356864 loss_bbox_dn: 0.149921 loss_giou_dn: 0.388945 loss_class_aux_dn: 1.946581 loss_bbox_aux_dn: 0.922448 loss_giou_aux_dn: 2.169332 loss: 15.150093 eta: 2 days, 4:29:24 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2692 images/s [04/15 02:53:31] ppdet.engine INFO: Epoch: [23] [2300/7329] learning_rate: 0.000100 loss_class: 0.652044 loss_bbox: 0.134709 loss_giou: 0.416924 loss_class_aux: 4.028148 loss_bbox_aux: 0.905921 loss_giou_aux: 2.661515 loss_class_dn: 0.341321 loss_bbox_dn: 0.153417 loss_giou_dn: 0.405227 loss_class_aux_dn: 1.834161 loss_bbox_aux_dn: 0.949095 loss_giou_aux_dn: 2.176736 loss: 15.417388 eta: 2 days, 4:28:49 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2302 images/s [04/15 02:54:11] ppdet.engine INFO: Epoch: [23] [2400/7329] learning_rate: 0.000100 loss_class: 0.589035 loss_bbox: 0.156974 loss_giou: 0.406641 loss_class_aux: 3.764628 loss_bbox_aux: 0.978479 loss_giou_aux: 2.517393 loss_class_dn: 0.337339 loss_bbox_dn: 0.200352 loss_giou_dn: 0.420692 loss_class_aux_dn: 1.804448 loss_bbox_aux_dn: 1.119835 loss_giou_aux_dn: 2.330549 loss: 15.497410 eta: 2 days, 4:28:14 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2310 images/s [04/15 02:54:50] ppdet.engine INFO: Epoch: [23] [2500/7329] learning_rate: 0.000100 loss_class: 0.626724 loss_bbox: 0.136578 loss_giou: 0.420522 loss_class_aux: 3.958261 loss_bbox_aux: 0.896831 loss_giou_aux: 2.727046 loss_class_dn: 0.371427 loss_bbox_dn: 0.155057 loss_giou_dn: 0.439112 loss_class_aux_dn: 1.963044 loss_bbox_aux_dn: 0.920997 loss_giou_aux_dn: 2.441390 loss: 16.558762 eta: 2 days, 4:27:39 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2635 images/s [04/15 02:55:29] ppdet.engine INFO: Epoch: [23] [2600/7329] learning_rate: 0.000100 loss_class: 0.648600 loss_bbox: 0.151833 loss_giou: 0.448161 loss_class_aux: 4.135877 loss_bbox_aux: 0.980391 loss_giou_aux: 2.855486 loss_class_dn: 0.370052 loss_bbox_dn: 0.167739 loss_giou_dn: 0.476974 loss_class_aux_dn: 1.981805 loss_bbox_aux_dn: 1.004369 loss_giou_aux_dn: 2.578704 loss: 16.239639 eta: 2 days, 4:27:02 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4087 images/s [04/15 02:56:09] ppdet.engine INFO: Epoch: [23] [2700/7329] learning_rate: 0.000100 loss_class: 0.533673 loss_bbox: 0.143893 loss_giou: 0.399656 loss_class_aux: 3.555972 loss_bbox_aux: 0.910916 loss_giou_aux: 2.450419 loss_class_dn: 0.322208 loss_bbox_dn: 0.160000 loss_giou_dn: 0.395803 loss_class_aux_dn: 1.748757 loss_bbox_aux_dn: 0.968954 loss_giou_aux_dn: 2.159561 loss: 14.235764 eta: 2 days, 4:26:25 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3760 images/s [04/15 02:56:47] ppdet.engine INFO: Epoch: [23] [2800/7329] learning_rate: 0.000100 loss_class: 0.595643 loss_bbox: 0.147751 loss_giou: 0.393682 loss_class_aux: 3.870804 loss_bbox_aux: 0.919679 loss_giou_aux: 2.416730 loss_class_dn: 0.329277 loss_bbox_dn: 0.166235 loss_giou_dn: 0.364339 loss_class_aux_dn: 1.768314 loss_bbox_aux_dn: 0.986711 loss_giou_aux_dn: 1.984165 loss: 14.194965 eta: 2 days, 4:25:48 batch_cost: 0.3480 data_cost: 0.0013 ips: 11.4941 images/s [04/15 02:57:27] ppdet.engine INFO: Epoch: [23] [2900/7329] learning_rate: 0.000100 loss_class: 0.580828 loss_bbox: 0.141756 loss_giou: 0.377813 loss_class_aux: 3.756804 loss_bbox_aux: 0.951545 loss_giou_aux: 2.327897 loss_class_dn: 0.327413 loss_bbox_dn: 0.178038 loss_giou_dn: 0.358897 loss_class_aux_dn: 1.717274 loss_bbox_aux_dn: 0.992916 loss_giou_aux_dn: 2.051779 loss: 14.628433 eta: 2 days, 4:25:13 batch_cost: 0.3578 data_cost: 0.0013 ips: 11.1802 images/s [04/15 02:58:06] ppdet.engine INFO: Epoch: [23] [3000/7329] learning_rate: 0.000100 loss_class: 0.577687 loss_bbox: 0.137895 loss_giou: 0.399995 loss_class_aux: 3.757170 loss_bbox_aux: 0.880046 loss_giou_aux: 2.504143 loss_class_dn: 0.332034 loss_bbox_dn: 0.169198 loss_giou_dn: 0.408559 loss_class_aux_dn: 1.764294 loss_bbox_aux_dn: 0.976878 loss_giou_aux_dn: 2.230942 loss: 14.795413 eta: 2 days, 4:24:37 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3678 images/s [04/15 02:58:46] ppdet.engine INFO: Epoch: [23] [3100/7329] learning_rate: 0.000100 loss_class: 0.544032 loss_bbox: 0.140004 loss_giou: 0.399255 loss_class_aux: 3.423172 loss_bbox_aux: 0.933909 loss_giou_aux: 2.547966 loss_class_dn: 0.324503 loss_bbox_dn: 0.165973 loss_giou_dn: 0.371709 loss_class_aux_dn: 1.756856 loss_bbox_aux_dn: 0.989092 loss_giou_aux_dn: 2.013101 loss: 14.583844 eta: 2 days, 4:24:02 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2863 images/s [04/15 02:59:25] ppdet.engine INFO: Epoch: [23] [3200/7329] learning_rate: 0.000100 loss_class: 0.594187 loss_bbox: 0.136807 loss_giou: 0.380402 loss_class_aux: 3.807650 loss_bbox_aux: 0.859663 loss_giou_aux: 2.414659 loss_class_dn: 0.329982 loss_bbox_dn: 0.158408 loss_giou_dn: 0.388116 loss_class_aux_dn: 1.778040 loss_bbox_aux_dn: 0.936616 loss_giou_aux_dn: 2.134502 loss: 14.853215 eta: 2 days, 4:23:26 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2804 images/s [04/15 03:00:04] ppdet.engine INFO: Epoch: [23] [3300/7329] learning_rate: 0.000100 loss_class: 0.535216 loss_bbox: 0.134715 loss_giou: 0.337024 loss_class_aux: 3.388946 loss_bbox_aux: 0.842184 loss_giou_aux: 2.142964 loss_class_dn: 0.290653 loss_bbox_dn: 0.166738 loss_giou_dn: 0.341279 loss_class_aux_dn: 1.541164 loss_bbox_aux_dn: 0.981207 loss_giou_aux_dn: 1.906472 loss: 12.430630 eta: 2 days, 4:22:49 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4420 images/s [04/15 03:00:44] ppdet.engine INFO: Epoch: [23] [3400/7329] learning_rate: 0.000100 loss_class: 0.595011 loss_bbox: 0.135888 loss_giou: 0.505088 loss_class_aux: 3.869251 loss_bbox_aux: 0.912333 loss_giou_aux: 3.074954 loss_class_dn: 0.370535 loss_bbox_dn: 0.148321 loss_giou_dn: 0.505814 loss_class_aux_dn: 1.946490 loss_bbox_aux_dn: 0.874213 loss_giou_aux_dn: 2.767639 loss: 16.370911 eta: 2 days, 4:22:13 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3369 images/s [04/15 03:01:23] ppdet.engine INFO: Epoch: [23] [3500/7329] learning_rate: 0.000100 loss_class: 0.630432 loss_bbox: 0.134098 loss_giou: 0.409501 loss_class_aux: 3.986144 loss_bbox_aux: 0.923833 loss_giou_aux: 2.536231 loss_class_dn: 0.342274 loss_bbox_dn: 0.157795 loss_giou_dn: 0.392178 loss_class_aux_dn: 1.832358 loss_bbox_aux_dn: 0.898770 loss_giou_aux_dn: 2.149139 loss: 15.632621 eta: 2 days, 4:21:37 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3746 images/s [04/15 03:02:02] ppdet.engine INFO: Epoch: [23] [3600/7329] learning_rate: 0.000100 loss_class: 0.633545 loss_bbox: 0.133419 loss_giou: 0.372611 loss_class_aux: 4.064823 loss_bbox_aux: 0.896213 loss_giou_aux: 2.367359 loss_class_dn: 0.326616 loss_bbox_dn: 0.166161 loss_giou_dn: 0.408211 loss_class_aux_dn: 1.687249 loss_bbox_aux_dn: 0.978042 loss_giou_aux_dn: 2.214627 loss: 14.578938 eta: 2 days, 4:21:01 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3158 images/s [04/15 03:02:42] ppdet.engine INFO: Epoch: [23] [3700/7329] learning_rate: 0.000100 loss_class: 0.569247 loss_bbox: 0.131325 loss_giou: 0.380391 loss_class_aux: 3.669767 loss_bbox_aux: 0.870709 loss_giou_aux: 2.435076 loss_class_dn: 0.307784 loss_bbox_dn: 0.146013 loss_giou_dn: 0.375928 loss_class_aux_dn: 1.686316 loss_bbox_aux_dn: 0.914429 loss_giou_aux_dn: 2.046043 loss: 13.421688 eta: 2 days, 4:20:25 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2989 images/s [04/15 03:03:21] ppdet.engine INFO: Epoch: [23] [3800/7329] learning_rate: 0.000100 loss_class: 0.607853 loss_bbox: 0.133621 loss_giou: 0.461623 loss_class_aux: 3.836225 loss_bbox_aux: 0.928412 loss_giou_aux: 2.948269 loss_class_dn: 0.349877 loss_bbox_dn: 0.164501 loss_giou_dn: 0.464494 loss_class_aux_dn: 1.845247 loss_bbox_aux_dn: 0.961940 loss_giou_aux_dn: 2.443170 loss: 15.683697 eta: 2 days, 4:19:50 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2623 images/s [04/15 03:04:00] ppdet.engine INFO: Epoch: [23] [3900/7329] learning_rate: 0.000100 loss_class: 0.543931 loss_bbox: 0.142836 loss_giou: 0.381979 loss_class_aux: 3.498110 loss_bbox_aux: 0.876810 loss_giou_aux: 2.413872 loss_class_dn: 0.327970 loss_bbox_dn: 0.149778 loss_giou_dn: 0.376521 loss_class_aux_dn: 1.770548 loss_bbox_aux_dn: 0.853805 loss_giou_aux_dn: 2.087799 loss: 14.277721 eta: 2 days, 4:19:13 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4056 images/s [04/15 03:04:39] ppdet.engine INFO: Epoch: [23] [4000/7329] learning_rate: 0.000100 loss_class: 0.583179 loss_bbox: 0.134140 loss_giou: 0.304295 loss_class_aux: 3.717422 loss_bbox_aux: 0.875252 loss_giou_aux: 1.945217 loss_class_dn: 0.320511 loss_bbox_dn: 0.160773 loss_giou_dn: 0.327040 loss_class_aux_dn: 1.710232 loss_bbox_aux_dn: 0.919901 loss_giou_aux_dn: 1.846705 loss: 13.768396 eta: 2 days, 4:18:36 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4287 images/s [04/15 03:05:19] ppdet.engine INFO: Epoch: [23] [4100/7329] learning_rate: 0.000100 loss_class: 0.610725 loss_bbox: 0.143030 loss_giou: 0.369635 loss_class_aux: 3.894953 loss_bbox_aux: 0.917989 loss_giou_aux: 2.374103 loss_class_dn: 0.320874 loss_bbox_dn: 0.171249 loss_giou_dn: 0.395781 loss_class_aux_dn: 1.731710 loss_bbox_aux_dn: 1.041939 loss_giou_aux_dn: 2.146669 loss: 15.067757 eta: 2 days, 4:18:01 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2698 images/s [04/15 03:05:58] ppdet.engine INFO: Epoch: [23] [4200/7329] learning_rate: 0.000100 loss_class: 0.646321 loss_bbox: 0.143638 loss_giou: 0.520609 loss_class_aux: 4.218195 loss_bbox_aux: 0.938483 loss_giou_aux: 3.182097 loss_class_dn: 0.367509 loss_bbox_dn: 0.145050 loss_giou_dn: 0.477942 loss_class_aux_dn: 1.946527 loss_bbox_aux_dn: 0.841614 loss_giou_aux_dn: 2.647799 loss: 16.689774 eta: 2 days, 4:17:24 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3801 images/s [04/15 03:06:37] ppdet.engine INFO: Epoch: [23] [4300/7329] learning_rate: 0.000100 loss_class: 0.626066 loss_bbox: 0.139815 loss_giou: 0.466281 loss_class_aux: 3.875409 loss_bbox_aux: 0.945685 loss_giou_aux: 2.886757 loss_class_dn: 0.378272 loss_bbox_dn: 0.150628 loss_giou_dn: 0.438107 loss_class_aux_dn: 1.962402 loss_bbox_aux_dn: 0.913840 loss_giou_aux_dn: 2.452402 loss: 15.891791 eta: 2 days, 4:16:49 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2780 images/s [04/15 03:07:17] ppdet.engine INFO: Epoch: [23] [4400/7329] learning_rate: 0.000100 loss_class: 0.648867 loss_bbox: 0.131780 loss_giou: 0.451611 loss_class_aux: 4.066490 loss_bbox_aux: 0.909232 loss_giou_aux: 2.792146 loss_class_dn: 0.371090 loss_bbox_dn: 0.151494 loss_giou_dn: 0.429565 loss_class_aux_dn: 2.004847 loss_bbox_aux_dn: 0.862905 loss_giou_aux_dn: 2.409685 loss: 16.016413 eta: 2 days, 4:16:13 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3621 images/s [04/15 03:07:56] ppdet.engine INFO: Epoch: [23] [4500/7329] learning_rate: 0.000100 loss_class: 0.582841 loss_bbox: 0.134760 loss_giou: 0.344757 loss_class_aux: 3.803959 loss_bbox_aux: 0.908133 loss_giou_aux: 2.247853 loss_class_dn: 0.344685 loss_bbox_dn: 0.163467 loss_giou_dn: 0.354224 loss_class_aux_dn: 1.816871 loss_bbox_aux_dn: 0.985313 loss_giou_aux_dn: 1.950607 loss: 14.294685 eta: 2 days, 4:15:37 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2974 images/s [04/15 03:08:35] ppdet.engine INFO: Epoch: [23] [4600/7329] learning_rate: 0.000100 loss_class: 0.627445 loss_bbox: 0.129438 loss_giou: 0.373694 loss_class_aux: 3.941882 loss_bbox_aux: 0.844436 loss_giou_aux: 2.495275 loss_class_dn: 0.341722 loss_bbox_dn: 0.142911 loss_giou_dn: 0.382700 loss_class_aux_dn: 1.817766 loss_bbox_aux_dn: 0.827260 loss_giou_aux_dn: 2.131475 loss: 14.329082 eta: 2 days, 4:15:01 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3997 images/s [04/15 03:09:15] ppdet.engine INFO: Epoch: [23] [4700/7329] learning_rate: 0.000100 loss_class: 0.604676 loss_bbox: 0.138132 loss_giou: 0.376314 loss_class_aux: 3.827437 loss_bbox_aux: 0.937039 loss_giou_aux: 2.408150 loss_class_dn: 0.351324 loss_bbox_dn: 0.173128 loss_giou_dn: 0.429082 loss_class_aux_dn: 1.843997 loss_bbox_aux_dn: 0.994312 loss_giou_aux_dn: 2.348888 loss: 15.555641 eta: 2 days, 4:14:25 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2920 images/s [04/15 03:09:54] ppdet.engine INFO: Epoch: [23] [4800/7329] learning_rate: 0.000100 loss_class: 0.585189 loss_bbox: 0.138903 loss_giou: 0.383110 loss_class_aux: 3.827332 loss_bbox_aux: 0.927485 loss_giou_aux: 2.389236 loss_class_dn: 0.331533 loss_bbox_dn: 0.165677 loss_giou_dn: 0.401172 loss_class_aux_dn: 1.793065 loss_bbox_aux_dn: 1.019999 loss_giou_aux_dn: 2.193759 loss: 14.658033 eta: 2 days, 4:13:50 batch_cost: 0.3576 data_cost: 0.0014 ips: 11.1853 images/s [04/15 03:10:34] ppdet.engine INFO: Epoch: [23] [4900/7329] learning_rate: 0.000100 loss_class: 0.597426 loss_bbox: 0.151875 loss_giou: 0.421223 loss_class_aux: 3.850641 loss_bbox_aux: 0.978968 loss_giou_aux: 2.693890 loss_class_dn: 0.340480 loss_bbox_dn: 0.171953 loss_giou_dn: 0.430450 loss_class_aux_dn: 1.827610 loss_bbox_aux_dn: 0.983583 loss_giou_aux_dn: 2.329043 loss: 15.410360 eta: 2 days, 4:13:15 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3231 images/s [04/15 03:11:13] ppdet.engine INFO: Epoch: [23] [5000/7329] learning_rate: 0.000100 loss_class: 0.600025 loss_bbox: 0.135047 loss_giou: 0.390127 loss_class_aux: 4.047960 loss_bbox_aux: 0.873170 loss_giou_aux: 2.430908 loss_class_dn: 0.344923 loss_bbox_dn: 0.172200 loss_giou_dn: 0.385174 loss_class_aux_dn: 1.864246 loss_bbox_aux_dn: 0.973664 loss_giou_aux_dn: 2.155555 loss: 14.732096 eta: 2 days, 4:12:39 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3201 images/s [04/15 03:11:53] ppdet.engine INFO: Epoch: [23] [5100/7329] learning_rate: 0.000100 loss_class: 0.582646 loss_bbox: 0.131294 loss_giou: 0.425667 loss_class_aux: 3.743484 loss_bbox_aux: 0.856925 loss_giou_aux: 2.685261 loss_class_dn: 0.356686 loss_bbox_dn: 0.139960 loss_giou_dn: 0.431561 loss_class_aux_dn: 1.913015 loss_bbox_aux_dn: 0.833347 loss_giou_aux_dn: 2.362635 loss: 15.627975 eta: 2 days, 4:12:05 batch_cost: 0.3602 data_cost: 0.0014 ips: 11.1050 images/s [04/15 03:12:32] ppdet.engine INFO: Epoch: [23] [5200/7329] learning_rate: 0.000100 loss_class: 0.636003 loss_bbox: 0.145096 loss_giou: 0.364814 loss_class_aux: 3.984743 loss_bbox_aux: 0.935549 loss_giou_aux: 2.287272 loss_class_dn: 0.368369 loss_bbox_dn: 0.167897 loss_giou_dn: 0.422203 loss_class_aux_dn: 2.009085 loss_bbox_aux_dn: 1.026993 loss_giou_aux_dn: 2.298378 loss: 16.652878 eta: 2 days, 4:11:29 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3510 images/s [04/15 03:13:12] ppdet.engine INFO: Epoch: [23] [5300/7329] learning_rate: 0.000100 loss_class: 0.584497 loss_bbox: 0.125566 loss_giou: 0.333865 loss_class_aux: 3.640337 loss_bbox_aux: 0.824473 loss_giou_aux: 2.171483 loss_class_dn: 0.313137 loss_bbox_dn: 0.160116 loss_giou_dn: 0.326565 loss_class_aux_dn: 1.733705 loss_bbox_aux_dn: 0.930966 loss_giou_aux_dn: 1.852967 loss: 13.522346 eta: 2 days, 4:10:53 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2748 images/s [04/15 03:13:52] ppdet.engine INFO: Epoch: [23] [5400/7329] learning_rate: 0.000100 loss_class: 0.574375 loss_bbox: 0.145708 loss_giou: 0.397434 loss_class_aux: 3.794424 loss_bbox_aux: 0.909515 loss_giou_aux: 2.554832 loss_class_dn: 0.328264 loss_bbox_dn: 0.174227 loss_giou_dn: 0.419979 loss_class_aux_dn: 1.781881 loss_bbox_aux_dn: 0.964706 loss_giou_aux_dn: 2.338556 loss: 15.081356 eta: 2 days, 4:10:19 batch_cost: 0.3575 data_cost: 0.0014 ips: 11.1883 images/s [04/15 03:14:31] ppdet.engine INFO: Epoch: [23] [5500/7329] learning_rate: 0.000100 loss_class: 0.611342 loss_bbox: 0.142493 loss_giou: 0.417254 loss_class_aux: 3.913526 loss_bbox_aux: 0.933972 loss_giou_aux: 2.670772 loss_class_dn: 0.335374 loss_bbox_dn: 0.157357 loss_giou_dn: 0.407961 loss_class_aux_dn: 1.829554 loss_bbox_aux_dn: 0.918977 loss_giou_aux_dn: 2.240784 loss: 15.444406 eta: 2 days, 4:09:43 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3337 images/s [04/15 03:15:11] ppdet.engine INFO: Epoch: [23] [5600/7329] learning_rate: 0.000100 loss_class: 0.606980 loss_bbox: 0.148304 loss_giou: 0.410546 loss_class_aux: 3.963165 loss_bbox_aux: 0.972840 loss_giou_aux: 2.601111 loss_class_dn: 0.352701 loss_bbox_dn: 0.157777 loss_giou_dn: 0.386956 loss_class_aux_dn: 1.871595 loss_bbox_aux_dn: 0.920786 loss_giou_aux_dn: 2.151917 loss: 14.338146 eta: 2 days, 4:09:08 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1938 images/s [04/15 03:15:50] ppdet.engine INFO: Epoch: [23] [5700/7329] learning_rate: 0.000100 loss_class: 0.592459 loss_bbox: 0.144942 loss_giou: 0.400122 loss_class_aux: 3.781707 loss_bbox_aux: 0.977644 loss_giou_aux: 2.565098 loss_class_dn: 0.339655 loss_bbox_dn: 0.153843 loss_giou_dn: 0.402244 loss_class_aux_dn: 1.846465 loss_bbox_aux_dn: 0.939065 loss_giou_aux_dn: 2.233486 loss: 14.986238 eta: 2 days, 4:08:32 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3242 images/s [04/15 03:16:30] ppdet.engine INFO: Epoch: [23] [5800/7329] learning_rate: 0.000100 loss_class: 0.655086 loss_bbox: 0.165773 loss_giou: 0.439127 loss_class_aux: 4.324495 loss_bbox_aux: 1.043526 loss_giou_aux: 2.798990 loss_class_dn: 0.356057 loss_bbox_dn: 0.172972 loss_giou_dn: 0.437936 loss_class_aux_dn: 1.898254 loss_bbox_aux_dn: 1.025875 loss_giou_aux_dn: 2.454645 loss: 16.963814 eta: 2 days, 4:07:57 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2116 images/s [04/15 03:17:09] ppdet.engine INFO: Epoch: [23] [5900/7329] learning_rate: 0.000100 loss_class: 0.526771 loss_bbox: 0.137841 loss_giou: 0.394791 loss_class_aux: 3.320253 loss_bbox_aux: 0.913984 loss_giou_aux: 2.552504 loss_class_dn: 0.321418 loss_bbox_dn: 0.165169 loss_giou_dn: 0.377200 loss_class_aux_dn: 1.737248 loss_bbox_aux_dn: 0.964424 loss_giou_aux_dn: 2.092487 loss: 14.485323 eta: 2 days, 4:07:23 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2101 images/s [04/15 03:17:49] ppdet.engine INFO: Epoch: [23] [6000/7329] learning_rate: 0.000100 loss_class: 0.588097 loss_bbox: 0.143979 loss_giou: 0.347774 loss_class_aux: 3.861954 loss_bbox_aux: 0.939508 loss_giou_aux: 2.172621 loss_class_dn: 0.326318 loss_bbox_dn: 0.160446 loss_giou_dn: 0.348363 loss_class_aux_dn: 1.749162 loss_bbox_aux_dn: 0.924043 loss_giou_aux_dn: 2.007141 loss: 13.740858 eta: 2 days, 4:06:47 batch_cost: 0.3545 data_cost: 0.0015 ips: 11.2847 images/s [04/15 03:18:28] ppdet.engine INFO: Epoch: [23] [6100/7329] learning_rate: 0.000100 loss_class: 0.612836 loss_bbox: 0.138589 loss_giou: 0.406747 loss_class_aux: 3.976855 loss_bbox_aux: 0.905591 loss_giou_aux: 2.565811 loss_class_dn: 0.356046 loss_bbox_dn: 0.154636 loss_giou_dn: 0.420569 loss_class_aux_dn: 1.866615 loss_bbox_aux_dn: 0.882187 loss_giou_aux_dn: 2.283934 loss: 15.584430 eta: 2 days, 4:06:11 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3219 images/s [04/15 03:19:07] ppdet.engine INFO: Epoch: [23] [6200/7329] learning_rate: 0.000100 loss_class: 0.589932 loss_bbox: 0.137304 loss_giou: 0.415465 loss_class_aux: 3.780309 loss_bbox_aux: 0.855455 loss_giou_aux: 2.628607 loss_class_dn: 0.328761 loss_bbox_dn: 0.156182 loss_giou_dn: 0.397478 loss_class_aux_dn: 1.752913 loss_bbox_aux_dn: 0.902836 loss_giou_aux_dn: 2.262963 loss: 15.382238 eta: 2 days, 4:05:35 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4059 images/s [04/15 03:19:46] ppdet.engine INFO: Epoch: [23] [6300/7329] learning_rate: 0.000100 loss_class: 0.644393 loss_bbox: 0.163103 loss_giou: 0.395510 loss_class_aux: 3.985183 loss_bbox_aux: 1.039137 loss_giou_aux: 2.517656 loss_class_dn: 0.341507 loss_bbox_dn: 0.178512 loss_giou_dn: 0.387552 loss_class_aux_dn: 1.840410 loss_bbox_aux_dn: 1.011410 loss_giou_aux_dn: 2.169000 loss: 15.118817 eta: 2 days, 4:04:58 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3973 images/s [04/15 03:20:25] ppdet.engine INFO: Epoch: [23] [6400/7329] learning_rate: 0.000100 loss_class: 0.611508 loss_bbox: 0.148748 loss_giou: 0.452974 loss_class_aux: 3.885394 loss_bbox_aux: 0.992775 loss_giou_aux: 2.930196 loss_class_dn: 0.368993 loss_bbox_dn: 0.167647 loss_giou_dn: 0.438498 loss_class_aux_dn: 1.977545 loss_bbox_aux_dn: 0.976672 loss_giou_aux_dn: 2.401301 loss: 16.550888 eta: 2 days, 4:04:21 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4116 images/s [04/15 03:21:05] ppdet.engine INFO: Epoch: [23] [6500/7329] learning_rate: 0.000100 loss_class: 0.577039 loss_bbox: 0.117619 loss_giou: 0.336447 loss_class_aux: 3.596362 loss_bbox_aux: 0.779740 loss_giou_aux: 2.165085 loss_class_dn: 0.309260 loss_bbox_dn: 0.157876 loss_giou_dn: 0.356896 loss_class_aux_dn: 1.672653 loss_bbox_aux_dn: 0.876526 loss_giou_aux_dn: 1.985367 loss: 12.702013 eta: 2 days, 4:03:46 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2125 images/s [04/15 03:21:45] ppdet.engine INFO: Epoch: [23] [6600/7329] learning_rate: 0.000100 loss_class: 0.586517 loss_bbox: 0.155445 loss_giou: 0.450285 loss_class_aux: 3.844688 loss_bbox_aux: 0.973395 loss_giou_aux: 2.743580 loss_class_dn: 0.366222 loss_bbox_dn: 0.156813 loss_giou_dn: 0.432635 loss_class_aux_dn: 1.957103 loss_bbox_aux_dn: 0.954472 loss_giou_aux_dn: 2.365922 loss: 16.928762 eta: 2 days, 4:03:11 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2988 images/s [04/15 03:22:24] ppdet.engine INFO: Epoch: [23] [6700/7329] learning_rate: 0.000100 loss_class: 0.681064 loss_bbox: 0.157287 loss_giou: 0.456115 loss_class_aux: 4.150278 loss_bbox_aux: 1.036225 loss_giou_aux: 2.975820 loss_class_dn: 0.385327 loss_bbox_dn: 0.186008 loss_giou_dn: 0.468416 loss_class_aux_dn: 2.031749 loss_bbox_aux_dn: 1.046436 loss_giou_aux_dn: 2.541826 loss: 17.511757 eta: 2 days, 4:02:35 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3150 images/s [04/15 03:23:03] ppdet.engine INFO: Epoch: [23] [6800/7329] learning_rate: 0.000100 loss_class: 0.590938 loss_bbox: 0.151764 loss_giou: 0.374125 loss_class_aux: 3.992488 loss_bbox_aux: 0.971871 loss_giou_aux: 2.495065 loss_class_dn: 0.328059 loss_bbox_dn: 0.179044 loss_giou_dn: 0.407703 loss_class_aux_dn: 1.846047 loss_bbox_aux_dn: 1.057924 loss_giou_aux_dn: 2.249375 loss: 14.819880 eta: 2 days, 4:02:00 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2774 images/s [04/15 03:23:43] ppdet.engine INFO: Epoch: [23] [6900/7329] learning_rate: 0.000100 loss_class: 0.622933 loss_bbox: 0.144180 loss_giou: 0.395228 loss_class_aux: 3.979119 loss_bbox_aux: 0.924434 loss_giou_aux: 2.526409 loss_class_dn: 0.347381 loss_bbox_dn: 0.169099 loss_giou_dn: 0.417837 loss_class_aux_dn: 1.915115 loss_bbox_aux_dn: 0.981099 loss_giou_aux_dn: 2.389173 loss: 15.835144 eta: 2 days, 4:01:25 batch_cost: 0.3583 data_cost: 0.0013 ips: 11.1648 images/s [04/15 03:24:23] ppdet.engine INFO: Epoch: [23] [7000/7329] learning_rate: 0.000100 loss_class: 0.578678 loss_bbox: 0.139467 loss_giou: 0.369568 loss_class_aux: 3.844867 loss_bbox_aux: 0.881986 loss_giou_aux: 2.376931 loss_class_dn: 0.321257 loss_bbox_dn: 0.152652 loss_giou_dn: 0.395112 loss_class_aux_dn: 1.726529 loss_bbox_aux_dn: 0.916894 loss_giou_aux_dn: 2.218856 loss: 15.225176 eta: 2 days, 4:00:49 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3092 images/s [04/15 03:25:02] ppdet.engine INFO: Epoch: [23] [7100/7329] learning_rate: 0.000100 loss_class: 0.640485 loss_bbox: 0.137800 loss_giou: 0.432395 loss_class_aux: 4.088370 loss_bbox_aux: 0.925964 loss_giou_aux: 2.777299 loss_class_dn: 0.372822 loss_bbox_dn: 0.161486 loss_giou_dn: 0.432311 loss_class_aux_dn: 1.976176 loss_bbox_aux_dn: 0.989352 loss_giou_aux_dn: 2.356420 loss: 15.748792 eta: 2 days, 4:00:13 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3757 images/s [04/15 03:25:41] ppdet.engine INFO: Epoch: [23] [7200/7329] learning_rate: 0.000100 loss_class: 0.597698 loss_bbox: 0.149236 loss_giou: 0.366812 loss_class_aux: 3.888137 loss_bbox_aux: 0.942658 loss_giou_aux: 2.202445 loss_class_dn: 0.334421 loss_bbox_dn: 0.178527 loss_giou_dn: 0.366791 loss_class_aux_dn: 1.847103 loss_bbox_aux_dn: 1.048632 loss_giou_aux_dn: 2.027394 loss: 14.942747 eta: 2 days, 3:59:36 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4162 images/s [04/15 03:26:20] ppdet.engine INFO: Epoch: [23] [7300/7329] learning_rate: 0.000100 loss_class: 0.528215 loss_bbox: 0.126555 loss_giou: 0.317683 loss_class_aux: 3.397635 loss_bbox_aux: 0.872734 loss_giou_aux: 2.001859 loss_class_dn: 0.293661 loss_bbox_dn: 0.166994 loss_giou_dn: 0.359333 loss_class_aux_dn: 1.605302 loss_bbox_aux_dn: 0.992713 loss_giou_aux_dn: 1.986001 loss: 13.101030 eta: 2 days, 3:59:00 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3996 images/s [04/15 03:26:34] ppdet.engine INFO: Eval iter: 0 [04/15 03:26:46] ppdet.engine INFO: Eval iter: 100 [04/15 03:26:57] ppdet.engine INFO: Eval iter: 200 [04/15 03:27:09] ppdet.engine INFO: Eval iter: 300 [04/15 03:27:20] ppdet.engine INFO: Eval iter: 400 [04/15 03:27:33] ppdet.engine INFO: Eval iter: 500 [04/15 03:27:44] ppdet.engine INFO: Eval iter: 600 [04/15 03:28:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.96s) creating index... index created! [04/15 03:28:07] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.55s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.64s). Accumulating evaluation results... DONE (t=16.12s). 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 ] = 0.335 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 ] = 0.393 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 ] = 0.524 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 [04/15 03:29:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.91922071954146 [04/15 03:29:51] ppdet.engine INFO: Best test bbox ap is 0.531. [04/15 03:29:53] ppdet.engine INFO: Epoch: [24] [ 0/7329] learning_rate: 0.000100 loss_class: 0.525956 loss_bbox: 0.132325 loss_giou: 0.327773 loss_class_aux: 3.438529 loss_bbox_aux: 0.872734 loss_giou_aux: 2.151509 loss_class_dn: 0.303390 loss_bbox_dn: 0.167285 loss_giou_dn: 0.358010 loss_class_aux_dn: 1.616089 loss_bbox_aux_dn: 0.982728 loss_giou_aux_dn: 1.964711 loss: 13.069330 eta: 2 days, 3:58:49 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3783 images/s [04/15 03:30:32] ppdet.engine INFO: Epoch: [24] [ 100/7329] learning_rate: 0.000100 loss_class: 0.576144 loss_bbox: 0.137712 loss_giou: 0.396326 loss_class_aux: 3.891226 loss_bbox_aux: 0.876472 loss_giou_aux: 2.508462 loss_class_dn: 0.367087 loss_bbox_dn: 0.159592 loss_giou_dn: 0.394863 loss_class_aux_dn: 2.003425 loss_bbox_aux_dn: 0.948595 loss_giou_aux_dn: 2.238252 loss: 15.615015 eta: 2 days, 3:58:13 batch_cost: 0.3508 data_cost: 0.0010 ips: 11.4022 images/s [04/15 03:31:11] ppdet.engine INFO: Epoch: [24] [ 200/7329] learning_rate: 0.000100 loss_class: 0.665779 loss_bbox: 0.150534 loss_giou: 0.394264 loss_class_aux: 4.247643 loss_bbox_aux: 0.928007 loss_giou_aux: 2.656704 loss_class_dn: 0.353744 loss_bbox_dn: 0.180625 loss_giou_dn: 0.443489 loss_class_aux_dn: 1.858107 loss_bbox_aux_dn: 1.064317 loss_giou_aux_dn: 2.430866 loss: 15.693398 eta: 2 days, 3:57:36 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4174 images/s [04/15 03:31:50] ppdet.engine INFO: Epoch: [24] [ 300/7329] learning_rate: 0.000100 loss_class: 0.606443 loss_bbox: 0.134932 loss_giou: 0.327148 loss_class_aux: 4.010900 loss_bbox_aux: 0.916920 loss_giou_aux: 2.263218 loss_class_dn: 0.335214 loss_bbox_dn: 0.149191 loss_giou_dn: 0.375485 loss_class_aux_dn: 1.828086 loss_bbox_aux_dn: 0.921394 loss_giou_aux_dn: 2.090779 loss: 14.678744 eta: 2 days, 3:56:59 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4387 images/s [04/15 03:32:29] ppdet.engine INFO: Epoch: [24] [ 400/7329] learning_rate: 0.000100 loss_class: 0.582402 loss_bbox: 0.142282 loss_giou: 0.395528 loss_class_aux: 3.804837 loss_bbox_aux: 0.924763 loss_giou_aux: 2.573240 loss_class_dn: 0.329401 loss_bbox_dn: 0.150985 loss_giou_dn: 0.375060 loss_class_aux_dn: 1.793591 loss_bbox_aux_dn: 0.912221 loss_giou_aux_dn: 2.097042 loss: 14.058737 eta: 2 days, 3:56:22 batch_cost: 0.3490 data_cost: 0.0012 ips: 11.4609 images/s [04/15 03:33:09] ppdet.engine INFO: Epoch: [24] [ 500/7329] learning_rate: 0.000100 loss_class: 0.647638 loss_bbox: 0.159134 loss_giou: 0.395149 loss_class_aux: 4.256559 loss_bbox_aux: 1.054131 loss_giou_aux: 2.507398 loss_class_dn: 0.357817 loss_bbox_dn: 0.184148 loss_giou_dn: 0.430122 loss_class_aux_dn: 1.928127 loss_bbox_aux_dn: 1.062183 loss_giou_aux_dn: 2.387070 loss: 16.513065 eta: 2 days, 3:55:46 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3234 images/s [04/15 03:33:48] ppdet.engine INFO: Epoch: [24] [ 600/7329] learning_rate: 0.000100 loss_class: 0.543246 loss_bbox: 0.131560 loss_giou: 0.332413 loss_class_aux: 3.525527 loss_bbox_aux: 0.899525 loss_giou_aux: 2.162635 loss_class_dn: 0.319292 loss_bbox_dn: 0.171587 loss_giou_dn: 0.314075 loss_class_aux_dn: 1.729203 loss_bbox_aux_dn: 0.991454 loss_giou_aux_dn: 1.793262 loss: 12.819084 eta: 2 days, 3:55:11 batch_cost: 0.3562 data_cost: 0.0012 ips: 11.2293 images/s [04/15 03:34:28] ppdet.engine INFO: Epoch: [24] [ 700/7329] learning_rate: 0.000100 loss_class: 0.722202 loss_bbox: 0.136193 loss_giou: 0.465778 loss_class_aux: 4.416427 loss_bbox_aux: 0.901045 loss_giou_aux: 3.018815 loss_class_dn: 0.374115 loss_bbox_dn: 0.163431 loss_giou_dn: 0.461130 loss_class_aux_dn: 1.981712 loss_bbox_aux_dn: 0.931605 loss_giou_aux_dn: 2.547843 loss: 15.429242 eta: 2 days, 3:54:35 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3042 images/s [04/15 03:35:07] ppdet.engine INFO: Epoch: [24] [ 800/7329] learning_rate: 0.000100 loss_class: 0.545743 loss_bbox: 0.132475 loss_giou: 0.368020 loss_class_aux: 3.543180 loss_bbox_aux: 0.856849 loss_giou_aux: 2.369173 loss_class_dn: 0.314659 loss_bbox_dn: 0.152976 loss_giou_dn: 0.366791 loss_class_aux_dn: 1.702577 loss_bbox_aux_dn: 0.851103 loss_giou_aux_dn: 2.044643 loss: 13.676167 eta: 2 days, 3:54:00 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2667 images/s [04/15 03:35:47] ppdet.engine INFO: Epoch: [24] [ 900/7329] learning_rate: 0.000100 loss_class: 0.540673 loss_bbox: 0.130196 loss_giou: 0.403522 loss_class_aux: 3.519092 loss_bbox_aux: 0.835531 loss_giou_aux: 2.579054 loss_class_dn: 0.329487 loss_bbox_dn: 0.148974 loss_giou_dn: 0.423028 loss_class_aux_dn: 1.781454 loss_bbox_aux_dn: 0.850023 loss_giou_aux_dn: 2.294408 loss: 14.694080 eta: 2 days, 3:53:24 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2807 images/s [04/15 03:36:26] ppdet.engine INFO: Epoch: [24] [1000/7329] learning_rate: 0.000100 loss_class: 0.523517 loss_bbox: 0.129542 loss_giou: 0.326829 loss_class_aux: 3.511645 loss_bbox_aux: 0.835863 loss_giou_aux: 2.080653 loss_class_dn: 0.290446 loss_bbox_dn: 0.149560 loss_giou_dn: 0.341218 loss_class_aux_dn: 1.552847 loss_bbox_aux_dn: 0.906994 loss_giou_aux_dn: 1.891499 loss: 12.705053 eta: 2 days, 3:52:48 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3893 images/s [04/15 03:37:06] ppdet.engine INFO: Epoch: [24] [1100/7329] learning_rate: 0.000100 loss_class: 0.525793 loss_bbox: 0.136756 loss_giou: 0.323135 loss_class_aux: 3.447836 loss_bbox_aux: 0.905846 loss_giou_aux: 2.031659 loss_class_dn: 0.304105 loss_bbox_dn: 0.161002 loss_giou_dn: 0.324973 loss_class_aux_dn: 1.596639 loss_bbox_aux_dn: 1.001303 loss_giou_aux_dn: 1.815236 loss: 12.640170 eta: 2 days, 3:52:13 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1989 images/s [04/15 03:37:45] ppdet.engine INFO: Epoch: [24] [1200/7329] learning_rate: 0.000100 loss_class: 0.641057 loss_bbox: 0.141335 loss_giou: 0.379523 loss_class_aux: 4.045205 loss_bbox_aux: 0.890110 loss_giou_aux: 2.415418 loss_class_dn: 0.332006 loss_bbox_dn: 0.166874 loss_giou_dn: 0.388890 loss_class_aux_dn: 1.777214 loss_bbox_aux_dn: 0.959164 loss_giou_aux_dn: 2.180782 loss: 14.520113 eta: 2 days, 3:51:38 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3017 images/s [04/15 03:38:24] ppdet.engine INFO: Epoch: [24] [1300/7329] learning_rate: 0.000100 loss_class: 0.616747 loss_bbox: 0.144123 loss_giou: 0.412771 loss_class_aux: 3.900663 loss_bbox_aux: 0.955525 loss_giou_aux: 2.598435 loss_class_dn: 0.360059 loss_bbox_dn: 0.171439 loss_giou_dn: 0.426824 loss_class_aux_dn: 1.894454 loss_bbox_aux_dn: 0.988271 loss_giou_aux_dn: 2.405612 loss: 15.699229 eta: 2 days, 3:51:01 batch_cost: 0.3513 data_cost: 0.0012 ips: 11.3847 images/s [04/15 03:39:03] ppdet.engine INFO: Epoch: [24] [1400/7329] learning_rate: 0.000100 loss_class: 0.534280 loss_bbox: 0.126011 loss_giou: 0.358655 loss_class_aux: 3.510182 loss_bbox_aux: 0.864269 loss_giou_aux: 2.244762 loss_class_dn: 0.300784 loss_bbox_dn: 0.149356 loss_giou_dn: 0.341252 loss_class_aux_dn: 1.635539 loss_bbox_aux_dn: 0.869148 loss_giou_aux_dn: 1.896004 loss: 13.775951 eta: 2 days, 3:50:25 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3385 images/s [04/15 03:39:43] ppdet.engine INFO: Epoch: [24] [1500/7329] learning_rate: 0.000100 loss_class: 0.590170 loss_bbox: 0.136683 loss_giou: 0.396267 loss_class_aux: 3.634434 loss_bbox_aux: 0.868070 loss_giou_aux: 2.545811 loss_class_dn: 0.333929 loss_bbox_dn: 0.154792 loss_giou_dn: 0.406537 loss_class_aux_dn: 1.739629 loss_bbox_aux_dn: 0.927672 loss_giou_aux_dn: 2.243400 loss: 13.757125 eta: 2 days, 3:49:48 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4146 images/s [04/15 03:40:22] ppdet.engine INFO: Epoch: [24] [1600/7329] learning_rate: 0.000100 loss_class: 0.630234 loss_bbox: 0.159806 loss_giou: 0.507302 loss_class_aux: 3.986547 loss_bbox_aux: 1.093502 loss_giou_aux: 3.318519 loss_class_dn: 0.381806 loss_bbox_dn: 0.175410 loss_giou_dn: 0.521219 loss_class_aux_dn: 2.023879 loss_bbox_aux_dn: 1.018343 loss_giou_aux_dn: 2.834743 loss: 17.039410 eta: 2 days, 3:49:13 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3263 images/s [04/15 03:41:01] ppdet.engine INFO: Epoch: [24] [1700/7329] learning_rate: 0.000100 loss_class: 0.585185 loss_bbox: 0.145021 loss_giou: 0.430503 loss_class_aux: 3.699163 loss_bbox_aux: 0.944530 loss_giou_aux: 2.692722 loss_class_dn: 0.336246 loss_bbox_dn: 0.167272 loss_giou_dn: 0.411204 loss_class_aux_dn: 1.776712 loss_bbox_aux_dn: 0.968582 loss_giou_aux_dn: 2.206682 loss: 14.579855 eta: 2 days, 3:48:36 batch_cost: 0.3509 data_cost: 0.0012 ips: 11.4001 images/s [04/15 03:41:41] ppdet.engine INFO: Epoch: [24] [1800/7329] learning_rate: 0.000100 loss_class: 0.638685 loss_bbox: 0.142362 loss_giou: 0.405807 loss_class_aux: 4.101748 loss_bbox_aux: 0.960339 loss_giou_aux: 2.619912 loss_class_dn: 0.363288 loss_bbox_dn: 0.179408 loss_giou_dn: 0.425352 loss_class_aux_dn: 1.941946 loss_bbox_aux_dn: 1.009784 loss_giou_aux_dn: 2.400420 loss: 15.959288 eta: 2 days, 3:48:01 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2776 images/s [04/15 03:42:20] ppdet.engine INFO: Epoch: [24] [1900/7329] learning_rate: 0.000100 loss_class: 0.671479 loss_bbox: 0.163044 loss_giou: 0.506257 loss_class_aux: 4.303010 loss_bbox_aux: 1.055073 loss_giou_aux: 3.207168 loss_class_dn: 0.390870 loss_bbox_dn: 0.166279 loss_giou_dn: 0.480086 loss_class_aux_dn: 2.121283 loss_bbox_aux_dn: 0.988269 loss_giou_aux_dn: 2.611613 loss: 17.361671 eta: 2 days, 3:47:26 batch_cost: 0.3563 data_cost: 0.0012 ips: 11.2252 images/s [04/15 03:43:00] ppdet.engine INFO: Epoch: [24] [2000/7329] learning_rate: 0.000100 loss_class: 0.589828 loss_bbox: 0.135761 loss_giou: 0.351356 loss_class_aux: 3.754561 loss_bbox_aux: 0.957726 loss_giou_aux: 2.243374 loss_class_dn: 0.310316 loss_bbox_dn: 0.160110 loss_giou_dn: 0.381820 loss_class_aux_dn: 1.716878 loss_bbox_aux_dn: 0.934596 loss_giou_aux_dn: 2.082778 loss: 13.993372 eta: 2 days, 3:46:50 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2702 images/s [04/15 03:43:39] ppdet.engine INFO: Epoch: [24] [2100/7329] learning_rate: 0.000100 loss_class: 0.667728 loss_bbox: 0.149002 loss_giou: 0.427127 loss_class_aux: 4.204387 loss_bbox_aux: 0.932378 loss_giou_aux: 2.717918 loss_class_dn: 0.348579 loss_bbox_dn: 0.162754 loss_giou_dn: 0.416911 loss_class_aux_dn: 1.868170 loss_bbox_aux_dn: 0.962783 loss_giou_aux_dn: 2.297573 loss: 15.645281 eta: 2 days, 3:46:14 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3491 images/s [04/15 03:44:18] ppdet.engine INFO: Epoch: [24] [2200/7329] learning_rate: 0.000100 loss_class: 0.544290 loss_bbox: 0.120357 loss_giou: 0.312462 loss_class_aux: 3.498057 loss_bbox_aux: 0.815918 loss_giou_aux: 1.977469 loss_class_dn: 0.265424 loss_bbox_dn: 0.147301 loss_giou_dn: 0.316220 loss_class_aux_dn: 1.437921 loss_bbox_aux_dn: 0.904038 loss_giou_aux_dn: 1.772519 loss: 12.982904 eta: 2 days, 3:45:38 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3829 images/s [04/15 03:44:58] ppdet.engine INFO: Epoch: [24] [2300/7329] learning_rate: 0.000100 loss_class: 0.546599 loss_bbox: 0.123160 loss_giou: 0.399789 loss_class_aux: 3.491532 loss_bbox_aux: 0.804867 loss_giou_aux: 2.538222 loss_class_dn: 0.335524 loss_bbox_dn: 0.147428 loss_giou_dn: 0.413588 loss_class_aux_dn: 1.784601 loss_bbox_aux_dn: 0.871072 loss_giou_aux_dn: 2.228617 loss: 14.618256 eta: 2 days, 3:45:02 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2827 images/s [04/15 03:45:37] ppdet.engine INFO: Epoch: [24] [2400/7329] learning_rate: 0.000100 loss_class: 0.596730 loss_bbox: 0.144086 loss_giou: 0.408518 loss_class_aux: 3.887880 loss_bbox_aux: 0.919212 loss_giou_aux: 2.580279 loss_class_dn: 0.356069 loss_bbox_dn: 0.166541 loss_giou_dn: 0.401639 loss_class_aux_dn: 1.896836 loss_bbox_aux_dn: 0.980460 loss_giou_aux_dn: 2.205717 loss: 15.110882 eta: 2 days, 3:44:25 batch_cost: 0.3492 data_cost: 0.0012 ips: 11.4545 images/s [04/15 03:46:16] ppdet.engine INFO: Epoch: [24] [2500/7329] learning_rate: 0.000100 loss_class: 0.562244 loss_bbox: 0.131564 loss_giou: 0.289597 loss_class_aux: 3.637248 loss_bbox_aux: 0.868349 loss_giou_aux: 1.860664 loss_class_dn: 0.288012 loss_bbox_dn: 0.160974 loss_giou_dn: 0.308021 loss_class_aux_dn: 1.585154 loss_bbox_aux_dn: 0.901874 loss_giou_aux_dn: 1.760791 loss: 12.122013 eta: 2 days, 3:43:49 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3554 images/s [04/15 03:46:55] ppdet.engine INFO: Epoch: [24] [2600/7329] learning_rate: 0.000100 loss_class: 0.668937 loss_bbox: 0.152701 loss_giou: 0.447083 loss_class_aux: 4.236516 loss_bbox_aux: 0.983718 loss_giou_aux: 2.881012 loss_class_dn: 0.385061 loss_bbox_dn: 0.172636 loss_giou_dn: 0.463163 loss_class_aux_dn: 2.041986 loss_bbox_aux_dn: 1.004643 loss_giou_aux_dn: 2.544845 loss: 16.149775 eta: 2 days, 3:43:14 batch_cost: 0.3561 data_cost: 0.0012 ips: 11.2340 images/s [04/15 03:47:35] ppdet.engine INFO: Epoch: [24] [2700/7329] learning_rate: 0.000100 loss_class: 0.598259 loss_bbox: 0.126394 loss_giou: 0.407765 loss_class_aux: 3.898026 loss_bbox_aux: 0.866482 loss_giou_aux: 2.616518 loss_class_dn: 0.350261 loss_bbox_dn: 0.147161 loss_giou_dn: 0.411139 loss_class_aux_dn: 1.867649 loss_bbox_aux_dn: 0.879609 loss_giou_aux_dn: 2.286137 loss: 15.268898 eta: 2 days, 3:42:39 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2876 images/s [04/15 03:48:14] ppdet.engine INFO: Epoch: [24] [2800/7329] learning_rate: 0.000100 loss_class: 0.559329 loss_bbox: 0.130883 loss_giou: 0.384128 loss_class_aux: 3.686514 loss_bbox_aux: 0.878119 loss_giou_aux: 2.455052 loss_class_dn: 0.340922 loss_bbox_dn: 0.157208 loss_giou_dn: 0.405556 loss_class_aux_dn: 1.852076 loss_bbox_aux_dn: 0.882942 loss_giou_aux_dn: 2.236760 loss: 15.007250 eta: 2 days, 3:42:02 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3648 images/s [04/15 03:48:53] ppdet.engine INFO: Epoch: [24] [2900/7329] learning_rate: 0.000100 loss_class: 0.551758 loss_bbox: 0.144452 loss_giou: 0.434099 loss_class_aux: 3.552943 loss_bbox_aux: 0.960762 loss_giou_aux: 2.763322 loss_class_dn: 0.331016 loss_bbox_dn: 0.163929 loss_giou_dn: 0.405572 loss_class_aux_dn: 1.781779 loss_bbox_aux_dn: 0.924874 loss_giou_aux_dn: 2.225013 loss: 14.714568 eta: 2 days, 3:41:26 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3465 images/s [04/15 03:49:33] ppdet.engine INFO: Epoch: [24] [3000/7329] learning_rate: 0.000100 loss_class: 0.667631 loss_bbox: 0.133893 loss_giou: 0.422457 loss_class_aux: 4.255176 loss_bbox_aux: 0.924351 loss_giou_aux: 2.635696 loss_class_dn: 0.364143 loss_bbox_dn: 0.173018 loss_giou_dn: 0.420219 loss_class_aux_dn: 1.947633 loss_bbox_aux_dn: 0.999315 loss_giou_aux_dn: 2.353879 loss: 15.776807 eta: 2 days, 3:40:50 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3159 images/s [04/15 03:50:12] ppdet.engine INFO: Epoch: [24] [3100/7329] learning_rate: 0.000100 loss_class: 0.563271 loss_bbox: 0.133103 loss_giou: 0.337799 loss_class_aux: 3.669498 loss_bbox_aux: 0.848205 loss_giou_aux: 2.090446 loss_class_dn: 0.293350 loss_bbox_dn: 0.141771 loss_giou_dn: 0.313825 loss_class_aux_dn: 1.572013 loss_bbox_aux_dn: 0.849189 loss_giou_aux_dn: 1.754452 loss: 13.408274 eta: 2 days, 3:40:15 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2453 images/s [04/15 03:50:52] ppdet.engine INFO: Epoch: [24] [3200/7329] learning_rate: 0.000100 loss_class: 0.619140 loss_bbox: 0.126693 loss_giou: 0.363287 loss_class_aux: 3.886228 loss_bbox_aux: 0.888817 loss_giou_aux: 2.355237 loss_class_dn: 0.333706 loss_bbox_dn: 0.157028 loss_giou_dn: 0.382248 loss_class_aux_dn: 1.839169 loss_bbox_aux_dn: 0.891538 loss_giou_aux_dn: 2.146519 loss: 15.001000 eta: 2 days, 3:39:40 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3095 images/s [04/15 03:51:31] ppdet.engine INFO: Epoch: [24] [3300/7329] learning_rate: 0.000100 loss_class: 0.568434 loss_bbox: 0.142513 loss_giou: 0.380112 loss_class_aux: 3.631187 loss_bbox_aux: 0.957253 loss_giou_aux: 2.483667 loss_class_dn: 0.333470 loss_bbox_dn: 0.157763 loss_giou_dn: 0.403251 loss_class_aux_dn: 1.822155 loss_bbox_aux_dn: 0.935994 loss_giou_aux_dn: 2.201683 loss: 15.445038 eta: 2 days, 3:39:05 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2393 images/s [04/15 03:52:11] ppdet.engine INFO: Epoch: [24] [3400/7329] learning_rate: 0.000100 loss_class: 0.608694 loss_bbox: 0.142325 loss_giou: 0.360177 loss_class_aux: 3.901978 loss_bbox_aux: 0.956841 loss_giou_aux: 2.314109 loss_class_dn: 0.310454 loss_bbox_dn: 0.170404 loss_giou_dn: 0.337562 loss_class_aux_dn: 1.622935 loss_bbox_aux_dn: 1.013041 loss_giou_aux_dn: 1.868009 loss: 14.465120 eta: 2 days, 3:38:29 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2602 images/s [04/15 03:52:50] ppdet.engine INFO: Epoch: [24] [3500/7329] learning_rate: 0.000100 loss_class: 0.568876 loss_bbox: 0.145361 loss_giou: 0.364193 loss_class_aux: 3.783678 loss_bbox_aux: 0.953389 loss_giou_aux: 2.363023 loss_class_dn: 0.320128 loss_bbox_dn: 0.178292 loss_giou_dn: 0.380744 loss_class_aux_dn: 1.710428 loss_bbox_aux_dn: 1.029470 loss_giou_aux_dn: 2.073637 loss: 13.857547 eta: 2 days, 3:37:52 batch_cost: 0.3484 data_cost: 0.0013 ips: 11.4809 images/s [04/15 03:53:29] ppdet.engine INFO: Epoch: [24] [3600/7329] learning_rate: 0.000100 loss_class: 0.562491 loss_bbox: 0.135319 loss_giou: 0.340879 loss_class_aux: 3.615851 loss_bbox_aux: 0.834105 loss_giou_aux: 2.179961 loss_class_dn: 0.312318 loss_bbox_dn: 0.147012 loss_giou_dn: 0.376982 loss_class_aux_dn: 1.671563 loss_bbox_aux_dn: 0.876446 loss_giou_aux_dn: 2.063457 loss: 14.027347 eta: 2 days, 3:37:16 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3670 images/s [04/15 03:54:09] ppdet.engine INFO: Epoch: [24] [3700/7329] learning_rate: 0.000100 loss_class: 0.499596 loss_bbox: 0.109861 loss_giou: 0.298078 loss_class_aux: 3.258667 loss_bbox_aux: 0.749723 loss_giou_aux: 1.817133 loss_class_dn: 0.278673 loss_bbox_dn: 0.144420 loss_giou_dn: 0.291372 loss_class_aux_dn: 1.505317 loss_bbox_aux_dn: 0.822666 loss_giou_aux_dn: 1.623151 loss: 12.266956 eta: 2 days, 3:36:41 batch_cost: 0.3569 data_cost: 0.0014 ips: 11.2089 images/s [04/15 03:54:48] ppdet.engine INFO: Epoch: [24] [3800/7329] learning_rate: 0.000100 loss_class: 0.576587 loss_bbox: 0.141510 loss_giou: 0.399896 loss_class_aux: 3.832011 loss_bbox_aux: 0.900303 loss_giou_aux: 2.589734 loss_class_dn: 0.326358 loss_bbox_dn: 0.159289 loss_giou_dn: 0.378512 loss_class_aux_dn: 1.778292 loss_bbox_aux_dn: 0.911648 loss_giou_aux_dn: 2.101618 loss: 14.481022 eta: 2 days, 3:36:05 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3556 images/s [04/15 03:55:27] ppdet.engine INFO: Epoch: [24] [3900/7329] learning_rate: 0.000100 loss_class: 0.592702 loss_bbox: 0.127226 loss_giou: 0.346280 loss_class_aux: 3.833853 loss_bbox_aux: 0.861225 loss_giou_aux: 2.187873 loss_class_dn: 0.303297 loss_bbox_dn: 0.156003 loss_giou_dn: 0.339842 loss_class_aux_dn: 1.659085 loss_bbox_aux_dn: 0.923076 loss_giou_aux_dn: 1.889125 loss: 13.557655 eta: 2 days, 3:35:28 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4014 images/s [04/15 03:56:06] ppdet.engine INFO: Epoch: [24] [4000/7329] learning_rate: 0.000100 loss_class: 0.647056 loss_bbox: 0.131837 loss_giou: 0.375299 loss_class_aux: 4.090630 loss_bbox_aux: 0.883910 loss_giou_aux: 2.457385 loss_class_dn: 0.353299 loss_bbox_dn: 0.170399 loss_giou_dn: 0.416160 loss_class_aux_dn: 1.924606 loss_bbox_aux_dn: 1.021424 loss_giou_aux_dn: 2.271397 loss: 14.605336 eta: 2 days, 3:34:52 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3511 images/s [04/15 03:56:46] ppdet.engine INFO: Epoch: [24] [4100/7329] learning_rate: 0.000100 loss_class: 0.593642 loss_bbox: 0.143652 loss_giou: 0.328270 loss_class_aux: 3.765163 loss_bbox_aux: 0.963036 loss_giou_aux: 2.220718 loss_class_dn: 0.311838 loss_bbox_dn: 0.167836 loss_giou_dn: 0.371892 loss_class_aux_dn: 1.679701 loss_bbox_aux_dn: 1.011209 loss_giou_aux_dn: 2.096389 loss: 14.235172 eta: 2 days, 3:34:18 batch_cost: 0.3578 data_cost: 0.0013 ips: 11.1788 images/s [04/15 03:57:26] ppdet.engine INFO: Epoch: [24] [4200/7329] learning_rate: 0.000100 loss_class: 0.626437 loss_bbox: 0.162355 loss_giou: 0.421928 loss_class_aux: 4.017310 loss_bbox_aux: 1.012189 loss_giou_aux: 2.607416 loss_class_dn: 0.372575 loss_bbox_dn: 0.167163 loss_giou_dn: 0.449460 loss_class_aux_dn: 1.997555 loss_bbox_aux_dn: 0.987173 loss_giou_aux_dn: 2.507588 loss: 15.574650 eta: 2 days, 3:33:42 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2890 images/s [04/15 03:58:05] ppdet.engine INFO: Epoch: [24] [4300/7329] learning_rate: 0.000100 loss_class: 0.594477 loss_bbox: 0.146144 loss_giou: 0.364995 loss_class_aux: 3.905864 loss_bbox_aux: 0.961598 loss_giou_aux: 2.394907 loss_class_dn: 0.331029 loss_bbox_dn: 0.169616 loss_giou_dn: 0.381243 loss_class_aux_dn: 1.759083 loss_bbox_aux_dn: 0.975772 loss_giou_aux_dn: 2.152773 loss: 14.693918 eta: 2 days, 3:33:06 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3178 images/s [04/15 03:58:44] ppdet.engine INFO: Epoch: [24] [4400/7329] learning_rate: 0.000100 loss_class: 0.574229 loss_bbox: 0.133427 loss_giou: 0.408407 loss_class_aux: 3.615884 loss_bbox_aux: 0.874956 loss_giou_aux: 2.470271 loss_class_dn: 0.322125 loss_bbox_dn: 0.153431 loss_giou_dn: 0.383989 loss_class_aux_dn: 1.720528 loss_bbox_aux_dn: 0.894651 loss_giou_aux_dn: 2.096262 loss: 14.134426 eta: 2 days, 3:32:30 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3296 images/s [04/15 03:59:24] ppdet.engine INFO: Epoch: [24] [4500/7329] learning_rate: 0.000100 loss_class: 0.600784 loss_bbox: 0.150576 loss_giou: 0.398812 loss_class_aux: 3.860677 loss_bbox_aux: 0.988630 loss_giou_aux: 2.505605 loss_class_dn: 0.344301 loss_bbox_dn: 0.157823 loss_giou_dn: 0.412264 loss_class_aux_dn: 1.863423 loss_bbox_aux_dn: 0.926443 loss_giou_aux_dn: 2.211019 loss: 15.086649 eta: 2 days, 3:31:55 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3242 images/s [04/15 04:00:03] ppdet.engine INFO: Epoch: [24] [4600/7329] learning_rate: 0.000100 loss_class: 0.581466 loss_bbox: 0.133790 loss_giou: 0.384690 loss_class_aux: 3.804061 loss_bbox_aux: 0.868645 loss_giou_aux: 2.490702 loss_class_dn: 0.338197 loss_bbox_dn: 0.156281 loss_giou_dn: 0.382104 loss_class_aux_dn: 1.800098 loss_bbox_aux_dn: 0.933091 loss_giou_aux_dn: 2.143090 loss: 14.191732 eta: 2 days, 3:31:19 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3110 images/s [04/15 04:00:42] ppdet.engine INFO: Epoch: [24] [4700/7329] learning_rate: 0.000100 loss_class: 0.596731 loss_bbox: 0.164326 loss_giou: 0.378526 loss_class_aux: 3.662749 loss_bbox_aux: 0.990734 loss_giou_aux: 2.465859 loss_class_dn: 0.316126 loss_bbox_dn: 0.163100 loss_giou_dn: 0.381625 loss_class_aux_dn: 1.711294 loss_bbox_aux_dn: 0.943793 loss_giou_aux_dn: 2.134485 loss: 14.266754 eta: 2 days, 3:30:43 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3432 images/s [04/15 04:01:21] ppdet.engine INFO: Epoch: [24] [4800/7329] learning_rate: 0.000100 loss_class: 0.657568 loss_bbox: 0.151459 loss_giou: 0.420657 loss_class_aux: 4.235236 loss_bbox_aux: 1.007900 loss_giou_aux: 2.686825 loss_class_dn: 0.350365 loss_bbox_dn: 0.175940 loss_giou_dn: 0.403672 loss_class_aux_dn: 1.924769 loss_bbox_aux_dn: 1.033053 loss_giou_aux_dn: 2.285671 loss: 15.951041 eta: 2 days, 3:30:06 batch_cost: 0.3490 data_cost: 0.0012 ips: 11.4615 images/s [04/15 04:02:00] ppdet.engine INFO: Epoch: [24] [4900/7329] learning_rate: 0.000100 loss_class: 0.558781 loss_bbox: 0.149397 loss_giou: 0.417191 loss_class_aux: 3.724023 loss_bbox_aux: 1.002874 loss_giou_aux: 2.694003 loss_class_dn: 0.319689 loss_bbox_dn: 0.173973 loss_giou_dn: 0.387436 loss_class_aux_dn: 1.737009 loss_bbox_aux_dn: 1.070599 loss_giou_aux_dn: 2.101704 loss: 14.970369 eta: 2 days, 3:29:29 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3682 images/s [04/15 04:02:39] ppdet.engine INFO: Epoch: [24] [5000/7329] learning_rate: 0.000100 loss_class: 0.644156 loss_bbox: 0.145566 loss_giou: 0.453390 loss_class_aux: 4.018993 loss_bbox_aux: 0.957771 loss_giou_aux: 2.914804 loss_class_dn: 0.358084 loss_bbox_dn: 0.151875 loss_giou_dn: 0.453624 loss_class_aux_dn: 1.889745 loss_bbox_aux_dn: 0.933826 loss_giou_aux_dn: 2.543664 loss: 15.780926 eta: 2 days, 3:28:53 batch_cost: 0.3508 data_cost: 0.0012 ips: 11.4029 images/s [04/15 04:03:19] ppdet.engine INFO: Epoch: [24] [5100/7329] learning_rate: 0.000100 loss_class: 0.633785 loss_bbox: 0.135315 loss_giou: 0.390915 loss_class_aux: 3.997463 loss_bbox_aux: 0.908780 loss_giou_aux: 2.409609 loss_class_dn: 0.334125 loss_bbox_dn: 0.157823 loss_giou_dn: 0.395492 loss_class_aux_dn: 1.797621 loss_bbox_aux_dn: 0.975598 loss_giou_aux_dn: 2.144954 loss: 14.314198 eta: 2 days, 3:28:17 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3639 images/s [04/15 04:03:58] ppdet.engine INFO: Epoch: [24] [5200/7329] learning_rate: 0.000100 loss_class: 0.627945 loss_bbox: 0.138219 loss_giou: 0.372278 loss_class_aux: 3.854509 loss_bbox_aux: 0.942169 loss_giou_aux: 2.414602 loss_class_dn: 0.337652 loss_bbox_dn: 0.149564 loss_giou_dn: 0.400491 loss_class_aux_dn: 1.828680 loss_bbox_aux_dn: 0.871032 loss_giou_aux_dn: 2.183720 loss: 15.537632 eta: 2 days, 3:27:41 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2674 images/s [04/15 04:04:37] ppdet.engine INFO: Epoch: [24] [5300/7329] learning_rate: 0.000100 loss_class: 0.640764 loss_bbox: 0.150520 loss_giou: 0.425170 loss_class_aux: 4.255525 loss_bbox_aux: 1.004068 loss_giou_aux: 2.650461 loss_class_dn: 0.343237 loss_bbox_dn: 0.174538 loss_giou_dn: 0.398751 loss_class_aux_dn: 1.941768 loss_bbox_aux_dn: 1.044919 loss_giou_aux_dn: 2.189750 loss: 15.104688 eta: 2 days, 3:27:06 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3120 images/s [04/15 04:05:17] ppdet.engine INFO: Epoch: [24] [5400/7329] learning_rate: 0.000100 loss_class: 0.602113 loss_bbox: 0.131323 loss_giou: 0.399678 loss_class_aux: 3.897377 loss_bbox_aux: 0.908852 loss_giou_aux: 2.569631 loss_class_dn: 0.338294 loss_bbox_dn: 0.158874 loss_giou_dn: 0.427968 loss_class_aux_dn: 1.796529 loss_bbox_aux_dn: 0.942489 loss_giou_aux_dn: 2.329046 loss: 15.238198 eta: 2 days, 3:26:30 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3417 images/s [04/15 04:05:56] ppdet.engine INFO: Epoch: [24] [5500/7329] learning_rate: 0.000100 loss_class: 0.602920 loss_bbox: 0.135966 loss_giou: 0.381090 loss_class_aux: 3.751681 loss_bbox_aux: 0.894088 loss_giou_aux: 2.377223 loss_class_dn: 0.297387 loss_bbox_dn: 0.161824 loss_giou_dn: 0.336370 loss_class_aux_dn: 1.609976 loss_bbox_aux_dn: 0.947129 loss_giou_aux_dn: 1.885948 loss: 14.066927 eta: 2 days, 3:25:53 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4120 images/s [04/15 04:06:36] ppdet.engine INFO: Epoch: [24] [5600/7329] learning_rate: 0.000100 loss_class: 0.562544 loss_bbox: 0.128219 loss_giou: 0.313483 loss_class_aux: 3.562912 loss_bbox_aux: 0.852993 loss_giou_aux: 1.984020 loss_class_dn: 0.289033 loss_bbox_dn: 0.155974 loss_giou_dn: 0.325372 loss_class_aux_dn: 1.556261 loss_bbox_aux_dn: 0.890695 loss_giou_aux_dn: 1.786153 loss: 12.485559 eta: 2 days, 3:25:19 batch_cost: 0.3584 data_cost: 0.0013 ips: 11.1600 images/s [04/15 04:07:15] ppdet.engine INFO: Epoch: [24] [5700/7329] learning_rate: 0.000100 loss_class: 0.627817 loss_bbox: 0.135743 loss_giou: 0.416416 loss_class_aux: 3.909107 loss_bbox_aux: 0.885580 loss_giou_aux: 2.671176 loss_class_dn: 0.360063 loss_bbox_dn: 0.152000 loss_giou_dn: 0.429147 loss_class_aux_dn: 1.942130 loss_bbox_aux_dn: 0.945129 loss_giou_aux_dn: 2.338208 loss: 15.281536 eta: 2 days, 3:24:42 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3808 images/s [04/15 04:07:54] ppdet.engine INFO: Epoch: [24] [5800/7329] learning_rate: 0.000100 loss_class: 0.589926 loss_bbox: 0.140723 loss_giou: 0.384137 loss_class_aux: 3.818600 loss_bbox_aux: 0.964680 loss_giou_aux: 2.485830 loss_class_dn: 0.338245 loss_bbox_dn: 0.175114 loss_giou_dn: 0.401781 loss_class_aux_dn: 1.833742 loss_bbox_aux_dn: 0.989996 loss_giou_aux_dn: 2.186052 loss: 15.876850 eta: 2 days, 3:24:07 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3045 images/s [04/15 04:08:33] ppdet.engine INFO: Epoch: [24] [5900/7329] learning_rate: 0.000100 loss_class: 0.565582 loss_bbox: 0.136375 loss_giou: 0.402075 loss_class_aux: 3.820421 loss_bbox_aux: 0.865622 loss_giou_aux: 2.459296 loss_class_dn: 0.345532 loss_bbox_dn: 0.155971 loss_giou_dn: 0.401102 loss_class_aux_dn: 1.848334 loss_bbox_aux_dn: 0.875599 loss_giou_aux_dn: 2.203333 loss: 14.473123 eta: 2 days, 3:23:30 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3720 images/s [04/15 04:09:13] ppdet.engine INFO: Epoch: [24] [6000/7329] learning_rate: 0.000100 loss_class: 0.597265 loss_bbox: 0.142296 loss_giou: 0.409986 loss_class_aux: 3.823487 loss_bbox_aux: 0.944414 loss_giou_aux: 2.621934 loss_class_dn: 0.341087 loss_bbox_dn: 0.160074 loss_giou_dn: 0.405070 loss_class_aux_dn: 1.836559 loss_bbox_aux_dn: 0.923058 loss_giou_aux_dn: 2.260196 loss: 15.090458 eta: 2 days, 3:22:55 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3028 images/s [04/15 04:09:52] ppdet.engine INFO: Epoch: [24] [6100/7329] learning_rate: 0.000100 loss_class: 0.630435 loss_bbox: 0.146430 loss_giou: 0.390802 loss_class_aux: 4.064497 loss_bbox_aux: 0.959642 loss_giou_aux: 2.562673 loss_class_dn: 0.376453 loss_bbox_dn: 0.164423 loss_giou_dn: 0.418258 loss_class_aux_dn: 2.027544 loss_bbox_aux_dn: 0.971357 loss_giou_aux_dn: 2.294194 loss: 15.840113 eta: 2 days, 3:22:19 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3303 images/s [04/15 04:10:32] ppdet.engine INFO: Epoch: [24] [6200/7329] learning_rate: 0.000100 loss_class: 0.650553 loss_bbox: 0.150429 loss_giou: 0.448087 loss_class_aux: 4.284262 loss_bbox_aux: 0.984854 loss_giou_aux: 2.892097 loss_class_dn: 0.361416 loss_bbox_dn: 0.167656 loss_giou_dn: 0.438770 loss_class_aux_dn: 1.956022 loss_bbox_aux_dn: 0.989930 loss_giou_aux_dn: 2.372131 loss: 15.862833 eta: 2 days, 3:21:43 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3229 images/s [04/15 04:11:11] ppdet.engine INFO: Epoch: [24] [6300/7329] learning_rate: 0.000100 loss_class: 0.641477 loss_bbox: 0.130362 loss_giou: 0.385643 loss_class_aux: 4.047771 loss_bbox_aux: 0.865638 loss_giou_aux: 2.423347 loss_class_dn: 0.327121 loss_bbox_dn: 0.152018 loss_giou_dn: 0.387390 loss_class_aux_dn: 1.719834 loss_bbox_aux_dn: 0.888546 loss_giou_aux_dn: 2.152913 loss: 14.338788 eta: 2 days, 3:21:07 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3216 images/s [04/15 04:11:51] ppdet.engine INFO: Epoch: [24] [6400/7329] learning_rate: 0.000100 loss_class: 0.577612 loss_bbox: 0.134096 loss_giou: 0.353354 loss_class_aux: 3.720618 loss_bbox_aux: 0.949522 loss_giou_aux: 2.286946 loss_class_dn: 0.309905 loss_bbox_dn: 0.165100 loss_giou_dn: 0.344601 loss_class_aux_dn: 1.681503 loss_bbox_aux_dn: 0.983164 loss_giou_aux_dn: 1.896223 loss: 13.067196 eta: 2 days, 3:20:33 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1892 images/s [04/15 04:12:30] ppdet.engine INFO: Epoch: [24] [6500/7329] learning_rate: 0.000100 loss_class: 0.594634 loss_bbox: 0.151106 loss_giou: 0.409820 loss_class_aux: 3.822976 loss_bbox_aux: 0.943329 loss_giou_aux: 2.592654 loss_class_dn: 0.351897 loss_bbox_dn: 0.180974 loss_giou_dn: 0.397935 loss_class_aux_dn: 1.851901 loss_bbox_aux_dn: 1.033446 loss_giou_aux_dn: 2.220284 loss: 14.807542 eta: 2 days, 3:19:57 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2631 images/s [04/15 04:13:10] ppdet.engine INFO: Epoch: [24] [6600/7329] learning_rate: 0.000100 loss_class: 0.616710 loss_bbox: 0.126383 loss_giou: 0.421442 loss_class_aux: 3.923332 loss_bbox_aux: 0.865337 loss_giou_aux: 2.661960 loss_class_dn: 0.344164 loss_bbox_dn: 0.136934 loss_giou_dn: 0.420091 loss_class_aux_dn: 1.875000 loss_bbox_aux_dn: 0.802136 loss_giou_aux_dn: 2.268656 loss: 15.263954 eta: 2 days, 3:19:22 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2771 images/s [04/15 04:13:49] ppdet.engine INFO: Epoch: [24] [6700/7329] learning_rate: 0.000100 loss_class: 0.627455 loss_bbox: 0.144083 loss_giou: 0.412885 loss_class_aux: 4.030046 loss_bbox_aux: 0.956998 loss_giou_aux: 2.575996 loss_class_dn: 0.366612 loss_bbox_dn: 0.153946 loss_giou_dn: 0.422050 loss_class_aux_dn: 1.964736 loss_bbox_aux_dn: 0.951630 loss_giou_aux_dn: 2.321206 loss: 15.568372 eta: 2 days, 3:18:46 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2876 images/s [04/15 04:14:28] ppdet.engine INFO: Epoch: [24] [6800/7329] learning_rate: 0.000100 loss_class: 0.627692 loss_bbox: 0.153361 loss_giou: 0.409125 loss_class_aux: 3.913748 loss_bbox_aux: 0.987732 loss_giou_aux: 2.654047 loss_class_dn: 0.337953 loss_bbox_dn: 0.179936 loss_giou_dn: 0.406608 loss_class_aux_dn: 1.845606 loss_bbox_aux_dn: 1.033726 loss_giou_aux_dn: 2.262754 loss: 15.074183 eta: 2 days, 3:18:10 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3641 images/s [04/15 04:15:08] ppdet.engine INFO: Epoch: [24] [6900/7329] learning_rate: 0.000100 loss_class: 0.634713 loss_bbox: 0.159732 loss_giou: 0.447160 loss_class_aux: 4.081122 loss_bbox_aux: 1.067601 loss_giou_aux: 2.851990 loss_class_dn: 0.364125 loss_bbox_dn: 0.192211 loss_giou_dn: 0.481933 loss_class_aux_dn: 1.948288 loss_bbox_aux_dn: 1.079029 loss_giou_aux_dn: 2.594733 loss: 16.603266 eta: 2 days, 3:17:35 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2966 images/s [04/15 04:15:47] ppdet.engine INFO: Epoch: [24] [7000/7329] learning_rate: 0.000100 loss_class: 0.623767 loss_bbox: 0.143421 loss_giou: 0.376431 loss_class_aux: 3.916090 loss_bbox_aux: 0.959392 loss_giou_aux: 2.431664 loss_class_dn: 0.325243 loss_bbox_dn: 0.161757 loss_giou_dn: 0.393001 loss_class_aux_dn: 1.779611 loss_bbox_aux_dn: 0.972448 loss_giou_aux_dn: 2.203202 loss: 14.526641 eta: 2 days, 3:17:00 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2173 images/s [04/15 04:16:27] ppdet.engine INFO: Epoch: [24] [7100/7329] learning_rate: 0.000100 loss_class: 0.590029 loss_bbox: 0.132170 loss_giou: 0.392099 loss_class_aux: 3.746741 loss_bbox_aux: 0.866633 loss_giou_aux: 2.430632 loss_class_dn: 0.324986 loss_bbox_dn: 0.139128 loss_giou_dn: 0.374163 loss_class_aux_dn: 1.741320 loss_bbox_aux_dn: 0.844138 loss_giou_aux_dn: 2.038964 loss: 14.340313 eta: 2 days, 3:16:24 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2687 images/s [04/15 04:17:06] ppdet.engine INFO: Epoch: [24] [7200/7329] learning_rate: 0.000100 loss_class: 0.523943 loss_bbox: 0.128117 loss_giou: 0.352686 loss_class_aux: 3.400481 loss_bbox_aux: 0.839879 loss_giou_aux: 2.138755 loss_class_dn: 0.286598 loss_bbox_dn: 0.140302 loss_giou_dn: 0.346744 loss_class_aux_dn: 1.619480 loss_bbox_aux_dn: 0.860149 loss_giou_aux_dn: 1.896851 loss: 13.282782 eta: 2 days, 3:15:48 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3208 images/s [04/15 04:17:46] ppdet.engine INFO: Epoch: [24] [7300/7329] learning_rate: 0.000100 loss_class: 0.667978 loss_bbox: 0.158141 loss_giou: 0.455869 loss_class_aux: 4.386374 loss_bbox_aux: 1.046035 loss_giou_aux: 2.874814 loss_class_dn: 0.372229 loss_bbox_dn: 0.175929 loss_giou_dn: 0.457146 loss_class_aux_dn: 1.970939 loss_bbox_aux_dn: 0.984146 loss_giou_aux_dn: 2.551713 loss: 16.431835 eta: 2 days, 3:15:13 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2317 images/s [04/15 04:18:00] ppdet.engine INFO: Eval iter: 0 [04/15 04:18:12] ppdet.engine INFO: Eval iter: 100 [04/15 04:18:23] ppdet.engine INFO: Eval iter: 200 [04/15 04:18:35] ppdet.engine INFO: Eval iter: 300 [04/15 04:18:47] ppdet.engine INFO: Eval iter: 400 [04/15 04:18:59] ppdet.engine INFO: Eval iter: 500 [04/15 04:19:11] ppdet.engine INFO: Eval iter: 600 [04/15 04:19:34] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 04:19:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.66s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.62s). Accumulating evaluation results... DONE (t=16.40s). 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 ] = 0.578 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 ] = 0.581 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 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.537 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 [04/15 04:21:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.83054376295108 [04/15 04:21:18] ppdet.engine INFO: Best test bbox ap is 0.533. [04/15 04:21:21] ppdet.engine INFO: Epoch: [25] [ 0/7329] learning_rate: 0.000100 loss_class: 0.598723 loss_bbox: 0.156276 loss_giou: 0.441382 loss_class_aux: 3.816407 loss_bbox_aux: 1.037867 loss_giou_aux: 2.735075 loss_class_dn: 0.355534 loss_bbox_dn: 0.178002 loss_giou_dn: 0.405629 loss_class_aux_dn: 1.873496 loss_bbox_aux_dn: 1.025064 loss_giou_aux_dn: 2.313512 loss: 15.981649 eta: 2 days, 3:15:03 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2324 images/s [04/15 04:22:00] ppdet.engine INFO: Epoch: [25] [ 100/7329] learning_rate: 0.000100 loss_class: 0.650335 loss_bbox: 0.161097 loss_giou: 0.467837 loss_class_aux: 4.147970 loss_bbox_aux: 1.018282 loss_giou_aux: 2.932530 loss_class_dn: 0.405363 loss_bbox_dn: 0.169887 loss_giou_dn: 0.493292 loss_class_aux_dn: 2.157785 loss_bbox_aux_dn: 0.995989 loss_giou_aux_dn: 2.703660 loss: 17.884384 eta: 2 days, 3:14:29 batch_cost: 0.3594 data_cost: 0.0010 ips: 11.1300 images/s [04/15 04:22:40] ppdet.engine INFO: Epoch: [25] [ 200/7329] learning_rate: 0.000100 loss_class: 0.540327 loss_bbox: 0.134231 loss_giou: 0.376886 loss_class_aux: 3.468482 loss_bbox_aux: 0.888728 loss_giou_aux: 2.346589 loss_class_dn: 0.318616 loss_bbox_dn: 0.132110 loss_giou_dn: 0.378459 loss_class_aux_dn: 1.723849 loss_bbox_aux_dn: 0.856212 loss_giou_aux_dn: 2.109447 loss: 14.078288 eta: 2 days, 3:13:52 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4200 images/s [04/15 04:23:19] ppdet.engine INFO: Epoch: [25] [ 300/7329] learning_rate: 0.000100 loss_class: 0.613304 loss_bbox: 0.150306 loss_giou: 0.471033 loss_class_aux: 3.882079 loss_bbox_aux: 1.012312 loss_giou_aux: 3.127416 loss_class_dn: 0.380892 loss_bbox_dn: 0.159799 loss_giou_dn: 0.488725 loss_class_aux_dn: 2.065957 loss_bbox_aux_dn: 0.929185 loss_giou_aux_dn: 2.691946 loss: 17.258820 eta: 2 days, 3:13:17 batch_cost: 0.3552 data_cost: 0.0012 ips: 11.2600 images/s [04/15 04:23:59] ppdet.engine INFO: Epoch: [25] [ 400/7329] learning_rate: 0.000100 loss_class: 0.599111 loss_bbox: 0.130777 loss_giou: 0.373287 loss_class_aux: 3.972043 loss_bbox_aux: 0.905640 loss_giou_aux: 2.417634 loss_class_dn: 0.348014 loss_bbox_dn: 0.135474 loss_giou_dn: 0.408919 loss_class_aux_dn: 1.883908 loss_bbox_aux_dn: 0.811380 loss_giou_aux_dn: 2.282303 loss: 14.838371 eta: 2 days, 3:12:42 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2474 images/s [04/15 04:24:39] ppdet.engine INFO: Epoch: [25] [ 500/7329] learning_rate: 0.000100 loss_class: 0.554796 loss_bbox: 0.126924 loss_giou: 0.405918 loss_class_aux: 3.690059 loss_bbox_aux: 0.833174 loss_giou_aux: 2.472130 loss_class_dn: 0.324518 loss_bbox_dn: 0.151376 loss_giou_dn: 0.404546 loss_class_aux_dn: 1.731243 loss_bbox_aux_dn: 0.877375 loss_giou_aux_dn: 2.218610 loss: 14.318444 eta: 2 days, 3:12:07 batch_cost: 0.3588 data_cost: 0.0012 ips: 11.1486 images/s [04/15 04:25:18] ppdet.engine INFO: Epoch: [25] [ 600/7329] learning_rate: 0.000100 loss_class: 0.591981 loss_bbox: 0.148280 loss_giou: 0.364770 loss_class_aux: 3.796033 loss_bbox_aux: 0.949832 loss_giou_aux: 2.297286 loss_class_dn: 0.335456 loss_bbox_dn: 0.172550 loss_giou_dn: 0.389773 loss_class_aux_dn: 1.841257 loss_bbox_aux_dn: 0.998750 loss_giou_aux_dn: 2.143080 loss: 14.778639 eta: 2 days, 3:11:31 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3484 images/s [04/15 04:25:58] ppdet.engine INFO: Epoch: [25] [ 700/7329] learning_rate: 0.000100 loss_class: 0.586620 loss_bbox: 0.149528 loss_giou: 0.429579 loss_class_aux: 3.744925 loss_bbox_aux: 0.985098 loss_giou_aux: 2.728612 loss_class_dn: 0.337464 loss_bbox_dn: 0.177099 loss_giou_dn: 0.400834 loss_class_aux_dn: 1.844840 loss_bbox_aux_dn: 1.048942 loss_giou_aux_dn: 2.265417 loss: 14.627280 eta: 2 days, 3:10:56 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2306 images/s [04/15 04:26:37] ppdet.engine INFO: Epoch: [25] [ 800/7329] learning_rate: 0.000100 loss_class: 0.621624 loss_bbox: 0.155916 loss_giou: 0.411681 loss_class_aux: 3.912972 loss_bbox_aux: 1.016046 loss_giou_aux: 2.627874 loss_class_dn: 0.361645 loss_bbox_dn: 0.171122 loss_giou_dn: 0.419289 loss_class_aux_dn: 1.955555 loss_bbox_aux_dn: 1.010453 loss_giou_aux_dn: 2.293988 loss: 16.496971 eta: 2 days, 3:10:20 batch_cost: 0.3510 data_cost: 0.0012 ips: 11.3950 images/s [04/15 04:27:16] ppdet.engine INFO: Epoch: [25] [ 900/7329] learning_rate: 0.000100 loss_class: 0.632072 loss_bbox: 0.142682 loss_giou: 0.342704 loss_class_aux: 3.943434 loss_bbox_aux: 0.901713 loss_giou_aux: 2.208528 loss_class_dn: 0.349769 loss_bbox_dn: 0.152371 loss_giou_dn: 0.363734 loss_class_aux_dn: 1.882391 loss_bbox_aux_dn: 0.908062 loss_giou_aux_dn: 2.045473 loss: 14.452811 eta: 2 days, 3:09:44 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3360 images/s [04/15 04:27:55] ppdet.engine INFO: Epoch: [25] [1000/7329] learning_rate: 0.000100 loss_class: 0.580517 loss_bbox: 0.138387 loss_giou: 0.356270 loss_class_aux: 3.570865 loss_bbox_aux: 0.914011 loss_giou_aux: 2.233723 loss_class_dn: 0.302139 loss_bbox_dn: 0.163596 loss_giou_dn: 0.344637 loss_class_aux_dn: 1.635289 loss_bbox_aux_dn: 0.954111 loss_giou_aux_dn: 1.895229 loss: 13.254068 eta: 2 days, 3:09:08 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3025 images/s [04/15 04:28:35] ppdet.engine INFO: Epoch: [25] [1100/7329] learning_rate: 0.000100 loss_class: 0.578631 loss_bbox: 0.147424 loss_giou: 0.426482 loss_class_aux: 3.659453 loss_bbox_aux: 0.927584 loss_giou_aux: 2.662505 loss_class_dn: 0.348327 loss_bbox_dn: 0.157036 loss_giou_dn: 0.417605 loss_class_aux_dn: 1.877750 loss_bbox_aux_dn: 0.942357 loss_giou_aux_dn: 2.276273 loss: 14.889177 eta: 2 days, 3:08:32 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3435 images/s [04/15 04:29:14] ppdet.engine INFO: Epoch: [25] [1200/7329] learning_rate: 0.000100 loss_class: 0.596534 loss_bbox: 0.142871 loss_giou: 0.402433 loss_class_aux: 3.653193 loss_bbox_aux: 0.958687 loss_giou_aux: 2.571747 loss_class_dn: 0.334229 loss_bbox_dn: 0.169502 loss_giou_dn: 0.430257 loss_class_aux_dn: 1.790110 loss_bbox_aux_dn: 1.029900 loss_giou_aux_dn: 2.343323 loss: 14.626598 eta: 2 days, 3:07:57 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2909 images/s [04/15 04:29:54] ppdet.engine INFO: Epoch: [25] [1300/7329] learning_rate: 0.000100 loss_class: 0.614009 loss_bbox: 0.126259 loss_giou: 0.406934 loss_class_aux: 3.782514 loss_bbox_aux: 0.831869 loss_giou_aux: 2.672873 loss_class_dn: 0.338147 loss_bbox_dn: 0.148414 loss_giou_dn: 0.396347 loss_class_aux_dn: 1.779629 loss_bbox_aux_dn: 0.896369 loss_giou_aux_dn: 2.216110 loss: 14.662453 eta: 2 days, 3:07:22 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2055 images/s [04/15 04:30:33] ppdet.engine INFO: Epoch: [25] [1400/7329] learning_rate: 0.000100 loss_class: 0.652945 loss_bbox: 0.147075 loss_giou: 0.462177 loss_class_aux: 4.003253 loss_bbox_aux: 0.988365 loss_giou_aux: 2.824904 loss_class_dn: 0.369409 loss_bbox_dn: 0.167595 loss_giou_dn: 0.449812 loss_class_aux_dn: 1.984674 loss_bbox_aux_dn: 0.979696 loss_giou_aux_dn: 2.447453 loss: 16.113609 eta: 2 days, 3:06:46 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3777 images/s [04/15 04:31:12] ppdet.engine INFO: Epoch: [25] [1500/7329] learning_rate: 0.000100 loss_class: 0.631592 loss_bbox: 0.147767 loss_giou: 0.378172 loss_class_aux: 3.940628 loss_bbox_aux: 0.970809 loss_giou_aux: 2.451563 loss_class_dn: 0.338533 loss_bbox_dn: 0.172089 loss_giou_dn: 0.414516 loss_class_aux_dn: 1.871915 loss_bbox_aux_dn: 0.967386 loss_giou_aux_dn: 2.251747 loss: 14.946865 eta: 2 days, 3:06:09 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4034 images/s [04/15 04:31:52] ppdet.engine INFO: Epoch: [25] [1600/7329] learning_rate: 0.000100 loss_class: 0.604067 loss_bbox: 0.149077 loss_giou: 0.352428 loss_class_aux: 3.877520 loss_bbox_aux: 0.968343 loss_giou_aux: 2.179285 loss_class_dn: 0.370425 loss_bbox_dn: 0.165901 loss_giou_dn: 0.403529 loss_class_aux_dn: 2.008293 loss_bbox_aux_dn: 0.957026 loss_giou_aux_dn: 2.219800 loss: 15.850897 eta: 2 days, 3:05:34 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2570 images/s [04/15 04:32:31] ppdet.engine INFO: Epoch: [25] [1700/7329] learning_rate: 0.000100 loss_class: 0.531267 loss_bbox: 0.134931 loss_giou: 0.358904 loss_class_aux: 3.381372 loss_bbox_aux: 0.874239 loss_giou_aux: 2.293544 loss_class_dn: 0.312135 loss_bbox_dn: 0.153301 loss_giou_dn: 0.347249 loss_class_aux_dn: 1.682212 loss_bbox_aux_dn: 0.867278 loss_giou_aux_dn: 1.978045 loss: 13.418482 eta: 2 days, 3:04:59 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2618 images/s [04/15 04:33:11] ppdet.engine INFO: Epoch: [25] [1800/7329] learning_rate: 0.000100 loss_class: 0.594835 loss_bbox: 0.147530 loss_giou: 0.355998 loss_class_aux: 3.697290 loss_bbox_aux: 0.949065 loss_giou_aux: 2.327430 loss_class_dn: 0.333701 loss_bbox_dn: 0.178832 loss_giou_dn: 0.365762 loss_class_aux_dn: 1.783373 loss_bbox_aux_dn: 1.055539 loss_giou_aux_dn: 1.994826 loss: 14.719965 eta: 2 days, 3:04:24 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2277 images/s [04/15 04:33:50] ppdet.engine INFO: Epoch: [25] [1900/7329] learning_rate: 0.000100 loss_class: 0.650719 loss_bbox: 0.136735 loss_giou: 0.405831 loss_class_aux: 3.963078 loss_bbox_aux: 0.952248 loss_giou_aux: 2.661546 loss_class_dn: 0.335346 loss_bbox_dn: 0.156250 loss_giou_dn: 0.409116 loss_class_aux_dn: 1.827425 loss_bbox_aux_dn: 0.951464 loss_giou_aux_dn: 2.266925 loss: 15.201492 eta: 2 days, 3:03:48 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3138 images/s [04/15 04:34:30] ppdet.engine INFO: Epoch: [25] [2000/7329] learning_rate: 0.000100 loss_class: 0.600245 loss_bbox: 0.136450 loss_giou: 0.406542 loss_class_aux: 3.837875 loss_bbox_aux: 0.892229 loss_giou_aux: 2.464531 loss_class_dn: 0.336186 loss_bbox_dn: 0.148713 loss_giou_dn: 0.393261 loss_class_aux_dn: 1.837573 loss_bbox_aux_dn: 0.890612 loss_giou_aux_dn: 2.188482 loss: 15.257155 eta: 2 days, 3:03:13 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2585 images/s [04/15 04:35:09] ppdet.engine INFO: Epoch: [25] [2100/7329] learning_rate: 0.000100 loss_class: 0.659709 loss_bbox: 0.171837 loss_giou: 0.450620 loss_class_aux: 4.208913 loss_bbox_aux: 1.118517 loss_giou_aux: 2.687185 loss_class_dn: 0.364461 loss_bbox_dn: 0.178498 loss_giou_dn: 0.434502 loss_class_aux_dn: 1.964244 loss_bbox_aux_dn: 1.093566 loss_giou_aux_dn: 2.381229 loss: 16.665127 eta: 2 days, 3:02:38 batch_cost: 0.3582 data_cost: 0.0013 ips: 11.1655 images/s [04/15 04:35:49] ppdet.engine INFO: Epoch: [25] [2200/7329] learning_rate: 0.000100 loss_class: 0.586718 loss_bbox: 0.137171 loss_giou: 0.445390 loss_class_aux: 3.748268 loss_bbox_aux: 0.907579 loss_giou_aux: 2.808309 loss_class_dn: 0.345950 loss_bbox_dn: 0.157877 loss_giou_dn: 0.432752 loss_class_aux_dn: 1.886272 loss_bbox_aux_dn: 0.927479 loss_giou_aux_dn: 2.383661 loss: 15.271873 eta: 2 days, 3:02:03 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2291 images/s [04/15 04:36:28] ppdet.engine INFO: Epoch: [25] [2300/7329] learning_rate: 0.000100 loss_class: 0.612252 loss_bbox: 0.148996 loss_giou: 0.403804 loss_class_aux: 3.931987 loss_bbox_aux: 0.959660 loss_giou_aux: 2.611828 loss_class_dn: 0.355366 loss_bbox_dn: 0.160502 loss_giou_dn: 0.432132 loss_class_aux_dn: 1.906833 loss_bbox_aux_dn: 0.916526 loss_giou_aux_dn: 2.386184 loss: 15.857002 eta: 2 days, 3:01:28 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3128 images/s [04/15 04:37:08] ppdet.engine INFO: Epoch: [25] [2400/7329] learning_rate: 0.000100 loss_class: 0.609154 loss_bbox: 0.150073 loss_giou: 0.491110 loss_class_aux: 3.857284 loss_bbox_aux: 0.970592 loss_giou_aux: 3.165256 loss_class_dn: 0.396936 loss_bbox_dn: 0.168981 loss_giou_dn: 0.487472 loss_class_aux_dn: 2.085291 loss_bbox_aux_dn: 0.988004 loss_giou_aux_dn: 2.657722 loss: 16.881737 eta: 2 days, 3:00:52 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2917 images/s [04/15 04:37:47] ppdet.engine INFO: Epoch: [25] [2500/7329] learning_rate: 0.000100 loss_class: 0.619622 loss_bbox: 0.143137 loss_giou: 0.404876 loss_class_aux: 3.900035 loss_bbox_aux: 0.941895 loss_giou_aux: 2.560185 loss_class_dn: 0.347026 loss_bbox_dn: 0.171770 loss_giou_dn: 0.423404 loss_class_aux_dn: 1.846586 loss_bbox_aux_dn: 0.993151 loss_giou_aux_dn: 2.332684 loss: 15.239517 eta: 2 days, 3:00:16 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2894 images/s [04/15 04:38:27] ppdet.engine INFO: Epoch: [25] [2600/7329] learning_rate: 0.000100 loss_class: 0.625523 loss_bbox: 0.146089 loss_giou: 0.415870 loss_class_aux: 4.023585 loss_bbox_aux: 1.014640 loss_giou_aux: 2.656474 loss_class_dn: 0.361825 loss_bbox_dn: 0.180804 loss_giou_dn: 0.413159 loss_class_aux_dn: 1.950828 loss_bbox_aux_dn: 1.079173 loss_giou_aux_dn: 2.215841 loss: 15.968000 eta: 2 days, 2:59:40 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3719 images/s [04/15 04:39:06] ppdet.engine INFO: Epoch: [25] [2700/7329] learning_rate: 0.000100 loss_class: 0.529514 loss_bbox: 0.126101 loss_giou: 0.377128 loss_class_aux: 3.447004 loss_bbox_aux: 0.853428 loss_giou_aux: 2.409583 loss_class_dn: 0.292129 loss_bbox_dn: 0.144050 loss_giou_dn: 0.350311 loss_class_aux_dn: 1.611991 loss_bbox_aux_dn: 0.855169 loss_giou_aux_dn: 1.865831 loss: 13.280603 eta: 2 days, 2:59:05 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2869 images/s [04/15 04:39:45] ppdet.engine INFO: Epoch: [25] [2800/7329] learning_rate: 0.000100 loss_class: 0.577556 loss_bbox: 0.140309 loss_giou: 0.368218 loss_class_aux: 3.631959 loss_bbox_aux: 0.922491 loss_giou_aux: 2.251354 loss_class_dn: 0.321826 loss_bbox_dn: 0.179894 loss_giou_dn: 0.415279 loss_class_aux_dn: 1.731962 loss_bbox_aux_dn: 1.067671 loss_giou_aux_dn: 2.206784 loss: 14.791375 eta: 2 days, 2:58:29 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2658 images/s [04/15 04:40:25] ppdet.engine INFO: Epoch: [25] [2900/7329] learning_rate: 0.000100 loss_class: 0.509072 loss_bbox: 0.131884 loss_giou: 0.343163 loss_class_aux: 3.170993 loss_bbox_aux: 0.877880 loss_giou_aux: 2.129900 loss_class_dn: 0.296946 loss_bbox_dn: 0.148217 loss_giou_dn: 0.338134 loss_class_aux_dn: 1.636644 loss_bbox_aux_dn: 0.899849 loss_giou_aux_dn: 1.907522 loss: 12.559883 eta: 2 days, 2:57:54 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3185 images/s [04/15 04:41:05] ppdet.engine INFO: Epoch: [25] [3000/7329] learning_rate: 0.000100 loss_class: 0.667115 loss_bbox: 0.139178 loss_giou: 0.432934 loss_class_aux: 4.138579 loss_bbox_aux: 0.928890 loss_giou_aux: 2.699538 loss_class_dn: 0.385026 loss_bbox_dn: 0.168157 loss_giou_dn: 0.451041 loss_class_aux_dn: 2.080299 loss_bbox_aux_dn: 0.985207 loss_giou_aux_dn: 2.432587 loss: 16.513073 eta: 2 days, 2:57:19 batch_cost: 0.3577 data_cost: 0.0012 ips: 11.1839 images/s [04/15 04:41:44] ppdet.engine INFO: Epoch: [25] [3100/7329] learning_rate: 0.000100 loss_class: 0.547350 loss_bbox: 0.129692 loss_giou: 0.396825 loss_class_aux: 3.667253 loss_bbox_aux: 0.862178 loss_giou_aux: 2.504369 loss_class_dn: 0.311478 loss_bbox_dn: 0.151799 loss_giou_dn: 0.364127 loss_class_aux_dn: 1.673776 loss_bbox_aux_dn: 0.893606 loss_giou_aux_dn: 2.012164 loss: 14.554523 eta: 2 days, 2:56:43 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3161 images/s [04/15 04:42:23] ppdet.engine INFO: Epoch: [25] [3200/7329] learning_rate: 0.000100 loss_class: 0.540581 loss_bbox: 0.129355 loss_giou: 0.310387 loss_class_aux: 3.537166 loss_bbox_aux: 0.897850 loss_giou_aux: 1.912823 loss_class_dn: 0.285662 loss_bbox_dn: 0.147727 loss_giou_dn: 0.326916 loss_class_aux_dn: 1.569791 loss_bbox_aux_dn: 0.920484 loss_giou_aux_dn: 1.782363 loss: 12.627916 eta: 2 days, 2:56:08 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3184 images/s [04/15 04:43:03] ppdet.engine INFO: Epoch: [25] [3300/7329] learning_rate: 0.000100 loss_class: 0.502644 loss_bbox: 0.119401 loss_giou: 0.277758 loss_class_aux: 3.220460 loss_bbox_aux: 0.820035 loss_giou_aux: 1.818958 loss_class_dn: 0.263682 loss_bbox_dn: 0.140685 loss_giou_dn: 0.279902 loss_class_aux_dn: 1.454464 loss_bbox_aux_dn: 0.848385 loss_giou_aux_dn: 1.601226 loss: 11.551772 eta: 2 days, 2:55:32 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3338 images/s [04/15 04:43:41] ppdet.engine INFO: Epoch: [25] [3400/7329] learning_rate: 0.000100 loss_class: 0.608933 loss_bbox: 0.146633 loss_giou: 0.359541 loss_class_aux: 3.707317 loss_bbox_aux: 1.034410 loss_giou_aux: 2.305565 loss_class_dn: 0.333018 loss_bbox_dn: 0.162939 loss_giou_dn: 0.365707 loss_class_aux_dn: 1.785793 loss_bbox_aux_dn: 0.980335 loss_giou_aux_dn: 2.084982 loss: 14.062057 eta: 2 days, 2:54:55 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4620 images/s [04/15 04:44:21] ppdet.engine INFO: Epoch: [25] [3500/7329] learning_rate: 0.000100 loss_class: 0.611088 loss_bbox: 0.136581 loss_giou: 0.386221 loss_class_aux: 3.912030 loss_bbox_aux: 0.927020 loss_giou_aux: 2.419122 loss_class_dn: 0.338768 loss_bbox_dn: 0.152254 loss_giou_dn: 0.398154 loss_class_aux_dn: 1.796565 loss_bbox_aux_dn: 0.881137 loss_giou_aux_dn: 2.194950 loss: 14.492167 eta: 2 days, 2:54:18 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3619 images/s [04/15 04:45:00] ppdet.engine INFO: Epoch: [25] [3600/7329] learning_rate: 0.000100 loss_class: 0.582231 loss_bbox: 0.138312 loss_giou: 0.366477 loss_class_aux: 3.912220 loss_bbox_aux: 0.877472 loss_giou_aux: 2.276707 loss_class_dn: 0.309910 loss_bbox_dn: 0.146057 loss_giou_dn: 0.370950 loss_class_aux_dn: 1.670494 loss_bbox_aux_dn: 0.837697 loss_giou_aux_dn: 2.046119 loss: 13.269739 eta: 2 days, 2:53:44 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1909 images/s [04/15 04:45:40] ppdet.engine INFO: Epoch: [25] [3700/7329] learning_rate: 0.000100 loss_class: 0.578754 loss_bbox: 0.140733 loss_giou: 0.413805 loss_class_aux: 3.824364 loss_bbox_aux: 0.942377 loss_giou_aux: 2.551051 loss_class_dn: 0.323269 loss_bbox_dn: 0.168945 loss_giou_dn: 0.376504 loss_class_aux_dn: 1.722330 loss_bbox_aux_dn: 0.950030 loss_giou_aux_dn: 2.082738 loss: 14.488720 eta: 2 days, 2:53:08 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3243 images/s [04/15 04:46:19] ppdet.engine INFO: Epoch: [25] [3800/7329] learning_rate: 0.000100 loss_class: 0.624325 loss_bbox: 0.141168 loss_giou: 0.466641 loss_class_aux: 4.117302 loss_bbox_aux: 0.898489 loss_giou_aux: 2.995443 loss_class_dn: 0.382388 loss_bbox_dn: 0.149293 loss_giou_dn: 0.422567 loss_class_aux_dn: 2.009031 loss_bbox_aux_dn: 0.912819 loss_giou_aux_dn: 2.375852 loss: 16.390408 eta: 2 days, 2:52:33 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2292 images/s [04/15 04:46:59] ppdet.engine INFO: Epoch: [25] [3900/7329] learning_rate: 0.000100 loss_class: 0.599361 loss_bbox: 0.136997 loss_giou: 0.385718 loss_class_aux: 3.870451 loss_bbox_aux: 0.930709 loss_giou_aux: 2.504607 loss_class_dn: 0.341358 loss_bbox_dn: 0.186379 loss_giou_dn: 0.398892 loss_class_aux_dn: 1.849413 loss_bbox_aux_dn: 1.050722 loss_giou_aux_dn: 2.193294 loss: 14.664005 eta: 2 days, 2:51:57 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2971 images/s [04/15 04:47:38] ppdet.engine INFO: Epoch: [25] [4000/7329] learning_rate: 0.000100 loss_class: 0.637960 loss_bbox: 0.145523 loss_giou: 0.491486 loss_class_aux: 4.136565 loss_bbox_aux: 0.968239 loss_giou_aux: 3.064590 loss_class_dn: 0.355983 loss_bbox_dn: 0.163505 loss_giou_dn: 0.465282 loss_class_aux_dn: 1.902792 loss_bbox_aux_dn: 0.997486 loss_giou_aux_dn: 2.580640 loss: 16.394005 eta: 2 days, 2:51:20 batch_cost: 0.3471 data_cost: 0.0012 ips: 11.5252 images/s [04/15 04:48:17] ppdet.engine INFO: Epoch: [25] [4100/7329] learning_rate: 0.000100 loss_class: 0.547124 loss_bbox: 0.143265 loss_giou: 0.342677 loss_class_aux: 3.532676 loss_bbox_aux: 0.928858 loss_giou_aux: 2.216050 loss_class_dn: 0.325459 loss_bbox_dn: 0.154417 loss_giou_dn: 0.377038 loss_class_aux_dn: 1.785194 loss_bbox_aux_dn: 0.927388 loss_giou_aux_dn: 2.130341 loss: 13.803439 eta: 2 days, 2:50:44 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3529 images/s [04/15 04:48:56] ppdet.engine INFO: Epoch: [25] [4200/7329] learning_rate: 0.000100 loss_class: 0.552279 loss_bbox: 0.144948 loss_giou: 0.344653 loss_class_aux: 3.656804 loss_bbox_aux: 0.892343 loss_giou_aux: 2.214839 loss_class_dn: 0.313387 loss_bbox_dn: 0.139272 loss_giou_dn: 0.363498 loss_class_aux_dn: 1.635494 loss_bbox_aux_dn: 0.865676 loss_giou_aux_dn: 2.002889 loss: 13.584686 eta: 2 days, 2:50:07 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3810 images/s [04/15 04:49:35] ppdet.engine INFO: Epoch: [25] [4300/7329] learning_rate: 0.000100 loss_class: 0.615562 loss_bbox: 0.165362 loss_giou: 0.432864 loss_class_aux: 4.024770 loss_bbox_aux: 1.048671 loss_giou_aux: 2.666910 loss_class_dn: 0.351538 loss_bbox_dn: 0.171449 loss_giou_dn: 0.418285 loss_class_aux_dn: 1.924515 loss_bbox_aux_dn: 0.990640 loss_giou_aux_dn: 2.349255 loss: 15.969039 eta: 2 days, 2:49:32 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2579 images/s [04/15 04:50:15] ppdet.engine INFO: Epoch: [25] [4400/7329] learning_rate: 0.000100 loss_class: 0.631982 loss_bbox: 0.155014 loss_giou: 0.430621 loss_class_aux: 4.152932 loss_bbox_aux: 1.006210 loss_giou_aux: 2.751663 loss_class_dn: 0.352599 loss_bbox_dn: 0.167410 loss_giou_dn: 0.434901 loss_class_aux_dn: 1.856223 loss_bbox_aux_dn: 0.973009 loss_giou_aux_dn: 2.393391 loss: 15.698473 eta: 2 days, 2:48:56 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3434 images/s [04/15 04:50:54] ppdet.engine INFO: Epoch: [25] [4500/7329] learning_rate: 0.000100 loss_class: 0.676291 loss_bbox: 0.156899 loss_giou: 0.378743 loss_class_aux: 4.214584 loss_bbox_aux: 1.025945 loss_giou_aux: 2.383885 loss_class_dn: 0.357513 loss_bbox_dn: 0.176978 loss_giou_dn: 0.393376 loss_class_aux_dn: 1.907253 loss_bbox_aux_dn: 0.986865 loss_giou_aux_dn: 2.170805 loss: 15.450481 eta: 2 days, 2:48:21 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2747 images/s [04/15 04:51:34] ppdet.engine INFO: Epoch: [25] [4600/7329] learning_rate: 0.000100 loss_class: 0.612083 loss_bbox: 0.144885 loss_giou: 0.430140 loss_class_aux: 3.819493 loss_bbox_aux: 0.930251 loss_giou_aux: 2.708821 loss_class_dn: 0.362047 loss_bbox_dn: 0.150838 loss_giou_dn: 0.419218 loss_class_aux_dn: 1.954723 loss_bbox_aux_dn: 0.907175 loss_giou_aux_dn: 2.265110 loss: 15.385833 eta: 2 days, 2:47:46 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2197 images/s [04/15 04:52:13] ppdet.engine INFO: Epoch: [25] [4700/7329] learning_rate: 0.000100 loss_class: 0.607031 loss_bbox: 0.144797 loss_giou: 0.347037 loss_class_aux: 3.948100 loss_bbox_aux: 0.911609 loss_giou_aux: 2.182801 loss_class_dn: 0.330461 loss_bbox_dn: 0.169286 loss_giou_dn: 0.355789 loss_class_aux_dn: 1.784688 loss_bbox_aux_dn: 0.983078 loss_giou_aux_dn: 1.987614 loss: 14.354312 eta: 2 days, 2:47:09 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4370 images/s [04/15 04:52:52] ppdet.engine INFO: Epoch: [25] [4800/7329] learning_rate: 0.000100 loss_class: 0.682386 loss_bbox: 0.156329 loss_giou: 0.507715 loss_class_aux: 4.205979 loss_bbox_aux: 0.996356 loss_giou_aux: 3.168377 loss_class_dn: 0.392243 loss_bbox_dn: 0.156270 loss_giou_dn: 0.501872 loss_class_aux_dn: 2.059930 loss_bbox_aux_dn: 0.947029 loss_giou_aux_dn: 2.705384 loss: 17.064987 eta: 2 days, 2:46:34 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2956 images/s [04/15 04:53:32] ppdet.engine INFO: Epoch: [25] [4900/7329] learning_rate: 0.000100 loss_class: 0.580071 loss_bbox: 0.139329 loss_giou: 0.397423 loss_class_aux: 3.469882 loss_bbox_aux: 0.892254 loss_giou_aux: 2.589269 loss_class_dn: 0.318535 loss_bbox_dn: 0.158695 loss_giou_dn: 0.401694 loss_class_aux_dn: 1.708683 loss_bbox_aux_dn: 0.910933 loss_giou_aux_dn: 2.183111 loss: 14.201553 eta: 2 days, 2:45:59 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1823 images/s [04/15 04:54:11] ppdet.engine INFO: Epoch: [25] [5000/7329] learning_rate: 0.000100 loss_class: 0.566780 loss_bbox: 0.134173 loss_giou: 0.385783 loss_class_aux: 3.684268 loss_bbox_aux: 0.888660 loss_giou_aux: 2.479367 loss_class_dn: 0.304719 loss_bbox_dn: 0.148743 loss_giou_dn: 0.376058 loss_class_aux_dn: 1.637206 loss_bbox_aux_dn: 0.896060 loss_giou_aux_dn: 2.037415 loss: 13.503605 eta: 2 days, 2:45:23 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3304 images/s [04/15 04:54:51] ppdet.engine INFO: Epoch: [25] [5100/7329] learning_rate: 0.000100 loss_class: 0.617237 loss_bbox: 0.142670 loss_giou: 0.373533 loss_class_aux: 3.941026 loss_bbox_aux: 0.963625 loss_giou_aux: 2.424969 loss_class_dn: 0.336332 loss_bbox_dn: 0.178107 loss_giou_dn: 0.403092 loss_class_aux_dn: 1.885781 loss_bbox_aux_dn: 1.059817 loss_giou_aux_dn: 2.204861 loss: 15.169030 eta: 2 days, 2:44:47 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3187 images/s [04/15 04:55:30] ppdet.engine INFO: Epoch: [25] [5200/7329] learning_rate: 0.000100 loss_class: 0.616058 loss_bbox: 0.152354 loss_giou: 0.399627 loss_class_aux: 3.932898 loss_bbox_aux: 1.001355 loss_giou_aux: 2.533843 loss_class_dn: 0.351864 loss_bbox_dn: 0.176925 loss_giou_dn: 0.389730 loss_class_aux_dn: 1.944172 loss_bbox_aux_dn: 1.039680 loss_giou_aux_dn: 2.136816 loss: 15.192301 eta: 2 days, 2:44:12 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2831 images/s [04/15 04:56:10] ppdet.engine INFO: Epoch: [25] [5300/7329] learning_rate: 0.000100 loss_class: 0.588925 loss_bbox: 0.142652 loss_giou: 0.385172 loss_class_aux: 3.878297 loss_bbox_aux: 0.963434 loss_giou_aux: 2.471495 loss_class_dn: 0.345024 loss_bbox_dn: 0.167647 loss_giou_dn: 0.411072 loss_class_aux_dn: 1.868573 loss_bbox_aux_dn: 1.009909 loss_giou_aux_dn: 2.241604 loss: 14.945442 eta: 2 days, 2:43:36 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3070 images/s [04/15 04:56:49] ppdet.engine INFO: Epoch: [25] [5400/7329] learning_rate: 0.000100 loss_class: 0.580213 loss_bbox: 0.157400 loss_giou: 0.369538 loss_class_aux: 3.770703 loss_bbox_aux: 1.003317 loss_giou_aux: 2.377226 loss_class_dn: 0.325398 loss_bbox_dn: 0.172076 loss_giou_dn: 0.377371 loss_class_aux_dn: 1.779439 loss_bbox_aux_dn: 1.008657 loss_giou_aux_dn: 2.174277 loss: 14.169112 eta: 2 days, 2:43:00 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3178 images/s [04/15 04:57:28] ppdet.engine INFO: Epoch: [25] [5500/7329] learning_rate: 0.000100 loss_class: 0.615323 loss_bbox: 0.151258 loss_giou: 0.461711 loss_class_aux: 4.008137 loss_bbox_aux: 0.971993 loss_giou_aux: 2.766278 loss_class_dn: 0.331834 loss_bbox_dn: 0.171975 loss_giou_dn: 0.422819 loss_class_aux_dn: 1.734960 loss_bbox_aux_dn: 0.986822 loss_giou_aux_dn: 2.343288 loss: 15.584862 eta: 2 days, 2:42:25 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2663 images/s [04/15 04:58:08] ppdet.engine INFO: Epoch: [25] [5600/7329] learning_rate: 0.000100 loss_class: 0.602928 loss_bbox: 0.139802 loss_giou: 0.427125 loss_class_aux: 4.022986 loss_bbox_aux: 0.964195 loss_giou_aux: 2.621153 loss_class_dn: 0.343171 loss_bbox_dn: 0.162491 loss_giou_dn: 0.391213 loss_class_aux_dn: 1.870821 loss_bbox_aux_dn: 0.977921 loss_giou_aux_dn: 2.167360 loss: 15.168570 eta: 2 days, 2:41:49 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3416 images/s [04/15 04:58:47] ppdet.engine INFO: Epoch: [25] [5700/7329] learning_rate: 0.000100 loss_class: 0.531532 loss_bbox: 0.133386 loss_giou: 0.316985 loss_class_aux: 3.439685 loss_bbox_aux: 0.861184 loss_giou_aux: 2.021833 loss_class_dn: 0.294934 loss_bbox_dn: 0.155419 loss_giou_dn: 0.332359 loss_class_aux_dn: 1.589296 loss_bbox_aux_dn: 0.906117 loss_giou_aux_dn: 1.825466 loss: 12.332376 eta: 2 days, 2:41:14 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2812 images/s [04/15 04:59:27] ppdet.engine INFO: Epoch: [25] [5800/7329] learning_rate: 0.000100 loss_class: 0.591634 loss_bbox: 0.128804 loss_giou: 0.305266 loss_class_aux: 3.764391 loss_bbox_aux: 0.898343 loss_giou_aux: 1.995929 loss_class_dn: 0.289102 loss_bbox_dn: 0.169165 loss_giou_dn: 0.311919 loss_class_aux_dn: 1.540112 loss_bbox_aux_dn: 0.964254 loss_giou_aux_dn: 1.745758 loss: 12.765415 eta: 2 days, 2:40:38 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2804 images/s [04/15 05:00:06] ppdet.engine INFO: Epoch: [25] [5900/7329] learning_rate: 0.000100 loss_class: 0.555287 loss_bbox: 0.131454 loss_giou: 0.411615 loss_class_aux: 3.568117 loss_bbox_aux: 0.864961 loss_giou_aux: 2.660480 loss_class_dn: 0.328081 loss_bbox_dn: 0.166426 loss_giou_dn: 0.430374 loss_class_aux_dn: 1.755596 loss_bbox_aux_dn: 1.051468 loss_giou_aux_dn: 2.434572 loss: 15.205605 eta: 2 days, 2:40:02 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4194 images/s [04/15 05:00:45] ppdet.engine INFO: Epoch: [25] [6000/7329] learning_rate: 0.000100 loss_class: 0.630536 loss_bbox: 0.157146 loss_giou: 0.415591 loss_class_aux: 4.111507 loss_bbox_aux: 1.000133 loss_giou_aux: 2.690907 loss_class_dn: 0.354762 loss_bbox_dn: 0.175514 loss_giou_dn: 0.418535 loss_class_aux_dn: 1.834267 loss_bbox_aux_dn: 1.052837 loss_giou_aux_dn: 2.283020 loss: 15.230235 eta: 2 days, 2:39:26 batch_cost: 0.3525 data_cost: 0.0014 ips: 11.3480 images/s [04/15 05:01:25] ppdet.engine INFO: Epoch: [25] [6100/7329] learning_rate: 0.000100 loss_class: 0.554399 loss_bbox: 0.136731 loss_giou: 0.373043 loss_class_aux: 3.556514 loss_bbox_aux: 0.926041 loss_giou_aux: 2.385992 loss_class_dn: 0.315968 loss_bbox_dn: 0.170120 loss_giou_dn: 0.379030 loss_class_aux_dn: 1.675371 loss_bbox_aux_dn: 0.957727 loss_giou_aux_dn: 2.128731 loss: 13.958403 eta: 2 days, 2:38:51 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2288 images/s [04/15 05:02:04] ppdet.engine INFO: Epoch: [25] [6200/7329] learning_rate: 0.000100 loss_class: 0.592000 loss_bbox: 0.130847 loss_giou: 0.410780 loss_class_aux: 3.781940 loss_bbox_aux: 0.849901 loss_giou_aux: 2.705952 loss_class_dn: 0.339816 loss_bbox_dn: 0.167895 loss_giou_dn: 0.415412 loss_class_aux_dn: 1.818486 loss_bbox_aux_dn: 0.960627 loss_giou_aux_dn: 2.313139 loss: 14.824295 eta: 2 days, 2:38:16 batch_cost: 0.3594 data_cost: 0.0014 ips: 11.1289 images/s [04/15 05:02:43] ppdet.engine INFO: Epoch: [25] [6300/7329] learning_rate: 0.000100 loss_class: 0.534734 loss_bbox: 0.135354 loss_giou: 0.379857 loss_class_aux: 3.376782 loss_bbox_aux: 0.924541 loss_giou_aux: 2.306436 loss_class_dn: 0.298172 loss_bbox_dn: 0.166417 loss_giou_dn: 0.370785 loss_class_aux_dn: 1.621329 loss_bbox_aux_dn: 0.934274 loss_giou_aux_dn: 1.985549 loss: 12.829228 eta: 2 days, 2:37:40 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4250 images/s [04/15 05:03:23] ppdet.engine INFO: Epoch: [25] [6400/7329] learning_rate: 0.000100 loss_class: 0.647278 loss_bbox: 0.147342 loss_giou: 0.402430 loss_class_aux: 4.062428 loss_bbox_aux: 0.962017 loss_giou_aux: 2.577229 loss_class_dn: 0.363844 loss_bbox_dn: 0.161316 loss_giou_dn: 0.387268 loss_class_aux_dn: 1.905536 loss_bbox_aux_dn: 0.936654 loss_giou_aux_dn: 2.158735 loss: 15.861794 eta: 2 days, 2:37:05 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2565 images/s [04/15 05:04:03] ppdet.engine INFO: Epoch: [25] [6500/7329] learning_rate: 0.000100 loss_class: 0.578854 loss_bbox: 0.126361 loss_giou: 0.416967 loss_class_aux: 3.662375 loss_bbox_aux: 0.829697 loss_giou_aux: 2.489274 loss_class_dn: 0.322042 loss_bbox_dn: 0.166734 loss_giou_dn: 0.382214 loss_class_aux_dn: 1.740029 loss_bbox_aux_dn: 0.962199 loss_giou_aux_dn: 2.112106 loss: 13.509426 eta: 2 days, 2:36:30 batch_cost: 0.3573 data_cost: 0.0013 ips: 11.1944 images/s [04/15 05:04:42] ppdet.engine INFO: Epoch: [25] [6600/7329] learning_rate: 0.000100 loss_class: 0.594673 loss_bbox: 0.140952 loss_giou: 0.397598 loss_class_aux: 3.828846 loss_bbox_aux: 0.936749 loss_giou_aux: 2.515308 loss_class_dn: 0.337083 loss_bbox_dn: 0.160326 loss_giou_dn: 0.382438 loss_class_aux_dn: 1.836328 loss_bbox_aux_dn: 0.914686 loss_giou_aux_dn: 2.108799 loss: 14.512587 eta: 2 days, 2:35:55 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2696 images/s [04/15 05:05:22] ppdet.engine INFO: Epoch: [25] [6700/7329] learning_rate: 0.000100 loss_class: 0.577452 loss_bbox: 0.131618 loss_giou: 0.323069 loss_class_aux: 3.771459 loss_bbox_aux: 0.857281 loss_giou_aux: 2.044686 loss_class_dn: 0.309491 loss_bbox_dn: 0.161580 loss_giou_dn: 0.321605 loss_class_aux_dn: 1.675164 loss_bbox_aux_dn: 0.926670 loss_giou_aux_dn: 1.806528 loss: 13.218863 eta: 2 days, 2:35:19 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3338 images/s [04/15 05:06:01] ppdet.engine INFO: Epoch: [25] [6800/7329] learning_rate: 0.000100 loss_class: 0.603444 loss_bbox: 0.136217 loss_giou: 0.382162 loss_class_aux: 3.898489 loss_bbox_aux: 0.938481 loss_giou_aux: 2.439025 loss_class_dn: 0.351223 loss_bbox_dn: 0.154336 loss_giou_dn: 0.393326 loss_class_aux_dn: 1.851010 loss_bbox_aux_dn: 0.920723 loss_giou_aux_dn: 2.206680 loss: 14.793960 eta: 2 days, 2:34:42 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3972 images/s [04/15 05:06:40] ppdet.engine INFO: Epoch: [25] [6900/7329] learning_rate: 0.000100 loss_class: 0.606692 loss_bbox: 0.151537 loss_giou: 0.446053 loss_class_aux: 3.820182 loss_bbox_aux: 0.966297 loss_giou_aux: 2.698632 loss_class_dn: 0.371155 loss_bbox_dn: 0.172477 loss_giou_dn: 0.448142 loss_class_aux_dn: 1.987229 loss_bbox_aux_dn: 1.012148 loss_giou_aux_dn: 2.490133 loss: 16.553635 eta: 2 days, 2:34:05 batch_cost: 0.3492 data_cost: 0.0013 ips: 11.4559 images/s [04/15 05:07:19] ppdet.engine INFO: Epoch: [25] [7000/7329] learning_rate: 0.000100 loss_class: 0.562296 loss_bbox: 0.140081 loss_giou: 0.352233 loss_class_aux: 3.623914 loss_bbox_aux: 0.888156 loss_giou_aux: 2.263169 loss_class_dn: 0.319601 loss_bbox_dn: 0.163886 loss_giou_dn: 0.374298 loss_class_aux_dn: 1.717514 loss_bbox_aux_dn: 0.984702 loss_giou_aux_dn: 2.042890 loss: 13.660796 eta: 2 days, 2:33:30 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2596 images/s [04/15 05:07:59] ppdet.engine INFO: Epoch: [25] [7100/7329] learning_rate: 0.000100 loss_class: 0.630991 loss_bbox: 0.141220 loss_giou: 0.387155 loss_class_aux: 3.883179 loss_bbox_aux: 0.889500 loss_giou_aux: 2.477049 loss_class_dn: 0.351210 loss_bbox_dn: 0.157979 loss_giou_dn: 0.369629 loss_class_aux_dn: 1.898980 loss_bbox_aux_dn: 0.902551 loss_giou_aux_dn: 2.047999 loss: 14.644783 eta: 2 days, 2:32:55 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2462 images/s [04/15 05:08:38] ppdet.engine INFO: Epoch: [25] [7200/7329] learning_rate: 0.000100 loss_class: 0.549439 loss_bbox: 0.119639 loss_giou: 0.344491 loss_class_aux: 3.673043 loss_bbox_aux: 0.786186 loss_giou_aux: 2.192485 loss_class_dn: 0.302022 loss_bbox_dn: 0.154210 loss_giou_dn: 0.349590 loss_class_aux_dn: 1.616327 loss_bbox_aux_dn: 0.878005 loss_giou_aux_dn: 1.908005 loss: 12.621191 eta: 2 days, 2:32:20 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2289 images/s [04/15 05:09:18] ppdet.engine INFO: Epoch: [25] [7300/7329] learning_rate: 0.000100 loss_class: 0.556264 loss_bbox: 0.138049 loss_giou: 0.343923 loss_class_aux: 3.593378 loss_bbox_aux: 0.909396 loss_giou_aux: 2.100746 loss_class_dn: 0.304763 loss_bbox_dn: 0.160282 loss_giou_dn: 0.354386 loss_class_aux_dn: 1.591042 loss_bbox_aux_dn: 0.882132 loss_giou_aux_dn: 1.933568 loss: 13.400021 eta: 2 days, 2:31:44 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3207 images/s [04/15 05:09:31] ppdet.engine INFO: Eval iter: 0 [04/15 05:09:43] ppdet.engine INFO: Eval iter: 100 [04/15 05:09:55] ppdet.engine INFO: Eval iter: 200 [04/15 05:10:07] ppdet.engine INFO: Eval iter: 300 [04/15 05:10:19] ppdet.engine INFO: Eval iter: 400 [04/15 05:10:31] ppdet.engine INFO: Eval iter: 500 [04/15 05:10:43] ppdet.engine INFO: Eval iter: 600 [04/15 05:11:06] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 05:11:06] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.81s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.13s). Accumulating evaluation results... DONE (t=16.64s). 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 ] = 0.580 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 ] = 0.581 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 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 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 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/15 05:12:51] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.49042559392873 [04/15 05:12:51] ppdet.engine INFO: Best test bbox ap is 0.533. [04/15 05:12:53] ppdet.engine INFO: Epoch: [26] [ 0/7329] learning_rate: 0.000100 loss_class: 0.588807 loss_bbox: 0.138832 loss_giou: 0.371689 loss_class_aux: 3.827626 loss_bbox_aux: 0.909396 loss_giou_aux: 2.350582 loss_class_dn: 0.324044 loss_bbox_dn: 0.164399 loss_giou_dn: 0.383718 loss_class_aux_dn: 1.753068 loss_bbox_aux_dn: 0.941413 loss_giou_aux_dn: 2.116051 loss: 13.977900 eta: 2 days, 2:31:33 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2820 images/s [04/15 05:13:33] ppdet.engine INFO: Epoch: [26] [ 100/7329] learning_rate: 0.000100 loss_class: 0.615720 loss_bbox: 0.149545 loss_giou: 0.395468 loss_class_aux: 3.907824 loss_bbox_aux: 0.997479 loss_giou_aux: 2.430003 loss_class_dn: 0.346940 loss_bbox_dn: 0.155166 loss_giou_dn: 0.396512 loss_class_aux_dn: 1.861416 loss_bbox_aux_dn: 0.938221 loss_giou_aux_dn: 2.176643 loss: 14.657906 eta: 2 days, 2:30:58 batch_cost: 0.3556 data_cost: 0.0011 ips: 11.2494 images/s [04/15 05:14:13] ppdet.engine INFO: Epoch: [26] [ 200/7329] learning_rate: 0.000100 loss_class: 0.498961 loss_bbox: 0.125422 loss_giou: 0.362908 loss_class_aux: 3.195501 loss_bbox_aux: 0.868036 loss_giou_aux: 2.272202 loss_class_dn: 0.286055 loss_bbox_dn: 0.146814 loss_giou_dn: 0.373576 loss_class_aux_dn: 1.556437 loss_bbox_aux_dn: 0.904918 loss_giou_aux_dn: 2.035695 loss: 12.726221 eta: 2 days, 2:30:23 batch_cost: 0.3565 data_cost: 0.0012 ips: 11.2197 images/s [04/15 05:14:52] ppdet.engine INFO: Epoch: [26] [ 300/7329] learning_rate: 0.000100 loss_class: 0.578898 loss_bbox: 0.124282 loss_giou: 0.436763 loss_class_aux: 3.742888 loss_bbox_aux: 0.856056 loss_giou_aux: 2.768457 loss_class_dn: 0.343381 loss_bbox_dn: 0.149437 loss_giou_dn: 0.433563 loss_class_aux_dn: 1.806206 loss_bbox_aux_dn: 0.894897 loss_giou_aux_dn: 2.363699 loss: 15.328307 eta: 2 days, 2:29:47 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3525 images/s [04/15 05:15:31] ppdet.engine INFO: Epoch: [26] [ 400/7329] learning_rate: 0.000100 loss_class: 0.600000 loss_bbox: 0.143207 loss_giou: 0.355943 loss_class_aux: 3.730655 loss_bbox_aux: 0.922487 loss_giou_aux: 2.301433 loss_class_dn: 0.322687 loss_bbox_dn: 0.176059 loss_giou_dn: 0.378975 loss_class_aux_dn: 1.716183 loss_bbox_aux_dn: 1.014789 loss_giou_aux_dn: 2.048949 loss: 14.225781 eta: 2 days, 2:29:11 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3503 images/s [04/15 05:16:11] ppdet.engine INFO: Epoch: [26] [ 500/7329] learning_rate: 0.000100 loss_class: 0.560643 loss_bbox: 0.142866 loss_giou: 0.354334 loss_class_aux: 3.500340 loss_bbox_aux: 0.923046 loss_giou_aux: 2.302461 loss_class_dn: 0.292719 loss_bbox_dn: 0.164992 loss_giou_dn: 0.359615 loss_class_aux_dn: 1.598662 loss_bbox_aux_dn: 0.962534 loss_giou_aux_dn: 1.973306 loss: 13.450384 eta: 2 days, 2:28:36 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2046 images/s [04/15 05:16:51] ppdet.engine INFO: Epoch: [26] [ 600/7329] learning_rate: 0.000100 loss_class: 0.629147 loss_bbox: 0.165606 loss_giou: 0.422289 loss_class_aux: 4.100182 loss_bbox_aux: 1.077365 loss_giou_aux: 2.594882 loss_class_dn: 0.340833 loss_bbox_dn: 0.177462 loss_giou_dn: 0.414218 loss_class_aux_dn: 1.851034 loss_bbox_aux_dn: 1.028076 loss_giou_aux_dn: 2.269297 loss: 15.255649 eta: 2 days, 2:28:01 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2480 images/s [04/15 05:17:30] ppdet.engine INFO: Epoch: [26] [ 700/7329] learning_rate: 0.000100 loss_class: 0.587102 loss_bbox: 0.140482 loss_giou: 0.328428 loss_class_aux: 3.659225 loss_bbox_aux: 0.912361 loss_giou_aux: 2.076005 loss_class_dn: 0.328283 loss_bbox_dn: 0.165562 loss_giou_dn: 0.345402 loss_class_aux_dn: 1.782503 loss_bbox_aux_dn: 0.936359 loss_giou_aux_dn: 1.915784 loss: 14.035934 eta: 2 days, 2:27:25 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4173 images/s [04/15 05:18:09] ppdet.engine INFO: Epoch: [26] [ 800/7329] learning_rate: 0.000100 loss_class: 0.546336 loss_bbox: 0.132839 loss_giou: 0.342156 loss_class_aux: 3.466724 loss_bbox_aux: 0.865920 loss_giou_aux: 2.236464 loss_class_dn: 0.303076 loss_bbox_dn: 0.159697 loss_giou_dn: 0.340569 loss_class_aux_dn: 1.608326 loss_bbox_aux_dn: 0.973877 loss_giou_aux_dn: 1.874015 loss: 13.469696 eta: 2 days, 2:26:48 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3629 images/s [04/15 05:18:48] ppdet.engine INFO: Epoch: [26] [ 900/7329] learning_rate: 0.000100 loss_class: 0.659217 loss_bbox: 0.141191 loss_giou: 0.439930 loss_class_aux: 4.121609 loss_bbox_aux: 0.932237 loss_giou_aux: 2.722432 loss_class_dn: 0.356132 loss_bbox_dn: 0.163779 loss_giou_dn: 0.450497 loss_class_aux_dn: 1.888082 loss_bbox_aux_dn: 0.934633 loss_giou_aux_dn: 2.443767 loss: 16.283689 eta: 2 days, 2:26:13 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3094 images/s [04/15 05:19:28] ppdet.engine INFO: Epoch: [26] [1000/7329] learning_rate: 0.000100 loss_class: 0.565813 loss_bbox: 0.144016 loss_giou: 0.331567 loss_class_aux: 3.593005 loss_bbox_aux: 0.936741 loss_giou_aux: 2.148273 loss_class_dn: 0.303071 loss_bbox_dn: 0.173008 loss_giou_dn: 0.351638 loss_class_aux_dn: 1.648228 loss_bbox_aux_dn: 1.003296 loss_giou_aux_dn: 1.960086 loss: 13.690012 eta: 2 days, 2:25:37 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2900 images/s [04/15 05:20:07] ppdet.engine INFO: Epoch: [26] [1100/7329] learning_rate: 0.000100 loss_class: 0.620607 loss_bbox: 0.136465 loss_giou: 0.374274 loss_class_aux: 3.883321 loss_bbox_aux: 0.907421 loss_giou_aux: 2.445745 loss_class_dn: 0.351919 loss_bbox_dn: 0.152967 loss_giou_dn: 0.373923 loss_class_aux_dn: 1.847236 loss_bbox_aux_dn: 0.943217 loss_giou_aux_dn: 2.065074 loss: 14.406363 eta: 2 days, 2:25:01 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3803 images/s [04/15 05:20:46] ppdet.engine INFO: Epoch: [26] [1200/7329] learning_rate: 0.000100 loss_class: 0.637666 loss_bbox: 0.140287 loss_giou: 0.416471 loss_class_aux: 4.054461 loss_bbox_aux: 0.963349 loss_giou_aux: 2.616269 loss_class_dn: 0.377040 loss_bbox_dn: 0.153845 loss_giou_dn: 0.392481 loss_class_aux_dn: 1.993209 loss_bbox_aux_dn: 0.896450 loss_giou_aux_dn: 2.198222 loss: 15.840738 eta: 2 days, 2:24:25 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3010 images/s [04/15 05:21:26] ppdet.engine INFO: Epoch: [26] [1300/7329] learning_rate: 0.000100 loss_class: 0.570026 loss_bbox: 0.151463 loss_giou: 0.417251 loss_class_aux: 3.693267 loss_bbox_aux: 0.947933 loss_giou_aux: 2.655756 loss_class_dn: 0.336924 loss_bbox_dn: 0.169091 loss_giou_dn: 0.393561 loss_class_aux_dn: 1.886844 loss_bbox_aux_dn: 1.007442 loss_giou_aux_dn: 2.192226 loss: 14.149602 eta: 2 days, 2:23:49 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3747 images/s [04/15 05:22:05] ppdet.engine INFO: Epoch: [26] [1400/7329] learning_rate: 0.000100 loss_class: 0.579613 loss_bbox: 0.145734 loss_giou: 0.449245 loss_class_aux: 3.617456 loss_bbox_aux: 0.956448 loss_giou_aux: 2.856533 loss_class_dn: 0.312233 loss_bbox_dn: 0.163154 loss_giou_dn: 0.418188 loss_class_aux_dn: 1.691102 loss_bbox_aux_dn: 0.966722 loss_giou_aux_dn: 2.312445 loss: 14.204578 eta: 2 days, 2:23:13 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3489 images/s [04/15 05:22:44] ppdet.engine INFO: Epoch: [26] [1500/7329] learning_rate: 0.000100 loss_class: 0.609822 loss_bbox: 0.153930 loss_giou: 0.420732 loss_class_aux: 3.992306 loss_bbox_aux: 0.973435 loss_giou_aux: 2.633936 loss_class_dn: 0.348530 loss_bbox_dn: 0.172021 loss_giou_dn: 0.401685 loss_class_aux_dn: 1.857000 loss_bbox_aux_dn: 1.009084 loss_giou_aux_dn: 2.211957 loss: 15.438621 eta: 2 days, 2:22:37 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3454 images/s [04/15 05:23:24] ppdet.engine INFO: Epoch: [26] [1600/7329] learning_rate: 0.000100 loss_class: 0.579786 loss_bbox: 0.130988 loss_giou: 0.436617 loss_class_aux: 3.743496 loss_bbox_aux: 0.940860 loss_giou_aux: 2.775610 loss_class_dn: 0.346533 loss_bbox_dn: 0.162154 loss_giou_dn: 0.413963 loss_class_aux_dn: 1.837175 loss_bbox_aux_dn: 0.916946 loss_giou_aux_dn: 2.254053 loss: 15.212269 eta: 2 days, 2:22:02 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2512 images/s [04/15 05:24:03] ppdet.engine INFO: Epoch: [26] [1700/7329] learning_rate: 0.000100 loss_class: 0.570379 loss_bbox: 0.149238 loss_giou: 0.368400 loss_class_aux: 3.626731 loss_bbox_aux: 0.984570 loss_giou_aux: 2.314491 loss_class_dn: 0.316201 loss_bbox_dn: 0.160110 loss_giou_dn: 0.344981 loss_class_aux_dn: 1.712832 loss_bbox_aux_dn: 0.959846 loss_giou_aux_dn: 1.945385 loss: 14.056322 eta: 2 days, 2:21:27 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2767 images/s [04/15 05:24:42] ppdet.engine INFO: Epoch: [26] [1800/7329] learning_rate: 0.000100 loss_class: 0.610597 loss_bbox: 0.136435 loss_giou: 0.385945 loss_class_aux: 3.857170 loss_bbox_aux: 0.889654 loss_giou_aux: 2.403523 loss_class_dn: 0.325579 loss_bbox_dn: 0.151743 loss_giou_dn: 0.383816 loss_class_aux_dn: 1.748801 loss_bbox_aux_dn: 0.894874 loss_giou_aux_dn: 2.136962 loss: 14.574723 eta: 2 days, 2:20:50 batch_cost: 0.3494 data_cost: 0.0013 ips: 11.4472 images/s [04/15 05:25:22] ppdet.engine INFO: Epoch: [26] [1900/7329] learning_rate: 0.000100 loss_class: 0.563203 loss_bbox: 0.132798 loss_giou: 0.320005 loss_class_aux: 3.636145 loss_bbox_aux: 0.892710 loss_giou_aux: 2.181176 loss_class_dn: 0.327547 loss_bbox_dn: 0.161732 loss_giou_dn: 0.355069 loss_class_aux_dn: 1.787776 loss_bbox_aux_dn: 0.914260 loss_giou_aux_dn: 1.999207 loss: 14.077629 eta: 2 days, 2:20:14 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2751 images/s [04/15 05:26:01] ppdet.engine INFO: Epoch: [26] [2000/7329] learning_rate: 0.000100 loss_class: 0.581350 loss_bbox: 0.135094 loss_giou: 0.415469 loss_class_aux: 3.669727 loss_bbox_aux: 0.849691 loss_giou_aux: 2.565517 loss_class_dn: 0.342557 loss_bbox_dn: 0.144013 loss_giou_dn: 0.416303 loss_class_aux_dn: 1.815689 loss_bbox_aux_dn: 0.853890 loss_giou_aux_dn: 2.298759 loss: 14.300187 eta: 2 days, 2:19:38 batch_cost: 0.3512 data_cost: 0.0014 ips: 11.3888 images/s [04/15 05:26:40] ppdet.engine INFO: Epoch: [26] [2100/7329] learning_rate: 0.000100 loss_class: 0.622439 loss_bbox: 0.128168 loss_giou: 0.389381 loss_class_aux: 3.968799 loss_bbox_aux: 0.855524 loss_giou_aux: 2.469788 loss_class_dn: 0.355672 loss_bbox_dn: 0.141989 loss_giou_dn: 0.399840 loss_class_aux_dn: 1.906017 loss_bbox_aux_dn: 0.844063 loss_giou_aux_dn: 2.212052 loss: 15.459312 eta: 2 days, 2:19:01 batch_cost: 0.3498 data_cost: 0.0014 ips: 11.4367 images/s [04/15 05:27:19] ppdet.engine INFO: Epoch: [26] [2200/7329] learning_rate: 0.000100 loss_class: 0.541560 loss_bbox: 0.130170 loss_giou: 0.359128 loss_class_aux: 3.318306 loss_bbox_aux: 0.820944 loss_giou_aux: 2.229803 loss_class_dn: 0.298870 loss_bbox_dn: 0.146513 loss_giou_dn: 0.320058 loss_class_aux_dn: 1.648024 loss_bbox_aux_dn: 0.863719 loss_giou_aux_dn: 1.800689 loss: 12.012329 eta: 2 days, 2:18:25 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3386 images/s [04/15 05:27:58] ppdet.engine INFO: Epoch: [26] [2300/7329] learning_rate: 0.000100 loss_class: 0.578495 loss_bbox: 0.147374 loss_giou: 0.416064 loss_class_aux: 3.939426 loss_bbox_aux: 0.913200 loss_giou_aux: 2.524384 loss_class_dn: 0.361316 loss_bbox_dn: 0.161790 loss_giou_dn: 0.409230 loss_class_aux_dn: 1.947660 loss_bbox_aux_dn: 0.909424 loss_giou_aux_dn: 2.245141 loss: 15.130100 eta: 2 days, 2:17:49 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3426 images/s [04/15 05:28:38] ppdet.engine INFO: Epoch: [26] [2400/7329] learning_rate: 0.000100 loss_class: 0.573429 loss_bbox: 0.145889 loss_giou: 0.397757 loss_class_aux: 3.795003 loss_bbox_aux: 0.950803 loss_giou_aux: 2.538609 loss_class_dn: 0.333722 loss_bbox_dn: 0.165696 loss_giou_dn: 0.391363 loss_class_aux_dn: 1.816418 loss_bbox_aux_dn: 0.985086 loss_giou_aux_dn: 2.182905 loss: 14.835726 eta: 2 days, 2:17:14 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2421 images/s [04/15 05:29:17] ppdet.engine INFO: Epoch: [26] [2500/7329] learning_rate: 0.000100 loss_class: 0.578959 loss_bbox: 0.146865 loss_giou: 0.433451 loss_class_aux: 3.884100 loss_bbox_aux: 1.006541 loss_giou_aux: 2.731586 loss_class_dn: 0.351476 loss_bbox_dn: 0.173641 loss_giou_dn: 0.444986 loss_class_aux_dn: 1.887356 loss_bbox_aux_dn: 1.021322 loss_giou_aux_dn: 2.482085 loss: 14.945450 eta: 2 days, 2:16:38 batch_cost: 0.3514 data_cost: 0.0012 ips: 11.3830 images/s [04/15 05:29:57] ppdet.engine INFO: Epoch: [26] [2600/7329] learning_rate: 0.000100 loss_class: 0.652014 loss_bbox: 0.150819 loss_giou: 0.421446 loss_class_aux: 4.337263 loss_bbox_aux: 1.008017 loss_giou_aux: 2.633957 loss_class_dn: 0.383629 loss_bbox_dn: 0.160931 loss_giou_dn: 0.439198 loss_class_aux_dn: 2.029112 loss_bbox_aux_dn: 0.957614 loss_giou_aux_dn: 2.362040 loss: 16.829617 eta: 2 days, 2:16:03 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2596 images/s [04/15 05:30:36] ppdet.engine INFO: Epoch: [26] [2700/7329] learning_rate: 0.000100 loss_class: 0.651928 loss_bbox: 0.152487 loss_giou: 0.460154 loss_class_aux: 4.245726 loss_bbox_aux: 1.012753 loss_giou_aux: 2.885074 loss_class_dn: 0.365989 loss_bbox_dn: 0.172465 loss_giou_dn: 0.467656 loss_class_aux_dn: 1.994442 loss_bbox_aux_dn: 1.014997 loss_giou_aux_dn: 2.512118 loss: 15.508707 eta: 2 days, 2:15:28 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2468 images/s [04/15 05:31:16] ppdet.engine INFO: Epoch: [26] [2800/7329] learning_rate: 0.000100 loss_class: 0.543895 loss_bbox: 0.152603 loss_giou: 0.332757 loss_class_aux: 3.514148 loss_bbox_aux: 0.970533 loss_giou_aux: 2.110668 loss_class_dn: 0.300569 loss_bbox_dn: 0.162404 loss_giou_dn: 0.310444 loss_class_aux_dn: 1.621207 loss_bbox_aux_dn: 0.956673 loss_giou_aux_dn: 1.739355 loss: 12.854757 eta: 2 days, 2:14:52 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2733 images/s [04/15 05:31:55] ppdet.engine INFO: Epoch: [26] [2900/7329] learning_rate: 0.000100 loss_class: 0.628043 loss_bbox: 0.150835 loss_giou: 0.458618 loss_class_aux: 4.005171 loss_bbox_aux: 0.947913 loss_giou_aux: 2.851695 loss_class_dn: 0.376072 loss_bbox_dn: 0.157626 loss_giou_dn: 0.451641 loss_class_aux_dn: 2.004762 loss_bbox_aux_dn: 0.944788 loss_giou_aux_dn: 2.520370 loss: 15.834614 eta: 2 days, 2:14:16 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3214 images/s [04/15 05:32:35] ppdet.engine INFO: Epoch: [26] [3000/7329] learning_rate: 0.000100 loss_class: 0.586449 loss_bbox: 0.148132 loss_giou: 0.424022 loss_class_aux: 3.750480 loss_bbox_aux: 0.961802 loss_giou_aux: 2.663821 loss_class_dn: 0.366506 loss_bbox_dn: 0.160780 loss_giou_dn: 0.431578 loss_class_aux_dn: 1.909720 loss_bbox_aux_dn: 0.937087 loss_giou_aux_dn: 2.314931 loss: 15.157951 eta: 2 days, 2:13:42 batch_cost: 0.3565 data_cost: 0.0012 ips: 11.2198 images/s [04/15 05:33:14] ppdet.engine INFO: Epoch: [26] [3100/7329] learning_rate: 0.000100 loss_class: 0.673634 loss_bbox: 0.151410 loss_giou: 0.514751 loss_class_aux: 4.474379 loss_bbox_aux: 1.019447 loss_giou_aux: 3.366382 loss_class_dn: 0.393963 loss_bbox_dn: 0.178834 loss_giou_dn: 0.479366 loss_class_aux_dn: 2.083565 loss_bbox_aux_dn: 1.004590 loss_giou_aux_dn: 2.658197 loss: 17.822111 eta: 2 days, 2:13:05 batch_cost: 0.3499 data_cost: 0.0014 ips: 11.4304 images/s [04/15 05:33:53] ppdet.engine INFO: Epoch: [26] [3200/7329] learning_rate: 0.000100 loss_class: 0.557950 loss_bbox: 0.125538 loss_giou: 0.352914 loss_class_aux: 3.874503 loss_bbox_aux: 0.870060 loss_giou_aux: 2.227949 loss_class_dn: 0.316692 loss_bbox_dn: 0.150563 loss_giou_dn: 0.332438 loss_class_aux_dn: 1.794163 loss_bbox_aux_dn: 0.907974 loss_giou_aux_dn: 1.910643 loss: 13.896894 eta: 2 days, 2:12:30 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2463 images/s [04/15 05:34:33] ppdet.engine INFO: Epoch: [26] [3300/7329] learning_rate: 0.000100 loss_class: 0.555891 loss_bbox: 0.140116 loss_giou: 0.337245 loss_class_aux: 3.576823 loss_bbox_aux: 0.876755 loss_giou_aux: 2.093020 loss_class_dn: 0.317705 loss_bbox_dn: 0.168759 loss_giou_dn: 0.328746 loss_class_aux_dn: 1.719340 loss_bbox_aux_dn: 0.981465 loss_giou_aux_dn: 1.843190 loss: 13.672774 eta: 2 days, 2:11:54 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3314 images/s [04/15 05:35:12] ppdet.engine INFO: Epoch: [26] [3400/7329] learning_rate: 0.000100 loss_class: 0.695815 loss_bbox: 0.140943 loss_giou: 0.434816 loss_class_aux: 4.291822 loss_bbox_aux: 0.911409 loss_giou_aux: 2.628435 loss_class_dn: 0.375638 loss_bbox_dn: 0.167928 loss_giou_dn: 0.429041 loss_class_aux_dn: 2.033247 loss_bbox_aux_dn: 0.963896 loss_giou_aux_dn: 2.393399 loss: 16.704861 eta: 2 days, 2:11:18 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3681 images/s [04/15 05:35:51] ppdet.engine INFO: Epoch: [26] [3500/7329] learning_rate: 0.000100 loss_class: 0.544898 loss_bbox: 0.120002 loss_giou: 0.316492 loss_class_aux: 3.536530 loss_bbox_aux: 0.759468 loss_giou_aux: 2.047376 loss_class_dn: 0.279176 loss_bbox_dn: 0.138959 loss_giou_dn: 0.324768 loss_class_aux_dn: 1.544678 loss_bbox_aux_dn: 0.793054 loss_giou_aux_dn: 1.831502 loss: 12.059059 eta: 2 days, 2:10:41 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3870 images/s [04/15 05:36:31] ppdet.engine INFO: Epoch: [26] [3600/7329] learning_rate: 0.000100 loss_class: 0.607292 loss_bbox: 0.137897 loss_giou: 0.406807 loss_class_aux: 3.814210 loss_bbox_aux: 0.911913 loss_giou_aux: 2.575117 loss_class_dn: 0.348783 loss_bbox_dn: 0.164004 loss_giou_dn: 0.434052 loss_class_aux_dn: 1.851413 loss_bbox_aux_dn: 0.943172 loss_giou_aux_dn: 2.436641 loss: 15.395256 eta: 2 days, 2:10:07 batch_cost: 0.3578 data_cost: 0.0013 ips: 11.1806 images/s [04/15 05:37:10] ppdet.engine INFO: Epoch: [26] [3700/7329] learning_rate: 0.000100 loss_class: 0.670058 loss_bbox: 0.162890 loss_giou: 0.445906 loss_class_aux: 4.366331 loss_bbox_aux: 1.068021 loss_giou_aux: 2.819835 loss_class_dn: 0.367492 loss_bbox_dn: 0.197999 loss_giou_dn: 0.453091 loss_class_aux_dn: 1.967161 loss_bbox_aux_dn: 1.199592 loss_giou_aux_dn: 2.505685 loss: 17.149353 eta: 2 days, 2:09:31 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3097 images/s [04/15 05:37:50] ppdet.engine INFO: Epoch: [26] [3800/7329] learning_rate: 0.000100 loss_class: 0.561237 loss_bbox: 0.128294 loss_giou: 0.381960 loss_class_aux: 3.643427 loss_bbox_aux: 0.881771 loss_giou_aux: 2.374431 loss_class_dn: 0.327515 loss_bbox_dn: 0.156590 loss_giou_dn: 0.400056 loss_class_aux_dn: 1.740876 loss_bbox_aux_dn: 0.932755 loss_giou_aux_dn: 2.198671 loss: 14.409781 eta: 2 days, 2:08:56 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2359 images/s [04/15 05:38:29] ppdet.engine INFO: Epoch: [26] [3900/7329] learning_rate: 0.000100 loss_class: 0.599347 loss_bbox: 0.146298 loss_giou: 0.420614 loss_class_aux: 3.791490 loss_bbox_aux: 0.931371 loss_giou_aux: 2.643090 loss_class_dn: 0.359606 loss_bbox_dn: 0.154797 loss_giou_dn: 0.406940 loss_class_aux_dn: 1.948530 loss_bbox_aux_dn: 0.908068 loss_giou_aux_dn: 2.249990 loss: 15.217253 eta: 2 days, 2:08:21 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2963 images/s [04/15 05:39:09] ppdet.engine INFO: Epoch: [26] [4000/7329] learning_rate: 0.000100 loss_class: 0.651539 loss_bbox: 0.147003 loss_giou: 0.452832 loss_class_aux: 4.005396 loss_bbox_aux: 0.956678 loss_giou_aux: 2.941266 loss_class_dn: 0.374585 loss_bbox_dn: 0.182562 loss_giou_dn: 0.439791 loss_class_aux_dn: 1.996026 loss_bbox_aux_dn: 1.091449 loss_giou_aux_dn: 2.388794 loss: 16.231945 eta: 2 days, 2:07:45 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2937 images/s [04/15 05:39:48] ppdet.engine INFO: Epoch: [26] [4100/7329] learning_rate: 0.000100 loss_class: 0.545627 loss_bbox: 0.122626 loss_giou: 0.325956 loss_class_aux: 3.473091 loss_bbox_aux: 0.844919 loss_giou_aux: 2.051723 loss_class_dn: 0.291632 loss_bbox_dn: 0.150742 loss_giou_dn: 0.348096 loss_class_aux_dn: 1.607357 loss_bbox_aux_dn: 0.886129 loss_giou_aux_dn: 1.922097 loss: 13.382113 eta: 2 days, 2:07:09 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3097 images/s [04/15 05:40:28] ppdet.engine INFO: Epoch: [26] [4200/7329] learning_rate: 0.000100 loss_class: 0.579303 loss_bbox: 0.148389 loss_giou: 0.436448 loss_class_aux: 3.663229 loss_bbox_aux: 0.930279 loss_giou_aux: 2.756766 loss_class_dn: 0.328699 loss_bbox_dn: 0.161084 loss_giou_dn: 0.395166 loss_class_aux_dn: 1.785578 loss_bbox_aux_dn: 0.960553 loss_giou_aux_dn: 2.154536 loss: 14.750784 eta: 2 days, 2:06:34 batch_cost: 0.3562 data_cost: 0.0012 ips: 11.2293 images/s [04/15 05:41:07] ppdet.engine INFO: Epoch: [26] [4300/7329] learning_rate: 0.000100 loss_class: 0.573430 loss_bbox: 0.121156 loss_giou: 0.399809 loss_class_aux: 3.571051 loss_bbox_aux: 0.809873 loss_giou_aux: 2.513149 loss_class_dn: 0.329716 loss_bbox_dn: 0.159693 loss_giou_dn: 0.387455 loss_class_aux_dn: 1.773182 loss_bbox_aux_dn: 0.973821 loss_giou_aux_dn: 2.181017 loss: 14.704208 eta: 2 days, 2:05:59 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2510 images/s [04/15 05:41:46] ppdet.engine INFO: Epoch: [26] [4400/7329] learning_rate: 0.000100 loss_class: 0.634293 loss_bbox: 0.154827 loss_giou: 0.347847 loss_class_aux: 4.112432 loss_bbox_aux: 1.011231 loss_giou_aux: 2.245952 loss_class_dn: 0.326803 loss_bbox_dn: 0.186233 loss_giou_dn: 0.366948 loss_class_aux_dn: 1.747582 loss_bbox_aux_dn: 1.084251 loss_giou_aux_dn: 2.081961 loss: 14.470943 eta: 2 days, 2:05:23 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3606 images/s [04/15 05:42:26] ppdet.engine INFO: Epoch: [26] [4500/7329] learning_rate: 0.000100 loss_class: 0.593200 loss_bbox: 0.132732 loss_giou: 0.405548 loss_class_aux: 3.768829 loss_bbox_aux: 0.848862 loss_giou_aux: 2.590715 loss_class_dn: 0.357952 loss_bbox_dn: 0.137515 loss_giou_dn: 0.403606 loss_class_aux_dn: 1.916264 loss_bbox_aux_dn: 0.832250 loss_giou_aux_dn: 2.216362 loss: 15.047367 eta: 2 days, 2:04:47 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3683 images/s [04/15 05:43:05] ppdet.engine INFO: Epoch: [26] [4600/7329] learning_rate: 0.000100 loss_class: 0.624190 loss_bbox: 0.156054 loss_giou: 0.352394 loss_class_aux: 4.072965 loss_bbox_aux: 1.000944 loss_giou_aux: 2.187935 loss_class_dn: 0.328988 loss_bbox_dn: 0.171564 loss_giou_dn: 0.359934 loss_class_aux_dn: 1.797716 loss_bbox_aux_dn: 1.055680 loss_giou_aux_dn: 2.064583 loss: 14.382843 eta: 2 days, 2:04:10 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3972 images/s [04/15 05:43:44] ppdet.engine INFO: Epoch: [26] [4700/7329] learning_rate: 0.000100 loss_class: 0.602109 loss_bbox: 0.127586 loss_giou: 0.394380 loss_class_aux: 3.892576 loss_bbox_aux: 0.807215 loss_giou_aux: 2.489954 loss_class_dn: 0.346413 loss_bbox_dn: 0.127510 loss_giou_dn: 0.420018 loss_class_aux_dn: 1.882300 loss_bbox_aux_dn: 0.763036 loss_giou_aux_dn: 2.334312 loss: 15.570763 eta: 2 days, 2:03:35 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2296 images/s [04/15 05:44:24] ppdet.engine INFO: Epoch: [26] [4800/7329] learning_rate: 0.000100 loss_class: 0.582451 loss_bbox: 0.127269 loss_giou: 0.339594 loss_class_aux: 3.587575 loss_bbox_aux: 0.859796 loss_giou_aux: 2.140634 loss_class_dn: 0.320789 loss_bbox_dn: 0.146952 loss_giou_dn: 0.355790 loss_class_aux_dn: 1.663871 loss_bbox_aux_dn: 0.895317 loss_giou_aux_dn: 2.014851 loss: 12.941534 eta: 2 days, 2:02:59 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3523 images/s [04/15 05:45:03] ppdet.engine INFO: Epoch: [26] [4900/7329] learning_rate: 0.000100 loss_class: 0.600807 loss_bbox: 0.139191 loss_giou: 0.381293 loss_class_aux: 3.811581 loss_bbox_aux: 0.930667 loss_giou_aux: 2.441628 loss_class_dn: 0.358377 loss_bbox_dn: 0.161350 loss_giou_dn: 0.393259 loss_class_aux_dn: 1.918699 loss_bbox_aux_dn: 0.967902 loss_giou_aux_dn: 2.108744 loss: 14.955456 eta: 2 days, 2:02:24 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2433 images/s [04/15 05:45:42] ppdet.engine INFO: Epoch: [26] [5000/7329] learning_rate: 0.000100 loss_class: 0.576157 loss_bbox: 0.146423 loss_giou: 0.366162 loss_class_aux: 3.788933 loss_bbox_aux: 0.901983 loss_giou_aux: 2.324954 loss_class_dn: 0.316311 loss_bbox_dn: 0.168047 loss_giou_dn: 0.359471 loss_class_aux_dn: 1.657728 loss_bbox_aux_dn: 1.027361 loss_giou_aux_dn: 2.025339 loss: 14.494681 eta: 2 days, 2:01:48 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4255 images/s [04/15 05:46:22] ppdet.engine INFO: Epoch: [26] [5100/7329] learning_rate: 0.000100 loss_class: 0.501240 loss_bbox: 0.127777 loss_giou: 0.261836 loss_class_aux: 3.379415 loss_bbox_aux: 0.843917 loss_giou_aux: 1.683343 loss_class_dn: 0.280730 loss_bbox_dn: 0.141143 loss_giou_dn: 0.283642 loss_class_aux_dn: 1.565746 loss_bbox_aux_dn: 0.845367 loss_giou_aux_dn: 1.525369 loss: 11.982136 eta: 2 days, 2:01:12 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2989 images/s [04/15 05:47:01] ppdet.engine INFO: Epoch: [26] [5200/7329] learning_rate: 0.000100 loss_class: 0.609850 loss_bbox: 0.141071 loss_giou: 0.437770 loss_class_aux: 3.920532 loss_bbox_aux: 0.949737 loss_giou_aux: 2.728515 loss_class_dn: 0.342818 loss_bbox_dn: 0.162745 loss_giou_dn: 0.428260 loss_class_aux_dn: 1.826518 loss_bbox_aux_dn: 0.889913 loss_giou_aux_dn: 2.289318 loss: 15.101520 eta: 2 days, 2:00:37 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2363 images/s [04/15 05:47:41] ppdet.engine INFO: Epoch: [26] [5300/7329] learning_rate: 0.000100 loss_class: 0.621396 loss_bbox: 0.148276 loss_giou: 0.388261 loss_class_aux: 3.921693 loss_bbox_aux: 0.962187 loss_giou_aux: 2.354306 loss_class_dn: 0.340428 loss_bbox_dn: 0.169118 loss_giou_dn: 0.404316 loss_class_aux_dn: 1.828356 loss_bbox_aux_dn: 1.002880 loss_giou_aux_dn: 2.221044 loss: 14.357763 eta: 2 days, 2:00:02 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2670 images/s [04/15 05:48:20] ppdet.engine INFO: Epoch: [26] [5400/7329] learning_rate: 0.000100 loss_class: 0.580055 loss_bbox: 0.132066 loss_giou: 0.336673 loss_class_aux: 3.587985 loss_bbox_aux: 0.926502 loss_giou_aux: 2.072230 loss_class_dn: 0.306683 loss_bbox_dn: 0.149032 loss_giou_dn: 0.355454 loss_class_aux_dn: 1.661898 loss_bbox_aux_dn: 0.902057 loss_giou_aux_dn: 2.002991 loss: 13.211355 eta: 2 days, 1:59:25 batch_cost: 0.3483 data_cost: 0.0013 ips: 11.4857 images/s [04/15 05:48:59] ppdet.engine INFO: Epoch: [26] [5500/7329] learning_rate: 0.000100 loss_class: 0.549677 loss_bbox: 0.125712 loss_giou: 0.300888 loss_class_aux: 3.480249 loss_bbox_aux: 0.849416 loss_giou_aux: 1.996768 loss_class_dn: 0.305952 loss_bbox_dn: 0.147921 loss_giou_dn: 0.331834 loss_class_aux_dn: 1.643362 loss_bbox_aux_dn: 0.921163 loss_giou_aux_dn: 1.842471 loss: 12.689958 eta: 2 days, 1:58:49 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2483 images/s [04/15 05:49:39] ppdet.engine INFO: Epoch: [26] [5600/7329] learning_rate: 0.000100 loss_class: 0.537485 loss_bbox: 0.136381 loss_giou: 0.311779 loss_class_aux: 3.516305 loss_bbox_aux: 0.846438 loss_giou_aux: 1.988081 loss_class_dn: 0.318862 loss_bbox_dn: 0.144219 loss_giou_dn: 0.327909 loss_class_aux_dn: 1.751499 loss_bbox_aux_dn: 0.886541 loss_giou_aux_dn: 1.867607 loss: 12.888142 eta: 2 days, 1:58:14 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3135 images/s [04/15 05:50:18] ppdet.engine INFO: Epoch: [26] [5700/7329] learning_rate: 0.000100 loss_class: 0.580576 loss_bbox: 0.147033 loss_giou: 0.404035 loss_class_aux: 3.779677 loss_bbox_aux: 0.948340 loss_giou_aux: 2.642183 loss_class_dn: 0.355200 loss_bbox_dn: 0.179161 loss_giou_dn: 0.401849 loss_class_aux_dn: 1.866169 loss_bbox_aux_dn: 1.076216 loss_giou_aux_dn: 2.189788 loss: 15.054995 eta: 2 days, 1:57:39 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2507 images/s [04/15 05:50:57] ppdet.engine INFO: Epoch: [26] [5800/7329] learning_rate: 0.000100 loss_class: 0.573903 loss_bbox: 0.126479 loss_giou: 0.377280 loss_class_aux: 3.873559 loss_bbox_aux: 0.874257 loss_giou_aux: 2.414052 loss_class_dn: 0.323650 loss_bbox_dn: 0.153060 loss_giou_dn: 0.354728 loss_class_aux_dn: 1.724711 loss_bbox_aux_dn: 0.886661 loss_giou_aux_dn: 1.961760 loss: 13.626206 eta: 2 days, 1:57:03 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3532 images/s [04/15 05:51:37] ppdet.engine INFO: Epoch: [26] [5900/7329] learning_rate: 0.000100 loss_class: 0.570294 loss_bbox: 0.124592 loss_giou: 0.371502 loss_class_aux: 3.635999 loss_bbox_aux: 0.816396 loss_giou_aux: 2.398340 loss_class_dn: 0.323486 loss_bbox_dn: 0.139068 loss_giou_dn: 0.389133 loss_class_aux_dn: 1.733112 loss_bbox_aux_dn: 0.837074 loss_giou_aux_dn: 2.150338 loss: 13.921901 eta: 2 days, 1:56:28 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2262 images/s [04/15 05:52:17] ppdet.engine INFO: Epoch: [26] [6000/7329] learning_rate: 0.000100 loss_class: 0.642380 loss_bbox: 0.154712 loss_giou: 0.440526 loss_class_aux: 4.173015 loss_bbox_aux: 1.009907 loss_giou_aux: 2.734302 loss_class_dn: 0.366739 loss_bbox_dn: 0.169736 loss_giou_dn: 0.419157 loss_class_aux_dn: 1.948739 loss_bbox_aux_dn: 0.998029 loss_giou_aux_dn: 2.332772 loss: 16.097393 eta: 2 days, 1:55:52 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2620 images/s [04/15 05:52:56] ppdet.engine INFO: Epoch: [26] [6100/7329] learning_rate: 0.000100 loss_class: 0.629760 loss_bbox: 0.166103 loss_giou: 0.366183 loss_class_aux: 4.050755 loss_bbox_aux: 1.012522 loss_giou_aux: 2.330627 loss_class_dn: 0.358749 loss_bbox_dn: 0.162556 loss_giou_dn: 0.400786 loss_class_aux_dn: 1.874433 loss_bbox_aux_dn: 0.956527 loss_giou_aux_dn: 2.198375 loss: 15.312580 eta: 2 days, 1:55:17 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2267 images/s [04/15 05:53:36] ppdet.engine INFO: Epoch: [26] [6200/7329] learning_rate: 0.000100 loss_class: 0.572458 loss_bbox: 0.132103 loss_giou: 0.375755 loss_class_aux: 3.650126 loss_bbox_aux: 0.863613 loss_giou_aux: 2.478133 loss_class_dn: 0.343444 loss_bbox_dn: 0.146466 loss_giou_dn: 0.368079 loss_class_aux_dn: 1.833570 loss_bbox_aux_dn: 0.857741 loss_giou_aux_dn: 2.044368 loss: 14.255592 eta: 2 days, 1:54:42 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2237 images/s [04/15 05:54:16] ppdet.engine INFO: Epoch: [26] [6300/7329] learning_rate: 0.000100 loss_class: 0.611252 loss_bbox: 0.140087 loss_giou: 0.374075 loss_class_aux: 3.967111 loss_bbox_aux: 0.909248 loss_giou_aux: 2.343710 loss_class_dn: 0.354568 loss_bbox_dn: 0.154461 loss_giou_dn: 0.389605 loss_class_aux_dn: 1.903223 loss_bbox_aux_dn: 0.911436 loss_giou_aux_dn: 2.158591 loss: 14.962622 eta: 2 days, 1:54:08 batch_cost: 0.3587 data_cost: 0.0013 ips: 11.1507 images/s [04/15 05:54:56] ppdet.engine INFO: Epoch: [26] [6400/7329] learning_rate: 0.000100 loss_class: 0.603334 loss_bbox: 0.136458 loss_giou: 0.420572 loss_class_aux: 4.047507 loss_bbox_aux: 0.896763 loss_giou_aux: 2.657416 loss_class_dn: 0.339614 loss_bbox_dn: 0.152659 loss_giou_dn: 0.409792 loss_class_aux_dn: 1.852201 loss_bbox_aux_dn: 0.879912 loss_giou_aux_dn: 2.219326 loss: 15.322912 eta: 2 days, 1:53:33 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1814 images/s [04/15 05:55:35] ppdet.engine INFO: Epoch: [26] [6500/7329] learning_rate: 0.000100 loss_class: 0.636029 loss_bbox: 0.157006 loss_giou: 0.451817 loss_class_aux: 4.167984 loss_bbox_aux: 0.999654 loss_giou_aux: 2.853508 loss_class_dn: 0.382023 loss_bbox_dn: 0.167945 loss_giou_dn: 0.452720 loss_class_aux_dn: 2.026491 loss_bbox_aux_dn: 0.975827 loss_giou_aux_dn: 2.473500 loss: 16.277697 eta: 2 days, 1:52:58 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3213 images/s [04/15 05:56:14] ppdet.engine INFO: Epoch: [26] [6600/7329] learning_rate: 0.000100 loss_class: 0.585699 loss_bbox: 0.145940 loss_giou: 0.377886 loss_class_aux: 3.787034 loss_bbox_aux: 0.947327 loss_giou_aux: 2.478408 loss_class_dn: 0.354000 loss_bbox_dn: 0.162687 loss_giou_dn: 0.422110 loss_class_aux_dn: 1.909496 loss_bbox_aux_dn: 0.888431 loss_giou_aux_dn: 2.338950 loss: 15.015750 eta: 2 days, 1:52:22 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2692 images/s [04/15 05:56:54] ppdet.engine INFO: Epoch: [26] [6700/7329] learning_rate: 0.000100 loss_class: 0.598569 loss_bbox: 0.143460 loss_giou: 0.398407 loss_class_aux: 3.793396 loss_bbox_aux: 0.903112 loss_giou_aux: 2.543398 loss_class_dn: 0.333144 loss_bbox_dn: 0.177671 loss_giou_dn: 0.396210 loss_class_aux_dn: 1.798048 loss_bbox_aux_dn: 1.029219 loss_giou_aux_dn: 2.254132 loss: 14.400844 eta: 2 days, 1:51:48 batch_cost: 0.3581 data_cost: 0.0014 ips: 11.1691 images/s [04/15 05:57:34] ppdet.engine INFO: Epoch: [26] [6800/7329] learning_rate: 0.000100 loss_class: 0.557384 loss_bbox: 0.142376 loss_giou: 0.312645 loss_class_aux: 3.635337 loss_bbox_aux: 0.914793 loss_giou_aux: 2.048691 loss_class_dn: 0.301575 loss_bbox_dn: 0.161557 loss_giou_dn: 0.321283 loss_class_aux_dn: 1.633607 loss_bbox_aux_dn: 0.921282 loss_giou_aux_dn: 1.831403 loss: 12.803692 eta: 2 days, 1:51:13 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2505 images/s [04/15 05:58:13] ppdet.engine INFO: Epoch: [26] [6900/7329] learning_rate: 0.000100 loss_class: 0.560087 loss_bbox: 0.130408 loss_giou: 0.372173 loss_class_aux: 3.602716 loss_bbox_aux: 0.913044 loss_giou_aux: 2.338345 loss_class_dn: 0.332855 loss_bbox_dn: 0.152687 loss_giou_dn: 0.355082 loss_class_aux_dn: 1.792763 loss_bbox_aux_dn: 0.890446 loss_giou_aux_dn: 1.933917 loss: 14.162182 eta: 2 days, 1:50:37 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3024 images/s [04/15 05:58:53] ppdet.engine INFO: Epoch: [26] [7000/7329] learning_rate: 0.000100 loss_class: 0.571028 loss_bbox: 0.111843 loss_giou: 0.444582 loss_class_aux: 3.551684 loss_bbox_aux: 0.798153 loss_giou_aux: 2.797488 loss_class_dn: 0.337114 loss_bbox_dn: 0.125479 loss_giou_dn: 0.420598 loss_class_aux_dn: 1.852957 loss_bbox_aux_dn: 0.731944 loss_giou_aux_dn: 2.303086 loss: 14.237995 eta: 2 days, 1:50:02 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2315 images/s [04/15 05:59:32] ppdet.engine INFO: Epoch: [26] [7100/7329] learning_rate: 0.000100 loss_class: 0.609062 loss_bbox: 0.137371 loss_giou: 0.422234 loss_class_aux: 3.848950 loss_bbox_aux: 0.887202 loss_giou_aux: 2.711391 loss_class_dn: 0.358317 loss_bbox_dn: 0.163678 loss_giou_dn: 0.428452 loss_class_aux_dn: 1.918821 loss_bbox_aux_dn: 0.927949 loss_giou_aux_dn: 2.346042 loss: 15.603054 eta: 2 days, 1:49:26 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3176 images/s [04/15 06:00:11] ppdet.engine INFO: Epoch: [26] [7200/7329] learning_rate: 0.000100 loss_class: 0.576696 loss_bbox: 0.138047 loss_giou: 0.381922 loss_class_aux: 3.691272 loss_bbox_aux: 0.935663 loss_giou_aux: 2.314771 loss_class_dn: 0.317391 loss_bbox_dn: 0.156781 loss_giou_dn: 0.362541 loss_class_aux_dn: 1.674285 loss_bbox_aux_dn: 0.926908 loss_giou_aux_dn: 1.974256 loss: 13.700451 eta: 2 days, 1:48:50 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3429 images/s [04/15 06:00:51] ppdet.engine INFO: Epoch: [26] [7300/7329] learning_rate: 0.000100 loss_class: 0.616672 loss_bbox: 0.151639 loss_giou: 0.421794 loss_class_aux: 3.877688 loss_bbox_aux: 1.000463 loss_giou_aux: 2.600029 loss_class_dn: 0.346788 loss_bbox_dn: 0.162508 loss_giou_dn: 0.399487 loss_class_aux_dn: 1.880774 loss_bbox_aux_dn: 0.958992 loss_giou_aux_dn: 2.252188 loss: 15.591996 eta: 2 days, 1:48:15 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2335 images/s [04/15 06:01:05] ppdet.engine INFO: Eval iter: 0 [04/15 06:01:17] ppdet.engine INFO: Eval iter: 100 [04/15 06:01:29] ppdet.engine INFO: Eval iter: 200 [04/15 06:01:41] ppdet.engine INFO: Eval iter: 300 [04/15 06:01:53] ppdet.engine INFO: Eval iter: 400 [04/15 06:02:05] ppdet.engine INFO: Eval iter: 500 [04/15 06:02:17] ppdet.engine INFO: Eval iter: 600 [04/15 06:02:40] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 06:02:40] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.53s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.69s). Accumulating evaluation results... DONE (t=16.29s). 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 ] = 0.580 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 ] = 0.583 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 ] = 0.395 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 ] = 0.724 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 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/15 06:04:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.0174703626652 [04/15 06:04:23] ppdet.engine INFO: Best test bbox ap is 0.534. [04/15 06:04:25] ppdet.engine INFO: Epoch: [27] [ 0/7329] learning_rate: 0.000100 loss_class: 0.615068 loss_bbox: 0.155692 loss_giou: 0.431212 loss_class_aux: 4.064504 loss_bbox_aux: 1.000463 loss_giou_aux: 2.764081 loss_class_dn: 0.366294 loss_bbox_dn: 0.166526 loss_giou_dn: 0.422274 loss_class_aux_dn: 1.935155 loss_bbox_aux_dn: 1.015624 loss_giou_aux_dn: 2.359613 loss: 15.888651 eta: 2 days, 1:48:05 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2433 images/s [04/15 06:05:04] ppdet.engine INFO: Epoch: [27] [ 100/7329] learning_rate: 0.000100 loss_class: 0.641858 loss_bbox: 0.148898 loss_giou: 0.501424 loss_class_aux: 4.100534 loss_bbox_aux: 1.010785 loss_giou_aux: 3.086462 loss_class_dn: 0.376331 loss_bbox_dn: 0.174652 loss_giou_dn: 0.506212 loss_class_aux_dn: 2.003331 loss_bbox_aux_dn: 1.002978 loss_giou_aux_dn: 2.714492 loss: 16.272396 eta: 2 days, 1:47:28 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3995 images/s [04/15 06:05:44] ppdet.engine INFO: Epoch: [27] [ 200/7329] learning_rate: 0.000100 loss_class: 0.627031 loss_bbox: 0.139470 loss_giou: 0.376223 loss_class_aux: 3.901628 loss_bbox_aux: 0.912338 loss_giou_aux: 2.359493 loss_class_dn: 0.325486 loss_bbox_dn: 0.157657 loss_giou_dn: 0.377063 loss_class_aux_dn: 1.735663 loss_bbox_aux_dn: 0.925319 loss_giou_aux_dn: 2.114316 loss: 14.240100 eta: 2 days, 1:46:52 batch_cost: 0.3522 data_cost: 0.0011 ips: 11.3560 images/s [04/15 06:06:23] ppdet.engine INFO: Epoch: [27] [ 300/7329] learning_rate: 0.000100 loss_class: 0.573191 loss_bbox: 0.121889 loss_giou: 0.317641 loss_class_aux: 3.576941 loss_bbox_aux: 0.831723 loss_giou_aux: 2.124796 loss_class_dn: 0.307504 loss_bbox_dn: 0.161606 loss_giou_dn: 0.338621 loss_class_aux_dn: 1.628869 loss_bbox_aux_dn: 0.964539 loss_giou_aux_dn: 1.848634 loss: 13.327629 eta: 2 days, 1:46:16 batch_cost: 0.3514 data_cost: 0.0011 ips: 11.3817 images/s [04/15 06:07:02] ppdet.engine INFO: Epoch: [27] [ 400/7329] learning_rate: 0.000100 loss_class: 0.655296 loss_bbox: 0.151991 loss_giou: 0.475185 loss_class_aux: 4.329096 loss_bbox_aux: 0.988988 loss_giou_aux: 2.932681 loss_class_dn: 0.390503 loss_bbox_dn: 0.169830 loss_giou_dn: 0.465794 loss_class_aux_dn: 2.049891 loss_bbox_aux_dn: 0.999399 loss_giou_aux_dn: 2.605305 loss: 17.054436 eta: 2 days, 1:45:41 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2772 images/s [04/15 06:07:42] ppdet.engine INFO: Epoch: [27] [ 500/7329] learning_rate: 0.000100 loss_class: 0.565464 loss_bbox: 0.116099 loss_giou: 0.396460 loss_class_aux: 3.762214 loss_bbox_aux: 0.748885 loss_giou_aux: 2.504416 loss_class_dn: 0.323118 loss_bbox_dn: 0.147874 loss_giou_dn: 0.400941 loss_class_aux_dn: 1.716056 loss_bbox_aux_dn: 0.884013 loss_giou_aux_dn: 2.251044 loss: 13.889656 eta: 2 days, 1:45:04 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3744 images/s [04/15 06:08:21] ppdet.engine INFO: Epoch: [27] [ 600/7329] learning_rate: 0.000100 loss_class: 0.598031 loss_bbox: 0.140195 loss_giou: 0.392573 loss_class_aux: 3.844409 loss_bbox_aux: 0.882350 loss_giou_aux: 2.609026 loss_class_dn: 0.318953 loss_bbox_dn: 0.172647 loss_giou_dn: 0.397847 loss_class_aux_dn: 1.752857 loss_bbox_aux_dn: 1.046486 loss_giou_aux_dn: 2.168537 loss: 14.529730 eta: 2 days, 1:44:30 batch_cost: 0.3578 data_cost: 0.0013 ips: 11.1784 images/s [04/15 06:09:01] ppdet.engine INFO: Epoch: [27] [ 700/7329] learning_rate: 0.000100 loss_class: 0.607880 loss_bbox: 0.152554 loss_giou: 0.430762 loss_class_aux: 3.825907 loss_bbox_aux: 1.012617 loss_giou_aux: 2.734818 loss_class_dn: 0.357222 loss_bbox_dn: 0.173343 loss_giou_dn: 0.423323 loss_class_aux_dn: 1.921207 loss_bbox_aux_dn: 1.020880 loss_giou_aux_dn: 2.331804 loss: 15.408483 eta: 2 days, 1:43:53 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3805 images/s [04/15 06:09:40] ppdet.engine INFO: Epoch: [27] [ 800/7329] learning_rate: 0.000100 loss_class: 0.653909 loss_bbox: 0.155361 loss_giou: 0.417889 loss_class_aux: 4.197174 loss_bbox_aux: 1.053025 loss_giou_aux: 2.722442 loss_class_dn: 0.376181 loss_bbox_dn: 0.166482 loss_giou_dn: 0.441187 loss_class_aux_dn: 2.006426 loss_bbox_aux_dn: 0.953020 loss_giou_aux_dn: 2.393412 loss: 15.805879 eta: 2 days, 1:43:19 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2117 images/s [04/15 06:10:19] ppdet.engine INFO: Epoch: [27] [ 900/7329] learning_rate: 0.000100 loss_class: 0.578965 loss_bbox: 0.132404 loss_giou: 0.412395 loss_class_aux: 3.659240 loss_bbox_aux: 0.858090 loss_giou_aux: 2.581691 loss_class_dn: 0.317329 loss_bbox_dn: 0.135428 loss_giou_dn: 0.392493 loss_class_aux_dn: 1.733962 loss_bbox_aux_dn: 0.854747 loss_giou_aux_dn: 2.156803 loss: 13.927826 eta: 2 days, 1:42:43 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3618 images/s [04/15 06:10:59] ppdet.engine INFO: Epoch: [27] [1000/7329] learning_rate: 0.000100 loss_class: 0.609849 loss_bbox: 0.137793 loss_giou: 0.406336 loss_class_aux: 3.938162 loss_bbox_aux: 0.903505 loss_giou_aux: 2.502837 loss_class_dn: 0.377533 loss_bbox_dn: 0.148476 loss_giou_dn: 0.422571 loss_class_aux_dn: 1.980687 loss_bbox_aux_dn: 0.858416 loss_giou_aux_dn: 2.235146 loss: 16.362659 eta: 2 days, 1:42:07 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2925 images/s [04/15 06:11:38] ppdet.engine INFO: Epoch: [27] [1100/7329] learning_rate: 0.000100 loss_class: 0.555308 loss_bbox: 0.137632 loss_giou: 0.348141 loss_class_aux: 3.408451 loss_bbox_aux: 0.886750 loss_giou_aux: 2.094163 loss_class_dn: 0.298398 loss_bbox_dn: 0.157060 loss_giou_dn: 0.336691 loss_class_aux_dn: 1.596421 loss_bbox_aux_dn: 0.902686 loss_giou_aux_dn: 1.824735 loss: 13.391213 eta: 2 days, 1:41:31 batch_cost: 0.3530 data_cost: 0.0012 ips: 11.3305 images/s [04/15 06:12:18] ppdet.engine INFO: Epoch: [27] [1200/7329] learning_rate: 0.000100 loss_class: 0.607061 loss_bbox: 0.141083 loss_giou: 0.365042 loss_class_aux: 3.909809 loss_bbox_aux: 0.940881 loss_giou_aux: 2.338541 loss_class_dn: 0.326075 loss_bbox_dn: 0.158779 loss_giou_dn: 0.368737 loss_class_aux_dn: 1.733979 loss_bbox_aux_dn: 0.943663 loss_giou_aux_dn: 2.042743 loss: 14.670840 eta: 2 days, 1:40:56 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3093 images/s [04/15 06:12:57] ppdet.engine INFO: Epoch: [27] [1300/7329] learning_rate: 0.000100 loss_class: 0.569469 loss_bbox: 0.127684 loss_giou: 0.330806 loss_class_aux: 3.621773 loss_bbox_aux: 0.854187 loss_giou_aux: 2.175231 loss_class_dn: 0.309224 loss_bbox_dn: 0.145608 loss_giou_dn: 0.343368 loss_class_aux_dn: 1.685921 loss_bbox_aux_dn: 0.878493 loss_giou_aux_dn: 1.868705 loss: 13.301400 eta: 2 days, 1:40:20 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3053 images/s [04/15 06:13:37] ppdet.engine INFO: Epoch: [27] [1400/7329] learning_rate: 0.000100 loss_class: 0.591786 loss_bbox: 0.157046 loss_giou: 0.374140 loss_class_aux: 3.885329 loss_bbox_aux: 1.029201 loss_giou_aux: 2.457775 loss_class_dn: 0.351352 loss_bbox_dn: 0.179994 loss_giou_dn: 0.408829 loss_class_aux_dn: 1.887395 loss_bbox_aux_dn: 1.060159 loss_giou_aux_dn: 2.285315 loss: 15.865614 eta: 2 days, 1:39:45 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2241 images/s [04/15 06:14:16] ppdet.engine INFO: Epoch: [27] [1500/7329] learning_rate: 0.000100 loss_class: 0.551700 loss_bbox: 0.128515 loss_giou: 0.392187 loss_class_aux: 3.518375 loss_bbox_aux: 0.887540 loss_giou_aux: 2.380959 loss_class_dn: 0.336188 loss_bbox_dn: 0.139861 loss_giou_dn: 0.389969 loss_class_aux_dn: 1.772951 loss_bbox_aux_dn: 0.820707 loss_giou_aux_dn: 2.150210 loss: 13.913003 eta: 2 days, 1:39:08 batch_cost: 0.3499 data_cost: 0.0012 ips: 11.4307 images/s [04/15 06:14:55] ppdet.engine INFO: Epoch: [27] [1600/7329] learning_rate: 0.000100 loss_class: 0.609081 loss_bbox: 0.133396 loss_giou: 0.399380 loss_class_aux: 3.875653 loss_bbox_aux: 0.910055 loss_giou_aux: 2.517341 loss_class_dn: 0.330676 loss_bbox_dn: 0.171938 loss_giou_dn: 0.390462 loss_class_aux_dn: 1.829392 loss_bbox_aux_dn: 1.017812 loss_giou_aux_dn: 2.177016 loss: 14.526016 eta: 2 days, 1:38:33 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2477 images/s [04/15 06:15:35] ppdet.engine INFO: Epoch: [27] [1700/7329] learning_rate: 0.000100 loss_class: 0.557810 loss_bbox: 0.128102 loss_giou: 0.335877 loss_class_aux: 3.591887 loss_bbox_aux: 0.876757 loss_giou_aux: 2.169904 loss_class_dn: 0.311568 loss_bbox_dn: 0.156800 loss_giou_dn: 0.323605 loss_class_aux_dn: 1.686895 loss_bbox_aux_dn: 0.957878 loss_giou_aux_dn: 1.797051 loss: 13.591228 eta: 2 days, 1:37:57 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3414 images/s [04/15 06:16:14] ppdet.engine INFO: Epoch: [27] [1800/7329] learning_rate: 0.000100 loss_class: 0.660318 loss_bbox: 0.143042 loss_giou: 0.433681 loss_class_aux: 4.144923 loss_bbox_aux: 0.986957 loss_giou_aux: 2.732743 loss_class_dn: 0.349023 loss_bbox_dn: 0.151725 loss_giou_dn: 0.438915 loss_class_aux_dn: 1.971179 loss_bbox_aux_dn: 0.968748 loss_giou_aux_dn: 2.377326 loss: 15.830386 eta: 2 days, 1:37:21 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3154 images/s [04/15 06:16:53] ppdet.engine INFO: Epoch: [27] [1900/7329] learning_rate: 0.000100 loss_class: 0.591400 loss_bbox: 0.155421 loss_giou: 0.415844 loss_class_aux: 3.875479 loss_bbox_aux: 0.983929 loss_giou_aux: 2.586617 loss_class_dn: 0.361666 loss_bbox_dn: 0.162652 loss_giou_dn: 0.422660 loss_class_aux_dn: 1.941168 loss_bbox_aux_dn: 0.972554 loss_giou_aux_dn: 2.415200 loss: 16.481697 eta: 2 days, 1:36:46 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2735 images/s [04/15 06:17:33] ppdet.engine INFO: Epoch: [27] [2000/7329] learning_rate: 0.000100 loss_class: 0.607189 loss_bbox: 0.148854 loss_giou: 0.382974 loss_class_aux: 3.805961 loss_bbox_aux: 0.989964 loss_giou_aux: 2.425131 loss_class_dn: 0.332133 loss_bbox_dn: 0.172718 loss_giou_dn: 0.389487 loss_class_aux_dn: 1.805217 loss_bbox_aux_dn: 1.004421 loss_giou_aux_dn: 2.143656 loss: 15.481501 eta: 2 days, 1:36:11 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2934 images/s [04/15 06:18:12] ppdet.engine INFO: Epoch: [27] [2100/7329] learning_rate: 0.000100 loss_class: 0.600744 loss_bbox: 0.129984 loss_giou: 0.421310 loss_class_aux: 3.848142 loss_bbox_aux: 0.892879 loss_giou_aux: 2.736875 loss_class_dn: 0.357320 loss_bbox_dn: 0.133383 loss_giou_dn: 0.418249 loss_class_aux_dn: 1.944155 loss_bbox_aux_dn: 0.767546 loss_giou_aux_dn: 2.287476 loss: 15.165497 eta: 2 days, 1:35:35 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3545 images/s [04/15 06:18:51] ppdet.engine INFO: Epoch: [27] [2200/7329] learning_rate: 0.000100 loss_class: 0.629081 loss_bbox: 0.144613 loss_giou: 0.400932 loss_class_aux: 4.065265 loss_bbox_aux: 0.943418 loss_giou_aux: 2.550706 loss_class_dn: 0.335839 loss_bbox_dn: 0.168466 loss_giou_dn: 0.368298 loss_class_aux_dn: 1.826109 loss_bbox_aux_dn: 0.984167 loss_giou_aux_dn: 2.095311 loss: 15.251925 eta: 2 days, 1:34:58 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4081 images/s [04/15 06:19:31] ppdet.engine INFO: Epoch: [27] [2300/7329] learning_rate: 0.000100 loss_class: 0.611006 loss_bbox: 0.126292 loss_giou: 0.380345 loss_class_aux: 3.900341 loss_bbox_aux: 0.880469 loss_giou_aux: 2.529683 loss_class_dn: 0.340356 loss_bbox_dn: 0.148364 loss_giou_dn: 0.394564 loss_class_aux_dn: 1.859236 loss_bbox_aux_dn: 0.851121 loss_giou_aux_dn: 2.233224 loss: 14.918382 eta: 2 days, 1:34:23 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2537 images/s [04/15 06:20:10] ppdet.engine INFO: Epoch: [27] [2400/7329] learning_rate: 0.000100 loss_class: 0.634898 loss_bbox: 0.143278 loss_giou: 0.416334 loss_class_aux: 3.979166 loss_bbox_aux: 0.999814 loss_giou_aux: 2.570796 loss_class_dn: 0.331444 loss_bbox_dn: 0.156942 loss_giou_dn: 0.384847 loss_class_aux_dn: 1.751068 loss_bbox_aux_dn: 0.936183 loss_giou_aux_dn: 2.207150 loss: 14.899910 eta: 2 days, 1:33:48 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2522 images/s [04/15 06:20:50] ppdet.engine INFO: Epoch: [27] [2500/7329] learning_rate: 0.000100 loss_class: 0.569481 loss_bbox: 0.133581 loss_giou: 0.355380 loss_class_aux: 3.812208 loss_bbox_aux: 0.890280 loss_giou_aux: 2.290132 loss_class_dn: 0.325547 loss_bbox_dn: 0.174227 loss_giou_dn: 0.375197 loss_class_aux_dn: 1.792662 loss_bbox_aux_dn: 1.011406 loss_giou_aux_dn: 2.090979 loss: 13.789826 eta: 2 days, 1:33:12 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3156 images/s [04/15 06:21:29] ppdet.engine INFO: Epoch: [27] [2600/7329] learning_rate: 0.000100 loss_class: 0.589067 loss_bbox: 0.143954 loss_giou: 0.404277 loss_class_aux: 3.690301 loss_bbox_aux: 0.919481 loss_giou_aux: 2.624988 loss_class_dn: 0.323645 loss_bbox_dn: 0.165910 loss_giou_dn: 0.405671 loss_class_aux_dn: 1.773775 loss_bbox_aux_dn: 0.955298 loss_giou_aux_dn: 2.225556 loss: 14.815344 eta: 2 days, 1:32:36 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3873 images/s [04/15 06:22:08] ppdet.engine INFO: Epoch: [27] [2700/7329] learning_rate: 0.000100 loss_class: 0.556974 loss_bbox: 0.128812 loss_giou: 0.408918 loss_class_aux: 3.714564 loss_bbox_aux: 0.867822 loss_giou_aux: 2.725426 loss_class_dn: 0.340152 loss_bbox_dn: 0.142906 loss_giou_dn: 0.405717 loss_class_aux_dn: 1.828017 loss_bbox_aux_dn: 0.827353 loss_giou_aux_dn: 2.250990 loss: 14.408018 eta: 2 days, 1:32:00 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3661 images/s [04/15 06:22:48] ppdet.engine INFO: Epoch: [27] [2800/7329] learning_rate: 0.000100 loss_class: 0.626761 loss_bbox: 0.149188 loss_giou: 0.407086 loss_class_aux: 3.977819 loss_bbox_aux: 0.984103 loss_giou_aux: 2.633953 loss_class_dn: 0.355419 loss_bbox_dn: 0.166213 loss_giou_dn: 0.387821 loss_class_aux_dn: 1.867839 loss_bbox_aux_dn: 1.008415 loss_giou_aux_dn: 2.211639 loss: 15.353374 eta: 2 days, 1:31:25 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2350 images/s [04/15 06:23:27] ppdet.engine INFO: Epoch: [27] [2900/7329] learning_rate: 0.000100 loss_class: 0.578204 loss_bbox: 0.139911 loss_giou: 0.364505 loss_class_aux: 3.625845 loss_bbox_aux: 0.943690 loss_giou_aux: 2.271389 loss_class_dn: 0.337440 loss_bbox_dn: 0.153951 loss_giou_dn: 0.344610 loss_class_aux_dn: 1.804808 loss_bbox_aux_dn: 0.941082 loss_giou_aux_dn: 1.946735 loss: 13.756277 eta: 2 days, 1:30:49 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2870 images/s [04/15 06:24:06] ppdet.engine INFO: Epoch: [27] [3000/7329] learning_rate: 0.000100 loss_class: 0.618034 loss_bbox: 0.138016 loss_giou: 0.384290 loss_class_aux: 3.988106 loss_bbox_aux: 0.929415 loss_giou_aux: 2.531441 loss_class_dn: 0.360798 loss_bbox_dn: 0.151032 loss_giou_dn: 0.427376 loss_class_aux_dn: 1.952262 loss_bbox_aux_dn: 0.900531 loss_giou_aux_dn: 2.347069 loss: 15.303799 eta: 2 days, 1:30:13 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3244 images/s [04/15 06:24:46] ppdet.engine INFO: Epoch: [27] [3100/7329] learning_rate: 0.000100 loss_class: 0.669611 loss_bbox: 0.157345 loss_giou: 0.423037 loss_class_aux: 4.316475 loss_bbox_aux: 1.077421 loss_giou_aux: 2.722531 loss_class_dn: 0.373351 loss_bbox_dn: 0.166885 loss_giou_dn: 0.469826 loss_class_aux_dn: 1.997973 loss_bbox_aux_dn: 0.966323 loss_giou_aux_dn: 2.537677 loss: 16.416702 eta: 2 days, 1:29:38 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2735 images/s [04/15 06:25:25] ppdet.engine INFO: Epoch: [27] [3200/7329] learning_rate: 0.000100 loss_class: 0.605522 loss_bbox: 0.134919 loss_giou: 0.433002 loss_class_aux: 3.813556 loss_bbox_aux: 0.861786 loss_giou_aux: 2.584044 loss_class_dn: 0.331582 loss_bbox_dn: 0.144850 loss_giou_dn: 0.392752 loss_class_aux_dn: 1.755674 loss_bbox_aux_dn: 0.850775 loss_giou_aux_dn: 2.160189 loss: 14.069935 eta: 2 days, 1:29:02 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3186 images/s [04/15 06:26:05] ppdet.engine INFO: Epoch: [27] [3300/7329] learning_rate: 0.000100 loss_class: 0.575829 loss_bbox: 0.139280 loss_giou: 0.387977 loss_class_aux: 3.723794 loss_bbox_aux: 0.887640 loss_giou_aux: 2.431071 loss_class_dn: 0.325167 loss_bbox_dn: 0.142473 loss_giou_dn: 0.388265 loss_class_aux_dn: 1.756069 loss_bbox_aux_dn: 0.819787 loss_giou_aux_dn: 2.109301 loss: 14.551630 eta: 2 days, 1:28:26 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3374 images/s [04/15 06:26:43] ppdet.engine INFO: Epoch: [27] [3400/7329] learning_rate: 0.000100 loss_class: 0.558282 loss_bbox: 0.133066 loss_giou: 0.371617 loss_class_aux: 3.601400 loss_bbox_aux: 0.903188 loss_giou_aux: 2.334785 loss_class_dn: 0.306546 loss_bbox_dn: 0.146201 loss_giou_dn: 0.373099 loss_class_aux_dn: 1.703914 loss_bbox_aux_dn: 0.879837 loss_giou_aux_dn: 2.088046 loss: 14.033350 eta: 2 days, 1:27:49 batch_cost: 0.3476 data_cost: 0.0012 ips: 11.5077 images/s [04/15 06:27:23] ppdet.engine INFO: Epoch: [27] [3500/7329] learning_rate: 0.000100 loss_class: 0.582513 loss_bbox: 0.163192 loss_giou: 0.414394 loss_class_aux: 3.903285 loss_bbox_aux: 1.046596 loss_giou_aux: 2.551795 loss_class_dn: 0.361446 loss_bbox_dn: 0.187982 loss_giou_dn: 0.425066 loss_class_aux_dn: 1.938269 loss_bbox_aux_dn: 1.053801 loss_giou_aux_dn: 2.348775 loss: 15.877081 eta: 2 days, 1:27:14 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2432 images/s [04/15 06:28:03] ppdet.engine INFO: Epoch: [27] [3600/7329] learning_rate: 0.000100 loss_class: 0.587120 loss_bbox: 0.145930 loss_giou: 0.399489 loss_class_aux: 3.868951 loss_bbox_aux: 0.910743 loss_giou_aux: 2.605425 loss_class_dn: 0.346998 loss_bbox_dn: 0.174777 loss_giou_dn: 0.398205 loss_class_aux_dn: 1.910913 loss_bbox_aux_dn: 0.993658 loss_giou_aux_dn: 2.200554 loss: 15.264463 eta: 2 days, 1:26:39 batch_cost: 0.3561 data_cost: 0.0012 ips: 11.2325 images/s [04/15 06:28:42] ppdet.engine INFO: Epoch: [27] [3700/7329] learning_rate: 0.000100 loss_class: 0.590043 loss_bbox: 0.132563 loss_giou: 0.394536 loss_class_aux: 3.795863 loss_bbox_aux: 0.911198 loss_giou_aux: 2.583680 loss_class_dn: 0.342129 loss_bbox_dn: 0.161829 loss_giou_dn: 0.409622 loss_class_aux_dn: 1.815270 loss_bbox_aux_dn: 0.909505 loss_giou_aux_dn: 2.227921 loss: 15.003168 eta: 2 days, 1:26:04 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2225 images/s [04/15 06:29:21] ppdet.engine INFO: Epoch: [27] [3800/7329] learning_rate: 0.000100 loss_class: 0.556792 loss_bbox: 0.124487 loss_giou: 0.428146 loss_class_aux: 3.566799 loss_bbox_aux: 0.832665 loss_giou_aux: 2.713955 loss_class_dn: 0.327903 loss_bbox_dn: 0.148027 loss_giou_dn: 0.422242 loss_class_aux_dn: 1.790337 loss_bbox_aux_dn: 0.849567 loss_giou_aux_dn: 2.290138 loss: 14.154844 eta: 2 days, 1:25:28 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3564 images/s [04/15 06:30:01] ppdet.engine INFO: Epoch: [27] [3900/7329] learning_rate: 0.000100 loss_class: 0.643429 loss_bbox: 0.148424 loss_giou: 0.412566 loss_class_aux: 4.040747 loss_bbox_aux: 0.981052 loss_giou_aux: 2.708052 loss_class_dn: 0.370737 loss_bbox_dn: 0.183691 loss_giou_dn: 0.410621 loss_class_aux_dn: 1.977417 loss_bbox_aux_dn: 1.054328 loss_giou_aux_dn: 2.315337 loss: 16.250490 eta: 2 days, 1:24:53 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2454 images/s [04/15 06:30:40] ppdet.engine INFO: Epoch: [27] [4000/7329] learning_rate: 0.000100 loss_class: 0.618971 loss_bbox: 0.138694 loss_giou: 0.450309 loss_class_aux: 3.993326 loss_bbox_aux: 0.902434 loss_giou_aux: 2.830254 loss_class_dn: 0.350416 loss_bbox_dn: 0.162691 loss_giou_dn: 0.437563 loss_class_aux_dn: 1.897085 loss_bbox_aux_dn: 0.949752 loss_giou_aux_dn: 2.390923 loss: 15.815559 eta: 2 days, 1:24:17 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3145 images/s [04/15 06:31:20] ppdet.engine INFO: Epoch: [27] [4100/7329] learning_rate: 0.000100 loss_class: 0.582704 loss_bbox: 0.132430 loss_giou: 0.390723 loss_class_aux: 3.751967 loss_bbox_aux: 0.896782 loss_giou_aux: 2.425287 loss_class_dn: 0.327864 loss_bbox_dn: 0.164618 loss_giou_dn: 0.388753 loss_class_aux_dn: 1.796230 loss_bbox_aux_dn: 0.932676 loss_giou_aux_dn: 2.118001 loss: 13.798499 eta: 2 days, 1:23:42 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2725 images/s [04/15 06:31:59] ppdet.engine INFO: Epoch: [27] [4200/7329] learning_rate: 0.000100 loss_class: 0.588917 loss_bbox: 0.113179 loss_giou: 0.359544 loss_class_aux: 3.770671 loss_bbox_aux: 0.765414 loss_giou_aux: 2.392570 loss_class_dn: 0.315853 loss_bbox_dn: 0.141430 loss_giou_dn: 0.373617 loss_class_aux_dn: 1.698535 loss_bbox_aux_dn: 0.828191 loss_giou_aux_dn: 2.037056 loss: 13.934683 eta: 2 days, 1:23:06 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3202 images/s [04/15 06:32:39] ppdet.engine INFO: Epoch: [27] [4300/7329] learning_rate: 0.000100 loss_class: 0.581824 loss_bbox: 0.129276 loss_giou: 0.328689 loss_class_aux: 3.646769 loss_bbox_aux: 0.856792 loss_giou_aux: 2.126678 loss_class_dn: 0.325842 loss_bbox_dn: 0.141053 loss_giou_dn: 0.355888 loss_class_aux_dn: 1.787141 loss_bbox_aux_dn: 0.878913 loss_giou_aux_dn: 1.959970 loss: 13.970974 eta: 2 days, 1:22:31 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2740 images/s [04/15 06:33:18] ppdet.engine INFO: Epoch: [27] [4400/7329] learning_rate: 0.000100 loss_class: 0.651750 loss_bbox: 0.141411 loss_giou: 0.416774 loss_class_aux: 4.294611 loss_bbox_aux: 0.950576 loss_giou_aux: 2.623804 loss_class_dn: 0.371356 loss_bbox_dn: 0.183600 loss_giou_dn: 0.427494 loss_class_aux_dn: 2.010147 loss_bbox_aux_dn: 1.057871 loss_giou_aux_dn: 2.393378 loss: 15.719376 eta: 2 days, 1:21:55 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2742 images/s [04/15 06:33:58] ppdet.engine INFO: Epoch: [27] [4500/7329] learning_rate: 0.000100 loss_class: 0.581315 loss_bbox: 0.138160 loss_giou: 0.322431 loss_class_aux: 3.778723 loss_bbox_aux: 0.927739 loss_giou_aux: 2.106057 loss_class_dn: 0.323066 loss_bbox_dn: 0.174676 loss_giou_dn: 0.351635 loss_class_aux_dn: 1.762203 loss_bbox_aux_dn: 1.101751 loss_giou_aux_dn: 1.968176 loss: 13.869885 eta: 2 days, 1:21:20 batch_cost: 0.3557 data_cost: 0.0012 ips: 11.2461 images/s [04/15 06:34:37] ppdet.engine INFO: Epoch: [27] [4600/7329] learning_rate: 0.000100 loss_class: 0.594688 loss_bbox: 0.130826 loss_giou: 0.439467 loss_class_aux: 3.633402 loss_bbox_aux: 0.882397 loss_giou_aux: 2.768269 loss_class_dn: 0.332525 loss_bbox_dn: 0.164679 loss_giou_dn: 0.421380 loss_class_aux_dn: 1.771452 loss_bbox_aux_dn: 0.924111 loss_giou_aux_dn: 2.237576 loss: 14.325368 eta: 2 days, 1:20:44 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3893 images/s [04/15 06:35:16] ppdet.engine INFO: Epoch: [27] [4700/7329] learning_rate: 0.000100 loss_class: 0.657840 loss_bbox: 0.135740 loss_giou: 0.455143 loss_class_aux: 4.127789 loss_bbox_aux: 0.891857 loss_giou_aux: 2.877078 loss_class_dn: 0.365255 loss_bbox_dn: 0.150754 loss_giou_dn: 0.429064 loss_class_aux_dn: 1.963993 loss_bbox_aux_dn: 0.877757 loss_giou_aux_dn: 2.361312 loss: 15.482006 eta: 2 days, 1:20:07 batch_cost: 0.3498 data_cost: 0.0012 ips: 11.4350 images/s [04/15 06:35:55] ppdet.engine INFO: Epoch: [27] [4800/7329] learning_rate: 0.000100 loss_class: 0.626927 loss_bbox: 0.159770 loss_giou: 0.420157 loss_class_aux: 3.887102 loss_bbox_aux: 1.035758 loss_giou_aux: 2.689055 loss_class_dn: 0.367832 loss_bbox_dn: 0.177540 loss_giou_dn: 0.422285 loss_class_aux_dn: 1.962768 loss_bbox_aux_dn: 1.044328 loss_giou_aux_dn: 2.408823 loss: 15.703354 eta: 2 days, 1:19:31 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3287 images/s [04/15 06:36:35] ppdet.engine INFO: Epoch: [27] [4900/7329] learning_rate: 0.000100 loss_class: 0.525765 loss_bbox: 0.130237 loss_giou: 0.356984 loss_class_aux: 3.450163 loss_bbox_aux: 0.840043 loss_giou_aux: 2.201545 loss_class_dn: 0.313457 loss_bbox_dn: 0.139775 loss_giou_dn: 0.374041 loss_class_aux_dn: 1.680097 loss_bbox_aux_dn: 0.870901 loss_giou_aux_dn: 2.019823 loss: 13.839226 eta: 2 days, 1:18:56 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2659 images/s [04/15 06:37:14] ppdet.engine INFO: Epoch: [27] [5000/7329] learning_rate: 0.000100 loss_class: 0.640045 loss_bbox: 0.148894 loss_giou: 0.432764 loss_class_aux: 4.164304 loss_bbox_aux: 0.995122 loss_giou_aux: 2.629457 loss_class_dn: 0.367334 loss_bbox_dn: 0.177605 loss_giou_dn: 0.439972 loss_class_aux_dn: 1.962327 loss_bbox_aux_dn: 1.048231 loss_giou_aux_dn: 2.390739 loss: 16.398315 eta: 2 days, 1:18:20 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3248 images/s [04/15 06:37:54] ppdet.engine INFO: Epoch: [27] [5100/7329] learning_rate: 0.000100 loss_class: 0.526762 loss_bbox: 0.121570 loss_giou: 0.320014 loss_class_aux: 3.374977 loss_bbox_aux: 0.785069 loss_giou_aux: 2.042955 loss_class_dn: 0.297008 loss_bbox_dn: 0.142346 loss_giou_dn: 0.328435 loss_class_aux_dn: 1.617715 loss_bbox_aux_dn: 0.844277 loss_giou_aux_dn: 1.811646 loss: 13.117073 eta: 2 days, 1:17:45 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2873 images/s [04/15 06:38:33] ppdet.engine INFO: Epoch: [27] [5200/7329] learning_rate: 0.000100 loss_class: 0.578600 loss_bbox: 0.127739 loss_giou: 0.432636 loss_class_aux: 3.729070 loss_bbox_aux: 0.876047 loss_giou_aux: 2.724170 loss_class_dn: 0.351160 loss_bbox_dn: 0.148620 loss_giou_dn: 0.436904 loss_class_aux_dn: 1.839502 loss_bbox_aux_dn: 0.888835 loss_giou_aux_dn: 2.361047 loss: 15.080625 eta: 2 days, 1:17:09 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3551 images/s [04/15 06:39:12] ppdet.engine INFO: Epoch: [27] [5300/7329] learning_rate: 0.000100 loss_class: 0.617864 loss_bbox: 0.148302 loss_giou: 0.449855 loss_class_aux: 3.963349 loss_bbox_aux: 0.915216 loss_giou_aux: 2.816997 loss_class_dn: 0.352365 loss_bbox_dn: 0.152947 loss_giou_dn: 0.462372 loss_class_aux_dn: 1.870092 loss_bbox_aux_dn: 0.898249 loss_giou_aux_dn: 2.523672 loss: 15.720445 eta: 2 days, 1:16:33 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2855 images/s [04/15 06:39:52] ppdet.engine INFO: Epoch: [27] [5400/7329] learning_rate: 0.000100 loss_class: 0.555434 loss_bbox: 0.130746 loss_giou: 0.368798 loss_class_aux: 3.768432 loss_bbox_aux: 0.863794 loss_giou_aux: 2.343298 loss_class_dn: 0.338258 loss_bbox_dn: 0.164562 loss_giou_dn: 0.364285 loss_class_aux_dn: 1.840524 loss_bbox_aux_dn: 0.929531 loss_giou_aux_dn: 2.018529 loss: 14.266350 eta: 2 days, 1:15:58 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2961 images/s [04/15 06:40:31] ppdet.engine INFO: Epoch: [27] [5500/7329] learning_rate: 0.000100 loss_class: 0.572279 loss_bbox: 0.132992 loss_giou: 0.407892 loss_class_aux: 3.781181 loss_bbox_aux: 0.901211 loss_giou_aux: 2.693552 loss_class_dn: 0.337463 loss_bbox_dn: 0.168035 loss_giou_dn: 0.384570 loss_class_aux_dn: 1.818846 loss_bbox_aux_dn: 0.990643 loss_giou_aux_dn: 2.109662 loss: 14.289572 eta: 2 days, 1:15:22 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2927 images/s [04/15 06:41:11] ppdet.engine INFO: Epoch: [27] [5600/7329] learning_rate: 0.000100 loss_class: 0.552324 loss_bbox: 0.118643 loss_giou: 0.321879 loss_class_aux: 3.505744 loss_bbox_aux: 0.835197 loss_giou_aux: 2.048235 loss_class_dn: 0.302055 loss_bbox_dn: 0.141697 loss_giou_dn: 0.324721 loss_class_aux_dn: 1.600381 loss_bbox_aux_dn: 0.797905 loss_giou_aux_dn: 1.767951 loss: 13.669059 eta: 2 days, 1:14:48 batch_cost: 0.3600 data_cost: 0.0014 ips: 11.1118 images/s [04/15 06:41:51] ppdet.engine INFO: Epoch: [27] [5700/7329] learning_rate: 0.000100 loss_class: 0.517442 loss_bbox: 0.130372 loss_giou: 0.373099 loss_class_aux: 3.325591 loss_bbox_aux: 0.856587 loss_giou_aux: 2.351671 loss_class_dn: 0.298880 loss_bbox_dn: 0.145190 loss_giou_dn: 0.332345 loss_class_aux_dn: 1.658139 loss_bbox_aux_dn: 0.876878 loss_giou_aux_dn: 1.876440 loss: 12.589278 eta: 2 days, 1:14:13 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2157 images/s [04/15 06:42:31] ppdet.engine INFO: Epoch: [27] [5800/7329] learning_rate: 0.000100 loss_class: 0.618728 loss_bbox: 0.134196 loss_giou: 0.376755 loss_class_aux: 3.985723 loss_bbox_aux: 0.900733 loss_giou_aux: 2.443937 loss_class_dn: 0.335797 loss_bbox_dn: 0.157412 loss_giou_dn: 0.371458 loss_class_aux_dn: 1.776438 loss_bbox_aux_dn: 0.907699 loss_giou_aux_dn: 2.053285 loss: 14.480753 eta: 2 days, 1:13:38 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2697 images/s [04/15 06:43:10] ppdet.engine INFO: Epoch: [27] [5900/7329] learning_rate: 0.000100 loss_class: 0.627078 loss_bbox: 0.149867 loss_giou: 0.458298 loss_class_aux: 3.879114 loss_bbox_aux: 0.960967 loss_giou_aux: 2.838635 loss_class_dn: 0.392534 loss_bbox_dn: 0.171220 loss_giou_dn: 0.432444 loss_class_aux_dn: 2.048344 loss_bbox_aux_dn: 0.985752 loss_giou_aux_dn: 2.430209 loss: 16.712093 eta: 2 days, 1:13:02 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3205 images/s [04/15 06:43:49] ppdet.engine INFO: Epoch: [27] [6000/7329] learning_rate: 0.000100 loss_class: 0.515473 loss_bbox: 0.124218 loss_giou: 0.329319 loss_class_aux: 3.397436 loss_bbox_aux: 0.882189 loss_giou_aux: 2.077080 loss_class_dn: 0.302021 loss_bbox_dn: 0.147518 loss_giou_dn: 0.342702 loss_class_aux_dn: 1.641642 loss_bbox_aux_dn: 0.870496 loss_giou_aux_dn: 1.880380 loss: 12.964589 eta: 2 days, 1:12:27 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2728 images/s [04/15 06:44:28] ppdet.engine INFO: Epoch: [27] [6100/7329] learning_rate: 0.000100 loss_class: 0.557950 loss_bbox: 0.135645 loss_giou: 0.280886 loss_class_aux: 3.637028 loss_bbox_aux: 0.937457 loss_giou_aux: 1.713215 loss_class_dn: 0.284124 loss_bbox_dn: 0.170927 loss_giou_dn: 0.302491 loss_class_aux_dn: 1.553270 loss_bbox_aux_dn: 0.977514 loss_giou_aux_dn: 1.719800 loss: 12.958313 eta: 2 days, 1:11:50 batch_cost: 0.3493 data_cost: 0.0012 ips: 11.4527 images/s [04/15 06:45:08] ppdet.engine INFO: Epoch: [27] [6200/7329] learning_rate: 0.000100 loss_class: 0.544112 loss_bbox: 0.131633 loss_giou: 0.427389 loss_class_aux: 3.607521 loss_bbox_aux: 0.853948 loss_giou_aux: 2.700733 loss_class_dn: 0.340070 loss_bbox_dn: 0.125443 loss_giou_dn: 0.398395 loss_class_aux_dn: 1.818789 loss_bbox_aux_dn: 0.799433 loss_giou_aux_dn: 2.226908 loss: 15.029451 eta: 2 days, 1:11:14 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3093 images/s [04/15 06:45:48] ppdet.engine INFO: Epoch: [27] [6300/7329] learning_rate: 0.000100 loss_class: 0.560480 loss_bbox: 0.142696 loss_giou: 0.379856 loss_class_aux: 3.692806 loss_bbox_aux: 0.905816 loss_giou_aux: 2.426409 loss_class_dn: 0.335767 loss_bbox_dn: 0.162504 loss_giou_dn: 0.377869 loss_class_aux_dn: 1.823804 loss_bbox_aux_dn: 0.950775 loss_giou_aux_dn: 2.127041 loss: 13.594612 eta: 2 days, 1:10:40 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1764 images/s [04/15 06:46:27] ppdet.engine INFO: Epoch: [27] [6400/7329] learning_rate: 0.000100 loss_class: 0.620466 loss_bbox: 0.145597 loss_giou: 0.381516 loss_class_aux: 3.942014 loss_bbox_aux: 0.956191 loss_giou_aux: 2.394697 loss_class_dn: 0.319983 loss_bbox_dn: 0.166277 loss_giou_dn: 0.376423 loss_class_aux_dn: 1.734491 loss_bbox_aux_dn: 0.971038 loss_giou_aux_dn: 2.109872 loss: 14.975206 eta: 2 days, 1:10:04 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3780 images/s [04/15 06:47:06] ppdet.engine INFO: Epoch: [27] [6500/7329] learning_rate: 0.000100 loss_class: 0.625662 loss_bbox: 0.141656 loss_giou: 0.413754 loss_class_aux: 3.886207 loss_bbox_aux: 0.925003 loss_giou_aux: 2.667689 loss_class_dn: 0.361614 loss_bbox_dn: 0.149812 loss_giou_dn: 0.443054 loss_class_aux_dn: 1.988443 loss_bbox_aux_dn: 0.851786 loss_giou_aux_dn: 2.513656 loss: 16.288412 eta: 2 days, 1:09:27 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4020 images/s [04/15 06:47:45] ppdet.engine INFO: Epoch: [27] [6600/7329] learning_rate: 0.000100 loss_class: 0.609990 loss_bbox: 0.131540 loss_giou: 0.391942 loss_class_aux: 3.960725 loss_bbox_aux: 0.890489 loss_giou_aux: 2.470520 loss_class_dn: 0.356097 loss_bbox_dn: 0.144317 loss_giou_dn: 0.391387 loss_class_aux_dn: 1.941046 loss_bbox_aux_dn: 0.874217 loss_giou_aux_dn: 2.175397 loss: 14.460535 eta: 2 days, 1:08:51 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3397 images/s [04/15 06:48:25] ppdet.engine INFO: Epoch: [27] [6700/7329] learning_rate: 0.000100 loss_class: 0.634722 loss_bbox: 0.162584 loss_giou: 0.434216 loss_class_aux: 3.971541 loss_bbox_aux: 1.044785 loss_giou_aux: 2.757085 loss_class_dn: 0.376234 loss_bbox_dn: 0.162649 loss_giou_dn: 0.437979 loss_class_aux_dn: 2.004711 loss_bbox_aux_dn: 0.977591 loss_giou_aux_dn: 2.384979 loss: 16.182938 eta: 2 days, 1:08:16 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2707 images/s [04/15 06:49:04] ppdet.engine INFO: Epoch: [27] [6800/7329] learning_rate: 0.000100 loss_class: 0.549278 loss_bbox: 0.131758 loss_giou: 0.338388 loss_class_aux: 3.564067 loss_bbox_aux: 0.893456 loss_giou_aux: 2.192184 loss_class_dn: 0.301658 loss_bbox_dn: 0.157346 loss_giou_dn: 0.366113 loss_class_aux_dn: 1.597285 loss_bbox_aux_dn: 0.903245 loss_giou_aux_dn: 1.991559 loss: 13.725222 eta: 2 days, 1:07:41 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2875 images/s [04/15 06:49:44] ppdet.engine INFO: Epoch: [27] [6900/7329] learning_rate: 0.000100 loss_class: 0.568898 loss_bbox: 0.140690 loss_giou: 0.393943 loss_class_aux: 3.617664 loss_bbox_aux: 0.930565 loss_giou_aux: 2.532805 loss_class_dn: 0.321659 loss_bbox_dn: 0.148655 loss_giou_dn: 0.364045 loss_class_aux_dn: 1.730131 loss_bbox_aux_dn: 0.881758 loss_giou_aux_dn: 2.070813 loss: 14.418697 eta: 2 days, 1:07:05 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2779 images/s [04/15 06:50:23] ppdet.engine INFO: Epoch: [27] [7000/7329] learning_rate: 0.000100 loss_class: 0.534853 loss_bbox: 0.138497 loss_giou: 0.390276 loss_class_aux: 3.613680 loss_bbox_aux: 0.889355 loss_giou_aux: 2.439849 loss_class_dn: 0.311186 loss_bbox_dn: 0.152685 loss_giou_dn: 0.392542 loss_class_aux_dn: 1.686789 loss_bbox_aux_dn: 0.952214 loss_giou_aux_dn: 2.148997 loss: 13.853073 eta: 2 days, 1:06:28 batch_cost: 0.3491 data_cost: 0.0013 ips: 11.4573 images/s [04/15 06:51:02] ppdet.engine INFO: Epoch: [27] [7100/7329] learning_rate: 0.000100 loss_class: 0.564658 loss_bbox: 0.137477 loss_giou: 0.358302 loss_class_aux: 3.669237 loss_bbox_aux: 0.906524 loss_giou_aux: 2.289628 loss_class_dn: 0.307863 loss_bbox_dn: 0.166119 loss_giou_dn: 0.366603 loss_class_aux_dn: 1.681578 loss_bbox_aux_dn: 0.957647 loss_giou_aux_dn: 2.083542 loss: 13.263269 eta: 2 days, 1:05:53 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2966 images/s [04/15 06:51:41] ppdet.engine INFO: Epoch: [27] [7200/7329] learning_rate: 0.000100 loss_class: 0.624885 loss_bbox: 0.140897 loss_giou: 0.371369 loss_class_aux: 4.095439 loss_bbox_aux: 0.895318 loss_giou_aux: 2.293588 loss_class_dn: 0.353534 loss_bbox_dn: 0.160591 loss_giou_dn: 0.381564 loss_class_aux_dn: 1.898467 loss_bbox_aux_dn: 0.948036 loss_giou_aux_dn: 2.093955 loss: 15.047346 eta: 2 days, 1:05:17 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3108 images/s [04/15 06:52:21] ppdet.engine INFO: Epoch: [27] [7300/7329] learning_rate: 0.000100 loss_class: 0.624367 loss_bbox: 0.136524 loss_giou: 0.445635 loss_class_aux: 4.102583 loss_bbox_aux: 0.906944 loss_giou_aux: 2.766572 loss_class_dn: 0.363822 loss_bbox_dn: 0.145649 loss_giou_dn: 0.420558 loss_class_aux_dn: 2.032553 loss_bbox_aux_dn: 0.888191 loss_giou_aux_dn: 2.306650 loss: 16.445667 eta: 2 days, 1:04:42 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2869 images/s [04/15 06:52:35] ppdet.engine INFO: Eval iter: 0 [04/15 06:52:47] ppdet.engine INFO: Eval iter: 100 [04/15 06:53:00] ppdet.engine INFO: Eval iter: 200 [04/15 06:53:12] ppdet.engine INFO: Eval iter: 300 [04/15 06:53:24] ppdet.engine INFO: Eval iter: 400 [04/15 06:53:36] ppdet.engine INFO: Eval iter: 500 [04/15 06:53:48] ppdet.engine INFO: Eval iter: 600 [04/15 06:54:10] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.91s) creating index... index created! [04/15 06:54:11] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.64s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.74s). Accumulating evaluation results... DONE (t=16.18s). 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 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.335 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.585 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 ] = 0.396 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 ] = 0.726 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 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.896 [04/15 06:55:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.38327182830443 [04/15 06:55:55] ppdet.engine INFO: Best test bbox ap is 0.535. [04/15 06:55:57] ppdet.engine INFO: Epoch: [28] [ 0/7329] learning_rate: 0.000100 loss_class: 0.619438 loss_bbox: 0.132050 loss_giou: 0.464059 loss_class_aux: 3.936438 loss_bbox_aux: 0.874514 loss_giou_aux: 2.986586 loss_class_dn: 0.353716 loss_bbox_dn: 0.140612 loss_giou_dn: 0.445770 loss_class_aux_dn: 1.931432 loss_bbox_aux_dn: 0.854944 loss_giou_aux_dn: 2.489052 loss: 15.953703 eta: 2 days, 1:04:31 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2959 images/s [04/15 06:56:37] ppdet.engine INFO: Epoch: [28] [ 100/7329] learning_rate: 0.000100 loss_class: 0.576216 loss_bbox: 0.150411 loss_giou: 0.426406 loss_class_aux: 3.833510 loss_bbox_aux: 0.987740 loss_giou_aux: 2.642429 loss_class_dn: 0.334866 loss_bbox_dn: 0.153616 loss_giou_dn: 0.373230 loss_class_aux_dn: 1.804929 loss_bbox_aux_dn: 0.971824 loss_giou_aux_dn: 2.063544 loss: 13.884127 eta: 2 days, 1:03:56 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2997 images/s [04/15 06:57:16] ppdet.engine INFO: Epoch: [28] [ 200/7329] learning_rate: 0.000100 loss_class: 0.678712 loss_bbox: 0.149791 loss_giou: 0.408346 loss_class_aux: 4.410325 loss_bbox_aux: 0.975255 loss_giou_aux: 2.496618 loss_class_dn: 0.368244 loss_bbox_dn: 0.156986 loss_giou_dn: 0.404213 loss_class_aux_dn: 1.966760 loss_bbox_aux_dn: 0.949829 loss_giou_aux_dn: 2.222696 loss: 15.501039 eta: 2 days, 1:03:20 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3664 images/s [04/15 06:57:55] ppdet.engine INFO: Epoch: [28] [ 300/7329] learning_rate: 0.000100 loss_class: 0.592026 loss_bbox: 0.132910 loss_giou: 0.407795 loss_class_aux: 3.755523 loss_bbox_aux: 0.875017 loss_giou_aux: 2.642430 loss_class_dn: 0.365184 loss_bbox_dn: 0.152544 loss_giou_dn: 0.417941 loss_class_aux_dn: 1.952588 loss_bbox_aux_dn: 0.889685 loss_giou_aux_dn: 2.335330 loss: 15.516542 eta: 2 days, 1:02:43 batch_cost: 0.3499 data_cost: 0.0014 ips: 11.4320 images/s [04/15 06:58:34] ppdet.engine INFO: Epoch: [28] [ 400/7329] learning_rate: 0.000100 loss_class: 0.570455 loss_bbox: 0.133357 loss_giou: 0.351834 loss_class_aux: 3.746137 loss_bbox_aux: 0.856649 loss_giou_aux: 2.192761 loss_class_dn: 0.326136 loss_bbox_dn: 0.154726 loss_giou_dn: 0.364880 loss_class_aux_dn: 1.767323 loss_bbox_aux_dn: 0.874112 loss_giou_aux_dn: 2.014459 loss: 13.542402 eta: 2 days, 1:02:07 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3586 images/s [04/15 06:59:13] ppdet.engine INFO: Epoch: [28] [ 500/7329] learning_rate: 0.000100 loss_class: 0.622850 loss_bbox: 0.145820 loss_giou: 0.363191 loss_class_aux: 3.915890 loss_bbox_aux: 0.958309 loss_giou_aux: 2.310240 loss_class_dn: 0.325738 loss_bbox_dn: 0.172608 loss_giou_dn: 0.367347 loss_class_aux_dn: 1.762187 loss_bbox_aux_dn: 1.020686 loss_giou_aux_dn: 2.061572 loss: 13.948944 eta: 2 days, 1:01:31 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3462 images/s [04/15 06:59:53] ppdet.engine INFO: Epoch: [28] [ 600/7329] learning_rate: 0.000100 loss_class: 0.660734 loss_bbox: 0.162978 loss_giou: 0.360809 loss_class_aux: 4.275896 loss_bbox_aux: 1.008664 loss_giou_aux: 2.255930 loss_class_dn: 0.349656 loss_bbox_dn: 0.178744 loss_giou_dn: 0.374085 loss_class_aux_dn: 1.891294 loss_bbox_aux_dn: 1.039027 loss_giou_aux_dn: 2.141806 loss: 16.094923 eta: 2 days, 1:00:56 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2866 images/s [04/15 07:00:32] ppdet.engine INFO: Epoch: [28] [ 700/7329] learning_rate: 0.000100 loss_class: 0.577357 loss_bbox: 0.135521 loss_giou: 0.371646 loss_class_aux: 3.646063 loss_bbox_aux: 0.862019 loss_giou_aux: 2.432068 loss_class_dn: 0.341313 loss_bbox_dn: 0.129384 loss_giou_dn: 0.377218 loss_class_aux_dn: 1.820099 loss_bbox_aux_dn: 0.771497 loss_giou_aux_dn: 2.084033 loss: 14.910110 eta: 2 days, 1:00:20 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2761 images/s [04/15 07:01:12] ppdet.engine INFO: Epoch: [28] [ 800/7329] learning_rate: 0.000100 loss_class: 0.563913 loss_bbox: 0.140008 loss_giou: 0.375141 loss_class_aux: 3.719680 loss_bbox_aux: 0.883054 loss_giou_aux: 2.329246 loss_class_dn: 0.325750 loss_bbox_dn: 0.163077 loss_giou_dn: 0.388150 loss_class_aux_dn: 1.743446 loss_bbox_aux_dn: 0.945176 loss_giou_aux_dn: 2.125114 loss: 14.591776 eta: 2 days, 0:59:45 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2865 images/s [04/15 07:01:51] ppdet.engine INFO: Epoch: [28] [ 900/7329] learning_rate: 0.000100 loss_class: 0.547937 loss_bbox: 0.127939 loss_giou: 0.405213 loss_class_aux: 3.661797 loss_bbox_aux: 0.854490 loss_giou_aux: 2.472634 loss_class_dn: 0.323762 loss_bbox_dn: 0.141508 loss_giou_dn: 0.408421 loss_class_aux_dn: 1.716989 loss_bbox_aux_dn: 0.837587 loss_giou_aux_dn: 2.245643 loss: 14.549402 eta: 2 days, 0:59:09 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3180 images/s [04/15 07:02:31] ppdet.engine INFO: Epoch: [28] [1000/7329] learning_rate: 0.000100 loss_class: 0.566532 loss_bbox: 0.131091 loss_giou: 0.420713 loss_class_aux: 3.770925 loss_bbox_aux: 0.895135 loss_giou_aux: 2.618477 loss_class_dn: 0.342836 loss_bbox_dn: 0.159716 loss_giou_dn: 0.444546 loss_class_aux_dn: 1.835998 loss_bbox_aux_dn: 0.937628 loss_giou_aux_dn: 2.421561 loss: 15.548446 eta: 2 days, 0:58:34 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2792 images/s [04/15 07:03:10] ppdet.engine INFO: Epoch: [28] [1100/7329] learning_rate: 0.000100 loss_class: 0.575452 loss_bbox: 0.130607 loss_giou: 0.394558 loss_class_aux: 3.801171 loss_bbox_aux: 0.852352 loss_giou_aux: 2.443607 loss_class_dn: 0.322902 loss_bbox_dn: 0.159784 loss_giou_dn: 0.381528 loss_class_aux_dn: 1.772824 loss_bbox_aux_dn: 0.919155 loss_giou_aux_dn: 2.124247 loss: 14.641427 eta: 2 days, 0:57:58 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3076 images/s [04/15 07:03:50] ppdet.engine INFO: Epoch: [28] [1200/7329] learning_rate: 0.000100 loss_class: 0.632544 loss_bbox: 0.137924 loss_giou: 0.420450 loss_class_aux: 4.245091 loss_bbox_aux: 0.920662 loss_giou_aux: 2.744830 loss_class_dn: 0.367386 loss_bbox_dn: 0.170660 loss_giou_dn: 0.436949 loss_class_aux_dn: 1.976561 loss_bbox_aux_dn: 0.969168 loss_giou_aux_dn: 2.373185 loss: 15.425949 eta: 2 days, 0:57:23 batch_cost: 0.3568 data_cost: 0.0017 ips: 11.2093 images/s [04/15 07:04:29] ppdet.engine INFO: Epoch: [28] [1300/7329] learning_rate: 0.000100 loss_class: 0.584284 loss_bbox: 0.128236 loss_giou: 0.428618 loss_class_aux: 3.723877 loss_bbox_aux: 0.821011 loss_giou_aux: 2.739433 loss_class_dn: 0.359234 loss_bbox_dn: 0.142670 loss_giou_dn: 0.434092 loss_class_aux_dn: 1.911601 loss_bbox_aux_dn: 0.816725 loss_giou_aux_dn: 2.366050 loss: 15.425039 eta: 2 days, 0:56:47 batch_cost: 0.3514 data_cost: 0.0016 ips: 11.3817 images/s [04/15 07:05:09] ppdet.engine INFO: Epoch: [28] [1400/7329] learning_rate: 0.000100 loss_class: 0.522918 loss_bbox: 0.141909 loss_giou: 0.385786 loss_class_aux: 3.475161 loss_bbox_aux: 0.925853 loss_giou_aux: 2.520265 loss_class_dn: 0.303835 loss_bbox_dn: 0.161826 loss_giou_dn: 0.369272 loss_class_aux_dn: 1.629836 loss_bbox_aux_dn: 0.932605 loss_giou_aux_dn: 2.074785 loss: 13.551849 eta: 2 days, 0:56:12 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2313 images/s [04/15 07:05:48] ppdet.engine INFO: Epoch: [28] [1500/7329] learning_rate: 0.000100 loss_class: 0.633148 loss_bbox: 0.130386 loss_giou: 0.351072 loss_class_aux: 3.917889 loss_bbox_aux: 0.833523 loss_giou_aux: 2.167695 loss_class_dn: 0.340946 loss_bbox_dn: 0.152323 loss_giou_dn: 0.359706 loss_class_aux_dn: 1.801502 loss_bbox_aux_dn: 0.885119 loss_giou_aux_dn: 1.984131 loss: 14.528584 eta: 2 days, 0:55:36 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2938 images/s [04/15 07:06:28] ppdet.engine INFO: Epoch: [28] [1600/7329] learning_rate: 0.000100 loss_class: 0.621596 loss_bbox: 0.121065 loss_giou: 0.493549 loss_class_aux: 3.928254 loss_bbox_aux: 0.831250 loss_giou_aux: 3.044951 loss_class_dn: 0.365413 loss_bbox_dn: 0.150233 loss_giou_dn: 0.462079 loss_class_aux_dn: 1.943271 loss_bbox_aux_dn: 0.892221 loss_giou_aux_dn: 2.554337 loss: 15.860056 eta: 2 days, 0:55:01 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2837 images/s [04/15 07:07:07] ppdet.engine INFO: Epoch: [28] [1700/7329] learning_rate: 0.000100 loss_class: 0.646403 loss_bbox: 0.149174 loss_giou: 0.366939 loss_class_aux: 3.947471 loss_bbox_aux: 0.987095 loss_giou_aux: 2.359403 loss_class_dn: 0.380044 loss_bbox_dn: 0.168509 loss_giou_dn: 0.405209 loss_class_aux_dn: 2.026738 loss_bbox_aux_dn: 0.967824 loss_giou_aux_dn: 2.302328 loss: 15.761524 eta: 2 days, 0:54:26 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2309 images/s [04/15 07:07:46] ppdet.engine INFO: Epoch: [28] [1800/7329] learning_rate: 0.000100 loss_class: 0.647005 loss_bbox: 0.140161 loss_giou: 0.380847 loss_class_aux: 4.143219 loss_bbox_aux: 0.970068 loss_giou_aux: 2.425149 loss_class_dn: 0.346579 loss_bbox_dn: 0.162534 loss_giou_dn: 0.380499 loss_class_aux_dn: 1.879034 loss_bbox_aux_dn: 0.990743 loss_giou_aux_dn: 2.086679 loss: 14.663311 eta: 2 days, 0:53:50 batch_cost: 0.3518 data_cost: 0.0015 ips: 11.3707 images/s [04/15 07:08:26] ppdet.engine INFO: Epoch: [28] [1900/7329] learning_rate: 0.000100 loss_class: 0.603064 loss_bbox: 0.141087 loss_giou: 0.420616 loss_class_aux: 3.913773 loss_bbox_aux: 0.931664 loss_giou_aux: 2.696679 loss_class_dn: 0.366674 loss_bbox_dn: 0.165397 loss_giou_dn: 0.428235 loss_class_aux_dn: 1.959064 loss_bbox_aux_dn: 0.920986 loss_giou_aux_dn: 2.385708 loss: 15.739814 eta: 2 days, 0:53:14 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3509 images/s [04/15 07:09:05] ppdet.engine INFO: Epoch: [28] [2000/7329] learning_rate: 0.000100 loss_class: 0.563215 loss_bbox: 0.132590 loss_giou: 0.335424 loss_class_aux: 3.597985 loss_bbox_aux: 0.887298 loss_giou_aux: 2.279960 loss_class_dn: 0.294030 loss_bbox_dn: 0.146304 loss_giou_dn: 0.365986 loss_class_aux_dn: 1.603468 loss_bbox_aux_dn: 0.864898 loss_giou_aux_dn: 2.024465 loss: 13.350840 eta: 2 days, 0:52:38 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3864 images/s [04/15 07:09:44] ppdet.engine INFO: Epoch: [28] [2100/7329] learning_rate: 0.000100 loss_class: 0.546091 loss_bbox: 0.141710 loss_giou: 0.365767 loss_class_aux: 3.388306 loss_bbox_aux: 0.914132 loss_giou_aux: 2.384110 loss_class_dn: 0.305413 loss_bbox_dn: 0.174143 loss_giou_dn: 0.338940 loss_class_aux_dn: 1.639424 loss_bbox_aux_dn: 0.988565 loss_giou_aux_dn: 1.949429 loss: 13.101722 eta: 2 days, 0:52:01 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3824 images/s [04/15 07:10:23] ppdet.engine INFO: Epoch: [28] [2200/7329] learning_rate: 0.000100 loss_class: 0.575967 loss_bbox: 0.136374 loss_giou: 0.390272 loss_class_aux: 3.733683 loss_bbox_aux: 0.929561 loss_giou_aux: 2.476511 loss_class_dn: 0.326116 loss_bbox_dn: 0.155473 loss_giou_dn: 0.390394 loss_class_aux_dn: 1.768675 loss_bbox_aux_dn: 0.940497 loss_giou_aux_dn: 2.169575 loss: 14.456268 eta: 2 days, 0:51:26 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2594 images/s [04/15 07:11:03] ppdet.engine INFO: Epoch: [28] [2300/7329] learning_rate: 0.000100 loss_class: 0.630337 loss_bbox: 0.141196 loss_giou: 0.350849 loss_class_aux: 4.105138 loss_bbox_aux: 1.004911 loss_giou_aux: 2.233657 loss_class_dn: 0.347017 loss_bbox_dn: 0.181441 loss_giou_dn: 0.363746 loss_class_aux_dn: 1.894147 loss_bbox_aux_dn: 1.085606 loss_giou_aux_dn: 2.102241 loss: 15.117888 eta: 2 days, 0:50:50 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3495 images/s [04/15 07:11:42] ppdet.engine INFO: Epoch: [28] [2400/7329] learning_rate: 0.000100 loss_class: 0.639166 loss_bbox: 0.152387 loss_giou: 0.390010 loss_class_aux: 4.193812 loss_bbox_aux: 0.981249 loss_giou_aux: 2.604664 loss_class_dn: 0.361483 loss_bbox_dn: 0.172960 loss_giou_dn: 0.423366 loss_class_aux_dn: 1.923033 loss_bbox_aux_dn: 1.024130 loss_giou_aux_dn: 2.328851 loss: 15.475775 eta: 2 days, 0:50:15 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3000 images/s [04/15 07:12:21] ppdet.engine INFO: Epoch: [28] [2500/7329] learning_rate: 0.000100 loss_class: 0.587972 loss_bbox: 0.136627 loss_giou: 0.361609 loss_class_aux: 3.841201 loss_bbox_aux: 0.876318 loss_giou_aux: 2.211869 loss_class_dn: 0.320942 loss_bbox_dn: 0.153702 loss_giou_dn: 0.356862 loss_class_aux_dn: 1.714747 loss_bbox_aux_dn: 0.877507 loss_giou_aux_dn: 2.035050 loss: 13.721577 eta: 2 days, 0:49:38 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4173 images/s [04/15 07:13:00] ppdet.engine INFO: Epoch: [28] [2600/7329] learning_rate: 0.000100 loss_class: 0.601334 loss_bbox: 0.129630 loss_giou: 0.398541 loss_class_aux: 3.893412 loss_bbox_aux: 0.889774 loss_giou_aux: 2.508035 loss_class_dn: 0.319704 loss_bbox_dn: 0.156248 loss_giou_dn: 0.375098 loss_class_aux_dn: 1.786272 loss_bbox_aux_dn: 0.909416 loss_giou_aux_dn: 2.054280 loss: 13.544217 eta: 2 days, 0:49:02 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3419 images/s [04/15 07:13:40] ppdet.engine INFO: Epoch: [28] [2700/7329] learning_rate: 0.000100 loss_class: 0.571220 loss_bbox: 0.137134 loss_giou: 0.406518 loss_class_aux: 3.693000 loss_bbox_aux: 0.900735 loss_giou_aux: 2.602452 loss_class_dn: 0.342277 loss_bbox_dn: 0.147801 loss_giou_dn: 0.407103 loss_class_aux_dn: 1.854100 loss_bbox_aux_dn: 0.875626 loss_giou_aux_dn: 2.271161 loss: 14.515957 eta: 2 days, 0:48:26 batch_cost: 0.3510 data_cost: 0.0017 ips: 11.3954 images/s [04/15 07:14:19] ppdet.engine INFO: Epoch: [28] [2800/7329] learning_rate: 0.000100 loss_class: 0.616823 loss_bbox: 0.143468 loss_giou: 0.402822 loss_class_aux: 3.926335 loss_bbox_aux: 0.979158 loss_giou_aux: 2.549223 loss_class_dn: 0.341319 loss_bbox_dn: 0.169929 loss_giou_dn: 0.382681 loss_class_aux_dn: 1.848246 loss_bbox_aux_dn: 0.939951 loss_giou_aux_dn: 2.085175 loss: 15.162687 eta: 2 days, 0:47:50 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3626 images/s [04/15 07:14:59] ppdet.engine INFO: Epoch: [28] [2900/7329] learning_rate: 0.000100 loss_class: 0.602252 loss_bbox: 0.158581 loss_giou: 0.396229 loss_class_aux: 3.864773 loss_bbox_aux: 1.057230 loss_giou_aux: 2.555470 loss_class_dn: 0.346493 loss_bbox_dn: 0.162883 loss_giou_dn: 0.412470 loss_class_aux_dn: 1.864421 loss_bbox_aux_dn: 0.905884 loss_giou_aux_dn: 2.201880 loss: 15.354109 eta: 2 days, 0:47:16 batch_cost: 0.3589 data_cost: 0.0017 ips: 11.1447 images/s [04/15 07:15:38] ppdet.engine INFO: Epoch: [28] [3000/7329] learning_rate: 0.000100 loss_class: 0.615098 loss_bbox: 0.134219 loss_giou: 0.398783 loss_class_aux: 3.871427 loss_bbox_aux: 0.908578 loss_giou_aux: 2.604182 loss_class_dn: 0.346374 loss_bbox_dn: 0.150016 loss_giou_dn: 0.403416 loss_class_aux_dn: 1.864817 loss_bbox_aux_dn: 0.873788 loss_giou_aux_dn: 2.185662 loss: 14.527226 eta: 2 days, 0:46:40 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3528 images/s [04/15 07:16:17] ppdet.engine INFO: Epoch: [28] [3100/7329] learning_rate: 0.000100 loss_class: 0.619726 loss_bbox: 0.127902 loss_giou: 0.423132 loss_class_aux: 3.975781 loss_bbox_aux: 0.870740 loss_giou_aux: 2.694064 loss_class_dn: 0.342013 loss_bbox_dn: 0.144080 loss_giou_dn: 0.404332 loss_class_aux_dn: 1.827424 loss_bbox_aux_dn: 0.894485 loss_giou_aux_dn: 2.249613 loss: 14.916501 eta: 2 days, 0:46:04 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3486 images/s [04/15 07:16:57] ppdet.engine INFO: Epoch: [28] [3200/7329] learning_rate: 0.000100 loss_class: 0.618735 loss_bbox: 0.139397 loss_giou: 0.451610 loss_class_aux: 3.985321 loss_bbox_aux: 0.888855 loss_giou_aux: 2.780777 loss_class_dn: 0.373163 loss_bbox_dn: 0.153449 loss_giou_dn: 0.417972 loss_class_aux_dn: 2.046894 loss_bbox_aux_dn: 0.871254 loss_giou_aux_dn: 2.267116 loss: 15.744704 eta: 2 days, 0:45:29 batch_cost: 0.3556 data_cost: 0.0017 ips: 11.2500 images/s [04/15 07:17:36] ppdet.engine INFO: Epoch: [28] [3300/7329] learning_rate: 0.000100 loss_class: 0.618100 loss_bbox: 0.147535 loss_giou: 0.403233 loss_class_aux: 4.139197 loss_bbox_aux: 0.945532 loss_giou_aux: 2.605228 loss_class_dn: 0.334910 loss_bbox_dn: 0.163819 loss_giou_dn: 0.392018 loss_class_aux_dn: 1.795548 loss_bbox_aux_dn: 1.004049 loss_giou_aux_dn: 2.139108 loss: 14.868575 eta: 2 days, 0:44:52 batch_cost: 0.3509 data_cost: 0.0017 ips: 11.4004 images/s [04/15 07:18:15] ppdet.engine INFO: Epoch: [28] [3400/7329] learning_rate: 0.000100 loss_class: 0.599542 loss_bbox: 0.160593 loss_giou: 0.372714 loss_class_aux: 3.844474 loss_bbox_aux: 0.998844 loss_giou_aux: 2.373177 loss_class_dn: 0.355869 loss_bbox_dn: 0.167850 loss_giou_dn: 0.385200 loss_class_aux_dn: 1.897374 loss_bbox_aux_dn: 0.894931 loss_giou_aux_dn: 2.117528 loss: 16.014433 eta: 2 days, 0:44:16 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3382 images/s [04/15 07:18:54] ppdet.engine INFO: Epoch: [28] [3500/7329] learning_rate: 0.000100 loss_class: 0.574301 loss_bbox: 0.136820 loss_giou: 0.363331 loss_class_aux: 3.565950 loss_bbox_aux: 0.885783 loss_giou_aux: 2.279374 loss_class_dn: 0.320288 loss_bbox_dn: 0.157559 loss_giou_dn: 0.359708 loss_class_aux_dn: 1.733586 loss_bbox_aux_dn: 0.892480 loss_giou_aux_dn: 2.052344 loss: 13.798861 eta: 2 days, 0:43:41 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3425 images/s [04/15 07:19:34] ppdet.engine INFO: Epoch: [28] [3600/7329] learning_rate: 0.000100 loss_class: 0.572441 loss_bbox: 0.125959 loss_giou: 0.328761 loss_class_aux: 3.834746 loss_bbox_aux: 0.828547 loss_giou_aux: 2.092607 loss_class_dn: 0.306027 loss_bbox_dn: 0.137698 loss_giou_dn: 0.331381 loss_class_aux_dn: 1.665677 loss_bbox_aux_dn: 0.851811 loss_giou_aux_dn: 1.826265 loss: 13.195509 eta: 2 days, 0:43:05 batch_cost: 0.3538 data_cost: 0.0015 ips: 11.3065 images/s [04/15 07:20:13] ppdet.engine INFO: Epoch: [28] [3700/7329] learning_rate: 0.000100 loss_class: 0.627193 loss_bbox: 0.128416 loss_giou: 0.400923 loss_class_aux: 4.074464 loss_bbox_aux: 0.894001 loss_giou_aux: 2.575766 loss_class_dn: 0.350339 loss_bbox_dn: 0.146525 loss_giou_dn: 0.413059 loss_class_aux_dn: 1.862741 loss_bbox_aux_dn: 0.899639 loss_giou_aux_dn: 2.281506 loss: 14.589809 eta: 2 days, 0:42:29 batch_cost: 0.3512 data_cost: 0.0016 ips: 11.3890 images/s [04/15 07:20:52] ppdet.engine INFO: Epoch: [28] [3800/7329] learning_rate: 0.000100 loss_class: 0.534818 loss_bbox: 0.127475 loss_giou: 0.351701 loss_class_aux: 3.404123 loss_bbox_aux: 0.899407 loss_giou_aux: 2.191396 loss_class_dn: 0.305853 loss_bbox_dn: 0.149920 loss_giou_dn: 0.322838 loss_class_aux_dn: 1.645469 loss_bbox_aux_dn: 0.872884 loss_giou_aux_dn: 1.796114 loss: 13.195545 eta: 2 days, 0:41:53 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2939 images/s [04/15 07:21:32] ppdet.engine INFO: Epoch: [28] [3900/7329] learning_rate: 0.000100 loss_class: 0.549021 loss_bbox: 0.144905 loss_giou: 0.359261 loss_class_aux: 3.356495 loss_bbox_aux: 0.942663 loss_giou_aux: 2.304431 loss_class_dn: 0.291326 loss_bbox_dn: 0.159289 loss_giou_dn: 0.347197 loss_class_aux_dn: 1.575512 loss_bbox_aux_dn: 0.957922 loss_giou_aux_dn: 1.886549 loss: 13.134127 eta: 2 days, 0:41:18 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2630 images/s [04/15 07:22:12] ppdet.engine INFO: Epoch: [28] [4000/7329] learning_rate: 0.000100 loss_class: 0.535414 loss_bbox: 0.128409 loss_giou: 0.367967 loss_class_aux: 3.549462 loss_bbox_aux: 0.833796 loss_giou_aux: 2.310043 loss_class_dn: 0.305713 loss_bbox_dn: 0.129034 loss_giou_dn: 0.359214 loss_class_aux_dn: 1.637685 loss_bbox_aux_dn: 0.791913 loss_giou_aux_dn: 2.022636 loss: 13.200531 eta: 2 days, 0:40:43 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2430 images/s [04/15 07:22:51] ppdet.engine INFO: Epoch: [28] [4100/7329] learning_rate: 0.000100 loss_class: 0.561242 loss_bbox: 0.144683 loss_giou: 0.398712 loss_class_aux: 3.756452 loss_bbox_aux: 0.954473 loss_giou_aux: 2.492973 loss_class_dn: 0.337745 loss_bbox_dn: 0.168299 loss_giou_dn: 0.387661 loss_class_aux_dn: 1.796853 loss_bbox_aux_dn: 1.005384 loss_giou_aux_dn: 2.131246 loss: 14.774944 eta: 2 days, 0:40:07 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2738 images/s [04/15 07:23:30] ppdet.engine INFO: Epoch: [28] [4200/7329] learning_rate: 0.000100 loss_class: 0.567569 loss_bbox: 0.136474 loss_giou: 0.368332 loss_class_aux: 3.616613 loss_bbox_aux: 0.935213 loss_giou_aux: 2.328674 loss_class_dn: 0.329027 loss_bbox_dn: 0.165620 loss_giou_dn: 0.352618 loss_class_aux_dn: 1.712924 loss_bbox_aux_dn: 0.989814 loss_giou_aux_dn: 2.013147 loss: 13.982857 eta: 2 days, 0:39:31 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3532 images/s [04/15 07:24:10] ppdet.engine INFO: Epoch: [28] [4300/7329] learning_rate: 0.000100 loss_class: 0.614481 loss_bbox: 0.159825 loss_giou: 0.460490 loss_class_aux: 4.037187 loss_bbox_aux: 1.054784 loss_giou_aux: 3.012329 loss_class_dn: 0.363887 loss_bbox_dn: 0.178752 loss_giou_dn: 0.452036 loss_class_aux_dn: 1.951756 loss_bbox_aux_dn: 1.038700 loss_giou_aux_dn: 2.455514 loss: 16.050995 eta: 2 days, 0:38:56 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2258 images/s [04/15 07:24:49] ppdet.engine INFO: Epoch: [28] [4400/7329] learning_rate: 0.000100 loss_class: 0.564668 loss_bbox: 0.134935 loss_giou: 0.351413 loss_class_aux: 3.642496 loss_bbox_aux: 0.909174 loss_giou_aux: 2.239691 loss_class_dn: 0.314404 loss_bbox_dn: 0.159631 loss_giou_dn: 0.337968 loss_class_aux_dn: 1.692046 loss_bbox_aux_dn: 0.919471 loss_giou_aux_dn: 1.866293 loss: 13.421881 eta: 2 days, 0:38:21 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3002 images/s [04/15 07:25:29] ppdet.engine INFO: Epoch: [28] [4500/7329] learning_rate: 0.000100 loss_class: 0.542959 loss_bbox: 0.126823 loss_giou: 0.373689 loss_class_aux: 3.564501 loss_bbox_aux: 0.838622 loss_giou_aux: 2.308590 loss_class_dn: 0.308628 loss_bbox_dn: 0.138827 loss_giou_dn: 0.375214 loss_class_aux_dn: 1.624164 loss_bbox_aux_dn: 0.799427 loss_giou_aux_dn: 2.120675 loss: 13.490002 eta: 2 days, 0:37:45 batch_cost: 0.3522 data_cost: 0.0015 ips: 11.3565 images/s [04/15 07:26:08] ppdet.engine INFO: Epoch: [28] [4600/7329] learning_rate: 0.000100 loss_class: 0.602412 loss_bbox: 0.144081 loss_giou: 0.361799 loss_class_aux: 3.940457 loss_bbox_aux: 0.922974 loss_giou_aux: 2.355500 loss_class_dn: 0.331284 loss_bbox_dn: 0.166174 loss_giou_dn: 0.368803 loss_class_aux_dn: 1.787862 loss_bbox_aux_dn: 0.992064 loss_giou_aux_dn: 2.067223 loss: 15.025405 eta: 2 days, 0:37:09 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3308 images/s [04/15 07:26:47] ppdet.engine INFO: Epoch: [28] [4700/7329] learning_rate: 0.000100 loss_class: 0.634220 loss_bbox: 0.134988 loss_giou: 0.393396 loss_class_aux: 3.913115 loss_bbox_aux: 0.922035 loss_giou_aux: 2.502652 loss_class_dn: 0.340072 loss_bbox_dn: 0.168664 loss_giou_dn: 0.437757 loss_class_aux_dn: 1.829979 loss_bbox_aux_dn: 1.002379 loss_giou_aux_dn: 2.445188 loss: 15.524117 eta: 2 days, 0:36:34 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2698 images/s [04/15 07:27:27] ppdet.engine INFO: Epoch: [28] [4800/7329] learning_rate: 0.000100 loss_class: 0.605099 loss_bbox: 0.147733 loss_giou: 0.430290 loss_class_aux: 3.987200 loss_bbox_aux: 0.998869 loss_giou_aux: 2.811376 loss_class_dn: 0.380540 loss_bbox_dn: 0.164304 loss_giou_dn: 0.421023 loss_class_aux_dn: 2.027257 loss_bbox_aux_dn: 0.901914 loss_giou_aux_dn: 2.329704 loss: 16.149059 eta: 2 days, 0:35:58 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3670 images/s [04/15 07:28:06] ppdet.engine INFO: Epoch: [28] [4900/7329] learning_rate: 0.000100 loss_class: 0.561444 loss_bbox: 0.141791 loss_giou: 0.450559 loss_class_aux: 3.515903 loss_bbox_aux: 0.971422 loss_giou_aux: 2.852263 loss_class_dn: 0.335276 loss_bbox_dn: 0.153403 loss_giou_dn: 0.433648 loss_class_aux_dn: 1.845850 loss_bbox_aux_dn: 0.934994 loss_giou_aux_dn: 2.468719 loss: 15.119357 eta: 2 days, 0:35:23 batch_cost: 0.3575 data_cost: 0.0016 ips: 11.1886 images/s [04/15 07:28:45] ppdet.engine INFO: Epoch: [28] [5000/7329] learning_rate: 0.000100 loss_class: 0.528924 loss_bbox: 0.112840 loss_giou: 0.379719 loss_class_aux: 3.460768 loss_bbox_aux: 0.749043 loss_giou_aux: 2.324564 loss_class_dn: 0.312864 loss_bbox_dn: 0.123749 loss_giou_dn: 0.342073 loss_class_aux_dn: 1.683718 loss_bbox_aux_dn: 0.740670 loss_giou_aux_dn: 1.995167 loss: 13.040146 eta: 2 days, 0:34:47 batch_cost: 0.3508 data_cost: 0.0016 ips: 11.4027 images/s [04/15 07:29:25] ppdet.engine INFO: Epoch: [28] [5100/7329] learning_rate: 0.000100 loss_class: 0.585552 loss_bbox: 0.161413 loss_giou: 0.379337 loss_class_aux: 3.854098 loss_bbox_aux: 1.013366 loss_giou_aux: 2.372284 loss_class_dn: 0.334683 loss_bbox_dn: 0.183627 loss_giou_dn: 0.388297 loss_class_aux_dn: 1.784552 loss_bbox_aux_dn: 1.062901 loss_giou_aux_dn: 2.143662 loss: 14.198942 eta: 2 days, 0:34:10 batch_cost: 0.3512 data_cost: 0.0016 ips: 11.3911 images/s [04/15 07:30:04] ppdet.engine INFO: Epoch: [28] [5200/7329] learning_rate: 0.000100 loss_class: 0.553072 loss_bbox: 0.138801 loss_giou: 0.397205 loss_class_aux: 3.555918 loss_bbox_aux: 0.913771 loss_giou_aux: 2.536267 loss_class_dn: 0.328719 loss_bbox_dn: 0.145891 loss_giou_dn: 0.385544 loss_class_aux_dn: 1.788352 loss_bbox_aux_dn: 0.922448 loss_giou_aux_dn: 2.144602 loss: 14.472325 eta: 2 days, 0:33:35 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2610 images/s [04/15 07:30:44] ppdet.engine INFO: Epoch: [28] [5300/7329] learning_rate: 0.000100 loss_class: 0.567746 loss_bbox: 0.126199 loss_giou: 0.376836 loss_class_aux: 3.596191 loss_bbox_aux: 0.821756 loss_giou_aux: 2.440289 loss_class_dn: 0.331027 loss_bbox_dn: 0.132679 loss_giou_dn: 0.379386 loss_class_aux_dn: 1.827528 loss_bbox_aux_dn: 0.801557 loss_giou_aux_dn: 2.101897 loss: 13.945255 eta: 2 days, 0:32:59 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3359 images/s [04/15 07:31:23] ppdet.engine INFO: Epoch: [28] [5400/7329] learning_rate: 0.000100 loss_class: 0.602167 loss_bbox: 0.141749 loss_giou: 0.431974 loss_class_aux: 3.784729 loss_bbox_aux: 0.951372 loss_giou_aux: 2.744792 loss_class_dn: 0.345181 loss_bbox_dn: 0.156706 loss_giou_dn: 0.399722 loss_class_aux_dn: 1.837496 loss_bbox_aux_dn: 0.913930 loss_giou_aux_dn: 2.227058 loss: 15.497608 eta: 2 days, 0:32:24 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2832 images/s [04/15 07:32:02] ppdet.engine INFO: Epoch: [28] [5500/7329] learning_rate: 0.000100 loss_class: 0.599937 loss_bbox: 0.137659 loss_giou: 0.323279 loss_class_aux: 3.920013 loss_bbox_aux: 0.928846 loss_giou_aux: 2.092792 loss_class_dn: 0.324937 loss_bbox_dn: 0.162353 loss_giou_dn: 0.328820 loss_class_aux_dn: 1.780237 loss_bbox_aux_dn: 0.953363 loss_giou_aux_dn: 1.836796 loss: 13.707075 eta: 2 days, 0:31:48 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3713 images/s [04/15 07:32:42] ppdet.engine INFO: Epoch: [28] [5600/7329] learning_rate: 0.000100 loss_class: 0.609944 loss_bbox: 0.157193 loss_giou: 0.421427 loss_class_aux: 3.928487 loss_bbox_aux: 1.010054 loss_giou_aux: 2.615367 loss_class_dn: 0.342145 loss_bbox_dn: 0.158571 loss_giou_dn: 0.448764 loss_class_aux_dn: 1.859403 loss_bbox_aux_dn: 0.965775 loss_giou_aux_dn: 2.461114 loss: 16.318340 eta: 2 days, 0:31:13 batch_cost: 0.3556 data_cost: 0.0018 ips: 11.2500 images/s [04/15 07:33:21] ppdet.engine INFO: Epoch: [28] [5700/7329] learning_rate: 0.000100 loss_class: 0.521545 loss_bbox: 0.118380 loss_giou: 0.335081 loss_class_aux: 3.443557 loss_bbox_aux: 0.807891 loss_giou_aux: 2.125309 loss_class_dn: 0.291948 loss_bbox_dn: 0.143392 loss_giou_dn: 0.340970 loss_class_aux_dn: 1.569769 loss_bbox_aux_dn: 0.836369 loss_giou_aux_dn: 1.892861 loss: 13.067883 eta: 2 days, 0:30:36 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3834 images/s [04/15 07:34:00] ppdet.engine INFO: Epoch: [28] [5800/7329] learning_rate: 0.000100 loss_class: 0.579661 loss_bbox: 0.122773 loss_giou: 0.365234 loss_class_aux: 3.899385 loss_bbox_aux: 0.831511 loss_giou_aux: 2.284327 loss_class_dn: 0.309250 loss_bbox_dn: 0.163338 loss_giou_dn: 0.364748 loss_class_aux_dn: 1.670425 loss_bbox_aux_dn: 0.936325 loss_giou_aux_dn: 1.974760 loss: 13.512085 eta: 2 days, 0:30:01 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2620 images/s [04/15 07:34:40] ppdet.engine INFO: Epoch: [28] [5900/7329] learning_rate: 0.000100 loss_class: 0.603017 loss_bbox: 0.143977 loss_giou: 0.398206 loss_class_aux: 3.852450 loss_bbox_aux: 0.976352 loss_giou_aux: 2.480084 loss_class_dn: 0.344659 loss_bbox_dn: 0.154342 loss_giou_dn: 0.388089 loss_class_aux_dn: 1.800834 loss_bbox_aux_dn: 0.914863 loss_giou_aux_dn: 2.185685 loss: 15.752665 eta: 2 days, 0:29:26 batch_cost: 0.3570 data_cost: 0.0016 ips: 11.2060 images/s [04/15 07:35:20] ppdet.engine INFO: Epoch: [28] [6000/7329] learning_rate: 0.000100 loss_class: 0.513641 loss_bbox: 0.131977 loss_giou: 0.337192 loss_class_aux: 3.404983 loss_bbox_aux: 0.893486 loss_giou_aux: 2.092282 loss_class_dn: 0.301765 loss_bbox_dn: 0.142272 loss_giou_dn: 0.341464 loss_class_aux_dn: 1.645416 loss_bbox_aux_dn: 0.811376 loss_giou_aux_dn: 1.870630 loss: 13.407484 eta: 2 days, 0:28:51 batch_cost: 0.3568 data_cost: 0.0016 ips: 11.2094 images/s [04/15 07:35:59] ppdet.engine INFO: Epoch: [28] [6100/7329] learning_rate: 0.000100 loss_class: 0.620132 loss_bbox: 0.144873 loss_giou: 0.396612 loss_class_aux: 4.142649 loss_bbox_aux: 0.926173 loss_giou_aux: 2.485075 loss_class_dn: 0.340446 loss_bbox_dn: 0.149375 loss_giou_dn: 0.390879 loss_class_aux_dn: 1.886231 loss_bbox_aux_dn: 0.901602 loss_giou_aux_dn: 2.091767 loss: 15.291252 eta: 2 days, 0:28:16 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2751 images/s [04/15 07:36:39] ppdet.engine INFO: Epoch: [28] [6200/7329] learning_rate: 0.000100 loss_class: 0.635523 loss_bbox: 0.143187 loss_giou: 0.423038 loss_class_aux: 4.157953 loss_bbox_aux: 0.958577 loss_giou_aux: 2.735083 loss_class_dn: 0.367232 loss_bbox_dn: 0.148221 loss_giou_dn: 0.404748 loss_class_aux_dn: 2.000860 loss_bbox_aux_dn: 0.896846 loss_giou_aux_dn: 2.244015 loss: 15.502226 eta: 2 days, 0:27:41 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2731 images/s [04/15 07:37:18] ppdet.engine INFO: Epoch: [28] [6300/7329] learning_rate: 0.000100 loss_class: 0.579603 loss_bbox: 0.126042 loss_giou: 0.344985 loss_class_aux: 3.866515 loss_bbox_aux: 0.855736 loss_giou_aux: 2.226641 loss_class_dn: 0.333990 loss_bbox_dn: 0.141506 loss_giou_dn: 0.366096 loss_class_aux_dn: 1.762907 loss_bbox_aux_dn: 0.851360 loss_giou_aux_dn: 2.001539 loss: 13.685217 eta: 2 days, 0:27:05 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3580 images/s [04/15 07:37:57] ppdet.engine INFO: Epoch: [28] [6400/7329] learning_rate: 0.000100 loss_class: 0.514687 loss_bbox: 0.137651 loss_giou: 0.323465 loss_class_aux: 3.366330 loss_bbox_aux: 0.938905 loss_giou_aux: 2.091025 loss_class_dn: 0.292864 loss_bbox_dn: 0.164540 loss_giou_dn: 0.323694 loss_class_aux_dn: 1.663884 loss_bbox_aux_dn: 0.944873 loss_giou_aux_dn: 1.800000 loss: 13.147556 eta: 2 days, 0:26:28 batch_cost: 0.3501 data_cost: 0.0016 ips: 11.4252 images/s [04/15 07:38:36] ppdet.engine INFO: Epoch: [28] [6500/7329] learning_rate: 0.000100 loss_class: 0.554495 loss_bbox: 0.139070 loss_giou: 0.365366 loss_class_aux: 3.442341 loss_bbox_aux: 0.898679 loss_giou_aux: 2.324663 loss_class_dn: 0.310462 loss_bbox_dn: 0.141570 loss_giou_dn: 0.360199 loss_class_aux_dn: 1.656529 loss_bbox_aux_dn: 0.842880 loss_giou_aux_dn: 2.108361 loss: 13.747899 eta: 2 days, 0:25:52 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3614 images/s [04/15 07:39:16] ppdet.engine INFO: Epoch: [28] [6600/7329] learning_rate: 0.000100 loss_class: 0.606845 loss_bbox: 0.138533 loss_giou: 0.377081 loss_class_aux: 3.735296 loss_bbox_aux: 0.914727 loss_giou_aux: 2.368154 loss_class_dn: 0.345703 loss_bbox_dn: 0.152031 loss_giou_dn: 0.371511 loss_class_aux_dn: 1.816669 loss_bbox_aux_dn: 0.901133 loss_giou_aux_dn: 2.155292 loss: 14.584894 eta: 2 days, 0:25:17 batch_cost: 0.3557 data_cost: 0.0017 ips: 11.2448 images/s [04/15 07:39:55] ppdet.engine INFO: Epoch: [28] [6700/7329] learning_rate: 0.000100 loss_class: 0.639281 loss_bbox: 0.156877 loss_giou: 0.457844 loss_class_aux: 3.924665 loss_bbox_aux: 0.992256 loss_giou_aux: 2.963585 loss_class_dn: 0.360850 loss_bbox_dn: 0.169954 loss_giou_dn: 0.455010 loss_class_aux_dn: 1.935253 loss_bbox_aux_dn: 0.982667 loss_giou_aux_dn: 2.476864 loss: 15.747673 eta: 2 days, 0:24:42 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2987 images/s [04/15 07:40:35] ppdet.engine INFO: Epoch: [28] [6800/7329] learning_rate: 0.000100 loss_class: 0.615499 loss_bbox: 0.146480 loss_giou: 0.376249 loss_class_aux: 3.849421 loss_bbox_aux: 0.963776 loss_giou_aux: 2.351876 loss_class_dn: 0.308196 loss_bbox_dn: 0.163227 loss_giou_dn: 0.347176 loss_class_aux_dn: 1.703849 loss_bbox_aux_dn: 0.956744 loss_giou_aux_dn: 1.984080 loss: 13.894659 eta: 2 days, 0:24:07 batch_cost: 0.3581 data_cost: 0.0017 ips: 11.1691 images/s [04/15 07:41:15] ppdet.engine INFO: Epoch: [28] [6900/7329] learning_rate: 0.000100 loss_class: 0.611846 loss_bbox: 0.136485 loss_giou: 0.394126 loss_class_aux: 3.881298 loss_bbox_aux: 0.894387 loss_giou_aux: 2.503499 loss_class_dn: 0.356236 loss_bbox_dn: 0.147163 loss_giou_dn: 0.390264 loss_class_aux_dn: 1.888618 loss_bbox_aux_dn: 0.914276 loss_giou_aux_dn: 2.151518 loss: 14.401837 eta: 2 days, 0:23:31 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3044 images/s [04/15 07:41:54] ppdet.engine INFO: Epoch: [28] [7000/7329] learning_rate: 0.000100 loss_class: 0.676226 loss_bbox: 0.162889 loss_giou: 0.426899 loss_class_aux: 4.321960 loss_bbox_aux: 1.034057 loss_giou_aux: 2.743333 loss_class_dn: 0.396250 loss_bbox_dn: 0.173855 loss_giou_dn: 0.446795 loss_class_aux_dn: 2.139062 loss_bbox_aux_dn: 1.029956 loss_giou_aux_dn: 2.506643 loss: 17.069901 eta: 2 days, 0:22:56 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2540 images/s [04/15 07:42:34] ppdet.engine INFO: Epoch: [28] [7100/7329] learning_rate: 0.000100 loss_class: 0.508024 loss_bbox: 0.120982 loss_giou: 0.340981 loss_class_aux: 3.276238 loss_bbox_aux: 0.794914 loss_giou_aux: 2.125534 loss_class_dn: 0.278309 loss_bbox_dn: 0.126085 loss_giou_dn: 0.328887 loss_class_aux_dn: 1.522082 loss_bbox_aux_dn: 0.742118 loss_giou_aux_dn: 1.848939 loss: 12.465648 eta: 2 days, 0:22:21 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2483 images/s [04/15 07:43:13] ppdet.engine INFO: Epoch: [28] [7200/7329] learning_rate: 0.000100 loss_class: 0.640875 loss_bbox: 0.145166 loss_giou: 0.478722 loss_class_aux: 4.127091 loss_bbox_aux: 0.929577 loss_giou_aux: 3.040768 loss_class_dn: 0.375288 loss_bbox_dn: 0.154154 loss_giou_dn: 0.460434 loss_class_aux_dn: 1.989893 loss_bbox_aux_dn: 0.846521 loss_giou_aux_dn: 2.578736 loss: 16.612354 eta: 2 days, 0:21:45 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3389 images/s [04/15 07:43:53] ppdet.engine INFO: Epoch: [28] [7300/7329] learning_rate: 0.000100 loss_class: 0.562169 loss_bbox: 0.151693 loss_giou: 0.342203 loss_class_aux: 3.857763 loss_bbox_aux: 0.977294 loss_giou_aux: 2.153028 loss_class_dn: 0.309582 loss_bbox_dn: 0.154907 loss_giou_dn: 0.335293 loss_class_aux_dn: 1.697797 loss_bbox_aux_dn: 0.900624 loss_giou_aux_dn: 1.877271 loss: 13.530262 eta: 2 days, 0:21:10 batch_cost: 0.3564 data_cost: 0.0015 ips: 11.2236 images/s [04/15 07:44:06] ppdet.engine INFO: Eval iter: 0 [04/15 07:44:18] ppdet.engine INFO: Eval iter: 100 [04/15 07:44:30] ppdet.engine INFO: Eval iter: 200 [04/15 07:44:42] ppdet.engine INFO: Eval iter: 300 [04/15 07:44:53] ppdet.engine INFO: Eval iter: 400 [04/15 07:45:05] ppdet.engine INFO: Eval iter: 500 [04/15 07:45:17] ppdet.engine INFO: Eval iter: 600 [04/15 07:45:39] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 07:45:39] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=10.22s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.41s). Accumulating evaluation results... DONE (t=16.64s). 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 ] = 0.582 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 ] = 0.585 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 ] = 0.397 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 ] = 0.725 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 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/15 07:47:24] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.84753015652659 [04/15 07:47:24] ppdet.engine INFO: Best test bbox ap is 0.536. [04/15 07:47:27] ppdet.engine INFO: Epoch: [29] [ 0/7329] learning_rate: 0.000100 loss_class: 0.612152 loss_bbox: 0.162265 loss_giou: 0.364783 loss_class_aux: 3.923202 loss_bbox_aux: 1.062571 loss_giou_aux: 2.300393 loss_class_dn: 0.325021 loss_bbox_dn: 0.172401 loss_giou_dn: 0.369391 loss_class_aux_dn: 1.763981 loss_bbox_aux_dn: 0.984929 loss_giou_aux_dn: 2.041028 loss: 14.760110 eta: 2 days, 0:21:00 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2525 images/s [04/15 07:48:06] ppdet.engine INFO: Epoch: [29] [ 100/7329] learning_rate: 0.000100 loss_class: 0.554052 loss_bbox: 0.134221 loss_giou: 0.338347 loss_class_aux: 3.635386 loss_bbox_aux: 0.872643 loss_giou_aux: 2.146230 loss_class_dn: 0.316924 loss_bbox_dn: 0.143249 loss_giou_dn: 0.348529 loss_class_aux_dn: 1.697614 loss_bbox_aux_dn: 0.826792 loss_giou_aux_dn: 1.935568 loss: 13.845728 eta: 2 days, 0:20:25 batch_cost: 0.3572 data_cost: 0.0018 ips: 11.1996 images/s [04/15 07:48:46] ppdet.engine INFO: Epoch: [29] [ 200/7329] learning_rate: 0.000100 loss_class: 0.561283 loss_bbox: 0.150757 loss_giou: 0.396965 loss_class_aux: 3.585036 loss_bbox_aux: 1.001480 loss_giou_aux: 2.558887 loss_class_dn: 0.328812 loss_bbox_dn: 0.157914 loss_giou_dn: 0.385249 loss_class_aux_dn: 1.752717 loss_bbox_aux_dn: 0.919618 loss_giou_aux_dn: 2.088211 loss: 14.264554 eta: 2 days, 0:19:50 batch_cost: 0.3579 data_cost: 0.0016 ips: 11.1777 images/s [04/15 07:49:26] ppdet.engine INFO: Epoch: [29] [ 300/7329] learning_rate: 0.000100 loss_class: 0.572201 loss_bbox: 0.126616 loss_giou: 0.367585 loss_class_aux: 3.614341 loss_bbox_aux: 0.846391 loss_giou_aux: 2.354145 loss_class_dn: 0.313342 loss_bbox_dn: 0.148134 loss_giou_dn: 0.368707 loss_class_aux_dn: 1.674210 loss_bbox_aux_dn: 0.883395 loss_giou_aux_dn: 2.050311 loss: 13.359742 eta: 2 days, 0:19:14 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3108 images/s [04/15 07:50:06] ppdet.engine INFO: Epoch: [29] [ 400/7329] learning_rate: 0.000100 loss_class: 0.619994 loss_bbox: 0.135676 loss_giou: 0.412960 loss_class_aux: 3.860838 loss_bbox_aux: 0.901205 loss_giou_aux: 2.580400 loss_class_dn: 0.347005 loss_bbox_dn: 0.161285 loss_giou_dn: 0.395654 loss_class_aux_dn: 1.877380 loss_bbox_aux_dn: 0.923411 loss_giou_aux_dn: 2.171119 loss: 14.539929 eta: 2 days, 0:18:40 batch_cost: 0.3601 data_cost: 0.0016 ips: 11.1079 images/s [04/15 07:50:45] ppdet.engine INFO: Epoch: [29] [ 500/7329] learning_rate: 0.000100 loss_class: 0.556249 loss_bbox: 0.139288 loss_giou: 0.349875 loss_class_aux: 3.805918 loss_bbox_aux: 0.876183 loss_giou_aux: 2.294333 loss_class_dn: 0.308080 loss_bbox_dn: 0.146646 loss_giou_dn: 0.380789 loss_class_aux_dn: 1.696946 loss_bbox_aux_dn: 0.789007 loss_giou_aux_dn: 2.080444 loss: 14.226341 eta: 2 days, 0:18:05 batch_cost: 0.3556 data_cost: 0.0018 ips: 11.2498 images/s [04/15 07:51:25] ppdet.engine INFO: Epoch: [29] [ 600/7329] learning_rate: 0.000100 loss_class: 0.603857 loss_bbox: 0.136932 loss_giou: 0.393432 loss_class_aux: 3.861058 loss_bbox_aux: 0.909662 loss_giou_aux: 2.519556 loss_class_dn: 0.343168 loss_bbox_dn: 0.171983 loss_giou_dn: 0.397194 loss_class_aux_dn: 1.819913 loss_bbox_aux_dn: 0.968291 loss_giou_aux_dn: 2.176504 loss: 14.482744 eta: 2 days, 0:17:30 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2916 images/s [04/15 07:52:05] ppdet.engine INFO: Epoch: [29] [ 700/7329] learning_rate: 0.000100 loss_class: 0.608662 loss_bbox: 0.149446 loss_giou: 0.457248 loss_class_aux: 3.883152 loss_bbox_aux: 0.952180 loss_giou_aux: 2.910723 loss_class_dn: 0.346974 loss_bbox_dn: 0.171951 loss_giou_dn: 0.454264 loss_class_aux_dn: 1.863648 loss_bbox_aux_dn: 1.036309 loss_giou_aux_dn: 2.464274 loss: 15.802798 eta: 2 days, 0:16:55 batch_cost: 0.3585 data_cost: 0.0016 ips: 11.1573 images/s [04/15 07:52:44] ppdet.engine INFO: Epoch: [29] [ 800/7329] learning_rate: 0.000100 loss_class: 0.604026 loss_bbox: 0.144896 loss_giou: 0.461463 loss_class_aux: 3.787376 loss_bbox_aux: 1.016360 loss_giou_aux: 2.994686 loss_class_dn: 0.373715 loss_bbox_dn: 0.172345 loss_giou_dn: 0.458211 loss_class_aux_dn: 1.978288 loss_bbox_aux_dn: 0.982045 loss_giou_aux_dn: 2.513331 loss: 16.518383 eta: 2 days, 0:16:19 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3552 images/s [04/15 07:53:23] ppdet.engine INFO: Epoch: [29] [ 900/7329] learning_rate: 0.000100 loss_class: 0.561335 loss_bbox: 0.131270 loss_giou: 0.278755 loss_class_aux: 3.698497 loss_bbox_aux: 0.849451 loss_giou_aux: 1.823675 loss_class_dn: 0.297113 loss_bbox_dn: 0.149928 loss_giou_dn: 0.314748 loss_class_aux_dn: 1.632653 loss_bbox_aux_dn: 0.919500 loss_giou_aux_dn: 1.815623 loss: 12.930847 eta: 2 days, 0:15:43 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3060 images/s [04/15 07:54:02] ppdet.engine INFO: Epoch: [29] [1000/7329] learning_rate: 0.000100 loss_class: 0.588501 loss_bbox: 0.144887 loss_giou: 0.369911 loss_class_aux: 3.749243 loss_bbox_aux: 0.910622 loss_giou_aux: 2.395540 loss_class_dn: 0.313211 loss_bbox_dn: 0.174877 loss_giou_dn: 0.377418 loss_class_aux_dn: 1.684449 loss_bbox_aux_dn: 1.054526 loss_giou_aux_dn: 2.057482 loss: 14.183792 eta: 2 days, 0:15:07 batch_cost: 0.3510 data_cost: 0.0015 ips: 11.3966 images/s [04/15 07:54:42] ppdet.engine INFO: Epoch: [29] [1100/7329] learning_rate: 0.000100 loss_class: 0.560582 loss_bbox: 0.120967 loss_giou: 0.401531 loss_class_aux: 3.613496 loss_bbox_aux: 0.809661 loss_giou_aux: 2.623994 loss_class_dn: 0.336072 loss_bbox_dn: 0.126805 loss_giou_dn: 0.409919 loss_class_aux_dn: 1.827663 loss_bbox_aux_dn: 0.785651 loss_giou_aux_dn: 2.285402 loss: 14.123020 eta: 2 days, 0:14:31 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3444 images/s [04/15 07:55:21] ppdet.engine INFO: Epoch: [29] [1200/7329] learning_rate: 0.000100 loss_class: 0.646029 loss_bbox: 0.153079 loss_giou: 0.423459 loss_class_aux: 4.200446 loss_bbox_aux: 1.020655 loss_giou_aux: 2.677339 loss_class_dn: 0.393918 loss_bbox_dn: 0.178147 loss_giou_dn: 0.429676 loss_class_aux_dn: 2.107802 loss_bbox_aux_dn: 0.994797 loss_giou_aux_dn: 2.351632 loss: 16.313768 eta: 2 days, 0:13:55 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3847 images/s [04/15 07:56:00] ppdet.engine INFO: Epoch: [29] [1300/7329] learning_rate: 0.000100 loss_class: 0.560177 loss_bbox: 0.129997 loss_giou: 0.317937 loss_class_aux: 3.691821 loss_bbox_aux: 0.857104 loss_giou_aux: 2.113443 loss_class_dn: 0.309875 loss_bbox_dn: 0.155037 loss_giou_dn: 0.325206 loss_class_aux_dn: 1.676748 loss_bbox_aux_dn: 0.929037 loss_giou_aux_dn: 1.838125 loss: 12.780115 eta: 2 days, 0:13:20 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2511 images/s [04/15 07:56:40] ppdet.engine INFO: Epoch: [29] [1400/7329] learning_rate: 0.000100 loss_class: 0.635633 loss_bbox: 0.136435 loss_giou: 0.433645 loss_class_aux: 4.091634 loss_bbox_aux: 0.901663 loss_giou_aux: 2.780019 loss_class_dn: 0.363769 loss_bbox_dn: 0.167695 loss_giou_dn: 0.435401 loss_class_aux_dn: 1.965874 loss_bbox_aux_dn: 0.969438 loss_giou_aux_dn: 2.435691 loss: 15.886856 eta: 2 days, 0:12:44 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3250 images/s [04/15 07:57:19] ppdet.engine INFO: Epoch: [29] [1500/7329] learning_rate: 0.000100 loss_class: 0.598777 loss_bbox: 0.128439 loss_giou: 0.402571 loss_class_aux: 3.914748 loss_bbox_aux: 0.858115 loss_giou_aux: 2.586082 loss_class_dn: 0.356611 loss_bbox_dn: 0.128683 loss_giou_dn: 0.426998 loss_class_aux_dn: 1.909432 loss_bbox_aux_dn: 0.750550 loss_giou_aux_dn: 2.336492 loss: 15.550438 eta: 2 days, 0:12:08 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3687 images/s [04/15 07:57:59] ppdet.engine INFO: Epoch: [29] [1600/7329] learning_rate: 0.000100 loss_class: 0.588425 loss_bbox: 0.121615 loss_giou: 0.375854 loss_class_aux: 3.727050 loss_bbox_aux: 0.830878 loss_giou_aux: 2.363534 loss_class_dn: 0.328414 loss_bbox_dn: 0.136873 loss_giou_dn: 0.390499 loss_class_aux_dn: 1.783827 loss_bbox_aux_dn: 0.802859 loss_giou_aux_dn: 2.104650 loss: 14.423162 eta: 2 days, 0:11:34 batch_cost: 0.3615 data_cost: 0.0016 ips: 11.0656 images/s [04/15 07:58:39] ppdet.engine INFO: Epoch: [29] [1700/7329] learning_rate: 0.000100 loss_class: 0.517898 loss_bbox: 0.136813 loss_giou: 0.384660 loss_class_aux: 3.425798 loss_bbox_aux: 0.896459 loss_giou_aux: 2.453240 loss_class_dn: 0.313637 loss_bbox_dn: 0.141272 loss_giou_dn: 0.378328 loss_class_aux_dn: 1.707996 loss_bbox_aux_dn: 0.859924 loss_giou_aux_dn: 2.082652 loss: 13.649766 eta: 2 days, 0:10:59 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2282 images/s [04/15 07:59:18] ppdet.engine INFO: Epoch: [29] [1800/7329] learning_rate: 0.000100 loss_class: 0.633316 loss_bbox: 0.158456 loss_giou: 0.406586 loss_class_aux: 4.099677 loss_bbox_aux: 1.028522 loss_giou_aux: 2.507701 loss_class_dn: 0.377327 loss_bbox_dn: 0.185583 loss_giou_dn: 0.399105 loss_class_aux_dn: 2.043169 loss_bbox_aux_dn: 1.108069 loss_giou_aux_dn: 2.232775 loss: 15.869675 eta: 2 days, 0:10:24 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2735 images/s [04/15 07:59:58] ppdet.engine INFO: Epoch: [29] [1900/7329] learning_rate: 0.000100 loss_class: 0.550425 loss_bbox: 0.127449 loss_giou: 0.348746 loss_class_aux: 3.546951 loss_bbox_aux: 0.851383 loss_giou_aux: 2.224967 loss_class_dn: 0.319212 loss_bbox_dn: 0.138259 loss_giou_dn: 0.337765 loss_class_aux_dn: 1.696532 loss_bbox_aux_dn: 0.867840 loss_giou_aux_dn: 1.864097 loss: 13.382093 eta: 2 days, 0:09:48 batch_cost: 0.3513 data_cost: 0.0015 ips: 11.3864 images/s [04/15 08:00:37] ppdet.engine INFO: Epoch: [29] [2000/7329] learning_rate: 0.000100 loss_class: 0.561799 loss_bbox: 0.136445 loss_giou: 0.361004 loss_class_aux: 3.600802 loss_bbox_aux: 0.871411 loss_giou_aux: 2.289037 loss_class_dn: 0.312901 loss_bbox_dn: 0.147534 loss_giou_dn: 0.372650 loss_class_aux_dn: 1.709103 loss_bbox_aux_dn: 0.880724 loss_giou_aux_dn: 2.063036 loss: 13.801313 eta: 2 days, 0:09:12 batch_cost: 0.3533 data_cost: 0.0015 ips: 11.3206 images/s [04/15 08:01:16] ppdet.engine INFO: Epoch: [29] [2100/7329] learning_rate: 0.000100 loss_class: 0.598395 loss_bbox: 0.118504 loss_giou: 0.328817 loss_class_aux: 3.757429 loss_bbox_aux: 0.795620 loss_giou_aux: 2.117833 loss_class_dn: 0.308153 loss_bbox_dn: 0.136908 loss_giou_dn: 0.334675 loss_class_aux_dn: 1.684346 loss_bbox_aux_dn: 0.798242 loss_giou_aux_dn: 1.874526 loss: 12.954893 eta: 2 days, 0:08:36 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3035 images/s [04/15 08:01:56] ppdet.engine INFO: Epoch: [29] [2200/7329] learning_rate: 0.000100 loss_class: 0.511975 loss_bbox: 0.114396 loss_giou: 0.337486 loss_class_aux: 3.289120 loss_bbox_aux: 0.805750 loss_giou_aux: 2.206151 loss_class_dn: 0.302645 loss_bbox_dn: 0.138373 loss_giou_dn: 0.356037 loss_class_aux_dn: 1.615761 loss_bbox_aux_dn: 0.851505 loss_giou_aux_dn: 2.021177 loss: 13.178154 eta: 2 days, 0:08:01 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3293 images/s [04/15 08:02:35] ppdet.engine INFO: Epoch: [29] [2300/7329] learning_rate: 0.000100 loss_class: 0.561683 loss_bbox: 0.129823 loss_giou: 0.338213 loss_class_aux: 3.728660 loss_bbox_aux: 0.890268 loss_giou_aux: 2.131948 loss_class_dn: 0.322479 loss_bbox_dn: 0.147978 loss_giou_dn: 0.357034 loss_class_aux_dn: 1.717166 loss_bbox_aux_dn: 0.897640 loss_giou_aux_dn: 1.943111 loss: 13.922079 eta: 2 days, 0:07:25 batch_cost: 0.3536 data_cost: 0.0016 ips: 11.3115 images/s [04/15 08:03:14] ppdet.engine INFO: Epoch: [29] [2400/7329] learning_rate: 0.000100 loss_class: 0.570520 loss_bbox: 0.143570 loss_giou: 0.357985 loss_class_aux: 3.736110 loss_bbox_aux: 0.927236 loss_giou_aux: 2.236558 loss_class_dn: 0.315629 loss_bbox_dn: 0.150793 loss_giou_dn: 0.370190 loss_class_aux_dn: 1.715275 loss_bbox_aux_dn: 0.885250 loss_giou_aux_dn: 2.028527 loss: 14.317452 eta: 2 days, 0:06:49 batch_cost: 0.3508 data_cost: 0.0015 ips: 11.4013 images/s [04/15 08:03:53] ppdet.engine INFO: Epoch: [29] [2500/7329] learning_rate: 0.000100 loss_class: 0.560896 loss_bbox: 0.135271 loss_giou: 0.375765 loss_class_aux: 3.527172 loss_bbox_aux: 0.922808 loss_giou_aux: 2.359171 loss_class_dn: 0.317117 loss_bbox_dn: 0.154003 loss_giou_dn: 0.345297 loss_class_aux_dn: 1.690189 loss_bbox_aux_dn: 0.949887 loss_giou_aux_dn: 1.937044 loss: 13.075220 eta: 2 days, 0:06:13 batch_cost: 0.3532 data_cost: 0.0017 ips: 11.3246 images/s [04/15 08:04:33] ppdet.engine INFO: Epoch: [29] [2600/7329] learning_rate: 0.000100 loss_class: 0.555526 loss_bbox: 0.131502 loss_giou: 0.319985 loss_class_aux: 3.503263 loss_bbox_aux: 0.907378 loss_giou_aux: 2.096969 loss_class_dn: 0.292735 loss_bbox_dn: 0.146518 loss_giou_dn: 0.336554 loss_class_aux_dn: 1.593352 loss_bbox_aux_dn: 0.876467 loss_giou_aux_dn: 1.858642 loss: 13.141202 eta: 2 days, 0:05:37 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3269 images/s [04/15 08:05:12] ppdet.engine INFO: Epoch: [29] [2700/7329] learning_rate: 0.000100 loss_class: 0.549514 loss_bbox: 0.127462 loss_giou: 0.346396 loss_class_aux: 3.620367 loss_bbox_aux: 0.824735 loss_giou_aux: 2.122858 loss_class_dn: 0.303837 loss_bbox_dn: 0.156225 loss_giou_dn: 0.345199 loss_class_aux_dn: 1.636669 loss_bbox_aux_dn: 0.879962 loss_giou_aux_dn: 1.882144 loss: 13.407578 eta: 2 days, 0:05:02 batch_cost: 0.3539 data_cost: 0.0017 ips: 11.3011 images/s [04/15 08:05:52] ppdet.engine INFO: Epoch: [29] [2800/7329] learning_rate: 0.000100 loss_class: 0.527204 loss_bbox: 0.129171 loss_giou: 0.381666 loss_class_aux: 3.422469 loss_bbox_aux: 0.876552 loss_giou_aux: 2.409278 loss_class_dn: 0.314656 loss_bbox_dn: 0.142104 loss_giou_dn: 0.372019 loss_class_aux_dn: 1.660187 loss_bbox_aux_dn: 0.820978 loss_giou_aux_dn: 2.051994 loss: 13.789639 eta: 2 days, 0:04:26 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2925 images/s [04/15 08:06:31] ppdet.engine INFO: Epoch: [29] [2900/7329] learning_rate: 0.000100 loss_class: 0.610460 loss_bbox: 0.138230 loss_giou: 0.329123 loss_class_aux: 3.737596 loss_bbox_aux: 0.871550 loss_giou_aux: 2.049171 loss_class_dn: 0.310000 loss_bbox_dn: 0.163340 loss_giou_dn: 0.352908 loss_class_aux_dn: 1.689777 loss_bbox_aux_dn: 0.985205 loss_giou_aux_dn: 2.013656 loss: 14.140024 eta: 2 days, 0:03:51 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2235 images/s [04/15 08:07:11] ppdet.engine INFO: Epoch: [29] [3000/7329] learning_rate: 0.000100 loss_class: 0.572915 loss_bbox: 0.146664 loss_giou: 0.422557 loss_class_aux: 3.580723 loss_bbox_aux: 0.993937 loss_giou_aux: 2.670498 loss_class_dn: 0.327296 loss_bbox_dn: 0.148438 loss_giou_dn: 0.400552 loss_class_aux_dn: 1.739206 loss_bbox_aux_dn: 0.911100 loss_giou_aux_dn: 2.209392 loss: 14.435848 eta: 2 days, 0:03:15 batch_cost: 0.3511 data_cost: 0.0016 ips: 11.3917 images/s [04/15 08:07:50] ppdet.engine INFO: Epoch: [29] [3100/7329] learning_rate: 0.000100 loss_class: 0.620098 loss_bbox: 0.151589 loss_giou: 0.361640 loss_class_aux: 4.020914 loss_bbox_aux: 0.963914 loss_giou_aux: 2.306756 loss_class_dn: 0.326265 loss_bbox_dn: 0.165946 loss_giou_dn: 0.368394 loss_class_aux_dn: 1.782023 loss_bbox_aux_dn: 0.952606 loss_giou_aux_dn: 2.050696 loss: 14.692986 eta: 2 days, 0:02:40 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2290 images/s [04/15 08:08:29] ppdet.engine INFO: Epoch: [29] [3200/7329] learning_rate: 0.000100 loss_class: 0.607505 loss_bbox: 0.143400 loss_giou: 0.381300 loss_class_aux: 3.715512 loss_bbox_aux: 0.949401 loss_giou_aux: 2.496701 loss_class_dn: 0.343104 loss_bbox_dn: 0.166968 loss_giou_dn: 0.394817 loss_class_aux_dn: 1.855637 loss_bbox_aux_dn: 0.954029 loss_giou_aux_dn: 2.191732 loss: 14.757178 eta: 2 days, 0:02:04 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3595 images/s [04/15 08:09:09] ppdet.engine INFO: Epoch: [29] [3300/7329] learning_rate: 0.000100 loss_class: 0.600584 loss_bbox: 0.131082 loss_giou: 0.351143 loss_class_aux: 3.655602 loss_bbox_aux: 0.848631 loss_giou_aux: 2.193631 loss_class_dn: 0.340589 loss_bbox_dn: 0.149913 loss_giou_dn: 0.375807 loss_class_aux_dn: 1.847259 loss_bbox_aux_dn: 0.839104 loss_giou_aux_dn: 2.112547 loss: 14.680027 eta: 2 days, 0:01:28 batch_cost: 0.3511 data_cost: 0.0015 ips: 11.3921 images/s [04/15 08:09:48] ppdet.engine INFO: Epoch: [29] [3400/7329] learning_rate: 0.000100 loss_class: 0.603197 loss_bbox: 0.149868 loss_giou: 0.361170 loss_class_aux: 3.823749 loss_bbox_aux: 1.043656 loss_giou_aux: 2.420701 loss_class_dn: 0.324663 loss_bbox_dn: 0.177630 loss_giou_dn: 0.383864 loss_class_aux_dn: 1.734724 loss_bbox_aux_dn: 1.008086 loss_giou_aux_dn: 2.116362 loss: 14.423958 eta: 2 days, 0:00:51 batch_cost: 0.3501 data_cost: 0.0015 ips: 11.4245 images/s [04/15 08:10:27] ppdet.engine INFO: Epoch: [29] [3500/7329] learning_rate: 0.000100 loss_class: 0.596899 loss_bbox: 0.133990 loss_giou: 0.338448 loss_class_aux: 3.705408 loss_bbox_aux: 0.891516 loss_giou_aux: 2.194766 loss_class_dn: 0.284740 loss_bbox_dn: 0.168319 loss_giou_dn: 0.353045 loss_class_aux_dn: 1.540797 loss_bbox_aux_dn: 0.981981 loss_giou_aux_dn: 1.919609 loss: 12.782598 eta: 2 days, 0:00:15 batch_cost: 0.3500 data_cost: 0.0015 ips: 11.4291 images/s [04/15 08:11:06] ppdet.engine INFO: Epoch: [29] [3600/7329] learning_rate: 0.000100 loss_class: 0.611173 loss_bbox: 0.149434 loss_giou: 0.441201 loss_class_aux: 3.947819 loss_bbox_aux: 1.004920 loss_giou_aux: 2.803020 loss_class_dn: 0.366643 loss_bbox_dn: 0.149748 loss_giou_dn: 0.422571 loss_class_aux_dn: 1.952050 loss_bbox_aux_dn: 0.948687 loss_giou_aux_dn: 2.304941 loss: 15.654608 eta: 1 day, 23:59:39 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3599 images/s [04/15 08:11:45] ppdet.engine INFO: Epoch: [29] [3700/7329] learning_rate: 0.000100 loss_class: 0.606410 loss_bbox: 0.137598 loss_giou: 0.422129 loss_class_aux: 3.854161 loss_bbox_aux: 0.909938 loss_giou_aux: 2.706157 loss_class_dn: 0.352177 loss_bbox_dn: 0.165584 loss_giou_dn: 0.411638 loss_class_aux_dn: 1.891391 loss_bbox_aux_dn: 0.976173 loss_giou_aux_dn: 2.273021 loss: 14.830126 eta: 1 day, 23:59:02 batch_cost: 0.3490 data_cost: 0.0017 ips: 11.4598 images/s [04/15 08:12:24] ppdet.engine INFO: Epoch: [29] [3800/7329] learning_rate: 0.000100 loss_class: 0.576802 loss_bbox: 0.137620 loss_giou: 0.328540 loss_class_aux: 3.850358 loss_bbox_aux: 0.897495 loss_giou_aux: 2.113899 loss_class_dn: 0.317329 loss_bbox_dn: 0.148911 loss_giou_dn: 0.353982 loss_class_aux_dn: 1.709795 loss_bbox_aux_dn: 0.872219 loss_giou_aux_dn: 1.946195 loss: 13.568043 eta: 1 day, 23:58:27 batch_cost: 0.3556 data_cost: 0.0017 ips: 11.2482 images/s [04/15 08:13:04] ppdet.engine INFO: Epoch: [29] [3900/7329] learning_rate: 0.000100 loss_class: 0.617940 loss_bbox: 0.131587 loss_giou: 0.421246 loss_class_aux: 3.796180 loss_bbox_aux: 0.877205 loss_giou_aux: 2.777300 loss_class_dn: 0.338224 loss_bbox_dn: 0.149436 loss_giou_dn: 0.441477 loss_class_aux_dn: 1.805112 loss_bbox_aux_dn: 0.885663 loss_giou_aux_dn: 2.363551 loss: 14.463827 eta: 1 day, 23:57:51 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3184 images/s [04/15 08:13:43] ppdet.engine INFO: Epoch: [29] [4000/7329] learning_rate: 0.000100 loss_class: 0.654268 loss_bbox: 0.144386 loss_giou: 0.417472 loss_class_aux: 4.116534 loss_bbox_aux: 0.957934 loss_giou_aux: 2.667335 loss_class_dn: 0.354999 loss_bbox_dn: 0.160446 loss_giou_dn: 0.418236 loss_class_aux_dn: 1.959402 loss_bbox_aux_dn: 0.970362 loss_giou_aux_dn: 2.318311 loss: 16.192917 eta: 1 day, 23:57:16 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2458 images/s [04/15 08:14:23] ppdet.engine INFO: Epoch: [29] [4100/7329] learning_rate: 0.000100 loss_class: 0.508674 loss_bbox: 0.122213 loss_giou: 0.391374 loss_class_aux: 3.280515 loss_bbox_aux: 0.825082 loss_giou_aux: 2.424868 loss_class_dn: 0.322980 loss_bbox_dn: 0.124266 loss_giou_dn: 0.386713 loss_class_aux_dn: 1.723930 loss_bbox_aux_dn: 0.748913 loss_giou_aux_dn: 2.092567 loss: 13.121305 eta: 1 day, 23:56:41 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2536 images/s [04/15 08:15:02] ppdet.engine INFO: Epoch: [29] [4200/7329] learning_rate: 0.000100 loss_class: 0.586914 loss_bbox: 0.135934 loss_giou: 0.407836 loss_class_aux: 3.900077 loss_bbox_aux: 0.935827 loss_giou_aux: 2.546523 loss_class_dn: 0.344632 loss_bbox_dn: 0.158863 loss_giou_dn: 0.374672 loss_class_aux_dn: 1.849097 loss_bbox_aux_dn: 0.894251 loss_giou_aux_dn: 2.083882 loss: 14.627182 eta: 1 day, 23:56:06 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2674 images/s [04/15 08:15:42] ppdet.engine INFO: Epoch: [29] [4300/7329] learning_rate: 0.000100 loss_class: 0.668313 loss_bbox: 0.137680 loss_giou: 0.491210 loss_class_aux: 4.029213 loss_bbox_aux: 0.857151 loss_giou_aux: 3.033251 loss_class_dn: 0.370972 loss_bbox_dn: 0.173492 loss_giou_dn: 0.473323 loss_class_aux_dn: 1.976025 loss_bbox_aux_dn: 0.985057 loss_giou_aux_dn: 2.540532 loss: 16.125587 eta: 1 day, 23:55:30 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2756 images/s [04/15 08:16:21] ppdet.engine INFO: Epoch: [29] [4400/7329] learning_rate: 0.000100 loss_class: 0.577305 loss_bbox: 0.121068 loss_giou: 0.383279 loss_class_aux: 3.532919 loss_bbox_aux: 0.817282 loss_giou_aux: 2.410020 loss_class_dn: 0.317678 loss_bbox_dn: 0.149739 loss_giou_dn: 0.379421 loss_class_aux_dn: 1.685840 loss_bbox_aux_dn: 0.847036 loss_giou_aux_dn: 2.133319 loss: 13.864192 eta: 1 day, 23:54:54 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3386 images/s [04/15 08:17:01] ppdet.engine INFO: Epoch: [29] [4500/7329] learning_rate: 0.000100 loss_class: 0.560105 loss_bbox: 0.136329 loss_giou: 0.375687 loss_class_aux: 3.499609 loss_bbox_aux: 0.909418 loss_giou_aux: 2.341929 loss_class_dn: 0.313822 loss_bbox_dn: 0.135503 loss_giou_dn: 0.330672 loss_class_aux_dn: 1.661722 loss_bbox_aux_dn: 0.827891 loss_giou_aux_dn: 1.873229 loss: 13.323617 eta: 1 day, 23:54:19 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2626 images/s [04/15 08:17:40] ppdet.engine INFO: Epoch: [29] [4600/7329] learning_rate: 0.000100 loss_class: 0.622769 loss_bbox: 0.136349 loss_giou: 0.469299 loss_class_aux: 3.748606 loss_bbox_aux: 0.945949 loss_giou_aux: 2.997454 loss_class_dn: 0.346076 loss_bbox_dn: 0.162081 loss_giou_dn: 0.439697 loss_class_aux_dn: 1.867444 loss_bbox_aux_dn: 0.964403 loss_giou_aux_dn: 2.454533 loss: 15.043028 eta: 1 day, 23:53:43 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3543 images/s [04/15 08:18:19] ppdet.engine INFO: Epoch: [29] [4700/7329] learning_rate: 0.000100 loss_class: 0.587513 loss_bbox: 0.146093 loss_giou: 0.356992 loss_class_aux: 3.818575 loss_bbox_aux: 1.008367 loss_giou_aux: 2.302144 loss_class_dn: 0.333995 loss_bbox_dn: 0.162774 loss_giou_dn: 0.369857 loss_class_aux_dn: 1.807031 loss_bbox_aux_dn: 0.983883 loss_giou_aux_dn: 2.016255 loss: 14.036610 eta: 1 day, 23:53:07 batch_cost: 0.3509 data_cost: 0.0015 ips: 11.3982 images/s [04/15 08:18:58] ppdet.engine INFO: Epoch: [29] [4800/7329] learning_rate: 0.000100 loss_class: 0.574941 loss_bbox: 0.129658 loss_giou: 0.360126 loss_class_aux: 3.714910 loss_bbox_aux: 0.870616 loss_giou_aux: 2.357260 loss_class_dn: 0.333516 loss_bbox_dn: 0.149347 loss_giou_dn: 0.364118 loss_class_aux_dn: 1.803745 loss_bbox_aux_dn: 0.856757 loss_giou_aux_dn: 2.002311 loss: 13.972318 eta: 1 day, 23:52:31 batch_cost: 0.3500 data_cost: 0.0015 ips: 11.4279 images/s [04/15 08:19:37] ppdet.engine INFO: Epoch: [29] [4900/7329] learning_rate: 0.000100 loss_class: 0.610533 loss_bbox: 0.130103 loss_giou: 0.452290 loss_class_aux: 3.854699 loss_bbox_aux: 0.914466 loss_giou_aux: 2.923050 loss_class_dn: 0.352468 loss_bbox_dn: 0.158835 loss_giou_dn: 0.453478 loss_class_aux_dn: 1.853979 loss_bbox_aux_dn: 0.928388 loss_giou_aux_dn: 2.516287 loss: 15.419334 eta: 1 day, 23:51:54 batch_cost: 0.3514 data_cost: 0.0015 ips: 11.3828 images/s [04/15 08:20:17] ppdet.engine INFO: Epoch: [29] [5000/7329] learning_rate: 0.000100 loss_class: 0.624140 loss_bbox: 0.149434 loss_giou: 0.479977 loss_class_aux: 3.946256 loss_bbox_aux: 0.994859 loss_giou_aux: 3.015158 loss_class_dn: 0.387140 loss_bbox_dn: 0.157563 loss_giou_dn: 0.465551 loss_class_aux_dn: 2.000731 loss_bbox_aux_dn: 0.960087 loss_giou_aux_dn: 2.490595 loss: 16.385054 eta: 1 day, 23:51:19 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3454 images/s [04/15 08:20:56] ppdet.engine INFO: Epoch: [29] [5100/7329] learning_rate: 0.000100 loss_class: 0.598965 loss_bbox: 0.150996 loss_giou: 0.385942 loss_class_aux: 3.832818 loss_bbox_aux: 0.949410 loss_giou_aux: 2.421723 loss_class_dn: 0.336945 loss_bbox_dn: 0.169474 loss_giou_dn: 0.375684 loss_class_aux_dn: 1.775762 loss_bbox_aux_dn: 0.980244 loss_giou_aux_dn: 2.086907 loss: 13.984886 eta: 1 day, 23:50:43 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3574 images/s [04/15 08:21:36] ppdet.engine INFO: Epoch: [29] [5200/7329] learning_rate: 0.000100 loss_class: 0.543739 loss_bbox: 0.131577 loss_giou: 0.310693 loss_class_aux: 3.557325 loss_bbox_aux: 0.844654 loss_giou_aux: 1.928329 loss_class_dn: 0.292889 loss_bbox_dn: 0.148531 loss_giou_dn: 0.317104 loss_class_aux_dn: 1.593742 loss_bbox_aux_dn: 0.877222 loss_giou_aux_dn: 1.749866 loss: 12.588384 eta: 1 day, 23:50:07 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2561 images/s [04/15 08:22:15] ppdet.engine INFO: Epoch: [29] [5300/7329] learning_rate: 0.000100 loss_class: 0.541054 loss_bbox: 0.142617 loss_giou: 0.360904 loss_class_aux: 3.635864 loss_bbox_aux: 0.887245 loss_giou_aux: 2.344198 loss_class_dn: 0.308466 loss_bbox_dn: 0.160526 loss_giou_dn: 0.363588 loss_class_aux_dn: 1.673850 loss_bbox_aux_dn: 0.940089 loss_giou_aux_dn: 2.005661 loss: 13.764316 eta: 1 day, 23:49:32 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2585 images/s [04/15 08:22:54] ppdet.engine INFO: Epoch: [29] [5400/7329] learning_rate: 0.000100 loss_class: 0.559114 loss_bbox: 0.131138 loss_giou: 0.415110 loss_class_aux: 3.679050 loss_bbox_aux: 0.899272 loss_giou_aux: 2.642588 loss_class_dn: 0.310827 loss_bbox_dn: 0.156827 loss_giou_dn: 0.384891 loss_class_aux_dn: 1.678612 loss_bbox_aux_dn: 0.929052 loss_giou_aux_dn: 2.122704 loss: 14.001481 eta: 1 day, 23:48:56 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3140 images/s [04/15 08:23:34] ppdet.engine INFO: Epoch: [29] [5500/7329] learning_rate: 0.000100 loss_class: 0.614336 loss_bbox: 0.153864 loss_giou: 0.465354 loss_class_aux: 3.983247 loss_bbox_aux: 0.995354 loss_giou_aux: 2.979190 loss_class_dn: 0.387408 loss_bbox_dn: 0.174338 loss_giou_dn: 0.436842 loss_class_aux_dn: 2.081100 loss_bbox_aux_dn: 0.984527 loss_giou_aux_dn: 2.432406 loss: 16.711063 eta: 1 day, 23:48:20 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3628 images/s [04/15 08:24:13] ppdet.engine INFO: Epoch: [29] [5600/7329] learning_rate: 0.000100 loss_class: 0.628088 loss_bbox: 0.160281 loss_giou: 0.396668 loss_class_aux: 3.957033 loss_bbox_aux: 1.002930 loss_giou_aux: 2.511662 loss_class_dn: 0.340199 loss_bbox_dn: 0.181861 loss_giou_dn: 0.387152 loss_class_aux_dn: 1.836457 loss_bbox_aux_dn: 1.090935 loss_giou_aux_dn: 2.137630 loss: 14.790570 eta: 1 day, 23:47:45 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2372 images/s [04/15 08:24:53] ppdet.engine INFO: Epoch: [29] [5700/7329] learning_rate: 0.000100 loss_class: 0.608008 loss_bbox: 0.133360 loss_giou: 0.389052 loss_class_aux: 3.909969 loss_bbox_aux: 0.902583 loss_giou_aux: 2.473892 loss_class_dn: 0.332188 loss_bbox_dn: 0.166385 loss_giou_dn: 0.394648 loss_class_aux_dn: 1.792520 loss_bbox_aux_dn: 1.003496 loss_giou_aux_dn: 2.142802 loss: 14.667967 eta: 1 day, 23:47:10 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3229 images/s [04/15 08:25:32] ppdet.engine INFO: Epoch: [29] [5800/7329] learning_rate: 0.000100 loss_class: 0.553759 loss_bbox: 0.130797 loss_giou: 0.382525 loss_class_aux: 3.487987 loss_bbox_aux: 0.827760 loss_giou_aux: 2.402021 loss_class_dn: 0.301522 loss_bbox_dn: 0.133512 loss_giou_dn: 0.350518 loss_class_aux_dn: 1.615222 loss_bbox_aux_dn: 0.800940 loss_giou_aux_dn: 1.941542 loss: 12.872828 eta: 1 day, 23:46:35 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2130 images/s [04/15 08:26:12] ppdet.engine INFO: Epoch: [29] [5900/7329] learning_rate: 0.000100 loss_class: 0.611170 loss_bbox: 0.135769 loss_giou: 0.405589 loss_class_aux: 3.756477 loss_bbox_aux: 0.893919 loss_giou_aux: 2.590443 loss_class_dn: 0.328392 loss_bbox_dn: 0.157357 loss_giou_dn: 0.402982 loss_class_aux_dn: 1.742347 loss_bbox_aux_dn: 0.931078 loss_giou_aux_dn: 2.171809 loss: 14.517250 eta: 1 day, 23:46:00 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2306 images/s [04/15 08:26:52] ppdet.engine INFO: Epoch: [29] [6000/7329] learning_rate: 0.000100 loss_class: 0.558242 loss_bbox: 0.128532 loss_giou: 0.354866 loss_class_aux: 3.505293 loss_bbox_aux: 0.851123 loss_giou_aux: 2.248778 loss_class_dn: 0.291332 loss_bbox_dn: 0.138982 loss_giou_dn: 0.340808 loss_class_aux_dn: 1.549210 loss_bbox_aux_dn: 0.833810 loss_giou_aux_dn: 1.837104 loss: 12.621655 eta: 1 day, 23:45:24 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2809 images/s [04/15 08:27:31] ppdet.engine INFO: Epoch: [29] [6100/7329] learning_rate: 0.000100 loss_class: 0.594861 loss_bbox: 0.146429 loss_giou: 0.362996 loss_class_aux: 3.878357 loss_bbox_aux: 1.008242 loss_giou_aux: 2.291633 loss_class_dn: 0.344897 loss_bbox_dn: 0.165463 loss_giou_dn: 0.382908 loss_class_aux_dn: 1.835991 loss_bbox_aux_dn: 0.951819 loss_giou_aux_dn: 2.083646 loss: 15.559668 eta: 1 day, 23:44:48 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3708 images/s [04/15 08:28:10] ppdet.engine INFO: Epoch: [29] [6200/7329] learning_rate: 0.000100 loss_class: 0.582671 loss_bbox: 0.137155 loss_giou: 0.301580 loss_class_aux: 3.694790 loss_bbox_aux: 0.914833 loss_giou_aux: 1.926333 loss_class_dn: 0.318494 loss_bbox_dn: 0.151502 loss_giou_dn: 0.353975 loss_class_aux_dn: 1.692647 loss_bbox_aux_dn: 0.893287 loss_giou_aux_dn: 1.957998 loss: 14.074978 eta: 1 day, 23:44:13 batch_cost: 0.3544 data_cost: 0.0015 ips: 11.2875 images/s [04/15 08:28:50] ppdet.engine INFO: Epoch: [29] [6300/7329] learning_rate: 0.000100 loss_class: 0.565366 loss_bbox: 0.130699 loss_giou: 0.341783 loss_class_aux: 3.690483 loss_bbox_aux: 0.908869 loss_giou_aux: 2.226847 loss_class_dn: 0.292307 loss_bbox_dn: 0.145934 loss_giou_dn: 0.319725 loss_class_aux_dn: 1.571390 loss_bbox_aux_dn: 0.857359 loss_giou_aux_dn: 1.744099 loss: 13.301655 eta: 1 day, 23:43:37 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3164 images/s [04/15 08:29:29] ppdet.engine INFO: Epoch: [29] [6400/7329] learning_rate: 0.000100 loss_class: 0.622539 loss_bbox: 0.137460 loss_giou: 0.404881 loss_class_aux: 4.051268 loss_bbox_aux: 0.948946 loss_giou_aux: 2.611285 loss_class_dn: 0.381744 loss_bbox_dn: 0.168621 loss_giou_dn: 0.389203 loss_class_aux_dn: 2.005037 loss_bbox_aux_dn: 1.033304 loss_giou_aux_dn: 2.139335 loss: 14.856434 eta: 1 day, 23:43:01 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3289 images/s [04/15 08:30:08] ppdet.engine INFO: Epoch: [29] [6500/7329] learning_rate: 0.000100 loss_class: 0.626016 loss_bbox: 0.153328 loss_giou: 0.394526 loss_class_aux: 3.886329 loss_bbox_aux: 1.020661 loss_giou_aux: 2.570037 loss_class_dn: 0.355573 loss_bbox_dn: 0.172852 loss_giou_dn: 0.397277 loss_class_aux_dn: 1.867492 loss_bbox_aux_dn: 1.021361 loss_giou_aux_dn: 2.158005 loss: 15.321333 eta: 1 day, 23:42:25 batch_cost: 0.3504 data_cost: 0.0016 ips: 11.4167 images/s [04/15 08:30:48] ppdet.engine INFO: Epoch: [29] [6600/7329] learning_rate: 0.000100 loss_class: 0.607308 loss_bbox: 0.126896 loss_giou: 0.383407 loss_class_aux: 3.780897 loss_bbox_aux: 0.805794 loss_giou_aux: 2.364120 loss_class_dn: 0.316221 loss_bbox_dn: 0.140444 loss_giou_dn: 0.365068 loss_class_aux_dn: 1.689815 loss_bbox_aux_dn: 0.833543 loss_giou_aux_dn: 2.014857 loss: 13.958662 eta: 1 day, 23:41:50 batch_cost: 0.3569 data_cost: 0.0017 ips: 11.2089 images/s [04/15 08:31:28] ppdet.engine INFO: Epoch: [29] [6700/7329] learning_rate: 0.000100 loss_class: 0.655292 loss_bbox: 0.159008 loss_giou: 0.447274 loss_class_aux: 4.287430 loss_bbox_aux: 1.033565 loss_giou_aux: 2.892020 loss_class_dn: 0.375879 loss_bbox_dn: 0.178282 loss_giou_dn: 0.441749 loss_class_aux_dn: 2.007786 loss_bbox_aux_dn: 1.025548 loss_giou_aux_dn: 2.468933 loss: 16.567202 eta: 1 day, 23:41:16 batch_cost: 0.3587 data_cost: 0.0016 ips: 11.1528 images/s [04/15 08:32:07] ppdet.engine INFO: Epoch: [29] [6800/7329] learning_rate: 0.000100 loss_class: 0.611866 loss_bbox: 0.140579 loss_giou: 0.409813 loss_class_aux: 3.885600 loss_bbox_aux: 0.940924 loss_giou_aux: 2.556649 loss_class_dn: 0.330046 loss_bbox_dn: 0.153580 loss_giou_dn: 0.397191 loss_class_aux_dn: 1.770521 loss_bbox_aux_dn: 0.939230 loss_giou_aux_dn: 2.211329 loss: 14.832609 eta: 1 day, 23:40:40 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3713 images/s [04/15 08:32:46] ppdet.engine INFO: Epoch: [29] [6900/7329] learning_rate: 0.000100 loss_class: 0.594175 loss_bbox: 0.138262 loss_giou: 0.387164 loss_class_aux: 3.813412 loss_bbox_aux: 0.965498 loss_giou_aux: 2.389103 loss_class_dn: 0.351979 loss_bbox_dn: 0.170640 loss_giou_dn: 0.375062 loss_class_aux_dn: 1.848327 loss_bbox_aux_dn: 1.012272 loss_giou_aux_dn: 2.038600 loss: 14.649849 eta: 1 day, 23:40:04 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2579 images/s [04/15 08:33:26] ppdet.engine INFO: Epoch: [29] [7000/7329] learning_rate: 0.000100 loss_class: 0.616958 loss_bbox: 0.123792 loss_giou: 0.446671 loss_class_aux: 3.793634 loss_bbox_aux: 0.838491 loss_giou_aux: 2.790800 loss_class_dn: 0.337442 loss_bbox_dn: 0.128415 loss_giou_dn: 0.421765 loss_class_aux_dn: 1.822160 loss_bbox_aux_dn: 0.737003 loss_giou_aux_dn: 2.284402 loss: 15.204325 eta: 1 day, 23:39:29 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2826 images/s [04/15 08:34:05] ppdet.engine INFO: Epoch: [29] [7100/7329] learning_rate: 0.000100 loss_class: 0.559880 loss_bbox: 0.124985 loss_giou: 0.347812 loss_class_aux: 3.642836 loss_bbox_aux: 0.838742 loss_giou_aux: 2.142586 loss_class_dn: 0.318276 loss_bbox_dn: 0.133859 loss_giou_dn: 0.355941 loss_class_aux_dn: 1.723662 loss_bbox_aux_dn: 0.773470 loss_giou_aux_dn: 1.968883 loss: 13.705387 eta: 1 day, 23:38:52 batch_cost: 0.3499 data_cost: 0.0017 ips: 11.4307 images/s [04/15 08:34:44] ppdet.engine INFO: Epoch: [29] [7200/7329] learning_rate: 0.000100 loss_class: 0.614256 loss_bbox: 0.144791 loss_giou: 0.379339 loss_class_aux: 3.926368 loss_bbox_aux: 0.913427 loss_giou_aux: 2.465127 loss_class_dn: 0.334463 loss_bbox_dn: 0.165172 loss_giou_dn: 0.395458 loss_class_aux_dn: 1.861395 loss_bbox_aux_dn: 0.946219 loss_giou_aux_dn: 2.214118 loss: 14.895795 eta: 1 day, 23:38:16 batch_cost: 0.3495 data_cost: 0.0016 ips: 11.4460 images/s [04/15 08:35:23] ppdet.engine INFO: Epoch: [29] [7300/7329] learning_rate: 0.000100 loss_class: 0.578108 loss_bbox: 0.139317 loss_giou: 0.396427 loss_class_aux: 3.643644 loss_bbox_aux: 0.955666 loss_giou_aux: 2.539505 loss_class_dn: 0.348870 loss_bbox_dn: 0.171324 loss_giou_dn: 0.379713 loss_class_aux_dn: 1.884002 loss_bbox_aux_dn: 1.030276 loss_giou_aux_dn: 2.156275 loss: 15.259102 eta: 1 day, 23:37:40 batch_cost: 0.3511 data_cost: 0.0018 ips: 11.3930 images/s [04/15 08:35:37] ppdet.engine INFO: Eval iter: 0 [04/15 08:35:49] ppdet.engine INFO: Eval iter: 100 [04/15 08:36:02] ppdet.engine INFO: Eval iter: 200 [04/15 08:36:14] ppdet.engine INFO: Eval iter: 300 [04/15 08:36:26] ppdet.engine INFO: Eval iter: 400 [04/15 08:36:38] ppdet.engine INFO: Eval iter: 500 [04/15 08:36:51] ppdet.engine INFO: Eval iter: 600 [04/15 08:37:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 08:37:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.60s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.96s). Accumulating evaluation results... DONE (t=16.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.721 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 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 ] = 0.721 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 ] = 0.658 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 ] = 0.545 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.776 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/15 08:38:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.93827001157979 [04/15 08:38:57] ppdet.engine INFO: Best test bbox ap is 0.537. [04/15 08:38:59] ppdet.engine INFO: Epoch: [30] [ 0/7329] learning_rate: 0.000100 loss_class: 0.566338 loss_bbox: 0.141463 loss_giou: 0.384122 loss_class_aux: 3.608830 loss_bbox_aux: 0.920798 loss_giou_aux: 2.487800 loss_class_dn: 0.327533 loss_bbox_dn: 0.160697 loss_giou_dn: 0.356720 loss_class_aux_dn: 1.779396 loss_bbox_aux_dn: 0.933026 loss_giou_aux_dn: 2.000834 loss: 14.375429 eta: 1 day, 23:37:29 batch_cost: 0.3509 data_cost: 0.0018 ips: 11.3992 images/s [04/15 08:39:38] ppdet.engine INFO: Epoch: [30] [ 100/7329] learning_rate: 0.000100 loss_class: 0.560268 loss_bbox: 0.135159 loss_giou: 0.404910 loss_class_aux: 3.579674 loss_bbox_aux: 0.904832 loss_giou_aux: 2.494728 loss_class_dn: 0.329687 loss_bbox_dn: 0.159985 loss_giou_dn: 0.395440 loss_class_aux_dn: 1.719150 loss_bbox_aux_dn: 0.953431 loss_giou_aux_dn: 2.195805 loss: 13.837770 eta: 1 day, 23:36:53 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3548 images/s [04/15 08:40:18] ppdet.engine INFO: Epoch: [30] [ 200/7329] learning_rate: 0.000100 loss_class: 0.574093 loss_bbox: 0.135290 loss_giou: 0.402437 loss_class_aux: 3.744059 loss_bbox_aux: 0.894493 loss_giou_aux: 2.550383 loss_class_dn: 0.344182 loss_bbox_dn: 0.156889 loss_giou_dn: 0.415698 loss_class_aux_dn: 1.862370 loss_bbox_aux_dn: 0.964843 loss_giou_aux_dn: 2.363626 loss: 15.089314 eta: 1 day, 23:36:18 batch_cost: 0.3545 data_cost: 0.0015 ips: 11.2831 images/s [04/15 08:40:57] ppdet.engine INFO: Epoch: [30] [ 300/7329] learning_rate: 0.000100 loss_class: 0.578177 loss_bbox: 0.136869 loss_giou: 0.417422 loss_class_aux: 3.761089 loss_bbox_aux: 0.903575 loss_giou_aux: 2.669575 loss_class_dn: 0.318059 loss_bbox_dn: 0.154135 loss_giou_dn: 0.386473 loss_class_aux_dn: 1.718434 loss_bbox_aux_dn: 0.875262 loss_giou_aux_dn: 2.139009 loss: 14.991880 eta: 1 day, 23:35:43 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2252 images/s [04/15 08:41:36] ppdet.engine INFO: Epoch: [30] [ 400/7329] learning_rate: 0.000100 loss_class: 0.559880 loss_bbox: 0.147540 loss_giou: 0.430202 loss_class_aux: 3.663635 loss_bbox_aux: 0.905822 loss_giou_aux: 2.721580 loss_class_dn: 0.332333 loss_bbox_dn: 0.161709 loss_giou_dn: 0.387164 loss_class_aux_dn: 1.790827 loss_bbox_aux_dn: 0.934826 loss_giou_aux_dn: 2.143891 loss: 14.776251 eta: 1 day, 23:35:06 batch_cost: 0.3486 data_cost: 0.0015 ips: 11.4745 images/s [04/15 08:42:16] ppdet.engine INFO: Epoch: [30] [ 500/7329] learning_rate: 0.000100 loss_class: 0.582689 loss_bbox: 0.137099 loss_giou: 0.388841 loss_class_aux: 3.884802 loss_bbox_aux: 0.856540 loss_giou_aux: 2.478161 loss_class_dn: 0.334006 loss_bbox_dn: 0.151051 loss_giou_dn: 0.374366 loss_class_aux_dn: 1.783858 loss_bbox_aux_dn: 0.872811 loss_giou_aux_dn: 2.057858 loss: 14.439116 eta: 1 day, 23:34:31 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2516 images/s [04/15 08:42:56] ppdet.engine INFO: Epoch: [30] [ 600/7329] learning_rate: 0.000100 loss_class: 0.674553 loss_bbox: 0.164245 loss_giou: 0.389658 loss_class_aux: 4.288235 loss_bbox_aux: 1.014888 loss_giou_aux: 2.542698 loss_class_dn: 0.387453 loss_bbox_dn: 0.161980 loss_giou_dn: 0.392069 loss_class_aux_dn: 2.048887 loss_bbox_aux_dn: 0.931998 loss_giou_aux_dn: 2.283720 loss: 16.197050 eta: 1 day, 23:33:56 batch_cost: 0.3577 data_cost: 0.0016 ips: 11.1839 images/s [04/15 08:43:35] ppdet.engine INFO: Epoch: [30] [ 700/7329] learning_rate: 0.000100 loss_class: 0.557768 loss_bbox: 0.144298 loss_giou: 0.345323 loss_class_aux: 3.713761 loss_bbox_aux: 0.917548 loss_giou_aux: 2.200625 loss_class_dn: 0.312651 loss_bbox_dn: 0.154711 loss_giou_dn: 0.332455 loss_class_aux_dn: 1.631712 loss_bbox_aux_dn: 0.919546 loss_giou_aux_dn: 1.906283 loss: 13.359619 eta: 1 day, 23:33:21 batch_cost: 0.3560 data_cost: 0.0015 ips: 11.2363 images/s [04/15 08:44:15] ppdet.engine INFO: Epoch: [30] [ 800/7329] learning_rate: 0.000100 loss_class: 0.559879 loss_bbox: 0.134720 loss_giou: 0.333623 loss_class_aux: 3.574338 loss_bbox_aux: 0.900937 loss_giou_aux: 2.150467 loss_class_dn: 0.320266 loss_bbox_dn: 0.147946 loss_giou_dn: 0.337542 loss_class_aux_dn: 1.719089 loss_bbox_aux_dn: 0.907272 loss_giou_aux_dn: 1.856239 loss: 13.211740 eta: 1 day, 23:32:46 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3021 images/s [04/15 08:44:54] ppdet.engine INFO: Epoch: [30] [ 900/7329] learning_rate: 0.000100 loss_class: 0.581868 loss_bbox: 0.153296 loss_giou: 0.384374 loss_class_aux: 3.775847 loss_bbox_aux: 0.981437 loss_giou_aux: 2.399702 loss_class_dn: 0.338301 loss_bbox_dn: 0.161587 loss_giou_dn: 0.387319 loss_class_aux_dn: 1.827135 loss_bbox_aux_dn: 0.946854 loss_giou_aux_dn: 2.122781 loss: 15.124815 eta: 1 day, 23:32:10 batch_cost: 0.3547 data_cost: 0.0017 ips: 11.2786 images/s [04/15 08:45:33] ppdet.engine INFO: Epoch: [30] [1000/7329] learning_rate: 0.000100 loss_class: 0.585889 loss_bbox: 0.138757 loss_giou: 0.365684 loss_class_aux: 3.755353 loss_bbox_aux: 0.854793 loss_giou_aux: 2.312116 loss_class_dn: 0.326882 loss_bbox_dn: 0.154084 loss_giou_dn: 0.379760 loss_class_aux_dn: 1.790949 loss_bbox_aux_dn: 0.909366 loss_giou_aux_dn: 2.091524 loss: 14.849901 eta: 1 day, 23:31:34 batch_cost: 0.3497 data_cost: 0.0016 ips: 11.4398 images/s [04/15 08:46:13] ppdet.engine INFO: Epoch: [30] [1100/7329] learning_rate: 0.000100 loss_class: 0.546873 loss_bbox: 0.116644 loss_giou: 0.337855 loss_class_aux: 3.471690 loss_bbox_aux: 0.770877 loss_giou_aux: 2.159791 loss_class_dn: 0.291227 loss_bbox_dn: 0.134551 loss_giou_dn: 0.337722 loss_class_aux_dn: 1.599434 loss_bbox_aux_dn: 0.783120 loss_giou_aux_dn: 1.857538 loss: 13.119481 eta: 1 day, 23:30:58 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3016 images/s [04/15 08:46:52] ppdet.engine INFO: Epoch: [30] [1200/7329] learning_rate: 0.000100 loss_class: 0.522300 loss_bbox: 0.134680 loss_giou: 0.304813 loss_class_aux: 3.535983 loss_bbox_aux: 0.840330 loss_giou_aux: 1.921440 loss_class_dn: 0.311233 loss_bbox_dn: 0.154322 loss_giou_dn: 0.338125 loss_class_aux_dn: 1.664506 loss_bbox_aux_dn: 0.905616 loss_giou_aux_dn: 1.847035 loss: 13.572876 eta: 1 day, 23:30:23 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2922 images/s [04/15 08:47:31] ppdet.engine INFO: Epoch: [30] [1300/7329] learning_rate: 0.000100 loss_class: 0.490773 loss_bbox: 0.118177 loss_giou: 0.336939 loss_class_aux: 3.228003 loss_bbox_aux: 0.790678 loss_giou_aux: 2.118831 loss_class_dn: 0.284345 loss_bbox_dn: 0.131576 loss_giou_dn: 0.322857 loss_class_aux_dn: 1.576766 loss_bbox_aux_dn: 0.817629 loss_giou_aux_dn: 1.808279 loss: 11.812307 eta: 1 day, 23:29:46 batch_cost: 0.3514 data_cost: 0.0016 ips: 11.3843 images/s [04/15 08:48:11] ppdet.engine INFO: Epoch: [30] [1400/7329] learning_rate: 0.000100 loss_class: 0.547012 loss_bbox: 0.144781 loss_giou: 0.364228 loss_class_aux: 3.627921 loss_bbox_aux: 0.939531 loss_giou_aux: 2.203507 loss_class_dn: 0.318434 loss_bbox_dn: 0.153526 loss_giou_dn: 0.340805 loss_class_aux_dn: 1.712086 loss_bbox_aux_dn: 0.883402 loss_giou_aux_dn: 1.870148 loss: 13.573627 eta: 1 day, 23:29:11 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2734 images/s [04/15 08:48:50] ppdet.engine INFO: Epoch: [30] [1500/7329] learning_rate: 0.000100 loss_class: 0.604794 loss_bbox: 0.153313 loss_giou: 0.448399 loss_class_aux: 3.941440 loss_bbox_aux: 0.989183 loss_giou_aux: 2.834077 loss_class_dn: 0.350060 loss_bbox_dn: 0.170404 loss_giou_dn: 0.422916 loss_class_aux_dn: 1.847910 loss_bbox_aux_dn: 1.003595 loss_giou_aux_dn: 2.332967 loss: 15.721313 eta: 1 day, 23:28:35 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3169 images/s [04/15 08:49:29] ppdet.engine INFO: Epoch: [30] [1600/7329] learning_rate: 0.000100 loss_class: 0.501202 loss_bbox: 0.126412 loss_giou: 0.334136 loss_class_aux: 3.439884 loss_bbox_aux: 0.825197 loss_giou_aux: 2.067839 loss_class_dn: 0.284484 loss_bbox_dn: 0.141715 loss_giou_dn: 0.298325 loss_class_aux_dn: 1.544201 loss_bbox_aux_dn: 0.835608 loss_giou_aux_dn: 1.619707 loss: 12.314407 eta: 1 day, 23:27:59 batch_cost: 0.3496 data_cost: 0.0016 ips: 11.4406 images/s [04/15 08:50:09] ppdet.engine INFO: Epoch: [30] [1700/7329] learning_rate: 0.000100 loss_class: 0.600789 loss_bbox: 0.134386 loss_giou: 0.424537 loss_class_aux: 3.854764 loss_bbox_aux: 0.894762 loss_giou_aux: 2.799520 loss_class_dn: 0.349292 loss_bbox_dn: 0.151370 loss_giou_dn: 0.418444 loss_class_aux_dn: 1.833564 loss_bbox_aux_dn: 0.892822 loss_giou_aux_dn: 2.366197 loss: 15.113761 eta: 1 day, 23:27:24 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2489 images/s [04/15 08:50:48] ppdet.engine INFO: Epoch: [30] [1800/7329] learning_rate: 0.000100 loss_class: 0.609569 loss_bbox: 0.153808 loss_giou: 0.413958 loss_class_aux: 3.883402 loss_bbox_aux: 0.944014 loss_giou_aux: 2.587072 loss_class_dn: 0.352732 loss_bbox_dn: 0.155055 loss_giou_dn: 0.410568 loss_class_aux_dn: 1.859614 loss_bbox_aux_dn: 0.888500 loss_giou_aux_dn: 2.213241 loss: 15.076572 eta: 1 day, 23:26:49 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2231 images/s [04/15 08:51:28] ppdet.engine INFO: Epoch: [30] [1900/7329] learning_rate: 0.000100 loss_class: 0.596607 loss_bbox: 0.141892 loss_giou: 0.334979 loss_class_aux: 3.796305 loss_bbox_aux: 0.951842 loss_giou_aux: 2.171423 loss_class_dn: 0.321589 loss_bbox_dn: 0.182590 loss_giou_dn: 0.345784 loss_class_aux_dn: 1.701675 loss_bbox_aux_dn: 1.078512 loss_giou_aux_dn: 1.979250 loss: 14.861389 eta: 1 day, 23:26:14 batch_cost: 0.3566 data_cost: 0.0016 ips: 11.2175 images/s [04/15 08:52:07] ppdet.engine INFO: Epoch: [30] [2000/7329] learning_rate: 0.000100 loss_class: 0.650141 loss_bbox: 0.146273 loss_giou: 0.428796 loss_class_aux: 4.093054 loss_bbox_aux: 0.928023 loss_giou_aux: 2.662626 loss_class_dn: 0.351737 loss_bbox_dn: 0.158576 loss_giou_dn: 0.411203 loss_class_aux_dn: 1.893055 loss_bbox_aux_dn: 0.919729 loss_giou_aux_dn: 2.281897 loss: 16.219740 eta: 1 day, 23:25:38 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3601 images/s [04/15 08:52:46] ppdet.engine INFO: Epoch: [30] [2100/7329] learning_rate: 0.000100 loss_class: 0.554474 loss_bbox: 0.134282 loss_giou: 0.413508 loss_class_aux: 3.610885 loss_bbox_aux: 0.895737 loss_giou_aux: 2.553061 loss_class_dn: 0.328169 loss_bbox_dn: 0.141803 loss_giou_dn: 0.388469 loss_class_aux_dn: 1.764427 loss_bbox_aux_dn: 0.888216 loss_giou_aux_dn: 2.109655 loss: 14.198351 eta: 1 day, 23:25:02 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3828 images/s [04/15 08:53:25] ppdet.engine INFO: Epoch: [30] [2200/7329] learning_rate: 0.000100 loss_class: 0.556083 loss_bbox: 0.125989 loss_giou: 0.386710 loss_class_aux: 3.425332 loss_bbox_aux: 0.818427 loss_giou_aux: 2.499962 loss_class_dn: 0.316890 loss_bbox_dn: 0.137700 loss_giou_dn: 0.384040 loss_class_aux_dn: 1.700267 loss_bbox_aux_dn: 0.844606 loss_giou_aux_dn: 2.194047 loss: 13.687090 eta: 1 day, 23:24:26 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3700 images/s [04/15 08:54:05] ppdet.engine INFO: Epoch: [30] [2300/7329] learning_rate: 0.000100 loss_class: 0.602962 loss_bbox: 0.147568 loss_giou: 0.346715 loss_class_aux: 3.778064 loss_bbox_aux: 0.979417 loss_giou_aux: 2.226569 loss_class_dn: 0.319515 loss_bbox_dn: 0.182802 loss_giou_dn: 0.357850 loss_class_aux_dn: 1.718710 loss_bbox_aux_dn: 1.010198 loss_giou_aux_dn: 1.991314 loss: 14.196420 eta: 1 day, 23:23:50 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3518 images/s [04/15 08:54:44] ppdet.engine INFO: Epoch: [30] [2400/7329] learning_rate: 0.000100 loss_class: 0.562640 loss_bbox: 0.133458 loss_giou: 0.379851 loss_class_aux: 3.593836 loss_bbox_aux: 0.907101 loss_giou_aux: 2.509802 loss_class_dn: 0.343020 loss_bbox_dn: 0.139591 loss_giou_dn: 0.377943 loss_class_aux_dn: 1.832870 loss_bbox_aux_dn: 0.841533 loss_giou_aux_dn: 2.102500 loss: 14.456371 eta: 1 day, 23:23:14 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3314 images/s [04/15 08:55:23] ppdet.engine INFO: Epoch: [30] [2500/7329] learning_rate: 0.000100 loss_class: 0.631165 loss_bbox: 0.141256 loss_giou: 0.400515 loss_class_aux: 4.131614 loss_bbox_aux: 0.897650 loss_giou_aux: 2.628798 loss_class_dn: 0.354941 loss_bbox_dn: 0.152343 loss_giou_dn: 0.431921 loss_class_aux_dn: 1.879544 loss_bbox_aux_dn: 0.878617 loss_giou_aux_dn: 2.392215 loss: 15.522923 eta: 1 day, 23:22:38 batch_cost: 0.3507 data_cost: 0.0016 ips: 11.4070 images/s [04/15 08:56:02] ppdet.engine INFO: Epoch: [30] [2600/7329] learning_rate: 0.000100 loss_class: 0.577508 loss_bbox: 0.116969 loss_giou: 0.395498 loss_class_aux: 3.791539 loss_bbox_aux: 0.816577 loss_giou_aux: 2.354501 loss_class_dn: 0.318278 loss_bbox_dn: 0.150319 loss_giou_dn: 0.367502 loss_class_aux_dn: 1.751503 loss_bbox_aux_dn: 0.873818 loss_giou_aux_dn: 2.059473 loss: 13.682463 eta: 1 day, 23:22:02 batch_cost: 0.3531 data_cost: 0.0017 ips: 11.3278 images/s [04/15 08:56:42] ppdet.engine INFO: Epoch: [30] [2700/7329] learning_rate: 0.000100 loss_class: 0.655380 loss_bbox: 0.131024 loss_giou: 0.364876 loss_class_aux: 4.181807 loss_bbox_aux: 0.899352 loss_giou_aux: 2.318225 loss_class_dn: 0.362125 loss_bbox_dn: 0.168678 loss_giou_dn: 0.412633 loss_class_aux_dn: 1.912891 loss_bbox_aux_dn: 0.992632 loss_giou_aux_dn: 2.294808 loss: 15.205476 eta: 1 day, 23:21:26 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3869 images/s [04/15 08:57:21] ppdet.engine INFO: Epoch: [30] [2800/7329] learning_rate: 0.000100 loss_class: 0.576430 loss_bbox: 0.150525 loss_giou: 0.395669 loss_class_aux: 3.779749 loss_bbox_aux: 0.975132 loss_giou_aux: 2.551914 loss_class_dn: 0.348566 loss_bbox_dn: 0.151608 loss_giou_dn: 0.393591 loss_class_aux_dn: 1.828729 loss_bbox_aux_dn: 0.882187 loss_giou_aux_dn: 2.198065 loss: 13.711664 eta: 1 day, 23:20:51 batch_cost: 0.3556 data_cost: 0.0018 ips: 11.2489 images/s [04/15 08:58:00] ppdet.engine INFO: Epoch: [30] [2900/7329] learning_rate: 0.000100 loss_class: 0.607288 loss_bbox: 0.132186 loss_giou: 0.374484 loss_class_aux: 3.949852 loss_bbox_aux: 0.899607 loss_giou_aux: 2.247933 loss_class_dn: 0.322880 loss_bbox_dn: 0.152845 loss_giou_dn: 0.357089 loss_class_aux_dn: 1.753033 loss_bbox_aux_dn: 0.856219 loss_giou_aux_dn: 1.992569 loss: 14.282495 eta: 1 day, 23:20:15 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3251 images/s [04/15 08:58:40] ppdet.engine INFO: Epoch: [30] [3000/7329] learning_rate: 0.000100 loss_class: 0.594440 loss_bbox: 0.137180 loss_giou: 0.391877 loss_class_aux: 3.660915 loss_bbox_aux: 0.891764 loss_giou_aux: 2.533567 loss_class_dn: 0.326985 loss_bbox_dn: 0.162524 loss_giou_dn: 0.395058 loss_class_aux_dn: 1.805463 loss_bbox_aux_dn: 0.961113 loss_giou_aux_dn: 2.217597 loss: 14.498741 eta: 1 day, 23:19:39 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3441 images/s [04/15 08:59:19] ppdet.engine INFO: Epoch: [30] [3100/7329] learning_rate: 0.000100 loss_class: 0.628791 loss_bbox: 0.149107 loss_giou: 0.416119 loss_class_aux: 3.964049 loss_bbox_aux: 0.967147 loss_giou_aux: 2.621484 loss_class_dn: 0.370013 loss_bbox_dn: 0.184892 loss_giou_dn: 0.430374 loss_class_aux_dn: 2.035129 loss_bbox_aux_dn: 1.062267 loss_giou_aux_dn: 2.374260 loss: 15.925541 eta: 1 day, 23:19:03 batch_cost: 0.3510 data_cost: 0.0016 ips: 11.3970 images/s [04/15 08:59:58] ppdet.engine INFO: Epoch: [30] [3200/7329] learning_rate: 0.000100 loss_class: 0.521716 loss_bbox: 0.132662 loss_giou: 0.336604 loss_class_aux: 3.285729 loss_bbox_aux: 0.874531 loss_giou_aux: 2.191648 loss_class_dn: 0.289818 loss_bbox_dn: 0.137104 loss_giou_dn: 0.368005 loss_class_aux_dn: 1.572552 loss_bbox_aux_dn: 0.841715 loss_giou_aux_dn: 2.026364 loss: 13.400910 eta: 1 day, 23:18:28 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2136 images/s [04/15 09:00:38] ppdet.engine INFO: Epoch: [30] [3300/7329] learning_rate: 0.000100 loss_class: 0.571803 loss_bbox: 0.130987 loss_giou: 0.411045 loss_class_aux: 3.750361 loss_bbox_aux: 0.855410 loss_giou_aux: 2.682794 loss_class_dn: 0.315308 loss_bbox_dn: 0.150590 loss_giou_dn: 0.420291 loss_class_aux_dn: 1.690483 loss_bbox_aux_dn: 0.876764 loss_giou_aux_dn: 2.307660 loss: 14.738357 eta: 1 day, 23:17:53 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2904 images/s [04/15 09:01:18] ppdet.engine INFO: Epoch: [30] [3400/7329] learning_rate: 0.000100 loss_class: 0.589838 loss_bbox: 0.146072 loss_giou: 0.396589 loss_class_aux: 3.973767 loss_bbox_aux: 0.949529 loss_giou_aux: 2.488428 loss_class_dn: 0.341226 loss_bbox_dn: 0.159337 loss_giou_dn: 0.395321 loss_class_aux_dn: 1.842079 loss_bbox_aux_dn: 0.971096 loss_giou_aux_dn: 2.170774 loss: 14.664907 eta: 1 day, 23:17:18 batch_cost: 0.3587 data_cost: 0.0016 ips: 11.1526 images/s [04/15 09:01:57] ppdet.engine INFO: Epoch: [30] [3500/7329] learning_rate: 0.000100 loss_class: 0.596037 loss_bbox: 0.135853 loss_giou: 0.393649 loss_class_aux: 3.835408 loss_bbox_aux: 0.903448 loss_giou_aux: 2.532886 loss_class_dn: 0.311633 loss_bbox_dn: 0.155986 loss_giou_dn: 0.391249 loss_class_aux_dn: 1.703260 loss_bbox_aux_dn: 0.945241 loss_giou_aux_dn: 2.161475 loss: 14.250360 eta: 1 day, 23:16:43 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2401 images/s [04/15 09:02:37] ppdet.engine INFO: Epoch: [30] [3600/7329] learning_rate: 0.000100 loss_class: 0.602231 loss_bbox: 0.142224 loss_giou: 0.380735 loss_class_aux: 3.693650 loss_bbox_aux: 0.937026 loss_giou_aux: 2.425262 loss_class_dn: 0.312138 loss_bbox_dn: 0.159269 loss_giou_dn: 0.350969 loss_class_aux_dn: 1.711881 loss_bbox_aux_dn: 0.915322 loss_giou_aux_dn: 1.984025 loss: 13.761433 eta: 1 day, 23:16:07 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3375 images/s [04/15 09:03:17] ppdet.engine INFO: Epoch: [30] [3700/7329] learning_rate: 0.000100 loss_class: 0.619723 loss_bbox: 0.128824 loss_giou: 0.427244 loss_class_aux: 3.845023 loss_bbox_aux: 0.873047 loss_giou_aux: 2.703753 loss_class_dn: 0.346680 loss_bbox_dn: 0.144991 loss_giou_dn: 0.394379 loss_class_aux_dn: 1.854981 loss_bbox_aux_dn: 0.853266 loss_giou_aux_dn: 2.175412 loss: 14.709682 eta: 1 day, 23:15:33 batch_cost: 0.3594 data_cost: 0.0016 ips: 11.1288 images/s [04/15 09:03:56] ppdet.engine INFO: Epoch: [30] [3800/7329] learning_rate: 0.000100 loss_class: 0.537574 loss_bbox: 0.131095 loss_giou: 0.296097 loss_class_aux: 3.374378 loss_bbox_aux: 0.825316 loss_giou_aux: 1.971886 loss_class_dn: 0.323766 loss_bbox_dn: 0.146028 loss_giou_dn: 0.322319 loss_class_aux_dn: 1.714571 loss_bbox_aux_dn: 0.884245 loss_giou_aux_dn: 1.860808 loss: 12.960917 eta: 1 day, 23:14:57 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2741 images/s [04/15 09:04:36] ppdet.engine INFO: Epoch: [30] [3900/7329] learning_rate: 0.000100 loss_class: 0.538043 loss_bbox: 0.130354 loss_giou: 0.360919 loss_class_aux: 3.429910 loss_bbox_aux: 0.849287 loss_giou_aux: 2.234397 loss_class_dn: 0.316035 loss_bbox_dn: 0.153225 loss_giou_dn: 0.354122 loss_class_aux_dn: 1.669728 loss_bbox_aux_dn: 0.890593 loss_giou_aux_dn: 2.049764 loss: 13.864243 eta: 1 day, 23:14:22 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2548 images/s [04/15 09:05:15] ppdet.engine INFO: Epoch: [30] [4000/7329] learning_rate: 0.000100 loss_class: 0.639495 loss_bbox: 0.142480 loss_giou: 0.426999 loss_class_aux: 4.114797 loss_bbox_aux: 0.923046 loss_giou_aux: 2.787231 loss_class_dn: 0.361323 loss_bbox_dn: 0.146324 loss_giou_dn: 0.424482 loss_class_aux_dn: 1.976550 loss_bbox_aux_dn: 0.870548 loss_giou_aux_dn: 2.368373 loss: 15.021303 eta: 1 day, 23:13:47 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2386 images/s [04/15 09:05:55] ppdet.engine INFO: Epoch: [30] [4100/7329] learning_rate: 0.000100 loss_class: 0.537217 loss_bbox: 0.133893 loss_giou: 0.316688 loss_class_aux: 3.504582 loss_bbox_aux: 0.909663 loss_giou_aux: 2.085566 loss_class_dn: 0.305766 loss_bbox_dn: 0.141153 loss_giou_dn: 0.314003 loss_class_aux_dn: 1.680506 loss_bbox_aux_dn: 0.874845 loss_giou_aux_dn: 1.834713 loss: 12.664402 eta: 1 day, 23:13:11 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3310 images/s [04/15 09:06:34] ppdet.engine INFO: Epoch: [30] [4200/7329] learning_rate: 0.000100 loss_class: 0.688365 loss_bbox: 0.151872 loss_giou: 0.428861 loss_class_aux: 4.324415 loss_bbox_aux: 1.034250 loss_giou_aux: 2.733414 loss_class_dn: 0.354627 loss_bbox_dn: 0.173623 loss_giou_dn: 0.418623 loss_class_aux_dn: 1.895867 loss_bbox_aux_dn: 1.007477 loss_giou_aux_dn: 2.325564 loss: 16.294563 eta: 1 day, 23:12:36 batch_cost: 0.3532 data_cost: 0.0017 ips: 11.3248 images/s [04/15 09:07:14] ppdet.engine INFO: Epoch: [30] [4300/7329] learning_rate: 0.000100 loss_class: 0.617336 loss_bbox: 0.136244 loss_giou: 0.323555 loss_class_aux: 3.817949 loss_bbox_aux: 0.907900 loss_giou_aux: 2.001958 loss_class_dn: 0.321097 loss_bbox_dn: 0.151942 loss_giou_dn: 0.324307 loss_class_aux_dn: 1.720422 loss_bbox_aux_dn: 0.858233 loss_giou_aux_dn: 1.929774 loss: 14.126728 eta: 1 day, 23:12:00 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2709 images/s [04/15 09:07:53] ppdet.engine INFO: Epoch: [30] [4400/7329] learning_rate: 0.000100 loss_class: 0.564267 loss_bbox: 0.128709 loss_giou: 0.332355 loss_class_aux: 3.550837 loss_bbox_aux: 0.849076 loss_giou_aux: 2.074000 loss_class_dn: 0.271139 loss_bbox_dn: 0.137484 loss_giou_dn: 0.332230 loss_class_aux_dn: 1.490707 loss_bbox_aux_dn: 0.872378 loss_giou_aux_dn: 1.880978 loss: 13.343983 eta: 1 day, 23:11:25 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2357 images/s [04/15 09:08:33] ppdet.engine INFO: Epoch: [30] [4500/7329] learning_rate: 0.000100 loss_class: 0.599018 loss_bbox: 0.136248 loss_giou: 0.372992 loss_class_aux: 3.860189 loss_bbox_aux: 0.909407 loss_giou_aux: 2.376054 loss_class_dn: 0.336651 loss_bbox_dn: 0.151066 loss_giou_dn: 0.370127 loss_class_aux_dn: 1.829256 loss_bbox_aux_dn: 0.863927 loss_giou_aux_dn: 2.085742 loss: 14.440327 eta: 1 day, 23:10:50 batch_cost: 0.3578 data_cost: 0.0016 ips: 11.1799 images/s [04/15 09:09:12] ppdet.engine INFO: Epoch: [30] [4600/7329] learning_rate: 0.000100 loss_class: 0.499359 loss_bbox: 0.123621 loss_giou: 0.334402 loss_class_aux: 3.262573 loss_bbox_aux: 0.865777 loss_giou_aux: 2.173241 loss_class_dn: 0.299390 loss_bbox_dn: 0.143353 loss_giou_dn: 0.342583 loss_class_aux_dn: 1.628690 loss_bbox_aux_dn: 0.848492 loss_giou_aux_dn: 1.934726 loss: 13.094414 eta: 1 day, 23:10:15 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3221 images/s [04/15 09:09:52] ppdet.engine INFO: Epoch: [30] [4700/7329] learning_rate: 0.000100 loss_class: 0.568151 loss_bbox: 0.139301 loss_giou: 0.352076 loss_class_aux: 3.640913 loss_bbox_aux: 0.946784 loss_giou_aux: 2.339995 loss_class_dn: 0.311126 loss_bbox_dn: 0.162442 loss_giou_dn: 0.352670 loss_class_aux_dn: 1.700157 loss_bbox_aux_dn: 0.979522 loss_giou_aux_dn: 1.939406 loss: 13.825618 eta: 1 day, 23:09:40 batch_cost: 0.3570 data_cost: 0.0017 ips: 11.2053 images/s [04/15 09:10:31] ppdet.engine INFO: Epoch: [30] [4800/7329] learning_rate: 0.000100 loss_class: 0.563298 loss_bbox: 0.132269 loss_giou: 0.316879 loss_class_aux: 3.574008 loss_bbox_aux: 0.903701 loss_giou_aux: 2.071227 loss_class_dn: 0.301271 loss_bbox_dn: 0.153749 loss_giou_dn: 0.328907 loss_class_aux_dn: 1.623356 loss_bbox_aux_dn: 0.937150 loss_giou_aux_dn: 1.794184 loss: 12.717831 eta: 1 day, 23:09:04 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3249 images/s [04/15 09:11:11] ppdet.engine INFO: Epoch: [30] [4900/7329] learning_rate: 0.000100 loss_class: 0.600771 loss_bbox: 0.129949 loss_giou: 0.425691 loss_class_aux: 3.779389 loss_bbox_aux: 0.862800 loss_giou_aux: 2.669523 loss_class_dn: 0.336325 loss_bbox_dn: 0.154082 loss_giou_dn: 0.414543 loss_class_aux_dn: 1.820125 loss_bbox_aux_dn: 0.952600 loss_giou_aux_dn: 2.301862 loss: 14.964752 eta: 1 day, 23:08:28 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3064 images/s [04/15 09:11:50] ppdet.engine INFO: Epoch: [30] [5000/7329] learning_rate: 0.000100 loss_class: 0.597519 loss_bbox: 0.115547 loss_giou: 0.442778 loss_class_aux: 3.895331 loss_bbox_aux: 0.784533 loss_giou_aux: 2.811957 loss_class_dn: 0.351503 loss_bbox_dn: 0.121786 loss_giou_dn: 0.415295 loss_class_aux_dn: 1.871678 loss_bbox_aux_dn: 0.726564 loss_giou_aux_dn: 2.256292 loss: 15.354504 eta: 1 day, 23:07:54 batch_cost: 0.3572 data_cost: 0.0017 ips: 11.1975 images/s [04/15 09:12:30] ppdet.engine INFO: Epoch: [30] [5100/7329] learning_rate: 0.000100 loss_class: 0.637890 loss_bbox: 0.149237 loss_giou: 0.413579 loss_class_aux: 4.086119 loss_bbox_aux: 0.943313 loss_giou_aux: 2.579388 loss_class_dn: 0.367895 loss_bbox_dn: 0.161282 loss_giou_dn: 0.402417 loss_class_aux_dn: 1.949878 loss_bbox_aux_dn: 0.934672 loss_giou_aux_dn: 2.260540 loss: 16.023193 eta: 1 day, 23:07:18 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3216 images/s [04/15 09:13:09] ppdet.engine INFO: Epoch: [30] [5200/7329] learning_rate: 0.000100 loss_class: 0.614037 loss_bbox: 0.137406 loss_giou: 0.370841 loss_class_aux: 4.187407 loss_bbox_aux: 0.954919 loss_giou_aux: 2.419473 loss_class_dn: 0.358568 loss_bbox_dn: 0.154555 loss_giou_dn: 0.402517 loss_class_aux_dn: 1.942608 loss_bbox_aux_dn: 0.921448 loss_giou_aux_dn: 2.263470 loss: 15.092624 eta: 1 day, 23:06:42 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3340 images/s [04/15 09:13:48] ppdet.engine INFO: Epoch: [30] [5300/7329] learning_rate: 0.000100 loss_class: 0.569106 loss_bbox: 0.138828 loss_giou: 0.392103 loss_class_aux: 3.683297 loss_bbox_aux: 0.922354 loss_giou_aux: 2.450894 loss_class_dn: 0.331766 loss_bbox_dn: 0.164875 loss_giou_dn: 0.352716 loss_class_aux_dn: 1.802045 loss_bbox_aux_dn: 0.977390 loss_giou_aux_dn: 2.043147 loss: 14.278858 eta: 1 day, 23:06:07 batch_cost: 0.3536 data_cost: 0.0016 ips: 11.3132 images/s [04/15 09:14:28] ppdet.engine INFO: Epoch: [30] [5400/7329] learning_rate: 0.000100 loss_class: 0.552650 loss_bbox: 0.134395 loss_giou: 0.393025 loss_class_aux: 3.593199 loss_bbox_aux: 0.888980 loss_giou_aux: 2.522042 loss_class_dn: 0.329528 loss_bbox_dn: 0.156579 loss_giou_dn: 0.392221 loss_class_aux_dn: 1.741909 loss_bbox_aux_dn: 0.894038 loss_giou_aux_dn: 2.199467 loss: 14.092578 eta: 1 day, 23:05:32 batch_cost: 0.3571 data_cost: 0.0017 ips: 11.2016 images/s [04/15 09:15:08] ppdet.engine INFO: Epoch: [30] [5500/7329] learning_rate: 0.000100 loss_class: 0.583938 loss_bbox: 0.137059 loss_giou: 0.363563 loss_class_aux: 3.735472 loss_bbox_aux: 0.947737 loss_giou_aux: 2.271483 loss_class_dn: 0.319775 loss_bbox_dn: 0.176176 loss_giou_dn: 0.363741 loss_class_aux_dn: 1.709971 loss_bbox_aux_dn: 1.003523 loss_giou_aux_dn: 2.005604 loss: 13.850031 eta: 1 day, 23:04:56 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3163 images/s [04/15 09:15:47] ppdet.engine INFO: Epoch: [30] [5600/7329] learning_rate: 0.000100 loss_class: 0.598885 loss_bbox: 0.140203 loss_giou: 0.434800 loss_class_aux: 3.897567 loss_bbox_aux: 0.878573 loss_giou_aux: 2.675388 loss_class_dn: 0.353348 loss_bbox_dn: 0.164626 loss_giou_dn: 0.435497 loss_class_aux_dn: 1.862938 loss_bbox_aux_dn: 0.958077 loss_giou_aux_dn: 2.394400 loss: 15.688667 eta: 1 day, 23:04:20 batch_cost: 0.3500 data_cost: 0.0016 ips: 11.4283 images/s [04/15 09:16:26] ppdet.engine INFO: Epoch: [30] [5700/7329] learning_rate: 0.000100 loss_class: 0.555034 loss_bbox: 0.133840 loss_giou: 0.373594 loss_class_aux: 3.495857 loss_bbox_aux: 0.885227 loss_giou_aux: 2.280606 loss_class_dn: 0.305796 loss_bbox_dn: 0.143995 loss_giou_dn: 0.362549 loss_class_aux_dn: 1.668370 loss_bbox_aux_dn: 0.843715 loss_giou_aux_dn: 1.978634 loss: 13.472214 eta: 1 day, 23:03:44 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3240 images/s [04/15 09:17:06] ppdet.engine INFO: Epoch: [30] [5800/7329] learning_rate: 0.000100 loss_class: 0.514507 loss_bbox: 0.122614 loss_giou: 0.308773 loss_class_aux: 3.198431 loss_bbox_aux: 0.796518 loss_giou_aux: 2.048446 loss_class_dn: 0.278742 loss_bbox_dn: 0.137197 loss_giou_dn: 0.303492 loss_class_aux_dn: 1.518852 loss_bbox_aux_dn: 0.840742 loss_giou_aux_dn: 1.676592 loss: 12.317510 eta: 1 day, 23:03:09 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2467 images/s [04/15 09:17:45] ppdet.engine INFO: Epoch: [30] [5900/7329] learning_rate: 0.000100 loss_class: 0.499662 loss_bbox: 0.115377 loss_giou: 0.376729 loss_class_aux: 3.214499 loss_bbox_aux: 0.794671 loss_giou_aux: 2.384637 loss_class_dn: 0.287784 loss_bbox_dn: 0.142623 loss_giou_dn: 0.354746 loss_class_aux_dn: 1.548001 loss_bbox_aux_dn: 0.846141 loss_giou_aux_dn: 1.972175 loss: 12.747761 eta: 1 day, 23:02:33 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2790 images/s [04/15 09:18:24] ppdet.engine INFO: Epoch: [30] [6000/7329] learning_rate: 0.000100 loss_class: 0.640167 loss_bbox: 0.145317 loss_giou: 0.397091 loss_class_aux: 4.097861 loss_bbox_aux: 0.969752 loss_giou_aux: 2.511501 loss_class_dn: 0.355140 loss_bbox_dn: 0.173926 loss_giou_dn: 0.414214 loss_class_aux_dn: 1.896740 loss_bbox_aux_dn: 0.956535 loss_giou_aux_dn: 2.392514 loss: 15.749949 eta: 1 day, 23:01:58 batch_cost: 0.3547 data_cost: 0.0017 ips: 11.2761 images/s [04/15 09:19:04] ppdet.engine INFO: Epoch: [30] [6100/7329] learning_rate: 0.000100 loss_class: 0.634596 loss_bbox: 0.135755 loss_giou: 0.414017 loss_class_aux: 3.976242 loss_bbox_aux: 0.864140 loss_giou_aux: 2.653155 loss_class_dn: 0.353129 loss_bbox_dn: 0.140655 loss_giou_dn: 0.397856 loss_class_aux_dn: 1.863624 loss_bbox_aux_dn: 0.826278 loss_giou_aux_dn: 2.205683 loss: 15.178953 eta: 1 day, 23:01:23 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2813 images/s [04/15 09:19:43] ppdet.engine INFO: Epoch: [30] [6200/7329] learning_rate: 0.000100 loss_class: 0.541776 loss_bbox: 0.134234 loss_giou: 0.364467 loss_class_aux: 3.471554 loss_bbox_aux: 0.930210 loss_giou_aux: 2.403286 loss_class_dn: 0.315676 loss_bbox_dn: 0.145929 loss_giou_dn: 0.363965 loss_class_aux_dn: 1.711347 loss_bbox_aux_dn: 0.837620 loss_giou_aux_dn: 2.007279 loss: 13.528271 eta: 1 day, 23:00:47 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3017 images/s [04/15 09:20:23] ppdet.engine INFO: Epoch: [30] [6300/7329] learning_rate: 0.000100 loss_class: 0.577255 loss_bbox: 0.147033 loss_giou: 0.358251 loss_class_aux: 3.746017 loss_bbox_aux: 0.948415 loss_giou_aux: 2.200822 loss_class_dn: 0.310242 loss_bbox_dn: 0.167175 loss_giou_dn: 0.377384 loss_class_aux_dn: 1.690388 loss_bbox_aux_dn: 0.966317 loss_giou_aux_dn: 2.061441 loss: 14.548859 eta: 1 day, 23:00:12 batch_cost: 0.3559 data_cost: 0.0017 ips: 11.2382 images/s [04/15 09:21:03] ppdet.engine INFO: Epoch: [30] [6400/7329] learning_rate: 0.000100 loss_class: 0.614943 loss_bbox: 0.141071 loss_giou: 0.400270 loss_class_aux: 4.040812 loss_bbox_aux: 0.911975 loss_giou_aux: 2.504156 loss_class_dn: 0.354525 loss_bbox_dn: 0.148780 loss_giou_dn: 0.374960 loss_class_aux_dn: 1.893162 loss_bbox_aux_dn: 0.877881 loss_giou_aux_dn: 2.074318 loss: 14.555559 eta: 1 day, 22:59:37 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1991 images/s [04/15 09:21:42] ppdet.engine INFO: Epoch: [30] [6500/7329] learning_rate: 0.000100 loss_class: 0.545704 loss_bbox: 0.120138 loss_giou: 0.308592 loss_class_aux: 3.458111 loss_bbox_aux: 0.821038 loss_giou_aux: 1.972112 loss_class_dn: 0.282698 loss_bbox_dn: 0.147709 loss_giou_dn: 0.313339 loss_class_aux_dn: 1.576278 loss_bbox_aux_dn: 0.862363 loss_giou_aux_dn: 1.763629 loss: 12.192618 eta: 1 day, 22:59:02 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2900 images/s [04/15 09:22:22] ppdet.engine INFO: Epoch: [30] [6600/7329] learning_rate: 0.000100 loss_class: 0.632250 loss_bbox: 0.158117 loss_giou: 0.423364 loss_class_aux: 4.130659 loss_bbox_aux: 1.029525 loss_giou_aux: 2.782376 loss_class_dn: 0.347497 loss_bbox_dn: 0.161413 loss_giou_dn: 0.416174 loss_class_aux_dn: 1.910991 loss_bbox_aux_dn: 0.983403 loss_giou_aux_dn: 2.248518 loss: 14.988929 eta: 1 day, 22:58:26 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2974 images/s [04/15 09:23:01] ppdet.engine INFO: Epoch: [30] [6700/7329] learning_rate: 0.000100 loss_class: 0.572601 loss_bbox: 0.142244 loss_giou: 0.362931 loss_class_aux: 3.813289 loss_bbox_aux: 0.906303 loss_giou_aux: 2.302948 loss_class_dn: 0.329460 loss_bbox_dn: 0.161204 loss_giou_dn: 0.359065 loss_class_aux_dn: 1.784712 loss_bbox_aux_dn: 0.930400 loss_giou_aux_dn: 2.039481 loss: 13.951192 eta: 1 day, 22:57:51 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2331 images/s [04/15 09:23:41] ppdet.engine INFO: Epoch: [30] [6800/7329] learning_rate: 0.000100 loss_class: 0.586282 loss_bbox: 0.139997 loss_giou: 0.385049 loss_class_aux: 3.698298 loss_bbox_aux: 0.909991 loss_giou_aux: 2.450500 loss_class_dn: 0.343475 loss_bbox_dn: 0.155088 loss_giou_dn: 0.374235 loss_class_aux_dn: 1.867851 loss_bbox_aux_dn: 0.916518 loss_giou_aux_dn: 2.045698 loss: 14.299740 eta: 1 day, 22:57:15 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2992 images/s [04/15 09:24:20] ppdet.engine INFO: Epoch: [30] [6900/7329] learning_rate: 0.000100 loss_class: 0.586868 loss_bbox: 0.121461 loss_giou: 0.370527 loss_class_aux: 3.781855 loss_bbox_aux: 0.821800 loss_giou_aux: 2.296445 loss_class_dn: 0.346066 loss_bbox_dn: 0.136941 loss_giou_dn: 0.370488 loss_class_aux_dn: 1.878132 loss_bbox_aux_dn: 0.809850 loss_giou_aux_dn: 2.006901 loss: 14.087818 eta: 1 day, 22:56:40 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2498 images/s [04/15 09:25:00] ppdet.engine INFO: Epoch: [30] [7000/7329] learning_rate: 0.000100 loss_class: 0.667399 loss_bbox: 0.142908 loss_giou: 0.477260 loss_class_aux: 4.349150 loss_bbox_aux: 0.981456 loss_giou_aux: 2.976739 loss_class_dn: 0.368905 loss_bbox_dn: 0.179932 loss_giou_dn: 0.434497 loss_class_aux_dn: 1.986000 loss_bbox_aux_dn: 1.062569 loss_giou_aux_dn: 2.414307 loss: 15.717833 eta: 1 day, 22:56:05 batch_cost: 0.3566 data_cost: 0.0016 ips: 11.2177 images/s [04/15 09:25:40] ppdet.engine INFO: Epoch: [30] [7100/7329] learning_rate: 0.000100 loss_class: 0.570476 loss_bbox: 0.145380 loss_giou: 0.343581 loss_class_aux: 3.689678 loss_bbox_aux: 0.944375 loss_giou_aux: 2.115388 loss_class_dn: 0.312066 loss_bbox_dn: 0.172485 loss_giou_dn: 0.335039 loss_class_aux_dn: 1.729088 loss_bbox_aux_dn: 1.039689 loss_giou_aux_dn: 1.883686 loss: 13.863071 eta: 1 day, 22:55:30 batch_cost: 0.3568 data_cost: 0.0017 ips: 11.2121 images/s [04/15 09:26:19] ppdet.engine INFO: Epoch: [30] [7200/7329] learning_rate: 0.000100 loss_class: 0.543429 loss_bbox: 0.133256 loss_giou: 0.347663 loss_class_aux: 3.512549 loss_bbox_aux: 0.839570 loss_giou_aux: 2.166017 loss_class_dn: 0.318796 loss_bbox_dn: 0.153876 loss_giou_dn: 0.333492 loss_class_aux_dn: 1.679360 loss_bbox_aux_dn: 0.884903 loss_giou_aux_dn: 1.836661 loss: 14.110100 eta: 1 day, 22:54:55 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3101 images/s [04/15 09:26:59] ppdet.engine INFO: Epoch: [30] [7300/7329] learning_rate: 0.000100 loss_class: 0.556613 loss_bbox: 0.113114 loss_giou: 0.363956 loss_class_aux: 3.601101 loss_bbox_aux: 0.779094 loss_giou_aux: 2.315391 loss_class_dn: 0.316587 loss_bbox_dn: 0.132483 loss_giou_dn: 0.355183 loss_class_aux_dn: 1.722601 loss_bbox_aux_dn: 0.796183 loss_giou_aux_dn: 2.003459 loss: 13.354115 eta: 1 day, 22:54:20 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1956 images/s [04/15 09:27:12] ppdet.engine INFO: Eval iter: 0 [04/15 09:27:25] ppdet.engine INFO: Eval iter: 100 [04/15 09:27:37] ppdet.engine INFO: Eval iter: 200 [04/15 09:27:49] ppdet.engine INFO: Eval iter: 300 [04/15 09:28:02] ppdet.engine INFO: Eval iter: 400 [04/15 09:28:14] ppdet.engine INFO: Eval iter: 500 [04/15 09:28:26] ppdet.engine INFO: Eval iter: 600 [04/15 09:28:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/15 09:28:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.66s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.27s). Accumulating evaluation results... DONE (t=16.43s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.722 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 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 ] = 0.721 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 ] = 0.658 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 ] = 0.544 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/15 09:30:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.60848642404055 [04/15 09:30:33] ppdet.engine INFO: Best test bbox ap is 0.538. [04/15 09:30:35] ppdet.engine INFO: Epoch: [31] [ 0/7329] learning_rate: 0.000100 loss_class: 0.544906 loss_bbox: 0.120460 loss_giou: 0.366310 loss_class_aux: 3.487964 loss_bbox_aux: 0.809352 loss_giou_aux: 2.332865 loss_class_dn: 0.317151 loss_bbox_dn: 0.127758 loss_giou_dn: 0.370384 loss_class_aux_dn: 1.740723 loss_bbox_aux_dn: 0.758536 loss_giou_aux_dn: 2.057211 loss: 13.354115 eta: 1 day, 22:54:09 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3371 images/s [04/15 09:31:14] ppdet.engine INFO: Epoch: [31] [ 100/7329] learning_rate: 0.000100 loss_class: 0.627021 loss_bbox: 0.129892 loss_giou: 0.377322 loss_class_aux: 4.060854 loss_bbox_aux: 0.838466 loss_giou_aux: 2.423074 loss_class_dn: 0.343823 loss_bbox_dn: 0.159651 loss_giou_dn: 0.384839 loss_class_aux_dn: 1.835112 loss_bbox_aux_dn: 0.926689 loss_giou_aux_dn: 2.159668 loss: 14.700296 eta: 1 day, 22:53:33 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3611 images/s [04/15 09:31:54] ppdet.engine INFO: Epoch: [31] [ 200/7329] learning_rate: 0.000100 loss_class: 0.617382 loss_bbox: 0.139803 loss_giou: 0.421950 loss_class_aux: 3.893137 loss_bbox_aux: 0.953547 loss_giou_aux: 2.625248 loss_class_dn: 0.351790 loss_bbox_dn: 0.150219 loss_giou_dn: 0.416280 loss_class_aux_dn: 1.925746 loss_bbox_aux_dn: 0.903452 loss_giou_aux_dn: 2.310138 loss: 15.341990 eta: 1 day, 22:52:58 batch_cost: 0.3563 data_cost: 0.0017 ips: 11.2266 images/s [04/15 09:32:33] ppdet.engine INFO: Epoch: [31] [ 300/7329] learning_rate: 0.000100 loss_class: 0.572639 loss_bbox: 0.139094 loss_giou: 0.361831 loss_class_aux: 3.665457 loss_bbox_aux: 0.939003 loss_giou_aux: 2.246039 loss_class_dn: 0.338116 loss_bbox_dn: 0.141052 loss_giou_dn: 0.358843 loss_class_aux_dn: 1.810569 loss_bbox_aux_dn: 0.825626 loss_giou_aux_dn: 2.004251 loss: 15.028958 eta: 1 day, 22:52:22 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3172 images/s [04/15 09:33:12] ppdet.engine INFO: Epoch: [31] [ 400/7329] learning_rate: 0.000100 loss_class: 0.609946 loss_bbox: 0.133194 loss_giou: 0.443609 loss_class_aux: 3.988951 loss_bbox_aux: 0.860894 loss_giou_aux: 2.671778 loss_class_dn: 0.345956 loss_bbox_dn: 0.139314 loss_giou_dn: 0.418932 loss_class_aux_dn: 1.851664 loss_bbox_aux_dn: 0.814249 loss_giou_aux_dn: 2.323882 loss: 14.796316 eta: 1 day, 22:51:46 batch_cost: 0.3510 data_cost: 0.0016 ips: 11.3971 images/s [04/15 09:33:52] ppdet.engine INFO: Epoch: [31] [ 500/7329] learning_rate: 0.000100 loss_class: 0.550502 loss_bbox: 0.136166 loss_giou: 0.378125 loss_class_aux: 3.666031 loss_bbox_aux: 0.893067 loss_giou_aux: 2.418654 loss_class_dn: 0.318143 loss_bbox_dn: 0.144960 loss_giou_dn: 0.357260 loss_class_aux_dn: 1.685958 loss_bbox_aux_dn: 0.837366 loss_giou_aux_dn: 2.029976 loss: 13.929226 eta: 1 day, 22:51:10 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2880 images/s [04/15 09:34:31] ppdet.engine INFO: Epoch: [31] [ 600/7329] learning_rate: 0.000100 loss_class: 0.618419 loss_bbox: 0.147284 loss_giou: 0.408883 loss_class_aux: 4.075813 loss_bbox_aux: 0.978356 loss_giou_aux: 2.597130 loss_class_dn: 0.341697 loss_bbox_dn: 0.168058 loss_giou_dn: 0.421906 loss_class_aux_dn: 1.868741 loss_bbox_aux_dn: 0.990012 loss_giou_aux_dn: 2.321510 loss: 15.670815 eta: 1 day, 22:50:35 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3427 images/s [04/15 09:35:11] ppdet.engine INFO: Epoch: [31] [ 700/7329] learning_rate: 0.000100 loss_class: 0.572436 loss_bbox: 0.130455 loss_giou: 0.414183 loss_class_aux: 3.764844 loss_bbox_aux: 0.881193 loss_giou_aux: 2.607032 loss_class_dn: 0.340490 loss_bbox_dn: 0.153513 loss_giou_dn: 0.414836 loss_class_aux_dn: 1.767483 loss_bbox_aux_dn: 0.874293 loss_giou_aux_dn: 2.287271 loss: 15.556004 eta: 1 day, 22:49:59 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2815 images/s [04/15 09:35:50] ppdet.engine INFO: Epoch: [31] [ 800/7329] learning_rate: 0.000100 loss_class: 0.606461 loss_bbox: 0.154919 loss_giou: 0.424479 loss_class_aux: 4.097219 loss_bbox_aux: 1.008815 loss_giou_aux: 2.598910 loss_class_dn: 0.349624 loss_bbox_dn: 0.166810 loss_giou_dn: 0.430776 loss_class_aux_dn: 1.902376 loss_bbox_aux_dn: 0.936923 loss_giou_aux_dn: 2.380581 loss: 14.366003 eta: 1 day, 22:49:24 batch_cost: 0.3571 data_cost: 0.0015 ips: 11.2014 images/s [04/15 09:36:30] ppdet.engine INFO: Epoch: [31] [ 900/7329] learning_rate: 0.000100 loss_class: 0.579511 loss_bbox: 0.126884 loss_giou: 0.346302 loss_class_aux: 3.644471 loss_bbox_aux: 0.873338 loss_giou_aux: 2.194837 loss_class_dn: 0.345327 loss_bbox_dn: 0.142948 loss_giou_dn: 0.382527 loss_class_aux_dn: 1.837270 loss_bbox_aux_dn: 0.847149 loss_giou_aux_dn: 2.101975 loss: 14.415960 eta: 1 day, 22:48:49 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2444 images/s [04/15 09:37:10] ppdet.engine INFO: Epoch: [31] [1000/7329] learning_rate: 0.000100 loss_class: 0.563119 loss_bbox: 0.142923 loss_giou: 0.381661 loss_class_aux: 3.602574 loss_bbox_aux: 0.906285 loss_giou_aux: 2.367236 loss_class_dn: 0.316855 loss_bbox_dn: 0.146386 loss_giou_dn: 0.368108 loss_class_aux_dn: 1.714615 loss_bbox_aux_dn: 0.831425 loss_giou_aux_dn: 2.055451 loss: 13.619648 eta: 1 day, 22:48:14 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2235 images/s [04/15 09:37:49] ppdet.engine INFO: Epoch: [31] [1100/7329] learning_rate: 0.000100 loss_class: 0.583794 loss_bbox: 0.131061 loss_giou: 0.408788 loss_class_aux: 3.745636 loss_bbox_aux: 0.898762 loss_giou_aux: 2.604807 loss_class_dn: 0.341163 loss_bbox_dn: 0.144057 loss_giou_dn: 0.403505 loss_class_aux_dn: 1.815684 loss_bbox_aux_dn: 0.898796 loss_giou_aux_dn: 2.215029 loss: 14.730795 eta: 1 day, 22:47:39 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2958 images/s [04/15 09:38:28] ppdet.engine INFO: Epoch: [31] [1200/7329] learning_rate: 0.000100 loss_class: 0.557121 loss_bbox: 0.131780 loss_giou: 0.403013 loss_class_aux: 3.705029 loss_bbox_aux: 0.883245 loss_giou_aux: 2.517950 loss_class_dn: 0.333919 loss_bbox_dn: 0.151329 loss_giou_dn: 0.413475 loss_class_aux_dn: 1.811100 loss_bbox_aux_dn: 0.871341 loss_giou_aux_dn: 2.280606 loss: 14.711325 eta: 1 day, 22:47:03 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3462 images/s [04/15 09:39:08] ppdet.engine INFO: Epoch: [31] [1300/7329] learning_rate: 0.000100 loss_class: 0.563323 loss_bbox: 0.147754 loss_giou: 0.441999 loss_class_aux: 3.730192 loss_bbox_aux: 0.962271 loss_giou_aux: 2.806528 loss_class_dn: 0.332889 loss_bbox_dn: 0.157444 loss_giou_dn: 0.399463 loss_class_aux_dn: 1.816888 loss_bbox_aux_dn: 0.944077 loss_giou_aux_dn: 2.213315 loss: 14.662592 eta: 1 day, 22:46:28 batch_cost: 0.3567 data_cost: 0.0016 ips: 11.2130 images/s [04/15 09:39:48] ppdet.engine INFO: Epoch: [31] [1400/7329] learning_rate: 0.000100 loss_class: 0.618129 loss_bbox: 0.148625 loss_giou: 0.391324 loss_class_aux: 4.052265 loss_bbox_aux: 1.005476 loss_giou_aux: 2.478135 loss_class_dn: 0.355841 loss_bbox_dn: 0.175291 loss_giou_dn: 0.381100 loss_class_aux_dn: 1.857969 loss_bbox_aux_dn: 1.090372 loss_giou_aux_dn: 2.114060 loss: 15.188553 eta: 1 day, 22:45:53 batch_cost: 0.3583 data_cost: 0.0017 ips: 11.1630 images/s [04/15 09:40:27] ppdet.engine INFO: Epoch: [31] [1500/7329] learning_rate: 0.000100 loss_class: 0.556370 loss_bbox: 0.131900 loss_giou: 0.370075 loss_class_aux: 3.572435 loss_bbox_aux: 0.867266 loss_giou_aux: 2.421977 loss_class_dn: 0.327446 loss_bbox_dn: 0.153393 loss_giou_dn: 0.375535 loss_class_aux_dn: 1.742671 loss_bbox_aux_dn: 0.895368 loss_giou_aux_dn: 1.994799 loss: 13.766599 eta: 1 day, 22:45:18 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3058 images/s [04/15 09:41:07] ppdet.engine INFO: Epoch: [31] [1600/7329] learning_rate: 0.000100 loss_class: 0.574199 loss_bbox: 0.126967 loss_giou: 0.326790 loss_class_aux: 3.662871 loss_bbox_aux: 0.848231 loss_giou_aux: 2.093137 loss_class_dn: 0.303649 loss_bbox_dn: 0.155811 loss_giou_dn: 0.339634 loss_class_aux_dn: 1.653660 loss_bbox_aux_dn: 0.863207 loss_giou_aux_dn: 1.964708 loss: 14.118252 eta: 1 day, 22:44:42 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3064 images/s [04/15 09:41:46] ppdet.engine INFO: Epoch: [31] [1700/7329] learning_rate: 0.000100 loss_class: 0.523399 loss_bbox: 0.140418 loss_giou: 0.343579 loss_class_aux: 3.551750 loss_bbox_aux: 0.898840 loss_giou_aux: 2.224268 loss_class_dn: 0.314595 loss_bbox_dn: 0.144921 loss_giou_dn: 0.351672 loss_class_aux_dn: 1.694170 loss_bbox_aux_dn: 0.892324 loss_giou_aux_dn: 2.041028 loss: 13.035991 eta: 1 day, 22:44:07 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2824 images/s [04/15 09:42:26] ppdet.engine INFO: Epoch: [31] [1800/7329] learning_rate: 0.000100 loss_class: 0.643740 loss_bbox: 0.135767 loss_giou: 0.454547 loss_class_aux: 4.082724 loss_bbox_aux: 0.850538 loss_giou_aux: 2.877552 loss_class_dn: 0.349840 loss_bbox_dn: 0.145918 loss_giou_dn: 0.446512 loss_class_aux_dn: 1.905619 loss_bbox_aux_dn: 0.910740 loss_giou_aux_dn: 2.449911 loss: 15.350761 eta: 1 day, 22:43:31 batch_cost: 0.3530 data_cost: 0.0018 ips: 11.3317 images/s [04/15 09:43:05] ppdet.engine INFO: Epoch: [31] [1900/7329] learning_rate: 0.000100 loss_class: 0.604510 loss_bbox: 0.146445 loss_giou: 0.395682 loss_class_aux: 3.814151 loss_bbox_aux: 0.962113 loss_giou_aux: 2.484673 loss_class_dn: 0.355555 loss_bbox_dn: 0.172148 loss_giou_dn: 0.415129 loss_class_aux_dn: 1.837112 loss_bbox_aux_dn: 1.004590 loss_giou_aux_dn: 2.240150 loss: 15.370394 eta: 1 day, 22:42:56 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2205 images/s [04/15 09:43:44] ppdet.engine INFO: Epoch: [31] [2000/7329] learning_rate: 0.000100 loss_class: 0.593308 loss_bbox: 0.143090 loss_giou: 0.413683 loss_class_aux: 3.783647 loss_bbox_aux: 0.894636 loss_giou_aux: 2.601244 loss_class_dn: 0.358761 loss_bbox_dn: 0.149479 loss_giou_dn: 0.402234 loss_class_aux_dn: 1.893393 loss_bbox_aux_dn: 0.883568 loss_giou_aux_dn: 2.210703 loss: 14.984335 eta: 1 day, 22:42:20 batch_cost: 0.3505 data_cost: 0.0017 ips: 11.4137 images/s [04/15 09:44:24] ppdet.engine INFO: Epoch: [31] [2100/7329] learning_rate: 0.000100 loss_class: 0.623733 loss_bbox: 0.147610 loss_giou: 0.440786 loss_class_aux: 3.941017 loss_bbox_aux: 0.963724 loss_giou_aux: 2.781483 loss_class_dn: 0.331050 loss_bbox_dn: 0.145387 loss_giou_dn: 0.408558 loss_class_aux_dn: 1.786280 loss_bbox_aux_dn: 0.870885 loss_giou_aux_dn: 2.218870 loss: 13.878021 eta: 1 day, 22:41:44 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2448 images/s [04/15 09:45:03] ppdet.engine INFO: Epoch: [31] [2200/7329] learning_rate: 0.000100 loss_class: 0.622990 loss_bbox: 0.129296 loss_giou: 0.417761 loss_class_aux: 3.872413 loss_bbox_aux: 0.857026 loss_giou_aux: 2.669557 loss_class_dn: 0.342159 loss_bbox_dn: 0.157979 loss_giou_dn: 0.430493 loss_class_aux_dn: 1.846042 loss_bbox_aux_dn: 0.921820 loss_giou_aux_dn: 2.370416 loss: 15.648924 eta: 1 day, 22:41:08 batch_cost: 0.3505 data_cost: 0.0016 ips: 11.4108 images/s [04/15 09:45:42] ppdet.engine INFO: Epoch: [31] [2300/7329] learning_rate: 0.000100 loss_class: 0.539710 loss_bbox: 0.129987 loss_giou: 0.362805 loss_class_aux: 3.456577 loss_bbox_aux: 0.852383 loss_giou_aux: 2.347381 loss_class_dn: 0.291614 loss_bbox_dn: 0.146905 loss_giou_dn: 0.354246 loss_class_aux_dn: 1.588719 loss_bbox_aux_dn: 0.872580 loss_giou_aux_dn: 1.988784 loss: 13.285412 eta: 1 day, 22:40:32 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3743 images/s [04/15 09:46:22] ppdet.engine INFO: Epoch: [31] [2400/7329] learning_rate: 0.000100 loss_class: 0.574773 loss_bbox: 0.142463 loss_giou: 0.363078 loss_class_aux: 3.594253 loss_bbox_aux: 0.943489 loss_giou_aux: 2.296967 loss_class_dn: 0.310153 loss_bbox_dn: 0.164493 loss_giou_dn: 0.357251 loss_class_aux_dn: 1.664182 loss_bbox_aux_dn: 0.970577 loss_giou_aux_dn: 1.943471 loss: 13.890150 eta: 1 day, 22:39:57 batch_cost: 0.3540 data_cost: 0.0017 ips: 11.2999 images/s [04/15 09:47:01] ppdet.engine INFO: Epoch: [31] [2500/7329] learning_rate: 0.000100 loss_class: 0.579228 loss_bbox: 0.146823 loss_giou: 0.411112 loss_class_aux: 3.819908 loss_bbox_aux: 0.928383 loss_giou_aux: 2.604812 loss_class_dn: 0.339066 loss_bbox_dn: 0.154413 loss_giou_dn: 0.397796 loss_class_aux_dn: 1.829728 loss_bbox_aux_dn: 0.925776 loss_giou_aux_dn: 2.240560 loss: 14.895947 eta: 1 day, 22:39:21 batch_cost: 0.3524 data_cost: 0.0017 ips: 11.3504 images/s [04/15 09:47:40] ppdet.engine INFO: Epoch: [31] [2600/7329] learning_rate: 0.000100 loss_class: 0.583902 loss_bbox: 0.150425 loss_giou: 0.415845 loss_class_aux: 3.879478 loss_bbox_aux: 1.052910 loss_giou_aux: 2.663153 loss_class_dn: 0.335353 loss_bbox_dn: 0.171117 loss_giou_dn: 0.383143 loss_class_aux_dn: 1.816416 loss_bbox_aux_dn: 1.000621 loss_giou_aux_dn: 2.172355 loss: 14.913591 eta: 1 day, 22:38:44 batch_cost: 0.3483 data_cost: 0.0016 ips: 11.4838 images/s [04/15 09:48:19] ppdet.engine INFO: Epoch: [31] [2700/7329] learning_rate: 0.000100 loss_class: 0.581107 loss_bbox: 0.130695 loss_giou: 0.394845 loss_class_aux: 3.743698 loss_bbox_aux: 0.849844 loss_giou_aux: 2.569472 loss_class_dn: 0.348949 loss_bbox_dn: 0.166365 loss_giou_dn: 0.408418 loss_class_aux_dn: 1.868192 loss_bbox_aux_dn: 1.021833 loss_giou_aux_dn: 2.306951 loss: 14.722073 eta: 1 day, 22:38:09 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2904 images/s [04/15 09:48:59] ppdet.engine INFO: Epoch: [31] [2800/7329] learning_rate: 0.000100 loss_class: 0.661080 loss_bbox: 0.153459 loss_giou: 0.517345 loss_class_aux: 4.235479 loss_bbox_aux: 1.005766 loss_giou_aux: 3.175892 loss_class_dn: 0.372703 loss_bbox_dn: 0.171571 loss_giou_dn: 0.471869 loss_class_aux_dn: 1.949273 loss_bbox_aux_dn: 1.018000 loss_giou_aux_dn: 2.581069 loss: 16.561897 eta: 1 day, 22:37:34 batch_cost: 0.3577 data_cost: 0.0017 ips: 11.1813 images/s [04/15 09:49:38] ppdet.engine INFO: Epoch: [31] [2900/7329] learning_rate: 0.000100 loss_class: 0.523297 loss_bbox: 0.122166 loss_giou: 0.309295 loss_class_aux: 3.339930 loss_bbox_aux: 0.815637 loss_giou_aux: 1.982128 loss_class_dn: 0.275592 loss_bbox_dn: 0.146457 loss_giou_dn: 0.322996 loss_class_aux_dn: 1.519701 loss_bbox_aux_dn: 0.828485 loss_giou_aux_dn: 1.744364 loss: 12.651160 eta: 1 day, 22:36:58 batch_cost: 0.3551 data_cost: 0.0017 ips: 11.2636 images/s [04/15 09:50:18] ppdet.engine INFO: Epoch: [31] [3000/7329] learning_rate: 0.000100 loss_class: 0.596997 loss_bbox: 0.139306 loss_giou: 0.375807 loss_class_aux: 3.747755 loss_bbox_aux: 0.928533 loss_giou_aux: 2.404321 loss_class_dn: 0.343535 loss_bbox_dn: 0.152887 loss_giou_dn: 0.388045 loss_class_aux_dn: 1.846958 loss_bbox_aux_dn: 0.900630 loss_giou_aux_dn: 2.192819 loss: 14.290255 eta: 1 day, 22:36:23 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2563 images/s [04/15 09:50:57] ppdet.engine INFO: Epoch: [31] [3100/7329] learning_rate: 0.000100 loss_class: 0.616853 loss_bbox: 0.126976 loss_giou: 0.471027 loss_class_aux: 3.986386 loss_bbox_aux: 0.826645 loss_giou_aux: 3.004714 loss_class_dn: 0.347043 loss_bbox_dn: 0.138666 loss_giou_dn: 0.455846 loss_class_aux_dn: 1.865362 loss_bbox_aux_dn: 0.811146 loss_giou_aux_dn: 2.470363 loss: 15.614662 eta: 1 day, 22:35:48 batch_cost: 0.3532 data_cost: 0.0017 ips: 11.3248 images/s [04/15 09:51:37] ppdet.engine INFO: Epoch: [31] [3200/7329] learning_rate: 0.000100 loss_class: 0.562474 loss_bbox: 0.131834 loss_giou: 0.379724 loss_class_aux: 3.729366 loss_bbox_aux: 0.877395 loss_giou_aux: 2.360667 loss_class_dn: 0.313588 loss_bbox_dn: 0.158066 loss_giou_dn: 0.377802 loss_class_aux_dn: 1.715597 loss_bbox_aux_dn: 0.938447 loss_giou_aux_dn: 2.135761 loss: 14.377565 eta: 1 day, 22:35:12 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3197 images/s [04/15 09:52:16] ppdet.engine INFO: Epoch: [31] [3300/7329] learning_rate: 0.000100 loss_class: 0.621969 loss_bbox: 0.141167 loss_giou: 0.407867 loss_class_aux: 3.950250 loss_bbox_aux: 0.943544 loss_giou_aux: 2.502789 loss_class_dn: 0.355842 loss_bbox_dn: 0.157117 loss_giou_dn: 0.401737 loss_class_aux_dn: 1.922591 loss_bbox_aux_dn: 0.922100 loss_giou_aux_dn: 2.215644 loss: 15.268675 eta: 1 day, 22:34:37 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2529 images/s [04/15 09:52:56] ppdet.engine INFO: Epoch: [31] [3400/7329] learning_rate: 0.000100 loss_class: 0.581678 loss_bbox: 0.139625 loss_giou: 0.356106 loss_class_aux: 3.725989 loss_bbox_aux: 0.867986 loss_giou_aux: 2.260528 loss_class_dn: 0.319934 loss_bbox_dn: 0.159867 loss_giou_dn: 0.362318 loss_class_aux_dn: 1.700725 loss_bbox_aux_dn: 0.914934 loss_giou_aux_dn: 2.027793 loss: 14.070264 eta: 1 day, 22:34:01 batch_cost: 0.3536 data_cost: 0.0016 ips: 11.3129 images/s [04/15 09:53:35] ppdet.engine INFO: Epoch: [31] [3500/7329] learning_rate: 0.000100 loss_class: 0.596916 loss_bbox: 0.141554 loss_giou: 0.407029 loss_class_aux: 3.837576 loss_bbox_aux: 0.888310 loss_giou_aux: 2.518676 loss_class_dn: 0.346962 loss_bbox_dn: 0.153705 loss_giou_dn: 0.390372 loss_class_aux_dn: 1.864729 loss_bbox_aux_dn: 0.921996 loss_giou_aux_dn: 2.237598 loss: 15.443024 eta: 1 day, 22:33:26 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2368 images/s [04/15 09:54:14] ppdet.engine INFO: Epoch: [31] [3600/7329] learning_rate: 0.000100 loss_class: 0.576012 loss_bbox: 0.144306 loss_giou: 0.381102 loss_class_aux: 3.732103 loss_bbox_aux: 0.946692 loss_giou_aux: 2.509918 loss_class_dn: 0.328860 loss_bbox_dn: 0.173669 loss_giou_dn: 0.377264 loss_class_aux_dn: 1.807105 loss_bbox_aux_dn: 0.984801 loss_giou_aux_dn: 2.078525 loss: 14.410469 eta: 1 day, 22:32:50 batch_cost: 0.3519 data_cost: 0.0016 ips: 11.3681 images/s [04/15 09:54:54] ppdet.engine INFO: Epoch: [31] [3700/7329] learning_rate: 0.000100 loss_class: 0.576833 loss_bbox: 0.130492 loss_giou: 0.364026 loss_class_aux: 3.858516 loss_bbox_aux: 0.846608 loss_giou_aux: 2.282859 loss_class_dn: 0.325132 loss_bbox_dn: 0.145703 loss_giou_dn: 0.376437 loss_class_aux_dn: 1.730654 loss_bbox_aux_dn: 0.837896 loss_giou_aux_dn: 2.123033 loss: 14.457792 eta: 1 day, 22:32:15 batch_cost: 0.3581 data_cost: 0.0017 ips: 11.1706 images/s [04/15 09:55:34] ppdet.engine INFO: Epoch: [31] [3800/7329] learning_rate: 0.000100 loss_class: 0.649345 loss_bbox: 0.145583 loss_giou: 0.412130 loss_class_aux: 4.343190 loss_bbox_aux: 0.918484 loss_giou_aux: 2.654659 loss_class_dn: 0.364350 loss_bbox_dn: 0.159171 loss_giou_dn: 0.445168 loss_class_aux_dn: 1.946726 loss_bbox_aux_dn: 0.905878 loss_giou_aux_dn: 2.429315 loss: 16.035595 eta: 1 day, 22:31:40 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2955 images/s [04/15 09:56:13] ppdet.engine INFO: Epoch: [31] [3900/7329] learning_rate: 0.000100 loss_class: 0.590446 loss_bbox: 0.130883 loss_giou: 0.369848 loss_class_aux: 3.693439 loss_bbox_aux: 0.820767 loss_giou_aux: 2.334116 loss_class_dn: 0.334827 loss_bbox_dn: 0.141520 loss_giou_dn: 0.382483 loss_class_aux_dn: 1.802692 loss_bbox_aux_dn: 0.807878 loss_giou_aux_dn: 2.069044 loss: 14.155588 eta: 1 day, 22:31:04 batch_cost: 0.3523 data_cost: 0.0017 ips: 11.3536 images/s [04/15 09:56:53] ppdet.engine INFO: Epoch: [31] [4000/7329] learning_rate: 0.000100 loss_class: 0.609506 loss_bbox: 0.151733 loss_giou: 0.401712 loss_class_aux: 3.892614 loss_bbox_aux: 1.061064 loss_giou_aux: 2.449801 loss_class_dn: 0.349323 loss_bbox_dn: 0.175097 loss_giou_dn: 0.376907 loss_class_aux_dn: 1.859939 loss_bbox_aux_dn: 1.010743 loss_giou_aux_dn: 2.159620 loss: 15.199115 eta: 1 day, 22:30:29 batch_cost: 0.3573 data_cost: 0.0017 ips: 11.1939 images/s [04/15 09:57:32] ppdet.engine INFO: Epoch: [31] [4100/7329] learning_rate: 0.000100 loss_class: 0.593550 loss_bbox: 0.145959 loss_giou: 0.387393 loss_class_aux: 3.757543 loss_bbox_aux: 0.994273 loss_giou_aux: 2.450596 loss_class_dn: 0.336345 loss_bbox_dn: 0.161586 loss_giou_dn: 0.374670 loss_class_aux_dn: 1.870522 loss_bbox_aux_dn: 0.935236 loss_giou_aux_dn: 2.055958 loss: 13.910045 eta: 1 day, 22:29:53 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3182 images/s [04/15 09:58:11] ppdet.engine INFO: Epoch: [31] [4200/7329] learning_rate: 0.000100 loss_class: 0.633190 loss_bbox: 0.133848 loss_giou: 0.423529 loss_class_aux: 3.901080 loss_bbox_aux: 0.890751 loss_giou_aux: 2.617883 loss_class_dn: 0.341769 loss_bbox_dn: 0.144802 loss_giou_dn: 0.397452 loss_class_aux_dn: 1.805612 loss_bbox_aux_dn: 0.885997 loss_giou_aux_dn: 2.162442 loss: 15.113502 eta: 1 day, 22:29:18 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2873 images/s [04/15 09:58:51] ppdet.engine INFO: Epoch: [31] [4300/7329] learning_rate: 0.000100 loss_class: 0.674192 loss_bbox: 0.147918 loss_giou: 0.470618 loss_class_aux: 4.394660 loss_bbox_aux: 0.957541 loss_giou_aux: 2.913850 loss_class_dn: 0.389124 loss_bbox_dn: 0.166920 loss_giou_dn: 0.458317 loss_class_aux_dn: 2.070411 loss_bbox_aux_dn: 1.033156 loss_giou_aux_dn: 2.475801 loss: 16.636364 eta: 1 day, 22:28:42 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3354 images/s [04/15 09:59:30] ppdet.engine INFO: Epoch: [31] [4400/7329] learning_rate: 0.000100 loss_class: 0.558537 loss_bbox: 0.148290 loss_giou: 0.372714 loss_class_aux: 3.709010 loss_bbox_aux: 0.938236 loss_giou_aux: 2.357045 loss_class_dn: 0.328980 loss_bbox_dn: 0.155521 loss_giou_dn: 0.378844 loss_class_aux_dn: 1.764334 loss_bbox_aux_dn: 0.974444 loss_giou_aux_dn: 2.093865 loss: 14.075317 eta: 1 day, 22:28:06 batch_cost: 0.3509 data_cost: 0.0018 ips: 11.3999 images/s [04/15 10:00:10] ppdet.engine INFO: Epoch: [31] [4500/7329] learning_rate: 0.000100 loss_class: 0.550082 loss_bbox: 0.146071 loss_giou: 0.373727 loss_class_aux: 3.658983 loss_bbox_aux: 0.972711 loss_giou_aux: 2.328428 loss_class_dn: 0.335586 loss_bbox_dn: 0.162890 loss_giou_dn: 0.387874 loss_class_aux_dn: 1.783818 loss_bbox_aux_dn: 0.994109 loss_giou_aux_dn: 2.150694 loss: 14.422276 eta: 1 day, 22:27:31 batch_cost: 0.3559 data_cost: 0.0017 ips: 11.2393 images/s [04/15 10:00:49] ppdet.engine INFO: Epoch: [31] [4600/7329] learning_rate: 0.000100 loss_class: 0.607530 loss_bbox: 0.126566 loss_giou: 0.378940 loss_class_aux: 3.923911 loss_bbox_aux: 0.851003 loss_giou_aux: 2.492641 loss_class_dn: 0.354811 loss_bbox_dn: 0.140303 loss_giou_dn: 0.375411 loss_class_aux_dn: 1.894132 loss_bbox_aux_dn: 0.832964 loss_giou_aux_dn: 2.189132 loss: 14.243624 eta: 1 day, 22:26:55 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3063 images/s [04/15 10:01:28] ppdet.engine INFO: Epoch: [31] [4700/7329] learning_rate: 0.000100 loss_class: 0.629720 loss_bbox: 0.134150 loss_giou: 0.439831 loss_class_aux: 3.978243 loss_bbox_aux: 0.923222 loss_giou_aux: 2.678359 loss_class_dn: 0.336969 loss_bbox_dn: 0.165928 loss_giou_dn: 0.412518 loss_class_aux_dn: 1.803756 loss_bbox_aux_dn: 0.983554 loss_giou_aux_dn: 2.271853 loss: 14.314041 eta: 1 day, 22:26:19 batch_cost: 0.3504 data_cost: 0.0016 ips: 11.4169 images/s [04/15 10:02:07] ppdet.engine INFO: Epoch: [31] [4800/7329] learning_rate: 0.000100 loss_class: 0.561531 loss_bbox: 0.143047 loss_giou: 0.361543 loss_class_aux: 3.503067 loss_bbox_aux: 0.931610 loss_giou_aux: 2.261163 loss_class_dn: 0.329504 loss_bbox_dn: 0.156538 loss_giou_dn: 0.349523 loss_class_aux_dn: 1.704078 loss_bbox_aux_dn: 0.897591 loss_giou_aux_dn: 2.003713 loss: 13.846700 eta: 1 day, 22:25:43 batch_cost: 0.3527 data_cost: 0.0017 ips: 11.3398 images/s [04/15 10:02:47] ppdet.engine INFO: Epoch: [31] [4900/7329] learning_rate: 0.000100 loss_class: 0.504088 loss_bbox: 0.122348 loss_giou: 0.346212 loss_class_aux: 3.201393 loss_bbox_aux: 0.808990 loss_giou_aux: 2.173289 loss_class_dn: 0.291742 loss_bbox_dn: 0.141195 loss_giou_dn: 0.327418 loss_class_aux_dn: 1.584069 loss_bbox_aux_dn: 0.860796 loss_giou_aux_dn: 1.796705 loss: 12.513334 eta: 1 day, 22:25:09 batch_cost: 0.3584 data_cost: 0.0018 ips: 11.1610 images/s [04/15 10:03:27] ppdet.engine INFO: Epoch: [31] [5000/7329] learning_rate: 0.000100 loss_class: 0.608003 loss_bbox: 0.144485 loss_giou: 0.373529 loss_class_aux: 3.889781 loss_bbox_aux: 0.956758 loss_giou_aux: 2.292500 loss_class_dn: 0.336305 loss_bbox_dn: 0.171905 loss_giou_dn: 0.356178 loss_class_aux_dn: 1.776780 loss_bbox_aux_dn: 0.971765 loss_giou_aux_dn: 1.992044 loss: 14.396212 eta: 1 day, 22:24:33 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3096 images/s [04/15 10:04:06] ppdet.engine INFO: Epoch: [31] [5100/7329] learning_rate: 0.000100 loss_class: 0.585835 loss_bbox: 0.137359 loss_giou: 0.337494 loss_class_aux: 3.635145 loss_bbox_aux: 0.880616 loss_giou_aux: 2.159423 loss_class_dn: 0.310377 loss_bbox_dn: 0.141637 loss_giou_dn: 0.339596 loss_class_aux_dn: 1.660280 loss_bbox_aux_dn: 0.854535 loss_giou_aux_dn: 1.882229 loss: 13.226763 eta: 1 day, 22:23:57 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3429 images/s [04/15 10:04:45] ppdet.engine INFO: Epoch: [31] [5200/7329] learning_rate: 0.000100 loss_class: 0.571027 loss_bbox: 0.139396 loss_giou: 0.357267 loss_class_aux: 3.678154 loss_bbox_aux: 0.901477 loss_giou_aux: 2.292075 loss_class_dn: 0.331912 loss_bbox_dn: 0.143323 loss_giou_dn: 0.368193 loss_class_aux_dn: 1.765709 loss_bbox_aux_dn: 0.825014 loss_giou_aux_dn: 1.993554 loss: 14.269972 eta: 1 day, 22:23:22 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3052 images/s [04/15 10:05:25] ppdet.engine INFO: Epoch: [31] [5300/7329] learning_rate: 0.000100 loss_class: 0.559523 loss_bbox: 0.126933 loss_giou: 0.331227 loss_class_aux: 3.640474 loss_bbox_aux: 0.831254 loss_giou_aux: 2.208892 loss_class_dn: 0.304120 loss_bbox_dn: 0.132453 loss_giou_dn: 0.336963 loss_class_aux_dn: 1.657166 loss_bbox_aux_dn: 0.815041 loss_giou_aux_dn: 1.867310 loss: 13.589125 eta: 1 day, 22:22:46 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3189 images/s [04/15 10:06:04] ppdet.engine INFO: Epoch: [31] [5400/7329] learning_rate: 0.000100 loss_class: 0.640177 loss_bbox: 0.133010 loss_giou: 0.393917 loss_class_aux: 4.103209 loss_bbox_aux: 0.913601 loss_giou_aux: 2.583048 loss_class_dn: 0.339782 loss_bbox_dn: 0.157323 loss_giou_dn: 0.414829 loss_class_aux_dn: 1.861200 loss_bbox_aux_dn: 0.934448 loss_giou_aux_dn: 2.234210 loss: 15.041582 eta: 1 day, 22:22:11 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2824 images/s [04/15 10:06:43] ppdet.engine INFO: Epoch: [31] [5500/7329] learning_rate: 0.000100 loss_class: 0.655384 loss_bbox: 0.146938 loss_giou: 0.422108 loss_class_aux: 3.994563 loss_bbox_aux: 0.968855 loss_giou_aux: 2.746065 loss_class_dn: 0.356669 loss_bbox_dn: 0.156563 loss_giou_dn: 0.415357 loss_class_aux_dn: 1.960128 loss_bbox_aux_dn: 0.892662 loss_giou_aux_dn: 2.320776 loss: 15.864580 eta: 1 day, 22:21:35 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3461 images/s [04/15 10:07:23] ppdet.engine INFO: Epoch: [31] [5600/7329] learning_rate: 0.000100 loss_class: 0.601403 loss_bbox: 0.137056 loss_giou: 0.411844 loss_class_aux: 3.837311 loss_bbox_aux: 0.899495 loss_giou_aux: 2.664604 loss_class_dn: 0.370156 loss_bbox_dn: 0.145001 loss_giou_dn: 0.429961 loss_class_aux_dn: 1.970442 loss_bbox_aux_dn: 0.812308 loss_giou_aux_dn: 2.359519 loss: 15.376402 eta: 1 day, 22:20:59 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2578 images/s [04/15 10:08:02] ppdet.engine INFO: Epoch: [31] [5700/7329] learning_rate: 0.000100 loss_class: 0.598769 loss_bbox: 0.133652 loss_giou: 0.392173 loss_class_aux: 3.927263 loss_bbox_aux: 0.886871 loss_giou_aux: 2.495891 loss_class_dn: 0.346496 loss_bbox_dn: 0.163065 loss_giou_dn: 0.385583 loss_class_aux_dn: 1.874038 loss_bbox_aux_dn: 0.938327 loss_giou_aux_dn: 2.120627 loss: 14.993020 eta: 1 day, 22:20:24 batch_cost: 0.3540 data_cost: 0.0017 ips: 11.2988 images/s [04/15 10:08:42] ppdet.engine INFO: Epoch: [31] [5800/7329] learning_rate: 0.000100 loss_class: 0.565854 loss_bbox: 0.129741 loss_giou: 0.362891 loss_class_aux: 3.608796 loss_bbox_aux: 0.847705 loss_giou_aux: 2.211402 loss_class_dn: 0.330511 loss_bbox_dn: 0.153829 loss_giou_dn: 0.366300 loss_class_aux_dn: 1.773382 loss_bbox_aux_dn: 0.890364 loss_giou_aux_dn: 2.020270 loss: 14.233547 eta: 1 day, 22:19:49 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2643 images/s [04/15 10:09:22] ppdet.engine INFO: Epoch: [31] [5900/7329] learning_rate: 0.000100 loss_class: 0.588199 loss_bbox: 0.142904 loss_giou: 0.348279 loss_class_aux: 3.759208 loss_bbox_aux: 0.981234 loss_giou_aux: 2.323997 loss_class_dn: 0.330374 loss_bbox_dn: 0.163094 loss_giou_dn: 0.346472 loss_class_aux_dn: 1.773896 loss_bbox_aux_dn: 0.987663 loss_giou_aux_dn: 1.963756 loss: 15.051563 eta: 1 day, 22:19:14 batch_cost: 0.3575 data_cost: 0.0016 ips: 11.1891 images/s [04/15 10:10:01] ppdet.engine INFO: Epoch: [31] [6000/7329] learning_rate: 0.000100 loss_class: 0.609881 loss_bbox: 0.134309 loss_giou: 0.337427 loss_class_aux: 3.804438 loss_bbox_aux: 0.850071 loss_giou_aux: 2.099835 loss_class_dn: 0.326710 loss_bbox_dn: 0.144091 loss_giou_dn: 0.330303 loss_class_aux_dn: 1.802406 loss_bbox_aux_dn: 0.831016 loss_giou_aux_dn: 1.876973 loss: 14.146452 eta: 1 day, 22:18:38 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3513 images/s [04/15 10:10:41] ppdet.engine INFO: Epoch: [31] [6100/7329] learning_rate: 0.000100 loss_class: 0.562827 loss_bbox: 0.129037 loss_giou: 0.356093 loss_class_aux: 3.496839 loss_bbox_aux: 0.816227 loss_giou_aux: 2.205233 loss_class_dn: 0.284873 loss_bbox_dn: 0.153056 loss_giou_dn: 0.341612 loss_class_aux_dn: 1.584424 loss_bbox_aux_dn: 0.863365 loss_giou_aux_dn: 1.869534 loss: 12.258536 eta: 1 day, 22:18:03 batch_cost: 0.3586 data_cost: 0.0017 ips: 11.1530 images/s [04/15 10:11:20] ppdet.engine INFO: Epoch: [31] [6200/7329] learning_rate: 0.000100 loss_class: 0.635791 loss_bbox: 0.146687 loss_giou: 0.314713 loss_class_aux: 4.105350 loss_bbox_aux: 0.963213 loss_giou_aux: 2.043404 loss_class_dn: 0.306042 loss_bbox_dn: 0.155161 loss_giou_dn: 0.326635 loss_class_aux_dn: 1.704252 loss_bbox_aux_dn: 0.960425 loss_giou_aux_dn: 1.933036 loss: 14.409498 eta: 1 day, 22:17:27 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3765 images/s [04/15 10:11:59] ppdet.engine INFO: Epoch: [31] [6300/7329] learning_rate: 0.000100 loss_class: 0.599650 loss_bbox: 0.131923 loss_giou: 0.369517 loss_class_aux: 3.811024 loss_bbox_aux: 0.876107 loss_giou_aux: 2.369681 loss_class_dn: 0.305155 loss_bbox_dn: 0.146993 loss_giou_dn: 0.347016 loss_class_aux_dn: 1.664337 loss_bbox_aux_dn: 0.864941 loss_giou_aux_dn: 2.005802 loss: 13.838493 eta: 1 day, 22:16:51 batch_cost: 0.3502 data_cost: 0.0015 ips: 11.4216 images/s [04/15 10:12:38] ppdet.engine INFO: Epoch: [31] [6400/7329] learning_rate: 0.000100 loss_class: 0.626946 loss_bbox: 0.140535 loss_giou: 0.386871 loss_class_aux: 3.994540 loss_bbox_aux: 0.956512 loss_giou_aux: 2.494328 loss_class_dn: 0.328277 loss_bbox_dn: 0.175535 loss_giou_dn: 0.388921 loss_class_aux_dn: 1.795365 loss_bbox_aux_dn: 1.020190 loss_giou_aux_dn: 2.108098 loss: 14.241112 eta: 1 day, 22:16:15 batch_cost: 0.3528 data_cost: 0.0017 ips: 11.3381 images/s [04/15 10:13:18] ppdet.engine INFO: Epoch: [31] [6500/7329] learning_rate: 0.000100 loss_class: 0.661948 loss_bbox: 0.138318 loss_giou: 0.358138 loss_class_aux: 4.151293 loss_bbox_aux: 0.975442 loss_giou_aux: 2.313871 loss_class_dn: 0.338267 loss_bbox_dn: 0.180313 loss_giou_dn: 0.356451 loss_class_aux_dn: 1.792559 loss_bbox_aux_dn: 1.020816 loss_giou_aux_dn: 2.059947 loss: 15.258797 eta: 1 day, 22:15:40 batch_cost: 0.3540 data_cost: 0.0017 ips: 11.2984 images/s [04/15 10:13:58] ppdet.engine INFO: Epoch: [31] [6600/7329] learning_rate: 0.000100 loss_class: 0.563440 loss_bbox: 0.142941 loss_giou: 0.336190 loss_class_aux: 3.602158 loss_bbox_aux: 0.938415 loss_giou_aux: 2.058452 loss_class_dn: 0.313184 loss_bbox_dn: 0.151205 loss_giou_dn: 0.342175 loss_class_aux_dn: 1.662313 loss_bbox_aux_dn: 0.845486 loss_giou_aux_dn: 1.882406 loss: 12.992184 eta: 1 day, 22:15:05 batch_cost: 0.3595 data_cost: 0.0017 ips: 11.1257 images/s [04/15 10:14:37] ppdet.engine INFO: Epoch: [31] [6700/7329] learning_rate: 0.000100 loss_class: 0.578384 loss_bbox: 0.134143 loss_giou: 0.365582 loss_class_aux: 3.758495 loss_bbox_aux: 0.897438 loss_giou_aux: 2.293795 loss_class_dn: 0.328108 loss_bbox_dn: 0.140093 loss_giou_dn: 0.399097 loss_class_aux_dn: 1.805711 loss_bbox_aux_dn: 0.859305 loss_giou_aux_dn: 2.225452 loss: 14.193009 eta: 1 day, 22:14:29 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3545 images/s [04/15 10:15:17] ppdet.engine INFO: Epoch: [31] [6800/7329] learning_rate: 0.000100 loss_class: 0.564169 loss_bbox: 0.126417 loss_giou: 0.366564 loss_class_aux: 3.663042 loss_bbox_aux: 0.825222 loss_giou_aux: 2.256905 loss_class_dn: 0.329250 loss_bbox_dn: 0.143051 loss_giou_dn: 0.358437 loss_class_aux_dn: 1.791915 loss_bbox_aux_dn: 0.859715 loss_giou_aux_dn: 2.002290 loss: 13.710358 eta: 1 day, 22:13:54 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2547 images/s [04/15 10:15:56] ppdet.engine INFO: Epoch: [31] [6900/7329] learning_rate: 0.000100 loss_class: 0.623574 loss_bbox: 0.127151 loss_giou: 0.352118 loss_class_aux: 3.939457 loss_bbox_aux: 0.858786 loss_giou_aux: 2.276453 loss_class_dn: 0.339161 loss_bbox_dn: 0.148275 loss_giou_dn: 0.384268 loss_class_aux_dn: 1.827662 loss_bbox_aux_dn: 0.912979 loss_giou_aux_dn: 2.188482 loss: 15.199385 eta: 1 day, 22:13:19 batch_cost: 0.3580 data_cost: 0.0017 ips: 11.1747 images/s [04/15 10:16:36] ppdet.engine INFO: Epoch: [31] [7000/7329] learning_rate: 0.000100 loss_class: 0.604851 loss_bbox: 0.144449 loss_giou: 0.386968 loss_class_aux: 3.734454 loss_bbox_aux: 0.939424 loss_giou_aux: 2.427620 loss_class_dn: 0.341673 loss_bbox_dn: 0.165214 loss_giou_dn: 0.396271 loss_class_aux_dn: 1.813286 loss_bbox_aux_dn: 0.957477 loss_giou_aux_dn: 2.217460 loss: 15.020064 eta: 1 day, 22:12:44 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2380 images/s [04/15 10:17:15] ppdet.engine INFO: Epoch: [31] [7100/7329] learning_rate: 0.000100 loss_class: 0.619245 loss_bbox: 0.156803 loss_giou: 0.407116 loss_class_aux: 3.940868 loss_bbox_aux: 1.080997 loss_giou_aux: 2.677716 loss_class_dn: 0.331636 loss_bbox_dn: 0.178237 loss_giou_dn: 0.421596 loss_class_aux_dn: 1.799204 loss_bbox_aux_dn: 1.059686 loss_giou_aux_dn: 2.328572 loss: 15.503878 eta: 1 day, 22:12:09 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2845 images/s [04/15 10:17:55] ppdet.engine INFO: Epoch: [31] [7200/7329] learning_rate: 0.000100 loss_class: 0.644132 loss_bbox: 0.164816 loss_giou: 0.430455 loss_class_aux: 4.201033 loss_bbox_aux: 1.077862 loss_giou_aux: 2.754227 loss_class_dn: 0.379432 loss_bbox_dn: 0.166607 loss_giou_dn: 0.425711 loss_class_aux_dn: 2.062262 loss_bbox_aux_dn: 0.965454 loss_giou_aux_dn: 2.363299 loss: 16.044216 eta: 1 day, 22:11:33 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3816 images/s [04/15 10:18:34] ppdet.engine INFO: Epoch: [31] [7300/7329] learning_rate: 0.000100 loss_class: 0.615756 loss_bbox: 0.144109 loss_giou: 0.415262 loss_class_aux: 3.963870 loss_bbox_aux: 0.997579 loss_giou_aux: 2.523951 loss_class_dn: 0.335240 loss_bbox_dn: 0.157374 loss_giou_dn: 0.390388 loss_class_aux_dn: 1.737859 loss_bbox_aux_dn: 0.930998 loss_giou_aux_dn: 2.200207 loss: 15.559448 eta: 1 day, 22:10:57 batch_cost: 0.3507 data_cost: 0.0017 ips: 11.4053 images/s [04/15 10:18:48] ppdet.engine INFO: Eval iter: 0 [04/15 10:18:59] ppdet.engine INFO: Eval iter: 100 [04/15 10:19:11] ppdet.engine INFO: Eval iter: 200 [04/15 10:19:24] ppdet.engine INFO: Eval iter: 300 [04/15 10:19:36] ppdet.engine INFO: Eval iter: 400 [04/15 10:19:48] ppdet.engine INFO: Eval iter: 500 [04/15 10:20:00] ppdet.engine INFO: Eval iter: 600 [04/15 10:20:23] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 10:20:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.67s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.70s). Accumulating evaluation results... DONE (t=16.32s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.722 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 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 ] = 0.723 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 ] = 0.726 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 ] = 0.776 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 10:22:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.6843664100014 [04/15 10:22:07] ppdet.engine INFO: Best test bbox ap is 0.538. [04/15 10:22:10] ppdet.engine INFO: Epoch: [32] [ 0/7329] learning_rate: 0.000100 loss_class: 0.596774 loss_bbox: 0.138354 loss_giou: 0.376452 loss_class_aux: 3.852654 loss_bbox_aux: 0.958961 loss_giou_aux: 2.480021 loss_class_dn: 0.350234 loss_bbox_dn: 0.183252 loss_giou_dn: 0.370425 loss_class_aux_dn: 1.887462 loss_bbox_aux_dn: 1.037090 loss_giou_aux_dn: 2.060149 loss: 14.444508 eta: 1 day, 22:10:46 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4202 images/s [04/15 10:22:49] ppdet.engine INFO: Epoch: [32] [ 100/7329] learning_rate: 0.000100 loss_class: 0.666420 loss_bbox: 0.135867 loss_giou: 0.406658 loss_class_aux: 4.045391 loss_bbox_aux: 0.892361 loss_giou_aux: 2.471028 loss_class_dn: 0.335174 loss_bbox_dn: 0.149181 loss_giou_dn: 0.376404 loss_class_aux_dn: 1.799676 loss_bbox_aux_dn: 0.892164 loss_giou_aux_dn: 2.037570 loss: 15.270021 eta: 1 day, 22:10:10 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3408 images/s [04/15 10:23:29] ppdet.engine INFO: Epoch: [32] [ 200/7329] learning_rate: 0.000100 loss_class: 0.579389 loss_bbox: 0.135808 loss_giou: 0.405902 loss_class_aux: 3.685538 loss_bbox_aux: 0.908792 loss_giou_aux: 2.577386 loss_class_dn: 0.339722 loss_bbox_dn: 0.161601 loss_giou_dn: 0.383997 loss_class_aux_dn: 1.788884 loss_bbox_aux_dn: 0.959142 loss_giou_aux_dn: 2.133905 loss: 14.646950 eta: 1 day, 22:09:36 batch_cost: 0.3592 data_cost: 0.0014 ips: 11.1372 images/s [04/15 10:24:08] ppdet.engine INFO: Epoch: [32] [ 300/7329] learning_rate: 0.000100 loss_class: 0.576900 loss_bbox: 0.135472 loss_giou: 0.351543 loss_class_aux: 3.627874 loss_bbox_aux: 0.908279 loss_giou_aux: 2.162376 loss_class_dn: 0.333699 loss_bbox_dn: 0.163075 loss_giou_dn: 0.351539 loss_class_aux_dn: 1.841950 loss_bbox_aux_dn: 0.935288 loss_giou_aux_dn: 1.983027 loss: 14.642227 eta: 1 day, 22:09:01 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2714 images/s [04/15 10:24:48] ppdet.engine INFO: Epoch: [32] [ 400/7329] learning_rate: 0.000100 loss_class: 0.543085 loss_bbox: 0.138037 loss_giou: 0.342818 loss_class_aux: 3.364081 loss_bbox_aux: 0.849606 loss_giou_aux: 2.130472 loss_class_dn: 0.284843 loss_bbox_dn: 0.145074 loss_giou_dn: 0.334345 loss_class_aux_dn: 1.527411 loss_bbox_aux_dn: 0.828352 loss_giou_aux_dn: 1.842991 loss: 13.019117 eta: 1 day, 22:08:25 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3016 images/s [04/15 10:25:27] ppdet.engine INFO: Epoch: [32] [ 500/7329] learning_rate: 0.000100 loss_class: 0.644049 loss_bbox: 0.143878 loss_giou: 0.365064 loss_class_aux: 4.001116 loss_bbox_aux: 0.966806 loss_giou_aux: 2.297293 loss_class_dn: 0.359890 loss_bbox_dn: 0.154846 loss_giou_dn: 0.386162 loss_class_aux_dn: 1.935108 loss_bbox_aux_dn: 0.943478 loss_giou_aux_dn: 2.132369 loss: 15.090836 eta: 1 day, 22:07:49 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3142 images/s [04/15 10:26:07] ppdet.engine INFO: Epoch: [32] [ 600/7329] learning_rate: 0.000100 loss_class: 0.599512 loss_bbox: 0.130545 loss_giou: 0.423322 loss_class_aux: 3.962034 loss_bbox_aux: 0.853536 loss_giou_aux: 2.681464 loss_class_dn: 0.357330 loss_bbox_dn: 0.135474 loss_giou_dn: 0.426099 loss_class_aux_dn: 1.883758 loss_bbox_aux_dn: 0.834111 loss_giou_aux_dn: 2.343873 loss: 15.680741 eta: 1 day, 22:07:14 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2363 images/s [04/15 10:26:47] ppdet.engine INFO: Epoch: [32] [ 700/7329] learning_rate: 0.000100 loss_class: 0.571735 loss_bbox: 0.134522 loss_giou: 0.372522 loss_class_aux: 3.627446 loss_bbox_aux: 0.912207 loss_giou_aux: 2.347668 loss_class_dn: 0.341828 loss_bbox_dn: 0.151470 loss_giou_dn: 0.354829 loss_class_aux_dn: 1.844682 loss_bbox_aux_dn: 0.875798 loss_giou_aux_dn: 2.015934 loss: 14.047663 eta: 1 day, 22:06:39 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2392 images/s [04/15 10:27:27] ppdet.engine INFO: Epoch: [32] [ 800/7329] learning_rate: 0.000100 loss_class: 0.566709 loss_bbox: 0.132564 loss_giou: 0.362505 loss_class_aux: 3.539432 loss_bbox_aux: 0.892047 loss_giou_aux: 2.304347 loss_class_dn: 0.318791 loss_bbox_dn: 0.149397 loss_giou_dn: 0.347615 loss_class_aux_dn: 1.731077 loss_bbox_aux_dn: 0.879733 loss_giou_aux_dn: 1.982429 loss: 14.367827 eta: 1 day, 22:06:05 batch_cost: 0.3590 data_cost: 0.0013 ips: 11.1407 images/s [04/15 10:28:06] ppdet.engine INFO: Epoch: [32] [ 900/7329] learning_rate: 0.000100 loss_class: 0.590894 loss_bbox: 0.123232 loss_giou: 0.371464 loss_class_aux: 3.923323 loss_bbox_aux: 0.854695 loss_giou_aux: 2.271082 loss_class_dn: 0.334589 loss_bbox_dn: 0.144153 loss_giou_dn: 0.397080 loss_class_aux_dn: 1.782840 loss_bbox_aux_dn: 0.843269 loss_giou_aux_dn: 2.149555 loss: 14.412159 eta: 1 day, 22:05:29 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2482 images/s [04/15 10:28:45] ppdet.engine INFO: Epoch: [32] [1000/7329] learning_rate: 0.000100 loss_class: 0.570129 loss_bbox: 0.137175 loss_giou: 0.407900 loss_class_aux: 3.659766 loss_bbox_aux: 0.913215 loss_giou_aux: 2.681645 loss_class_dn: 0.325793 loss_bbox_dn: 0.142973 loss_giou_dn: 0.406085 loss_class_aux_dn: 1.768294 loss_bbox_aux_dn: 0.857890 loss_giou_aux_dn: 2.254237 loss: 14.694748 eta: 1 day, 22:04:53 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4064 images/s [04/15 10:29:25] ppdet.engine INFO: Epoch: [32] [1100/7329] learning_rate: 0.000100 loss_class: 0.533032 loss_bbox: 0.141218 loss_giou: 0.427306 loss_class_aux: 3.471759 loss_bbox_aux: 0.913599 loss_giou_aux: 2.597071 loss_class_dn: 0.325224 loss_bbox_dn: 0.158042 loss_giou_dn: 0.392335 loss_class_aux_dn: 1.728105 loss_bbox_aux_dn: 0.905526 loss_giou_aux_dn: 2.195904 loss: 13.717652 eta: 1 day, 22:04:18 batch_cost: 0.3580 data_cost: 0.0014 ips: 11.1721 images/s [04/15 10:30:05] ppdet.engine INFO: Epoch: [32] [1200/7329] learning_rate: 0.000100 loss_class: 0.546640 loss_bbox: 0.126372 loss_giou: 0.394636 loss_class_aux: 3.557701 loss_bbox_aux: 0.856954 loss_giou_aux: 2.429239 loss_class_dn: 0.328188 loss_bbox_dn: 0.144181 loss_giou_dn: 0.391005 loss_class_aux_dn: 1.783027 loss_bbox_aux_dn: 0.849930 loss_giou_aux_dn: 2.190038 loss: 14.589880 eta: 1 day, 22:03:43 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.2984 images/s [04/15 10:30:44] ppdet.engine INFO: Epoch: [32] [1300/7329] learning_rate: 0.000100 loss_class: 0.647818 loss_bbox: 0.127116 loss_giou: 0.383019 loss_class_aux: 4.096625 loss_bbox_aux: 0.859297 loss_giou_aux: 2.459538 loss_class_dn: 0.340415 loss_bbox_dn: 0.163826 loss_giou_dn: 0.396144 loss_class_aux_dn: 1.873140 loss_bbox_aux_dn: 0.946257 loss_giou_aux_dn: 2.171928 loss: 14.882023 eta: 1 day, 22:03:07 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4092 images/s [04/15 10:31:23] ppdet.engine INFO: Epoch: [32] [1400/7329] learning_rate: 0.000100 loss_class: 0.555557 loss_bbox: 0.126336 loss_giou: 0.404263 loss_class_aux: 3.564957 loss_bbox_aux: 0.827253 loss_giou_aux: 2.595938 loss_class_dn: 0.322292 loss_bbox_dn: 0.158672 loss_giou_dn: 0.399961 loss_class_aux_dn: 1.724287 loss_bbox_aux_dn: 0.909632 loss_giou_aux_dn: 2.225085 loss: 13.962683 eta: 1 day, 22:02:32 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2118 images/s [04/15 10:32:03] ppdet.engine INFO: Epoch: [32] [1500/7329] learning_rate: 0.000100 loss_class: 0.627839 loss_bbox: 0.149708 loss_giou: 0.471527 loss_class_aux: 3.994029 loss_bbox_aux: 0.963619 loss_giou_aux: 2.978038 loss_class_dn: 0.366126 loss_bbox_dn: 0.157143 loss_giou_dn: 0.448119 loss_class_aux_dn: 1.972634 loss_bbox_aux_dn: 0.887703 loss_giou_aux_dn: 2.490566 loss: 16.168003 eta: 1 day, 22:01:57 batch_cost: 0.3603 data_cost: 0.0014 ips: 11.1006 images/s [04/15 10:32:43] ppdet.engine INFO: Epoch: [32] [1600/7329] learning_rate: 0.000100 loss_class: 0.555602 loss_bbox: 0.124707 loss_giou: 0.420470 loss_class_aux: 3.484692 loss_bbox_aux: 0.836195 loss_giou_aux: 2.627170 loss_class_dn: 0.337334 loss_bbox_dn: 0.139583 loss_giou_dn: 0.377041 loss_class_aux_dn: 1.786649 loss_bbox_aux_dn: 0.836006 loss_giou_aux_dn: 2.086219 loss: 13.769974 eta: 1 day, 22:01:22 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2635 images/s [04/15 10:33:22] ppdet.engine INFO: Epoch: [32] [1700/7329] learning_rate: 0.000100 loss_class: 0.648372 loss_bbox: 0.156114 loss_giou: 0.399716 loss_class_aux: 4.243421 loss_bbox_aux: 1.020735 loss_giou_aux: 2.513911 loss_class_dn: 0.367674 loss_bbox_dn: 0.168383 loss_giou_dn: 0.428741 loss_class_aux_dn: 1.966775 loss_bbox_aux_dn: 0.997957 loss_giou_aux_dn: 2.368531 loss: 16.448685 eta: 1 day, 22:00:47 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3066 images/s [04/15 10:34:02] ppdet.engine INFO: Epoch: [32] [1800/7329] learning_rate: 0.000100 loss_class: 0.569517 loss_bbox: 0.150823 loss_giou: 0.428115 loss_class_aux: 3.676574 loss_bbox_aux: 0.949811 loss_giou_aux: 2.674303 loss_class_dn: 0.339439 loss_bbox_dn: 0.164156 loss_giou_dn: 0.399866 loss_class_aux_dn: 1.786937 loss_bbox_aux_dn: 0.941567 loss_giou_aux_dn: 2.208848 loss: 14.582990 eta: 1 day, 22:00:11 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2784 images/s [04/15 10:34:41] ppdet.engine INFO: Epoch: [32] [1900/7329] learning_rate: 0.000100 loss_class: 0.547933 loss_bbox: 0.126457 loss_giou: 0.331063 loss_class_aux: 3.449078 loss_bbox_aux: 0.798711 loss_giou_aux: 2.202885 loss_class_dn: 0.301415 loss_bbox_dn: 0.140167 loss_giou_dn: 0.352676 loss_class_aux_dn: 1.660604 loss_bbox_aux_dn: 0.854786 loss_giou_aux_dn: 1.980178 loss: 12.756021 eta: 1 day, 21:59:35 batch_cost: 0.3531 data_cost: 0.0015 ips: 11.3282 images/s [04/15 10:35:21] ppdet.engine INFO: Epoch: [32] [2000/7329] learning_rate: 0.000100 loss_class: 0.544742 loss_bbox: 0.140782 loss_giou: 0.389976 loss_class_aux: 3.495716 loss_bbox_aux: 0.906737 loss_giou_aux: 2.458004 loss_class_dn: 0.314323 loss_bbox_dn: 0.160766 loss_giou_dn: 0.376605 loss_class_aux_dn: 1.677965 loss_bbox_aux_dn: 0.942796 loss_giou_aux_dn: 2.064475 loss: 13.737906 eta: 1 day, 21:59:00 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3186 images/s [04/15 10:36:00] ppdet.engine INFO: Epoch: [32] [2100/7329] learning_rate: 0.000100 loss_class: 0.534059 loss_bbox: 0.136028 loss_giou: 0.373147 loss_class_aux: 3.404803 loss_bbox_aux: 0.849932 loss_giou_aux: 2.374459 loss_class_dn: 0.304286 loss_bbox_dn: 0.139427 loss_giou_dn: 0.352147 loss_class_aux_dn: 1.635076 loss_bbox_aux_dn: 0.823879 loss_giou_aux_dn: 1.940338 loss: 13.316837 eta: 1 day, 21:58:25 batch_cost: 0.3566 data_cost: 0.0014 ips: 11.2174 images/s [04/15 10:36:39] ppdet.engine INFO: Epoch: [32] [2200/7329] learning_rate: 0.000100 loss_class: 0.606418 loss_bbox: 0.141741 loss_giou: 0.364638 loss_class_aux: 3.808273 loss_bbox_aux: 0.942929 loss_giou_aux: 2.324172 loss_class_dn: 0.343236 loss_bbox_dn: 0.162122 loss_giou_dn: 0.376520 loss_class_aux_dn: 1.863400 loss_bbox_aux_dn: 0.971401 loss_giou_aux_dn: 2.053746 loss: 14.877609 eta: 1 day, 21:57:49 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3740 images/s [04/15 10:37:19] ppdet.engine INFO: Epoch: [32] [2300/7329] learning_rate: 0.000100 loss_class: 0.499418 loss_bbox: 0.105607 loss_giou: 0.301247 loss_class_aux: 3.258690 loss_bbox_aux: 0.701299 loss_giou_aux: 1.858202 loss_class_dn: 0.265685 loss_bbox_dn: 0.125308 loss_giou_dn: 0.269382 loss_class_aux_dn: 1.422823 loss_bbox_aux_dn: 0.719873 loss_giou_aux_dn: 1.501047 loss: 11.764672 eta: 1 day, 21:57:14 batch_cost: 0.3580 data_cost: 0.0014 ips: 11.1745 images/s [04/15 10:37:59] ppdet.engine INFO: Epoch: [32] [2400/7329] learning_rate: 0.000100 loss_class: 0.530583 loss_bbox: 0.133745 loss_giou: 0.358910 loss_class_aux: 3.441505 loss_bbox_aux: 0.899171 loss_giou_aux: 2.242110 loss_class_dn: 0.314541 loss_bbox_dn: 0.154458 loss_giou_dn: 0.341786 loss_class_aux_dn: 1.737273 loss_bbox_aux_dn: 0.917517 loss_giou_aux_dn: 1.906371 loss: 13.348120 eta: 1 day, 21:56:39 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2368 images/s [04/15 10:38:39] ppdet.engine INFO: Epoch: [32] [2500/7329] learning_rate: 0.000100 loss_class: 0.592646 loss_bbox: 0.138735 loss_giou: 0.463467 loss_class_aux: 3.809366 loss_bbox_aux: 0.919557 loss_giou_aux: 2.941719 loss_class_dn: 0.353708 loss_bbox_dn: 0.138354 loss_giou_dn: 0.445793 loss_class_aux_dn: 1.923642 loss_bbox_aux_dn: 0.821204 loss_giou_aux_dn: 2.441335 loss: 15.502853 eta: 1 day, 21:56:04 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2415 images/s [04/15 10:39:18] ppdet.engine INFO: Epoch: [32] [2600/7329] learning_rate: 0.000100 loss_class: 0.623837 loss_bbox: 0.136390 loss_giou: 0.408757 loss_class_aux: 4.072770 loss_bbox_aux: 0.933410 loss_giou_aux: 2.593154 loss_class_dn: 0.372738 loss_bbox_dn: 0.161726 loss_giou_dn: 0.433468 loss_class_aux_dn: 2.008418 loss_bbox_aux_dn: 0.996631 loss_giou_aux_dn: 2.395197 loss: 15.107054 eta: 1 day, 21:55:28 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3046 images/s [04/15 10:39:57] ppdet.engine INFO: Epoch: [32] [2700/7329] learning_rate: 0.000100 loss_class: 0.596805 loss_bbox: 0.136663 loss_giou: 0.381648 loss_class_aux: 3.700762 loss_bbox_aux: 0.910915 loss_giou_aux: 2.498539 loss_class_dn: 0.347792 loss_bbox_dn: 0.162437 loss_giou_dn: 0.378836 loss_class_aux_dn: 1.860617 loss_bbox_aux_dn: 0.995769 loss_giou_aux_dn: 2.151134 loss: 14.948742 eta: 1 day, 21:54:52 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3432 images/s [04/15 10:40:36] ppdet.engine INFO: Epoch: [32] [2800/7329] learning_rate: 0.000100 loss_class: 0.660630 loss_bbox: 0.159196 loss_giou: 0.451515 loss_class_aux: 4.017729 loss_bbox_aux: 1.011627 loss_giou_aux: 2.849994 loss_class_dn: 0.359210 loss_bbox_dn: 0.176445 loss_giou_dn: 0.431197 loss_class_aux_dn: 1.906195 loss_bbox_aux_dn: 1.056585 loss_giou_aux_dn: 2.405834 loss: 15.122303 eta: 1 day, 21:54:17 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3599 images/s [04/15 10:41:16] ppdet.engine INFO: Epoch: [32] [2900/7329] learning_rate: 0.000100 loss_class: 0.625697 loss_bbox: 0.151896 loss_giou: 0.402045 loss_class_aux: 3.929353 loss_bbox_aux: 1.014987 loss_giou_aux: 2.607582 loss_class_dn: 0.347853 loss_bbox_dn: 0.169573 loss_giou_dn: 0.422392 loss_class_aux_dn: 1.841631 loss_bbox_aux_dn: 0.966465 loss_giou_aux_dn: 2.290073 loss: 15.616276 eta: 1 day, 21:53:41 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3061 images/s [04/15 10:41:55] ppdet.engine INFO: Epoch: [32] [3000/7329] learning_rate: 0.000100 loss_class: 0.646757 loss_bbox: 0.124559 loss_giou: 0.387662 loss_class_aux: 4.055227 loss_bbox_aux: 0.829366 loss_giou_aux: 2.400628 loss_class_dn: 0.337724 loss_bbox_dn: 0.141414 loss_giou_dn: 0.398996 loss_class_aux_dn: 1.855328 loss_bbox_aux_dn: 0.862941 loss_giou_aux_dn: 2.210649 loss: 15.086127 eta: 1 day, 21:53:05 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3151 images/s [04/15 10:42:34] ppdet.engine INFO: Epoch: [32] [3100/7329] learning_rate: 0.000100 loss_class: 0.628567 loss_bbox: 0.128535 loss_giou: 0.405146 loss_class_aux: 3.990899 loss_bbox_aux: 0.859935 loss_giou_aux: 2.546406 loss_class_dn: 0.364735 loss_bbox_dn: 0.162221 loss_giou_dn: 0.416168 loss_class_aux_dn: 1.973305 loss_bbox_aux_dn: 0.950290 loss_giou_aux_dn: 2.238408 loss: 15.082451 eta: 1 day, 21:52:29 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4278 images/s [04/15 10:43:14] ppdet.engine INFO: Epoch: [32] [3200/7329] learning_rate: 0.000100 loss_class: 0.547756 loss_bbox: 0.131213 loss_giou: 0.365596 loss_class_aux: 3.725104 loss_bbox_aux: 0.868653 loss_giou_aux: 2.274574 loss_class_dn: 0.324043 loss_bbox_dn: 0.144607 loss_giou_dn: 0.321822 loss_class_aux_dn: 1.749615 loss_bbox_aux_dn: 0.912986 loss_giou_aux_dn: 1.797392 loss: 13.394447 eta: 1 day, 21:51:54 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2852 images/s [04/15 10:43:53] ppdet.engine INFO: Epoch: [32] [3300/7329] learning_rate: 0.000100 loss_class: 0.583841 loss_bbox: 0.145002 loss_giou: 0.415151 loss_class_aux: 3.774185 loss_bbox_aux: 0.968730 loss_giou_aux: 2.684565 loss_class_dn: 0.352156 loss_bbox_dn: 0.163887 loss_giou_dn: 0.427293 loss_class_aux_dn: 1.864774 loss_bbox_aux_dn: 0.933896 loss_giou_aux_dn: 2.364878 loss: 15.392029 eta: 1 day, 21:51:17 batch_cost: 0.3486 data_cost: 0.0013 ips: 11.4756 images/s [04/15 10:44:33] ppdet.engine INFO: Epoch: [32] [3400/7329] learning_rate: 0.000100 loss_class: 0.625377 loss_bbox: 0.142704 loss_giou: 0.418789 loss_class_aux: 4.148452 loss_bbox_aux: 0.910667 loss_giou_aux: 2.738992 loss_class_dn: 0.363282 loss_bbox_dn: 0.151097 loss_giou_dn: 0.415812 loss_class_aux_dn: 1.961527 loss_bbox_aux_dn: 0.903474 loss_giou_aux_dn: 2.331109 loss: 15.673622 eta: 1 day, 21:50:42 batch_cost: 0.3584 data_cost: 0.0014 ips: 11.1601 images/s [04/15 10:45:12] ppdet.engine INFO: Epoch: [32] [3500/7329] learning_rate: 0.000100 loss_class: 0.589536 loss_bbox: 0.149275 loss_giou: 0.327571 loss_class_aux: 3.581639 loss_bbox_aux: 0.980322 loss_giou_aux: 2.077517 loss_class_dn: 0.320953 loss_bbox_dn: 0.175429 loss_giou_dn: 0.337920 loss_class_aux_dn: 1.727568 loss_bbox_aux_dn: 1.055340 loss_giou_aux_dn: 1.901419 loss: 14.380026 eta: 1 day, 21:50:08 batch_cost: 0.3581 data_cost: 0.0014 ips: 11.1712 images/s [04/15 10:45:52] ppdet.engine INFO: Epoch: [32] [3600/7329] learning_rate: 0.000100 loss_class: 0.534745 loss_bbox: 0.153082 loss_giou: 0.347685 loss_class_aux: 3.516627 loss_bbox_aux: 1.031336 loss_giou_aux: 2.253693 loss_class_dn: 0.304595 loss_bbox_dn: 0.173036 loss_giou_dn: 0.336233 loss_class_aux_dn: 1.683776 loss_bbox_aux_dn: 1.000495 loss_giou_aux_dn: 1.845268 loss: 13.128874 eta: 1 day, 21:49:32 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2826 images/s [04/15 10:46:31] ppdet.engine INFO: Epoch: [32] [3700/7329] learning_rate: 0.000100 loss_class: 0.592548 loss_bbox: 0.137148 loss_giou: 0.377312 loss_class_aux: 3.797666 loss_bbox_aux: 0.917497 loss_giou_aux: 2.335314 loss_class_dn: 0.312218 loss_bbox_dn: 0.150286 loss_giou_dn: 0.349499 loss_class_aux_dn: 1.716577 loss_bbox_aux_dn: 0.892608 loss_giou_aux_dn: 1.914387 loss: 14.173172 eta: 1 day, 21:48:56 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3692 images/s [04/15 10:47:11] ppdet.engine INFO: Epoch: [32] [3800/7329] learning_rate: 0.000100 loss_class: 0.595839 loss_bbox: 0.129622 loss_giou: 0.432096 loss_class_aux: 3.799385 loss_bbox_aux: 0.825501 loss_giou_aux: 2.681227 loss_class_dn: 0.365314 loss_bbox_dn: 0.131278 loss_giou_dn: 0.408641 loss_class_aux_dn: 1.912442 loss_bbox_aux_dn: 0.778854 loss_giou_aux_dn: 2.380013 loss: 15.411438 eta: 1 day, 21:48:21 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2503 images/s [04/15 10:47:50] ppdet.engine INFO: Epoch: [32] [3900/7329] learning_rate: 0.000100 loss_class: 0.668426 loss_bbox: 0.136050 loss_giou: 0.401686 loss_class_aux: 4.177779 loss_bbox_aux: 0.900582 loss_giou_aux: 2.472463 loss_class_dn: 0.366844 loss_bbox_dn: 0.151105 loss_giou_dn: 0.409272 loss_class_aux_dn: 1.908873 loss_bbox_aux_dn: 0.918338 loss_giou_aux_dn: 2.239161 loss: 15.077272 eta: 1 day, 21:47:46 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2367 images/s [04/15 10:48:30] ppdet.engine INFO: Epoch: [32] [4000/7329] learning_rate: 0.000100 loss_class: 0.542316 loss_bbox: 0.134838 loss_giou: 0.366412 loss_class_aux: 3.510000 loss_bbox_aux: 0.926059 loss_giou_aux: 2.325322 loss_class_dn: 0.315823 loss_bbox_dn: 0.152824 loss_giou_dn: 0.356899 loss_class_aux_dn: 1.693146 loss_bbox_aux_dn: 0.907580 loss_giou_aux_dn: 1.984901 loss: 13.205194 eta: 1 day, 21:47:10 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3604 images/s [04/15 10:49:09] ppdet.engine INFO: Epoch: [32] [4100/7329] learning_rate: 0.000100 loss_class: 0.570396 loss_bbox: 0.132257 loss_giou: 0.400143 loss_class_aux: 3.646575 loss_bbox_aux: 0.891875 loss_giou_aux: 2.542718 loss_class_dn: 0.321433 loss_bbox_dn: 0.152588 loss_giou_dn: 0.357614 loss_class_aux_dn: 1.725355 loss_bbox_aux_dn: 0.853435 loss_giou_aux_dn: 1.951137 loss: 13.491445 eta: 1 day, 21:46:34 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3611 images/s [04/15 10:49:48] ppdet.engine INFO: Epoch: [32] [4200/7329] learning_rate: 0.000100 loss_class: 0.612988 loss_bbox: 0.147095 loss_giou: 0.393705 loss_class_aux: 3.985414 loss_bbox_aux: 0.936154 loss_giou_aux: 2.434262 loss_class_dn: 0.337486 loss_bbox_dn: 0.164110 loss_giou_dn: 0.377699 loss_class_aux_dn: 1.787823 loss_bbox_aux_dn: 1.004993 loss_giou_aux_dn: 2.103740 loss: 15.145522 eta: 1 day, 21:45:59 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2794 images/s [04/15 10:50:28] ppdet.engine INFO: Epoch: [32] [4300/7329] learning_rate: 0.000100 loss_class: 0.573746 loss_bbox: 0.128437 loss_giou: 0.320996 loss_class_aux: 3.749305 loss_bbox_aux: 0.865036 loss_giou_aux: 2.084624 loss_class_dn: 0.323076 loss_bbox_dn: 0.147339 loss_giou_dn: 0.337510 loss_class_aux_dn: 1.762579 loss_bbox_aux_dn: 0.881717 loss_giou_aux_dn: 1.905873 loss: 13.800989 eta: 1 day, 21:45:24 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2210 images/s [04/15 10:51:08] ppdet.engine INFO: Epoch: [32] [4400/7329] learning_rate: 0.000100 loss_class: 0.544190 loss_bbox: 0.118629 loss_giou: 0.321122 loss_class_aux: 3.519888 loss_bbox_aux: 0.771542 loss_giou_aux: 2.052089 loss_class_dn: 0.287826 loss_bbox_dn: 0.134632 loss_giou_dn: 0.320256 loss_class_aux_dn: 1.598988 loss_bbox_aux_dn: 0.808636 loss_giou_aux_dn: 1.784247 loss: 12.639631 eta: 1 day, 21:44:49 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1959 images/s [04/15 10:51:47] ppdet.engine INFO: Epoch: [32] [4500/7329] learning_rate: 0.000100 loss_class: 0.584647 loss_bbox: 0.135285 loss_giou: 0.299034 loss_class_aux: 3.735611 loss_bbox_aux: 0.937252 loss_giou_aux: 1.910307 loss_class_dn: 0.311763 loss_bbox_dn: 0.155091 loss_giou_dn: 0.334374 loss_class_aux_dn: 1.674555 loss_bbox_aux_dn: 0.909325 loss_giou_aux_dn: 1.843534 loss: 13.873093 eta: 1 day, 21:44:14 batch_cost: 0.3568 data_cost: 0.0015 ips: 11.2101 images/s [04/15 10:52:27] ppdet.engine INFO: Epoch: [32] [4600/7329] learning_rate: 0.000100 loss_class: 0.606007 loss_bbox: 0.142425 loss_giou: 0.374629 loss_class_aux: 3.908175 loss_bbox_aux: 0.972786 loss_giou_aux: 2.330165 loss_class_dn: 0.332281 loss_bbox_dn: 0.148534 loss_giou_dn: 0.369092 loss_class_aux_dn: 1.779145 loss_bbox_aux_dn: 0.913111 loss_giou_aux_dn: 2.042705 loss: 14.606042 eta: 1 day, 21:43:38 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3037 images/s [04/15 10:53:06] ppdet.engine INFO: Epoch: [32] [4700/7329] learning_rate: 0.000100 loss_class: 0.558662 loss_bbox: 0.148842 loss_giou: 0.346038 loss_class_aux: 3.690325 loss_bbox_aux: 0.943027 loss_giou_aux: 2.317924 loss_class_dn: 0.338033 loss_bbox_dn: 0.173208 loss_giou_dn: 0.361851 loss_class_aux_dn: 1.829383 loss_bbox_aux_dn: 1.014001 loss_giou_aux_dn: 2.047843 loss: 14.427973 eta: 1 day, 21:43:02 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3317 images/s [04/15 10:53:46] ppdet.engine INFO: Epoch: [32] [4800/7329] learning_rate: 0.000100 loss_class: 0.551375 loss_bbox: 0.116114 loss_giou: 0.421494 loss_class_aux: 3.502264 loss_bbox_aux: 0.797607 loss_giou_aux: 2.738306 loss_class_dn: 0.321748 loss_bbox_dn: 0.134831 loss_giou_dn: 0.401261 loss_class_aux_dn: 1.712554 loss_bbox_aux_dn: 0.780817 loss_giou_aux_dn: 2.191475 loss: 13.876786 eta: 1 day, 21:42:28 batch_cost: 0.3597 data_cost: 0.0014 ips: 11.1195 images/s [04/15 10:54:26] ppdet.engine INFO: Epoch: [32] [4900/7329] learning_rate: 0.000100 loss_class: 0.532443 loss_bbox: 0.121938 loss_giou: 0.316327 loss_class_aux: 3.395143 loss_bbox_aux: 0.825565 loss_giou_aux: 2.080452 loss_class_dn: 0.300458 loss_bbox_dn: 0.142573 loss_giou_dn: 0.330468 loss_class_aux_dn: 1.659587 loss_bbox_aux_dn: 0.819763 loss_giou_aux_dn: 1.853270 loss: 13.256288 eta: 1 day, 21:41:53 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2502 images/s [04/15 10:55:05] ppdet.engine INFO: Epoch: [32] [5000/7329] learning_rate: 0.000100 loss_class: 0.550259 loss_bbox: 0.132083 loss_giou: 0.383210 loss_class_aux: 3.531033 loss_bbox_aux: 0.882681 loss_giou_aux: 2.440451 loss_class_dn: 0.301773 loss_bbox_dn: 0.146501 loss_giou_dn: 0.368387 loss_class_aux_dn: 1.622355 loss_bbox_aux_dn: 0.839539 loss_giou_aux_dn: 2.094377 loss: 13.782974 eta: 1 day, 21:41:17 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2780 images/s [04/15 10:55:45] ppdet.engine INFO: Epoch: [32] [5100/7329] learning_rate: 0.000100 loss_class: 0.608435 loss_bbox: 0.141369 loss_giou: 0.368358 loss_class_aux: 3.949002 loss_bbox_aux: 0.867673 loss_giou_aux: 2.312661 loss_class_dn: 0.326217 loss_bbox_dn: 0.155994 loss_giou_dn: 0.371019 loss_class_aux_dn: 1.781471 loss_bbox_aux_dn: 0.887049 loss_giou_aux_dn: 2.080212 loss: 14.288353 eta: 1 day, 21:40:42 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1996 images/s [04/15 10:56:24] ppdet.engine INFO: Epoch: [32] [5200/7329] learning_rate: 0.000100 loss_class: 0.584656 loss_bbox: 0.141657 loss_giou: 0.345791 loss_class_aux: 3.599833 loss_bbox_aux: 0.930059 loss_giou_aux: 2.324790 loss_class_dn: 0.312997 loss_bbox_dn: 0.155056 loss_giou_dn: 0.367822 loss_class_aux_dn: 1.701263 loss_bbox_aux_dn: 0.920470 loss_giou_aux_dn: 1.991034 loss: 14.271779 eta: 1 day, 21:40:06 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.3987 images/s [04/15 10:57:04] ppdet.engine INFO: Epoch: [32] [5300/7329] learning_rate: 0.000100 loss_class: 0.565022 loss_bbox: 0.140863 loss_giou: 0.416491 loss_class_aux: 3.669700 loss_bbox_aux: 0.943597 loss_giou_aux: 2.577732 loss_class_dn: 0.352884 loss_bbox_dn: 0.156160 loss_giou_dn: 0.393952 loss_class_aux_dn: 1.866063 loss_bbox_aux_dn: 0.936147 loss_giou_aux_dn: 2.159777 loss: 15.053696 eta: 1 day, 21:39:32 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1866 images/s [04/15 10:57:43] ppdet.engine INFO: Epoch: [32] [5400/7329] learning_rate: 0.000100 loss_class: 0.494694 loss_bbox: 0.106665 loss_giou: 0.314106 loss_class_aux: 3.180112 loss_bbox_aux: 0.742374 loss_giou_aux: 2.044885 loss_class_dn: 0.275864 loss_bbox_dn: 0.131425 loss_giou_dn: 0.307398 loss_class_aux_dn: 1.519677 loss_bbox_aux_dn: 0.772288 loss_giou_aux_dn: 1.748465 loss: 11.949030 eta: 1 day, 21:38:56 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2477 images/s [04/15 10:58:23] ppdet.engine INFO: Epoch: [32] [5500/7329] learning_rate: 0.000100 loss_class: 0.559817 loss_bbox: 0.129070 loss_giou: 0.418166 loss_class_aux: 3.621108 loss_bbox_aux: 0.858966 loss_giou_aux: 2.539758 loss_class_dn: 0.326809 loss_bbox_dn: 0.133315 loss_giou_dn: 0.381254 loss_class_aux_dn: 1.753397 loss_bbox_aux_dn: 0.800763 loss_giou_aux_dn: 2.143669 loss: 14.076359 eta: 1 day, 21:38:21 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2363 images/s [04/15 10:59:03] ppdet.engine INFO: Epoch: [32] [5600/7329] learning_rate: 0.000100 loss_class: 0.659651 loss_bbox: 0.140037 loss_giou: 0.389858 loss_class_aux: 4.096176 loss_bbox_aux: 0.943988 loss_giou_aux: 2.529095 loss_class_dn: 0.372348 loss_bbox_dn: 0.163284 loss_giou_dn: 0.391859 loss_class_aux_dn: 2.054078 loss_bbox_aux_dn: 0.936427 loss_giou_aux_dn: 2.205908 loss: 15.820380 eta: 1 day, 21:37:46 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2759 images/s [04/15 10:59:42] ppdet.engine INFO: Epoch: [32] [5700/7329] learning_rate: 0.000100 loss_class: 0.540905 loss_bbox: 0.144057 loss_giou: 0.386422 loss_class_aux: 3.426984 loss_bbox_aux: 0.933863 loss_giou_aux: 2.464385 loss_class_dn: 0.334018 loss_bbox_dn: 0.148407 loss_giou_dn: 0.397724 loss_class_aux_dn: 1.834028 loss_bbox_aux_dn: 0.894557 loss_giou_aux_dn: 2.174030 loss: 14.352281 eta: 1 day, 21:37:10 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2927 images/s [04/15 11:00:22] ppdet.engine INFO: Epoch: [32] [5800/7329] learning_rate: 0.000100 loss_class: 0.632230 loss_bbox: 0.144961 loss_giou: 0.357091 loss_class_aux: 4.013691 loss_bbox_aux: 0.948876 loss_giou_aux: 2.271210 loss_class_dn: 0.350444 loss_bbox_dn: 0.179265 loss_giou_dn: 0.391876 loss_class_aux_dn: 1.861596 loss_bbox_aux_dn: 1.048393 loss_giou_aux_dn: 2.174808 loss: 15.094820 eta: 1 day, 21:36:36 batch_cost: 0.3585 data_cost: 0.0013 ips: 11.1568 images/s [04/15 11:01:02] ppdet.engine INFO: Epoch: [32] [5900/7329] learning_rate: 0.000100 loss_class: 0.609946 loss_bbox: 0.132465 loss_giou: 0.387018 loss_class_aux: 3.916807 loss_bbox_aux: 0.882980 loss_giou_aux: 2.485645 loss_class_dn: 0.363673 loss_bbox_dn: 0.134929 loss_giou_dn: 0.385771 loss_class_aux_dn: 1.956634 loss_bbox_aux_dn: 0.836578 loss_giou_aux_dn: 2.208395 loss: 15.675127 eta: 1 day, 21:36:01 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2138 images/s [04/15 11:01:41] ppdet.engine INFO: Epoch: [32] [6000/7329] learning_rate: 0.000100 loss_class: 0.611578 loss_bbox: 0.126647 loss_giou: 0.331272 loss_class_aux: 3.856036 loss_bbox_aux: 0.872090 loss_giou_aux: 2.132273 loss_class_dn: 0.326377 loss_bbox_dn: 0.147509 loss_giou_dn: 0.319069 loss_class_aux_dn: 1.765887 loss_bbox_aux_dn: 0.897858 loss_giou_aux_dn: 1.789723 loss: 13.554609 eta: 1 day, 21:35:26 batch_cost: 0.3571 data_cost: 0.0015 ips: 11.2018 images/s [04/15 11:02:21] ppdet.engine INFO: Epoch: [32] [6100/7329] learning_rate: 0.000100 loss_class: 0.571607 loss_bbox: 0.137287 loss_giou: 0.361690 loss_class_aux: 3.726957 loss_bbox_aux: 0.927794 loss_giou_aux: 2.255573 loss_class_dn: 0.320122 loss_bbox_dn: 0.162250 loss_giou_dn: 0.348132 loss_class_aux_dn: 1.738900 loss_bbox_aux_dn: 0.933327 loss_giou_aux_dn: 2.002562 loss: 13.607779 eta: 1 day, 21:34:50 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3013 images/s [04/15 11:03:00] ppdet.engine INFO: Epoch: [32] [6200/7329] learning_rate: 0.000100 loss_class: 0.612791 loss_bbox: 0.135657 loss_giou: 0.417794 loss_class_aux: 3.816344 loss_bbox_aux: 0.893799 loss_giou_aux: 2.688252 loss_class_dn: 0.361160 loss_bbox_dn: 0.141411 loss_giou_dn: 0.441175 loss_class_aux_dn: 1.880226 loss_bbox_aux_dn: 0.846360 loss_giou_aux_dn: 2.410531 loss: 15.590107 eta: 1 day, 21:34:14 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3382 images/s [04/15 11:03:39] ppdet.engine INFO: Epoch: [32] [6300/7329] learning_rate: 0.000100 loss_class: 0.579315 loss_bbox: 0.124987 loss_giou: 0.376412 loss_class_aux: 3.623174 loss_bbox_aux: 0.826206 loss_giou_aux: 2.434615 loss_class_dn: 0.330640 loss_bbox_dn: 0.147255 loss_giou_dn: 0.363935 loss_class_aux_dn: 1.773598 loss_bbox_aux_dn: 0.844070 loss_giou_aux_dn: 2.143302 loss: 14.368906 eta: 1 day, 21:33:39 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3227 images/s [04/15 11:04:19] ppdet.engine INFO: Epoch: [32] [6400/7329] learning_rate: 0.000100 loss_class: 0.549072 loss_bbox: 0.124837 loss_giou: 0.359893 loss_class_aux: 3.591976 loss_bbox_aux: 0.820998 loss_giou_aux: 2.304170 loss_class_dn: 0.306760 loss_bbox_dn: 0.139277 loss_giou_dn: 0.323153 loss_class_aux_dn: 1.668965 loss_bbox_aux_dn: 0.796033 loss_giou_aux_dn: 1.812906 loss: 13.020059 eta: 1 day, 21:33:03 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3428 images/s [04/15 11:04:58] ppdet.engine INFO: Epoch: [32] [6500/7329] learning_rate: 0.000100 loss_class: 0.612915 loss_bbox: 0.138580 loss_giou: 0.464239 loss_class_aux: 3.911469 loss_bbox_aux: 0.901530 loss_giou_aux: 3.025366 loss_class_dn: 0.370175 loss_bbox_dn: 0.135020 loss_giou_dn: 0.433008 loss_class_aux_dn: 1.984702 loss_bbox_aux_dn: 0.789499 loss_giou_aux_dn: 2.405077 loss: 15.584596 eta: 1 day, 21:32:27 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3336 images/s [04/15 11:05:38] ppdet.engine INFO: Epoch: [32] [6600/7329] learning_rate: 0.000100 loss_class: 0.559813 loss_bbox: 0.139387 loss_giou: 0.376585 loss_class_aux: 3.610466 loss_bbox_aux: 0.900028 loss_giou_aux: 2.339008 loss_class_dn: 0.317481 loss_bbox_dn: 0.158919 loss_giou_dn: 0.354233 loss_class_aux_dn: 1.739875 loss_bbox_aux_dn: 0.897997 loss_giou_aux_dn: 1.987285 loss: 13.760560 eta: 1 day, 21:31:53 batch_cost: 0.3592 data_cost: 0.0013 ips: 11.1352 images/s [04/15 11:06:17] ppdet.engine INFO: Epoch: [32] [6700/7329] learning_rate: 0.000100 loss_class: 0.669384 loss_bbox: 0.151017 loss_giou: 0.442663 loss_class_aux: 4.189564 loss_bbox_aux: 0.973159 loss_giou_aux: 2.743704 loss_class_dn: 0.371773 loss_bbox_dn: 0.164953 loss_giou_dn: 0.406056 loss_class_aux_dn: 2.007254 loss_bbox_aux_dn: 0.989189 loss_giou_aux_dn: 2.331209 loss: 15.954428 eta: 1 day, 21:31:17 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3144 images/s [04/15 11:06:57] ppdet.engine INFO: Epoch: [32] [6800/7329] learning_rate: 0.000100 loss_class: 0.646434 loss_bbox: 0.141972 loss_giou: 0.408690 loss_class_aux: 4.227483 loss_bbox_aux: 0.916240 loss_giou_aux: 2.558601 loss_class_dn: 0.372205 loss_bbox_dn: 0.158132 loss_giou_dn: 0.414388 loss_class_aux_dn: 2.003747 loss_bbox_aux_dn: 0.952509 loss_giou_aux_dn: 2.296715 loss: 15.373362 eta: 1 day, 21:30:42 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2959 images/s [04/15 11:07:36] ppdet.engine INFO: Epoch: [32] [6900/7329] learning_rate: 0.000100 loss_class: 0.541690 loss_bbox: 0.128174 loss_giou: 0.392853 loss_class_aux: 3.413971 loss_bbox_aux: 0.842370 loss_giou_aux: 2.425000 loss_class_dn: 0.311233 loss_bbox_dn: 0.153700 loss_giou_dn: 0.370120 loss_class_aux_dn: 1.677777 loss_bbox_aux_dn: 0.903859 loss_giou_aux_dn: 1.998409 loss: 14.028421 eta: 1 day, 21:30:06 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2677 images/s [04/15 11:08:16] ppdet.engine INFO: Epoch: [32] [7000/7329] learning_rate: 0.000100 loss_class: 0.586994 loss_bbox: 0.122762 loss_giou: 0.363547 loss_class_aux: 3.615795 loss_bbox_aux: 0.817251 loss_giou_aux: 2.423908 loss_class_dn: 0.318789 loss_bbox_dn: 0.134836 loss_giou_dn: 0.344202 loss_class_aux_dn: 1.751697 loss_bbox_aux_dn: 0.816348 loss_giou_aux_dn: 1.955571 loss: 13.333944 eta: 1 day, 21:29:31 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1745 images/s [04/15 11:08:56] ppdet.engine INFO: Epoch: [32] [7100/7329] learning_rate: 0.000100 loss_class: 0.623942 loss_bbox: 0.142946 loss_giou: 0.439229 loss_class_aux: 3.934153 loss_bbox_aux: 0.956559 loss_giou_aux: 2.835151 loss_class_dn: 0.341006 loss_bbox_dn: 0.152862 loss_giou_dn: 0.430620 loss_class_aux_dn: 1.814687 loss_bbox_aux_dn: 0.927537 loss_giou_aux_dn: 2.304466 loss: 15.178378 eta: 1 day, 21:28:56 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3113 images/s [04/15 11:09:35] ppdet.engine INFO: Epoch: [32] [7200/7329] learning_rate: 0.000100 loss_class: 0.561712 loss_bbox: 0.121168 loss_giou: 0.343979 loss_class_aux: 3.522164 loss_bbox_aux: 0.786999 loss_giou_aux: 2.287488 loss_class_dn: 0.309207 loss_bbox_dn: 0.132983 loss_giou_dn: 0.357383 loss_class_aux_dn: 1.673838 loss_bbox_aux_dn: 0.791644 loss_giou_aux_dn: 2.015156 loss: 13.586004 eta: 1 day, 21:28:20 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3736 images/s [04/15 11:10:15] ppdet.engine INFO: Epoch: [32] [7300/7329] learning_rate: 0.000100 loss_class: 0.630451 loss_bbox: 0.146763 loss_giou: 0.415073 loss_class_aux: 4.039645 loss_bbox_aux: 1.008762 loss_giou_aux: 2.681800 loss_class_dn: 0.357072 loss_bbox_dn: 0.163794 loss_giou_dn: 0.411772 loss_class_aux_dn: 1.932932 loss_bbox_aux_dn: 0.974349 loss_giou_aux_dn: 2.248489 loss: 15.053851 eta: 1 day, 21:27:45 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1988 images/s [04/15 11:10:28] ppdet.engine INFO: Eval iter: 0 [04/15 11:10:40] ppdet.engine INFO: Eval iter: 100 [04/15 11:10:52] ppdet.engine INFO: Eval iter: 200 [04/15 11:11:04] ppdet.engine INFO: Eval iter: 300 [04/15 11:11:17] ppdet.engine INFO: Eval iter: 400 [04/15 11:11:29] ppdet.engine INFO: Eval iter: 500 [04/15 11:11:41] ppdet.engine INFO: Eval iter: 600 [04/15 11:12:03] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/15 11:12:04] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.78s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.82s). Accumulating evaluation results... DONE (t=16.56s). 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 ] = 0.586 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.344 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.589 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.397 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 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.776 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/15 11:13:47] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.82724110851744 [04/15 11:13:47] ppdet.engine INFO: Best test bbox ap is 0.539. [04/15 11:13:50] ppdet.engine INFO: Epoch: [33] [ 0/7329] learning_rate: 0.000100 loss_class: 0.625279 loss_bbox: 0.144317 loss_giou: 0.395711 loss_class_aux: 3.984275 loss_bbox_aux: 0.921583 loss_giou_aux: 2.515275 loss_class_dn: 0.313828 loss_bbox_dn: 0.153475 loss_giou_dn: 0.391995 loss_class_aux_dn: 1.716879 loss_bbox_aux_dn: 0.943159 loss_giou_aux_dn: 2.164288 loss: 14.430824 eta: 1 day, 21:27:34 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2929 images/s [04/15 11:14:29] ppdet.engine INFO: Epoch: [33] [ 100/7329] learning_rate: 0.000100 loss_class: 0.550405 loss_bbox: 0.125866 loss_giou: 0.357318 loss_class_aux: 3.479933 loss_bbox_aux: 0.834484 loss_giou_aux: 2.236322 loss_class_dn: 0.330896 loss_bbox_dn: 0.132515 loss_giou_dn: 0.351071 loss_class_aux_dn: 1.762184 loss_bbox_aux_dn: 0.798593 loss_giou_aux_dn: 2.000984 loss: 13.835657 eta: 1 day, 21:26:59 batch_cost: 0.3533 data_cost: 0.0010 ips: 11.3223 images/s [04/15 11:15:08] ppdet.engine INFO: Epoch: [33] [ 200/7329] learning_rate: 0.000100 loss_class: 0.627990 loss_bbox: 0.140512 loss_giou: 0.410446 loss_class_aux: 4.089014 loss_bbox_aux: 0.935668 loss_giou_aux: 2.631784 loss_class_dn: 0.345553 loss_bbox_dn: 0.151186 loss_giou_dn: 0.401802 loss_class_aux_dn: 1.831107 loss_bbox_aux_dn: 0.933996 loss_giou_aux_dn: 2.184428 loss: 15.133676 eta: 1 day, 21:26:22 batch_cost: 0.3497 data_cost: 0.0011 ips: 11.4383 images/s [04/15 11:15:48] ppdet.engine INFO: Epoch: [33] [ 300/7329] learning_rate: 0.000100 loss_class: 0.509061 loss_bbox: 0.127450 loss_giou: 0.314131 loss_class_aux: 3.185644 loss_bbox_aux: 0.793243 loss_giou_aux: 2.007465 loss_class_dn: 0.275290 loss_bbox_dn: 0.126411 loss_giou_dn: 0.287857 loss_class_aux_dn: 1.486910 loss_bbox_aux_dn: 0.794424 loss_giou_aux_dn: 1.651385 loss: 12.747089 eta: 1 day, 21:25:47 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1937 images/s [04/15 11:16:27] ppdet.engine INFO: Epoch: [33] [ 400/7329] learning_rate: 0.000100 loss_class: 0.494801 loss_bbox: 0.126375 loss_giou: 0.319732 loss_class_aux: 3.214815 loss_bbox_aux: 0.845829 loss_giou_aux: 2.037720 loss_class_dn: 0.306628 loss_bbox_dn: 0.152963 loss_giou_dn: 0.325196 loss_class_aux_dn: 1.645359 loss_bbox_aux_dn: 0.875266 loss_giou_aux_dn: 1.831999 loss: 13.262502 eta: 1 day, 21:25:12 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2875 images/s [04/15 11:17:07] ppdet.engine INFO: Epoch: [33] [ 500/7329] learning_rate: 0.000100 loss_class: 0.590626 loss_bbox: 0.147410 loss_giou: 0.385421 loss_class_aux: 3.751123 loss_bbox_aux: 0.974315 loss_giou_aux: 2.500093 loss_class_dn: 0.356485 loss_bbox_dn: 0.161418 loss_giou_dn: 0.397646 loss_class_aux_dn: 1.924298 loss_bbox_aux_dn: 0.976653 loss_giou_aux_dn: 2.294894 loss: 15.115194 eta: 1 day, 21:24:37 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2514 images/s [04/15 11:17:46] ppdet.engine INFO: Epoch: [33] [ 600/7329] learning_rate: 0.000100 loss_class: 0.589482 loss_bbox: 0.149044 loss_giou: 0.359628 loss_class_aux: 3.763003 loss_bbox_aux: 0.934273 loss_giou_aux: 2.300225 loss_class_dn: 0.336732 loss_bbox_dn: 0.156540 loss_giou_dn: 0.380396 loss_class_aux_dn: 1.817909 loss_bbox_aux_dn: 0.952126 loss_giou_aux_dn: 2.127714 loss: 15.012657 eta: 1 day, 21:24:01 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2949 images/s [04/15 11:18:25] ppdet.engine INFO: Epoch: [33] [ 700/7329] learning_rate: 0.000100 loss_class: 0.546087 loss_bbox: 0.134386 loss_giou: 0.477377 loss_class_aux: 3.469600 loss_bbox_aux: 0.876935 loss_giou_aux: 2.886319 loss_class_dn: 0.318982 loss_bbox_dn: 0.142926 loss_giou_dn: 0.386887 loss_class_aux_dn: 1.714679 loss_bbox_aux_dn: 0.812002 loss_giou_aux_dn: 2.263393 loss: 13.868155 eta: 1 day, 21:23:25 batch_cost: 0.3504 data_cost: 0.0014 ips: 11.4159 images/s [04/15 11:19:04] ppdet.engine INFO: Epoch: [33] [ 800/7329] learning_rate: 0.000100 loss_class: 0.528227 loss_bbox: 0.134741 loss_giou: 0.350661 loss_class_aux: 3.297134 loss_bbox_aux: 0.874800 loss_giou_aux: 2.158712 loss_class_dn: 0.296001 loss_bbox_dn: 0.151809 loss_giou_dn: 0.320669 loss_class_aux_dn: 1.580884 loss_bbox_aux_dn: 0.889560 loss_giou_aux_dn: 1.801697 loss: 12.838230 eta: 1 day, 21:22:49 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4116 images/s [04/15 11:19:44] ppdet.engine INFO: Epoch: [33] [ 900/7329] learning_rate: 0.000100 loss_class: 0.601028 loss_bbox: 0.141918 loss_giou: 0.447833 loss_class_aux: 3.795649 loss_bbox_aux: 0.949013 loss_giou_aux: 2.903104 loss_class_dn: 0.358565 loss_bbox_dn: 0.145786 loss_giou_dn: 0.420802 loss_class_aux_dn: 1.936273 loss_bbox_aux_dn: 0.879336 loss_giou_aux_dn: 2.339895 loss: 15.993352 eta: 1 day, 21:22:13 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3806 images/s [04/15 11:20:23] ppdet.engine INFO: Epoch: [33] [1000/7329] learning_rate: 0.000100 loss_class: 0.577787 loss_bbox: 0.139601 loss_giou: 0.422549 loss_class_aux: 3.831330 loss_bbox_aux: 0.936930 loss_giou_aux: 2.652006 loss_class_dn: 0.345752 loss_bbox_dn: 0.139473 loss_giou_dn: 0.399952 loss_class_aux_dn: 1.853268 loss_bbox_aux_dn: 0.824486 loss_giou_aux_dn: 2.221565 loss: 14.495092 eta: 1 day, 21:21:37 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3376 images/s [04/15 11:21:02] ppdet.engine INFO: Epoch: [33] [1100/7329] learning_rate: 0.000100 loss_class: 0.625272 loss_bbox: 0.146028 loss_giou: 0.411847 loss_class_aux: 4.043345 loss_bbox_aux: 0.947494 loss_giou_aux: 2.618179 loss_class_dn: 0.353810 loss_bbox_dn: 0.160465 loss_giou_dn: 0.377815 loss_class_aux_dn: 1.855871 loss_bbox_aux_dn: 0.989403 loss_giou_aux_dn: 2.117741 loss: 14.777390 eta: 1 day, 21:21:01 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3561 images/s [04/15 11:21:41] ppdet.engine INFO: Epoch: [33] [1200/7329] learning_rate: 0.000100 loss_class: 0.618212 loss_bbox: 0.136768 loss_giou: 0.431603 loss_class_aux: 3.931137 loss_bbox_aux: 0.910870 loss_giou_aux: 2.716947 loss_class_dn: 0.343644 loss_bbox_dn: 0.160867 loss_giou_dn: 0.394379 loss_class_aux_dn: 1.846885 loss_bbox_aux_dn: 0.955723 loss_giou_aux_dn: 2.230218 loss: 14.653172 eta: 1 day, 21:20:25 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3779 images/s [04/15 11:22:21] ppdet.engine INFO: Epoch: [33] [1300/7329] learning_rate: 0.000100 loss_class: 0.612114 loss_bbox: 0.135679 loss_giou: 0.343825 loss_class_aux: 3.892703 loss_bbox_aux: 0.916451 loss_giou_aux: 2.251492 loss_class_dn: 0.334636 loss_bbox_dn: 0.144385 loss_giou_dn: 0.367610 loss_class_aux_dn: 1.821628 loss_bbox_aux_dn: 0.889860 loss_giou_aux_dn: 2.011224 loss: 14.367863 eta: 1 day, 21:19:49 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3859 images/s [04/15 11:23:00] ppdet.engine INFO: Epoch: [33] [1400/7329] learning_rate: 0.000100 loss_class: 0.544374 loss_bbox: 0.139386 loss_giou: 0.366430 loss_class_aux: 3.620498 loss_bbox_aux: 0.912895 loss_giou_aux: 2.314389 loss_class_dn: 0.303716 loss_bbox_dn: 0.136932 loss_giou_dn: 0.363841 loss_class_aux_dn: 1.627260 loss_bbox_aux_dn: 0.829277 loss_giou_aux_dn: 2.011481 loss: 13.953862 eta: 1 day, 21:19:14 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3125 images/s [04/15 11:23:39] ppdet.engine INFO: Epoch: [33] [1500/7329] learning_rate: 0.000100 loss_class: 0.571674 loss_bbox: 0.143882 loss_giou: 0.334370 loss_class_aux: 3.864074 loss_bbox_aux: 0.923449 loss_giou_aux: 2.160547 loss_class_dn: 0.341426 loss_bbox_dn: 0.156522 loss_giou_dn: 0.352728 loss_class_aux_dn: 1.867912 loss_bbox_aux_dn: 0.885057 loss_giou_aux_dn: 1.972394 loss: 13.944809 eta: 1 day, 21:18:37 batch_cost: 0.3485 data_cost: 0.0012 ips: 11.4769 images/s [04/15 11:24:18] ppdet.engine INFO: Epoch: [33] [1600/7329] learning_rate: 0.000100 loss_class: 0.503415 loss_bbox: 0.128177 loss_giou: 0.317770 loss_class_aux: 3.210464 loss_bbox_aux: 0.858653 loss_giou_aux: 2.023812 loss_class_dn: 0.293242 loss_bbox_dn: 0.144269 loss_giou_dn: 0.319452 loss_class_aux_dn: 1.567797 loss_bbox_aux_dn: 0.857295 loss_giou_aux_dn: 1.762954 loss: 12.979744 eta: 1 day, 21:18:01 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3747 images/s [04/15 11:24:57] ppdet.engine INFO: Epoch: [33] [1700/7329] learning_rate: 0.000100 loss_class: 0.612199 loss_bbox: 0.119240 loss_giou: 0.421891 loss_class_aux: 3.822128 loss_bbox_aux: 0.784749 loss_giou_aux: 2.732749 loss_class_dn: 0.360331 loss_bbox_dn: 0.115088 loss_giou_dn: 0.417044 loss_class_aux_dn: 1.949085 loss_bbox_aux_dn: 0.658161 loss_giou_aux_dn: 2.277862 loss: 15.196893 eta: 1 day, 21:17:25 batch_cost: 0.3514 data_cost: 0.0011 ips: 11.3840 images/s [04/15 11:25:36] ppdet.engine INFO: Epoch: [33] [1800/7329] learning_rate: 0.000100 loss_class: 0.606786 loss_bbox: 0.154407 loss_giou: 0.367328 loss_class_aux: 3.844842 loss_bbox_aux: 1.015195 loss_giou_aux: 2.276292 loss_class_dn: 0.335109 loss_bbox_dn: 0.153580 loss_giou_dn: 0.370994 loss_class_aux_dn: 1.797158 loss_bbox_aux_dn: 0.911644 loss_giou_aux_dn: 2.037748 loss: 15.076439 eta: 1 day, 21:16:49 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3476 images/s [04/15 11:26:16] ppdet.engine INFO: Epoch: [33] [1900/7329] learning_rate: 0.000100 loss_class: 0.562599 loss_bbox: 0.138976 loss_giou: 0.383814 loss_class_aux: 3.484071 loss_bbox_aux: 0.898322 loss_giou_aux: 2.552578 loss_class_dn: 0.305210 loss_bbox_dn: 0.153964 loss_giou_dn: 0.348572 loss_class_aux_dn: 1.652713 loss_bbox_aux_dn: 0.902827 loss_giou_aux_dn: 1.948830 loss: 14.186886 eta: 1 day, 21:16:13 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3617 images/s [04/15 11:26:55] ppdet.engine INFO: Epoch: [33] [2000/7329] learning_rate: 0.000100 loss_class: 0.544274 loss_bbox: 0.144838 loss_giou: 0.367406 loss_class_aux: 3.524567 loss_bbox_aux: 0.964099 loss_giou_aux: 2.316720 loss_class_dn: 0.326809 loss_bbox_dn: 0.153238 loss_giou_dn: 0.365728 loss_class_aux_dn: 1.815234 loss_bbox_aux_dn: 0.972663 loss_giou_aux_dn: 2.027391 loss: 14.246303 eta: 1 day, 21:15:38 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3459 images/s [04/15 11:27:34] ppdet.engine INFO: Epoch: [33] [2100/7329] learning_rate: 0.000100 loss_class: 0.534585 loss_bbox: 0.130611 loss_giou: 0.316961 loss_class_aux: 3.413294 loss_bbox_aux: 0.892779 loss_giou_aux: 2.042344 loss_class_dn: 0.287165 loss_bbox_dn: 0.150826 loss_giou_dn: 0.312042 loss_class_aux_dn: 1.558642 loss_bbox_aux_dn: 0.885496 loss_giou_aux_dn: 1.775006 loss: 12.168712 eta: 1 day, 21:15:02 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2894 images/s [04/15 11:28:14] ppdet.engine INFO: Epoch: [33] [2200/7329] learning_rate: 0.000100 loss_class: 0.525032 loss_bbox: 0.133300 loss_giou: 0.329715 loss_class_aux: 3.567798 loss_bbox_aux: 0.857097 loss_giou_aux: 2.070615 loss_class_dn: 0.279941 loss_bbox_dn: 0.153248 loss_giou_dn: 0.324675 loss_class_aux_dn: 1.521557 loss_bbox_aux_dn: 0.908574 loss_giou_aux_dn: 1.801550 loss: 12.643208 eta: 1 day, 21:14:26 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3065 images/s [04/15 11:28:53] ppdet.engine INFO: Epoch: [33] [2300/7329] learning_rate: 0.000100 loss_class: 0.572560 loss_bbox: 0.134726 loss_giou: 0.425179 loss_class_aux: 3.802576 loss_bbox_aux: 0.918162 loss_giou_aux: 2.557485 loss_class_dn: 0.338081 loss_bbox_dn: 0.145365 loss_giou_dn: 0.426834 loss_class_aux_dn: 1.801362 loss_bbox_aux_dn: 0.870030 loss_giou_aux_dn: 2.333488 loss: 14.250830 eta: 1 day, 21:13:51 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3361 images/s [04/15 11:29:32] ppdet.engine INFO: Epoch: [33] [2400/7329] learning_rate: 0.000100 loss_class: 0.594010 loss_bbox: 0.136549 loss_giou: 0.386754 loss_class_aux: 3.978693 loss_bbox_aux: 0.951846 loss_giou_aux: 2.347811 loss_class_dn: 0.334246 loss_bbox_dn: 0.164138 loss_giou_dn: 0.344280 loss_class_aux_dn: 1.816487 loss_bbox_aux_dn: 0.985176 loss_giou_aux_dn: 1.965101 loss: 14.922596 eta: 1 day, 21:13:14 batch_cost: 0.3494 data_cost: 0.0012 ips: 11.4469 images/s [04/15 11:30:12] ppdet.engine INFO: Epoch: [33] [2500/7329] learning_rate: 0.000100 loss_class: 0.652362 loss_bbox: 0.148585 loss_giou: 0.455183 loss_class_aux: 4.205582 loss_bbox_aux: 0.949240 loss_giou_aux: 2.832112 loss_class_dn: 0.350858 loss_bbox_dn: 0.150817 loss_giou_dn: 0.412715 loss_class_aux_dn: 1.885047 loss_bbox_aux_dn: 0.921232 loss_giou_aux_dn: 2.283778 loss: 15.898815 eta: 1 day, 21:12:39 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2696 images/s [04/15 11:30:51] ppdet.engine INFO: Epoch: [33] [2600/7329] learning_rate: 0.000100 loss_class: 0.623746 loss_bbox: 0.142959 loss_giou: 0.379972 loss_class_aux: 4.112350 loss_bbox_aux: 0.970441 loss_giou_aux: 2.432975 loss_class_dn: 0.320932 loss_bbox_dn: 0.161314 loss_giou_dn: 0.373466 loss_class_aux_dn: 1.722790 loss_bbox_aux_dn: 0.928834 loss_giou_aux_dn: 2.058973 loss: 14.358339 eta: 1 day, 21:12:03 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3039 images/s [04/15 11:31:30] ppdet.engine INFO: Epoch: [33] [2700/7329] learning_rate: 0.000100 loss_class: 0.552099 loss_bbox: 0.144733 loss_giou: 0.368501 loss_class_aux: 3.599350 loss_bbox_aux: 0.949537 loss_giou_aux: 2.401765 loss_class_dn: 0.327222 loss_bbox_dn: 0.154803 loss_giou_dn: 0.372593 loss_class_aux_dn: 1.751150 loss_bbox_aux_dn: 0.975450 loss_giou_aux_dn: 2.064976 loss: 13.960036 eta: 1 day, 21:11:28 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3296 images/s [04/15 11:32:10] ppdet.engine INFO: Epoch: [33] [2800/7329] learning_rate: 0.000100 loss_class: 0.548222 loss_bbox: 0.138675 loss_giou: 0.388894 loss_class_aux: 3.655682 loss_bbox_aux: 0.905947 loss_giou_aux: 2.400324 loss_class_dn: 0.332111 loss_bbox_dn: 0.143227 loss_giou_dn: 0.372195 loss_class_aux_dn: 1.761874 loss_bbox_aux_dn: 0.885097 loss_giou_aux_dn: 2.042549 loss: 14.907402 eta: 1 day, 21:10:53 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2516 images/s [04/15 11:32:49] ppdet.engine INFO: Epoch: [33] [2900/7329] learning_rate: 0.000100 loss_class: 0.646291 loss_bbox: 0.154415 loss_giou: 0.436804 loss_class_aux: 4.110507 loss_bbox_aux: 0.938728 loss_giou_aux: 2.821379 loss_class_dn: 0.365631 loss_bbox_dn: 0.174961 loss_giou_dn: 0.433422 loss_class_aux_dn: 1.938437 loss_bbox_aux_dn: 1.043015 loss_giou_aux_dn: 2.389086 loss: 15.428349 eta: 1 day, 21:10:17 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3409 images/s [04/15 11:33:29] ppdet.engine INFO: Epoch: [33] [3000/7329] learning_rate: 0.000100 loss_class: 0.585254 loss_bbox: 0.133392 loss_giou: 0.384786 loss_class_aux: 3.888965 loss_bbox_aux: 0.896414 loss_giou_aux: 2.520329 loss_class_dn: 0.316383 loss_bbox_dn: 0.146921 loss_giou_dn: 0.383079 loss_class_aux_dn: 1.748119 loss_bbox_aux_dn: 0.895338 loss_giou_aux_dn: 2.179251 loss: 14.096034 eta: 1 day, 21:09:41 batch_cost: 0.3541 data_cost: 0.0012 ips: 11.2951 images/s [04/15 11:34:08] ppdet.engine INFO: Epoch: [33] [3100/7329] learning_rate: 0.000100 loss_class: 0.558947 loss_bbox: 0.125872 loss_giou: 0.375233 loss_class_aux: 3.520802 loss_bbox_aux: 0.801020 loss_giou_aux: 2.357828 loss_class_dn: 0.306415 loss_bbox_dn: 0.133692 loss_giou_dn: 0.344161 loss_class_aux_dn: 1.658144 loss_bbox_aux_dn: 0.810838 loss_giou_aux_dn: 1.932244 loss: 13.140850 eta: 1 day, 21:09:06 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3375 images/s [04/15 11:34:48] ppdet.engine INFO: Epoch: [33] [3200/7329] learning_rate: 0.000100 loss_class: 0.631331 loss_bbox: 0.153325 loss_giou: 0.419219 loss_class_aux: 3.972567 loss_bbox_aux: 0.977397 loss_giou_aux: 2.663636 loss_class_dn: 0.363085 loss_bbox_dn: 0.162878 loss_giou_dn: 0.395247 loss_class_aux_dn: 1.947187 loss_bbox_aux_dn: 0.960391 loss_giou_aux_dn: 2.189888 loss: 14.887087 eta: 1 day, 21:08:30 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3105 images/s [04/15 11:35:27] ppdet.engine INFO: Epoch: [33] [3300/7329] learning_rate: 0.000100 loss_class: 0.499589 loss_bbox: 0.131366 loss_giou: 0.384245 loss_class_aux: 3.384779 loss_bbox_aux: 0.831504 loss_giou_aux: 2.434033 loss_class_dn: 0.300921 loss_bbox_dn: 0.143238 loss_giou_dn: 0.359756 loss_class_aux_dn: 1.615837 loss_bbox_aux_dn: 0.848528 loss_giou_aux_dn: 2.025551 loss: 12.763956 eta: 1 day, 21:07:55 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2220 images/s [04/15 11:36:07] ppdet.engine INFO: Epoch: [33] [3400/7329] learning_rate: 0.000100 loss_class: 0.580447 loss_bbox: 0.127451 loss_giou: 0.359223 loss_class_aux: 3.718948 loss_bbox_aux: 0.866116 loss_giou_aux: 2.267245 loss_class_dn: 0.313419 loss_bbox_dn: 0.147305 loss_giou_dn: 0.364730 loss_class_aux_dn: 1.743492 loss_bbox_aux_dn: 0.920130 loss_giou_aux_dn: 2.025123 loss: 13.411026 eta: 1 day, 21:07:20 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2565 images/s [04/15 11:36:46] ppdet.engine INFO: Epoch: [33] [3500/7329] learning_rate: 0.000100 loss_class: 0.577448 loss_bbox: 0.142917 loss_giou: 0.380547 loss_class_aux: 3.774776 loss_bbox_aux: 0.900955 loss_giou_aux: 2.417273 loss_class_dn: 0.339088 loss_bbox_dn: 0.146376 loss_giou_dn: 0.372615 loss_class_aux_dn: 1.872641 loss_bbox_aux_dn: 0.862273 loss_giou_aux_dn: 2.077699 loss: 14.996503 eta: 1 day, 21:06:44 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3147 images/s [04/15 11:37:25] ppdet.engine INFO: Epoch: [33] [3600/7329] learning_rate: 0.000100 loss_class: 0.697894 loss_bbox: 0.132973 loss_giou: 0.449896 loss_class_aux: 4.338626 loss_bbox_aux: 0.861347 loss_giou_aux: 2.806859 loss_class_dn: 0.395221 loss_bbox_dn: 0.143857 loss_giou_dn: 0.462997 loss_class_aux_dn: 2.081962 loss_bbox_aux_dn: 0.850227 loss_giou_aux_dn: 2.566969 loss: 16.468857 eta: 1 day, 21:06:08 batch_cost: 0.3501 data_cost: 0.0012 ips: 11.4265 images/s [04/15 11:38:04] ppdet.engine INFO: Epoch: [33] [3700/7329] learning_rate: 0.000100 loss_class: 0.639366 loss_bbox: 0.140519 loss_giou: 0.436859 loss_class_aux: 4.130463 loss_bbox_aux: 0.954372 loss_giou_aux: 2.759851 loss_class_dn: 0.368174 loss_bbox_dn: 0.154315 loss_giou_dn: 0.429691 loss_class_aux_dn: 1.955753 loss_bbox_aux_dn: 0.926884 loss_giou_aux_dn: 2.405163 loss: 16.354298 eta: 1 day, 21:05:32 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3725 images/s [04/15 11:38:44] ppdet.engine INFO: Epoch: [33] [3800/7329] learning_rate: 0.000100 loss_class: 0.546507 loss_bbox: 0.135366 loss_giou: 0.374158 loss_class_aux: 3.461044 loss_bbox_aux: 0.933787 loss_giou_aux: 2.322623 loss_class_dn: 0.314791 loss_bbox_dn: 0.168795 loss_giou_dn: 0.366831 loss_class_aux_dn: 1.688869 loss_bbox_aux_dn: 0.970893 loss_giou_aux_dn: 2.048552 loss: 13.853416 eta: 1 day, 21:04:56 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3432 images/s [04/15 11:39:23] ppdet.engine INFO: Epoch: [33] [3900/7329] learning_rate: 0.000100 loss_class: 0.616192 loss_bbox: 0.135251 loss_giou: 0.338668 loss_class_aux: 3.780053 loss_bbox_aux: 0.828977 loss_giou_aux: 2.338691 loss_class_dn: 0.335085 loss_bbox_dn: 0.147457 loss_giou_dn: 0.351660 loss_class_aux_dn: 1.771737 loss_bbox_aux_dn: 0.849081 loss_giou_aux_dn: 1.994977 loss: 14.447535 eta: 1 day, 21:04:20 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3104 images/s [04/15 11:40:03] ppdet.engine INFO: Epoch: [33] [4000/7329] learning_rate: 0.000100 loss_class: 0.594016 loss_bbox: 0.136115 loss_giou: 0.392377 loss_class_aux: 3.792409 loss_bbox_aux: 0.866919 loss_giou_aux: 2.516977 loss_class_dn: 0.351959 loss_bbox_dn: 0.145619 loss_giou_dn: 0.398058 loss_class_aux_dn: 1.874613 loss_bbox_aux_dn: 0.903004 loss_giou_aux_dn: 2.221299 loss: 14.835466 eta: 1 day, 21:03:46 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1972 images/s [04/15 11:40:43] ppdet.engine INFO: Epoch: [33] [4100/7329] learning_rate: 0.000100 loss_class: 0.542148 loss_bbox: 0.130988 loss_giou: 0.342319 loss_class_aux: 3.565392 loss_bbox_aux: 0.877417 loss_giou_aux: 2.191637 loss_class_dn: 0.321098 loss_bbox_dn: 0.143052 loss_giou_dn: 0.371943 loss_class_aux_dn: 1.719918 loss_bbox_aux_dn: 0.896444 loss_giou_aux_dn: 2.046851 loss: 13.646475 eta: 1 day, 21:03:10 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2404 images/s [04/15 11:41:22] ppdet.engine INFO: Epoch: [33] [4200/7329] learning_rate: 0.000100 loss_class: 0.535637 loss_bbox: 0.137160 loss_giou: 0.362228 loss_class_aux: 3.456141 loss_bbox_aux: 0.892225 loss_giou_aux: 2.278306 loss_class_dn: 0.318176 loss_bbox_dn: 0.144672 loss_giou_dn: 0.321787 loss_class_aux_dn: 1.698881 loss_bbox_aux_dn: 0.821127 loss_giou_aux_dn: 1.853819 loss: 13.605213 eta: 1 day, 21:02:34 batch_cost: 0.3500 data_cost: 0.0012 ips: 11.4288 images/s [04/15 11:42:01] ppdet.engine INFO: Epoch: [33] [4300/7329] learning_rate: 0.000100 loss_class: 0.584470 loss_bbox: 0.132166 loss_giou: 0.364102 loss_class_aux: 3.756072 loss_bbox_aux: 0.911774 loss_giou_aux: 2.317781 loss_class_dn: 0.319572 loss_bbox_dn: 0.133774 loss_giou_dn: 0.372560 loss_class_aux_dn: 1.710397 loss_bbox_aux_dn: 0.773304 loss_giou_aux_dn: 2.003272 loss: 14.424377 eta: 1 day, 21:01:58 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3342 images/s [04/15 11:42:40] ppdet.engine INFO: Epoch: [33] [4400/7329] learning_rate: 0.000100 loss_class: 0.591782 loss_bbox: 0.120506 loss_giou: 0.337567 loss_class_aux: 3.736213 loss_bbox_aux: 0.810895 loss_giou_aux: 2.194468 loss_class_dn: 0.315847 loss_bbox_dn: 0.140166 loss_giou_dn: 0.352833 loss_class_aux_dn: 1.713998 loss_bbox_aux_dn: 0.874184 loss_giou_aux_dn: 1.977049 loss: 13.664370 eta: 1 day, 21:01:23 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3505 images/s [04/15 11:43:19] ppdet.engine INFO: Epoch: [33] [4500/7329] learning_rate: 0.000100 loss_class: 0.602205 loss_bbox: 0.134438 loss_giou: 0.340549 loss_class_aux: 3.875482 loss_bbox_aux: 0.883148 loss_giou_aux: 2.187503 loss_class_dn: 0.322737 loss_bbox_dn: 0.163665 loss_giou_dn: 0.339024 loss_class_aux_dn: 1.787882 loss_bbox_aux_dn: 0.938746 loss_giou_aux_dn: 1.942917 loss: 13.926554 eta: 1 day, 21:00:47 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3900 images/s [04/15 11:43:59] ppdet.engine INFO: Epoch: [33] [4600/7329] learning_rate: 0.000100 loss_class: 0.530391 loss_bbox: 0.130833 loss_giou: 0.337747 loss_class_aux: 3.442149 loss_bbox_aux: 0.846826 loss_giou_aux: 2.142517 loss_class_dn: 0.280133 loss_bbox_dn: 0.147947 loss_giou_dn: 0.336445 loss_class_aux_dn: 1.522474 loss_bbox_aux_dn: 0.858503 loss_giou_aux_dn: 1.902071 loss: 13.885019 eta: 1 day, 21:00:11 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3566 images/s [04/15 11:44:38] ppdet.engine INFO: Epoch: [33] [4700/7329] learning_rate: 0.000100 loss_class: 0.638095 loss_bbox: 0.135894 loss_giou: 0.387144 loss_class_aux: 4.006954 loss_bbox_aux: 0.924888 loss_giou_aux: 2.406130 loss_class_dn: 0.355881 loss_bbox_dn: 0.155712 loss_giou_dn: 0.364108 loss_class_aux_dn: 1.962906 loss_bbox_aux_dn: 0.960102 loss_giou_aux_dn: 2.099225 loss: 15.312228 eta: 1 day, 20:59:35 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2987 images/s [04/15 11:45:17] ppdet.engine INFO: Epoch: [33] [4800/7329] learning_rate: 0.000100 loss_class: 0.559191 loss_bbox: 0.134594 loss_giou: 0.398144 loss_class_aux: 3.668011 loss_bbox_aux: 0.879001 loss_giou_aux: 2.417147 loss_class_dn: 0.319883 loss_bbox_dn: 0.146939 loss_giou_dn: 0.364843 loss_class_aux_dn: 1.735522 loss_bbox_aux_dn: 0.859216 loss_giou_aux_dn: 2.050217 loss: 13.798363 eta: 1 day, 20:59:00 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2808 images/s [04/15 11:45:57] ppdet.engine INFO: Epoch: [33] [4900/7329] learning_rate: 0.000100 loss_class: 0.608907 loss_bbox: 0.138013 loss_giou: 0.396920 loss_class_aux: 3.884839 loss_bbox_aux: 0.898251 loss_giou_aux: 2.505616 loss_class_dn: 0.353279 loss_bbox_dn: 0.146940 loss_giou_dn: 0.401038 loss_class_aux_dn: 1.893106 loss_bbox_aux_dn: 0.913155 loss_giou_aux_dn: 2.231957 loss: 15.576159 eta: 1 day, 20:58:24 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2838 images/s [04/15 11:46:36] ppdet.engine INFO: Epoch: [33] [5000/7329] learning_rate: 0.000100 loss_class: 0.543675 loss_bbox: 0.134032 loss_giou: 0.391970 loss_class_aux: 3.649202 loss_bbox_aux: 0.864447 loss_giou_aux: 2.509041 loss_class_dn: 0.322059 loss_bbox_dn: 0.140923 loss_giou_dn: 0.397327 loss_class_aux_dn: 1.759627 loss_bbox_aux_dn: 0.880630 loss_giou_aux_dn: 2.175575 loss: 14.100697 eta: 1 day, 20:57:48 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3669 images/s [04/15 11:47:15] ppdet.engine INFO: Epoch: [33] [5100/7329] learning_rate: 0.000100 loss_class: 0.604466 loss_bbox: 0.136824 loss_giou: 0.443302 loss_class_aux: 3.783092 loss_bbox_aux: 0.960122 loss_giou_aux: 2.768284 loss_class_dn: 0.373675 loss_bbox_dn: 0.148001 loss_giou_dn: 0.394690 loss_class_aux_dn: 2.000363 loss_bbox_aux_dn: 0.885784 loss_giou_aux_dn: 2.235709 loss: 14.825760 eta: 1 day, 20:57:13 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3512 images/s [04/15 11:47:55] ppdet.engine INFO: Epoch: [33] [5200/7329] learning_rate: 0.000100 loss_class: 0.567888 loss_bbox: 0.133579 loss_giou: 0.370086 loss_class_aux: 3.668990 loss_bbox_aux: 0.857609 loss_giou_aux: 2.296744 loss_class_dn: 0.326866 loss_bbox_dn: 0.141899 loss_giou_dn: 0.348240 loss_class_aux_dn: 1.751754 loss_bbox_aux_dn: 0.866137 loss_giou_aux_dn: 1.936782 loss: 13.856050 eta: 1 day, 20:56:37 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3109 images/s [04/15 11:48:34] ppdet.engine INFO: Epoch: [33] [5300/7329] learning_rate: 0.000100 loss_class: 0.522760 loss_bbox: 0.133341 loss_giou: 0.314181 loss_class_aux: 3.437257 loss_bbox_aux: 0.888492 loss_giou_aux: 1.922839 loss_class_dn: 0.294358 loss_bbox_dn: 0.159409 loss_giou_dn: 0.309837 loss_class_aux_dn: 1.573431 loss_bbox_aux_dn: 0.940784 loss_giou_aux_dn: 1.718177 loss: 12.399691 eta: 1 day, 20:56:02 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2934 images/s [04/15 11:49:14] ppdet.engine INFO: Epoch: [33] [5400/7329] learning_rate: 0.000100 loss_class: 0.611028 loss_bbox: 0.126702 loss_giou: 0.444170 loss_class_aux: 3.936164 loss_bbox_aux: 0.835121 loss_giou_aux: 2.876902 loss_class_dn: 0.350093 loss_bbox_dn: 0.135512 loss_giou_dn: 0.375953 loss_class_aux_dn: 1.841570 loss_bbox_aux_dn: 0.773007 loss_giou_aux_dn: 2.152909 loss: 14.870173 eta: 1 day, 20:55:27 batch_cost: 0.3587 data_cost: 0.0013 ips: 11.1517 images/s [04/15 11:49:54] ppdet.engine INFO: Epoch: [33] [5500/7329] learning_rate: 0.000100 loss_class: 0.590046 loss_bbox: 0.123650 loss_giou: 0.360531 loss_class_aux: 3.716344 loss_bbox_aux: 0.882726 loss_giou_aux: 2.331839 loss_class_dn: 0.333367 loss_bbox_dn: 0.146267 loss_giou_dn: 0.391887 loss_class_aux_dn: 1.737380 loss_bbox_aux_dn: 0.898650 loss_giou_aux_dn: 2.213327 loss: 14.613953 eta: 1 day, 20:54:51 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2831 images/s [04/15 11:50:33] ppdet.engine INFO: Epoch: [33] [5600/7329] learning_rate: 0.000100 loss_class: 0.574121 loss_bbox: 0.122729 loss_giou: 0.364413 loss_class_aux: 3.622524 loss_bbox_aux: 0.863722 loss_giou_aux: 2.316223 loss_class_dn: 0.320762 loss_bbox_dn: 0.151758 loss_giou_dn: 0.361134 loss_class_aux_dn: 1.746446 loss_bbox_aux_dn: 0.888121 loss_giou_aux_dn: 1.980163 loss: 14.100674 eta: 1 day, 20:54:16 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2518 images/s [04/15 11:51:13] ppdet.engine INFO: Epoch: [33] [5700/7329] learning_rate: 0.000100 loss_class: 0.574457 loss_bbox: 0.140267 loss_giou: 0.337423 loss_class_aux: 3.883461 loss_bbox_aux: 0.860900 loss_giou_aux: 2.126515 loss_class_dn: 0.312674 loss_bbox_dn: 0.153306 loss_giou_dn: 0.355112 loss_class_aux_dn: 1.704806 loss_bbox_aux_dn: 0.916422 loss_giou_aux_dn: 2.005970 loss: 13.762063 eta: 1 day, 20:53:42 batch_cost: 0.3587 data_cost: 0.0013 ips: 11.1500 images/s [04/15 11:51:53] ppdet.engine INFO: Epoch: [33] [5800/7329] learning_rate: 0.000100 loss_class: 0.555487 loss_bbox: 0.128529 loss_giou: 0.349774 loss_class_aux: 3.474526 loss_bbox_aux: 0.865400 loss_giou_aux: 2.196898 loss_class_dn: 0.307447 loss_bbox_dn: 0.151275 loss_giou_dn: 0.346998 loss_class_aux_dn: 1.684135 loss_bbox_aux_dn: 0.921692 loss_giou_aux_dn: 1.965014 loss: 13.341201 eta: 1 day, 20:53:06 batch_cost: 0.3549 data_cost: 0.0012 ips: 11.2711 images/s [04/15 11:52:32] ppdet.engine INFO: Epoch: [33] [5900/7329] learning_rate: 0.000100 loss_class: 0.553789 loss_bbox: 0.141892 loss_giou: 0.377814 loss_class_aux: 3.539689 loss_bbox_aux: 0.974217 loss_giou_aux: 2.429161 loss_class_dn: 0.325606 loss_bbox_dn: 0.151337 loss_giou_dn: 0.353084 loss_class_aux_dn: 1.758155 loss_bbox_aux_dn: 0.940598 loss_giou_aux_dn: 1.992230 loss: 14.133703 eta: 1 day, 20:52:31 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2043 images/s [04/15 11:53:12] ppdet.engine INFO: Epoch: [33] [6000/7329] learning_rate: 0.000100 loss_class: 0.612646 loss_bbox: 0.145425 loss_giou: 0.408909 loss_class_aux: 4.042809 loss_bbox_aux: 0.950403 loss_giou_aux: 2.572005 loss_class_dn: 0.375108 loss_bbox_dn: 0.163824 loss_giou_dn: 0.407378 loss_class_aux_dn: 1.984866 loss_bbox_aux_dn: 0.959209 loss_giou_aux_dn: 2.294387 loss: 15.851625 eta: 1 day, 20:51:55 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3636 images/s [04/15 11:53:51] ppdet.engine INFO: Epoch: [33] [6100/7329] learning_rate: 0.000100 loss_class: 0.518961 loss_bbox: 0.126438 loss_giou: 0.357850 loss_class_aux: 3.251284 loss_bbox_aux: 0.811385 loss_giou_aux: 2.266808 loss_class_dn: 0.301467 loss_bbox_dn: 0.135851 loss_giou_dn: 0.355304 loss_class_aux_dn: 1.609641 loss_bbox_aux_dn: 0.824518 loss_giou_aux_dn: 1.972926 loss: 13.060686 eta: 1 day, 20:51:20 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2321 images/s [04/15 11:54:31] ppdet.engine INFO: Epoch: [33] [6200/7329] learning_rate: 0.000100 loss_class: 0.604118 loss_bbox: 0.147768 loss_giou: 0.425790 loss_class_aux: 3.922651 loss_bbox_aux: 0.945285 loss_giou_aux: 2.738447 loss_class_dn: 0.351401 loss_bbox_dn: 0.151086 loss_giou_dn: 0.401047 loss_class_aux_dn: 1.908297 loss_bbox_aux_dn: 0.914499 loss_giou_aux_dn: 2.263004 loss: 15.481749 eta: 1 day, 20:50:45 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3293 images/s [04/15 11:55:10] ppdet.engine INFO: Epoch: [33] [6300/7329] learning_rate: 0.000100 loss_class: 0.561730 loss_bbox: 0.136275 loss_giou: 0.377103 loss_class_aux: 3.686896 loss_bbox_aux: 0.911095 loss_giou_aux: 2.378910 loss_class_dn: 0.329492 loss_bbox_dn: 0.142141 loss_giou_dn: 0.353084 loss_class_aux_dn: 1.752497 loss_bbox_aux_dn: 0.819292 loss_giou_aux_dn: 1.942590 loss: 13.832915 eta: 1 day, 20:50:10 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2129 images/s [04/15 11:55:49] ppdet.engine INFO: Epoch: [33] [6400/7329] learning_rate: 0.000100 loss_class: 0.589732 loss_bbox: 0.133681 loss_giou: 0.428647 loss_class_aux: 3.972623 loss_bbox_aux: 0.878053 loss_giou_aux: 2.671734 loss_class_dn: 0.355270 loss_bbox_dn: 0.153809 loss_giou_dn: 0.441902 loss_class_aux_dn: 1.896517 loss_bbox_aux_dn: 0.925416 loss_giou_aux_dn: 2.397181 loss: 15.806510 eta: 1 day, 20:49:34 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3773 images/s [04/15 11:56:29] ppdet.engine INFO: Epoch: [33] [6500/7329] learning_rate: 0.000100 loss_class: 0.565746 loss_bbox: 0.126455 loss_giou: 0.357507 loss_class_aux: 3.621588 loss_bbox_aux: 0.829736 loss_giou_aux: 2.209428 loss_class_dn: 0.302174 loss_bbox_dn: 0.156709 loss_giou_dn: 0.348973 loss_class_aux_dn: 1.626793 loss_bbox_aux_dn: 0.944668 loss_giou_aux_dn: 1.892601 loss: 13.905679 eta: 1 day, 20:48:58 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3143 images/s [04/15 11:57:08] ppdet.engine INFO: Epoch: [33] [6600/7329] learning_rate: 0.000100 loss_class: 0.562959 loss_bbox: 0.136693 loss_giou: 0.388488 loss_class_aux: 3.568033 loss_bbox_aux: 0.904680 loss_giou_aux: 2.413385 loss_class_dn: 0.324973 loss_bbox_dn: 0.149848 loss_giou_dn: 0.398566 loss_class_aux_dn: 1.735338 loss_bbox_aux_dn: 0.893761 loss_giou_aux_dn: 2.213593 loss: 14.420656 eta: 1 day, 20:48:22 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3033 images/s [04/15 11:57:48] ppdet.engine INFO: Epoch: [33] [6700/7329] learning_rate: 0.000100 loss_class: 0.631063 loss_bbox: 0.153976 loss_giou: 0.378757 loss_class_aux: 3.995452 loss_bbox_aux: 0.975168 loss_giou_aux: 2.364408 loss_class_dn: 0.338010 loss_bbox_dn: 0.151841 loss_giou_dn: 0.395458 loss_class_aux_dn: 1.860355 loss_bbox_aux_dn: 0.900486 loss_giou_aux_dn: 2.163151 loss: 15.445826 eta: 1 day, 20:47:47 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2989 images/s [04/15 11:58:27] ppdet.engine INFO: Epoch: [33] [6800/7329] learning_rate: 0.000100 loss_class: 0.635373 loss_bbox: 0.142781 loss_giou: 0.430480 loss_class_aux: 4.007791 loss_bbox_aux: 0.948847 loss_giou_aux: 2.783592 loss_class_dn: 0.369405 loss_bbox_dn: 0.162193 loss_giou_dn: 0.406999 loss_class_aux_dn: 1.952668 loss_bbox_aux_dn: 0.951375 loss_giou_aux_dn: 2.231803 loss: 15.389418 eta: 1 day, 20:47:12 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2432 images/s [04/15 11:59:07] ppdet.engine INFO: Epoch: [33] [6900/7329] learning_rate: 0.000100 loss_class: 0.561513 loss_bbox: 0.124498 loss_giou: 0.281581 loss_class_aux: 3.565536 loss_bbox_aux: 0.837939 loss_giou_aux: 1.817259 loss_class_dn: 0.312077 loss_bbox_dn: 0.152880 loss_giou_dn: 0.300326 loss_class_aux_dn: 1.662103 loss_bbox_aux_dn: 0.879827 loss_giou_aux_dn: 1.645989 loss: 13.025732 eta: 1 day, 20:46:37 batch_cost: 0.3559 data_cost: 0.0012 ips: 11.2405 images/s [04/15 11:59:46] ppdet.engine INFO: Epoch: [33] [7000/7329] learning_rate: 0.000100 loss_class: 0.631241 loss_bbox: 0.140970 loss_giou: 0.419704 loss_class_aux: 3.888025 loss_bbox_aux: 0.905238 loss_giou_aux: 2.679784 loss_class_dn: 0.334812 loss_bbox_dn: 0.147789 loss_giou_dn: 0.412449 loss_class_aux_dn: 1.839433 loss_bbox_aux_dn: 0.909302 loss_giou_aux_dn: 2.283465 loss: 15.309130 eta: 1 day, 20:46:01 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3246 images/s [04/15 12:00:25] ppdet.engine INFO: Epoch: [33] [7100/7329] learning_rate: 0.000100 loss_class: 0.551367 loss_bbox: 0.116489 loss_giou: 0.338733 loss_class_aux: 3.425953 loss_bbox_aux: 0.773046 loss_giou_aux: 2.135815 loss_class_dn: 0.310498 loss_bbox_dn: 0.126884 loss_giou_dn: 0.331035 loss_class_aux_dn: 1.643013 loss_bbox_aux_dn: 0.785817 loss_giou_aux_dn: 1.907779 loss: 12.585701 eta: 1 day, 20:45:25 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4358 images/s [04/15 12:01:05] ppdet.engine INFO: Epoch: [33] [7200/7329] learning_rate: 0.000100 loss_class: 0.560729 loss_bbox: 0.143664 loss_giou: 0.344169 loss_class_aux: 3.599051 loss_bbox_aux: 0.878866 loss_giou_aux: 2.166504 loss_class_dn: 0.319493 loss_bbox_dn: 0.143245 loss_giou_dn: 0.366845 loss_class_aux_dn: 1.726943 loss_bbox_aux_dn: 0.905424 loss_giou_aux_dn: 2.067871 loss: 14.238161 eta: 1 day, 20:44:49 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3589 images/s [04/15 12:01:44] ppdet.engine INFO: Epoch: [33] [7300/7329] learning_rate: 0.000100 loss_class: 0.616842 loss_bbox: 0.147700 loss_giou: 0.422768 loss_class_aux: 3.895582 loss_bbox_aux: 1.023743 loss_giou_aux: 2.777709 loss_class_dn: 0.374213 loss_bbox_dn: 0.152327 loss_giou_dn: 0.415445 loss_class_aux_dn: 1.945502 loss_bbox_aux_dn: 0.914834 loss_giou_aux_dn: 2.354636 loss: 15.678260 eta: 1 day, 20:44:13 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3741 images/s [04/15 12:01:58] ppdet.engine INFO: Eval iter: 0 [04/15 12:02:09] ppdet.engine INFO: Eval iter: 100 [04/15 12:02:21] ppdet.engine INFO: Eval iter: 200 [04/15 12:02:34] ppdet.engine INFO: Eval iter: 300 [04/15 12:02:46] ppdet.engine INFO: Eval iter: 400 [04/15 12:02:59] ppdet.engine INFO: Eval iter: 500 [04/15 12:03:11] ppdet.engine INFO: Eval iter: 600 [04/15 12:03:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 12:03:33] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.80s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.41s). Accumulating evaluation results... DONE (t=16.71s). 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 ] = 0.586 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 ] = 0.588 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.397 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 ] = 0.543 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 ] = 0.891 [04/15 12:05:18] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.14221753426907 [04/15 12:05:18] ppdet.engine INFO: Best test bbox ap is 0.539. [04/15 12:05:20] ppdet.engine INFO: Epoch: [34] [ 0/7329] learning_rate: 0.000100 loss_class: 0.600232 loss_bbox: 0.154462 loss_giou: 0.441400 loss_class_aux: 3.849385 loss_bbox_aux: 1.016007 loss_giou_aux: 2.856266 loss_class_dn: 0.375663 loss_bbox_dn: 0.151265 loss_giou_dn: 0.411842 loss_class_aux_dn: 1.968622 loss_bbox_aux_dn: 0.911149 loss_giou_aux_dn: 2.338843 loss: 15.723415 eta: 1 day, 20:44:02 batch_cost: 0.3493 data_cost: 0.0012 ips: 11.4526 images/s [04/15 12:06:00] ppdet.engine INFO: Epoch: [34] [ 100/7329] learning_rate: 0.000100 loss_class: 0.630062 loss_bbox: 0.130866 loss_giou: 0.390597 loss_class_aux: 4.115597 loss_bbox_aux: 0.902677 loss_giou_aux: 2.594023 loss_class_dn: 0.378712 loss_bbox_dn: 0.148307 loss_giou_dn: 0.397800 loss_class_aux_dn: 2.045665 loss_bbox_aux_dn: 0.871398 loss_giou_aux_dn: 2.222263 loss: 15.861082 eta: 1 day, 20:43:27 batch_cost: 0.3580 data_cost: 0.0011 ips: 11.1731 images/s [04/15 12:06:40] ppdet.engine INFO: Epoch: [34] [ 200/7329] learning_rate: 0.000100 loss_class: 0.584645 loss_bbox: 0.114602 loss_giou: 0.359807 loss_class_aux: 3.592741 loss_bbox_aux: 0.813382 loss_giou_aux: 2.285177 loss_class_dn: 0.311072 loss_bbox_dn: 0.137090 loss_giou_dn: 0.344524 loss_class_aux_dn: 1.679639 loss_bbox_aux_dn: 0.844104 loss_giou_aux_dn: 1.930678 loss: 13.410336 eta: 1 day, 20:42:52 batch_cost: 0.3551 data_cost: 0.0012 ips: 11.2640 images/s [04/15 12:07:19] ppdet.engine INFO: Epoch: [34] [ 300/7329] learning_rate: 0.000100 loss_class: 0.577966 loss_bbox: 0.143273 loss_giou: 0.441486 loss_class_aux: 3.541079 loss_bbox_aux: 0.911346 loss_giou_aux: 2.760234 loss_class_dn: 0.329022 loss_bbox_dn: 0.138983 loss_giou_dn: 0.427328 loss_class_aux_dn: 1.768834 loss_bbox_aux_dn: 0.839852 loss_giou_aux_dn: 2.346969 loss: 14.000469 eta: 1 day, 20:42:17 batch_cost: 0.3572 data_cost: 0.0011 ips: 11.1983 images/s [04/15 12:07:59] ppdet.engine INFO: Epoch: [34] [ 400/7329] learning_rate: 0.000100 loss_class: 0.625075 loss_bbox: 0.137280 loss_giou: 0.421991 loss_class_aux: 4.028124 loss_bbox_aux: 0.922639 loss_giou_aux: 2.723464 loss_class_dn: 0.363566 loss_bbox_dn: 0.153111 loss_giou_dn: 0.428015 loss_class_aux_dn: 1.958655 loss_bbox_aux_dn: 0.923302 loss_giou_aux_dn: 2.364708 loss: 15.462467 eta: 1 day, 20:41:42 batch_cost: 0.3563 data_cost: 0.0011 ips: 11.2254 images/s [04/15 12:08:39] ppdet.engine INFO: Epoch: [34] [ 500/7329] learning_rate: 0.000100 loss_class: 0.574154 loss_bbox: 0.131940 loss_giou: 0.366865 loss_class_aux: 3.530353 loss_bbox_aux: 0.835822 loss_giou_aux: 2.326330 loss_class_dn: 0.318206 loss_bbox_dn: 0.158990 loss_giou_dn: 0.366556 loss_class_aux_dn: 1.695552 loss_bbox_aux_dn: 0.949502 loss_giou_aux_dn: 2.056357 loss: 13.750258 eta: 1 day, 20:41:07 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3072 images/s [04/15 12:09:18] ppdet.engine INFO: Epoch: [34] [ 600/7329] learning_rate: 0.000100 loss_class: 0.545497 loss_bbox: 0.130231 loss_giou: 0.306585 loss_class_aux: 3.432253 loss_bbox_aux: 0.884084 loss_giou_aux: 1.989894 loss_class_dn: 0.294911 loss_bbox_dn: 0.132647 loss_giou_dn: 0.300051 loss_class_aux_dn: 1.587874 loss_bbox_aux_dn: 0.769079 loss_giou_aux_dn: 1.644027 loss: 12.758298 eta: 1 day, 20:40:31 batch_cost: 0.3513 data_cost: 0.0011 ips: 11.3878 images/s [04/15 12:09:57] ppdet.engine INFO: Epoch: [34] [ 700/7329] learning_rate: 0.000100 loss_class: 0.622414 loss_bbox: 0.137648 loss_giou: 0.343247 loss_class_aux: 3.988793 loss_bbox_aux: 0.950897 loss_giou_aux: 2.227407 loss_class_dn: 0.346378 loss_bbox_dn: 0.159217 loss_giou_dn: 0.384103 loss_class_aux_dn: 1.874419 loss_bbox_aux_dn: 0.920239 loss_giou_aux_dn: 2.104869 loss: 14.569055 eta: 1 day, 20:39:55 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3611 images/s [04/15 12:10:36] ppdet.engine INFO: Epoch: [34] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582525 loss_bbox: 0.129877 loss_giou: 0.323739 loss_class_aux: 3.773278 loss_bbox_aux: 0.859023 loss_giou_aux: 2.116729 loss_class_dn: 0.287513 loss_bbox_dn: 0.144808 loss_giou_dn: 0.332481 loss_class_aux_dn: 1.559714 loss_bbox_aux_dn: 0.846035 loss_giou_aux_dn: 1.841308 loss: 12.865377 eta: 1 day, 20:39:19 batch_cost: 0.3538 data_cost: 0.0011 ips: 11.3043 images/s [04/15 12:11:15] ppdet.engine INFO: Epoch: [34] [ 900/7329] learning_rate: 0.000100 loss_class: 0.632980 loss_bbox: 0.150135 loss_giou: 0.424308 loss_class_aux: 4.024178 loss_bbox_aux: 1.028408 loss_giou_aux: 2.638438 loss_class_dn: 0.368731 loss_bbox_dn: 0.166771 loss_giou_dn: 0.424852 loss_class_aux_dn: 1.933076 loss_bbox_aux_dn: 0.984192 loss_giou_aux_dn: 2.279632 loss: 15.477139 eta: 1 day, 20:38:43 batch_cost: 0.3505 data_cost: 0.0012 ips: 11.4125 images/s [04/15 12:11:55] ppdet.engine INFO: Epoch: [34] [1000/7329] learning_rate: 0.000100 loss_class: 0.718590 loss_bbox: 0.149420 loss_giou: 0.458699 loss_class_aux: 4.436722 loss_bbox_aux: 1.078422 loss_giou_aux: 2.928072 loss_class_dn: 0.383913 loss_bbox_dn: 0.168869 loss_giou_dn: 0.449341 loss_class_aux_dn: 2.011829 loss_bbox_aux_dn: 0.995367 loss_giou_aux_dn: 2.416682 loss: 16.911194 eta: 1 day, 20:38:07 batch_cost: 0.3534 data_cost: 0.0012 ips: 11.3176 images/s [04/15 12:12:34] ppdet.engine INFO: Epoch: [34] [1100/7329] learning_rate: 0.000100 loss_class: 0.539998 loss_bbox: 0.135703 loss_giou: 0.302809 loss_class_aux: 3.552787 loss_bbox_aux: 0.908592 loss_giou_aux: 1.868806 loss_class_dn: 0.296300 loss_bbox_dn: 0.155347 loss_giou_dn: 0.311706 loss_class_aux_dn: 1.643196 loss_bbox_aux_dn: 0.910541 loss_giou_aux_dn: 1.745282 loss: 13.243917 eta: 1 day, 20:37:32 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2017 images/s [04/15 12:13:14] ppdet.engine INFO: Epoch: [34] [1200/7329] learning_rate: 0.000100 loss_class: 0.531788 loss_bbox: 0.132895 loss_giou: 0.342956 loss_class_aux: 3.503268 loss_bbox_aux: 0.803230 loss_giou_aux: 2.247447 loss_class_dn: 0.282880 loss_bbox_dn: 0.147518 loss_giou_dn: 0.365350 loss_class_aux_dn: 1.570530 loss_bbox_aux_dn: 0.904175 loss_giou_aux_dn: 2.034652 loss: 12.481084 eta: 1 day, 20:36:57 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2845 images/s [04/15 12:13:53] ppdet.engine INFO: Epoch: [34] [1300/7329] learning_rate: 0.000100 loss_class: 0.587154 loss_bbox: 0.130015 loss_giou: 0.346655 loss_class_aux: 3.741331 loss_bbox_aux: 0.868079 loss_giou_aux: 2.243883 loss_class_dn: 0.321914 loss_bbox_dn: 0.140887 loss_giou_dn: 0.354608 loss_class_aux_dn: 1.713919 loss_bbox_aux_dn: 0.849408 loss_giou_aux_dn: 2.003444 loss: 13.916706 eta: 1 day, 20:36:21 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3126 images/s [04/15 12:14:32] ppdet.engine INFO: Epoch: [34] [1400/7329] learning_rate: 0.000100 loss_class: 0.557333 loss_bbox: 0.130669 loss_giou: 0.361928 loss_class_aux: 3.512788 loss_bbox_aux: 0.829590 loss_giou_aux: 2.383779 loss_class_dn: 0.313590 loss_bbox_dn: 0.138166 loss_giou_dn: 0.359312 loss_class_aux_dn: 1.670610 loss_bbox_aux_dn: 0.846680 loss_giou_aux_dn: 2.032030 loss: 13.309654 eta: 1 day, 20:35:45 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4073 images/s [04/15 12:15:12] ppdet.engine INFO: Epoch: [34] [1500/7329] learning_rate: 0.000100 loss_class: 0.602978 loss_bbox: 0.143224 loss_giou: 0.370491 loss_class_aux: 3.873719 loss_bbox_aux: 0.933520 loss_giou_aux: 2.394240 loss_class_dn: 0.348139 loss_bbox_dn: 0.143510 loss_giou_dn: 0.370523 loss_class_aux_dn: 1.849582 loss_bbox_aux_dn: 0.854589 loss_giou_aux_dn: 2.061240 loss: 14.328644 eta: 1 day, 20:35:10 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3007 images/s [04/15 12:15:51] ppdet.engine INFO: Epoch: [34] [1600/7329] learning_rate: 0.000100 loss_class: 0.664840 loss_bbox: 0.129206 loss_giou: 0.440799 loss_class_aux: 4.298146 loss_bbox_aux: 0.876814 loss_giou_aux: 2.748167 loss_class_dn: 0.372094 loss_bbox_dn: 0.150115 loss_giou_dn: 0.434997 loss_class_aux_dn: 1.962754 loss_bbox_aux_dn: 0.890921 loss_giou_aux_dn: 2.371791 loss: 15.692934 eta: 1 day, 20:34:34 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3274 images/s [04/15 12:16:31] ppdet.engine INFO: Epoch: [34] [1700/7329] learning_rate: 0.000100 loss_class: 0.557017 loss_bbox: 0.125660 loss_giou: 0.385879 loss_class_aux: 3.489083 loss_bbox_aux: 0.863581 loss_giou_aux: 2.418587 loss_class_dn: 0.306669 loss_bbox_dn: 0.154637 loss_giou_dn: 0.355167 loss_class_aux_dn: 1.648423 loss_bbox_aux_dn: 0.933707 loss_giou_aux_dn: 1.985490 loss: 13.683743 eta: 1 day, 20:33:59 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2462 images/s [04/15 12:17:10] ppdet.engine INFO: Epoch: [34] [1800/7329] learning_rate: 0.000100 loss_class: 0.609821 loss_bbox: 0.131313 loss_giou: 0.485229 loss_class_aux: 4.092223 loss_bbox_aux: 0.867512 loss_giou_aux: 2.961698 loss_class_dn: 0.356546 loss_bbox_dn: 0.149277 loss_giou_dn: 0.434602 loss_class_aux_dn: 1.944507 loss_bbox_aux_dn: 0.945398 loss_giou_aux_dn: 2.384106 loss: 15.700069 eta: 1 day, 20:33:23 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3544 images/s [04/15 12:17:49] ppdet.engine INFO: Epoch: [34] [1900/7329] learning_rate: 0.000100 loss_class: 0.579895 loss_bbox: 0.126817 loss_giou: 0.392252 loss_class_aux: 3.815845 loss_bbox_aux: 0.811484 loss_giou_aux: 2.580788 loss_class_dn: 0.322960 loss_bbox_dn: 0.147798 loss_giou_dn: 0.388412 loss_class_aux_dn: 1.777714 loss_bbox_aux_dn: 0.883587 loss_giou_aux_dn: 2.196674 loss: 14.091152 eta: 1 day, 20:32:48 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2869 images/s [04/15 12:18:29] ppdet.engine INFO: Epoch: [34] [2000/7329] learning_rate: 0.000100 loss_class: 0.567733 loss_bbox: 0.133625 loss_giou: 0.353275 loss_class_aux: 3.586588 loss_bbox_aux: 0.882921 loss_giou_aux: 2.309021 loss_class_dn: 0.324228 loss_bbox_dn: 0.153840 loss_giou_dn: 0.358837 loss_class_aux_dn: 1.741194 loss_bbox_aux_dn: 0.931091 loss_giou_aux_dn: 2.021027 loss: 13.489335 eta: 1 day, 20:32:12 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2318 images/s [04/15 12:19:08] ppdet.engine INFO: Epoch: [34] [2100/7329] learning_rate: 0.000100 loss_class: 0.588155 loss_bbox: 0.143307 loss_giou: 0.396760 loss_class_aux: 3.896680 loss_bbox_aux: 0.943481 loss_giou_aux: 2.493646 loss_class_dn: 0.355640 loss_bbox_dn: 0.151147 loss_giou_dn: 0.388976 loss_class_aux_dn: 1.876139 loss_bbox_aux_dn: 0.930577 loss_giou_aux_dn: 2.064764 loss: 15.238317 eta: 1 day, 20:31:37 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3561 images/s [04/15 12:19:48] ppdet.engine INFO: Epoch: [34] [2200/7329] learning_rate: 0.000100 loss_class: 0.611995 loss_bbox: 0.132349 loss_giou: 0.410309 loss_class_aux: 3.934856 loss_bbox_aux: 0.887758 loss_giou_aux: 2.641539 loss_class_dn: 0.374183 loss_bbox_dn: 0.140503 loss_giou_dn: 0.431188 loss_class_aux_dn: 1.968963 loss_bbox_aux_dn: 0.811062 loss_giou_aux_dn: 2.360132 loss: 15.849439 eta: 1 day, 20:31:02 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2186 images/s [04/15 12:20:27] ppdet.engine INFO: Epoch: [34] [2300/7329] learning_rate: 0.000100 loss_class: 0.642246 loss_bbox: 0.129338 loss_giou: 0.369903 loss_class_aux: 4.062455 loss_bbox_aux: 0.867080 loss_giou_aux: 2.407678 loss_class_dn: 0.350500 loss_bbox_dn: 0.155098 loss_giou_dn: 0.383905 loss_class_aux_dn: 1.871196 loss_bbox_aux_dn: 0.923887 loss_giou_aux_dn: 2.135412 loss: 15.696913 eta: 1 day, 20:30:26 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2750 images/s [04/15 12:21:07] ppdet.engine INFO: Epoch: [34] [2400/7329] learning_rate: 0.000100 loss_class: 0.589872 loss_bbox: 0.138155 loss_giou: 0.329220 loss_class_aux: 3.867399 loss_bbox_aux: 0.932064 loss_giou_aux: 2.093902 loss_class_dn: 0.313943 loss_bbox_dn: 0.151512 loss_giou_dn: 0.326284 loss_class_aux_dn: 1.771411 loss_bbox_aux_dn: 0.906616 loss_giou_aux_dn: 1.840660 loss: 14.284984 eta: 1 day, 20:29:50 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3727 images/s [04/15 12:21:46] ppdet.engine INFO: Epoch: [34] [2500/7329] learning_rate: 0.000100 loss_class: 0.554446 loss_bbox: 0.123177 loss_giou: 0.389028 loss_class_aux: 3.613515 loss_bbox_aux: 0.800002 loss_giou_aux: 2.482382 loss_class_dn: 0.316455 loss_bbox_dn: 0.132096 loss_giou_dn: 0.355616 loss_class_aux_dn: 1.716929 loss_bbox_aux_dn: 0.763419 loss_giou_aux_dn: 1.983700 loss: 13.396238 eta: 1 day, 20:29:15 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2293 images/s [04/15 12:22:26] ppdet.engine INFO: Epoch: [34] [2600/7329] learning_rate: 0.000100 loss_class: 0.560741 loss_bbox: 0.123848 loss_giou: 0.371098 loss_class_aux: 3.700260 loss_bbox_aux: 0.826134 loss_giou_aux: 2.243895 loss_class_dn: 0.320737 loss_bbox_dn: 0.135926 loss_giou_dn: 0.358668 loss_class_aux_dn: 1.748759 loss_bbox_aux_dn: 0.803714 loss_giou_aux_dn: 2.053270 loss: 13.951775 eta: 1 day, 20:28:40 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2252 images/s [04/15 12:23:05] ppdet.engine INFO: Epoch: [34] [2700/7329] learning_rate: 0.000100 loss_class: 0.582681 loss_bbox: 0.136358 loss_giou: 0.360825 loss_class_aux: 3.696105 loss_bbox_aux: 0.918496 loss_giou_aux: 2.333082 loss_class_dn: 0.339651 loss_bbox_dn: 0.153236 loss_giou_dn: 0.378048 loss_class_aux_dn: 1.838404 loss_bbox_aux_dn: 0.901616 loss_giou_aux_dn: 2.182399 loss: 14.279074 eta: 1 day, 20:28:05 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2794 images/s [04/15 12:23:45] ppdet.engine INFO: Epoch: [34] [2800/7329] learning_rate: 0.000100 loss_class: 0.539894 loss_bbox: 0.133131 loss_giou: 0.314525 loss_class_aux: 3.526302 loss_bbox_aux: 0.833576 loss_giou_aux: 2.025519 loss_class_dn: 0.292971 loss_bbox_dn: 0.135635 loss_giou_dn: 0.325380 loss_class_aux_dn: 1.615354 loss_bbox_aux_dn: 0.824375 loss_giou_aux_dn: 1.813555 loss: 12.567917 eta: 1 day, 20:27:29 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3040 images/s [04/15 12:24:24] ppdet.engine INFO: Epoch: [34] [2900/7329] learning_rate: 0.000100 loss_class: 0.566825 loss_bbox: 0.134701 loss_giou: 0.348754 loss_class_aux: 3.663061 loss_bbox_aux: 0.889160 loss_giou_aux: 2.169852 loss_class_dn: 0.306538 loss_bbox_dn: 0.141362 loss_giou_dn: 0.336454 loss_class_aux_dn: 1.686709 loss_bbox_aux_dn: 0.831697 loss_giou_aux_dn: 1.867352 loss: 14.009395 eta: 1 day, 20:26:54 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2488 images/s [04/15 12:25:04] ppdet.engine INFO: Epoch: [34] [3000/7329] learning_rate: 0.000100 loss_class: 0.570430 loss_bbox: 0.127652 loss_giou: 0.363309 loss_class_aux: 3.582656 loss_bbox_aux: 0.856836 loss_giou_aux: 2.368794 loss_class_dn: 0.321016 loss_bbox_dn: 0.140278 loss_giou_dn: 0.357942 loss_class_aux_dn: 1.731123 loss_bbox_aux_dn: 0.884438 loss_giou_aux_dn: 1.985817 loss: 13.867372 eta: 1 day, 20:26:18 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2746 images/s [04/15 12:25:43] ppdet.engine INFO: Epoch: [34] [3100/7329] learning_rate: 0.000100 loss_class: 0.532294 loss_bbox: 0.133374 loss_giou: 0.364436 loss_class_aux: 3.461441 loss_bbox_aux: 0.884280 loss_giou_aux: 2.240009 loss_class_dn: 0.314485 loss_bbox_dn: 0.159999 loss_giou_dn: 0.353979 loss_class_aux_dn: 1.681993 loss_bbox_aux_dn: 0.931071 loss_giou_aux_dn: 1.933817 loss: 13.301051 eta: 1 day, 20:25:43 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3806 images/s [04/15 12:26:22] ppdet.engine INFO: Epoch: [34] [3200/7329] learning_rate: 0.000100 loss_class: 0.630984 loss_bbox: 0.146443 loss_giou: 0.389135 loss_class_aux: 4.017570 loss_bbox_aux: 0.960847 loss_giou_aux: 2.521652 loss_class_dn: 0.379842 loss_bbox_dn: 0.153944 loss_giou_dn: 0.395192 loss_class_aux_dn: 2.018377 loss_bbox_aux_dn: 0.941191 loss_giou_aux_dn: 2.266809 loss: 15.566642 eta: 1 day, 20:25:07 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2570 images/s [04/15 12:27:02] ppdet.engine INFO: Epoch: [34] [3300/7329] learning_rate: 0.000100 loss_class: 0.667711 loss_bbox: 0.148277 loss_giou: 0.419788 loss_class_aux: 4.145084 loss_bbox_aux: 0.955037 loss_giou_aux: 2.693777 loss_class_dn: 0.364352 loss_bbox_dn: 0.163375 loss_giou_dn: 0.394415 loss_class_aux_dn: 1.906937 loss_bbox_aux_dn: 1.003937 loss_giou_aux_dn: 2.224349 loss: 15.826590 eta: 1 day, 20:24:32 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2628 images/s [04/15 12:27:41] ppdet.engine INFO: Epoch: [34] [3400/7329] learning_rate: 0.000100 loss_class: 0.648217 loss_bbox: 0.139516 loss_giou: 0.387803 loss_class_aux: 4.136137 loss_bbox_aux: 0.946940 loss_giou_aux: 2.442955 loss_class_dn: 0.353675 loss_bbox_dn: 0.160021 loss_giou_dn: 0.378083 loss_class_aux_dn: 1.937480 loss_bbox_aux_dn: 0.921387 loss_giou_aux_dn: 2.177816 loss: 15.749702 eta: 1 day, 20:23:56 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2966 images/s [04/15 12:28:21] ppdet.engine INFO: Epoch: [34] [3500/7329] learning_rate: 0.000100 loss_class: 0.549217 loss_bbox: 0.123333 loss_giou: 0.350113 loss_class_aux: 3.618177 loss_bbox_aux: 0.829884 loss_giou_aux: 2.290089 loss_class_dn: 0.304986 loss_bbox_dn: 0.140074 loss_giou_dn: 0.360128 loss_class_aux_dn: 1.677868 loss_bbox_aux_dn: 0.877713 loss_giou_aux_dn: 1.909759 loss: 13.181758 eta: 1 day, 20:23:21 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3676 images/s [04/15 12:29:00] ppdet.engine INFO: Epoch: [34] [3600/7329] learning_rate: 0.000100 loss_class: 0.574501 loss_bbox: 0.122310 loss_giou: 0.333731 loss_class_aux: 3.703239 loss_bbox_aux: 0.837956 loss_giou_aux: 2.053736 loss_class_dn: 0.277660 loss_bbox_dn: 0.139585 loss_giou_dn: 0.300685 loss_class_aux_dn: 1.539259 loss_bbox_aux_dn: 0.829815 loss_giou_aux_dn: 1.689129 loss: 12.298601 eta: 1 day, 20:22:44 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4047 images/s [04/15 12:29:39] ppdet.engine INFO: Epoch: [34] [3700/7329] learning_rate: 0.000100 loss_class: 0.572487 loss_bbox: 0.137320 loss_giou: 0.421646 loss_class_aux: 3.588667 loss_bbox_aux: 0.896104 loss_giou_aux: 2.625927 loss_class_dn: 0.335699 loss_bbox_dn: 0.145522 loss_giou_dn: 0.411157 loss_class_aux_dn: 1.801839 loss_bbox_aux_dn: 0.911261 loss_giou_aux_dn: 2.257380 loss: 14.995907 eta: 1 day, 20:22:08 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3875 images/s [04/15 12:30:18] ppdet.engine INFO: Epoch: [34] [3800/7329] learning_rate: 0.000100 loss_class: 0.578111 loss_bbox: 0.132695 loss_giou: 0.363831 loss_class_aux: 3.652519 loss_bbox_aux: 0.869657 loss_giou_aux: 2.273351 loss_class_dn: 0.314858 loss_bbox_dn: 0.145796 loss_giou_dn: 0.353305 loss_class_aux_dn: 1.747048 loss_bbox_aux_dn: 0.846621 loss_giou_aux_dn: 1.956751 loss: 14.139270 eta: 1 day, 20:21:33 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3573 images/s [04/15 12:30:57] ppdet.engine INFO: Epoch: [34] [3900/7329] learning_rate: 0.000100 loss_class: 0.581463 loss_bbox: 0.137301 loss_giou: 0.384531 loss_class_aux: 3.830204 loss_bbox_aux: 0.859469 loss_giou_aux: 2.449715 loss_class_dn: 0.333615 loss_bbox_dn: 0.149865 loss_giou_dn: 0.398820 loss_class_aux_dn: 1.754603 loss_bbox_aux_dn: 0.874489 loss_giou_aux_dn: 2.192948 loss: 14.032032 eta: 1 day, 20:20:57 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2939 images/s [04/15 12:31:37] ppdet.engine INFO: Epoch: [34] [4000/7329] learning_rate: 0.000100 loss_class: 0.540310 loss_bbox: 0.124978 loss_giou: 0.372892 loss_class_aux: 3.499257 loss_bbox_aux: 0.830014 loss_giou_aux: 2.301431 loss_class_dn: 0.316088 loss_bbox_dn: 0.149991 loss_giou_dn: 0.330427 loss_class_aux_dn: 1.746065 loss_bbox_aux_dn: 0.872583 loss_giou_aux_dn: 1.883039 loss: 13.167679 eta: 1 day, 20:20:21 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3443 images/s [04/15 12:32:16] ppdet.engine INFO: Epoch: [34] [4100/7329] learning_rate: 0.000100 loss_class: 0.571262 loss_bbox: 0.110770 loss_giou: 0.306620 loss_class_aux: 3.609823 loss_bbox_aux: 0.767005 loss_giou_aux: 1.909842 loss_class_dn: 0.297730 loss_bbox_dn: 0.138360 loss_giou_dn: 0.290925 loss_class_aux_dn: 1.575437 loss_bbox_aux_dn: 0.793955 loss_giou_aux_dn: 1.621159 loss: 12.408968 eta: 1 day, 20:19:46 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3108 images/s [04/15 12:32:55] ppdet.engine INFO: Epoch: [34] [4200/7329] learning_rate: 0.000100 loss_class: 0.597499 loss_bbox: 0.128789 loss_giou: 0.347408 loss_class_aux: 3.713583 loss_bbox_aux: 0.845812 loss_giou_aux: 2.185470 loss_class_dn: 0.323062 loss_bbox_dn: 0.146245 loss_giou_dn: 0.329004 loss_class_aux_dn: 1.731118 loss_bbox_aux_dn: 0.888678 loss_giou_aux_dn: 1.871948 loss: 13.693441 eta: 1 day, 20:19:10 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3327 images/s [04/15 12:33:35] ppdet.engine INFO: Epoch: [34] [4300/7329] learning_rate: 0.000100 loss_class: 0.567598 loss_bbox: 0.142116 loss_giou: 0.464144 loss_class_aux: 3.756703 loss_bbox_aux: 0.893131 loss_giou_aux: 3.040399 loss_class_dn: 0.382759 loss_bbox_dn: 0.151041 loss_giou_dn: 0.441860 loss_class_aux_dn: 2.042575 loss_bbox_aux_dn: 0.871059 loss_giou_aux_dn: 2.520867 loss: 16.219208 eta: 1 day, 20:18:36 batch_cost: 0.3603 data_cost: 0.0014 ips: 11.1012 images/s [04/15 12:34:15] ppdet.engine INFO: Epoch: [34] [4400/7329] learning_rate: 0.000100 loss_class: 0.582090 loss_bbox: 0.127893 loss_giou: 0.352413 loss_class_aux: 3.581746 loss_bbox_aux: 0.875792 loss_giou_aux: 2.252387 loss_class_dn: 0.310217 loss_bbox_dn: 0.144908 loss_giou_dn: 0.354467 loss_class_aux_dn: 1.679570 loss_bbox_aux_dn: 0.899693 loss_giou_aux_dn: 2.000347 loss: 13.761871 eta: 1 day, 20:18:00 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3715 images/s [04/15 12:34:54] ppdet.engine INFO: Epoch: [34] [4500/7329] learning_rate: 0.000100 loss_class: 0.580856 loss_bbox: 0.145027 loss_giou: 0.378015 loss_class_aux: 3.711668 loss_bbox_aux: 0.928949 loss_giou_aux: 2.385275 loss_class_dn: 0.341642 loss_bbox_dn: 0.169930 loss_giou_dn: 0.368267 loss_class_aux_dn: 1.805466 loss_bbox_aux_dn: 0.986418 loss_giou_aux_dn: 2.095217 loss: 14.515033 eta: 1 day, 20:17:24 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2766 images/s [04/15 12:35:33] ppdet.engine INFO: Epoch: [34] [4600/7329] learning_rate: 0.000100 loss_class: 0.610517 loss_bbox: 0.158055 loss_giou: 0.382790 loss_class_aux: 3.896887 loss_bbox_aux: 1.008628 loss_giou_aux: 2.454146 loss_class_dn: 0.338551 loss_bbox_dn: 0.154555 loss_giou_dn: 0.395398 loss_class_aux_dn: 1.809947 loss_bbox_aux_dn: 0.950086 loss_giou_aux_dn: 2.120426 loss: 14.312346 eta: 1 day, 20:16:48 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4165 images/s [04/15 12:36:12] ppdet.engine INFO: Epoch: [34] [4700/7329] learning_rate: 0.000100 loss_class: 0.594636 loss_bbox: 0.157658 loss_giou: 0.411566 loss_class_aux: 3.803267 loss_bbox_aux: 0.983974 loss_giou_aux: 2.567091 loss_class_dn: 0.328582 loss_bbox_dn: 0.166908 loss_giou_dn: 0.408621 loss_class_aux_dn: 1.726117 loss_bbox_aux_dn: 1.003636 loss_giou_aux_dn: 2.255318 loss: 15.460829 eta: 1 day, 20:16:12 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3728 images/s [04/15 12:36:52] ppdet.engine INFO: Epoch: [34] [4800/7329] learning_rate: 0.000100 loss_class: 0.603073 loss_bbox: 0.148952 loss_giou: 0.414178 loss_class_aux: 3.860608 loss_bbox_aux: 0.963543 loss_giou_aux: 2.691250 loss_class_dn: 0.364616 loss_bbox_dn: 0.164381 loss_giou_dn: 0.407806 loss_class_aux_dn: 1.909955 loss_bbox_aux_dn: 0.954443 loss_giou_aux_dn: 2.308034 loss: 15.014886 eta: 1 day, 20:15:37 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2263 images/s [04/15 12:37:32] ppdet.engine INFO: Epoch: [34] [4900/7329] learning_rate: 0.000100 loss_class: 0.579372 loss_bbox: 0.139710 loss_giou: 0.401102 loss_class_aux: 3.740615 loss_bbox_aux: 0.939782 loss_giou_aux: 2.528574 loss_class_dn: 0.345946 loss_bbox_dn: 0.155695 loss_giou_dn: 0.389266 loss_class_aux_dn: 1.837935 loss_bbox_aux_dn: 0.925901 loss_giou_aux_dn: 2.161313 loss: 15.033280 eta: 1 day, 20:15:02 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2186 images/s [04/15 12:38:11] ppdet.engine INFO: Epoch: [34] [5000/7329] learning_rate: 0.000100 loss_class: 0.617905 loss_bbox: 0.142945 loss_giou: 0.417995 loss_class_aux: 3.996768 loss_bbox_aux: 0.981255 loss_giou_aux: 2.775131 loss_class_dn: 0.347418 loss_bbox_dn: 0.176502 loss_giou_dn: 0.416940 loss_class_aux_dn: 1.875784 loss_bbox_aux_dn: 1.052424 loss_giou_aux_dn: 2.339310 loss: 15.378727 eta: 1 day, 20:14:26 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3457 images/s [04/15 12:38:51] ppdet.engine INFO: Epoch: [34] [5100/7329] learning_rate: 0.000100 loss_class: 0.582740 loss_bbox: 0.134384 loss_giou: 0.396342 loss_class_aux: 3.817654 loss_bbox_aux: 0.909476 loss_giou_aux: 2.603575 loss_class_dn: 0.347929 loss_bbox_dn: 0.145281 loss_giou_dn: 0.385352 loss_class_aux_dn: 1.847577 loss_bbox_aux_dn: 0.843195 loss_giou_aux_dn: 2.158431 loss: 14.622606 eta: 1 day, 20:13:52 batch_cost: 0.3576 data_cost: 0.0014 ips: 11.1846 images/s [04/15 12:39:30] ppdet.engine INFO: Epoch: [34] [5200/7329] learning_rate: 0.000100 loss_class: 0.598339 loss_bbox: 0.128709 loss_giou: 0.372071 loss_class_aux: 3.815894 loss_bbox_aux: 0.805782 loss_giou_aux: 2.417300 loss_class_dn: 0.319144 loss_bbox_dn: 0.143194 loss_giou_dn: 0.365689 loss_class_aux_dn: 1.735112 loss_bbox_aux_dn: 0.884969 loss_giou_aux_dn: 2.026084 loss: 13.558890 eta: 1 day, 20:13:16 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3676 images/s [04/15 12:40:09] ppdet.engine INFO: Epoch: [34] [5300/7329] learning_rate: 0.000100 loss_class: 0.578480 loss_bbox: 0.131294 loss_giou: 0.410520 loss_class_aux: 3.774956 loss_bbox_aux: 0.855856 loss_giou_aux: 2.524215 loss_class_dn: 0.334269 loss_bbox_dn: 0.128375 loss_giou_dn: 0.371776 loss_class_aux_dn: 1.803433 loss_bbox_aux_dn: 0.789431 loss_giou_aux_dn: 2.074190 loss: 14.024072 eta: 1 day, 20:12:40 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3553 images/s [04/15 12:40:48] ppdet.engine INFO: Epoch: [34] [5400/7329] learning_rate: 0.000100 loss_class: 0.598706 loss_bbox: 0.148159 loss_giou: 0.390908 loss_class_aux: 3.898094 loss_bbox_aux: 0.959387 loss_giou_aux: 2.467519 loss_class_dn: 0.345170 loss_bbox_dn: 0.149891 loss_giou_dn: 0.393928 loss_class_aux_dn: 1.861971 loss_bbox_aux_dn: 0.907860 loss_giou_aux_dn: 2.232914 loss: 15.233031 eta: 1 day, 20:12:04 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3282 images/s [04/15 12:41:28] ppdet.engine INFO: Epoch: [34] [5500/7329] learning_rate: 0.000100 loss_class: 0.569800 loss_bbox: 0.140394 loss_giou: 0.392145 loss_class_aux: 3.783268 loss_bbox_aux: 0.947458 loss_giou_aux: 2.514897 loss_class_dn: 0.340790 loss_bbox_dn: 0.152518 loss_giou_dn: 0.374122 loss_class_aux_dn: 1.828543 loss_bbox_aux_dn: 0.905570 loss_giou_aux_dn: 2.090955 loss: 14.527746 eta: 1 day, 20:11:29 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2037 images/s [04/15 12:42:08] ppdet.engine INFO: Epoch: [34] [5600/7329] learning_rate: 0.000100 loss_class: 0.558593 loss_bbox: 0.131980 loss_giou: 0.352578 loss_class_aux: 3.504956 loss_bbox_aux: 0.875550 loss_giou_aux: 2.347095 loss_class_dn: 0.320173 loss_bbox_dn: 0.139243 loss_giou_dn: 0.354808 loss_class_aux_dn: 1.763246 loss_bbox_aux_dn: 0.786192 loss_giou_aux_dn: 2.018675 loss: 14.438082 eta: 1 day, 20:10:54 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2936 images/s [04/15 12:42:47] ppdet.engine INFO: Epoch: [34] [5700/7329] learning_rate: 0.000100 loss_class: 0.495118 loss_bbox: 0.121162 loss_giou: 0.302930 loss_class_aux: 3.322526 loss_bbox_aux: 0.781778 loss_giou_aux: 1.893753 loss_class_dn: 0.290107 loss_bbox_dn: 0.126984 loss_giou_dn: 0.304148 loss_class_aux_dn: 1.582016 loss_bbox_aux_dn: 0.765088 loss_giou_aux_dn: 1.660709 loss: 12.127294 eta: 1 day, 20:10:19 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2466 images/s [04/15 12:43:26] ppdet.engine INFO: Epoch: [34] [5800/7329] learning_rate: 0.000100 loss_class: 0.568833 loss_bbox: 0.135103 loss_giou: 0.323418 loss_class_aux: 3.515220 loss_bbox_aux: 0.906498 loss_giou_aux: 2.119579 loss_class_dn: 0.306321 loss_bbox_dn: 0.154654 loss_giou_dn: 0.331331 loss_class_aux_dn: 1.661188 loss_bbox_aux_dn: 0.925743 loss_giou_aux_dn: 1.832668 loss: 13.155395 eta: 1 day, 20:09:43 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3496 images/s [04/15 12:44:06] ppdet.engine INFO: Epoch: [34] [5900/7329] learning_rate: 0.000100 loss_class: 0.552430 loss_bbox: 0.119561 loss_giou: 0.365873 loss_class_aux: 3.445931 loss_bbox_aux: 0.833637 loss_giou_aux: 2.343432 loss_class_dn: 0.304540 loss_bbox_dn: 0.141201 loss_giou_dn: 0.355343 loss_class_aux_dn: 1.640137 loss_bbox_aux_dn: 0.846228 loss_giou_aux_dn: 1.938404 loss: 13.157608 eta: 1 day, 20:09:08 batch_cost: 0.3566 data_cost: 0.0014 ips: 11.2179 images/s [04/15 12:44:45] ppdet.engine INFO: Epoch: [34] [6000/7329] learning_rate: 0.000100 loss_class: 0.557466 loss_bbox: 0.141983 loss_giou: 0.301798 loss_class_aux: 3.588793 loss_bbox_aux: 0.892947 loss_giou_aux: 1.955530 loss_class_dn: 0.301290 loss_bbox_dn: 0.148847 loss_giou_dn: 0.307927 loss_class_aux_dn: 1.618648 loss_bbox_aux_dn: 0.879313 loss_giou_aux_dn: 1.731730 loss: 13.132857 eta: 1 day, 20:08:32 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3652 images/s [04/15 12:45:25] ppdet.engine INFO: Epoch: [34] [6100/7329] learning_rate: 0.000100 loss_class: 0.581894 loss_bbox: 0.136505 loss_giou: 0.378661 loss_class_aux: 3.744665 loss_bbox_aux: 0.882363 loss_giou_aux: 2.346534 loss_class_dn: 0.318379 loss_bbox_dn: 0.142895 loss_giou_dn: 0.372307 loss_class_aux_dn: 1.692668 loss_bbox_aux_dn: 0.819696 loss_giou_aux_dn: 2.075104 loss: 14.213938 eta: 1 day, 20:07:57 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1750 images/s [04/15 12:46:05] ppdet.engine INFO: Epoch: [34] [6200/7329] learning_rate: 0.000100 loss_class: 0.633200 loss_bbox: 0.140730 loss_giou: 0.445882 loss_class_aux: 4.030682 loss_bbox_aux: 0.943952 loss_giou_aux: 2.854873 loss_class_dn: 0.373737 loss_bbox_dn: 0.138831 loss_giou_dn: 0.429892 loss_class_aux_dn: 1.992425 loss_bbox_aux_dn: 0.862778 loss_giou_aux_dn: 2.383705 loss: 16.023579 eta: 1 day, 20:07:22 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2917 images/s [04/15 12:46:44] ppdet.engine INFO: Epoch: [34] [6300/7329] learning_rate: 0.000100 loss_class: 0.583582 loss_bbox: 0.131426 loss_giou: 0.382574 loss_class_aux: 3.721134 loss_bbox_aux: 0.851901 loss_giou_aux: 2.391348 loss_class_dn: 0.317874 loss_bbox_dn: 0.140663 loss_giou_dn: 0.343544 loss_class_aux_dn: 1.701214 loss_bbox_aux_dn: 0.877905 loss_giou_aux_dn: 1.932801 loss: 13.173862 eta: 1 day, 20:06:46 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3459 images/s [04/15 12:47:24] ppdet.engine INFO: Epoch: [34] [6400/7329] learning_rate: 0.000100 loss_class: 0.564583 loss_bbox: 0.128592 loss_giou: 0.359658 loss_class_aux: 3.524240 loss_bbox_aux: 0.855574 loss_giou_aux: 2.184112 loss_class_dn: 0.314942 loss_bbox_dn: 0.149634 loss_giou_dn: 0.350808 loss_class_aux_dn: 1.692460 loss_bbox_aux_dn: 0.899318 loss_giou_aux_dn: 1.949515 loss: 12.960755 eta: 1 day, 20:06:11 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1978 images/s [04/15 12:48:03] ppdet.engine INFO: Epoch: [34] [6500/7329] learning_rate: 0.000100 loss_class: 0.580292 loss_bbox: 0.127511 loss_giou: 0.345115 loss_class_aux: 3.751235 loss_bbox_aux: 0.895334 loss_giou_aux: 2.231619 loss_class_dn: 0.333463 loss_bbox_dn: 0.149415 loss_giou_dn: 0.341243 loss_class_aux_dn: 1.787046 loss_bbox_aux_dn: 0.932075 loss_giou_aux_dn: 1.913356 loss: 14.720596 eta: 1 day, 20:05:34 batch_cost: 0.3493 data_cost: 0.0013 ips: 11.4516 images/s [04/15 12:48:42] ppdet.engine INFO: Epoch: [34] [6600/7329] learning_rate: 0.000100 loss_class: 0.582980 loss_bbox: 0.124146 loss_giou: 0.425322 loss_class_aux: 3.729893 loss_bbox_aux: 0.796570 loss_giou_aux: 2.664285 loss_class_dn: 0.343789 loss_bbox_dn: 0.128323 loss_giou_dn: 0.392359 loss_class_aux_dn: 1.835222 loss_bbox_aux_dn: 0.738182 loss_giou_aux_dn: 2.202160 loss: 14.799026 eta: 1 day, 20:04:59 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3484 images/s [04/15 12:49:21] ppdet.engine INFO: Epoch: [34] [6700/7329] learning_rate: 0.000100 loss_class: 0.632055 loss_bbox: 0.137999 loss_giou: 0.387196 loss_class_aux: 4.115932 loss_bbox_aux: 0.935565 loss_giou_aux: 2.548256 loss_class_dn: 0.337372 loss_bbox_dn: 0.147182 loss_giou_dn: 0.396984 loss_class_aux_dn: 1.866484 loss_bbox_aux_dn: 0.889421 loss_giou_aux_dn: 2.167080 loss: 14.551476 eta: 1 day, 20:04:23 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3219 images/s [04/15 12:50:01] ppdet.engine INFO: Epoch: [34] [6800/7329] learning_rate: 0.000100 loss_class: 0.654617 loss_bbox: 0.144292 loss_giou: 0.430298 loss_class_aux: 4.110435 loss_bbox_aux: 0.941972 loss_giou_aux: 2.738626 loss_class_dn: 0.376555 loss_bbox_dn: 0.148652 loss_giou_dn: 0.418888 loss_class_aux_dn: 2.050262 loss_bbox_aux_dn: 0.885037 loss_giou_aux_dn: 2.301919 loss: 16.188868 eta: 1 day, 20:03:49 batch_cost: 0.3603 data_cost: 0.0013 ips: 11.1007 images/s [04/15 12:50:41] ppdet.engine INFO: Epoch: [34] [6900/7329] learning_rate: 0.000100 loss_class: 0.594292 loss_bbox: 0.117600 loss_giou: 0.391585 loss_class_aux: 3.848844 loss_bbox_aux: 0.784844 loss_giou_aux: 2.465027 loss_class_dn: 0.335274 loss_bbox_dn: 0.139588 loss_giou_dn: 0.367768 loss_class_aux_dn: 1.875680 loss_bbox_aux_dn: 0.806932 loss_giou_aux_dn: 2.083680 loss: 14.344738 eta: 1 day, 20:03:13 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3162 images/s [04/15 12:51:20] ppdet.engine INFO: Epoch: [34] [7000/7329] learning_rate: 0.000100 loss_class: 0.570924 loss_bbox: 0.131560 loss_giou: 0.345591 loss_class_aux: 3.591115 loss_bbox_aux: 0.890545 loss_giou_aux: 2.209890 loss_class_dn: 0.307271 loss_bbox_dn: 0.152047 loss_giou_dn: 0.333277 loss_class_aux_dn: 1.652238 loss_bbox_aux_dn: 0.972702 loss_giou_aux_dn: 1.877520 loss: 13.504371 eta: 1 day, 20:02:37 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3286 images/s [04/15 12:52:00] ppdet.engine INFO: Epoch: [34] [7100/7329] learning_rate: 0.000100 loss_class: 0.572676 loss_bbox: 0.130686 loss_giou: 0.374401 loss_class_aux: 3.630780 loss_bbox_aux: 0.854772 loss_giou_aux: 2.406485 loss_class_dn: 0.305688 loss_bbox_dn: 0.135302 loss_giou_dn: 0.358364 loss_class_aux_dn: 1.623233 loss_bbox_aux_dn: 0.811013 loss_giou_aux_dn: 1.999517 loss: 14.041382 eta: 1 day, 20:02:02 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2591 images/s [04/15 12:52:39] ppdet.engine INFO: Epoch: [34] [7200/7329] learning_rate: 0.000100 loss_class: 0.542519 loss_bbox: 0.137527 loss_giou: 0.384743 loss_class_aux: 3.630533 loss_bbox_aux: 0.898475 loss_giou_aux: 2.489666 loss_class_dn: 0.321869 loss_bbox_dn: 0.136579 loss_giou_dn: 0.375087 loss_class_aux_dn: 1.778298 loss_bbox_aux_dn: 0.842950 loss_giou_aux_dn: 2.115595 loss: 14.046076 eta: 1 day, 20:01:27 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3148 images/s [04/15 12:53:18] ppdet.engine INFO: Epoch: [34] [7300/7329] learning_rate: 0.000100 loss_class: 0.554008 loss_bbox: 0.135526 loss_giou: 0.335558 loss_class_aux: 3.640764 loss_bbox_aux: 0.927189 loss_giou_aux: 2.134676 loss_class_dn: 0.306118 loss_bbox_dn: 0.149238 loss_giou_dn: 0.331166 loss_class_aux_dn: 1.673200 loss_bbox_aux_dn: 0.860375 loss_giou_aux_dn: 1.883445 loss: 13.438891 eta: 1 day, 20:00:51 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2834 images/s [04/15 12:53:32] ppdet.engine INFO: Eval iter: 0 [04/15 12:53:44] ppdet.engine INFO: Eval iter: 100 [04/15 12:53:56] ppdet.engine INFO: Eval iter: 200 [04/15 12:54:09] ppdet.engine INFO: Eval iter: 300 [04/15 12:54:21] ppdet.engine INFO: Eval iter: 400 [04/15 12:54:34] ppdet.engine INFO: Eval iter: 500 [04/15 12:54:46] ppdet.engine INFO: Eval iter: 600 [04/15 12:55:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 12:55:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.90s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.99s). Accumulating evaluation results... DONE (t=16.36s). 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 ] = 0.586 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 ] = 0.589 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 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 ] = 0.727 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 ] = 0.776 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 12:56:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.88886697961111 [04/15 12:56:53] ppdet.engine INFO: Best test bbox ap is 0.540. [04/15 12:56:56] ppdet.engine INFO: Epoch: [35] [ 0/7329] learning_rate: 0.000100 loss_class: 0.559052 loss_bbox: 0.135526 loss_giou: 0.331876 loss_class_aux: 3.641860 loss_bbox_aux: 0.938206 loss_giou_aux: 2.108786 loss_class_dn: 0.312382 loss_bbox_dn: 0.152870 loss_giou_dn: 0.335997 loss_class_aux_dn: 1.694419 loss_bbox_aux_dn: 0.878337 loss_giou_aux_dn: 1.883445 loss: 13.417511 eta: 1 day, 20:00:41 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3103 images/s [04/15 12:57:35] ppdet.engine INFO: Epoch: [35] [ 100/7329] learning_rate: 0.000100 loss_class: 0.636696 loss_bbox: 0.139264 loss_giou: 0.412004 loss_class_aux: 4.010178 loss_bbox_aux: 0.926630 loss_giou_aux: 2.681820 loss_class_dn: 0.367876 loss_bbox_dn: 0.138459 loss_giou_dn: 0.406087 loss_class_aux_dn: 1.952568 loss_bbox_aux_dn: 0.831983 loss_giou_aux_dn: 2.225612 loss: 15.019102 eta: 1 day, 20:00:05 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3594 images/s [04/15 12:58:14] ppdet.engine INFO: Epoch: [35] [ 200/7329] learning_rate: 0.000100 loss_class: 0.542679 loss_bbox: 0.127276 loss_giou: 0.379177 loss_class_aux: 3.476228 loss_bbox_aux: 0.844882 loss_giou_aux: 2.390170 loss_class_dn: 0.321449 loss_bbox_dn: 0.127708 loss_giou_dn: 0.380698 loss_class_aux_dn: 1.753433 loss_bbox_aux_dn: 0.758300 loss_giou_aux_dn: 2.100476 loss: 13.610998 eta: 1 day, 19:59:29 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3660 images/s [04/15 12:58:53] ppdet.engine INFO: Epoch: [35] [ 300/7329] learning_rate: 0.000100 loss_class: 0.556467 loss_bbox: 0.134532 loss_giou: 0.355562 loss_class_aux: 3.516929 loss_bbox_aux: 0.905399 loss_giou_aux: 2.254323 loss_class_dn: 0.308024 loss_bbox_dn: 0.142787 loss_giou_dn: 0.363727 loss_class_aux_dn: 1.638583 loss_bbox_aux_dn: 0.833466 loss_giou_aux_dn: 2.013065 loss: 13.634031 eta: 1 day, 19:58:53 batch_cost: 0.3498 data_cost: 0.0015 ips: 11.4358 images/s [04/15 12:59:32] ppdet.engine INFO: Epoch: [35] [ 400/7329] learning_rate: 0.000100 loss_class: 0.547884 loss_bbox: 0.133022 loss_giou: 0.390656 loss_class_aux: 3.648054 loss_bbox_aux: 0.880990 loss_giou_aux: 2.449111 loss_class_dn: 0.314680 loss_bbox_dn: 0.136562 loss_giou_dn: 0.358579 loss_class_aux_dn: 1.701627 loss_bbox_aux_dn: 0.833376 loss_giou_aux_dn: 2.061713 loss: 13.547104 eta: 1 day, 19:58:16 batch_cost: 0.3497 data_cost: 0.0016 ips: 11.4379 images/s [04/15 13:00:12] ppdet.engine INFO: Epoch: [35] [ 500/7329] learning_rate: 0.000100 loss_class: 0.582478 loss_bbox: 0.133934 loss_giou: 0.380652 loss_class_aux: 3.821564 loss_bbox_aux: 0.883611 loss_giou_aux: 2.415887 loss_class_dn: 0.338016 loss_bbox_dn: 0.166283 loss_giou_dn: 0.345819 loss_class_aux_dn: 1.789203 loss_bbox_aux_dn: 0.975700 loss_giou_aux_dn: 1.920290 loss: 14.069182 eta: 1 day, 19:57:42 batch_cost: 0.3602 data_cost: 0.0016 ips: 11.1040 images/s [04/15 13:00:52] ppdet.engine INFO: Epoch: [35] [ 600/7329] learning_rate: 0.000100 loss_class: 0.654341 loss_bbox: 0.144288 loss_giou: 0.410296 loss_class_aux: 4.175633 loss_bbox_aux: 0.965693 loss_giou_aux: 2.640817 loss_class_dn: 0.352867 loss_bbox_dn: 0.174255 loss_giou_dn: 0.434456 loss_class_aux_dn: 1.897337 loss_bbox_aux_dn: 1.008543 loss_giou_aux_dn: 2.360560 loss: 15.875558 eta: 1 day, 19:57:07 batch_cost: 0.3547 data_cost: 0.0018 ips: 11.2779 images/s [04/15 13:01:30] ppdet.engine INFO: Epoch: [35] [ 700/7329] learning_rate: 0.000100 loss_class: 0.632789 loss_bbox: 0.136945 loss_giou: 0.357452 loss_class_aux: 4.050330 loss_bbox_aux: 0.904821 loss_giou_aux: 2.252455 loss_class_dn: 0.327301 loss_bbox_dn: 0.154754 loss_giou_dn: 0.389983 loss_class_aux_dn: 1.761306 loss_bbox_aux_dn: 0.911418 loss_giou_aux_dn: 2.125932 loss: 14.006210 eta: 1 day, 19:56:30 batch_cost: 0.3483 data_cost: 0.0016 ips: 11.4831 images/s [04/15 13:02:10] ppdet.engine INFO: Epoch: [35] [ 800/7329] learning_rate: 0.000100 loss_class: 0.573556 loss_bbox: 0.131843 loss_giou: 0.377660 loss_class_aux: 3.606597 loss_bbox_aux: 0.838016 loss_giou_aux: 2.383033 loss_class_dn: 0.319655 loss_bbox_dn: 0.134429 loss_giou_dn: 0.351060 loss_class_aux_dn: 1.701360 loss_bbox_aux_dn: 0.818923 loss_giou_aux_dn: 1.900678 loss: 14.292139 eta: 1 day, 19:55:54 batch_cost: 0.3527 data_cost: 0.0017 ips: 11.3405 images/s [04/15 13:02:49] ppdet.engine INFO: Epoch: [35] [ 900/7329] learning_rate: 0.000100 loss_class: 0.564513 loss_bbox: 0.121624 loss_giou: 0.370397 loss_class_aux: 3.399375 loss_bbox_aux: 0.851936 loss_giou_aux: 2.399719 loss_class_dn: 0.320110 loss_bbox_dn: 0.137983 loss_giou_dn: 0.338651 loss_class_aux_dn: 1.694919 loss_bbox_aux_dn: 0.819211 loss_giou_aux_dn: 1.912222 loss: 13.397604 eta: 1 day, 19:55:18 batch_cost: 0.3491 data_cost: 0.0016 ips: 11.4580 images/s [04/15 13:03:28] ppdet.engine INFO: Epoch: [35] [1000/7329] learning_rate: 0.000100 loss_class: 0.609165 loss_bbox: 0.135592 loss_giou: 0.404235 loss_class_aux: 3.750679 loss_bbox_aux: 0.915285 loss_giou_aux: 2.514015 loss_class_dn: 0.353901 loss_bbox_dn: 0.141753 loss_giou_dn: 0.370055 loss_class_aux_dn: 1.881150 loss_bbox_aux_dn: 0.814513 loss_giou_aux_dn: 2.075668 loss: 14.764496 eta: 1 day, 19:54:42 batch_cost: 0.3530 data_cost: 0.0017 ips: 11.3322 images/s [04/15 13:04:07] ppdet.engine INFO: Epoch: [35] [1100/7329] learning_rate: 0.000100 loss_class: 0.536965 loss_bbox: 0.126808 loss_giou: 0.366676 loss_class_aux: 3.541289 loss_bbox_aux: 0.818101 loss_giou_aux: 2.326489 loss_class_dn: 0.304331 loss_bbox_dn: 0.132490 loss_giou_dn: 0.344230 loss_class_aux_dn: 1.647038 loss_bbox_aux_dn: 0.789014 loss_giou_aux_dn: 1.936368 loss: 13.132426 eta: 1 day, 19:54:07 batch_cost: 0.3551 data_cost: 0.0018 ips: 11.2651 images/s [04/15 13:04:47] ppdet.engine INFO: Epoch: [35] [1200/7329] learning_rate: 0.000100 loss_class: 0.526032 loss_bbox: 0.125708 loss_giou: 0.353082 loss_class_aux: 3.425745 loss_bbox_aux: 0.874324 loss_giou_aux: 2.221128 loss_class_dn: 0.299310 loss_bbox_dn: 0.145025 loss_giou_dn: 0.331576 loss_class_aux_dn: 1.609445 loss_bbox_aux_dn: 0.891860 loss_giou_aux_dn: 1.865035 loss: 13.048438 eta: 1 day, 19:53:32 batch_cost: 0.3558 data_cost: 0.0017 ips: 11.2422 images/s [04/15 13:05:27] ppdet.engine INFO: Epoch: [35] [1300/7329] learning_rate: 0.000100 loss_class: 0.527411 loss_bbox: 0.135160 loss_giou: 0.386968 loss_class_aux: 3.403278 loss_bbox_aux: 0.897893 loss_giou_aux: 2.463351 loss_class_dn: 0.316057 loss_bbox_dn: 0.131772 loss_giou_dn: 0.361002 loss_class_aux_dn: 1.739460 loss_bbox_aux_dn: 0.791375 loss_giou_aux_dn: 1.988900 loss: 13.784315 eta: 1 day, 19:52:57 batch_cost: 0.3553 data_cost: 0.0016 ips: 11.2593 images/s [04/15 13:06:07] ppdet.engine INFO: Epoch: [35] [1400/7329] learning_rate: 0.000100 loss_class: 0.631674 loss_bbox: 0.130598 loss_giou: 0.390215 loss_class_aux: 3.852725 loss_bbox_aux: 0.865871 loss_giou_aux: 2.431688 loss_class_dn: 0.345918 loss_bbox_dn: 0.150338 loss_giou_dn: 0.372480 loss_class_aux_dn: 1.859847 loss_bbox_aux_dn: 0.862109 loss_giou_aux_dn: 2.102991 loss: 14.636232 eta: 1 day, 19:52:22 batch_cost: 0.3591 data_cost: 0.0017 ips: 11.1405 images/s [04/15 13:06:46] ppdet.engine INFO: Epoch: [35] [1500/7329] learning_rate: 0.000100 loss_class: 0.567592 loss_bbox: 0.148357 loss_giou: 0.471902 loss_class_aux: 3.705289 loss_bbox_aux: 0.925894 loss_giou_aux: 2.916146 loss_class_dn: 0.351315 loss_bbox_dn: 0.158002 loss_giou_dn: 0.464552 loss_class_aux_dn: 1.907258 loss_bbox_aux_dn: 0.909252 loss_giou_aux_dn: 2.503191 loss: 15.625437 eta: 1 day, 19:51:47 batch_cost: 0.3573 data_cost: 0.0017 ips: 11.1959 images/s [04/15 13:07:25] ppdet.engine INFO: Epoch: [35] [1600/7329] learning_rate: 0.000100 loss_class: 0.608540 loss_bbox: 0.129400 loss_giou: 0.383087 loss_class_aux: 3.930881 loss_bbox_aux: 0.897266 loss_giou_aux: 2.430575 loss_class_dn: 0.363996 loss_bbox_dn: 0.147529 loss_giou_dn: 0.381984 loss_class_aux_dn: 1.941583 loss_bbox_aux_dn: 0.851214 loss_giou_aux_dn: 2.118644 loss: 14.496264 eta: 1 day, 19:51:11 batch_cost: 0.3511 data_cost: 0.0017 ips: 11.3941 images/s [04/15 13:08:05] ppdet.engine INFO: Epoch: [35] [1700/7329] learning_rate: 0.000100 loss_class: 0.577394 loss_bbox: 0.140899 loss_giou: 0.364162 loss_class_aux: 3.745371 loss_bbox_aux: 0.928971 loss_giou_aux: 2.313313 loss_class_dn: 0.343570 loss_bbox_dn: 0.154613 loss_giou_dn: 0.367052 loss_class_aux_dn: 1.878990 loss_bbox_aux_dn: 0.963554 loss_giou_aux_dn: 2.071100 loss: 15.067824 eta: 1 day, 19:50:36 batch_cost: 0.3595 data_cost: 0.0017 ips: 11.1272 images/s [04/15 13:08:45] ppdet.engine INFO: Epoch: [35] [1800/7329] learning_rate: 0.000100 loss_class: 0.609609 loss_bbox: 0.135851 loss_giou: 0.437712 loss_class_aux: 3.800071 loss_bbox_aux: 0.883801 loss_giou_aux: 2.984357 loss_class_dn: 0.341945 loss_bbox_dn: 0.133230 loss_giou_dn: 0.396720 loss_class_aux_dn: 1.839019 loss_bbox_aux_dn: 0.771868 loss_giou_aux_dn: 2.227064 loss: 14.168490 eta: 1 day, 19:50:01 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2869 images/s [04/15 13:09:24] ppdet.engine INFO: Epoch: [35] [1900/7329] learning_rate: 0.000100 loss_class: 0.524436 loss_bbox: 0.133283 loss_giou: 0.437208 loss_class_aux: 3.412852 loss_bbox_aux: 0.883607 loss_giou_aux: 2.866095 loss_class_dn: 0.338569 loss_bbox_dn: 0.144154 loss_giou_dn: 0.420139 loss_class_aux_dn: 1.836116 loss_bbox_aux_dn: 0.841520 loss_giou_aux_dn: 2.287574 loss: 15.556759 eta: 1 day, 19:49:25 batch_cost: 0.3510 data_cost: 0.0017 ips: 11.3957 images/s [04/15 13:10:03] ppdet.engine INFO: Epoch: [35] [2000/7329] learning_rate: 0.000100 loss_class: 0.618368 loss_bbox: 0.142743 loss_giou: 0.462340 loss_class_aux: 4.014307 loss_bbox_aux: 0.893002 loss_giou_aux: 2.948166 loss_class_dn: 0.380471 loss_bbox_dn: 0.155096 loss_giou_dn: 0.448359 loss_class_aux_dn: 2.047750 loss_bbox_aux_dn: 0.881313 loss_giou_aux_dn: 2.547009 loss: 15.602805 eta: 1 day, 19:48:49 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3775 images/s [04/15 13:10:42] ppdet.engine INFO: Epoch: [35] [2100/7329] learning_rate: 0.000100 loss_class: 0.514678 loss_bbox: 0.128820 loss_giou: 0.402198 loss_class_aux: 3.361598 loss_bbox_aux: 0.883849 loss_giou_aux: 2.514424 loss_class_dn: 0.306985 loss_bbox_dn: 0.128552 loss_giou_dn: 0.362153 loss_class_aux_dn: 1.642977 loss_bbox_aux_dn: 0.777831 loss_giou_aux_dn: 1.988588 loss: 13.077885 eta: 1 day, 19:48:13 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3331 images/s [04/15 13:11:22] ppdet.engine INFO: Epoch: [35] [2200/7329] learning_rate: 0.000100 loss_class: 0.560074 loss_bbox: 0.119374 loss_giou: 0.365250 loss_class_aux: 3.667846 loss_bbox_aux: 0.815147 loss_giou_aux: 2.297539 loss_class_dn: 0.323878 loss_bbox_dn: 0.144422 loss_giou_dn: 0.375553 loss_class_aux_dn: 1.795169 loss_bbox_aux_dn: 0.862308 loss_giou_aux_dn: 2.028612 loss: 13.663555 eta: 1 day, 19:47:38 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3008 images/s [04/15 13:12:01] ppdet.engine INFO: Epoch: [35] [2300/7329] learning_rate: 0.000100 loss_class: 0.608924 loss_bbox: 0.143055 loss_giou: 0.357650 loss_class_aux: 3.751750 loss_bbox_aux: 0.937891 loss_giou_aux: 2.290185 loss_class_dn: 0.327166 loss_bbox_dn: 0.162005 loss_giou_dn: 0.352963 loss_class_aux_dn: 1.780973 loss_bbox_aux_dn: 0.926326 loss_giou_aux_dn: 1.973102 loss: 14.538967 eta: 1 day, 19:47:02 batch_cost: 0.3525 data_cost: 0.0017 ips: 11.3489 images/s [04/15 13:12:41] ppdet.engine INFO: Epoch: [35] [2400/7329] learning_rate: 0.000100 loss_class: 0.557794 loss_bbox: 0.135838 loss_giou: 0.330112 loss_class_aux: 3.539293 loss_bbox_aux: 0.880972 loss_giou_aux: 2.034561 loss_class_dn: 0.302643 loss_bbox_dn: 0.151178 loss_giou_dn: 0.328124 loss_class_aux_dn: 1.654492 loss_bbox_aux_dn: 0.871395 loss_giou_aux_dn: 1.823026 loss: 13.545025 eta: 1 day, 19:46:27 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2927 images/s [04/15 13:13:20] ppdet.engine INFO: Epoch: [35] [2500/7329] learning_rate: 0.000100 loss_class: 0.538498 loss_bbox: 0.125277 loss_giou: 0.318049 loss_class_aux: 3.377731 loss_bbox_aux: 0.849195 loss_giou_aux: 2.037555 loss_class_dn: 0.294235 loss_bbox_dn: 0.136851 loss_giou_dn: 0.307131 loss_class_aux_dn: 1.596491 loss_bbox_aux_dn: 0.813257 loss_giou_aux_dn: 1.829477 loss: 12.911102 eta: 1 day, 19:45:51 batch_cost: 0.3557 data_cost: 0.0017 ips: 11.2451 images/s [04/15 13:14:00] ppdet.engine INFO: Epoch: [35] [2600/7329] learning_rate: 0.000100 loss_class: 0.609352 loss_bbox: 0.156844 loss_giou: 0.458293 loss_class_aux: 3.889791 loss_bbox_aux: 1.011570 loss_giou_aux: 2.823592 loss_class_dn: 0.359783 loss_bbox_dn: 0.162652 loss_giou_dn: 0.446801 loss_class_aux_dn: 2.006053 loss_bbox_aux_dn: 0.930452 loss_giou_aux_dn: 2.372800 loss: 15.388134 eta: 1 day, 19:45:16 batch_cost: 0.3559 data_cost: 0.0018 ips: 11.2397 images/s [04/15 13:14:39] ppdet.engine INFO: Epoch: [35] [2700/7329] learning_rate: 0.000100 loss_class: 0.619758 loss_bbox: 0.137431 loss_giou: 0.395529 loss_class_aux: 3.720838 loss_bbox_aux: 0.886078 loss_giou_aux: 2.508656 loss_class_dn: 0.339666 loss_bbox_dn: 0.161320 loss_giou_dn: 0.411480 loss_class_aux_dn: 1.817770 loss_bbox_aux_dn: 0.918738 loss_giou_aux_dn: 2.272135 loss: 14.800753 eta: 1 day, 19:44:41 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3050 images/s [04/15 13:15:19] ppdet.engine INFO: Epoch: [35] [2800/7329] learning_rate: 0.000100 loss_class: 0.577992 loss_bbox: 0.127526 loss_giou: 0.418155 loss_class_aux: 3.622651 loss_bbox_aux: 0.835067 loss_giou_aux: 2.618017 loss_class_dn: 0.327987 loss_bbox_dn: 0.136004 loss_giou_dn: 0.403578 loss_class_aux_dn: 1.743531 loss_bbox_aux_dn: 0.783826 loss_giou_aux_dn: 2.213659 loss: 13.723028 eta: 1 day, 19:44:05 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2235 images/s [04/15 13:15:58] ppdet.engine INFO: Epoch: [35] [2900/7329] learning_rate: 0.000100 loss_class: 0.534381 loss_bbox: 0.128025 loss_giou: 0.352303 loss_class_aux: 3.457560 loss_bbox_aux: 0.845775 loss_giou_aux: 2.265182 loss_class_dn: 0.317535 loss_bbox_dn: 0.135562 loss_giou_dn: 0.347441 loss_class_aux_dn: 1.737365 loss_bbox_aux_dn: 0.820532 loss_giou_aux_dn: 1.927579 loss: 12.792612 eta: 1 day, 19:43:30 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2619 images/s [04/15 13:16:38] ppdet.engine INFO: Epoch: [35] [3000/7329] learning_rate: 0.000100 loss_class: 0.577024 loss_bbox: 0.128124 loss_giou: 0.327507 loss_class_aux: 3.656838 loss_bbox_aux: 0.900558 loss_giou_aux: 2.105449 loss_class_dn: 0.302108 loss_bbox_dn: 0.170509 loss_giou_dn: 0.334141 loss_class_aux_dn: 1.648662 loss_bbox_aux_dn: 0.997581 loss_giou_aux_dn: 1.851706 loss: 13.593606 eta: 1 day, 19:42:55 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3071 images/s [04/15 13:17:17] ppdet.engine INFO: Epoch: [35] [3100/7329] learning_rate: 0.000100 loss_class: 0.606686 loss_bbox: 0.132875 loss_giou: 0.391844 loss_class_aux: 3.900364 loss_bbox_aux: 0.868602 loss_giou_aux: 2.483479 loss_class_dn: 0.339551 loss_bbox_dn: 0.137968 loss_giou_dn: 0.416391 loss_class_aux_dn: 1.834169 loss_bbox_aux_dn: 0.817198 loss_giou_aux_dn: 2.298202 loss: 15.192671 eta: 1 day, 19:42:19 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3491 images/s [04/15 13:17:57] ppdet.engine INFO: Epoch: [35] [3200/7329] learning_rate: 0.000100 loss_class: 0.551354 loss_bbox: 0.119089 loss_giou: 0.368562 loss_class_aux: 3.640553 loss_bbox_aux: 0.802846 loss_giou_aux: 2.339445 loss_class_dn: 0.310092 loss_bbox_dn: 0.149276 loss_giou_dn: 0.337140 loss_class_aux_dn: 1.716508 loss_bbox_aux_dn: 0.885659 loss_giou_aux_dn: 1.894584 loss: 13.495010 eta: 1 day, 19:41:44 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2336 images/s [04/15 13:18:37] ppdet.engine INFO: Epoch: [35] [3300/7329] learning_rate: 0.000100 loss_class: 0.584080 loss_bbox: 0.146839 loss_giou: 0.399469 loss_class_aux: 3.692581 loss_bbox_aux: 0.966026 loss_giou_aux: 2.506618 loss_class_dn: 0.334630 loss_bbox_dn: 0.164434 loss_giou_dn: 0.389753 loss_class_aux_dn: 1.787374 loss_bbox_aux_dn: 0.992815 loss_giou_aux_dn: 2.145912 loss: 14.762584 eta: 1 day, 19:41:09 batch_cost: 0.3588 data_cost: 0.0017 ips: 11.1487 images/s [04/15 13:19:16] ppdet.engine INFO: Epoch: [35] [3400/7329] learning_rate: 0.000100 loss_class: 0.618403 loss_bbox: 0.150220 loss_giou: 0.437106 loss_class_aux: 4.073639 loss_bbox_aux: 0.987863 loss_giou_aux: 2.747667 loss_class_dn: 0.367586 loss_bbox_dn: 0.158868 loss_giou_dn: 0.434823 loss_class_aux_dn: 1.948084 loss_bbox_aux_dn: 0.934278 loss_giou_aux_dn: 2.426816 loss: 15.347988 eta: 1 day, 19:40:34 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2961 images/s [04/15 13:19:56] ppdet.engine INFO: Epoch: [35] [3500/7329] learning_rate: 0.000100 loss_class: 0.621283 loss_bbox: 0.136242 loss_giou: 0.420417 loss_class_aux: 3.924627 loss_bbox_aux: 0.898768 loss_giou_aux: 2.643736 loss_class_dn: 0.353328 loss_bbox_dn: 0.154437 loss_giou_dn: 0.388278 loss_class_aux_dn: 1.897924 loss_bbox_aux_dn: 0.947949 loss_giou_aux_dn: 2.205684 loss: 14.800488 eta: 1 day, 19:39:59 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1939 images/s [04/15 13:20:36] ppdet.engine INFO: Epoch: [35] [3600/7329] learning_rate: 0.000100 loss_class: 0.589225 loss_bbox: 0.134905 loss_giou: 0.367100 loss_class_aux: 3.659936 loss_bbox_aux: 0.926085 loss_giou_aux: 2.363779 loss_class_dn: 0.307549 loss_bbox_dn: 0.148739 loss_giou_dn: 0.401318 loss_class_aux_dn: 1.699121 loss_bbox_aux_dn: 0.881716 loss_giou_aux_dn: 2.203790 loss: 14.595430 eta: 1 day, 19:39:24 batch_cost: 0.3590 data_cost: 0.0017 ips: 11.1419 images/s [04/15 13:21:15] ppdet.engine INFO: Epoch: [35] [3700/7329] learning_rate: 0.000100 loss_class: 0.648054 loss_bbox: 0.143964 loss_giou: 0.430607 loss_class_aux: 4.091522 loss_bbox_aux: 0.918015 loss_giou_aux: 2.765271 loss_class_dn: 0.378724 loss_bbox_dn: 0.147654 loss_giou_dn: 0.452152 loss_class_aux_dn: 2.022465 loss_bbox_aux_dn: 0.903789 loss_giou_aux_dn: 2.437679 loss: 17.028347 eta: 1 day, 19:38:48 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2887 images/s [04/15 13:21:55] ppdet.engine INFO: Epoch: [35] [3800/7329] learning_rate: 0.000100 loss_class: 0.651209 loss_bbox: 0.139153 loss_giou: 0.391628 loss_class_aux: 4.216152 loss_bbox_aux: 0.973697 loss_giou_aux: 2.517846 loss_class_dn: 0.346093 loss_bbox_dn: 0.149117 loss_giou_dn: 0.352001 loss_class_aux_dn: 1.908630 loss_bbox_aux_dn: 0.907462 loss_giou_aux_dn: 2.017485 loss: 14.759018 eta: 1 day, 19:38:13 batch_cost: 0.3566 data_cost: 0.0017 ips: 11.2162 images/s [04/15 13:22:34] ppdet.engine INFO: Epoch: [35] [3900/7329] learning_rate: 0.000100 loss_class: 0.603531 loss_bbox: 0.123540 loss_giou: 0.383156 loss_class_aux: 3.804110 loss_bbox_aux: 0.851272 loss_giou_aux: 2.414522 loss_class_dn: 0.329548 loss_bbox_dn: 0.138596 loss_giou_dn: 0.394738 loss_class_aux_dn: 1.749849 loss_bbox_aux_dn: 0.846548 loss_giou_aux_dn: 2.154407 loss: 14.084146 eta: 1 day, 19:37:38 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2711 images/s [04/15 13:23:14] ppdet.engine INFO: Epoch: [35] [4000/7329] learning_rate: 0.000100 loss_class: 0.538668 loss_bbox: 0.123736 loss_giou: 0.358247 loss_class_aux: 3.479419 loss_bbox_aux: 0.840721 loss_giou_aux: 2.327133 loss_class_dn: 0.303284 loss_bbox_dn: 0.118892 loss_giou_dn: 0.357932 loss_class_aux_dn: 1.657776 loss_bbox_aux_dn: 0.702554 loss_giou_aux_dn: 1.955840 loss: 14.001120 eta: 1 day, 19:37:03 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2916 images/s [04/15 13:23:53] ppdet.engine INFO: Epoch: [35] [4100/7329] learning_rate: 0.000100 loss_class: 0.626377 loss_bbox: 0.137440 loss_giou: 0.385141 loss_class_aux: 4.024756 loss_bbox_aux: 0.917903 loss_giou_aux: 2.300925 loss_class_dn: 0.351306 loss_bbox_dn: 0.159148 loss_giou_dn: 0.376008 loss_class_aux_dn: 1.845345 loss_bbox_aux_dn: 0.932067 loss_giou_aux_dn: 2.085576 loss: 14.770966 eta: 1 day, 19:36:27 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3377 images/s [04/15 13:24:32] ppdet.engine INFO: Epoch: [35] [4200/7329] learning_rate: 0.000100 loss_class: 0.557095 loss_bbox: 0.136884 loss_giou: 0.375483 loss_class_aux: 3.731936 loss_bbox_aux: 0.862663 loss_giou_aux: 2.452705 loss_class_dn: 0.327527 loss_bbox_dn: 0.140511 loss_giou_dn: 0.380666 loss_class_aux_dn: 1.781333 loss_bbox_aux_dn: 0.816589 loss_giou_aux_dn: 2.077973 loss: 13.826233 eta: 1 day, 19:35:52 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2770 images/s [04/15 13:25:12] ppdet.engine INFO: Epoch: [35] [4300/7329] learning_rate: 0.000100 loss_class: 0.540108 loss_bbox: 0.137189 loss_giou: 0.347164 loss_class_aux: 3.432051 loss_bbox_aux: 0.838440 loss_giou_aux: 2.117725 loss_class_dn: 0.305295 loss_bbox_dn: 0.146552 loss_giou_dn: 0.317708 loss_class_aux_dn: 1.666782 loss_bbox_aux_dn: 0.890523 loss_giou_aux_dn: 1.705744 loss: 13.436247 eta: 1 day, 19:35:16 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3161 images/s [04/15 13:25:51] ppdet.engine INFO: Epoch: [35] [4400/7329] learning_rate: 0.000100 loss_class: 0.636443 loss_bbox: 0.140014 loss_giou: 0.395169 loss_class_aux: 4.153351 loss_bbox_aux: 0.899343 loss_giou_aux: 2.552671 loss_class_dn: 0.363660 loss_bbox_dn: 0.144055 loss_giou_dn: 0.422724 loss_class_aux_dn: 1.999751 loss_bbox_aux_dn: 0.854028 loss_giou_aux_dn: 2.322428 loss: 15.588928 eta: 1 day, 19:34:40 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2940 images/s [04/15 13:26:30] ppdet.engine INFO: Epoch: [35] [4500/7329] learning_rate: 0.000100 loss_class: 0.527510 loss_bbox: 0.119793 loss_giou: 0.387520 loss_class_aux: 3.437309 loss_bbox_aux: 0.808152 loss_giou_aux: 2.432476 loss_class_dn: 0.292110 loss_bbox_dn: 0.135917 loss_giou_dn: 0.356036 loss_class_aux_dn: 1.583392 loss_bbox_aux_dn: 0.834828 loss_giou_aux_dn: 2.017933 loss: 13.067098 eta: 1 day, 19:34:05 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3719 images/s [04/15 13:27:10] ppdet.engine INFO: Epoch: [35] [4600/7329] learning_rate: 0.000100 loss_class: 0.480605 loss_bbox: 0.141907 loss_giou: 0.298955 loss_class_aux: 3.224201 loss_bbox_aux: 0.894896 loss_giou_aux: 1.878619 loss_class_dn: 0.276768 loss_bbox_dn: 0.134033 loss_giou_dn: 0.288141 loss_class_aux_dn: 1.503066 loss_bbox_aux_dn: 0.834614 loss_giou_aux_dn: 1.569021 loss: 11.296310 eta: 1 day, 19:33:29 batch_cost: 0.3519 data_cost: 0.0016 ips: 11.3673 images/s [04/15 13:27:49] ppdet.engine INFO: Epoch: [35] [4700/7329] learning_rate: 0.000100 loss_class: 0.589496 loss_bbox: 0.136461 loss_giou: 0.354546 loss_class_aux: 3.829718 loss_bbox_aux: 0.869853 loss_giou_aux: 2.229478 loss_class_dn: 0.303260 loss_bbox_dn: 0.140038 loss_giou_dn: 0.365171 loss_class_aux_dn: 1.685557 loss_bbox_aux_dn: 0.815554 loss_giou_aux_dn: 2.050059 loss: 13.349741 eta: 1 day, 19:32:53 batch_cost: 0.3518 data_cost: 0.0017 ips: 11.3692 images/s [04/15 13:28:28] ppdet.engine INFO: Epoch: [35] [4800/7329] learning_rate: 0.000100 loss_class: 0.603183 loss_bbox: 0.141677 loss_giou: 0.415198 loss_class_aux: 3.898265 loss_bbox_aux: 0.906905 loss_giou_aux: 2.571634 loss_class_dn: 0.352704 loss_bbox_dn: 0.150518 loss_giou_dn: 0.396416 loss_class_aux_dn: 1.864671 loss_bbox_aux_dn: 0.856469 loss_giou_aux_dn: 2.182630 loss: 15.574009 eta: 1 day, 19:32:17 batch_cost: 0.3550 data_cost: 0.0017 ips: 11.2674 images/s [04/15 13:29:08] ppdet.engine INFO: Epoch: [35] [4900/7329] learning_rate: 0.000100 loss_class: 0.527540 loss_bbox: 0.129805 loss_giou: 0.370497 loss_class_aux: 3.428581 loss_bbox_aux: 0.913192 loss_giou_aux: 2.295044 loss_class_dn: 0.303064 loss_bbox_dn: 0.146353 loss_giou_dn: 0.357930 loss_class_aux_dn: 1.628463 loss_bbox_aux_dn: 0.852408 loss_giou_aux_dn: 1.900947 loss: 13.318970 eta: 1 day, 19:31:42 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3334 images/s [04/15 13:29:47] ppdet.engine INFO: Epoch: [35] [5000/7329] learning_rate: 0.000100 loss_class: 0.568908 loss_bbox: 0.136817 loss_giou: 0.368517 loss_class_aux: 3.657048 loss_bbox_aux: 0.915498 loss_giou_aux: 2.378761 loss_class_dn: 0.335053 loss_bbox_dn: 0.158842 loss_giou_dn: 0.386374 loss_class_aux_dn: 1.774659 loss_bbox_aux_dn: 0.899618 loss_giou_aux_dn: 2.097340 loss: 13.591248 eta: 1 day, 19:31:07 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2149 images/s [04/15 13:30:27] ppdet.engine INFO: Epoch: [35] [5100/7329] learning_rate: 0.000100 loss_class: 0.552065 loss_bbox: 0.128014 loss_giou: 0.354134 loss_class_aux: 3.524856 loss_bbox_aux: 0.877765 loss_giou_aux: 2.173420 loss_class_dn: 0.303884 loss_bbox_dn: 0.145386 loss_giou_dn: 0.356390 loss_class_aux_dn: 1.611981 loss_bbox_aux_dn: 0.860320 loss_giou_aux_dn: 1.924920 loss: 13.730943 eta: 1 day, 19:30:31 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3069 images/s [04/15 13:31:06] ppdet.engine INFO: Epoch: [35] [5200/7329] learning_rate: 0.000100 loss_class: 0.587706 loss_bbox: 0.126444 loss_giou: 0.408140 loss_class_aux: 3.998837 loss_bbox_aux: 0.878301 loss_giou_aux: 2.625764 loss_class_dn: 0.362086 loss_bbox_dn: 0.133065 loss_giou_dn: 0.408517 loss_class_aux_dn: 1.896137 loss_bbox_aux_dn: 0.824214 loss_giou_aux_dn: 2.263936 loss: 15.340400 eta: 1 day, 19:29:56 batch_cost: 0.3550 data_cost: 0.0017 ips: 11.2686 images/s [04/15 13:31:46] ppdet.engine INFO: Epoch: [35] [5300/7329] learning_rate: 0.000100 loss_class: 0.551145 loss_bbox: 0.145558 loss_giou: 0.372774 loss_class_aux: 3.485564 loss_bbox_aux: 1.010933 loss_giou_aux: 2.417541 loss_class_dn: 0.318288 loss_bbox_dn: 0.165950 loss_giou_dn: 0.353614 loss_class_aux_dn: 1.718567 loss_bbox_aux_dn: 0.970437 loss_giou_aux_dn: 1.970730 loss: 14.420006 eta: 1 day, 19:29:20 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2718 images/s [04/15 13:32:25] ppdet.engine INFO: Epoch: [35] [5400/7329] learning_rate: 0.000100 loss_class: 0.587621 loss_bbox: 0.149166 loss_giou: 0.345568 loss_class_aux: 3.720448 loss_bbox_aux: 0.964891 loss_giou_aux: 2.169372 loss_class_dn: 0.291380 loss_bbox_dn: 0.158359 loss_giou_dn: 0.338122 loss_class_aux_dn: 1.589361 loss_bbox_aux_dn: 0.927666 loss_giou_aux_dn: 1.881733 loss: 13.185894 eta: 1 day, 19:28:45 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2509 images/s [04/15 13:33:05] ppdet.engine INFO: Epoch: [35] [5500/7329] learning_rate: 0.000100 loss_class: 0.654446 loss_bbox: 0.149219 loss_giou: 0.437981 loss_class_aux: 3.929641 loss_bbox_aux: 0.952981 loss_giou_aux: 2.829879 loss_class_dn: 0.356098 loss_bbox_dn: 0.162745 loss_giou_dn: 0.424862 loss_class_aux_dn: 1.949253 loss_bbox_aux_dn: 0.931170 loss_giou_aux_dn: 2.372073 loss: 15.732421 eta: 1 day, 19:28:10 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2922 images/s [04/15 13:33:44] ppdet.engine INFO: Epoch: [35] [5600/7329] learning_rate: 0.000100 loss_class: 0.623631 loss_bbox: 0.142239 loss_giou: 0.387843 loss_class_aux: 4.020471 loss_bbox_aux: 0.958481 loss_giou_aux: 2.505583 loss_class_dn: 0.325990 loss_bbox_dn: 0.167599 loss_giou_dn: 0.383357 loss_class_aux_dn: 1.781067 loss_bbox_aux_dn: 0.987475 loss_giou_aux_dn: 2.127073 loss: 15.160778 eta: 1 day, 19:27:34 batch_cost: 0.3552 data_cost: 0.0015 ips: 11.2605 images/s [04/15 13:34:24] ppdet.engine INFO: Epoch: [35] [5700/7329] learning_rate: 0.000100 loss_class: 0.558561 loss_bbox: 0.128419 loss_giou: 0.367703 loss_class_aux: 3.487649 loss_bbox_aux: 0.843720 loss_giou_aux: 2.233217 loss_class_dn: 0.296117 loss_bbox_dn: 0.139522 loss_giou_dn: 0.344415 loss_class_aux_dn: 1.638563 loss_bbox_aux_dn: 0.860636 loss_giou_aux_dn: 1.889857 loss: 13.770412 eta: 1 day, 19:26:59 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3164 images/s [04/15 13:35:03] ppdet.engine INFO: Epoch: [35] [5800/7329] learning_rate: 0.000100 loss_class: 0.579773 loss_bbox: 0.130365 loss_giou: 0.352600 loss_class_aux: 3.756446 loss_bbox_aux: 0.828985 loss_giou_aux: 2.281591 loss_class_dn: 0.336450 loss_bbox_dn: 0.142610 loss_giou_dn: 0.377267 loss_class_aux_dn: 1.866867 loss_bbox_aux_dn: 0.857786 loss_giou_aux_dn: 2.143427 loss: 14.175484 eta: 1 day, 19:26:23 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4182 images/s [04/15 13:35:42] ppdet.engine INFO: Epoch: [35] [5900/7329] learning_rate: 0.000100 loss_class: 0.556466 loss_bbox: 0.137906 loss_giou: 0.397891 loss_class_aux: 3.537073 loss_bbox_aux: 0.872796 loss_giou_aux: 2.538782 loss_class_dn: 0.325634 loss_bbox_dn: 0.152189 loss_giou_dn: 0.363681 loss_class_aux_dn: 1.743400 loss_bbox_aux_dn: 0.881233 loss_giou_aux_dn: 2.070796 loss: 13.726612 eta: 1 day, 19:25:47 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4195 images/s [04/15 13:36:21] ppdet.engine INFO: Epoch: [35] [6000/7329] learning_rate: 0.000100 loss_class: 0.653987 loss_bbox: 0.136222 loss_giou: 0.400060 loss_class_aux: 4.186501 loss_bbox_aux: 0.916111 loss_giou_aux: 2.540306 loss_class_dn: 0.380148 loss_bbox_dn: 0.150426 loss_giou_dn: 0.392621 loss_class_aux_dn: 2.030350 loss_bbox_aux_dn: 0.881300 loss_giou_aux_dn: 2.190472 loss: 15.799154 eta: 1 day, 19:25:11 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3848 images/s [04/15 13:37:00] ppdet.engine INFO: Epoch: [35] [6100/7329] learning_rate: 0.000100 loss_class: 0.561720 loss_bbox: 0.152118 loss_giou: 0.414879 loss_class_aux: 3.662841 loss_bbox_aux: 0.950018 loss_giou_aux: 2.649133 loss_class_dn: 0.324231 loss_bbox_dn: 0.161210 loss_giou_dn: 0.393976 loss_class_aux_dn: 1.767277 loss_bbox_aux_dn: 0.915084 loss_giou_aux_dn: 2.136005 loss: 14.524467 eta: 1 day, 19:24:35 batch_cost: 0.3526 data_cost: 0.0017 ips: 11.3452 images/s [04/15 13:37:40] ppdet.engine INFO: Epoch: [35] [6200/7329] learning_rate: 0.000100 loss_class: 0.592434 loss_bbox: 0.126401 loss_giou: 0.379896 loss_class_aux: 3.627094 loss_bbox_aux: 0.849378 loss_giou_aux: 2.474968 loss_class_dn: 0.321504 loss_bbox_dn: 0.140198 loss_giou_dn: 0.389199 loss_class_aux_dn: 1.745307 loss_bbox_aux_dn: 0.857886 loss_giou_aux_dn: 2.184196 loss: 14.565563 eta: 1 day, 19:24:00 batch_cost: 0.3570 data_cost: 0.0018 ips: 11.2041 images/s [04/15 13:38:20] ppdet.engine INFO: Epoch: [35] [6300/7329] learning_rate: 0.000100 loss_class: 0.584071 loss_bbox: 0.122318 loss_giou: 0.356601 loss_class_aux: 3.864013 loss_bbox_aux: 0.827237 loss_giou_aux: 2.259600 loss_class_dn: 0.332794 loss_bbox_dn: 0.137686 loss_giou_dn: 0.366108 loss_class_aux_dn: 1.748820 loss_bbox_aux_dn: 0.848755 loss_giou_aux_dn: 2.021391 loss: 14.082880 eta: 1 day, 19:23:25 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2582 images/s [04/15 13:38:59] ppdet.engine INFO: Epoch: [35] [6400/7329] learning_rate: 0.000100 loss_class: 0.543761 loss_bbox: 0.134329 loss_giou: 0.351066 loss_class_aux: 3.566353 loss_bbox_aux: 0.860263 loss_giou_aux: 2.114145 loss_class_dn: 0.307449 loss_bbox_dn: 0.149216 loss_giou_dn: 0.325231 loss_class_aux_dn: 1.669457 loss_bbox_aux_dn: 0.866781 loss_giou_aux_dn: 1.828335 loss: 12.940107 eta: 1 day, 19:22:49 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2570 images/s [04/15 13:39:39] ppdet.engine INFO: Epoch: [35] [6500/7329] learning_rate: 0.000100 loss_class: 0.616278 loss_bbox: 0.145831 loss_giou: 0.362479 loss_class_aux: 3.823521 loss_bbox_aux: 0.956482 loss_giou_aux: 2.347131 loss_class_dn: 0.325092 loss_bbox_dn: 0.163424 loss_giou_dn: 0.345323 loss_class_aux_dn: 1.766653 loss_bbox_aux_dn: 0.963377 loss_giou_aux_dn: 1.933024 loss: 14.350840 eta: 1 day, 19:22:14 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2564 images/s [04/15 13:40:18] ppdet.engine INFO: Epoch: [35] [6600/7329] learning_rate: 0.000100 loss_class: 0.550848 loss_bbox: 0.133015 loss_giou: 0.372570 loss_class_aux: 3.496939 loss_bbox_aux: 0.899375 loss_giou_aux: 2.401960 loss_class_dn: 0.310047 loss_bbox_dn: 0.159292 loss_giou_dn: 0.339381 loss_class_aux_dn: 1.665321 loss_bbox_aux_dn: 0.939767 loss_giou_aux_dn: 1.887087 loss: 13.815460 eta: 1 day, 19:21:39 batch_cost: 0.3575 data_cost: 0.0017 ips: 11.1902 images/s [04/15 13:40:58] ppdet.engine INFO: Epoch: [35] [6700/7329] learning_rate: 0.000100 loss_class: 0.640983 loss_bbox: 0.144379 loss_giou: 0.403018 loss_class_aux: 4.087713 loss_bbox_aux: 0.975240 loss_giou_aux: 2.647637 loss_class_dn: 0.371068 loss_bbox_dn: 0.150395 loss_giou_dn: 0.420830 loss_class_aux_dn: 1.978388 loss_bbox_aux_dn: 0.912872 loss_giou_aux_dn: 2.354831 loss: 15.371335 eta: 1 day, 19:21:04 batch_cost: 0.3551 data_cost: 0.0017 ips: 11.2653 images/s [04/15 13:41:38] ppdet.engine INFO: Epoch: [35] [6800/7329] learning_rate: 0.000100 loss_class: 0.582037 loss_bbox: 0.137816 loss_giou: 0.448037 loss_class_aux: 3.748154 loss_bbox_aux: 0.912360 loss_giou_aux: 2.792401 loss_class_dn: 0.334222 loss_bbox_dn: 0.153497 loss_giou_dn: 0.418272 loss_class_aux_dn: 1.809764 loss_bbox_aux_dn: 0.875694 loss_giou_aux_dn: 2.330190 loss: 14.928270 eta: 1 day, 19:20:29 batch_cost: 0.3582 data_cost: 0.0017 ips: 11.1669 images/s [04/15 13:42:17] ppdet.engine INFO: Epoch: [35] [6900/7329] learning_rate: 0.000100 loss_class: 0.625475 loss_bbox: 0.139716 loss_giou: 0.422992 loss_class_aux: 3.789242 loss_bbox_aux: 0.944309 loss_giou_aux: 2.691744 loss_class_dn: 0.339689 loss_bbox_dn: 0.152991 loss_giou_dn: 0.370204 loss_class_aux_dn: 1.816296 loss_bbox_aux_dn: 0.909271 loss_giou_aux_dn: 2.027093 loss: 14.200011 eta: 1 day, 19:19:53 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3566 images/s [04/15 13:42:56] ppdet.engine INFO: Epoch: [35] [7000/7329] learning_rate: 0.000100 loss_class: 0.580307 loss_bbox: 0.147312 loss_giou: 0.382632 loss_class_aux: 3.642983 loss_bbox_aux: 0.933024 loss_giou_aux: 2.466513 loss_class_dn: 0.336843 loss_bbox_dn: 0.149314 loss_giou_dn: 0.376591 loss_class_aux_dn: 1.829551 loss_bbox_aux_dn: 0.875680 loss_giou_aux_dn: 2.134911 loss: 14.317895 eta: 1 day, 19:19:18 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2878 images/s [04/15 13:43:35] ppdet.engine INFO: Epoch: [35] [7100/7329] learning_rate: 0.000100 loss_class: 0.628041 loss_bbox: 0.145432 loss_giou: 0.448035 loss_class_aux: 3.998390 loss_bbox_aux: 0.863848 loss_giou_aux: 2.833008 loss_class_dn: 0.357958 loss_bbox_dn: 0.141577 loss_giou_dn: 0.427012 loss_class_aux_dn: 1.903758 loss_bbox_aux_dn: 0.808123 loss_giou_aux_dn: 2.300541 loss: 14.876909 eta: 1 day, 19:18:41 batch_cost: 0.3491 data_cost: 0.0016 ips: 11.4576 images/s [04/15 13:44:14] ppdet.engine INFO: Epoch: [35] [7200/7329] learning_rate: 0.000100 loss_class: 0.523454 loss_bbox: 0.134396 loss_giou: 0.369374 loss_class_aux: 3.516052 loss_bbox_aux: 0.884760 loss_giou_aux: 2.337152 loss_class_dn: 0.304803 loss_bbox_dn: 0.150585 loss_giou_dn: 0.356064 loss_class_aux_dn: 1.634442 loss_bbox_aux_dn: 0.887501 loss_giou_aux_dn: 1.972088 loss: 13.790816 eta: 1 day, 19:18:05 batch_cost: 0.3508 data_cost: 0.0015 ips: 11.4037 images/s [04/15 13:44:54] ppdet.engine INFO: Epoch: [35] [7300/7329] learning_rate: 0.000100 loss_class: 0.640730 loss_bbox: 0.163538 loss_giou: 0.423977 loss_class_aux: 4.097381 loss_bbox_aux: 1.023763 loss_giou_aux: 2.754442 loss_class_dn: 0.359463 loss_bbox_dn: 0.182699 loss_giou_dn: 0.402706 loss_class_aux_dn: 1.956429 loss_bbox_aux_dn: 1.060570 loss_giou_aux_dn: 2.274397 loss: 15.763092 eta: 1 day, 19:17:30 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3225 images/s [04/15 13:45:08] ppdet.engine INFO: Eval iter: 0 [04/15 13:45:20] ppdet.engine INFO: Eval iter: 100 [04/15 13:45:32] ppdet.engine INFO: Eval iter: 200 [04/15 13:45:44] ppdet.engine INFO: Eval iter: 300 [04/15 13:45:56] ppdet.engine INFO: Eval iter: 400 [04/15 13:46:09] ppdet.engine INFO: Eval iter: 500 [04/15 13:46:20] ppdet.engine INFO: Eval iter: 600 [04/15 13:46:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.40s) creating index... index created! [04/15 13:46:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.57s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.93s). Accumulating evaluation results... DONE (t=16.23s). 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 ] = 0.589 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 ] = 0.590 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 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 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.777 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 13:48:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.474130220648 [04/15 13:48:28] ppdet.engine INFO: Best test bbox ap is 0.541. [04/15 13:48:30] ppdet.engine INFO: Epoch: [36] [ 0/7329] learning_rate: 0.000100 loss_class: 0.649732 loss_bbox: 0.163184 loss_giou: 0.422177 loss_class_aux: 4.120651 loss_bbox_aux: 1.039274 loss_giou_aux: 2.677635 loss_class_dn: 0.352139 loss_bbox_dn: 0.182699 loss_giou_dn: 0.388958 loss_class_aux_dn: 1.926360 loss_bbox_aux_dn: 1.054402 loss_giou_aux_dn: 2.138934 loss: 15.232563 eta: 1 day, 19:17:19 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3656 images/s [04/15 13:49:09] ppdet.engine INFO: Epoch: [36] [ 100/7329] learning_rate: 0.000100 loss_class: 0.554921 loss_bbox: 0.114965 loss_giou: 0.339703 loss_class_aux: 3.682312 loss_bbox_aux: 0.774092 loss_giou_aux: 2.110534 loss_class_dn: 0.306335 loss_bbox_dn: 0.131666 loss_giou_dn: 0.307861 loss_class_aux_dn: 1.660326 loss_bbox_aux_dn: 0.786143 loss_giou_aux_dn: 1.751666 loss: 12.782158 eta: 1 day, 19:16:44 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3562 images/s [04/15 13:49:49] ppdet.engine INFO: Epoch: [36] [ 200/7329] learning_rate: 0.000100 loss_class: 0.572152 loss_bbox: 0.131773 loss_giou: 0.376492 loss_class_aux: 3.943347 loss_bbox_aux: 0.868217 loss_giou_aux: 2.481249 loss_class_dn: 0.341031 loss_bbox_dn: 0.146574 loss_giou_dn: 0.357009 loss_class_aux_dn: 1.847450 loss_bbox_aux_dn: 0.870872 loss_giou_aux_dn: 1.982727 loss: 14.953254 eta: 1 day, 19:16:08 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2872 images/s [04/15 13:50:28] ppdet.engine INFO: Epoch: [36] [ 300/7329] learning_rate: 0.000100 loss_class: 0.593069 loss_bbox: 0.119794 loss_giou: 0.327921 loss_class_aux: 3.736002 loss_bbox_aux: 0.807345 loss_giou_aux: 2.160096 loss_class_dn: 0.328376 loss_bbox_dn: 0.137390 loss_giou_dn: 0.334859 loss_class_aux_dn: 1.778625 loss_bbox_aux_dn: 0.828363 loss_giou_aux_dn: 1.869812 loss: 13.592947 eta: 1 day, 19:15:33 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3055 images/s [04/15 13:51:08] ppdet.engine INFO: Epoch: [36] [ 400/7329] learning_rate: 0.000100 loss_class: 0.559457 loss_bbox: 0.132103 loss_giou: 0.336782 loss_class_aux: 3.483640 loss_bbox_aux: 0.861018 loss_giou_aux: 2.251247 loss_class_dn: 0.313490 loss_bbox_dn: 0.145190 loss_giou_dn: 0.333316 loss_class_aux_dn: 1.683126 loss_bbox_aux_dn: 0.842128 loss_giou_aux_dn: 1.873145 loss: 12.982445 eta: 1 day, 19:14:57 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3194 images/s [04/15 13:51:47] ppdet.engine INFO: Epoch: [36] [ 500/7329] learning_rate: 0.000100 loss_class: 0.644903 loss_bbox: 0.142885 loss_giou: 0.372842 loss_class_aux: 4.064471 loss_bbox_aux: 0.898458 loss_giou_aux: 2.433812 loss_class_dn: 0.337915 loss_bbox_dn: 0.160408 loss_giou_dn: 0.379813 loss_class_aux_dn: 1.831041 loss_bbox_aux_dn: 0.966308 loss_giou_aux_dn: 2.099402 loss: 14.293793 eta: 1 day, 19:14:22 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2493 images/s [04/15 13:52:27] ppdet.engine INFO: Epoch: [36] [ 600/7329] learning_rate: 0.000100 loss_class: 0.628881 loss_bbox: 0.134065 loss_giou: 0.406095 loss_class_aux: 4.025585 loss_bbox_aux: 0.875227 loss_giou_aux: 2.624145 loss_class_dn: 0.359365 loss_bbox_dn: 0.140164 loss_giou_dn: 0.411726 loss_class_aux_dn: 1.918909 loss_bbox_aux_dn: 0.829950 loss_giou_aux_dn: 2.302828 loss: 14.984677 eta: 1 day, 19:13:46 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3354 images/s [04/15 13:53:06] ppdet.engine INFO: Epoch: [36] [ 700/7329] learning_rate: 0.000100 loss_class: 0.562499 loss_bbox: 0.141240 loss_giou: 0.380913 loss_class_aux: 3.677195 loss_bbox_aux: 0.930938 loss_giou_aux: 2.500056 loss_class_dn: 0.337460 loss_bbox_dn: 0.150198 loss_giou_dn: 0.369241 loss_class_aux_dn: 1.816574 loss_bbox_aux_dn: 0.896786 loss_giou_aux_dn: 2.058160 loss: 13.854183 eta: 1 day, 19:13:10 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3351 images/s [04/15 13:53:45] ppdet.engine INFO: Epoch: [36] [ 800/7329] learning_rate: 0.000100 loss_class: 0.582203 loss_bbox: 0.132767 loss_giou: 0.376922 loss_class_aux: 3.686397 loss_bbox_aux: 0.885313 loss_giou_aux: 2.457608 loss_class_dn: 0.328405 loss_bbox_dn: 0.137724 loss_giou_dn: 0.367859 loss_class_aux_dn: 1.755934 loss_bbox_aux_dn: 0.830250 loss_giou_aux_dn: 2.062397 loss: 14.823029 eta: 1 day, 19:12:35 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3003 images/s [04/15 13:54:25] ppdet.engine INFO: Epoch: [36] [ 900/7329] learning_rate: 0.000100 loss_class: 0.570434 loss_bbox: 0.136239 loss_giou: 0.360721 loss_class_aux: 3.681087 loss_bbox_aux: 0.884004 loss_giou_aux: 2.350969 loss_class_dn: 0.328452 loss_bbox_dn: 0.158230 loss_giou_dn: 0.374599 loss_class_aux_dn: 1.757586 loss_bbox_aux_dn: 0.950109 loss_giou_aux_dn: 2.177920 loss: 14.462000 eta: 1 day, 19:11:59 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2862 images/s [04/15 13:55:04] ppdet.engine INFO: Epoch: [36] [1000/7329] learning_rate: 0.000100 loss_class: 0.571558 loss_bbox: 0.132189 loss_giou: 0.355461 loss_class_aux: 3.661900 loss_bbox_aux: 0.898994 loss_giou_aux: 2.293373 loss_class_dn: 0.317782 loss_bbox_dn: 0.139614 loss_giou_dn: 0.340633 loss_class_aux_dn: 1.732599 loss_bbox_aux_dn: 0.855415 loss_giou_aux_dn: 1.931323 loss: 13.904702 eta: 1 day, 19:11:24 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2585 images/s [04/15 13:55:44] ppdet.engine INFO: Epoch: [36] [1100/7329] learning_rate: 0.000100 loss_class: 0.598952 loss_bbox: 0.130062 loss_giou: 0.382634 loss_class_aux: 3.906438 loss_bbox_aux: 0.876777 loss_giou_aux: 2.336358 loss_class_dn: 0.334229 loss_bbox_dn: 0.148246 loss_giou_dn: 0.371868 loss_class_aux_dn: 1.775493 loss_bbox_aux_dn: 0.878527 loss_giou_aux_dn: 2.073274 loss: 14.236875 eta: 1 day, 19:10:49 batch_cost: 0.3579 data_cost: 0.0016 ips: 11.1751 images/s [04/15 13:56:24] ppdet.engine INFO: Epoch: [36] [1200/7329] learning_rate: 0.000100 loss_class: 0.554778 loss_bbox: 0.116096 loss_giou: 0.363524 loss_class_aux: 3.588987 loss_bbox_aux: 0.792948 loss_giou_aux: 2.398153 loss_class_dn: 0.306783 loss_bbox_dn: 0.130922 loss_giou_dn: 0.391615 loss_class_aux_dn: 1.649004 loss_bbox_aux_dn: 0.790310 loss_giou_aux_dn: 2.112231 loss: 13.911766 eta: 1 day, 19:10:14 batch_cost: 0.3578 data_cost: 0.0016 ips: 11.1798 images/s [04/15 13:57:04] ppdet.engine INFO: Epoch: [36] [1300/7329] learning_rate: 0.000100 loss_class: 0.592482 loss_bbox: 0.135089 loss_giou: 0.395919 loss_class_aux: 3.755047 loss_bbox_aux: 0.896929 loss_giou_aux: 2.542811 loss_class_dn: 0.340140 loss_bbox_dn: 0.138875 loss_giou_dn: 0.384723 loss_class_aux_dn: 1.826739 loss_bbox_aux_dn: 0.837272 loss_giou_aux_dn: 2.144217 loss: 14.192696 eta: 1 day, 19:09:39 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2446 images/s [04/15 13:57:43] ppdet.engine INFO: Epoch: [36] [1400/7329] learning_rate: 0.000100 loss_class: 0.509820 loss_bbox: 0.127119 loss_giou: 0.309966 loss_class_aux: 3.210825 loss_bbox_aux: 0.834935 loss_giou_aux: 1.944095 loss_class_dn: 0.270426 loss_bbox_dn: 0.143590 loss_giou_dn: 0.289140 loss_class_aux_dn: 1.441905 loss_bbox_aux_dn: 0.828609 loss_giou_aux_dn: 1.629791 loss: 11.634070 eta: 1 day, 19:09:04 batch_cost: 0.3560 data_cost: 0.0015 ips: 11.2347 images/s [04/15 13:58:23] ppdet.engine INFO: Epoch: [36] [1500/7329] learning_rate: 0.000100 loss_class: 0.601277 loss_bbox: 0.122986 loss_giou: 0.425398 loss_class_aux: 3.794628 loss_bbox_aux: 0.819294 loss_giou_aux: 2.661379 loss_class_dn: 0.331775 loss_bbox_dn: 0.127553 loss_giou_dn: 0.379958 loss_class_aux_dn: 1.799699 loss_bbox_aux_dn: 0.735181 loss_giou_aux_dn: 2.132007 loss: 14.818830 eta: 1 day, 19:08:29 batch_cost: 0.3564 data_cost: 0.0017 ips: 11.2234 images/s [04/15 13:59:02] ppdet.engine INFO: Epoch: [36] [1600/7329] learning_rate: 0.000100 loss_class: 0.604450 loss_bbox: 0.141285 loss_giou: 0.433015 loss_class_aux: 3.898909 loss_bbox_aux: 0.913450 loss_giou_aux: 2.645960 loss_class_dn: 0.322150 loss_bbox_dn: 0.140235 loss_giou_dn: 0.376319 loss_class_aux_dn: 1.727665 loss_bbox_aux_dn: 0.851854 loss_giou_aux_dn: 2.115681 loss: 14.016977 eta: 1 day, 19:07:53 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3368 images/s [04/15 13:59:42] ppdet.engine INFO: Epoch: [36] [1700/7329] learning_rate: 0.000100 loss_class: 0.560819 loss_bbox: 0.128994 loss_giou: 0.363553 loss_class_aux: 3.575174 loss_bbox_aux: 0.850852 loss_giou_aux: 2.361705 loss_class_dn: 0.323709 loss_bbox_dn: 0.134604 loss_giou_dn: 0.358496 loss_class_aux_dn: 1.768176 loss_bbox_aux_dn: 0.811276 loss_giou_aux_dn: 2.032552 loss: 13.643840 eta: 1 day, 19:07:18 batch_cost: 0.3533 data_cost: 0.0017 ips: 11.3204 images/s [04/15 14:00:21] ppdet.engine INFO: Epoch: [36] [1800/7329] learning_rate: 0.000100 loss_class: 0.532789 loss_bbox: 0.142228 loss_giou: 0.350670 loss_class_aux: 3.425812 loss_bbox_aux: 0.897172 loss_giou_aux: 2.216482 loss_class_dn: 0.318755 loss_bbox_dn: 0.168782 loss_giou_dn: 0.344984 loss_class_aux_dn: 1.722261 loss_bbox_aux_dn: 0.978958 loss_giou_aux_dn: 1.879011 loss: 13.327617 eta: 1 day, 19:06:42 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3344 images/s [04/15 14:01:00] ppdet.engine INFO: Epoch: [36] [1900/7329] learning_rate: 0.000100 loss_class: 0.518413 loss_bbox: 0.129923 loss_giou: 0.388184 loss_class_aux: 3.484928 loss_bbox_aux: 0.804411 loss_giou_aux: 2.422217 loss_class_dn: 0.317519 loss_bbox_dn: 0.139662 loss_giou_dn: 0.367862 loss_class_aux_dn: 1.724852 loss_bbox_aux_dn: 0.810743 loss_giou_aux_dn: 2.021093 loss: 12.571097 eta: 1 day, 19:06:06 batch_cost: 0.3515 data_cost: 0.0017 ips: 11.3805 images/s [04/15 14:01:39] ppdet.engine INFO: Epoch: [36] [2000/7329] learning_rate: 0.000100 loss_class: 0.634234 loss_bbox: 0.139607 loss_giou: 0.467212 loss_class_aux: 4.154472 loss_bbox_aux: 0.912812 loss_giou_aux: 2.850416 loss_class_dn: 0.369608 loss_bbox_dn: 0.147395 loss_giou_dn: 0.453474 loss_class_aux_dn: 1.986268 loss_bbox_aux_dn: 0.865716 loss_giou_aux_dn: 2.448875 loss: 15.623653 eta: 1 day, 19:05:30 batch_cost: 0.3492 data_cost: 0.0017 ips: 11.4544 images/s [04/15 14:02:18] ppdet.engine INFO: Epoch: [36] [2100/7329] learning_rate: 0.000100 loss_class: 0.620674 loss_bbox: 0.149204 loss_giou: 0.368205 loss_class_aux: 4.062420 loss_bbox_aux: 0.972906 loss_giou_aux: 2.301854 loss_class_dn: 0.335559 loss_bbox_dn: 0.152190 loss_giou_dn: 0.366834 loss_class_aux_dn: 1.842194 loss_bbox_aux_dn: 0.901645 loss_giou_aux_dn: 2.058604 loss: 14.751102 eta: 1 day, 19:04:54 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3332 images/s [04/15 14:02:58] ppdet.engine INFO: Epoch: [36] [2200/7329] learning_rate: 0.000100 loss_class: 0.564140 loss_bbox: 0.129492 loss_giou: 0.344538 loss_class_aux: 3.432115 loss_bbox_aux: 0.855235 loss_giou_aux: 2.284388 loss_class_dn: 0.307416 loss_bbox_dn: 0.134005 loss_giou_dn: 0.342996 loss_class_aux_dn: 1.673621 loss_bbox_aux_dn: 0.817533 loss_giou_aux_dn: 1.937959 loss: 13.579376 eta: 1 day, 19:04:18 batch_cost: 0.3514 data_cost: 0.0016 ips: 11.3817 images/s [04/15 14:03:37] ppdet.engine INFO: Epoch: [36] [2300/7329] learning_rate: 0.000100 loss_class: 0.586612 loss_bbox: 0.140056 loss_giou: 0.361120 loss_class_aux: 3.686270 loss_bbox_aux: 0.934774 loss_giou_aux: 2.316496 loss_class_dn: 0.310004 loss_bbox_dn: 0.157095 loss_giou_dn: 0.349606 loss_class_aux_dn: 1.723115 loss_bbox_aux_dn: 0.951126 loss_giou_aux_dn: 2.007311 loss: 13.816375 eta: 1 day, 19:03:43 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2320 images/s [04/15 14:04:17] ppdet.engine INFO: Epoch: [36] [2400/7329] learning_rate: 0.000100 loss_class: 0.575954 loss_bbox: 0.125857 loss_giou: 0.389802 loss_class_aux: 3.644754 loss_bbox_aux: 0.867005 loss_giou_aux: 2.548698 loss_class_dn: 0.334353 loss_bbox_dn: 0.139012 loss_giou_dn: 0.394599 loss_class_aux_dn: 1.758707 loss_bbox_aux_dn: 0.846363 loss_giou_aux_dn: 2.258738 loss: 14.010492 eta: 1 day, 19:03:08 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2651 images/s [04/15 14:04:56] ppdet.engine INFO: Epoch: [36] [2500/7329] learning_rate: 0.000100 loss_class: 0.607715 loss_bbox: 0.138603 loss_giou: 0.436196 loss_class_aux: 3.733062 loss_bbox_aux: 0.918140 loss_giou_aux: 2.823764 loss_class_dn: 0.359630 loss_bbox_dn: 0.153222 loss_giou_dn: 0.424933 loss_class_aux_dn: 1.923694 loss_bbox_aux_dn: 0.856811 loss_giou_aux_dn: 2.353948 loss: 15.241659 eta: 1 day, 19:02:32 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2554 images/s [04/15 14:05:36] ppdet.engine INFO: Epoch: [36] [2600/7329] learning_rate: 0.000100 loss_class: 0.606786 loss_bbox: 0.133844 loss_giou: 0.356338 loss_class_aux: 3.718113 loss_bbox_aux: 0.886517 loss_giou_aux: 2.322556 loss_class_dn: 0.329482 loss_bbox_dn: 0.142831 loss_giou_dn: 0.353039 loss_class_aux_dn: 1.789195 loss_bbox_aux_dn: 0.856385 loss_giou_aux_dn: 1.937307 loss: 13.866140 eta: 1 day, 19:01:57 batch_cost: 0.3574 data_cost: 0.0016 ips: 11.1909 images/s [04/15 14:06:15] ppdet.engine INFO: Epoch: [36] [2700/7329] learning_rate: 0.000100 loss_class: 0.534154 loss_bbox: 0.129655 loss_giou: 0.342897 loss_class_aux: 3.504688 loss_bbox_aux: 0.907205 loss_giou_aux: 2.134271 loss_class_dn: 0.320588 loss_bbox_dn: 0.154645 loss_giou_dn: 0.346662 loss_class_aux_dn: 1.730771 loss_bbox_aux_dn: 0.937583 loss_giou_aux_dn: 1.936910 loss: 13.539929 eta: 1 day, 19:01:22 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3709 images/s [04/15 14:06:55] ppdet.engine INFO: Epoch: [36] [2800/7329] learning_rate: 0.000100 loss_class: 0.530013 loss_bbox: 0.127514 loss_giou: 0.358778 loss_class_aux: 3.259316 loss_bbox_aux: 0.801285 loss_giou_aux: 2.333536 loss_class_dn: 0.303341 loss_bbox_dn: 0.142176 loss_giou_dn: 0.345135 loss_class_aux_dn: 1.656703 loss_bbox_aux_dn: 0.835879 loss_giou_aux_dn: 1.978184 loss: 12.804688 eta: 1 day, 19:00:46 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2530 images/s [04/15 14:07:35] ppdet.engine INFO: Epoch: [36] [2900/7329] learning_rate: 0.000100 loss_class: 0.523080 loss_bbox: 0.115335 loss_giou: 0.331997 loss_class_aux: 3.427990 loss_bbox_aux: 0.788523 loss_giou_aux: 2.064333 loss_class_dn: 0.290604 loss_bbox_dn: 0.116567 loss_giou_dn: 0.305721 loss_class_aux_dn: 1.567819 loss_bbox_aux_dn: 0.668118 loss_giou_aux_dn: 1.732364 loss: 12.808573 eta: 1 day, 19:00:12 batch_cost: 0.3594 data_cost: 0.0017 ips: 11.1297 images/s [04/15 14:08:14] ppdet.engine INFO: Epoch: [36] [3000/7329] learning_rate: 0.000100 loss_class: 0.607203 loss_bbox: 0.132331 loss_giou: 0.405148 loss_class_aux: 3.959903 loss_bbox_aux: 0.843601 loss_giou_aux: 2.526413 loss_class_dn: 0.365522 loss_bbox_dn: 0.162240 loss_giou_dn: 0.415752 loss_class_aux_dn: 1.931831 loss_bbox_aux_dn: 0.926405 loss_giou_aux_dn: 2.308927 loss: 14.961790 eta: 1 day, 18:59:36 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3148 images/s [04/15 14:08:54] ppdet.engine INFO: Epoch: [36] [3100/7329] learning_rate: 0.000100 loss_class: 0.550620 loss_bbox: 0.150338 loss_giou: 0.383426 loss_class_aux: 3.562708 loss_bbox_aux: 0.984342 loss_giou_aux: 2.414961 loss_class_dn: 0.339613 loss_bbox_dn: 0.158441 loss_giou_dn: 0.362838 loss_class_aux_dn: 1.763081 loss_bbox_aux_dn: 0.919012 loss_giou_aux_dn: 2.038636 loss: 13.812734 eta: 1 day, 18:59:01 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2243 images/s [04/15 14:09:33] ppdet.engine INFO: Epoch: [36] [3200/7329] learning_rate: 0.000100 loss_class: 0.632128 loss_bbox: 0.141638 loss_giou: 0.418686 loss_class_aux: 4.001132 loss_bbox_aux: 0.921208 loss_giou_aux: 2.673493 loss_class_dn: 0.364239 loss_bbox_dn: 0.151200 loss_giou_dn: 0.419248 loss_class_aux_dn: 1.980053 loss_bbox_aux_dn: 0.885134 loss_giou_aux_dn: 2.290455 loss: 15.173279 eta: 1 day, 18:58:25 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3652 images/s [04/15 14:10:13] ppdet.engine INFO: Epoch: [36] [3300/7329] learning_rate: 0.000100 loss_class: 0.627377 loss_bbox: 0.144146 loss_giou: 0.438735 loss_class_aux: 4.117526 loss_bbox_aux: 0.935686 loss_giou_aux: 2.775024 loss_class_dn: 0.361692 loss_bbox_dn: 0.165535 loss_giou_dn: 0.419023 loss_class_aux_dn: 1.912182 loss_bbox_aux_dn: 0.935704 loss_giou_aux_dn: 2.326189 loss: 15.079721 eta: 1 day, 18:57:49 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3282 images/s [04/15 14:10:52] ppdet.engine INFO: Epoch: [36] [3400/7329] learning_rate: 0.000100 loss_class: 0.528620 loss_bbox: 0.125730 loss_giou: 0.310107 loss_class_aux: 3.388976 loss_bbox_aux: 0.879326 loss_giou_aux: 2.032617 loss_class_dn: 0.298964 loss_bbox_dn: 0.144006 loss_giou_dn: 0.332076 loss_class_aux_dn: 1.587043 loss_bbox_aux_dn: 0.873605 loss_giou_aux_dn: 1.891256 loss: 12.920479 eta: 1 day, 18:57:14 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2334 images/s [04/15 14:11:31] ppdet.engine INFO: Epoch: [36] [3500/7329] learning_rate: 0.000100 loss_class: 0.523148 loss_bbox: 0.128584 loss_giou: 0.323326 loss_class_aux: 3.337194 loss_bbox_aux: 0.833415 loss_giou_aux: 1.998654 loss_class_dn: 0.293485 loss_bbox_dn: 0.144635 loss_giou_dn: 0.301282 loss_class_aux_dn: 1.581046 loss_bbox_aux_dn: 0.879632 loss_giou_aux_dn: 1.665887 loss: 12.385275 eta: 1 day, 18:56:38 batch_cost: 0.3510 data_cost: 0.0016 ips: 11.3965 images/s [04/15 14:12:10] ppdet.engine INFO: Epoch: [36] [3600/7329] learning_rate: 0.000100 loss_class: 0.582536 loss_bbox: 0.144417 loss_giou: 0.398967 loss_class_aux: 3.942577 loss_bbox_aux: 0.927986 loss_giou_aux: 2.490037 loss_class_dn: 0.321798 loss_bbox_dn: 0.137247 loss_giou_dn: 0.381984 loss_class_aux_dn: 1.745503 loss_bbox_aux_dn: 0.847118 loss_giou_aux_dn: 2.088860 loss: 14.061912 eta: 1 day, 18:56:02 batch_cost: 0.3503 data_cost: 0.0015 ips: 11.4203 images/s [04/15 14:12:50] ppdet.engine INFO: Epoch: [36] [3700/7329] learning_rate: 0.000100 loss_class: 0.553455 loss_bbox: 0.121963 loss_giou: 0.333997 loss_class_aux: 3.471657 loss_bbox_aux: 0.795905 loss_giou_aux: 2.149095 loss_class_dn: 0.301880 loss_bbox_dn: 0.140725 loss_giou_dn: 0.321923 loss_class_aux_dn: 1.654572 loss_bbox_aux_dn: 0.858044 loss_giou_aux_dn: 1.785184 loss: 13.077968 eta: 1 day, 18:55:26 batch_cost: 0.3506 data_cost: 0.0017 ips: 11.4103 images/s [04/15 14:13:29] ppdet.engine INFO: Epoch: [36] [3800/7329] learning_rate: 0.000100 loss_class: 0.555212 loss_bbox: 0.122133 loss_giou: 0.424099 loss_class_aux: 3.442151 loss_bbox_aux: 0.789543 loss_giou_aux: 2.699872 loss_class_dn: 0.318244 loss_bbox_dn: 0.120542 loss_giou_dn: 0.388329 loss_class_aux_dn: 1.714487 loss_bbox_aux_dn: 0.739196 loss_giou_aux_dn: 2.155888 loss: 13.365887 eta: 1 day, 18:54:50 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3259 images/s [04/15 14:14:08] ppdet.engine INFO: Epoch: [36] [3900/7329] learning_rate: 0.000100 loss_class: 0.561047 loss_bbox: 0.133641 loss_giou: 0.403085 loss_class_aux: 3.784667 loss_bbox_aux: 0.857909 loss_giou_aux: 2.614101 loss_class_dn: 0.324900 loss_bbox_dn: 0.145152 loss_giou_dn: 0.373866 loss_class_aux_dn: 1.802503 loss_bbox_aux_dn: 0.862897 loss_giou_aux_dn: 2.123867 loss: 13.522239 eta: 1 day, 18:54:15 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2888 images/s [04/15 14:14:48] ppdet.engine INFO: Epoch: [36] [4000/7329] learning_rate: 0.000100 loss_class: 0.491424 loss_bbox: 0.122745 loss_giou: 0.366786 loss_class_aux: 3.197250 loss_bbox_aux: 0.846387 loss_giou_aux: 2.449731 loss_class_dn: 0.309968 loss_bbox_dn: 0.132846 loss_giou_dn: 0.356127 loss_class_aux_dn: 1.628800 loss_bbox_aux_dn: 0.795068 loss_giou_aux_dn: 1.959502 loss: 13.368671 eta: 1 day, 18:53:40 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2341 images/s [04/15 14:15:27] ppdet.engine INFO: Epoch: [36] [4100/7329] learning_rate: 0.000100 loss_class: 0.645923 loss_bbox: 0.144494 loss_giou: 0.524569 loss_class_aux: 4.160674 loss_bbox_aux: 0.940951 loss_giou_aux: 3.256179 loss_class_dn: 0.384415 loss_bbox_dn: 0.158901 loss_giou_dn: 0.447323 loss_class_aux_dn: 2.023860 loss_bbox_aux_dn: 0.912299 loss_giou_aux_dn: 2.534616 loss: 16.532122 eta: 1 day, 18:53:05 batch_cost: 0.3552 data_cost: 0.0015 ips: 11.2619 images/s [04/15 14:16:07] ppdet.engine INFO: Epoch: [36] [4200/7329] learning_rate: 0.000100 loss_class: 0.540210 loss_bbox: 0.150714 loss_giou: 0.351508 loss_class_aux: 3.363422 loss_bbox_aux: 0.986393 loss_giou_aux: 2.300925 loss_class_dn: 0.316402 loss_bbox_dn: 0.158555 loss_giou_dn: 0.349860 loss_class_aux_dn: 1.749308 loss_bbox_aux_dn: 0.919749 loss_giou_aux_dn: 1.890084 loss: 13.523699 eta: 1 day, 18:52:29 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2390 images/s [04/15 14:16:47] ppdet.engine INFO: Epoch: [36] [4300/7329] learning_rate: 0.000100 loss_class: 0.493770 loss_bbox: 0.119094 loss_giou: 0.285908 loss_class_aux: 3.109678 loss_bbox_aux: 0.785210 loss_giou_aux: 1.873691 loss_class_dn: 0.249577 loss_bbox_dn: 0.129551 loss_giou_dn: 0.280200 loss_class_aux_dn: 1.372310 loss_bbox_aux_dn: 0.744269 loss_giou_aux_dn: 1.612134 loss: 10.898407 eta: 1 day, 18:51:55 batch_cost: 0.3580 data_cost: 0.0016 ips: 11.1745 images/s [04/15 14:17:27] ppdet.engine INFO: Epoch: [36] [4400/7329] learning_rate: 0.000100 loss_class: 0.614683 loss_bbox: 0.149252 loss_giou: 0.396163 loss_class_aux: 3.975196 loss_bbox_aux: 0.971114 loss_giou_aux: 2.521347 loss_class_dn: 0.332135 loss_bbox_dn: 0.164914 loss_giou_dn: 0.408669 loss_class_aux_dn: 1.790056 loss_bbox_aux_dn: 0.965309 loss_giou_aux_dn: 2.200287 loss: 14.889044 eta: 1 day, 18:51:20 batch_cost: 0.3595 data_cost: 0.0017 ips: 11.1252 images/s [04/15 14:18:06] ppdet.engine INFO: Epoch: [36] [4500/7329] learning_rate: 0.000100 loss_class: 0.529426 loss_bbox: 0.122718 loss_giou: 0.355820 loss_class_aux: 3.385901 loss_bbox_aux: 0.825948 loss_giou_aux: 2.219740 loss_class_dn: 0.307053 loss_bbox_dn: 0.136230 loss_giou_dn: 0.341527 loss_class_aux_dn: 1.644875 loss_bbox_aux_dn: 0.800703 loss_giou_aux_dn: 1.924275 loss: 12.745512 eta: 1 day, 18:50:44 batch_cost: 0.3502 data_cost: 0.0016 ips: 11.4223 images/s [04/15 14:18:45] ppdet.engine INFO: Epoch: [36] [4600/7329] learning_rate: 0.000100 loss_class: 0.627079 loss_bbox: 0.132065 loss_giou: 0.383202 loss_class_aux: 3.789754 loss_bbox_aux: 0.890424 loss_giou_aux: 2.524912 loss_class_dn: 0.343987 loss_bbox_dn: 0.144251 loss_giou_dn: 0.412064 loss_class_aux_dn: 1.847223 loss_bbox_aux_dn: 0.875948 loss_giou_aux_dn: 2.316267 loss: 15.387093 eta: 1 day, 18:50:08 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2792 images/s [04/15 14:19:25] ppdet.engine INFO: Epoch: [36] [4700/7329] learning_rate: 0.000100 loss_class: 0.573859 loss_bbox: 0.123506 loss_giou: 0.386857 loss_class_aux: 3.804324 loss_bbox_aux: 0.874995 loss_giou_aux: 2.384012 loss_class_dn: 0.337241 loss_bbox_dn: 0.144569 loss_giou_dn: 0.396733 loss_class_aux_dn: 1.799976 loss_bbox_aux_dn: 0.862138 loss_giou_aux_dn: 2.207767 loss: 13.626262 eta: 1 day, 18:49:33 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2178 images/s [04/15 14:20:05] ppdet.engine INFO: Epoch: [36] [4800/7329] learning_rate: 0.000100 loss_class: 0.569993 loss_bbox: 0.122254 loss_giou: 0.408392 loss_class_aux: 3.697947 loss_bbox_aux: 0.816834 loss_giou_aux: 2.565738 loss_class_dn: 0.315165 loss_bbox_dn: 0.138082 loss_giou_dn: 0.380211 loss_class_aux_dn: 1.646134 loss_bbox_aux_dn: 0.820288 loss_giou_aux_dn: 2.079806 loss: 13.863590 eta: 1 day, 18:48:58 batch_cost: 0.3579 data_cost: 0.0017 ips: 11.1766 images/s [04/15 14:20:45] ppdet.engine INFO: Epoch: [36] [4900/7329] learning_rate: 0.000100 loss_class: 0.501939 loss_bbox: 0.135355 loss_giou: 0.329370 loss_class_aux: 3.393326 loss_bbox_aux: 0.905269 loss_giou_aux: 2.034209 loss_class_dn: 0.286492 loss_bbox_dn: 0.132850 loss_giou_dn: 0.310344 loss_class_aux_dn: 1.569815 loss_bbox_aux_dn: 0.838033 loss_giou_aux_dn: 1.758157 loss: 12.728104 eta: 1 day, 18:48:23 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2514 images/s [04/15 14:21:24] ppdet.engine INFO: Epoch: [36] [5000/7329] learning_rate: 0.000100 loss_class: 0.589649 loss_bbox: 0.141575 loss_giou: 0.352584 loss_class_aux: 3.805611 loss_bbox_aux: 0.933944 loss_giou_aux: 2.302397 loss_class_dn: 0.326850 loss_bbox_dn: 0.163190 loss_giou_dn: 0.371230 loss_class_aux_dn: 1.753820 loss_bbox_aux_dn: 0.965743 loss_giou_aux_dn: 2.061611 loss: 14.392720 eta: 1 day, 18:47:48 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2545 images/s [04/15 14:22:04] ppdet.engine INFO: Epoch: [36] [5100/7329] learning_rate: 0.000100 loss_class: 0.580916 loss_bbox: 0.152947 loss_giou: 0.354218 loss_class_aux: 3.853304 loss_bbox_aux: 1.014287 loss_giou_aux: 2.342797 loss_class_dn: 0.336529 loss_bbox_dn: 0.168575 loss_giou_dn: 0.372344 loss_class_aux_dn: 1.818656 loss_bbox_aux_dn: 1.020308 loss_giou_aux_dn: 2.062073 loss: 14.162919 eta: 1 day, 18:47:12 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3172 images/s [04/15 14:22:43] ppdet.engine INFO: Epoch: [36] [5200/7329] learning_rate: 0.000100 loss_class: 0.588390 loss_bbox: 0.138486 loss_giou: 0.326993 loss_class_aux: 3.719790 loss_bbox_aux: 0.894779 loss_giou_aux: 2.140140 loss_class_dn: 0.306748 loss_bbox_dn: 0.156788 loss_giou_dn: 0.334555 loss_class_aux_dn: 1.661145 loss_bbox_aux_dn: 0.907563 loss_giou_aux_dn: 1.914086 loss: 14.026058 eta: 1 day, 18:46:37 batch_cost: 0.3571 data_cost: 0.0017 ips: 11.2026 images/s [04/15 14:23:23] ppdet.engine INFO: Epoch: [36] [5300/7329] learning_rate: 0.000100 loss_class: 0.616702 loss_bbox: 0.125778 loss_giou: 0.426563 loss_class_aux: 4.010378 loss_bbox_aux: 0.856408 loss_giou_aux: 2.735608 loss_class_dn: 0.363302 loss_bbox_dn: 0.149224 loss_giou_dn: 0.401153 loss_class_aux_dn: 1.939315 loss_bbox_aux_dn: 0.867107 loss_giou_aux_dn: 2.233468 loss: 15.123264 eta: 1 day, 18:46:02 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3314 images/s [04/15 14:24:02] ppdet.engine INFO: Epoch: [36] [5400/7329] learning_rate: 0.000100 loss_class: 0.596604 loss_bbox: 0.126735 loss_giou: 0.390119 loss_class_aux: 3.697426 loss_bbox_aux: 0.906025 loss_giou_aux: 2.503559 loss_class_dn: 0.326272 loss_bbox_dn: 0.158441 loss_giou_dn: 0.388449 loss_class_aux_dn: 1.759076 loss_bbox_aux_dn: 0.949486 loss_giou_aux_dn: 2.100944 loss: 13.795635 eta: 1 day, 18:45:26 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3399 images/s [04/15 14:24:41] ppdet.engine INFO: Epoch: [36] [5500/7329] learning_rate: 0.000100 loss_class: 0.660779 loss_bbox: 0.156643 loss_giou: 0.523787 loss_class_aux: 4.279550 loss_bbox_aux: 0.996861 loss_giou_aux: 3.270082 loss_class_dn: 0.403856 loss_bbox_dn: 0.157120 loss_giou_dn: 0.485841 loss_class_aux_dn: 2.098627 loss_bbox_aux_dn: 0.905158 loss_giou_aux_dn: 2.693085 loss: 16.832157 eta: 1 day, 18:44:50 batch_cost: 0.3516 data_cost: 0.0015 ips: 11.3753 images/s [04/15 14:25:21] ppdet.engine INFO: Epoch: [36] [5600/7329] learning_rate: 0.000100 loss_class: 0.567286 loss_bbox: 0.129397 loss_giou: 0.411141 loss_class_aux: 3.589854 loss_bbox_aux: 0.867386 loss_giou_aux: 2.615190 loss_class_dn: 0.336001 loss_bbox_dn: 0.132494 loss_giou_dn: 0.406136 loss_class_aux_dn: 1.827834 loss_bbox_aux_dn: 0.832835 loss_giou_aux_dn: 2.240784 loss: 14.051168 eta: 1 day, 18:44:15 batch_cost: 0.3570 data_cost: 0.0015 ips: 11.2034 images/s [04/15 14:26:00] ppdet.engine INFO: Epoch: [36] [5700/7329] learning_rate: 0.000100 loss_class: 0.473408 loss_bbox: 0.131017 loss_giou: 0.354774 loss_class_aux: 3.130215 loss_bbox_aux: 0.854028 loss_giou_aux: 2.221084 loss_class_dn: 0.272338 loss_bbox_dn: 0.138834 loss_giou_dn: 0.315749 loss_class_aux_dn: 1.499866 loss_bbox_aux_dn: 0.845851 loss_giou_aux_dn: 1.786567 loss: 12.582815 eta: 1 day, 18:43:39 batch_cost: 0.3515 data_cost: 0.0016 ips: 11.3811 images/s [04/15 14:26:39] ppdet.engine INFO: Epoch: [36] [5800/7329] learning_rate: 0.000100 loss_class: 0.656930 loss_bbox: 0.150914 loss_giou: 0.413713 loss_class_aux: 4.214308 loss_bbox_aux: 1.003764 loss_giou_aux: 2.511862 loss_class_dn: 0.364889 loss_bbox_dn: 0.155970 loss_giou_dn: 0.402394 loss_class_aux_dn: 2.025502 loss_bbox_aux_dn: 0.944552 loss_giou_aux_dn: 2.252994 loss: 15.436907 eta: 1 day, 18:43:04 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2798 images/s [04/15 14:27:19] ppdet.engine INFO: Epoch: [36] [5900/7329] learning_rate: 0.000100 loss_class: 0.583060 loss_bbox: 0.130722 loss_giou: 0.387404 loss_class_aux: 3.732339 loss_bbox_aux: 0.922595 loss_giou_aux: 2.522035 loss_class_dn: 0.326833 loss_bbox_dn: 0.153058 loss_giou_dn: 0.370476 loss_class_aux_dn: 1.737746 loss_bbox_aux_dn: 0.886063 loss_giou_aux_dn: 2.103601 loss: 13.684264 eta: 1 day, 18:42:28 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2909 images/s [04/15 14:27:58] ppdet.engine INFO: Epoch: [36] [6000/7329] learning_rate: 0.000100 loss_class: 0.543292 loss_bbox: 0.152479 loss_giou: 0.364872 loss_class_aux: 3.555874 loss_bbox_aux: 0.945963 loss_giou_aux: 2.238641 loss_class_dn: 0.322760 loss_bbox_dn: 0.151189 loss_giou_dn: 0.355487 loss_class_aux_dn: 1.740210 loss_bbox_aux_dn: 0.912018 loss_giou_aux_dn: 2.008223 loss: 14.088478 eta: 1 day, 18:41:52 batch_cost: 0.3522 data_cost: 0.0015 ips: 11.3562 images/s [04/15 14:28:38] ppdet.engine INFO: Epoch: [36] [6100/7329] learning_rate: 0.000100 loss_class: 0.563090 loss_bbox: 0.142426 loss_giou: 0.427768 loss_class_aux: 3.674304 loss_bbox_aux: 0.920683 loss_giou_aux: 2.580003 loss_class_dn: 0.334944 loss_bbox_dn: 0.156791 loss_giou_dn: 0.380569 loss_class_aux_dn: 1.814617 loss_bbox_aux_dn: 0.906917 loss_giou_aux_dn: 2.096758 loss: 14.446503 eta: 1 day, 18:41:18 batch_cost: 0.3586 data_cost: 0.0016 ips: 11.1558 images/s [04/15 14:29:17] ppdet.engine INFO: Epoch: [36] [6200/7329] learning_rate: 0.000100 loss_class: 0.512927 loss_bbox: 0.144240 loss_giou: 0.436369 loss_class_aux: 3.429816 loss_bbox_aux: 0.924128 loss_giou_aux: 2.713345 loss_class_dn: 0.329936 loss_bbox_dn: 0.158110 loss_giou_dn: 0.386705 loss_class_aux_dn: 1.752397 loss_bbox_aux_dn: 0.898164 loss_giou_aux_dn: 2.194043 loss: 15.454914 eta: 1 day, 18:40:42 batch_cost: 0.3530 data_cost: 0.0015 ips: 11.3328 images/s [04/15 14:29:57] ppdet.engine INFO: Epoch: [36] [6300/7329] learning_rate: 0.000100 loss_class: 0.587486 loss_bbox: 0.149473 loss_giou: 0.385773 loss_class_aux: 3.702088 loss_bbox_aux: 0.930804 loss_giou_aux: 2.455025 loss_class_dn: 0.338902 loss_bbox_dn: 0.143628 loss_giou_dn: 0.393232 loss_class_aux_dn: 1.805777 loss_bbox_aux_dn: 0.822233 loss_giou_aux_dn: 2.157254 loss: 14.533461 eta: 1 day, 18:40:07 batch_cost: 0.3587 data_cost: 0.0017 ips: 11.1524 images/s [04/15 14:30:37] ppdet.engine INFO: Epoch: [36] [6400/7329] learning_rate: 0.000100 loss_class: 0.600878 loss_bbox: 0.143367 loss_giou: 0.392770 loss_class_aux: 4.016836 loss_bbox_aux: 0.966903 loss_giou_aux: 2.492298 loss_class_dn: 0.361298 loss_bbox_dn: 0.168424 loss_giou_dn: 0.390994 loss_class_aux_dn: 1.911814 loss_bbox_aux_dn: 0.987867 loss_giou_aux_dn: 2.260107 loss: 15.457300 eta: 1 day, 18:39:32 batch_cost: 0.3566 data_cost: 0.0017 ips: 11.2158 images/s [04/15 14:31:17] ppdet.engine INFO: Epoch: [36] [6500/7329] learning_rate: 0.000100 loss_class: 0.575688 loss_bbox: 0.138115 loss_giou: 0.376060 loss_class_aux: 3.802894 loss_bbox_aux: 0.904008 loss_giou_aux: 2.397174 loss_class_dn: 0.326530 loss_bbox_dn: 0.163819 loss_giou_dn: 0.374896 loss_class_aux_dn: 1.705373 loss_bbox_aux_dn: 0.955729 loss_giou_aux_dn: 2.052897 loss: 14.099981 eta: 1 day, 18:38:57 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2296 images/s [04/15 14:31:56] ppdet.engine INFO: Epoch: [36] [6600/7329] learning_rate: 0.000100 loss_class: 0.570267 loss_bbox: 0.129953 loss_giou: 0.371751 loss_class_aux: 3.688986 loss_bbox_aux: 0.827236 loss_giou_aux: 2.375479 loss_class_dn: 0.343211 loss_bbox_dn: 0.141915 loss_giou_dn: 0.386776 loss_class_aux_dn: 1.818161 loss_bbox_aux_dn: 0.863523 loss_giou_aux_dn: 2.137389 loss: 15.148708 eta: 1 day, 18:38:22 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1993 images/s [04/15 14:32:36] ppdet.engine INFO: Epoch: [36] [6700/7329] learning_rate: 0.000100 loss_class: 0.642636 loss_bbox: 0.143735 loss_giou: 0.393429 loss_class_aux: 4.158298 loss_bbox_aux: 0.931276 loss_giou_aux: 2.567039 loss_class_dn: 0.326278 loss_bbox_dn: 0.169409 loss_giou_dn: 0.357233 loss_class_aux_dn: 1.794846 loss_bbox_aux_dn: 0.972174 loss_giou_aux_dn: 2.068679 loss: 14.130229 eta: 1 day, 18:37:47 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2778 images/s [04/15 14:33:16] ppdet.engine INFO: Epoch: [36] [6800/7329] learning_rate: 0.000100 loss_class: 0.588263 loss_bbox: 0.121208 loss_giou: 0.385210 loss_class_aux: 3.736827 loss_bbox_aux: 0.836950 loss_giou_aux: 2.416937 loss_class_dn: 0.319321 loss_bbox_dn: 0.127481 loss_giou_dn: 0.360622 loss_class_aux_dn: 1.770366 loss_bbox_aux_dn: 0.781162 loss_giou_aux_dn: 1.956601 loss: 13.616640 eta: 1 day, 18:37:12 batch_cost: 0.3564 data_cost: 0.0015 ips: 11.2234 images/s [04/15 14:33:55] ppdet.engine INFO: Epoch: [36] [6900/7329] learning_rate: 0.000100 loss_class: 0.580351 loss_bbox: 0.147413 loss_giou: 0.384095 loss_class_aux: 3.787421 loss_bbox_aux: 0.957645 loss_giou_aux: 2.419150 loss_class_dn: 0.330736 loss_bbox_dn: 0.153431 loss_giou_dn: 0.401577 loss_class_aux_dn: 1.765266 loss_bbox_aux_dn: 0.944846 loss_giou_aux_dn: 2.213840 loss: 14.469150 eta: 1 day, 18:36:36 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3749 images/s [04/15 14:34:35] ppdet.engine INFO: Epoch: [36] [7000/7329] learning_rate: 0.000100 loss_class: 0.489886 loss_bbox: 0.113294 loss_giou: 0.325560 loss_class_aux: 3.146506 loss_bbox_aux: 0.723562 loss_giou_aux: 2.077769 loss_class_dn: 0.304662 loss_bbox_dn: 0.131299 loss_giou_dn: 0.319798 loss_class_aux_dn: 1.659526 loss_bbox_aux_dn: 0.773229 loss_giou_aux_dn: 1.771432 loss: 12.457361 eta: 1 day, 18:36:01 batch_cost: 0.3583 data_cost: 0.0016 ips: 11.1630 images/s [04/15 14:35:14] ppdet.engine INFO: Epoch: [36] [7100/7329] learning_rate: 0.000100 loss_class: 0.508386 loss_bbox: 0.141101 loss_giou: 0.341210 loss_class_aux: 3.337271 loss_bbox_aux: 0.916406 loss_giou_aux: 2.101270 loss_class_dn: 0.274999 loss_bbox_dn: 0.144387 loss_giou_dn: 0.326845 loss_class_aux_dn: 1.492596 loss_bbox_aux_dn: 0.843420 loss_giou_aux_dn: 1.768565 loss: 12.475587 eta: 1 day, 18:35:26 batch_cost: 0.3579 data_cost: 0.0016 ips: 11.1767 images/s [04/15 14:35:54] ppdet.engine INFO: Epoch: [36] [7200/7329] learning_rate: 0.000100 loss_class: 0.563365 loss_bbox: 0.123191 loss_giou: 0.345035 loss_class_aux: 3.598794 loss_bbox_aux: 0.831539 loss_giou_aux: 2.146752 loss_class_dn: 0.277928 loss_bbox_dn: 0.136635 loss_giou_dn: 0.340095 loss_class_aux_dn: 1.526462 loss_bbox_aux_dn: 0.795845 loss_giou_aux_dn: 1.887525 loss: 11.968283 eta: 1 day, 18:34:50 batch_cost: 0.3512 data_cost: 0.0016 ips: 11.3886 images/s [04/15 14:36:33] ppdet.engine INFO: Epoch: [36] [7300/7329] learning_rate: 0.000100 loss_class: 0.602766 loss_bbox: 0.148678 loss_giou: 0.380797 loss_class_aux: 3.877908 loss_bbox_aux: 0.943990 loss_giou_aux: 2.348366 loss_class_dn: 0.315383 loss_bbox_dn: 0.139182 loss_giou_dn: 0.349638 loss_class_aux_dn: 1.710263 loss_bbox_aux_dn: 0.863025 loss_giou_aux_dn: 1.919624 loss: 14.522148 eta: 1 day, 18:34:15 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1956 images/s [04/15 14:36:47] ppdet.engine INFO: Eval iter: 0 [04/15 14:36:59] ppdet.engine INFO: Eval iter: 100 [04/15 14:37:11] ppdet.engine INFO: Eval iter: 200 [04/15 14:37:23] ppdet.engine INFO: Eval iter: 300 [04/15 14:37:35] ppdet.engine INFO: Eval iter: 400 [04/15 14:37:47] ppdet.engine INFO: Eval iter: 500 [04/15 14:37:59] ppdet.engine INFO: Eval iter: 600 [04/15 14:38:21] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 14:38:22] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.74s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.42s). Accumulating evaluation results... DONE (t=16.62s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.588 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 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 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 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.777 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 14:40:07] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.40929656939208 [04/15 14:40:07] ppdet.engine INFO: Best test bbox ap is 0.542. [04/15 14:40:10] ppdet.engine INFO: Epoch: [37] [ 0/7329] learning_rate: 0.000100 loss_class: 0.626706 loss_bbox: 0.141772 loss_giou: 0.393256 loss_class_aux: 4.077859 loss_bbox_aux: 0.888913 loss_giou_aux: 2.472587 loss_class_dn: 0.333972 loss_bbox_dn: 0.139182 loss_giou_dn: 0.367403 loss_class_aux_dn: 1.815694 loss_bbox_aux_dn: 0.835536 loss_giou_aux_dn: 2.039438 loss: 14.982784 eta: 1 day, 18:34:05 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2474 images/s [04/15 14:40:50] ppdet.engine INFO: Epoch: [37] [ 100/7329] learning_rate: 0.000100 loss_class: 0.567318 loss_bbox: 0.130236 loss_giou: 0.402120 loss_class_aux: 3.912646 loss_bbox_aux: 0.887361 loss_giou_aux: 2.457957 loss_class_dn: 0.331921 loss_bbox_dn: 0.167093 loss_giou_dn: 0.384669 loss_class_aux_dn: 1.811264 loss_bbox_aux_dn: 0.952176 loss_giou_aux_dn: 2.148752 loss: 13.867819 eta: 1 day, 18:33:30 batch_cost: 0.3584 data_cost: 0.0019 ips: 11.1608 images/s [04/15 14:41:29] ppdet.engine INFO: Epoch: [37] [ 200/7329] learning_rate: 0.000100 loss_class: 0.556068 loss_bbox: 0.131330 loss_giou: 0.384968 loss_class_aux: 3.579357 loss_bbox_aux: 0.881995 loss_giou_aux: 2.427561 loss_class_dn: 0.301169 loss_bbox_dn: 0.134675 loss_giou_dn: 0.363739 loss_class_aux_dn: 1.672451 loss_bbox_aux_dn: 0.802454 loss_giou_aux_dn: 1.986363 loss: 13.666687 eta: 1 day, 18:32:55 batch_cost: 0.3570 data_cost: 0.0017 ips: 11.2058 images/s [04/15 14:42:09] ppdet.engine INFO: Epoch: [37] [ 300/7329] learning_rate: 0.000100 loss_class: 0.548365 loss_bbox: 0.132508 loss_giou: 0.351760 loss_class_aux: 3.472435 loss_bbox_aux: 0.858550 loss_giou_aux: 2.235561 loss_class_dn: 0.307023 loss_bbox_dn: 0.140265 loss_giou_dn: 0.312169 loss_class_aux_dn: 1.646693 loss_bbox_aux_dn: 0.824368 loss_giou_aux_dn: 1.799126 loss: 12.655043 eta: 1 day, 18:32:19 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2753 images/s [04/15 14:42:48] ppdet.engine INFO: Epoch: [37] [ 400/7329] learning_rate: 0.000100 loss_class: 0.598831 loss_bbox: 0.144407 loss_giou: 0.439616 loss_class_aux: 3.807562 loss_bbox_aux: 0.945515 loss_giou_aux: 2.733261 loss_class_dn: 0.382248 loss_bbox_dn: 0.148247 loss_giou_dn: 0.427295 loss_class_aux_dn: 2.038558 loss_bbox_aux_dn: 0.890234 loss_giou_aux_dn: 2.358605 loss: 15.633589 eta: 1 day, 18:31:44 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2822 images/s [04/15 14:43:28] ppdet.engine INFO: Epoch: [37] [ 500/7329] learning_rate: 0.000100 loss_class: 0.564075 loss_bbox: 0.140563 loss_giou: 0.329435 loss_class_aux: 3.608467 loss_bbox_aux: 0.948130 loss_giou_aux: 2.092450 loss_class_dn: 0.306628 loss_bbox_dn: 0.147737 loss_giou_dn: 0.332726 loss_class_aux_dn: 1.663548 loss_bbox_aux_dn: 0.871664 loss_giou_aux_dn: 1.899061 loss: 13.347858 eta: 1 day, 18:31:08 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3014 images/s [04/15 14:44:07] ppdet.engine INFO: Epoch: [37] [ 600/7329] learning_rate: 0.000100 loss_class: 0.530592 loss_bbox: 0.146828 loss_giou: 0.354477 loss_class_aux: 3.507712 loss_bbox_aux: 0.932404 loss_giou_aux: 2.232718 loss_class_dn: 0.316632 loss_bbox_dn: 0.148089 loss_giou_dn: 0.328315 loss_class_aux_dn: 1.704330 loss_bbox_aux_dn: 0.850703 loss_giou_aux_dn: 1.832919 loss: 12.883937 eta: 1 day, 18:30:33 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2631 images/s [04/15 14:44:47] ppdet.engine INFO: Epoch: [37] [ 700/7329] learning_rate: 0.000100 loss_class: 0.646514 loss_bbox: 0.141341 loss_giou: 0.399761 loss_class_aux: 4.031989 loss_bbox_aux: 0.933573 loss_giou_aux: 2.567573 loss_class_dn: 0.351860 loss_bbox_dn: 0.154255 loss_giou_dn: 0.396872 loss_class_aux_dn: 1.860250 loss_bbox_aux_dn: 0.908178 loss_giou_aux_dn: 2.185817 loss: 15.446178 eta: 1 day, 18:29:57 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3587 images/s [04/15 14:45:26] ppdet.engine INFO: Epoch: [37] [ 800/7329] learning_rate: 0.000100 loss_class: 0.554035 loss_bbox: 0.140110 loss_giou: 0.347379 loss_class_aux: 3.705808 loss_bbox_aux: 0.877128 loss_giou_aux: 2.215335 loss_class_dn: 0.323646 loss_bbox_dn: 0.139512 loss_giou_dn: 0.345671 loss_class_aux_dn: 1.731704 loss_bbox_aux_dn: 0.829689 loss_giou_aux_dn: 1.940194 loss: 13.157733 eta: 1 day, 18:29:22 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2384 images/s [04/15 14:46:06] ppdet.engine INFO: Epoch: [37] [ 900/7329] learning_rate: 0.000100 loss_class: 0.643609 loss_bbox: 0.132463 loss_giou: 0.319789 loss_class_aux: 4.112067 loss_bbox_aux: 0.894965 loss_giou_aux: 2.063440 loss_class_dn: 0.346422 loss_bbox_dn: 0.157318 loss_giou_dn: 0.319522 loss_class_aux_dn: 1.880372 loss_bbox_aux_dn: 0.954872 loss_giou_aux_dn: 1.827975 loss: 14.177196 eta: 1 day, 18:28:47 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2175 images/s [04/15 14:46:46] ppdet.engine INFO: Epoch: [37] [1000/7329] learning_rate: 0.000100 loss_class: 0.555673 loss_bbox: 0.130710 loss_giou: 0.379064 loss_class_aux: 3.556384 loss_bbox_aux: 0.868161 loss_giou_aux: 2.403926 loss_class_dn: 0.314934 loss_bbox_dn: 0.145757 loss_giou_dn: 0.374159 loss_class_aux_dn: 1.722319 loss_bbox_aux_dn: 0.858598 loss_giou_aux_dn: 1.991790 loss: 13.490773 eta: 1 day, 18:28:12 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2128 images/s [04/15 14:47:25] ppdet.engine INFO: Epoch: [37] [1100/7329] learning_rate: 0.000100 loss_class: 0.600548 loss_bbox: 0.151088 loss_giou: 0.435356 loss_class_aux: 3.810472 loss_bbox_aux: 0.978310 loss_giou_aux: 2.876570 loss_class_dn: 0.371009 loss_bbox_dn: 0.171060 loss_giou_dn: 0.422754 loss_class_aux_dn: 1.951382 loss_bbox_aux_dn: 1.003036 loss_giou_aux_dn: 2.342206 loss: 16.167542 eta: 1 day, 18:27:37 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2765 images/s [04/15 14:48:05] ppdet.engine INFO: Epoch: [37] [1200/7329] learning_rate: 0.000100 loss_class: 0.615942 loss_bbox: 0.129832 loss_giou: 0.402364 loss_class_aux: 3.942077 loss_bbox_aux: 0.861402 loss_giou_aux: 2.593908 loss_class_dn: 0.336828 loss_bbox_dn: 0.131269 loss_giou_dn: 0.428505 loss_class_aux_dn: 1.845338 loss_bbox_aux_dn: 0.811025 loss_giou_aux_dn: 2.427001 loss: 15.273180 eta: 1 day, 18:27:01 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2800 images/s [04/15 14:48:44] ppdet.engine INFO: Epoch: [37] [1300/7329] learning_rate: 0.000100 loss_class: 0.549432 loss_bbox: 0.130776 loss_giou: 0.342537 loss_class_aux: 3.616889 loss_bbox_aux: 0.827549 loss_giou_aux: 2.201278 loss_class_dn: 0.306578 loss_bbox_dn: 0.145779 loss_giou_dn: 0.331806 loss_class_aux_dn: 1.638578 loss_bbox_aux_dn: 0.850126 loss_giou_aux_dn: 1.851023 loss: 13.821370 eta: 1 day, 18:26:26 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2657 images/s [04/15 14:49:23] ppdet.engine INFO: Epoch: [37] [1400/7329] learning_rate: 0.000100 loss_class: 0.654233 loss_bbox: 0.140129 loss_giou: 0.403879 loss_class_aux: 4.104171 loss_bbox_aux: 0.885902 loss_giou_aux: 2.535480 loss_class_dn: 0.362951 loss_bbox_dn: 0.147844 loss_giou_dn: 0.380553 loss_class_aux_dn: 1.941888 loss_bbox_aux_dn: 0.866585 loss_giou_aux_dn: 2.143336 loss: 15.114594 eta: 1 day, 18:25:50 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3119 images/s [04/15 14:50:03] ppdet.engine INFO: Epoch: [37] [1500/7329] learning_rate: 0.000100 loss_class: 0.575094 loss_bbox: 0.137146 loss_giou: 0.417051 loss_class_aux: 3.636613 loss_bbox_aux: 0.882705 loss_giou_aux: 2.640384 loss_class_dn: 0.318702 loss_bbox_dn: 0.148457 loss_giou_dn: 0.419000 loss_class_aux_dn: 1.755222 loss_bbox_aux_dn: 0.888952 loss_giou_aux_dn: 2.238680 loss: 15.040160 eta: 1 day, 18:25:15 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2513 images/s [04/15 14:50:42] ppdet.engine INFO: Epoch: [37] [1600/7329] learning_rate: 0.000100 loss_class: 0.570178 loss_bbox: 0.136621 loss_giou: 0.322180 loss_class_aux: 3.673395 loss_bbox_aux: 0.912177 loss_giou_aux: 2.052810 loss_class_dn: 0.317759 loss_bbox_dn: 0.150558 loss_giou_dn: 0.343143 loss_class_aux_dn: 1.759326 loss_bbox_aux_dn: 0.908902 loss_giou_aux_dn: 1.906385 loss: 13.988819 eta: 1 day, 18:24:39 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3594 images/s [04/15 14:51:22] ppdet.engine INFO: Epoch: [37] [1700/7329] learning_rate: 0.000100 loss_class: 0.601336 loss_bbox: 0.146525 loss_giou: 0.425462 loss_class_aux: 3.785012 loss_bbox_aux: 0.930332 loss_giou_aux: 2.718280 loss_class_dn: 0.369350 loss_bbox_dn: 0.159697 loss_giou_dn: 0.423379 loss_class_aux_dn: 1.974054 loss_bbox_aux_dn: 0.941501 loss_giou_aux_dn: 2.296330 loss: 14.595655 eta: 1 day, 18:24:04 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2907 images/s [04/15 14:52:01] ppdet.engine INFO: Epoch: [37] [1800/7329] learning_rate: 0.000100 loss_class: 0.639526 loss_bbox: 0.137726 loss_giou: 0.398444 loss_class_aux: 4.051302 loss_bbox_aux: 0.907823 loss_giou_aux: 2.456800 loss_class_dn: 0.330265 loss_bbox_dn: 0.161043 loss_giou_dn: 0.372697 loss_class_aux_dn: 1.762776 loss_bbox_aux_dn: 0.994073 loss_giou_aux_dn: 2.061670 loss: 14.992552 eta: 1 day, 18:23:28 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2446 images/s [04/15 14:52:41] ppdet.engine INFO: Epoch: [37] [1900/7329] learning_rate: 0.000100 loss_class: 0.572655 loss_bbox: 0.132642 loss_giou: 0.386275 loss_class_aux: 3.761152 loss_bbox_aux: 0.861958 loss_giou_aux: 2.484958 loss_class_dn: 0.333676 loss_bbox_dn: 0.150305 loss_giou_dn: 0.394476 loss_class_aux_dn: 1.809754 loss_bbox_aux_dn: 0.855764 loss_giou_aux_dn: 2.204175 loss: 15.225693 eta: 1 day, 18:22:53 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3454 images/s [04/15 14:53:21] ppdet.engine INFO: Epoch: [37] [2000/7329] learning_rate: 0.000100 loss_class: 0.577432 loss_bbox: 0.125193 loss_giou: 0.317976 loss_class_aux: 3.653426 loss_bbox_aux: 0.865962 loss_giou_aux: 2.041203 loss_class_dn: 0.312423 loss_bbox_dn: 0.152272 loss_giou_dn: 0.325337 loss_class_aux_dn: 1.672009 loss_bbox_aux_dn: 0.912148 loss_giou_aux_dn: 1.821030 loss: 13.011814 eta: 1 day, 18:22:18 batch_cost: 0.3596 data_cost: 0.0014 ips: 11.1234 images/s [04/15 14:54:00] ppdet.engine INFO: Epoch: [37] [2100/7329] learning_rate: 0.000100 loss_class: 0.528328 loss_bbox: 0.124366 loss_giou: 0.346069 loss_class_aux: 3.435001 loss_bbox_aux: 0.844684 loss_giou_aux: 2.219527 loss_class_dn: 0.311910 loss_bbox_dn: 0.130355 loss_giou_dn: 0.340833 loss_class_aux_dn: 1.706880 loss_bbox_aux_dn: 0.795178 loss_giou_aux_dn: 1.959873 loss: 13.065084 eta: 1 day, 18:21:43 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2454 images/s [04/15 14:54:40] ppdet.engine INFO: Epoch: [37] [2200/7329] learning_rate: 0.000100 loss_class: 0.612154 loss_bbox: 0.129975 loss_giou: 0.413298 loss_class_aux: 3.751662 loss_bbox_aux: 0.907577 loss_giou_aux: 2.590023 loss_class_dn: 0.367992 loss_bbox_dn: 0.151511 loss_giou_dn: 0.390327 loss_class_aux_dn: 1.921527 loss_bbox_aux_dn: 0.865794 loss_giou_aux_dn: 2.187863 loss: 15.875648 eta: 1 day, 18:21:08 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2069 images/s [04/15 14:55:20] ppdet.engine INFO: Epoch: [37] [2300/7329] learning_rate: 0.000100 loss_class: 0.568552 loss_bbox: 0.131748 loss_giou: 0.387167 loss_class_aux: 3.693141 loss_bbox_aux: 0.878722 loss_giou_aux: 2.467208 loss_class_dn: 0.322690 loss_bbox_dn: 0.140870 loss_giou_dn: 0.368963 loss_class_aux_dn: 1.739551 loss_bbox_aux_dn: 0.820421 loss_giou_aux_dn: 2.081273 loss: 14.294920 eta: 1 day, 18:20:33 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2278 images/s [04/15 14:55:59] ppdet.engine INFO: Epoch: [37] [2400/7329] learning_rate: 0.000100 loss_class: 0.631184 loss_bbox: 0.129878 loss_giou: 0.396738 loss_class_aux: 3.900148 loss_bbox_aux: 0.896721 loss_giou_aux: 2.486595 loss_class_dn: 0.348848 loss_bbox_dn: 0.142568 loss_giou_dn: 0.390971 loss_class_aux_dn: 1.867003 loss_bbox_aux_dn: 0.846209 loss_giou_aux_dn: 2.120879 loss: 15.132235 eta: 1 day, 18:19:58 batch_cost: 0.3578 data_cost: 0.0013 ips: 11.1800 images/s [04/15 14:56:39] ppdet.engine INFO: Epoch: [37] [2500/7329] learning_rate: 0.000100 loss_class: 0.524561 loss_bbox: 0.127896 loss_giou: 0.351314 loss_class_aux: 3.324711 loss_bbox_aux: 0.846912 loss_giou_aux: 2.270064 loss_class_dn: 0.316223 loss_bbox_dn: 0.145511 loss_giou_dn: 0.351210 loss_class_aux_dn: 1.689381 loss_bbox_aux_dn: 0.861450 loss_giou_aux_dn: 1.933699 loss: 12.800296 eta: 1 day, 18:19:22 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3119 images/s [04/15 14:57:18] ppdet.engine INFO: Epoch: [37] [2600/7329] learning_rate: 0.000100 loss_class: 0.645591 loss_bbox: 0.144948 loss_giou: 0.419876 loss_class_aux: 4.197883 loss_bbox_aux: 0.892325 loss_giou_aux: 2.657291 loss_class_dn: 0.381279 loss_bbox_dn: 0.160790 loss_giou_dn: 0.410245 loss_class_aux_dn: 2.036167 loss_bbox_aux_dn: 0.944991 loss_giou_aux_dn: 2.288974 loss: 15.732531 eta: 1 day, 18:18:47 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3149 images/s [04/15 14:57:57] ppdet.engine INFO: Epoch: [37] [2700/7329] learning_rate: 0.000100 loss_class: 0.526123 loss_bbox: 0.122218 loss_giou: 0.287243 loss_class_aux: 3.287654 loss_bbox_aux: 0.834912 loss_giou_aux: 1.860044 loss_class_dn: 0.276075 loss_bbox_dn: 0.152244 loss_giou_dn: 0.294455 loss_class_aux_dn: 1.526052 loss_bbox_aux_dn: 0.846583 loss_giou_aux_dn: 1.573528 loss: 12.116592 eta: 1 day, 18:18:11 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3080 images/s [04/15 14:58:37] ppdet.engine INFO: Epoch: [37] [2800/7329] learning_rate: 0.000100 loss_class: 0.635799 loss_bbox: 0.138198 loss_giou: 0.468903 loss_class_aux: 4.037003 loss_bbox_aux: 0.880068 loss_giou_aux: 2.887169 loss_class_dn: 0.360302 loss_bbox_dn: 0.149744 loss_giou_dn: 0.435004 loss_class_aux_dn: 1.951448 loss_bbox_aux_dn: 0.875973 loss_giou_aux_dn: 2.363331 loss: 15.149675 eta: 1 day, 18:17:36 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2494 images/s [04/15 14:59:17] ppdet.engine INFO: Epoch: [37] [2900/7329] learning_rate: 0.000100 loss_class: 0.573764 loss_bbox: 0.127787 loss_giou: 0.397624 loss_class_aux: 3.728719 loss_bbox_aux: 0.825543 loss_giou_aux: 2.614123 loss_class_dn: 0.318825 loss_bbox_dn: 0.128145 loss_giou_dn: 0.402282 loss_class_aux_dn: 1.744123 loss_bbox_aux_dn: 0.738872 loss_giou_aux_dn: 2.209149 loss: 14.043362 eta: 1 day, 18:17:01 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2134 images/s [04/15 14:59:56] ppdet.engine INFO: Epoch: [37] [3000/7329] learning_rate: 0.000100 loss_class: 0.589749 loss_bbox: 0.143886 loss_giou: 0.442119 loss_class_aux: 3.723159 loss_bbox_aux: 0.929001 loss_giou_aux: 2.852824 loss_class_dn: 0.364866 loss_bbox_dn: 0.151135 loss_giou_dn: 0.448596 loss_class_aux_dn: 1.944319 loss_bbox_aux_dn: 0.892316 loss_giou_aux_dn: 2.514328 loss: 15.891203 eta: 1 day, 18:16:25 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3972 images/s [04/15 15:00:35] ppdet.engine INFO: Epoch: [37] [3100/7329] learning_rate: 0.000100 loss_class: 0.569165 loss_bbox: 0.130681 loss_giou: 0.346420 loss_class_aux: 3.623322 loss_bbox_aux: 0.858732 loss_giou_aux: 2.198448 loss_class_dn: 0.310849 loss_bbox_dn: 0.142204 loss_giou_dn: 0.357166 loss_class_aux_dn: 1.676272 loss_bbox_aux_dn: 0.836778 loss_giou_aux_dn: 1.965378 loss: 13.320738 eta: 1 day, 18:15:49 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2815 images/s [04/15 15:01:15] ppdet.engine INFO: Epoch: [37] [3200/7329] learning_rate: 0.000100 loss_class: 0.538138 loss_bbox: 0.134405 loss_giou: 0.368359 loss_class_aux: 3.516958 loss_bbox_aux: 0.855241 loss_giou_aux: 2.335876 loss_class_dn: 0.307211 loss_bbox_dn: 0.126779 loss_giou_dn: 0.350455 loss_class_aux_dn: 1.661378 loss_bbox_aux_dn: 0.776549 loss_giou_aux_dn: 1.925147 loss: 12.708733 eta: 1 day, 18:15:14 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3279 images/s [04/15 15:01:53] ppdet.engine INFO: Epoch: [37] [3300/7329] learning_rate: 0.000100 loss_class: 0.614378 loss_bbox: 0.138284 loss_giou: 0.398629 loss_class_aux: 3.847191 loss_bbox_aux: 0.869416 loss_giou_aux: 2.534812 loss_class_dn: 0.336642 loss_bbox_dn: 0.150588 loss_giou_dn: 0.359198 loss_class_aux_dn: 1.822081 loss_bbox_aux_dn: 0.856866 loss_giou_aux_dn: 2.008176 loss: 14.042169 eta: 1 day, 18:14:37 batch_cost: 0.3489 data_cost: 0.0012 ips: 11.4635 images/s [04/15 15:02:33] ppdet.engine INFO: Epoch: [37] [3400/7329] learning_rate: 0.000100 loss_class: 0.587360 loss_bbox: 0.136867 loss_giou: 0.353282 loss_class_aux: 3.698727 loss_bbox_aux: 0.859959 loss_giou_aux: 2.200087 loss_class_dn: 0.325572 loss_bbox_dn: 0.155289 loss_giou_dn: 0.344205 loss_class_aux_dn: 1.753252 loss_bbox_aux_dn: 0.905022 loss_giou_aux_dn: 1.950451 loss: 13.812752 eta: 1 day, 18:14:02 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2347 images/s [04/15 15:03:13] ppdet.engine INFO: Epoch: [37] [3500/7329] learning_rate: 0.000100 loss_class: 0.547798 loss_bbox: 0.121914 loss_giou: 0.308741 loss_class_aux: 3.491562 loss_bbox_aux: 0.812208 loss_giou_aux: 1.860405 loss_class_dn: 0.296052 loss_bbox_dn: 0.136347 loss_giou_dn: 0.307138 loss_class_aux_dn: 1.624170 loss_bbox_aux_dn: 0.787640 loss_giou_aux_dn: 1.677579 loss: 12.869870 eta: 1 day, 18:13:27 batch_cost: 0.3580 data_cost: 0.0012 ips: 11.1735 images/s [04/15 15:03:53] ppdet.engine INFO: Epoch: [37] [3600/7329] learning_rate: 0.000100 loss_class: 0.587285 loss_bbox: 0.135251 loss_giou: 0.378416 loss_class_aux: 3.702329 loss_bbox_aux: 0.861808 loss_giou_aux: 2.364417 loss_class_dn: 0.331166 loss_bbox_dn: 0.138265 loss_giou_dn: 0.376512 loss_class_aux_dn: 1.785815 loss_bbox_aux_dn: 0.822209 loss_giou_aux_dn: 2.043315 loss: 13.699127 eta: 1 day, 18:12:52 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2004 images/s [04/15 15:04:32] ppdet.engine INFO: Epoch: [37] [3700/7329] learning_rate: 0.000100 loss_class: 0.604717 loss_bbox: 0.132755 loss_giou: 0.366241 loss_class_aux: 3.728517 loss_bbox_aux: 0.847785 loss_giou_aux: 2.415642 loss_class_dn: 0.332190 loss_bbox_dn: 0.155781 loss_giou_dn: 0.365436 loss_class_aux_dn: 1.769216 loss_bbox_aux_dn: 0.932874 loss_giou_aux_dn: 2.071255 loss: 14.730252 eta: 1 day, 18:12:17 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3074 images/s [04/15 15:05:11] ppdet.engine INFO: Epoch: [37] [3800/7329] learning_rate: 0.000100 loss_class: 0.505092 loss_bbox: 0.133696 loss_giou: 0.360174 loss_class_aux: 3.255519 loss_bbox_aux: 0.892323 loss_giou_aux: 2.292277 loss_class_dn: 0.298894 loss_bbox_dn: 0.141470 loss_giou_dn: 0.360118 loss_class_aux_dn: 1.609983 loss_bbox_aux_dn: 0.823526 loss_giou_aux_dn: 1.954749 loss: 13.537239 eta: 1 day, 18:11:41 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3602 images/s [04/15 15:05:50] ppdet.engine INFO: Epoch: [37] [3900/7329] learning_rate: 0.000100 loss_class: 0.541064 loss_bbox: 0.140283 loss_giou: 0.378153 loss_class_aux: 3.518758 loss_bbox_aux: 0.875256 loss_giou_aux: 2.434199 loss_class_dn: 0.323479 loss_bbox_dn: 0.148100 loss_giou_dn: 0.369029 loss_class_aux_dn: 1.719677 loss_bbox_aux_dn: 0.923655 loss_giou_aux_dn: 2.098752 loss: 13.848390 eta: 1 day, 18:11:05 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4416 images/s [04/15 15:06:30] ppdet.engine INFO: Epoch: [37] [4000/7329] learning_rate: 0.000100 loss_class: 0.546348 loss_bbox: 0.143396 loss_giou: 0.394508 loss_class_aux: 3.520124 loss_bbox_aux: 0.924930 loss_giou_aux: 2.552091 loss_class_dn: 0.325948 loss_bbox_dn: 0.159271 loss_giou_dn: 0.396294 loss_class_aux_dn: 1.756463 loss_bbox_aux_dn: 0.951782 loss_giou_aux_dn: 2.199805 loss: 14.454659 eta: 1 day, 18:10:29 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2894 images/s [04/15 15:07:09] ppdet.engine INFO: Epoch: [37] [4100/7329] learning_rate: 0.000100 loss_class: 0.597237 loss_bbox: 0.143199 loss_giou: 0.392353 loss_class_aux: 3.864138 loss_bbox_aux: 0.942525 loss_giou_aux: 2.486329 loss_class_dn: 0.352691 loss_bbox_dn: 0.159482 loss_giou_dn: 0.384727 loss_class_aux_dn: 1.882179 loss_bbox_aux_dn: 0.948903 loss_giou_aux_dn: 2.186073 loss: 15.167879 eta: 1 day, 18:09:54 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2427 images/s [04/15 15:07:49] ppdet.engine INFO: Epoch: [37] [4200/7329] learning_rate: 0.000100 loss_class: 0.563970 loss_bbox: 0.131669 loss_giou: 0.432125 loss_class_aux: 3.473710 loss_bbox_aux: 0.869097 loss_giou_aux: 2.715689 loss_class_dn: 0.337162 loss_bbox_dn: 0.137199 loss_giou_dn: 0.406349 loss_class_aux_dn: 1.783552 loss_bbox_aux_dn: 0.791966 loss_giou_aux_dn: 2.270149 loss: 14.161062 eta: 1 day, 18:09:19 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2597 images/s [04/15 15:08:28] ppdet.engine INFO: Epoch: [37] [4300/7329] learning_rate: 0.000100 loss_class: 0.629814 loss_bbox: 0.141477 loss_giou: 0.404547 loss_class_aux: 4.041804 loss_bbox_aux: 0.953613 loss_giou_aux: 2.742858 loss_class_dn: 0.358335 loss_bbox_dn: 0.147347 loss_giou_dn: 0.427421 loss_class_aux_dn: 1.940026 loss_bbox_aux_dn: 0.890077 loss_giou_aux_dn: 2.358664 loss: 16.061832 eta: 1 day, 18:08:43 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2999 images/s [04/15 15:09:08] ppdet.engine INFO: Epoch: [37] [4400/7329] learning_rate: 0.000100 loss_class: 0.508929 loss_bbox: 0.119586 loss_giou: 0.320935 loss_class_aux: 3.260174 loss_bbox_aux: 0.817724 loss_giou_aux: 1.991998 loss_class_dn: 0.287630 loss_bbox_dn: 0.142087 loss_giou_dn: 0.314349 loss_class_aux_dn: 1.598909 loss_bbox_aux_dn: 0.826803 loss_giou_aux_dn: 1.748648 loss: 12.328056 eta: 1 day, 18:08:08 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2902 images/s [04/15 15:09:47] ppdet.engine INFO: Epoch: [37] [4500/7329] learning_rate: 0.000100 loss_class: 0.581670 loss_bbox: 0.139116 loss_giou: 0.377765 loss_class_aux: 3.856509 loss_bbox_aux: 0.925303 loss_giou_aux: 2.399942 loss_class_dn: 0.337868 loss_bbox_dn: 0.139595 loss_giou_dn: 0.364124 loss_class_aux_dn: 1.837865 loss_bbox_aux_dn: 0.865781 loss_giou_aux_dn: 2.206509 loss: 15.115509 eta: 1 day, 18:07:32 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4284 images/s [04/15 15:10:26] ppdet.engine INFO: Epoch: [37] [4600/7329] learning_rate: 0.000100 loss_class: 0.623474 loss_bbox: 0.140279 loss_giou: 0.385919 loss_class_aux: 3.937896 loss_bbox_aux: 0.899523 loss_giou_aux: 2.517350 loss_class_dn: 0.338166 loss_bbox_dn: 0.141357 loss_giou_dn: 0.377892 loss_class_aux_dn: 1.862668 loss_bbox_aux_dn: 0.833201 loss_giou_aux_dn: 2.082812 loss: 14.311196 eta: 1 day, 18:06:56 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3365 images/s [04/15 15:11:06] ppdet.engine INFO: Epoch: [37] [4700/7329] learning_rate: 0.000100 loss_class: 0.543393 loss_bbox: 0.131896 loss_giou: 0.343549 loss_class_aux: 3.489998 loss_bbox_aux: 0.873902 loss_giou_aux: 2.189326 loss_class_dn: 0.308901 loss_bbox_dn: 0.159922 loss_giou_dn: 0.329358 loss_class_aux_dn: 1.634897 loss_bbox_aux_dn: 0.938163 loss_giou_aux_dn: 1.846946 loss: 12.664688 eta: 1 day, 18:06:21 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2823 images/s [04/15 15:11:45] ppdet.engine INFO: Epoch: [37] [4800/7329] learning_rate: 0.000100 loss_class: 0.558414 loss_bbox: 0.149399 loss_giou: 0.392527 loss_class_aux: 3.695516 loss_bbox_aux: 0.970385 loss_giou_aux: 2.497028 loss_class_dn: 0.327122 loss_bbox_dn: 0.155534 loss_giou_dn: 0.393939 loss_class_aux_dn: 1.778691 loss_bbox_aux_dn: 0.923013 loss_giou_aux_dn: 2.198267 loss: 14.376951 eta: 1 day, 18:05:45 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2761 images/s [04/15 15:12:24] ppdet.engine INFO: Epoch: [37] [4900/7329] learning_rate: 0.000100 loss_class: 0.525297 loss_bbox: 0.125185 loss_giou: 0.350558 loss_class_aux: 3.311614 loss_bbox_aux: 0.823179 loss_giou_aux: 2.207936 loss_class_dn: 0.297286 loss_bbox_dn: 0.125732 loss_giou_dn: 0.326831 loss_class_aux_dn: 1.602909 loss_bbox_aux_dn: 0.742095 loss_giou_aux_dn: 1.799327 loss: 12.411584 eta: 1 day, 18:05:09 batch_cost: 0.3499 data_cost: 0.0012 ips: 11.4313 images/s [04/15 15:13:04] ppdet.engine INFO: Epoch: [37] [5000/7329] learning_rate: 0.000100 loss_class: 0.526800 loss_bbox: 0.132786 loss_giou: 0.358915 loss_class_aux: 3.359066 loss_bbox_aux: 0.863291 loss_giou_aux: 2.249821 loss_class_dn: 0.298226 loss_bbox_dn: 0.151037 loss_giou_dn: 0.330545 loss_class_aux_dn: 1.590516 loss_bbox_aux_dn: 0.860947 loss_giou_aux_dn: 1.831939 loss: 13.411385 eta: 1 day, 18:04:34 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2666 images/s [04/15 15:13:43] ppdet.engine INFO: Epoch: [37] [5100/7329] learning_rate: 0.000100 loss_class: 0.594203 loss_bbox: 0.145592 loss_giou: 0.374429 loss_class_aux: 3.878591 loss_bbox_aux: 0.971835 loss_giou_aux: 2.360858 loss_class_dn: 0.319768 loss_bbox_dn: 0.152231 loss_giou_dn: 0.368393 loss_class_aux_dn: 1.743357 loss_bbox_aux_dn: 0.870672 loss_giou_aux_dn: 2.078461 loss: 14.759333 eta: 1 day, 18:03:59 batch_cost: 0.3595 data_cost: 0.0013 ips: 11.1270 images/s [04/15 15:14:23] ppdet.engine INFO: Epoch: [37] [5200/7329] learning_rate: 0.000100 loss_class: 0.557594 loss_bbox: 0.121014 loss_giou: 0.400595 loss_class_aux: 3.530423 loss_bbox_aux: 0.841804 loss_giou_aux: 2.471532 loss_class_dn: 0.333056 loss_bbox_dn: 0.139564 loss_giou_dn: 0.378401 loss_class_aux_dn: 1.789649 loss_bbox_aux_dn: 0.833947 loss_giou_aux_dn: 2.111661 loss: 14.185362 eta: 1 day, 18:03:24 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2989 images/s [04/15 15:15:02] ppdet.engine INFO: Epoch: [37] [5300/7329] learning_rate: 0.000100 loss_class: 0.539347 loss_bbox: 0.127952 loss_giou: 0.352156 loss_class_aux: 3.454681 loss_bbox_aux: 0.788123 loss_giou_aux: 2.248435 loss_class_dn: 0.322310 loss_bbox_dn: 0.126094 loss_giou_dn: 0.371066 loss_class_aux_dn: 1.685620 loss_bbox_aux_dn: 0.767635 loss_giou_aux_dn: 2.091520 loss: 14.402748 eta: 1 day, 18:02:48 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2917 images/s [04/15 15:15:42] ppdet.engine INFO: Epoch: [37] [5400/7329] learning_rate: 0.000100 loss_class: 0.580785 loss_bbox: 0.138588 loss_giou: 0.371583 loss_class_aux: 3.633539 loss_bbox_aux: 0.925725 loss_giou_aux: 2.352812 loss_class_dn: 0.323283 loss_bbox_dn: 0.159255 loss_giou_dn: 0.350742 loss_class_aux_dn: 1.742161 loss_bbox_aux_dn: 0.910470 loss_giou_aux_dn: 1.964787 loss: 13.961851 eta: 1 day, 18:02:13 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3104 images/s [04/15 15:16:21] ppdet.engine INFO: Epoch: [37] [5500/7329] learning_rate: 0.000100 loss_class: 0.588026 loss_bbox: 0.136564 loss_giou: 0.423084 loss_class_aux: 3.780765 loss_bbox_aux: 0.899122 loss_giou_aux: 2.658518 loss_class_dn: 0.340039 loss_bbox_dn: 0.161844 loss_giou_dn: 0.394100 loss_class_aux_dn: 1.786772 loss_bbox_aux_dn: 0.955093 loss_giou_aux_dn: 2.251031 loss: 14.994999 eta: 1 day, 18:01:37 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2715 images/s [04/15 15:17:01] ppdet.engine INFO: Epoch: [37] [5600/7329] learning_rate: 0.000100 loss_class: 0.608501 loss_bbox: 0.145338 loss_giou: 0.483268 loss_class_aux: 3.913007 loss_bbox_aux: 0.951473 loss_giou_aux: 3.075984 loss_class_dn: 0.365020 loss_bbox_dn: 0.147338 loss_giou_dn: 0.427561 loss_class_aux_dn: 1.991245 loss_bbox_aux_dn: 0.886304 loss_giou_aux_dn: 2.367988 loss: 16.107592 eta: 1 day, 18:01:02 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2980 images/s [04/15 15:17:41] ppdet.engine INFO: Epoch: [37] [5700/7329] learning_rate: 0.000100 loss_class: 0.608957 loss_bbox: 0.136138 loss_giou: 0.469059 loss_class_aux: 4.037438 loss_bbox_aux: 0.877579 loss_giou_aux: 2.921235 loss_class_dn: 0.342185 loss_bbox_dn: 0.140591 loss_giou_dn: 0.401615 loss_class_aux_dn: 1.850526 loss_bbox_aux_dn: 0.828782 loss_giou_aux_dn: 2.278590 loss: 14.875467 eta: 1 day, 18:00:27 batch_cost: 0.3597 data_cost: 0.0014 ips: 11.1201 images/s [04/15 15:18:21] ppdet.engine INFO: Epoch: [37] [5800/7329] learning_rate: 0.000100 loss_class: 0.486714 loss_bbox: 0.119705 loss_giou: 0.317370 loss_class_aux: 3.130679 loss_bbox_aux: 0.812412 loss_giou_aux: 2.031286 loss_class_dn: 0.293463 loss_bbox_dn: 0.126812 loss_giou_dn: 0.336672 loss_class_aux_dn: 1.600782 loss_bbox_aux_dn: 0.766439 loss_giou_aux_dn: 1.872232 loss: 12.570156 eta: 1 day, 17:59:52 batch_cost: 0.3587 data_cost: 0.0012 ips: 11.1516 images/s [04/15 15:19:00] ppdet.engine INFO: Epoch: [37] [5900/7329] learning_rate: 0.000100 loss_class: 0.616691 loss_bbox: 0.140681 loss_giou: 0.379615 loss_class_aux: 3.999870 loss_bbox_aux: 0.926816 loss_giou_aux: 2.404643 loss_class_dn: 0.334696 loss_bbox_dn: 0.160711 loss_giou_dn: 0.371568 loss_class_aux_dn: 1.813764 loss_bbox_aux_dn: 0.947276 loss_giou_aux_dn: 2.112324 loss: 14.639459 eta: 1 day, 17:59:17 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2303 images/s [04/15 15:19:40] ppdet.engine INFO: Epoch: [37] [6000/7329] learning_rate: 0.000100 loss_class: 0.536416 loss_bbox: 0.137685 loss_giou: 0.281069 loss_class_aux: 3.545989 loss_bbox_aux: 0.872350 loss_giou_aux: 1.883729 loss_class_dn: 0.292941 loss_bbox_dn: 0.161990 loss_giou_dn: 0.292144 loss_class_aux_dn: 1.576963 loss_bbox_aux_dn: 0.921092 loss_giou_aux_dn: 1.650039 loss: 12.623168 eta: 1 day, 17:58:42 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2523 images/s [04/15 15:20:19] ppdet.engine INFO: Epoch: [37] [6100/7329] learning_rate: 0.000100 loss_class: 0.590546 loss_bbox: 0.129846 loss_giou: 0.386275 loss_class_aux: 3.806823 loss_bbox_aux: 0.862095 loss_giou_aux: 2.471961 loss_class_dn: 0.319678 loss_bbox_dn: 0.144385 loss_giou_dn: 0.406051 loss_class_aux_dn: 1.711064 loss_bbox_aux_dn: 0.852809 loss_giou_aux_dn: 2.197688 loss: 14.363724 eta: 1 day, 17:58:06 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3991 images/s [04/15 15:20:58] ppdet.engine INFO: Epoch: [37] [6200/7329] learning_rate: 0.000100 loss_class: 0.535717 loss_bbox: 0.126260 loss_giou: 0.333855 loss_class_aux: 3.386343 loss_bbox_aux: 0.813850 loss_giou_aux: 2.204327 loss_class_dn: 0.304556 loss_bbox_dn: 0.129028 loss_giou_dn: 0.330854 loss_class_aux_dn: 1.631586 loss_bbox_aux_dn: 0.803778 loss_giou_aux_dn: 1.841306 loss: 13.043056 eta: 1 day, 17:57:30 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2957 images/s [04/15 15:21:38] ppdet.engine INFO: Epoch: [37] [6300/7329] learning_rate: 0.000100 loss_class: 0.544720 loss_bbox: 0.140853 loss_giou: 0.399477 loss_class_aux: 3.509761 loss_bbox_aux: 0.893530 loss_giou_aux: 2.492462 loss_class_dn: 0.326726 loss_bbox_dn: 0.152017 loss_giou_dn: 0.369360 loss_class_aux_dn: 1.750342 loss_bbox_aux_dn: 0.856410 loss_giou_aux_dn: 2.032813 loss: 14.332154 eta: 1 day, 17:56:55 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2567 images/s [04/15 15:22:17] ppdet.engine INFO: Epoch: [37] [6400/7329] learning_rate: 0.000100 loss_class: 0.510448 loss_bbox: 0.123840 loss_giou: 0.314175 loss_class_aux: 3.337969 loss_bbox_aux: 0.807230 loss_giou_aux: 1.975814 loss_class_dn: 0.294147 loss_bbox_dn: 0.148088 loss_giou_dn: 0.323630 loss_class_aux_dn: 1.588617 loss_bbox_aux_dn: 0.877469 loss_giou_aux_dn: 1.831399 loss: 13.322489 eta: 1 day, 17:56:20 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2604 images/s [04/15 15:22:57] ppdet.engine INFO: Epoch: [37] [6500/7329] learning_rate: 0.000100 loss_class: 0.580129 loss_bbox: 0.140458 loss_giou: 0.358435 loss_class_aux: 3.876729 loss_bbox_aux: 0.926407 loss_giou_aux: 2.280349 loss_class_dn: 0.312686 loss_bbox_dn: 0.144241 loss_giou_dn: 0.361611 loss_class_aux_dn: 1.677631 loss_bbox_aux_dn: 0.833524 loss_giou_aux_dn: 1.968417 loss: 13.968569 eta: 1 day, 17:55:44 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2681 images/s [04/15 15:23:36] ppdet.engine INFO: Epoch: [37] [6600/7329] learning_rate: 0.000100 loss_class: 0.594134 loss_bbox: 0.116074 loss_giou: 0.372438 loss_class_aux: 3.839336 loss_bbox_aux: 0.792165 loss_giou_aux: 2.426231 loss_class_dn: 0.356931 loss_bbox_dn: 0.146250 loss_giou_dn: 0.369715 loss_class_aux_dn: 1.859741 loss_bbox_aux_dn: 0.844095 loss_giou_aux_dn: 2.023321 loss: 14.901914 eta: 1 day, 17:55:09 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3516 images/s [04/15 15:24:16] ppdet.engine INFO: Epoch: [37] [6700/7329] learning_rate: 0.000100 loss_class: 0.574260 loss_bbox: 0.133406 loss_giou: 0.346870 loss_class_aux: 3.623596 loss_bbox_aux: 0.859583 loss_giou_aux: 2.158540 loss_class_dn: 0.321738 loss_bbox_dn: 0.146052 loss_giou_dn: 0.346609 loss_class_aux_dn: 1.718726 loss_bbox_aux_dn: 0.816144 loss_giou_aux_dn: 1.903602 loss: 14.338051 eta: 1 day, 17:54:33 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2902 images/s [04/15 15:24:55] ppdet.engine INFO: Epoch: [37] [6800/7329] learning_rate: 0.000100 loss_class: 0.598669 loss_bbox: 0.134489 loss_giou: 0.413923 loss_class_aux: 3.740497 loss_bbox_aux: 0.878618 loss_giou_aux: 2.603456 loss_class_dn: 0.371305 loss_bbox_dn: 0.152974 loss_giou_dn: 0.410793 loss_class_aux_dn: 1.999907 loss_bbox_aux_dn: 0.902472 loss_giou_aux_dn: 2.256570 loss: 15.618494 eta: 1 day, 17:53:58 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2762 images/s [04/15 15:25:35] ppdet.engine INFO: Epoch: [37] [6900/7329] learning_rate: 0.000100 loss_class: 0.537646 loss_bbox: 0.131099 loss_giou: 0.319089 loss_class_aux: 3.502985 loss_bbox_aux: 0.875080 loss_giou_aux: 2.032052 loss_class_dn: 0.298487 loss_bbox_dn: 0.144398 loss_giou_dn: 0.302615 loss_class_aux_dn: 1.627052 loss_bbox_aux_dn: 0.847629 loss_giou_aux_dn: 1.676475 loss: 12.462112 eta: 1 day, 17:53:23 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2037 images/s [04/15 15:26:14] ppdet.engine INFO: Epoch: [37] [7000/7329] learning_rate: 0.000100 loss_class: 0.611013 loss_bbox: 0.150633 loss_giou: 0.428614 loss_class_aux: 4.020906 loss_bbox_aux: 0.999239 loss_giou_aux: 2.751295 loss_class_dn: 0.343736 loss_bbox_dn: 0.155341 loss_giou_dn: 0.401261 loss_class_aux_dn: 1.857664 loss_bbox_aux_dn: 0.895149 loss_giou_aux_dn: 2.216839 loss: 15.141224 eta: 1 day, 17:52:47 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3090 images/s [04/15 15:26:54] ppdet.engine INFO: Epoch: [37] [7100/7329] learning_rate: 0.000100 loss_class: 0.537040 loss_bbox: 0.132073 loss_giou: 0.351928 loss_class_aux: 3.569830 loss_bbox_aux: 0.878859 loss_giou_aux: 2.187841 loss_class_dn: 0.315547 loss_bbox_dn: 0.136414 loss_giou_dn: 0.353284 loss_class_aux_dn: 1.684708 loss_bbox_aux_dn: 0.849856 loss_giou_aux_dn: 1.963849 loss: 13.482877 eta: 1 day, 17:52:12 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2537 images/s [04/15 15:27:33] ppdet.engine INFO: Epoch: [37] [7200/7329] learning_rate: 0.000100 loss_class: 0.552345 loss_bbox: 0.122679 loss_giou: 0.351579 loss_class_aux: 3.520747 loss_bbox_aux: 0.809116 loss_giou_aux: 2.223714 loss_class_dn: 0.300914 loss_bbox_dn: 0.140683 loss_giou_dn: 0.341948 loss_class_aux_dn: 1.632895 loss_bbox_aux_dn: 0.819799 loss_giou_aux_dn: 1.903636 loss: 13.103178 eta: 1 day, 17:51:36 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3171 images/s [04/15 15:28:13] ppdet.engine INFO: Epoch: [37] [7300/7329] learning_rate: 0.000100 loss_class: 0.540944 loss_bbox: 0.130012 loss_giou: 0.329423 loss_class_aux: 3.529577 loss_bbox_aux: 0.909252 loss_giou_aux: 2.123295 loss_class_dn: 0.320058 loss_bbox_dn: 0.134490 loss_giou_dn: 0.338631 loss_class_aux_dn: 1.674843 loss_bbox_aux_dn: 0.846591 loss_giou_aux_dn: 1.891899 loss: 14.132011 eta: 1 day, 17:51:01 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2287 images/s [04/15 15:28:26] ppdet.engine INFO: Eval iter: 0 [04/15 15:28:38] ppdet.engine INFO: Eval iter: 100 [04/15 15:28:50] ppdet.engine INFO: Eval iter: 200 [04/15 15:29:02] ppdet.engine INFO: Eval iter: 300 [04/15 15:29:14] ppdet.engine INFO: Eval iter: 400 [04/15 15:29:26] ppdet.engine INFO: Eval iter: 500 [04/15 15:29:38] ppdet.engine INFO: Eval iter: 600 [04/15 15:30:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 15:30:01] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.76s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.74s). Accumulating evaluation results... DONE (t=16.39s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.724 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.589 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 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 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 ] = 0.731 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/15 15:31:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.63870268317415 [04/15 15:31:44] ppdet.engine INFO: Best test bbox ap is 0.542. [04/15 15:31:46] ppdet.engine INFO: Epoch: [38] [ 0/7329] learning_rate: 0.000100 loss_class: 0.536922 loss_bbox: 0.117962 loss_giou: 0.320591 loss_class_aux: 3.493790 loss_bbox_aux: 0.798628 loss_giou_aux: 2.038910 loss_class_dn: 0.302061 loss_bbox_dn: 0.140961 loss_giou_dn: 0.310272 loss_class_aux_dn: 1.624715 loss_bbox_aux_dn: 0.845345 loss_giou_aux_dn: 1.753021 loss: 12.747383 eta: 1 day, 17:50:51 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3444 images/s [04/15 15:32:27] ppdet.engine INFO: Epoch: [38] [ 100/7329] learning_rate: 0.000100 loss_class: 0.641861 loss_bbox: 0.124852 loss_giou: 0.370339 loss_class_aux: 3.950438 loss_bbox_aux: 0.847736 loss_giou_aux: 2.348427 loss_class_dn: 0.350917 loss_bbox_dn: 0.144328 loss_giou_dn: 0.367211 loss_class_aux_dn: 1.876974 loss_bbox_aux_dn: 0.907694 loss_giou_aux_dn: 2.080939 loss: 14.469540 eta: 1 day, 17:50:16 batch_cost: 0.3603 data_cost: 0.0015 ips: 11.1027 images/s [04/15 15:33:06] ppdet.engine INFO: Epoch: [38] [ 200/7329] learning_rate: 0.000100 loss_class: 0.555654 loss_bbox: 0.145745 loss_giou: 0.392318 loss_class_aux: 3.604257 loss_bbox_aux: 0.935787 loss_giou_aux: 2.632535 loss_class_dn: 0.317728 loss_bbox_dn: 0.145493 loss_giou_dn: 0.385716 loss_class_aux_dn: 1.716447 loss_bbox_aux_dn: 0.864985 loss_giou_aux_dn: 2.148322 loss: 14.404022 eta: 1 day, 17:49:41 batch_cost: 0.3580 data_cost: 0.0015 ips: 11.1736 images/s [04/15 15:33:46] ppdet.engine INFO: Epoch: [38] [ 300/7329] learning_rate: 0.000100 loss_class: 0.608549 loss_bbox: 0.129814 loss_giou: 0.369530 loss_class_aux: 3.844084 loss_bbox_aux: 0.853533 loss_giou_aux: 2.356937 loss_class_dn: 0.350976 loss_bbox_dn: 0.140040 loss_giou_dn: 0.345658 loss_class_aux_dn: 1.891531 loss_bbox_aux_dn: 0.818095 loss_giou_aux_dn: 1.932090 loss: 14.227899 eta: 1 day, 17:49:06 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2899 images/s [04/15 15:34:26] ppdet.engine INFO: Epoch: [38] [ 400/7329] learning_rate: 0.000100 loss_class: 0.565647 loss_bbox: 0.126502 loss_giou: 0.372622 loss_class_aux: 3.653321 loss_bbox_aux: 0.819322 loss_giou_aux: 2.334011 loss_class_dn: 0.323140 loss_bbox_dn: 0.130928 loss_giou_dn: 0.361836 loss_class_aux_dn: 1.764050 loss_bbox_aux_dn: 0.770319 loss_giou_aux_dn: 1.976440 loss: 13.175291 eta: 1 day, 17:48:31 batch_cost: 0.3589 data_cost: 0.0016 ips: 11.1438 images/s [04/15 15:35:05] ppdet.engine INFO: Epoch: [38] [ 500/7329] learning_rate: 0.000100 loss_class: 0.631134 loss_bbox: 0.135373 loss_giou: 0.425044 loss_class_aux: 3.975630 loss_bbox_aux: 0.938064 loss_giou_aux: 2.686203 loss_class_dn: 0.354475 loss_bbox_dn: 0.155001 loss_giou_dn: 0.412187 loss_class_aux_dn: 1.911127 loss_bbox_aux_dn: 0.920484 loss_giou_aux_dn: 2.304956 loss: 15.721928 eta: 1 day, 17:47:55 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3432 images/s [04/15 15:35:45] ppdet.engine INFO: Epoch: [38] [ 600/7329] learning_rate: 0.000100 loss_class: 0.523581 loss_bbox: 0.123934 loss_giou: 0.309626 loss_class_aux: 3.616841 loss_bbox_aux: 0.829230 loss_giou_aux: 2.013405 loss_class_dn: 0.307686 loss_bbox_dn: 0.134000 loss_giou_dn: 0.313709 loss_class_aux_dn: 1.623372 loss_bbox_aux_dn: 0.768647 loss_giou_aux_dn: 1.813876 loss: 12.900648 eta: 1 day, 17:47:20 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2520 images/s [04/15 15:36:24] ppdet.engine INFO: Epoch: [38] [ 700/7329] learning_rate: 0.000100 loss_class: 0.512689 loss_bbox: 0.111505 loss_giou: 0.325531 loss_class_aux: 3.233204 loss_bbox_aux: 0.802456 loss_giou_aux: 2.043572 loss_class_dn: 0.292801 loss_bbox_dn: 0.133208 loss_giou_dn: 0.321832 loss_class_aux_dn: 1.625141 loss_bbox_aux_dn: 0.809200 loss_giou_aux_dn: 1.832789 loss: 12.430309 eta: 1 day, 17:46:45 batch_cost: 0.3579 data_cost: 0.0015 ips: 11.1769 images/s [04/15 15:37:04] ppdet.engine INFO: Epoch: [38] [ 800/7329] learning_rate: 0.000100 loss_class: 0.567241 loss_bbox: 0.159848 loss_giou: 0.370730 loss_class_aux: 3.864757 loss_bbox_aux: 1.013209 loss_giou_aux: 2.343905 loss_class_dn: 0.338303 loss_bbox_dn: 0.176144 loss_giou_dn: 0.343712 loss_class_aux_dn: 1.793157 loss_bbox_aux_dn: 1.016585 loss_giou_aux_dn: 1.948792 loss: 14.390209 eta: 1 day, 17:46:09 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3607 images/s [04/15 15:37:43] ppdet.engine INFO: Epoch: [38] [ 900/7329] learning_rate: 0.000100 loss_class: 0.641857 loss_bbox: 0.149139 loss_giou: 0.423625 loss_class_aux: 3.949090 loss_bbox_aux: 1.012836 loss_giou_aux: 2.722683 loss_class_dn: 0.342285 loss_bbox_dn: 0.158183 loss_giou_dn: 0.417651 loss_class_aux_dn: 1.848722 loss_bbox_aux_dn: 0.983518 loss_giou_aux_dn: 2.362206 loss: 15.281396 eta: 1 day, 17:45:34 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2889 images/s [04/15 15:38:22] ppdet.engine INFO: Epoch: [38] [1000/7329] learning_rate: 0.000100 loss_class: 0.463374 loss_bbox: 0.112821 loss_giou: 0.290837 loss_class_aux: 3.098929 loss_bbox_aux: 0.720472 loss_giou_aux: 1.879752 loss_class_dn: 0.265464 loss_bbox_dn: 0.122320 loss_giou_dn: 0.269321 loss_class_aux_dn: 1.490020 loss_bbox_aux_dn: 0.734803 loss_giou_aux_dn: 1.531429 loss: 10.922615 eta: 1 day, 17:44:58 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3536 images/s [04/15 15:39:02] ppdet.engine INFO: Epoch: [38] [1100/7329] learning_rate: 0.000100 loss_class: 0.695291 loss_bbox: 0.153662 loss_giou: 0.433068 loss_class_aux: 4.359006 loss_bbox_aux: 0.977303 loss_giou_aux: 2.737154 loss_class_dn: 0.371301 loss_bbox_dn: 0.159767 loss_giou_dn: 0.436236 loss_class_aux_dn: 2.018015 loss_bbox_aux_dn: 0.938400 loss_giou_aux_dn: 2.375206 loss: 15.674553 eta: 1 day, 17:44:23 batch_cost: 0.3553 data_cost: 0.0016 ips: 11.2586 images/s [04/15 15:39:41] ppdet.engine INFO: Epoch: [38] [1200/7329] learning_rate: 0.000100 loss_class: 0.591348 loss_bbox: 0.130732 loss_giou: 0.380101 loss_class_aux: 3.814643 loss_bbox_aux: 0.921128 loss_giou_aux: 2.467600 loss_class_dn: 0.340544 loss_bbox_dn: 0.141650 loss_giou_dn: 0.407831 loss_class_aux_dn: 1.810274 loss_bbox_aux_dn: 0.882739 loss_giou_aux_dn: 2.287867 loss: 14.023796 eta: 1 day, 17:43:47 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2450 images/s [04/15 15:40:21] ppdet.engine INFO: Epoch: [38] [1300/7329] learning_rate: 0.000100 loss_class: 0.557796 loss_bbox: 0.136212 loss_giou: 0.362938 loss_class_aux: 3.678923 loss_bbox_aux: 0.909944 loss_giou_aux: 2.336892 loss_class_dn: 0.328240 loss_bbox_dn: 0.140576 loss_giou_dn: 0.347991 loss_class_aux_dn: 1.780797 loss_bbox_aux_dn: 0.848822 loss_giou_aux_dn: 1.959677 loss: 13.502579 eta: 1 day, 17:43:12 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3203 images/s [04/15 15:41:00] ppdet.engine INFO: Epoch: [38] [1400/7329] learning_rate: 0.000100 loss_class: 0.645263 loss_bbox: 0.151538 loss_giou: 0.439966 loss_class_aux: 4.182690 loss_bbox_aux: 1.030641 loss_giou_aux: 2.751982 loss_class_dn: 0.354680 loss_bbox_dn: 0.154949 loss_giou_dn: 0.424837 loss_class_aux_dn: 1.951854 loss_bbox_aux_dn: 0.896546 loss_giou_aux_dn: 2.266972 loss: 16.006918 eta: 1 day, 17:42:36 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3047 images/s [04/15 15:41:40] ppdet.engine INFO: Epoch: [38] [1500/7329] learning_rate: 0.000100 loss_class: 0.547620 loss_bbox: 0.128061 loss_giou: 0.364392 loss_class_aux: 3.585096 loss_bbox_aux: 0.873857 loss_giou_aux: 2.322232 loss_class_dn: 0.315111 loss_bbox_dn: 0.154153 loss_giou_dn: 0.352299 loss_class_aux_dn: 1.710645 loss_bbox_aux_dn: 0.913560 loss_giou_aux_dn: 1.998872 loss: 13.661665 eta: 1 day, 17:42:01 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2187 images/s [04/15 15:42:19] ppdet.engine INFO: Epoch: [38] [1600/7329] learning_rate: 0.000100 loss_class: 0.595919 loss_bbox: 0.134539 loss_giou: 0.357509 loss_class_aux: 3.742507 loss_bbox_aux: 0.892621 loss_giou_aux: 2.298799 loss_class_dn: 0.322618 loss_bbox_dn: 0.145276 loss_giou_dn: 0.373280 loss_class_aux_dn: 1.718308 loss_bbox_aux_dn: 0.883118 loss_giou_aux_dn: 2.030100 loss: 14.005188 eta: 1 day, 17:41:26 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2304 images/s [04/15 15:42:59] ppdet.engine INFO: Epoch: [38] [1700/7329] learning_rate: 0.000100 loss_class: 0.603936 loss_bbox: 0.122364 loss_giou: 0.386775 loss_class_aux: 3.795915 loss_bbox_aux: 0.813503 loss_giou_aux: 2.483779 loss_class_dn: 0.348157 loss_bbox_dn: 0.137175 loss_giou_dn: 0.376257 loss_class_aux_dn: 1.808972 loss_bbox_aux_dn: 0.870627 loss_giou_aux_dn: 2.065980 loss: 14.428215 eta: 1 day, 17:40:50 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2968 images/s [04/15 15:43:38] ppdet.engine INFO: Epoch: [38] [1800/7329] learning_rate: 0.000100 loss_class: 0.601345 loss_bbox: 0.130317 loss_giou: 0.370078 loss_class_aux: 3.816808 loss_bbox_aux: 0.875812 loss_giou_aux: 2.353176 loss_class_dn: 0.342702 loss_bbox_dn: 0.125549 loss_giou_dn: 0.352300 loss_class_aux_dn: 1.872997 loss_bbox_aux_dn: 0.768104 loss_giou_aux_dn: 1.956312 loss: 14.875103 eta: 1 day, 17:40:15 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3347 images/s [04/15 15:44:18] ppdet.engine INFO: Epoch: [38] [1900/7329] learning_rate: 0.000100 loss_class: 0.584406 loss_bbox: 0.141809 loss_giou: 0.357174 loss_class_aux: 3.780835 loss_bbox_aux: 0.903944 loss_giou_aux: 2.277513 loss_class_dn: 0.333501 loss_bbox_dn: 0.137709 loss_giou_dn: 0.357202 loss_class_aux_dn: 1.799062 loss_bbox_aux_dn: 0.803097 loss_giou_aux_dn: 2.025014 loss: 14.358225 eta: 1 day, 17:39:40 batch_cost: 0.3572 data_cost: 0.0015 ips: 11.1968 images/s [04/15 15:44:57] ppdet.engine INFO: Epoch: [38] [2000/7329] learning_rate: 0.000100 loss_class: 0.542777 loss_bbox: 0.136360 loss_giou: 0.374235 loss_class_aux: 3.541665 loss_bbox_aux: 0.883596 loss_giou_aux: 2.336192 loss_class_dn: 0.330974 loss_bbox_dn: 0.138849 loss_giou_dn: 0.360941 loss_class_aux_dn: 1.791440 loss_bbox_aux_dn: 0.851932 loss_giou_aux_dn: 2.011925 loss: 14.268406 eta: 1 day, 17:39:04 batch_cost: 0.3505 data_cost: 0.0015 ips: 11.4120 images/s [04/15 15:45:36] ppdet.engine INFO: Epoch: [38] [2100/7329] learning_rate: 0.000100 loss_class: 0.562886 loss_bbox: 0.125665 loss_giou: 0.393067 loss_class_aux: 3.404931 loss_bbox_aux: 0.812952 loss_giou_aux: 2.485244 loss_class_dn: 0.322373 loss_bbox_dn: 0.124567 loss_giou_dn: 0.346012 loss_class_aux_dn: 1.727963 loss_bbox_aux_dn: 0.738490 loss_giou_aux_dn: 1.925742 loss: 13.597612 eta: 1 day, 17:38:28 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3041 images/s [04/15 15:46:16] ppdet.engine INFO: Epoch: [38] [2200/7329] learning_rate: 0.000100 loss_class: 0.491004 loss_bbox: 0.126219 loss_giou: 0.347137 loss_class_aux: 3.102483 loss_bbox_aux: 0.871875 loss_giou_aux: 2.212027 loss_class_dn: 0.291892 loss_bbox_dn: 0.135812 loss_giou_dn: 0.322734 loss_class_aux_dn: 1.581107 loss_bbox_aux_dn: 0.777363 loss_giou_aux_dn: 1.796139 loss: 12.807764 eta: 1 day, 17:37:53 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3513 images/s [04/15 15:46:55] ppdet.engine INFO: Epoch: [38] [2300/7329] learning_rate: 0.000100 loss_class: 0.570636 loss_bbox: 0.134977 loss_giou: 0.407209 loss_class_aux: 3.781947 loss_bbox_aux: 0.880927 loss_giou_aux: 2.552229 loss_class_dn: 0.337190 loss_bbox_dn: 0.150912 loss_giou_dn: 0.380395 loss_class_aux_dn: 1.804590 loss_bbox_aux_dn: 0.916127 loss_giou_aux_dn: 2.117573 loss: 14.100550 eta: 1 day, 17:37:17 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.2988 images/s [04/15 15:47:34] ppdet.engine INFO: Epoch: [38] [2400/7329] learning_rate: 0.000100 loss_class: 0.568834 loss_bbox: 0.141735 loss_giou: 0.384634 loss_class_aux: 3.753934 loss_bbox_aux: 0.938586 loss_giou_aux: 2.426080 loss_class_dn: 0.317192 loss_bbox_dn: 0.145712 loss_giou_dn: 0.361178 loss_class_aux_dn: 1.753846 loss_bbox_aux_dn: 0.870207 loss_giou_aux_dn: 1.947109 loss: 13.415011 eta: 1 day, 17:36:41 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3445 images/s [04/15 15:48:14] ppdet.engine INFO: Epoch: [38] [2500/7329] learning_rate: 0.000100 loss_class: 0.510930 loss_bbox: 0.124863 loss_giou: 0.352998 loss_class_aux: 3.257079 loss_bbox_aux: 0.813015 loss_giou_aux: 2.270230 loss_class_dn: 0.291377 loss_bbox_dn: 0.137419 loss_giou_dn: 0.310507 loss_class_aux_dn: 1.589238 loss_bbox_aux_dn: 0.851228 loss_giou_aux_dn: 1.750925 loss: 12.455484 eta: 1 day, 17:36:06 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2844 images/s [04/15 15:48:53] ppdet.engine INFO: Epoch: [38] [2600/7329] learning_rate: 0.000100 loss_class: 0.579631 loss_bbox: 0.128479 loss_giou: 0.405504 loss_class_aux: 3.812825 loss_bbox_aux: 0.868744 loss_giou_aux: 2.582256 loss_class_dn: 0.318803 loss_bbox_dn: 0.155597 loss_giou_dn: 0.376308 loss_class_aux_dn: 1.742718 loss_bbox_aux_dn: 0.944107 loss_giou_aux_dn: 2.081160 loss: 14.299592 eta: 1 day, 17:35:30 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3703 images/s [04/15 15:49:33] ppdet.engine INFO: Epoch: [38] [2700/7329] learning_rate: 0.000100 loss_class: 0.642811 loss_bbox: 0.140276 loss_giou: 0.400167 loss_class_aux: 4.079666 loss_bbox_aux: 0.934289 loss_giou_aux: 2.567323 loss_class_dn: 0.367635 loss_bbox_dn: 0.148015 loss_giou_dn: 0.398827 loss_class_aux_dn: 2.019443 loss_bbox_aux_dn: 0.856966 loss_giou_aux_dn: 2.176430 loss: 15.330994 eta: 1 day, 17:34:55 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2383 images/s [04/15 15:50:12] ppdet.engine INFO: Epoch: [38] [2800/7329] learning_rate: 0.000100 loss_class: 0.620935 loss_bbox: 0.141900 loss_giou: 0.400592 loss_class_aux: 4.042897 loss_bbox_aux: 0.934807 loss_giou_aux: 2.610178 loss_class_dn: 0.343135 loss_bbox_dn: 0.146341 loss_giou_dn: 0.417998 loss_class_aux_dn: 1.867902 loss_bbox_aux_dn: 0.860285 loss_giou_aux_dn: 2.262978 loss: 15.980610 eta: 1 day, 17:34:20 batch_cost: 0.3577 data_cost: 0.0015 ips: 11.1825 images/s [04/15 15:50:52] ppdet.engine INFO: Epoch: [38] [2900/7329] learning_rate: 0.000100 loss_class: 0.537476 loss_bbox: 0.128074 loss_giou: 0.394750 loss_class_aux: 3.418046 loss_bbox_aux: 0.851371 loss_giou_aux: 2.479630 loss_class_dn: 0.318469 loss_bbox_dn: 0.121611 loss_giou_dn: 0.374551 loss_class_aux_dn: 1.698542 loss_bbox_aux_dn: 0.678628 loss_giou_aux_dn: 2.040193 loss: 14.046091 eta: 1 day, 17:33:45 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2704 images/s [04/15 15:51:31] ppdet.engine INFO: Epoch: [38] [3000/7329] learning_rate: 0.000100 loss_class: 0.565069 loss_bbox: 0.131522 loss_giou: 0.364725 loss_class_aux: 3.593680 loss_bbox_aux: 0.913502 loss_giou_aux: 2.419362 loss_class_dn: 0.329948 loss_bbox_dn: 0.155857 loss_giou_dn: 0.370245 loss_class_aux_dn: 1.781513 loss_bbox_aux_dn: 0.935839 loss_giou_aux_dn: 2.083235 loss: 14.194702 eta: 1 day, 17:33:09 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2796 images/s [04/15 15:52:11] ppdet.engine INFO: Epoch: [38] [3100/7329] learning_rate: 0.000100 loss_class: 0.603713 loss_bbox: 0.130746 loss_giou: 0.378377 loss_class_aux: 3.887415 loss_bbox_aux: 0.873075 loss_giou_aux: 2.454994 loss_class_dn: 0.334617 loss_bbox_dn: 0.140441 loss_giou_dn: 0.369907 loss_class_aux_dn: 1.854358 loss_bbox_aux_dn: 0.843810 loss_giou_aux_dn: 2.055455 loss: 14.423493 eta: 1 day, 17:32:34 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2450 images/s [04/15 15:52:50] ppdet.engine INFO: Epoch: [38] [3200/7329] learning_rate: 0.000100 loss_class: 0.622673 loss_bbox: 0.138044 loss_giou: 0.436324 loss_class_aux: 4.079451 loss_bbox_aux: 0.909693 loss_giou_aux: 2.746479 loss_class_dn: 0.364098 loss_bbox_dn: 0.151507 loss_giou_dn: 0.422226 loss_class_aux_dn: 1.939298 loss_bbox_aux_dn: 0.906299 loss_giou_aux_dn: 2.377480 loss: 15.583625 eta: 1 day, 17:31:58 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3211 images/s [04/15 15:53:30] ppdet.engine INFO: Epoch: [38] [3300/7329] learning_rate: 0.000100 loss_class: 0.578394 loss_bbox: 0.131967 loss_giou: 0.421199 loss_class_aux: 3.726350 loss_bbox_aux: 0.881124 loss_giou_aux: 2.748794 loss_class_dn: 0.335044 loss_bbox_dn: 0.161372 loss_giou_dn: 0.403408 loss_class_aux_dn: 1.813982 loss_bbox_aux_dn: 0.941313 loss_giou_aux_dn: 2.266288 loss: 14.599619 eta: 1 day, 17:31:23 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3118 images/s [04/15 15:54:09] ppdet.engine INFO: Epoch: [38] [3400/7329] learning_rate: 0.000100 loss_class: 0.529648 loss_bbox: 0.140852 loss_giou: 0.322319 loss_class_aux: 3.541995 loss_bbox_aux: 0.875540 loss_giou_aux: 2.103741 loss_class_dn: 0.282791 loss_bbox_dn: 0.155231 loss_giou_dn: 0.312425 loss_class_aux_dn: 1.531034 loss_bbox_aux_dn: 0.923494 loss_giou_aux_dn: 1.818915 loss: 12.269287 eta: 1 day, 17:30:47 batch_cost: 0.3512 data_cost: 0.0015 ips: 11.3890 images/s [04/15 15:54:49] ppdet.engine INFO: Epoch: [38] [3500/7329] learning_rate: 0.000100 loss_class: 0.574528 loss_bbox: 0.139022 loss_giou: 0.393992 loss_class_aux: 3.884593 loss_bbox_aux: 0.920367 loss_giou_aux: 2.515234 loss_class_dn: 0.335413 loss_bbox_dn: 0.144481 loss_giou_dn: 0.371151 loss_class_aux_dn: 1.791705 loss_bbox_aux_dn: 0.853324 loss_giou_aux_dn: 2.050069 loss: 14.221418 eta: 1 day, 17:30:12 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1992 images/s [04/15 15:55:28] ppdet.engine INFO: Epoch: [38] [3600/7329] learning_rate: 0.000100 loss_class: 0.572243 loss_bbox: 0.121561 loss_giou: 0.390050 loss_class_aux: 3.596795 loss_bbox_aux: 0.787052 loss_giou_aux: 2.488931 loss_class_dn: 0.315799 loss_bbox_dn: 0.130775 loss_giou_dn: 0.379786 loss_class_aux_dn: 1.698142 loss_bbox_aux_dn: 0.787729 loss_giou_aux_dn: 2.020750 loss: 14.671554 eta: 1 day, 17:29:36 batch_cost: 0.3503 data_cost: 0.0015 ips: 11.4186 images/s [04/15 15:56:07] ppdet.engine INFO: Epoch: [38] [3700/7329] learning_rate: 0.000100 loss_class: 0.529803 loss_bbox: 0.126965 loss_giou: 0.335303 loss_class_aux: 3.416932 loss_bbox_aux: 0.847208 loss_giou_aux: 2.119592 loss_class_dn: 0.293610 loss_bbox_dn: 0.144247 loss_giou_dn: 0.303735 loss_class_aux_dn: 1.594321 loss_bbox_aux_dn: 0.886781 loss_giou_aux_dn: 1.707710 loss: 12.944496 eta: 1 day, 17:29:01 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2222 images/s [04/15 15:56:47] ppdet.engine INFO: Epoch: [38] [3800/7329] learning_rate: 0.000100 loss_class: 0.594887 loss_bbox: 0.122674 loss_giou: 0.383336 loss_class_aux: 3.831043 loss_bbox_aux: 0.815048 loss_giou_aux: 2.443249 loss_class_dn: 0.329960 loss_bbox_dn: 0.137135 loss_giou_dn: 0.345934 loss_class_aux_dn: 1.792574 loss_bbox_aux_dn: 0.805577 loss_giou_aux_dn: 1.950176 loss: 14.293711 eta: 1 day, 17:28:26 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1994 images/s [04/15 15:57:27] ppdet.engine INFO: Epoch: [38] [3900/7329] learning_rate: 0.000100 loss_class: 0.573541 loss_bbox: 0.130749 loss_giou: 0.388530 loss_class_aux: 3.695001 loss_bbox_aux: 0.836649 loss_giou_aux: 2.441366 loss_class_dn: 0.308144 loss_bbox_dn: 0.129275 loss_giou_dn: 0.344010 loss_class_aux_dn: 1.681068 loss_bbox_aux_dn: 0.819705 loss_giou_aux_dn: 1.968480 loss: 13.619763 eta: 1 day, 17:27:50 batch_cost: 0.3558 data_cost: 0.0015 ips: 11.2408 images/s [04/15 15:58:06] ppdet.engine INFO: Epoch: [38] [4000/7329] learning_rate: 0.000100 loss_class: 0.605436 loss_bbox: 0.163653 loss_giou: 0.432137 loss_class_aux: 3.830627 loss_bbox_aux: 1.057523 loss_giou_aux: 2.749969 loss_class_dn: 0.361814 loss_bbox_dn: 0.156681 loss_giou_dn: 0.421175 loss_class_aux_dn: 1.931620 loss_bbox_aux_dn: 0.946046 loss_giou_aux_dn: 2.326477 loss: 15.649492 eta: 1 day, 17:27:15 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2516 images/s [04/15 15:58:46] ppdet.engine INFO: Epoch: [38] [4100/7329] learning_rate: 0.000100 loss_class: 0.588619 loss_bbox: 0.144827 loss_giou: 0.373286 loss_class_aux: 3.817254 loss_bbox_aux: 0.917744 loss_giou_aux: 2.370416 loss_class_dn: 0.337353 loss_bbox_dn: 0.148293 loss_giou_dn: 0.373900 loss_class_aux_dn: 1.820087 loss_bbox_aux_dn: 0.833926 loss_giou_aux_dn: 2.066304 loss: 14.196999 eta: 1 day, 17:26:40 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2719 images/s [04/15 15:59:25] ppdet.engine INFO: Epoch: [38] [4200/7329] learning_rate: 0.000100 loss_class: 0.654254 loss_bbox: 0.132987 loss_giou: 0.391141 loss_class_aux: 3.879247 loss_bbox_aux: 0.902132 loss_giou_aux: 2.551839 loss_class_dn: 0.362472 loss_bbox_dn: 0.152093 loss_giou_dn: 0.403354 loss_class_aux_dn: 1.930817 loss_bbox_aux_dn: 0.884032 loss_giou_aux_dn: 2.265273 loss: 15.100769 eta: 1 day, 17:26:04 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2772 images/s [04/15 16:00:05] ppdet.engine INFO: Epoch: [38] [4300/7329] learning_rate: 0.000100 loss_class: 0.572158 loss_bbox: 0.133720 loss_giou: 0.376036 loss_class_aux: 3.593952 loss_bbox_aux: 0.883526 loss_giou_aux: 2.439357 loss_class_dn: 0.315533 loss_bbox_dn: 0.148210 loss_giou_dn: 0.371270 loss_class_aux_dn: 1.667859 loss_bbox_aux_dn: 0.929648 loss_giou_aux_dn: 2.030983 loss: 13.776368 eta: 1 day, 17:25:29 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2343 images/s [04/15 16:00:45] ppdet.engine INFO: Epoch: [38] [4400/7329] learning_rate: 0.000100 loss_class: 0.583077 loss_bbox: 0.126654 loss_giou: 0.446717 loss_class_aux: 3.632422 loss_bbox_aux: 0.865789 loss_giou_aux: 2.759053 loss_class_dn: 0.359252 loss_bbox_dn: 0.127437 loss_giou_dn: 0.437094 loss_class_aux_dn: 1.909049 loss_bbox_aux_dn: 0.740695 loss_giou_aux_dn: 2.438626 loss: 15.975187 eta: 1 day, 17:24:54 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1948 images/s [04/15 16:01:24] ppdet.engine INFO: Epoch: [38] [4500/7329] learning_rate: 0.000100 loss_class: 0.582432 loss_bbox: 0.123242 loss_giou: 0.334860 loss_class_aux: 3.617047 loss_bbox_aux: 0.809434 loss_giou_aux: 2.150975 loss_class_dn: 0.300967 loss_bbox_dn: 0.132798 loss_giou_dn: 0.344263 loss_class_aux_dn: 1.634666 loss_bbox_aux_dn: 0.758780 loss_giou_aux_dn: 1.935160 loss: 13.119507 eta: 1 day, 17:24:18 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3331 images/s [04/15 16:02:03] ppdet.engine INFO: Epoch: [38] [4600/7329] learning_rate: 0.000100 loss_class: 0.497120 loss_bbox: 0.109038 loss_giou: 0.365053 loss_class_aux: 3.120825 loss_bbox_aux: 0.745003 loss_giou_aux: 2.357234 loss_class_dn: 0.303670 loss_bbox_dn: 0.116265 loss_giou_dn: 0.357466 loss_class_aux_dn: 1.655704 loss_bbox_aux_dn: 0.774578 loss_giou_aux_dn: 1.989253 loss: 12.989070 eta: 1 day, 17:23:43 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3374 images/s [04/15 16:02:42] ppdet.engine INFO: Epoch: [38] [4700/7329] learning_rate: 0.000100 loss_class: 0.585253 loss_bbox: 0.139985 loss_giou: 0.328749 loss_class_aux: 3.632798 loss_bbox_aux: 0.898955 loss_giou_aux: 2.068681 loss_class_dn: 0.333192 loss_bbox_dn: 0.147543 loss_giou_dn: 0.352540 loss_class_aux_dn: 1.771142 loss_bbox_aux_dn: 0.874277 loss_giou_aux_dn: 2.039015 loss: 14.784943 eta: 1 day, 17:23:07 batch_cost: 0.3518 data_cost: 0.0015 ips: 11.3688 images/s [04/15 16:03:22] ppdet.engine INFO: Epoch: [38] [4800/7329] learning_rate: 0.000100 loss_class: 0.566397 loss_bbox: 0.138703 loss_giou: 0.404382 loss_class_aux: 3.685998 loss_bbox_aux: 0.904964 loss_giou_aux: 2.646844 loss_class_dn: 0.339146 loss_bbox_dn: 0.136860 loss_giou_dn: 0.407534 loss_class_aux_dn: 1.839695 loss_bbox_aux_dn: 0.808501 loss_giou_aux_dn: 2.263169 loss: 14.124514 eta: 1 day, 17:22:31 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3000 images/s [04/15 16:04:01] ppdet.engine INFO: Epoch: [38] [4900/7329] learning_rate: 0.000100 loss_class: 0.600700 loss_bbox: 0.126665 loss_giou: 0.447696 loss_class_aux: 3.906000 loss_bbox_aux: 0.862450 loss_giou_aux: 2.763828 loss_class_dn: 0.346823 loss_bbox_dn: 0.129056 loss_giou_dn: 0.411246 loss_class_aux_dn: 1.853163 loss_bbox_aux_dn: 0.786105 loss_giou_aux_dn: 2.326385 loss: 15.194199 eta: 1 day, 17:21:56 batch_cost: 0.3562 data_cost: 0.0015 ips: 11.2310 images/s [04/15 16:04:41] ppdet.engine INFO: Epoch: [38] [5000/7329] learning_rate: 0.000100 loss_class: 0.549520 loss_bbox: 0.116757 loss_giou: 0.364760 loss_class_aux: 3.543549 loss_bbox_aux: 0.760218 loss_giou_aux: 2.409403 loss_class_dn: 0.307481 loss_bbox_dn: 0.128908 loss_giou_dn: 0.354376 loss_class_aux_dn: 1.638446 loss_bbox_aux_dn: 0.804680 loss_giou_aux_dn: 1.984061 loss: 13.611641 eta: 1 day, 17:21:21 batch_cost: 0.3530 data_cost: 0.0015 ips: 11.3302 images/s [04/15 16:05:20] ppdet.engine INFO: Epoch: [38] [5100/7329] learning_rate: 0.000100 loss_class: 0.544653 loss_bbox: 0.154509 loss_giou: 0.381767 loss_class_aux: 3.456823 loss_bbox_aux: 0.951468 loss_giou_aux: 2.437350 loss_class_dn: 0.305818 loss_bbox_dn: 0.149756 loss_giou_dn: 0.347033 loss_class_aux_dn: 1.615802 loss_bbox_aux_dn: 0.894634 loss_giou_aux_dn: 1.931526 loss: 13.198735 eta: 1 day, 17:20:45 batch_cost: 0.3509 data_cost: 0.0015 ips: 11.4003 images/s [04/15 16:05:59] ppdet.engine INFO: Epoch: [38] [5200/7329] learning_rate: 0.000100 loss_class: 0.588471 loss_bbox: 0.130757 loss_giou: 0.329490 loss_class_aux: 3.733301 loss_bbox_aux: 0.907455 loss_giou_aux: 2.094332 loss_class_dn: 0.319368 loss_bbox_dn: 0.152403 loss_giou_dn: 0.327852 loss_class_aux_dn: 1.714504 loss_bbox_aux_dn: 0.959132 loss_giou_aux_dn: 1.825107 loss: 13.313292 eta: 1 day, 17:20:09 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3353 images/s [04/15 16:06:38] ppdet.engine INFO: Epoch: [38] [5300/7329] learning_rate: 0.000100 loss_class: 0.532268 loss_bbox: 0.137314 loss_giou: 0.362760 loss_class_aux: 3.374584 loss_bbox_aux: 0.904217 loss_giou_aux: 2.330619 loss_class_dn: 0.326598 loss_bbox_dn: 0.141824 loss_giou_dn: 0.362197 loss_class_aux_dn: 1.778336 loss_bbox_aux_dn: 0.824785 loss_giou_aux_dn: 1.989126 loss: 14.152553 eta: 1 day, 17:19:33 batch_cost: 0.3504 data_cost: 0.0015 ips: 11.4140 images/s [04/15 16:07:18] ppdet.engine INFO: Epoch: [38] [5400/7329] learning_rate: 0.000100 loss_class: 0.608126 loss_bbox: 0.127799 loss_giou: 0.364520 loss_class_aux: 3.843197 loss_bbox_aux: 0.826770 loss_giou_aux: 2.342422 loss_class_dn: 0.335635 loss_bbox_dn: 0.146473 loss_giou_dn: 0.343256 loss_class_aux_dn: 1.817529 loss_bbox_aux_dn: 0.874120 loss_giou_aux_dn: 1.978302 loss: 13.851910 eta: 1 day, 17:18:58 batch_cost: 0.3560 data_cost: 0.0015 ips: 11.2354 images/s [04/15 16:07:57] ppdet.engine INFO: Epoch: [38] [5500/7329] learning_rate: 0.000100 loss_class: 0.574625 loss_bbox: 0.124112 loss_giou: 0.387330 loss_class_aux: 3.661134 loss_bbox_aux: 0.818003 loss_giou_aux: 2.464116 loss_class_dn: 0.345323 loss_bbox_dn: 0.154353 loss_giou_dn: 0.378141 loss_class_aux_dn: 1.838777 loss_bbox_aux_dn: 0.883494 loss_giou_aux_dn: 2.104579 loss: 14.110268 eta: 1 day, 17:18:22 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3065 images/s [04/15 16:08:37] ppdet.engine INFO: Epoch: [38] [5600/7329] learning_rate: 0.000100 loss_class: 0.569181 loss_bbox: 0.129525 loss_giou: 0.318843 loss_class_aux: 3.659066 loss_bbox_aux: 0.842666 loss_giou_aux: 2.032003 loss_class_dn: 0.296717 loss_bbox_dn: 0.139872 loss_giou_dn: 0.291304 loss_class_aux_dn: 1.629748 loss_bbox_aux_dn: 0.830205 loss_giou_aux_dn: 1.664256 loss: 13.042912 eta: 1 day, 17:17:47 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2129 images/s [04/15 16:09:16] ppdet.engine INFO: Epoch: [38] [5700/7329] learning_rate: 0.000100 loss_class: 0.556786 loss_bbox: 0.131202 loss_giou: 0.358486 loss_class_aux: 3.723773 loss_bbox_aux: 0.815090 loss_giou_aux: 2.341846 loss_class_dn: 0.313191 loss_bbox_dn: 0.136999 loss_giou_dn: 0.354312 loss_class_aux_dn: 1.658050 loss_bbox_aux_dn: 0.823988 loss_giou_aux_dn: 1.973406 loss: 13.623087 eta: 1 day, 17:17:11 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3344 images/s [04/15 16:09:56] ppdet.engine INFO: Epoch: [38] [5800/7329] learning_rate: 0.000100 loss_class: 0.590700 loss_bbox: 0.147584 loss_giou: 0.384181 loss_class_aux: 3.712477 loss_bbox_aux: 1.004822 loss_giou_aux: 2.509491 loss_class_dn: 0.349683 loss_bbox_dn: 0.148134 loss_giou_dn: 0.405996 loss_class_aux_dn: 1.857284 loss_bbox_aux_dn: 0.908259 loss_giou_aux_dn: 2.233552 loss: 14.637756 eta: 1 day, 17:16:36 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2023 images/s [04/15 16:10:35] ppdet.engine INFO: Epoch: [38] [5900/7329] learning_rate: 0.000100 loss_class: 0.603786 loss_bbox: 0.130773 loss_giou: 0.343031 loss_class_aux: 3.829920 loss_bbox_aux: 0.889788 loss_giou_aux: 2.180307 loss_class_dn: 0.331487 loss_bbox_dn: 0.153743 loss_giou_dn: 0.348398 loss_class_aux_dn: 1.742401 loss_bbox_aux_dn: 0.861931 loss_giou_aux_dn: 1.922476 loss: 13.944016 eta: 1 day, 17:16:00 batch_cost: 0.3511 data_cost: 0.0015 ips: 11.3929 images/s [04/15 16:11:15] ppdet.engine INFO: Epoch: [38] [6000/7329] learning_rate: 0.000100 loss_class: 0.558178 loss_bbox: 0.131628 loss_giou: 0.338829 loss_class_aux: 3.536358 loss_bbox_aux: 0.899518 loss_giou_aux: 2.170271 loss_class_dn: 0.305528 loss_bbox_dn: 0.146040 loss_giou_dn: 0.332908 loss_class_aux_dn: 1.647117 loss_bbox_aux_dn: 0.883084 loss_giou_aux_dn: 1.821565 loss: 13.120333 eta: 1 day, 17:15:25 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2142 images/s [04/15 16:11:54] ppdet.engine INFO: Epoch: [38] [6100/7329] learning_rate: 0.000100 loss_class: 0.540943 loss_bbox: 0.121493 loss_giou: 0.354858 loss_class_aux: 3.454335 loss_bbox_aux: 0.793773 loss_giou_aux: 2.239322 loss_class_dn: 0.300410 loss_bbox_dn: 0.127340 loss_giou_dn: 0.343460 loss_class_aux_dn: 1.632562 loss_bbox_aux_dn: 0.765081 loss_giou_aux_dn: 1.859638 loss: 12.822317 eta: 1 day, 17:14:49 batch_cost: 0.3518 data_cost: 0.0015 ips: 11.3706 images/s [04/15 16:12:33] ppdet.engine INFO: Epoch: [38] [6200/7329] learning_rate: 0.000100 loss_class: 0.658580 loss_bbox: 0.153326 loss_giou: 0.373360 loss_class_aux: 4.072569 loss_bbox_aux: 0.966201 loss_giou_aux: 2.425814 loss_class_dn: 0.362877 loss_bbox_dn: 0.172553 loss_giou_dn: 0.383757 loss_class_aux_dn: 1.949880 loss_bbox_aux_dn: 0.998271 loss_giou_aux_dn: 2.166534 loss: 15.633225 eta: 1 day, 17:14:14 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3337 images/s [04/15 16:13:13] ppdet.engine INFO: Epoch: [38] [6300/7329] learning_rate: 0.000100 loss_class: 0.569251 loss_bbox: 0.141892 loss_giou: 0.297550 loss_class_aux: 3.702544 loss_bbox_aux: 0.865014 loss_giou_aux: 1.861957 loss_class_dn: 0.306380 loss_bbox_dn: 0.151515 loss_giou_dn: 0.301129 loss_class_aux_dn: 1.694228 loss_bbox_aux_dn: 0.867841 loss_giou_aux_dn: 1.685040 loss: 13.402002 eta: 1 day, 17:13:39 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2016 images/s [04/15 16:13:52] ppdet.engine INFO: Epoch: [38] [6400/7329] learning_rate: 0.000100 loss_class: 0.593322 loss_bbox: 0.125535 loss_giou: 0.391666 loss_class_aux: 3.653039 loss_bbox_aux: 0.826661 loss_giou_aux: 2.422651 loss_class_dn: 0.319816 loss_bbox_dn: 0.130318 loss_giou_dn: 0.382896 loss_class_aux_dn: 1.729584 loss_bbox_aux_dn: 0.766563 loss_giou_aux_dn: 2.089843 loss: 13.897512 eta: 1 day, 17:13:03 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2712 images/s [04/15 16:14:32] ppdet.engine INFO: Epoch: [38] [6500/7329] learning_rate: 0.000100 loss_class: 0.564804 loss_bbox: 0.131000 loss_giou: 0.365636 loss_class_aux: 3.733348 loss_bbox_aux: 0.887182 loss_giou_aux: 2.269856 loss_class_dn: 0.327858 loss_bbox_dn: 0.147076 loss_giou_dn: 0.364303 loss_class_aux_dn: 1.760958 loss_bbox_aux_dn: 0.858205 loss_giou_aux_dn: 2.029262 loss: 14.220045 eta: 1 day, 17:12:28 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3032 images/s [04/15 16:15:11] ppdet.engine INFO: Epoch: [38] [6600/7329] learning_rate: 0.000100 loss_class: 0.588068 loss_bbox: 0.129130 loss_giou: 0.397000 loss_class_aux: 3.822919 loss_bbox_aux: 0.878254 loss_giou_aux: 2.479455 loss_class_dn: 0.347569 loss_bbox_dn: 0.145940 loss_giou_dn: 0.355134 loss_class_aux_dn: 1.879167 loss_bbox_aux_dn: 0.913282 loss_giou_aux_dn: 1.966402 loss: 14.663326 eta: 1 day, 17:11:52 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2959 images/s [04/15 16:15:50] ppdet.engine INFO: Epoch: [38] [6700/7329] learning_rate: 0.000100 loss_class: 0.597866 loss_bbox: 0.131584 loss_giou: 0.395724 loss_class_aux: 3.755126 loss_bbox_aux: 0.882872 loss_giou_aux: 2.503355 loss_class_dn: 0.346146 loss_bbox_dn: 0.138254 loss_giou_dn: 0.369321 loss_class_aux_dn: 1.876119 loss_bbox_aux_dn: 0.829332 loss_giou_aux_dn: 2.109331 loss: 14.794184 eta: 1 day, 17:11:17 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3145 images/s [04/15 16:16:30] ppdet.engine INFO: Epoch: [38] [6800/7329] learning_rate: 0.000100 loss_class: 0.563229 loss_bbox: 0.126222 loss_giou: 0.420744 loss_class_aux: 3.632433 loss_bbox_aux: 0.816011 loss_giou_aux: 2.740278 loss_class_dn: 0.332329 loss_bbox_dn: 0.131241 loss_giou_dn: 0.369545 loss_class_aux_dn: 1.739169 loss_bbox_aux_dn: 0.823319 loss_giou_aux_dn: 2.105496 loss: 14.378098 eta: 1 day, 17:10:41 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2665 images/s [04/15 16:17:09] ppdet.engine INFO: Epoch: [38] [6900/7329] learning_rate: 0.000100 loss_class: 0.613043 loss_bbox: 0.124756 loss_giou: 0.374976 loss_class_aux: 3.803291 loss_bbox_aux: 0.856153 loss_giou_aux: 2.334853 loss_class_dn: 0.340547 loss_bbox_dn: 0.144764 loss_giou_dn: 0.392999 loss_class_aux_dn: 1.845857 loss_bbox_aux_dn: 0.852170 loss_giou_aux_dn: 2.137852 loss: 14.150784 eta: 1 day, 17:10:06 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3284 images/s [04/15 16:17:49] ppdet.engine INFO: Epoch: [38] [7000/7329] learning_rate: 0.000100 loss_class: 0.627036 loss_bbox: 0.126842 loss_giou: 0.367984 loss_class_aux: 3.996546 loss_bbox_aux: 0.844485 loss_giou_aux: 2.276064 loss_class_dn: 0.342515 loss_bbox_dn: 0.143840 loss_giou_dn: 0.332058 loss_class_aux_dn: 1.885632 loss_bbox_aux_dn: 0.832977 loss_giou_aux_dn: 1.859848 loss: 14.088311 eta: 1 day, 17:09:31 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2552 images/s [04/15 16:18:28] ppdet.engine INFO: Epoch: [38] [7100/7329] learning_rate: 0.000100 loss_class: 0.598478 loss_bbox: 0.127979 loss_giou: 0.431359 loss_class_aux: 3.832278 loss_bbox_aux: 0.884031 loss_giou_aux: 2.808867 loss_class_dn: 0.352301 loss_bbox_dn: 0.157602 loss_giou_dn: 0.428648 loss_class_aux_dn: 1.871785 loss_bbox_aux_dn: 0.956545 loss_giou_aux_dn: 2.332861 loss: 14.944118 eta: 1 day, 17:08:55 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2393 images/s [04/15 16:19:08] ppdet.engine INFO: Epoch: [38] [7200/7329] learning_rate: 0.000100 loss_class: 0.592629 loss_bbox: 0.139062 loss_giou: 0.356742 loss_class_aux: 3.804225 loss_bbox_aux: 0.901663 loss_giou_aux: 2.172358 loss_class_dn: 0.316569 loss_bbox_dn: 0.141515 loss_giou_dn: 0.346118 loss_class_aux_dn: 1.736148 loss_bbox_aux_dn: 0.836594 loss_giou_aux_dn: 1.928529 loss: 14.548674 eta: 1 day, 17:08:20 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3012 images/s [04/15 16:19:47] ppdet.engine INFO: Epoch: [38] [7300/7329] learning_rate: 0.000100 loss_class: 0.596189 loss_bbox: 0.144262 loss_giou: 0.365825 loss_class_aux: 3.827473 loss_bbox_aux: 0.921621 loss_giou_aux: 2.284390 loss_class_dn: 0.323253 loss_bbox_dn: 0.144560 loss_giou_dn: 0.375360 loss_class_aux_dn: 1.694454 loss_bbox_aux_dn: 0.880188 loss_giou_aux_dn: 2.007555 loss: 13.837817 eta: 1 day, 17:07:44 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3337 images/s [04/15 16:20:01] ppdet.engine INFO: Eval iter: 0 [04/15 16:20:13] ppdet.engine INFO: Eval iter: 100 [04/15 16:20:25] ppdet.engine INFO: Eval iter: 200 [04/15 16:20:38] ppdet.engine INFO: Eval iter: 300 [04/15 16:20:50] ppdet.engine INFO: Eval iter: 400 [04/15 16:21:02] ppdet.engine INFO: Eval iter: 500 [04/15 16:21:15] ppdet.engine INFO: Eval iter: 600 [04/15 16:21:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 16:21:37] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.67s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.17s). Accumulating evaluation results... DONE (t=16.24s). 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 ] = 0.590 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 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 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 ] = 0.730 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 ] = 0.779 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.897 [04/15 16:23:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.95862500543296 [04/15 16:23:21] ppdet.engine INFO: Best test bbox ap is 0.542. [04/15 16:23:23] ppdet.engine INFO: Epoch: [39] [ 0/7329] learning_rate: 0.000100 loss_class: 0.562817 loss_bbox: 0.135787 loss_giou: 0.312805 loss_class_aux: 3.546692 loss_bbox_aux: 0.899217 loss_giou_aux: 2.035725 loss_class_dn: 0.290235 loss_bbox_dn: 0.145203 loss_giou_dn: 0.324072 loss_class_aux_dn: 1.568162 loss_bbox_aux_dn: 0.896815 loss_giou_aux_dn: 1.780237 loss: 13.438837 eta: 1 day, 17:07:34 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.3004 images/s [04/15 16:24:03] ppdet.engine INFO: Epoch: [39] [ 100/7329] learning_rate: 0.000100 loss_class: 0.529621 loss_bbox: 0.124541 loss_giou: 0.331157 loss_class_aux: 3.412171 loss_bbox_aux: 0.803832 loss_giou_aux: 2.134676 loss_class_dn: 0.300107 loss_bbox_dn: 0.150996 loss_giou_dn: 0.334714 loss_class_aux_dn: 1.617035 loss_bbox_aux_dn: 0.891561 loss_giou_aux_dn: 1.798973 loss: 13.200799 eta: 1 day, 17:06:59 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2400 images/s [04/15 16:24:43] ppdet.engine INFO: Epoch: [39] [ 200/7329] learning_rate: 0.000100 loss_class: 0.547360 loss_bbox: 0.122742 loss_giou: 0.327935 loss_class_aux: 3.521186 loss_bbox_aux: 0.776283 loss_giou_aux: 1.995879 loss_class_dn: 0.287331 loss_bbox_dn: 0.138302 loss_giou_dn: 0.318767 loss_class_aux_dn: 1.584401 loss_bbox_aux_dn: 0.830290 loss_giou_aux_dn: 1.759208 loss: 12.285114 eta: 1 day, 17:06:24 batch_cost: 0.3563 data_cost: 0.0018 ips: 11.2280 images/s [04/15 16:25:22] ppdet.engine INFO: Epoch: [39] [ 300/7329] learning_rate: 0.000100 loss_class: 0.540295 loss_bbox: 0.130900 loss_giou: 0.380500 loss_class_aux: 3.592193 loss_bbox_aux: 0.863761 loss_giou_aux: 2.387925 loss_class_dn: 0.307168 loss_bbox_dn: 0.136026 loss_giou_dn: 0.362496 loss_class_aux_dn: 1.620641 loss_bbox_aux_dn: 0.806794 loss_giou_aux_dn: 2.071804 loss: 14.001966 eta: 1 day, 17:05:48 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2946 images/s [04/15 16:26:02] ppdet.engine INFO: Epoch: [39] [ 400/7329] learning_rate: 0.000100 loss_class: 0.592074 loss_bbox: 0.137994 loss_giou: 0.440672 loss_class_aux: 3.709044 loss_bbox_aux: 0.909796 loss_giou_aux: 2.784825 loss_class_dn: 0.349757 loss_bbox_dn: 0.150406 loss_giou_dn: 0.440006 loss_class_aux_dn: 1.930604 loss_bbox_aux_dn: 0.882225 loss_giou_aux_dn: 2.397705 loss: 15.273293 eta: 1 day, 17:05:13 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2325 images/s [04/15 16:26:42] ppdet.engine INFO: Epoch: [39] [ 500/7329] learning_rate: 0.000100 loss_class: 0.601204 loss_bbox: 0.146018 loss_giou: 0.411750 loss_class_aux: 3.790699 loss_bbox_aux: 0.996853 loss_giou_aux: 2.617396 loss_class_dn: 0.332449 loss_bbox_dn: 0.147303 loss_giou_dn: 0.413484 loss_class_aux_dn: 1.780265 loss_bbox_aux_dn: 0.881791 loss_giou_aux_dn: 2.246168 loss: 14.963877 eta: 1 day, 17:04:39 batch_cost: 0.3619 data_cost: 0.0017 ips: 11.0543 images/s [04/15 16:27:22] ppdet.engine INFO: Epoch: [39] [ 600/7329] learning_rate: 0.000100 loss_class: 0.530881 loss_bbox: 0.128478 loss_giou: 0.374558 loss_class_aux: 3.406632 loss_bbox_aux: 0.852878 loss_giou_aux: 2.431142 loss_class_dn: 0.350984 loss_bbox_dn: 0.141429 loss_giou_dn: 0.369417 loss_class_aux_dn: 1.866323 loss_bbox_aux_dn: 0.818629 loss_giou_aux_dn: 2.057222 loss: 14.222704 eta: 1 day, 17:04:03 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2342 images/s [04/15 16:28:01] ppdet.engine INFO: Epoch: [39] [ 700/7329] learning_rate: 0.000100 loss_class: 0.527638 loss_bbox: 0.129532 loss_giou: 0.354312 loss_class_aux: 3.608141 loss_bbox_aux: 0.883084 loss_giou_aux: 2.249141 loss_class_dn: 0.306429 loss_bbox_dn: 0.145322 loss_giou_dn: 0.340421 loss_class_aux_dn: 1.687413 loss_bbox_aux_dn: 0.892812 loss_giou_aux_dn: 1.855440 loss: 13.387564 eta: 1 day, 17:03:28 batch_cost: 0.3568 data_cost: 0.0017 ips: 11.2095 images/s [04/15 16:28:40] ppdet.engine INFO: Epoch: [39] [ 800/7329] learning_rate: 0.000100 loss_class: 0.593619 loss_bbox: 0.122901 loss_giou: 0.377828 loss_class_aux: 3.809412 loss_bbox_aux: 0.805519 loss_giou_aux: 2.444244 loss_class_dn: 0.334106 loss_bbox_dn: 0.132003 loss_giou_dn: 0.403289 loss_class_aux_dn: 1.781791 loss_bbox_aux_dn: 0.809226 loss_giou_aux_dn: 2.212381 loss: 14.286798 eta: 1 day, 17:02:53 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3463 images/s [04/15 16:29:20] ppdet.engine INFO: Epoch: [39] [ 900/7329] learning_rate: 0.000100 loss_class: 0.583238 loss_bbox: 0.133818 loss_giou: 0.362474 loss_class_aux: 3.818853 loss_bbox_aux: 0.871496 loss_giou_aux: 2.376372 loss_class_dn: 0.320253 loss_bbox_dn: 0.138248 loss_giou_dn: 0.379686 loss_class_aux_dn: 1.730470 loss_bbox_aux_dn: 0.837930 loss_giou_aux_dn: 2.034539 loss: 13.228938 eta: 1 day, 17:02:17 batch_cost: 0.3561 data_cost: 0.0018 ips: 11.2324 images/s [04/15 16:29:59] ppdet.engine INFO: Epoch: [39] [1000/7329] learning_rate: 0.000100 loss_class: 0.605399 loss_bbox: 0.138552 loss_giou: 0.339917 loss_class_aux: 3.656457 loss_bbox_aux: 0.890008 loss_giou_aux: 2.175829 loss_class_dn: 0.356478 loss_bbox_dn: 0.134741 loss_giou_dn: 0.355985 loss_class_aux_dn: 1.942352 loss_bbox_aux_dn: 0.758287 loss_giou_aux_dn: 1.983087 loss: 14.465913 eta: 1 day, 17:01:42 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3842 images/s [04/15 16:30:38] ppdet.engine INFO: Epoch: [39] [1100/7329] learning_rate: 0.000100 loss_class: 0.524095 loss_bbox: 0.128637 loss_giou: 0.335522 loss_class_aux: 3.340501 loss_bbox_aux: 0.820943 loss_giou_aux: 2.239055 loss_class_dn: 0.307017 loss_bbox_dn: 0.131309 loss_giou_dn: 0.352771 loss_class_aux_dn: 1.631748 loss_bbox_aux_dn: 0.779254 loss_giou_aux_dn: 1.927904 loss: 12.754083 eta: 1 day, 17:01:06 batch_cost: 0.3507 data_cost: 0.0018 ips: 11.4051 images/s [04/15 16:31:18] ppdet.engine INFO: Epoch: [39] [1200/7329] learning_rate: 0.000100 loss_class: 0.561433 loss_bbox: 0.128502 loss_giou: 0.309020 loss_class_aux: 3.445762 loss_bbox_aux: 0.868967 loss_giou_aux: 2.009150 loss_class_dn: 0.289805 loss_bbox_dn: 0.145575 loss_giou_dn: 0.320355 loss_class_aux_dn: 1.607393 loss_bbox_aux_dn: 0.912042 loss_giou_aux_dn: 1.816170 loss: 12.973064 eta: 1 day, 17:00:30 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3391 images/s [04/15 16:31:57] ppdet.engine INFO: Epoch: [39] [1300/7329] learning_rate: 0.000100 loss_class: 0.628091 loss_bbox: 0.142293 loss_giou: 0.386558 loss_class_aux: 3.929231 loss_bbox_aux: 0.941348 loss_giou_aux: 2.441471 loss_class_dn: 0.335564 loss_bbox_dn: 0.149943 loss_giou_dn: 0.392644 loss_class_aux_dn: 1.839344 loss_bbox_aux_dn: 0.929637 loss_giou_aux_dn: 2.144602 loss: 14.458782 eta: 1 day, 16:59:55 batch_cost: 0.3563 data_cost: 0.0017 ips: 11.2259 images/s [04/15 16:32:37] ppdet.engine INFO: Epoch: [39] [1400/7329] learning_rate: 0.000100 loss_class: 0.561963 loss_bbox: 0.131490 loss_giou: 0.367027 loss_class_aux: 3.702201 loss_bbox_aux: 0.879595 loss_giou_aux: 2.326089 loss_class_dn: 0.327938 loss_bbox_dn: 0.146318 loss_giou_dn: 0.343161 loss_class_aux_dn: 1.775843 loss_bbox_aux_dn: 0.881905 loss_giou_aux_dn: 1.937089 loss: 14.114683 eta: 1 day, 16:59:19 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3266 images/s [04/15 16:33:16] ppdet.engine INFO: Epoch: [39] [1500/7329] learning_rate: 0.000100 loss_class: 0.604565 loss_bbox: 0.138352 loss_giou: 0.405363 loss_class_aux: 3.835650 loss_bbox_aux: 0.944421 loss_giou_aux: 2.544682 loss_class_dn: 0.334827 loss_bbox_dn: 0.148709 loss_giou_dn: 0.371832 loss_class_aux_dn: 1.800606 loss_bbox_aux_dn: 0.900050 loss_giou_aux_dn: 2.057395 loss: 14.998749 eta: 1 day, 16:58:44 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3191 images/s [04/15 16:33:55] ppdet.engine INFO: Epoch: [39] [1600/7329] learning_rate: 0.000100 loss_class: 0.595717 loss_bbox: 0.134244 loss_giou: 0.387478 loss_class_aux: 3.750047 loss_bbox_aux: 0.840993 loss_giou_aux: 2.414665 loss_class_dn: 0.342576 loss_bbox_dn: 0.140920 loss_giou_dn: 0.398127 loss_class_aux_dn: 1.788113 loss_bbox_aux_dn: 0.812692 loss_giou_aux_dn: 2.238487 loss: 15.053429 eta: 1 day, 16:58:08 batch_cost: 0.3525 data_cost: 0.0017 ips: 11.3475 images/s [04/15 16:34:35] ppdet.engine INFO: Epoch: [39] [1700/7329] learning_rate: 0.000100 loss_class: 0.498631 loss_bbox: 0.122468 loss_giou: 0.352025 loss_class_aux: 3.138052 loss_bbox_aux: 0.816795 loss_giou_aux: 2.216193 loss_class_dn: 0.293665 loss_bbox_dn: 0.126032 loss_giou_dn: 0.344323 loss_class_aux_dn: 1.553900 loss_bbox_aux_dn: 0.718377 loss_giou_aux_dn: 1.909186 loss: 12.949216 eta: 1 day, 16:57:33 batch_cost: 0.3576 data_cost: 0.0017 ips: 11.1864 images/s [04/15 16:35:14] ppdet.engine INFO: Epoch: [39] [1800/7329] learning_rate: 0.000100 loss_class: 0.551013 loss_bbox: 0.138497 loss_giou: 0.407283 loss_class_aux: 3.581160 loss_bbox_aux: 0.898942 loss_giou_aux: 2.541740 loss_class_dn: 0.324199 loss_bbox_dn: 0.139596 loss_giou_dn: 0.344227 loss_class_aux_dn: 1.710861 loss_bbox_aux_dn: 0.812504 loss_giou_aux_dn: 1.949173 loss: 13.549435 eta: 1 day, 16:56:58 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2640 images/s [04/15 16:35:54] ppdet.engine INFO: Epoch: [39] [1900/7329] learning_rate: 0.000100 loss_class: 0.560147 loss_bbox: 0.127777 loss_giou: 0.384051 loss_class_aux: 3.611337 loss_bbox_aux: 0.815729 loss_giou_aux: 2.416083 loss_class_dn: 0.315074 loss_bbox_dn: 0.126718 loss_giou_dn: 0.358492 loss_class_aux_dn: 1.696637 loss_bbox_aux_dn: 0.800538 loss_giou_aux_dn: 1.970395 loss: 13.187383 eta: 1 day, 16:56:23 batch_cost: 0.3582 data_cost: 0.0016 ips: 11.1657 images/s [04/15 16:36:34] ppdet.engine INFO: Epoch: [39] [2000/7329] learning_rate: 0.000100 loss_class: 0.519915 loss_bbox: 0.121204 loss_giou: 0.301217 loss_class_aux: 3.229214 loss_bbox_aux: 0.831939 loss_giou_aux: 1.997873 loss_class_dn: 0.292316 loss_bbox_dn: 0.142787 loss_giou_dn: 0.290983 loss_class_aux_dn: 1.592353 loss_bbox_aux_dn: 0.867095 loss_giou_aux_dn: 1.623271 loss: 12.463375 eta: 1 day, 16:55:48 batch_cost: 0.3573 data_cost: 0.0017 ips: 11.1938 images/s [04/15 16:37:14] ppdet.engine INFO: Epoch: [39] [2100/7329] learning_rate: 0.000100 loss_class: 0.594774 loss_bbox: 0.134746 loss_giou: 0.370124 loss_class_aux: 3.635552 loss_bbox_aux: 0.900328 loss_giou_aux: 2.306626 loss_class_dn: 0.344297 loss_bbox_dn: 0.136942 loss_giou_dn: 0.341287 loss_class_aux_dn: 1.811981 loss_bbox_aux_dn: 0.790782 loss_giou_aux_dn: 1.938832 loss: 14.238424 eta: 1 day, 16:55:13 batch_cost: 0.3569 data_cost: 0.0016 ips: 11.2077 images/s [04/15 16:37:53] ppdet.engine INFO: Epoch: [39] [2200/7329] learning_rate: 0.000100 loss_class: 0.548448 loss_bbox: 0.132458 loss_giou: 0.339296 loss_class_aux: 3.369970 loss_bbox_aux: 0.866433 loss_giou_aux: 2.326161 loss_class_dn: 0.322724 loss_bbox_dn: 0.131423 loss_giou_dn: 0.333748 loss_class_aux_dn: 1.689709 loss_bbox_aux_dn: 0.789031 loss_giou_aux_dn: 1.892516 loss: 13.246723 eta: 1 day, 16:54:37 batch_cost: 0.3570 data_cost: 0.0017 ips: 11.2033 images/s [04/15 16:38:33] ppdet.engine INFO: Epoch: [39] [2300/7329] learning_rate: 0.000100 loss_class: 0.572340 loss_bbox: 0.145345 loss_giou: 0.373757 loss_class_aux: 3.657376 loss_bbox_aux: 0.944468 loss_giou_aux: 2.440618 loss_class_dn: 0.314877 loss_bbox_dn: 0.163199 loss_giou_dn: 0.333695 loss_class_aux_dn: 1.730100 loss_bbox_aux_dn: 0.926104 loss_giou_aux_dn: 1.853214 loss: 13.883487 eta: 1 day, 16:54:01 batch_cost: 0.3505 data_cost: 0.0017 ips: 11.4110 images/s [04/15 16:39:12] ppdet.engine INFO: Epoch: [39] [2400/7329] learning_rate: 0.000100 loss_class: 0.516918 loss_bbox: 0.121939 loss_giou: 0.301098 loss_class_aux: 3.305158 loss_bbox_aux: 0.801680 loss_giou_aux: 1.951079 loss_class_dn: 0.306724 loss_bbox_dn: 0.137574 loss_giou_dn: 0.326529 loss_class_aux_dn: 1.663299 loss_bbox_aux_dn: 0.827478 loss_giou_aux_dn: 1.787666 loss: 12.522097 eta: 1 day, 16:53:26 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2792 images/s [04/15 16:39:51] ppdet.engine INFO: Epoch: [39] [2500/7329] learning_rate: 0.000100 loss_class: 0.607845 loss_bbox: 0.149455 loss_giou: 0.382496 loss_class_aux: 3.697986 loss_bbox_aux: 0.952324 loss_giou_aux: 2.473558 loss_class_dn: 0.330116 loss_bbox_dn: 0.144255 loss_giou_dn: 0.379362 loss_class_aux_dn: 1.780388 loss_bbox_aux_dn: 0.867272 loss_giou_aux_dn: 2.101697 loss: 13.621095 eta: 1 day, 16:52:50 batch_cost: 0.3524 data_cost: 0.0017 ips: 11.3492 images/s [04/15 16:40:30] ppdet.engine INFO: Epoch: [39] [2600/7329] learning_rate: 0.000100 loss_class: 0.606825 loss_bbox: 0.132790 loss_giou: 0.399631 loss_class_aux: 3.881503 loss_bbox_aux: 0.908123 loss_giou_aux: 2.589091 loss_class_dn: 0.348575 loss_bbox_dn: 0.156879 loss_giou_dn: 0.419204 loss_class_aux_dn: 1.836964 loss_bbox_aux_dn: 0.942894 loss_giou_aux_dn: 2.246636 loss: 15.242142 eta: 1 day, 16:52:14 batch_cost: 0.3510 data_cost: 0.0016 ips: 11.3950 images/s [04/15 16:41:10] ppdet.engine INFO: Epoch: [39] [2700/7329] learning_rate: 0.000100 loss_class: 0.568254 loss_bbox: 0.129644 loss_giou: 0.363655 loss_class_aux: 3.678143 loss_bbox_aux: 0.848778 loss_giou_aux: 2.323869 loss_class_dn: 0.334079 loss_bbox_dn: 0.127666 loss_giou_dn: 0.333081 loss_class_aux_dn: 1.813317 loss_bbox_aux_dn: 0.778173 loss_giou_aux_dn: 1.857902 loss: 13.927864 eta: 1 day, 16:51:39 batch_cost: 0.3565 data_cost: 0.0017 ips: 11.2194 images/s [04/15 16:41:50] ppdet.engine INFO: Epoch: [39] [2800/7329] learning_rate: 0.000100 loss_class: 0.583748 loss_bbox: 0.129280 loss_giou: 0.384572 loss_class_aux: 3.686053 loss_bbox_aux: 0.920061 loss_giou_aux: 2.506183 loss_class_dn: 0.315757 loss_bbox_dn: 0.133381 loss_giou_dn: 0.375329 loss_class_aux_dn: 1.676614 loss_bbox_aux_dn: 0.808749 loss_giou_aux_dn: 2.067173 loss: 14.182216 eta: 1 day, 16:51:04 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2793 images/s [04/15 16:42:29] ppdet.engine INFO: Epoch: [39] [2900/7329] learning_rate: 0.000100 loss_class: 0.587142 loss_bbox: 0.128789 loss_giou: 0.324437 loss_class_aux: 3.697876 loss_bbox_aux: 0.875323 loss_giou_aux: 2.050575 loss_class_dn: 0.328659 loss_bbox_dn: 0.155561 loss_giou_dn: 0.359822 loss_class_aux_dn: 1.754414 loss_bbox_aux_dn: 0.902472 loss_giou_aux_dn: 1.927583 loss: 13.997230 eta: 1 day, 16:50:29 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2362 images/s [04/15 16:43:08] ppdet.engine INFO: Epoch: [39] [3000/7329] learning_rate: 0.000100 loss_class: 0.553456 loss_bbox: 0.119406 loss_giou: 0.346261 loss_class_aux: 3.656734 loss_bbox_aux: 0.803394 loss_giou_aux: 2.250767 loss_class_dn: 0.310282 loss_bbox_dn: 0.132440 loss_giou_dn: 0.365089 loss_class_aux_dn: 1.691519 loss_bbox_aux_dn: 0.795169 loss_giou_aux_dn: 2.025012 loss: 13.647186 eta: 1 day, 16:49:53 batch_cost: 0.3508 data_cost: 0.0016 ips: 11.4014 images/s [04/15 16:43:48] ppdet.engine INFO: Epoch: [39] [3100/7329] learning_rate: 0.000100 loss_class: 0.552585 loss_bbox: 0.130872 loss_giou: 0.300384 loss_class_aux: 3.585205 loss_bbox_aux: 0.920718 loss_giou_aux: 1.971520 loss_class_dn: 0.294193 loss_bbox_dn: 0.152716 loss_giou_dn: 0.304206 loss_class_aux_dn: 1.655724 loss_bbox_aux_dn: 0.891099 loss_giou_aux_dn: 1.724235 loss: 13.089570 eta: 1 day, 16:49:17 batch_cost: 0.3556 data_cost: 0.0017 ips: 11.2471 images/s [04/15 16:44:28] ppdet.engine INFO: Epoch: [39] [3200/7329] learning_rate: 0.000100 loss_class: 0.565035 loss_bbox: 0.149253 loss_giou: 0.423109 loss_class_aux: 3.674085 loss_bbox_aux: 0.983976 loss_giou_aux: 2.610866 loss_class_dn: 0.338611 loss_bbox_dn: 0.145479 loss_giou_dn: 0.400328 loss_class_aux_dn: 1.807999 loss_bbox_aux_dn: 0.877862 loss_giou_aux_dn: 2.266671 loss: 15.171692 eta: 1 day, 16:48:42 batch_cost: 0.3574 data_cost: 0.0017 ips: 11.1918 images/s [04/15 16:45:07] ppdet.engine INFO: Epoch: [39] [3300/7329] learning_rate: 0.000100 loss_class: 0.568108 loss_bbox: 0.124673 loss_giou: 0.391477 loss_class_aux: 3.653923 loss_bbox_aux: 0.848976 loss_giou_aux: 2.466149 loss_class_dn: 0.328501 loss_bbox_dn: 0.138321 loss_giou_dn: 0.372843 loss_class_aux_dn: 1.766819 loss_bbox_aux_dn: 0.819868 loss_giou_aux_dn: 2.044204 loss: 13.423216 eta: 1 day, 16:48:07 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3166 images/s [04/15 16:45:46] ppdet.engine INFO: Epoch: [39] [3400/7329] learning_rate: 0.000100 loss_class: 0.522467 loss_bbox: 0.132909 loss_giou: 0.348740 loss_class_aux: 3.222873 loss_bbox_aux: 0.866297 loss_giou_aux: 2.223696 loss_class_dn: 0.296644 loss_bbox_dn: 0.140412 loss_giou_dn: 0.319087 loss_class_aux_dn: 1.583157 loss_bbox_aux_dn: 0.824255 loss_giou_aux_dn: 1.779957 loss: 13.219681 eta: 1 day, 16:47:31 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2680 images/s [04/15 16:46:26] ppdet.engine INFO: Epoch: [39] [3500/7329] learning_rate: 0.000100 loss_class: 0.545464 loss_bbox: 0.131128 loss_giou: 0.386355 loss_class_aux: 3.523621 loss_bbox_aux: 0.864513 loss_giou_aux: 2.495216 loss_class_dn: 0.320929 loss_bbox_dn: 0.142274 loss_giou_dn: 0.366233 loss_class_aux_dn: 1.752435 loss_bbox_aux_dn: 0.855384 loss_giou_aux_dn: 2.087376 loss: 14.409922 eta: 1 day, 16:46:56 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2312 images/s [04/15 16:47:05] ppdet.engine INFO: Epoch: [39] [3600/7329] learning_rate: 0.000100 loss_class: 0.615741 loss_bbox: 0.134063 loss_giou: 0.381679 loss_class_aux: 3.853871 loss_bbox_aux: 0.891062 loss_giou_aux: 2.387583 loss_class_dn: 0.343873 loss_bbox_dn: 0.151682 loss_giou_dn: 0.359095 loss_class_aux_dn: 1.883645 loss_bbox_aux_dn: 0.915192 loss_giou_aux_dn: 1.983357 loss: 14.807087 eta: 1 day, 16:46:20 batch_cost: 0.3504 data_cost: 0.0016 ips: 11.4168 images/s [04/15 16:47:44] ppdet.engine INFO: Epoch: [39] [3700/7329] learning_rate: 0.000100 loss_class: 0.567058 loss_bbox: 0.141767 loss_giou: 0.358239 loss_class_aux: 3.583082 loss_bbox_aux: 0.990548 loss_giou_aux: 2.202833 loss_class_dn: 0.307031 loss_bbox_dn: 0.134578 loss_giou_dn: 0.344288 loss_class_aux_dn: 1.689366 loss_bbox_aux_dn: 0.830757 loss_giou_aux_dn: 1.930928 loss: 13.337362 eta: 1 day, 16:45:44 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4188 images/s [04/15 16:48:23] ppdet.engine INFO: Epoch: [39] [3800/7329] learning_rate: 0.000100 loss_class: 0.552996 loss_bbox: 0.127653 loss_giou: 0.350003 loss_class_aux: 3.655933 loss_bbox_aux: 0.831461 loss_giou_aux: 2.141600 loss_class_dn: 0.304479 loss_bbox_dn: 0.125111 loss_giou_dn: 0.317325 loss_class_aux_dn: 1.643406 loss_bbox_aux_dn: 0.765462 loss_giou_aux_dn: 1.819692 loss: 13.171465 eta: 1 day, 16:45:09 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3244 images/s [04/15 16:49:03] ppdet.engine INFO: Epoch: [39] [3900/7329] learning_rate: 0.000100 loss_class: 0.519336 loss_bbox: 0.121039 loss_giou: 0.312602 loss_class_aux: 3.361588 loss_bbox_aux: 0.845272 loss_giou_aux: 2.014300 loss_class_dn: 0.285548 loss_bbox_dn: 0.149813 loss_giou_dn: 0.319304 loss_class_aux_dn: 1.569510 loss_bbox_aux_dn: 0.877877 loss_giou_aux_dn: 1.758498 loss: 12.083309 eta: 1 day, 16:44:33 batch_cost: 0.3533 data_cost: 0.0016 ips: 11.3206 images/s [04/15 16:49:42] ppdet.engine INFO: Epoch: [39] [4000/7329] learning_rate: 0.000100 loss_class: 0.597936 loss_bbox: 0.129405 loss_giou: 0.403616 loss_class_aux: 3.856908 loss_bbox_aux: 0.815635 loss_giou_aux: 2.513047 loss_class_dn: 0.340964 loss_bbox_dn: 0.120810 loss_giou_dn: 0.390891 loss_class_aux_dn: 1.863297 loss_bbox_aux_dn: 0.780299 loss_giou_aux_dn: 2.148464 loss: 14.208277 eta: 1 day, 16:43:58 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2963 images/s [04/15 16:50:22] ppdet.engine INFO: Epoch: [39] [4100/7329] learning_rate: 0.000100 loss_class: 0.486692 loss_bbox: 0.134673 loss_giou: 0.368319 loss_class_aux: 3.378731 loss_bbox_aux: 0.875172 loss_giou_aux: 2.367429 loss_class_dn: 0.284752 loss_bbox_dn: 0.136585 loss_giou_dn: 0.320561 loss_class_aux_dn: 1.539953 loss_bbox_aux_dn: 0.827373 loss_giou_aux_dn: 1.856035 loss: 12.933729 eta: 1 day, 16:43:22 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3135 images/s [04/15 16:51:01] ppdet.engine INFO: Epoch: [39] [4200/7329] learning_rate: 0.000100 loss_class: 0.567549 loss_bbox: 0.134823 loss_giou: 0.359273 loss_class_aux: 3.638577 loss_bbox_aux: 0.890924 loss_giou_aux: 2.340418 loss_class_dn: 0.319948 loss_bbox_dn: 0.147168 loss_giou_dn: 0.376878 loss_class_aux_dn: 1.716435 loss_bbox_aux_dn: 0.825076 loss_giou_aux_dn: 2.076004 loss: 14.522898 eta: 1 day, 16:42:46 batch_cost: 0.3510 data_cost: 0.0016 ips: 11.3964 images/s [04/15 16:51:40] ppdet.engine INFO: Epoch: [39] [4300/7329] learning_rate: 0.000100 loss_class: 0.537924 loss_bbox: 0.126020 loss_giou: 0.331246 loss_class_aux: 3.513494 loss_bbox_aux: 0.794836 loss_giou_aux: 2.066835 loss_class_dn: 0.296764 loss_bbox_dn: 0.144258 loss_giou_dn: 0.324045 loss_class_aux_dn: 1.619587 loss_bbox_aux_dn: 0.877966 loss_giou_aux_dn: 1.774307 loss: 12.737389 eta: 1 day, 16:42:11 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2862 images/s [04/15 16:52:20] ppdet.engine INFO: Epoch: [39] [4400/7329] learning_rate: 0.000100 loss_class: 0.531677 loss_bbox: 0.136498 loss_giou: 0.307863 loss_class_aux: 3.489719 loss_bbox_aux: 0.916468 loss_giou_aux: 1.934267 loss_class_dn: 0.302701 loss_bbox_dn: 0.134987 loss_giou_dn: 0.314395 loss_class_aux_dn: 1.659526 loss_bbox_aux_dn: 0.746100 loss_giou_aux_dn: 1.727273 loss: 12.476593 eta: 1 day, 16:41:35 batch_cost: 0.3549 data_cost: 0.0017 ips: 11.2699 images/s [04/15 16:52:59] ppdet.engine INFO: Epoch: [39] [4500/7329] learning_rate: 0.000100 loss_class: 0.584016 loss_bbox: 0.136216 loss_giou: 0.442591 loss_class_aux: 3.740217 loss_bbox_aux: 0.867777 loss_giou_aux: 2.760362 loss_class_dn: 0.345780 loss_bbox_dn: 0.146285 loss_giou_dn: 0.415612 loss_class_aux_dn: 1.861248 loss_bbox_aux_dn: 0.842781 loss_giou_aux_dn: 2.291176 loss: 15.275740 eta: 1 day, 16:41:00 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3072 images/s [04/15 16:53:39] ppdet.engine INFO: Epoch: [39] [4600/7329] learning_rate: 0.000100 loss_class: 0.565429 loss_bbox: 0.130583 loss_giou: 0.342340 loss_class_aux: 3.759145 loss_bbox_aux: 0.873127 loss_giou_aux: 2.281860 loss_class_dn: 0.333484 loss_bbox_dn: 0.145910 loss_giou_dn: 0.339084 loss_class_aux_dn: 1.812044 loss_bbox_aux_dn: 0.890365 loss_giou_aux_dn: 1.968665 loss: 13.757074 eta: 1 day, 16:40:25 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1802 images/s [04/15 16:54:19] ppdet.engine INFO: Epoch: [39] [4700/7329] learning_rate: 0.000100 loss_class: 0.571689 loss_bbox: 0.128540 loss_giou: 0.345628 loss_class_aux: 3.650834 loss_bbox_aux: 0.844434 loss_giou_aux: 2.217103 loss_class_dn: 0.330756 loss_bbox_dn: 0.151802 loss_giou_dn: 0.340806 loss_class_aux_dn: 1.766087 loss_bbox_aux_dn: 0.924261 loss_giou_aux_dn: 1.875427 loss: 13.774361 eta: 1 day, 16:39:50 batch_cost: 0.3568 data_cost: 0.0018 ips: 11.2120 images/s [04/15 16:54:58] ppdet.engine INFO: Epoch: [39] [4800/7329] learning_rate: 0.000100 loss_class: 0.552069 loss_bbox: 0.119882 loss_giou: 0.394680 loss_class_aux: 3.465756 loss_bbox_aux: 0.827733 loss_giou_aux: 2.436484 loss_class_dn: 0.318467 loss_bbox_dn: 0.131185 loss_giou_dn: 0.337510 loss_class_aux_dn: 1.725356 loss_bbox_aux_dn: 0.788223 loss_giou_aux_dn: 1.911054 loss: 13.595326 eta: 1 day, 16:39:14 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2992 images/s [04/15 16:55:37] ppdet.engine INFO: Epoch: [39] [4900/7329] learning_rate: 0.000100 loss_class: 0.604435 loss_bbox: 0.152498 loss_giou: 0.333161 loss_class_aux: 3.845850 loss_bbox_aux: 0.959721 loss_giou_aux: 2.117136 loss_class_dn: 0.346149 loss_bbox_dn: 0.169053 loss_giou_dn: 0.349375 loss_class_aux_dn: 1.865667 loss_bbox_aux_dn: 1.001939 loss_giou_aux_dn: 2.006461 loss: 14.016956 eta: 1 day, 16:38:38 batch_cost: 0.3519 data_cost: 0.0017 ips: 11.3659 images/s [04/15 16:56:17] ppdet.engine INFO: Epoch: [39] [5000/7329] learning_rate: 0.000100 loss_class: 0.628257 loss_bbox: 0.140295 loss_giou: 0.479729 loss_class_aux: 3.960918 loss_bbox_aux: 0.918141 loss_giou_aux: 2.994718 loss_class_dn: 0.377179 loss_bbox_dn: 0.163755 loss_giou_dn: 0.454608 loss_class_aux_dn: 1.996592 loss_bbox_aux_dn: 0.994416 loss_giou_aux_dn: 2.462992 loss: 15.674117 eta: 1 day, 16:38:03 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3154 images/s [04/15 16:56:56] ppdet.engine INFO: Epoch: [39] [5100/7329] learning_rate: 0.000100 loss_class: 0.589029 loss_bbox: 0.132152 loss_giou: 0.423801 loss_class_aux: 3.854950 loss_bbox_aux: 0.889137 loss_giou_aux: 2.683138 loss_class_dn: 0.340128 loss_bbox_dn: 0.125636 loss_giou_dn: 0.374886 loss_class_aux_dn: 1.822878 loss_bbox_aux_dn: 0.755225 loss_giou_aux_dn: 2.072533 loss: 14.255997 eta: 1 day, 16:37:27 batch_cost: 0.3552 data_cost: 0.0018 ips: 11.2611 images/s [04/15 16:57:35] ppdet.engine INFO: Epoch: [39] [5200/7329] learning_rate: 0.000100 loss_class: 0.609412 loss_bbox: 0.131008 loss_giou: 0.437165 loss_class_aux: 3.985321 loss_bbox_aux: 0.873272 loss_giou_aux: 2.661878 loss_class_dn: 0.349343 loss_bbox_dn: 0.138035 loss_giou_dn: 0.389969 loss_class_aux_dn: 1.890118 loss_bbox_aux_dn: 0.811521 loss_giou_aux_dn: 2.146175 loss: 14.850343 eta: 1 day, 16:36:52 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3387 images/s [04/15 16:58:15] ppdet.engine INFO: Epoch: [39] [5300/7329] learning_rate: 0.000100 loss_class: 0.532567 loss_bbox: 0.133855 loss_giou: 0.318911 loss_class_aux: 3.554079 loss_bbox_aux: 0.804121 loss_giou_aux: 2.036339 loss_class_dn: 0.303113 loss_bbox_dn: 0.137137 loss_giou_dn: 0.322893 loss_class_aux_dn: 1.663854 loss_bbox_aux_dn: 0.790704 loss_giou_aux_dn: 1.747983 loss: 13.091013 eta: 1 day, 16:36:16 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3295 images/s [04/15 16:58:54] ppdet.engine INFO: Epoch: [39] [5400/7329] learning_rate: 0.000100 loss_class: 0.642655 loss_bbox: 0.142261 loss_giou: 0.428300 loss_class_aux: 4.155352 loss_bbox_aux: 0.983474 loss_giou_aux: 2.723986 loss_class_dn: 0.358384 loss_bbox_dn: 0.171363 loss_giou_dn: 0.421350 loss_class_aux_dn: 1.912874 loss_bbox_aux_dn: 0.988411 loss_giou_aux_dn: 2.302057 loss: 15.570700 eta: 1 day, 16:35:40 batch_cost: 0.3505 data_cost: 0.0015 ips: 11.4129 images/s [04/15 16:59:33] ppdet.engine INFO: Epoch: [39] [5500/7329] learning_rate: 0.000100 loss_class: 0.525902 loss_bbox: 0.120932 loss_giou: 0.361251 loss_class_aux: 3.389296 loss_bbox_aux: 0.802889 loss_giou_aux: 2.362882 loss_class_dn: 0.317315 loss_bbox_dn: 0.128145 loss_giou_dn: 0.365227 loss_class_aux_dn: 1.682885 loss_bbox_aux_dn: 0.743991 loss_giou_aux_dn: 1.998471 loss: 13.068100 eta: 1 day, 16:35:05 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2897 images/s [04/15 17:00:13] ppdet.engine INFO: Epoch: [39] [5600/7329] learning_rate: 0.000100 loss_class: 0.599648 loss_bbox: 0.138435 loss_giou: 0.381559 loss_class_aux: 3.770568 loss_bbox_aux: 0.879539 loss_giou_aux: 2.449800 loss_class_dn: 0.308943 loss_bbox_dn: 0.151972 loss_giou_dn: 0.366136 loss_class_aux_dn: 1.673706 loss_bbox_aux_dn: 0.920399 loss_giou_aux_dn: 2.068958 loss: 13.460140 eta: 1 day, 16:34:30 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2149 images/s [04/15 17:00:52] ppdet.engine INFO: Epoch: [39] [5700/7329] learning_rate: 0.000100 loss_class: 0.564093 loss_bbox: 0.127143 loss_giou: 0.362938 loss_class_aux: 3.654705 loss_bbox_aux: 0.831822 loss_giou_aux: 2.296465 loss_class_dn: 0.300439 loss_bbox_dn: 0.146912 loss_giou_dn: 0.330264 loss_class_aux_dn: 1.610514 loss_bbox_aux_dn: 0.903334 loss_giou_aux_dn: 1.834925 loss: 12.949154 eta: 1 day, 16:33:54 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3070 images/s [04/15 17:01:32] ppdet.engine INFO: Epoch: [39] [5800/7329] learning_rate: 0.000100 loss_class: 0.547583 loss_bbox: 0.128928 loss_giou: 0.370002 loss_class_aux: 3.687323 loss_bbox_aux: 0.878055 loss_giou_aux: 2.300656 loss_class_dn: 0.309155 loss_bbox_dn: 0.130123 loss_giou_dn: 0.353012 loss_class_aux_dn: 1.683089 loss_bbox_aux_dn: 0.810299 loss_giou_aux_dn: 1.946469 loss: 13.622007 eta: 1 day, 16:33:18 batch_cost: 0.3536 data_cost: 0.0016 ips: 11.3138 images/s [04/15 17:02:11] ppdet.engine INFO: Epoch: [39] [5900/7329] learning_rate: 0.000100 loss_class: 0.628554 loss_bbox: 0.148430 loss_giou: 0.384516 loss_class_aux: 3.951339 loss_bbox_aux: 0.930408 loss_giou_aux: 2.404604 loss_class_dn: 0.334542 loss_bbox_dn: 0.140228 loss_giou_dn: 0.376354 loss_class_aux_dn: 1.842433 loss_bbox_aux_dn: 0.847643 loss_giou_aux_dn: 2.068920 loss: 14.720787 eta: 1 day, 16:32:43 batch_cost: 0.3575 data_cost: 0.0017 ips: 11.1887 images/s [04/15 17:02:51] ppdet.engine INFO: Epoch: [39] [6000/7329] learning_rate: 0.000100 loss_class: 0.612783 loss_bbox: 0.136810 loss_giou: 0.460463 loss_class_aux: 3.674484 loss_bbox_aux: 0.916090 loss_giou_aux: 2.981946 loss_class_dn: 0.364941 loss_bbox_dn: 0.150667 loss_giou_dn: 0.409612 loss_class_aux_dn: 1.995300 loss_bbox_aux_dn: 0.939767 loss_giou_aux_dn: 2.351748 loss: 15.528582 eta: 1 day, 16:32:08 batch_cost: 0.3551 data_cost: 0.0017 ips: 11.2635 images/s [04/15 17:03:31] ppdet.engine INFO: Epoch: [39] [6100/7329] learning_rate: 0.000100 loss_class: 0.508539 loss_bbox: 0.126397 loss_giou: 0.287383 loss_class_aux: 3.162484 loss_bbox_aux: 0.853582 loss_giou_aux: 1.849984 loss_class_dn: 0.280159 loss_bbox_dn: 0.137781 loss_giou_dn: 0.290837 loss_class_aux_dn: 1.499459 loss_bbox_aux_dn: 0.865500 loss_giou_aux_dn: 1.648075 loss: 12.373243 eta: 1 day, 16:31:33 batch_cost: 0.3569 data_cost: 0.0016 ips: 11.2086 images/s [04/15 17:04:10] ppdet.engine INFO: Epoch: [39] [6200/7329] learning_rate: 0.000100 loss_class: 0.562639 loss_bbox: 0.123181 loss_giou: 0.353162 loss_class_aux: 3.514471 loss_bbox_aux: 0.812809 loss_giou_aux: 2.383548 loss_class_dn: 0.314499 loss_bbox_dn: 0.126657 loss_giou_dn: 0.365401 loss_class_aux_dn: 1.704459 loss_bbox_aux_dn: 0.762937 loss_giou_aux_dn: 2.041085 loss: 13.250590 eta: 1 day, 16:30:57 batch_cost: 0.3524 data_cost: 0.0017 ips: 11.3496 images/s [04/15 17:04:49] ppdet.engine INFO: Epoch: [39] [6300/7329] learning_rate: 0.000100 loss_class: 0.518239 loss_bbox: 0.117324 loss_giou: 0.317832 loss_class_aux: 3.387015 loss_bbox_aux: 0.801033 loss_giou_aux: 2.064995 loss_class_dn: 0.303764 loss_bbox_dn: 0.124242 loss_giou_dn: 0.326980 loss_class_aux_dn: 1.679929 loss_bbox_aux_dn: 0.806535 loss_giou_aux_dn: 1.871279 loss: 12.539966 eta: 1 day, 16:30:22 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2361 images/s [04/15 17:05:29] ppdet.engine INFO: Epoch: [39] [6400/7329] learning_rate: 0.000100 loss_class: 0.620677 loss_bbox: 0.131786 loss_giou: 0.412778 loss_class_aux: 3.886569 loss_bbox_aux: 0.886199 loss_giou_aux: 2.629733 loss_class_dn: 0.361876 loss_bbox_dn: 0.147593 loss_giou_dn: 0.391667 loss_class_aux_dn: 1.906975 loss_bbox_aux_dn: 0.856957 loss_giou_aux_dn: 2.162380 loss: 15.029562 eta: 1 day, 16:29:47 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2720 images/s [04/15 17:06:08] ppdet.engine INFO: Epoch: [39] [6500/7329] learning_rate: 0.000100 loss_class: 0.525589 loss_bbox: 0.129920 loss_giou: 0.365433 loss_class_aux: 3.347306 loss_bbox_aux: 0.852343 loss_giou_aux: 2.331926 loss_class_dn: 0.317152 loss_bbox_dn: 0.126054 loss_giou_dn: 0.376963 loss_class_aux_dn: 1.751015 loss_bbox_aux_dn: 0.782436 loss_giou_aux_dn: 2.083668 loss: 13.483980 eta: 1 day, 16:29:11 batch_cost: 0.3523 data_cost: 0.0017 ips: 11.3544 images/s [04/15 17:06:48] ppdet.engine INFO: Epoch: [39] [6600/7329] learning_rate: 0.000100 loss_class: 0.579506 loss_bbox: 0.139017 loss_giou: 0.455528 loss_class_aux: 3.523180 loss_bbox_aux: 0.913258 loss_giou_aux: 2.844714 loss_class_dn: 0.354461 loss_bbox_dn: 0.147771 loss_giou_dn: 0.419394 loss_class_aux_dn: 1.909853 loss_bbox_aux_dn: 0.880901 loss_giou_aux_dn: 2.251351 loss: 15.208113 eta: 1 day, 16:28:36 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1945 images/s [04/15 17:07:27] ppdet.engine INFO: Epoch: [39] [6700/7329] learning_rate: 0.000100 loss_class: 0.588254 loss_bbox: 0.156467 loss_giou: 0.435471 loss_class_aux: 3.661306 loss_bbox_aux: 1.049734 loss_giou_aux: 2.804568 loss_class_dn: 0.359869 loss_bbox_dn: 0.167848 loss_giou_dn: 0.413464 loss_class_aux_dn: 1.890892 loss_bbox_aux_dn: 0.967467 loss_giou_aux_dn: 2.272919 loss: 15.141732 eta: 1 day, 16:28:00 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3723 images/s [04/15 17:08:07] ppdet.engine INFO: Epoch: [39] [6800/7329] learning_rate: 0.000100 loss_class: 0.553826 loss_bbox: 0.130099 loss_giou: 0.375883 loss_class_aux: 3.578667 loss_bbox_aux: 0.837857 loss_giou_aux: 2.452579 loss_class_dn: 0.327519 loss_bbox_dn: 0.146687 loss_giou_dn: 0.340872 loss_class_aux_dn: 1.762536 loss_bbox_aux_dn: 0.885095 loss_giou_aux_dn: 1.894746 loss: 12.930261 eta: 1 day, 16:27:25 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2818 images/s [04/15 17:08:46] ppdet.engine INFO: Epoch: [39] [6900/7329] learning_rate: 0.000100 loss_class: 0.578624 loss_bbox: 0.119734 loss_giou: 0.395500 loss_class_aux: 3.584986 loss_bbox_aux: 0.811777 loss_giou_aux: 2.545068 loss_class_dn: 0.315008 loss_bbox_dn: 0.143525 loss_giou_dn: 0.369121 loss_class_aux_dn: 1.697916 loss_bbox_aux_dn: 0.854450 loss_giou_aux_dn: 2.050203 loss: 13.694656 eta: 1 day, 16:26:49 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2977 images/s [04/15 17:09:25] ppdet.engine INFO: Epoch: [39] [7000/7329] learning_rate: 0.000100 loss_class: 0.571891 loss_bbox: 0.149655 loss_giou: 0.367802 loss_class_aux: 3.615174 loss_bbox_aux: 0.978916 loss_giou_aux: 2.320223 loss_class_dn: 0.320393 loss_bbox_dn: 0.158321 loss_giou_dn: 0.344953 loss_class_aux_dn: 1.752439 loss_bbox_aux_dn: 0.917770 loss_giou_aux_dn: 1.949358 loss: 13.476719 eta: 1 day, 16:26:14 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3141 images/s [04/15 17:10:05] ppdet.engine INFO: Epoch: [39] [7100/7329] learning_rate: 0.000100 loss_class: 0.610551 loss_bbox: 0.115153 loss_giou: 0.331005 loss_class_aux: 3.837229 loss_bbox_aux: 0.774458 loss_giou_aux: 2.163560 loss_class_dn: 0.319715 loss_bbox_dn: 0.133292 loss_giou_dn: 0.337740 loss_class_aux_dn: 1.720073 loss_bbox_aux_dn: 0.836834 loss_giou_aux_dn: 1.843729 loss: 13.736067 eta: 1 day, 16:25:38 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2686 images/s [04/15 17:10:45] ppdet.engine INFO: Epoch: [39] [7200/7329] learning_rate: 0.000100 loss_class: 0.575104 loss_bbox: 0.133366 loss_giou: 0.459930 loss_class_aux: 3.706968 loss_bbox_aux: 0.914366 loss_giou_aux: 2.966582 loss_class_dn: 0.371152 loss_bbox_dn: 0.146139 loss_giou_dn: 0.437913 loss_class_aux_dn: 1.999570 loss_bbox_aux_dn: 0.867651 loss_giou_aux_dn: 2.403391 loss: 15.779640 eta: 1 day, 16:25:04 batch_cost: 0.3595 data_cost: 0.0018 ips: 11.1256 images/s [04/15 17:11:24] ppdet.engine INFO: Epoch: [39] [7300/7329] learning_rate: 0.000100 loss_class: 0.591622 loss_bbox: 0.149619 loss_giou: 0.376530 loss_class_aux: 3.809533 loss_bbox_aux: 0.954000 loss_giou_aux: 2.355097 loss_class_dn: 0.319686 loss_bbox_dn: 0.151170 loss_giou_dn: 0.370440 loss_class_aux_dn: 1.732094 loss_bbox_aux_dn: 0.896571 loss_giou_aux_dn: 2.077608 loss: 13.989286 eta: 1 day, 16:24:28 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2897 images/s [04/15 17:11:38] ppdet.engine INFO: Eval iter: 0 [04/15 17:11:50] ppdet.engine INFO: Eval iter: 100 [04/15 17:12:02] ppdet.engine INFO: Eval iter: 200 [04/15 17:12:14] ppdet.engine INFO: Eval iter: 300 [04/15 17:12:26] ppdet.engine INFO: Eval iter: 400 [04/15 17:12:38] ppdet.engine INFO: Eval iter: 500 [04/15 17:12:51] ppdet.engine INFO: Eval iter: 600 [04/15 17:13:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 17:13:13] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.44s). Accumulating evaluation results... DONE (t=16.34s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.725 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 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 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 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 ] = 0.730 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/15 17:14:57] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.20195212407805 [04/15 17:14:57] ppdet.engine INFO: Best test bbox ap is 0.543. [04/15 17:14:59] ppdet.engine INFO: Epoch: [40] [ 0/7329] learning_rate: 0.000100 loss_class: 0.574690 loss_bbox: 0.137518 loss_giou: 0.352711 loss_class_aux: 3.766292 loss_bbox_aux: 0.903507 loss_giou_aux: 2.261178 loss_class_dn: 0.316980 loss_bbox_dn: 0.139366 loss_giou_dn: 0.362163 loss_class_aux_dn: 1.735009 loss_bbox_aux_dn: 0.845069 loss_giou_aux_dn: 2.006499 loss: 13.613615 eta: 1 day, 16:24:18 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3073 images/s [04/15 17:15:38] ppdet.engine INFO: Epoch: [40] [ 100/7329] learning_rate: 0.000100 loss_class: 0.563313 loss_bbox: 0.139931 loss_giou: 0.403973 loss_class_aux: 3.562050 loss_bbox_aux: 0.887030 loss_giou_aux: 2.456760 loss_class_dn: 0.351058 loss_bbox_dn: 0.133536 loss_giou_dn: 0.386069 loss_class_aux_dn: 1.874164 loss_bbox_aux_dn: 0.822156 loss_giou_aux_dn: 2.151725 loss: 14.553264 eta: 1 day, 16:23:42 batch_cost: 0.3499 data_cost: 0.0012 ips: 11.4305 images/s [04/15 17:16:18] ppdet.engine INFO: Epoch: [40] [ 200/7329] learning_rate: 0.000100 loss_class: 0.566087 loss_bbox: 0.139931 loss_giou: 0.452687 loss_class_aux: 3.736235 loss_bbox_aux: 0.921219 loss_giou_aux: 2.850142 loss_class_dn: 0.342552 loss_bbox_dn: 0.154987 loss_giou_dn: 0.416838 loss_class_aux_dn: 1.865931 loss_bbox_aux_dn: 0.918401 loss_giou_aux_dn: 2.300470 loss: 15.501762 eta: 1 day, 16:23:06 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3767 images/s [04/15 17:16:57] ppdet.engine INFO: Epoch: [40] [ 300/7329] learning_rate: 0.000100 loss_class: 0.651162 loss_bbox: 0.132368 loss_giou: 0.412496 loss_class_aux: 4.013876 loss_bbox_aux: 0.875500 loss_giou_aux: 2.644238 loss_class_dn: 0.351585 loss_bbox_dn: 0.146669 loss_giou_dn: 0.404915 loss_class_aux_dn: 1.906950 loss_bbox_aux_dn: 0.831239 loss_giou_aux_dn: 2.225252 loss: 14.080524 eta: 1 day, 16:22:30 batch_cost: 0.3494 data_cost: 0.0012 ips: 11.4477 images/s [04/15 17:17:36] ppdet.engine INFO: Epoch: [40] [ 400/7329] learning_rate: 0.000100 loss_class: 0.635611 loss_bbox: 0.132693 loss_giou: 0.365675 loss_class_aux: 3.995793 loss_bbox_aux: 0.873842 loss_giou_aux: 2.257252 loss_class_dn: 0.307398 loss_bbox_dn: 0.138234 loss_giou_dn: 0.355208 loss_class_aux_dn: 1.670361 loss_bbox_aux_dn: 0.880728 loss_giou_aux_dn: 1.934818 loss: 13.426916 eta: 1 day, 16:21:54 batch_cost: 0.3495 data_cost: 0.0012 ips: 11.4461 images/s [04/15 17:18:15] ppdet.engine INFO: Epoch: [40] [ 500/7329] learning_rate: 0.000100 loss_class: 0.538192 loss_bbox: 0.129195 loss_giou: 0.362577 loss_class_aux: 3.412371 loss_bbox_aux: 0.845943 loss_giou_aux: 2.290819 loss_class_dn: 0.312873 loss_bbox_dn: 0.151396 loss_giou_dn: 0.351004 loss_class_aux_dn: 1.714161 loss_bbox_aux_dn: 0.887949 loss_giou_aux_dn: 1.968380 loss: 14.109940 eta: 1 day, 16:21:18 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2266 images/s [04/15 17:18:55] ppdet.engine INFO: Epoch: [40] [ 600/7329] learning_rate: 0.000100 loss_class: 0.587391 loss_bbox: 0.142165 loss_giou: 0.403277 loss_class_aux: 3.732397 loss_bbox_aux: 0.923867 loss_giou_aux: 2.615684 loss_class_dn: 0.347785 loss_bbox_dn: 0.146259 loss_giou_dn: 0.411983 loss_class_aux_dn: 1.853978 loss_bbox_aux_dn: 0.884303 loss_giou_aux_dn: 2.358698 loss: 15.127020 eta: 1 day, 16:20:43 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3390 images/s [04/15 17:19:34] ppdet.engine INFO: Epoch: [40] [ 700/7329] learning_rate: 0.000100 loss_class: 0.536584 loss_bbox: 0.117480 loss_giou: 0.338357 loss_class_aux: 3.325361 loss_bbox_aux: 0.800437 loss_giou_aux: 2.148353 loss_class_dn: 0.303043 loss_bbox_dn: 0.143103 loss_giou_dn: 0.323950 loss_class_aux_dn: 1.613768 loss_bbox_aux_dn: 0.867107 loss_giou_aux_dn: 1.837317 loss: 12.502258 eta: 1 day, 16:20:07 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4102 images/s [04/15 17:20:13] ppdet.engine INFO: Epoch: [40] [ 800/7329] learning_rate: 0.000100 loss_class: 0.581111 loss_bbox: 0.136336 loss_giou: 0.433243 loss_class_aux: 3.745561 loss_bbox_aux: 0.889187 loss_giou_aux: 2.702198 loss_class_dn: 0.332637 loss_bbox_dn: 0.140983 loss_giou_dn: 0.393402 loss_class_aux_dn: 1.877501 loss_bbox_aux_dn: 0.825826 loss_giou_aux_dn: 2.227187 loss: 15.267023 eta: 1 day, 16:19:31 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3770 images/s [04/15 17:20:53] ppdet.engine INFO: Epoch: [40] [ 900/7329] learning_rate: 0.000100 loss_class: 0.523063 loss_bbox: 0.129051 loss_giou: 0.352272 loss_class_aux: 3.593321 loss_bbox_aux: 0.864293 loss_giou_aux: 2.185805 loss_class_dn: 0.296633 loss_bbox_dn: 0.140219 loss_giou_dn: 0.337236 loss_class_aux_dn: 1.598694 loss_bbox_aux_dn: 0.891625 loss_giou_aux_dn: 1.884426 loss: 12.844679 eta: 1 day, 16:18:56 batch_cost: 0.3583 data_cost: 0.0014 ips: 11.1632 images/s [04/15 17:21:32] ppdet.engine INFO: Epoch: [40] [1000/7329] learning_rate: 0.000100 loss_class: 0.660123 loss_bbox: 0.142212 loss_giou: 0.394485 loss_class_aux: 3.970197 loss_bbox_aux: 0.909644 loss_giou_aux: 2.471422 loss_class_dn: 0.328574 loss_bbox_dn: 0.147474 loss_giou_dn: 0.380976 loss_class_aux_dn: 1.786569 loss_bbox_aux_dn: 0.867969 loss_giou_aux_dn: 2.094745 loss: 14.777764 eta: 1 day, 16:18:21 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2350 images/s [04/15 17:22:12] ppdet.engine INFO: Epoch: [40] [1100/7329] learning_rate: 0.000100 loss_class: 0.621961 loss_bbox: 0.137798 loss_giou: 0.391737 loss_class_aux: 4.123930 loss_bbox_aux: 0.887416 loss_giou_aux: 2.467500 loss_class_dn: 0.328819 loss_bbox_dn: 0.138076 loss_giou_dn: 0.382922 loss_class_aux_dn: 1.798717 loss_bbox_aux_dn: 0.811502 loss_giou_aux_dn: 2.150407 loss: 14.677369 eta: 1 day, 16:17:46 batch_cost: 0.3568 data_cost: 0.0012 ips: 11.2112 images/s [04/15 17:22:51] ppdet.engine INFO: Epoch: [40] [1200/7329] learning_rate: 0.000100 loss_class: 0.509638 loss_bbox: 0.125417 loss_giou: 0.312139 loss_class_aux: 3.238187 loss_bbox_aux: 0.808333 loss_giou_aux: 1.976038 loss_class_dn: 0.289687 loss_bbox_dn: 0.129223 loss_giou_dn: 0.304022 loss_class_aux_dn: 1.565082 loss_bbox_aux_dn: 0.781124 loss_giou_aux_dn: 1.687314 loss: 12.194334 eta: 1 day, 16:17:10 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3922 images/s [04/15 17:23:30] ppdet.engine INFO: Epoch: [40] [1300/7329] learning_rate: 0.000100 loss_class: 0.601194 loss_bbox: 0.139699 loss_giou: 0.426471 loss_class_aux: 3.902679 loss_bbox_aux: 0.938273 loss_giou_aux: 2.603883 loss_class_dn: 0.353505 loss_bbox_dn: 0.150805 loss_giou_dn: 0.403632 loss_class_aux_dn: 1.961177 loss_bbox_aux_dn: 0.872452 loss_giou_aux_dn: 2.292133 loss: 15.124577 eta: 1 day, 16:16:34 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3733 images/s [04/15 17:24:09] ppdet.engine INFO: Epoch: [40] [1400/7329] learning_rate: 0.000100 loss_class: 0.533695 loss_bbox: 0.132276 loss_giou: 0.344609 loss_class_aux: 3.516512 loss_bbox_aux: 0.857407 loss_giou_aux: 2.185578 loss_class_dn: 0.302668 loss_bbox_dn: 0.135696 loss_giou_dn: 0.343505 loss_class_aux_dn: 1.673035 loss_bbox_aux_dn: 0.799542 loss_giou_aux_dn: 1.880557 loss: 12.683758 eta: 1 day, 16:15:58 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3870 images/s [04/15 17:24:49] ppdet.engine INFO: Epoch: [40] [1500/7329] learning_rate: 0.000100 loss_class: 0.590436 loss_bbox: 0.128597 loss_giou: 0.430199 loss_class_aux: 3.816096 loss_bbox_aux: 0.874382 loss_giou_aux: 2.653364 loss_class_dn: 0.345991 loss_bbox_dn: 0.145741 loss_giou_dn: 0.414791 loss_class_aux_dn: 1.872021 loss_bbox_aux_dn: 0.876967 loss_giou_aux_dn: 2.249823 loss: 15.258340 eta: 1 day, 16:15:23 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2991 images/s [04/15 17:25:28] ppdet.engine INFO: Epoch: [40] [1600/7329] learning_rate: 0.000100 loss_class: 0.552663 loss_bbox: 0.121316 loss_giou: 0.374687 loss_class_aux: 3.600701 loss_bbox_aux: 0.817566 loss_giou_aux: 2.313375 loss_class_dn: 0.309903 loss_bbox_dn: 0.131533 loss_giou_dn: 0.351675 loss_class_aux_dn: 1.649753 loss_bbox_aux_dn: 0.775393 loss_giou_aux_dn: 1.967051 loss: 13.975527 eta: 1 day, 16:14:47 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3068 images/s [04/15 17:26:07] ppdet.engine INFO: Epoch: [40] [1700/7329] learning_rate: 0.000100 loss_class: 0.612306 loss_bbox: 0.140377 loss_giou: 0.390896 loss_class_aux: 3.922846 loss_bbox_aux: 0.931607 loss_giou_aux: 2.484304 loss_class_dn: 0.329416 loss_bbox_dn: 0.170253 loss_giou_dn: 0.360764 loss_class_aux_dn: 1.772579 loss_bbox_aux_dn: 0.944045 loss_giou_aux_dn: 2.028985 loss: 14.360207 eta: 1 day, 16:14:11 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3872 images/s [04/15 17:26:47] ppdet.engine INFO: Epoch: [40] [1800/7329] learning_rate: 0.000100 loss_class: 0.584653 loss_bbox: 0.127439 loss_giou: 0.375135 loss_class_aux: 3.729959 loss_bbox_aux: 0.829330 loss_giou_aux: 2.299136 loss_class_dn: 0.338651 loss_bbox_dn: 0.141988 loss_giou_dn: 0.380802 loss_class_aux_dn: 1.846113 loss_bbox_aux_dn: 0.839314 loss_giou_aux_dn: 2.114520 loss: 14.478168 eta: 1 day, 16:13:36 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3172 images/s [04/15 17:27:26] ppdet.engine INFO: Epoch: [40] [1900/7329] learning_rate: 0.000100 loss_class: 0.594280 loss_bbox: 0.137807 loss_giou: 0.379575 loss_class_aux: 3.777459 loss_bbox_aux: 0.912987 loss_giou_aux: 2.400376 loss_class_dn: 0.302706 loss_bbox_dn: 0.133828 loss_giou_dn: 0.369489 loss_class_aux_dn: 1.627593 loss_bbox_aux_dn: 0.824407 loss_giou_aux_dn: 2.034047 loss: 13.836689 eta: 1 day, 16:13:00 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4208 images/s [04/15 17:28:05] ppdet.engine INFO: Epoch: [40] [2000/7329] learning_rate: 0.000100 loss_class: 0.606979 loss_bbox: 0.148394 loss_giou: 0.399307 loss_class_aux: 3.811065 loss_bbox_aux: 0.904169 loss_giou_aux: 2.503170 loss_class_dn: 0.345456 loss_bbox_dn: 0.155232 loss_giou_dn: 0.387700 loss_class_aux_dn: 1.889240 loss_bbox_aux_dn: 0.909601 loss_giou_aux_dn: 2.174828 loss: 15.117222 eta: 1 day, 16:12:24 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2379 images/s [04/15 17:28:45] ppdet.engine INFO: Epoch: [40] [2100/7329] learning_rate: 0.000100 loss_class: 0.549865 loss_bbox: 0.125570 loss_giou: 0.402279 loss_class_aux: 3.472468 loss_bbox_aux: 0.817449 loss_giou_aux: 2.450778 loss_class_dn: 0.296001 loss_bbox_dn: 0.122377 loss_giou_dn: 0.363348 loss_class_aux_dn: 1.608749 loss_bbox_aux_dn: 0.734237 loss_giou_aux_dn: 2.006336 loss: 13.721344 eta: 1 day, 16:11:49 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3659 images/s [04/15 17:29:24] ppdet.engine INFO: Epoch: [40] [2200/7329] learning_rate: 0.000100 loss_class: 0.509762 loss_bbox: 0.122829 loss_giou: 0.334818 loss_class_aux: 3.344007 loss_bbox_aux: 0.798923 loss_giou_aux: 2.208741 loss_class_dn: 0.291154 loss_bbox_dn: 0.119754 loss_giou_dn: 0.303645 loss_class_aux_dn: 1.594691 loss_bbox_aux_dn: 0.706313 loss_giou_aux_dn: 1.713222 loss: 13.031210 eta: 1 day, 16:11:14 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2055 images/s [04/15 17:30:04] ppdet.engine INFO: Epoch: [40] [2300/7329] learning_rate: 0.000100 loss_class: 0.593295 loss_bbox: 0.131323 loss_giou: 0.452320 loss_class_aux: 3.894329 loss_bbox_aux: 0.821035 loss_giou_aux: 2.831628 loss_class_dn: 0.360722 loss_bbox_dn: 0.142303 loss_giou_dn: 0.411950 loss_class_aux_dn: 1.914575 loss_bbox_aux_dn: 0.863393 loss_giou_aux_dn: 2.261644 loss: 14.941072 eta: 1 day, 16:10:38 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3409 images/s [04/15 17:30:43] ppdet.engine INFO: Epoch: [40] [2400/7329] learning_rate: 0.000100 loss_class: 0.574867 loss_bbox: 0.132101 loss_giou: 0.362017 loss_class_aux: 3.707851 loss_bbox_aux: 0.874449 loss_giou_aux: 2.347082 loss_class_dn: 0.317648 loss_bbox_dn: 0.139123 loss_giou_dn: 0.349265 loss_class_aux_dn: 1.706449 loss_bbox_aux_dn: 0.823402 loss_giou_aux_dn: 1.914104 loss: 13.883368 eta: 1 day, 16:10:02 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4031 images/s [04/15 17:31:22] ppdet.engine INFO: Epoch: [40] [2500/7329] learning_rate: 0.000100 loss_class: 0.613909 loss_bbox: 0.144129 loss_giou: 0.391424 loss_class_aux: 3.933562 loss_bbox_aux: 0.969797 loss_giou_aux: 2.493985 loss_class_dn: 0.345352 loss_bbox_dn: 0.164190 loss_giou_dn: 0.393288 loss_class_aux_dn: 1.887642 loss_bbox_aux_dn: 0.929785 loss_giou_aux_dn: 2.189167 loss: 14.310752 eta: 1 day, 16:09:27 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2666 images/s [04/15 17:32:02] ppdet.engine INFO: Epoch: [40] [2600/7329] learning_rate: 0.000100 loss_class: 0.539279 loss_bbox: 0.122190 loss_giou: 0.327281 loss_class_aux: 3.515806 loss_bbox_aux: 0.800277 loss_giou_aux: 2.150455 loss_class_dn: 0.296954 loss_bbox_dn: 0.132995 loss_giou_dn: 0.324421 loss_class_aux_dn: 1.598376 loss_bbox_aux_dn: 0.772466 loss_giou_aux_dn: 1.793843 loss: 12.789526 eta: 1 day, 16:08:51 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3327 images/s [04/15 17:32:41] ppdet.engine INFO: Epoch: [40] [2700/7329] learning_rate: 0.000100 loss_class: 0.583734 loss_bbox: 0.133091 loss_giou: 0.360807 loss_class_aux: 3.691218 loss_bbox_aux: 0.870187 loss_giou_aux: 2.300899 loss_class_dn: 0.324880 loss_bbox_dn: 0.141787 loss_giou_dn: 0.343516 loss_class_aux_dn: 1.735427 loss_bbox_aux_dn: 0.854280 loss_giou_aux_dn: 1.958470 loss: 14.291626 eta: 1 day, 16:08:16 batch_cost: 0.3579 data_cost: 0.0014 ips: 11.1755 images/s [04/15 17:33:21] ppdet.engine INFO: Epoch: [40] [2800/7329] learning_rate: 0.000100 loss_class: 0.555426 loss_bbox: 0.114426 loss_giou: 0.365396 loss_class_aux: 3.634732 loss_bbox_aux: 0.777125 loss_giou_aux: 2.282984 loss_class_dn: 0.297578 loss_bbox_dn: 0.129509 loss_giou_dn: 0.328178 loss_class_aux_dn: 1.633345 loss_bbox_aux_dn: 0.805121 loss_giou_aux_dn: 1.859640 loss: 12.930172 eta: 1 day, 16:07:40 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3214 images/s [04/15 17:34:00] ppdet.engine INFO: Epoch: [40] [2900/7329] learning_rate: 0.000100 loss_class: 0.580200 loss_bbox: 0.125647 loss_giou: 0.346149 loss_class_aux: 3.599242 loss_bbox_aux: 0.829555 loss_giou_aux: 2.257135 loss_class_dn: 0.316518 loss_bbox_dn: 0.144118 loss_giou_dn: 0.337136 loss_class_aux_dn: 1.703381 loss_bbox_aux_dn: 0.879637 loss_giou_aux_dn: 1.849661 loss: 13.450947 eta: 1 day, 16:07:05 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3048 images/s [04/15 17:34:39] ppdet.engine INFO: Epoch: [40] [3000/7329] learning_rate: 0.000100 loss_class: 0.629754 loss_bbox: 0.149077 loss_giou: 0.383440 loss_class_aux: 3.953006 loss_bbox_aux: 0.992396 loss_giou_aux: 2.391794 loss_class_dn: 0.350010 loss_bbox_dn: 0.162904 loss_giou_dn: 0.380292 loss_class_aux_dn: 1.881875 loss_bbox_aux_dn: 0.936383 loss_giou_aux_dn: 2.120074 loss: 15.278633 eta: 1 day, 16:06:29 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4264 images/s [04/15 17:35:19] ppdet.engine INFO: Epoch: [40] [3100/7329] learning_rate: 0.000100 loss_class: 0.554049 loss_bbox: 0.135347 loss_giou: 0.398176 loss_class_aux: 3.550902 loss_bbox_aux: 0.838411 loss_giou_aux: 2.469177 loss_class_dn: 0.315231 loss_bbox_dn: 0.140095 loss_giou_dn: 0.357062 loss_class_aux_dn: 1.717403 loss_bbox_aux_dn: 0.860812 loss_giou_aux_dn: 2.006895 loss: 13.541028 eta: 1 day, 16:05:54 batch_cost: 0.3601 data_cost: 0.0014 ips: 11.1075 images/s [04/15 17:35:58] ppdet.engine INFO: Epoch: [40] [3200/7329] learning_rate: 0.000100 loss_class: 0.603306 loss_bbox: 0.128268 loss_giou: 0.358221 loss_class_aux: 3.787346 loss_bbox_aux: 0.839433 loss_giou_aux: 2.345239 loss_class_dn: 0.330163 loss_bbox_dn: 0.139523 loss_giou_dn: 0.350177 loss_class_aux_dn: 1.808522 loss_bbox_aux_dn: 0.852136 loss_giou_aux_dn: 1.966850 loss: 13.962483 eta: 1 day, 16:05:18 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3703 images/s [04/15 17:36:38] ppdet.engine INFO: Epoch: [40] [3300/7329] learning_rate: 0.000100 loss_class: 0.579705 loss_bbox: 0.130752 loss_giou: 0.391769 loss_class_aux: 3.735785 loss_bbox_aux: 0.867015 loss_giou_aux: 2.445306 loss_class_dn: 0.326415 loss_bbox_dn: 0.145144 loss_giou_dn: 0.391590 loss_class_aux_dn: 1.750298 loss_bbox_aux_dn: 0.867814 loss_giou_aux_dn: 2.171241 loss: 13.801540 eta: 1 day, 16:04:43 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2477 images/s [04/15 17:37:17] ppdet.engine INFO: Epoch: [40] [3400/7329] learning_rate: 0.000100 loss_class: 0.607432 loss_bbox: 0.143709 loss_giou: 0.343611 loss_class_aux: 3.816255 loss_bbox_aux: 0.911807 loss_giou_aux: 2.183362 loss_class_dn: 0.352963 loss_bbox_dn: 0.137378 loss_giou_dn: 0.350752 loss_class_aux_dn: 1.892136 loss_bbox_aux_dn: 0.870004 loss_giou_aux_dn: 1.938009 loss: 14.860142 eta: 1 day, 16:04:08 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2911 images/s [04/15 17:37:57] ppdet.engine INFO: Epoch: [40] [3500/7329] learning_rate: 0.000100 loss_class: 0.578972 loss_bbox: 0.134357 loss_giou: 0.356135 loss_class_aux: 3.643922 loss_bbox_aux: 0.902299 loss_giou_aux: 2.324992 loss_class_dn: 0.338884 loss_bbox_dn: 0.155950 loss_giou_dn: 0.359550 loss_class_aux_dn: 1.806889 loss_bbox_aux_dn: 0.929917 loss_giou_aux_dn: 2.027189 loss: 14.262793 eta: 1 day, 16:03:32 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3053 images/s [04/15 17:38:36] ppdet.engine INFO: Epoch: [40] [3600/7329] learning_rate: 0.000100 loss_class: 0.564806 loss_bbox: 0.132182 loss_giou: 0.401813 loss_class_aux: 3.537142 loss_bbox_aux: 0.851090 loss_giou_aux: 2.484776 loss_class_dn: 0.313467 loss_bbox_dn: 0.151336 loss_giou_dn: 0.359378 loss_class_aux_dn: 1.680481 loss_bbox_aux_dn: 0.879607 loss_giou_aux_dn: 2.024097 loss: 14.015347 eta: 1 day, 16:02:57 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2695 images/s [04/15 17:39:16] ppdet.engine INFO: Epoch: [40] [3700/7329] learning_rate: 0.000100 loss_class: 0.548350 loss_bbox: 0.124452 loss_giou: 0.417790 loss_class_aux: 3.338395 loss_bbox_aux: 0.846498 loss_giou_aux: 2.700423 loss_class_dn: 0.330949 loss_bbox_dn: 0.133899 loss_giou_dn: 0.381321 loss_class_aux_dn: 1.764601 loss_bbox_aux_dn: 0.763865 loss_giou_aux_dn: 2.151681 loss: 14.912722 eta: 1 day, 16:02:22 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2479 images/s [04/15 17:39:56] ppdet.engine INFO: Epoch: [40] [3800/7329] learning_rate: 0.000100 loss_class: 0.567923 loss_bbox: 0.132286 loss_giou: 0.372267 loss_class_aux: 3.599210 loss_bbox_aux: 0.811418 loss_giou_aux: 2.432109 loss_class_dn: 0.313913 loss_bbox_dn: 0.131800 loss_giou_dn: 0.353098 loss_class_aux_dn: 1.705207 loss_bbox_aux_dn: 0.813093 loss_giou_aux_dn: 2.011926 loss: 13.273766 eta: 1 day, 16:01:47 batch_cost: 0.3585 data_cost: 0.0013 ips: 11.1561 images/s [04/15 17:40:35] ppdet.engine INFO: Epoch: [40] [3900/7329] learning_rate: 0.000100 loss_class: 0.630067 loss_bbox: 0.140609 loss_giou: 0.463303 loss_class_aux: 4.071496 loss_bbox_aux: 0.906024 loss_giou_aux: 2.830462 loss_class_dn: 0.358489 loss_bbox_dn: 0.127799 loss_giou_dn: 0.414628 loss_class_aux_dn: 1.982817 loss_bbox_aux_dn: 0.792577 loss_giou_aux_dn: 2.265646 loss: 15.635612 eta: 1 day, 16:01:11 batch_cost: 0.3493 data_cost: 0.0012 ips: 11.4517 images/s [04/15 17:41:14] ppdet.engine INFO: Epoch: [40] [4000/7329] learning_rate: 0.000100 loss_class: 0.560695 loss_bbox: 0.131519 loss_giou: 0.311694 loss_class_aux: 3.715636 loss_bbox_aux: 0.861028 loss_giou_aux: 2.001119 loss_class_dn: 0.322614 loss_bbox_dn: 0.156072 loss_giou_dn: 0.305843 loss_class_aux_dn: 1.703398 loss_bbox_aux_dn: 0.905021 loss_giou_aux_dn: 1.745269 loss: 13.122644 eta: 1 day, 16:00:35 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4059 images/s [04/15 17:41:53] ppdet.engine INFO: Epoch: [40] [4100/7329] learning_rate: 0.000100 loss_class: 0.564288 loss_bbox: 0.143433 loss_giou: 0.362844 loss_class_aux: 3.678196 loss_bbox_aux: 0.943100 loss_giou_aux: 2.252423 loss_class_dn: 0.330781 loss_bbox_dn: 0.162030 loss_giou_dn: 0.341739 loss_class_aux_dn: 1.764044 loss_bbox_aux_dn: 0.966521 loss_giou_aux_dn: 1.916789 loss: 13.934589 eta: 1 day, 15:59:59 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2525 images/s [04/15 17:42:33] ppdet.engine INFO: Epoch: [40] [4200/7329] learning_rate: 0.000100 loss_class: 0.605541 loss_bbox: 0.137007 loss_giou: 0.445617 loss_class_aux: 3.735018 loss_bbox_aux: 0.943676 loss_giou_aux: 2.832021 loss_class_dn: 0.330018 loss_bbox_dn: 0.146553 loss_giou_dn: 0.424962 loss_class_aux_dn: 1.827132 loss_bbox_aux_dn: 0.859888 loss_giou_aux_dn: 2.314059 loss: 15.245279 eta: 1 day, 15:59:24 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2293 images/s [04/15 17:43:12] ppdet.engine INFO: Epoch: [40] [4300/7329] learning_rate: 0.000100 loss_class: 0.598788 loss_bbox: 0.137724 loss_giou: 0.346431 loss_class_aux: 3.826833 loss_bbox_aux: 0.898753 loss_giou_aux: 2.190870 loss_class_dn: 0.319581 loss_bbox_dn: 0.144796 loss_giou_dn: 0.348022 loss_class_aux_dn: 1.786591 loss_bbox_aux_dn: 0.894859 loss_giou_aux_dn: 1.987435 loss: 13.817040 eta: 1 day, 15:58:49 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2870 images/s [04/15 17:43:52] ppdet.engine INFO: Epoch: [40] [4400/7329] learning_rate: 0.000100 loss_class: 0.560916 loss_bbox: 0.128144 loss_giou: 0.358932 loss_class_aux: 3.810254 loss_bbox_aux: 0.824207 loss_giou_aux: 2.290189 loss_class_dn: 0.325886 loss_bbox_dn: 0.135796 loss_giou_dn: 0.357334 loss_class_aux_dn: 1.734890 loss_bbox_aux_dn: 0.796972 loss_giou_aux_dn: 1.977347 loss: 13.616972 eta: 1 day, 15:58:13 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2481 images/s [04/15 17:44:31] ppdet.engine INFO: Epoch: [40] [4500/7329] learning_rate: 0.000100 loss_class: 0.576940 loss_bbox: 0.137050 loss_giou: 0.371583 loss_class_aux: 3.614661 loss_bbox_aux: 0.897058 loss_giou_aux: 2.358429 loss_class_dn: 0.314957 loss_bbox_dn: 0.152359 loss_giou_dn: 0.369617 loss_class_aux_dn: 1.721470 loss_bbox_aux_dn: 0.861164 loss_giou_aux_dn: 2.046631 loss: 13.497005 eta: 1 day, 15:57:38 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2928 images/s [04/15 17:45:11] ppdet.engine INFO: Epoch: [40] [4600/7329] learning_rate: 0.000100 loss_class: 0.576807 loss_bbox: 0.123124 loss_giou: 0.366420 loss_class_aux: 3.810970 loss_bbox_aux: 0.792506 loss_giou_aux: 2.361666 loss_class_dn: 0.319442 loss_bbox_dn: 0.142938 loss_giou_dn: 0.352678 loss_class_aux_dn: 1.715148 loss_bbox_aux_dn: 0.828648 loss_giou_aux_dn: 1.985946 loss: 13.460638 eta: 1 day, 15:57:02 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3338 images/s [04/15 17:45:50] ppdet.engine INFO: Epoch: [40] [4700/7329] learning_rate: 0.000100 loss_class: 0.524086 loss_bbox: 0.120777 loss_giou: 0.425565 loss_class_aux: 3.455567 loss_bbox_aux: 0.773997 loss_giou_aux: 2.681461 loss_class_dn: 0.318246 loss_bbox_dn: 0.126670 loss_giou_dn: 0.399363 loss_class_aux_dn: 1.681210 loss_bbox_aux_dn: 0.734248 loss_giou_aux_dn: 2.214850 loss: 13.660849 eta: 1 day, 15:56:26 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4162 images/s [04/15 17:46:29] ppdet.engine INFO: Epoch: [40] [4800/7329] learning_rate: 0.000100 loss_class: 0.579128 loss_bbox: 0.136443 loss_giou: 0.366863 loss_class_aux: 3.673067 loss_bbox_aux: 0.845677 loss_giou_aux: 2.323890 loss_class_dn: 0.314469 loss_bbox_dn: 0.130211 loss_giou_dn: 0.393296 loss_class_aux_dn: 1.729138 loss_bbox_aux_dn: 0.793067 loss_giou_aux_dn: 2.225251 loss: 13.689719 eta: 1 day, 15:55:51 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3818 images/s [04/15 17:47:08] ppdet.engine INFO: Epoch: [40] [4900/7329] learning_rate: 0.000100 loss_class: 0.547622 loss_bbox: 0.140818 loss_giou: 0.329640 loss_class_aux: 3.422935 loss_bbox_aux: 0.894643 loss_giou_aux: 2.057592 loss_class_dn: 0.305312 loss_bbox_dn: 0.147600 loss_giou_dn: 0.337347 loss_class_aux_dn: 1.641853 loss_bbox_aux_dn: 0.907379 loss_giou_aux_dn: 1.863132 loss: 13.315470 eta: 1 day, 15:55:15 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3301 images/s [04/15 17:47:47] ppdet.engine INFO: Epoch: [40] [5000/7329] learning_rate: 0.000100 loss_class: 0.601552 loss_bbox: 0.120646 loss_giou: 0.358360 loss_class_aux: 3.772526 loss_bbox_aux: 0.789109 loss_giou_aux: 2.340193 loss_class_dn: 0.319039 loss_bbox_dn: 0.133329 loss_giou_dn: 0.327817 loss_class_aux_dn: 1.722378 loss_bbox_aux_dn: 0.785474 loss_giou_aux_dn: 1.847712 loss: 13.725064 eta: 1 day, 15:54:39 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3337 images/s [04/15 17:48:27] ppdet.engine INFO: Epoch: [40] [5100/7329] learning_rate: 0.000100 loss_class: 0.581592 loss_bbox: 0.130121 loss_giou: 0.365295 loss_class_aux: 3.657122 loss_bbox_aux: 0.864748 loss_giou_aux: 2.289951 loss_class_dn: 0.330551 loss_bbox_dn: 0.135012 loss_giou_dn: 0.335137 loss_class_aux_dn: 1.798827 loss_bbox_aux_dn: 0.812999 loss_giou_aux_dn: 1.868582 loss: 14.014332 eta: 1 day, 15:54:04 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3242 images/s [04/15 17:49:06] ppdet.engine INFO: Epoch: [40] [5200/7329] learning_rate: 0.000100 loss_class: 0.526871 loss_bbox: 0.124651 loss_giou: 0.366083 loss_class_aux: 3.317737 loss_bbox_aux: 0.807847 loss_giou_aux: 2.400563 loss_class_dn: 0.299349 loss_bbox_dn: 0.133145 loss_giou_dn: 0.362488 loss_class_aux_dn: 1.637521 loss_bbox_aux_dn: 0.783474 loss_giou_aux_dn: 2.010284 loss: 13.105375 eta: 1 day, 15:53:28 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2400 images/s [04/15 17:49:45] ppdet.engine INFO: Epoch: [40] [5300/7329] learning_rate: 0.000100 loss_class: 0.584894 loss_bbox: 0.143813 loss_giou: 0.408237 loss_class_aux: 3.831151 loss_bbox_aux: 0.910000 loss_giou_aux: 2.582514 loss_class_dn: 0.338112 loss_bbox_dn: 0.154750 loss_giou_dn: 0.373763 loss_class_aux_dn: 1.826299 loss_bbox_aux_dn: 0.909524 loss_giou_aux_dn: 2.087020 loss: 14.467165 eta: 1 day, 15:52:52 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4180 images/s [04/15 17:50:25] ppdet.engine INFO: Epoch: [40] [5400/7329] learning_rate: 0.000100 loss_class: 0.609509 loss_bbox: 0.136158 loss_giou: 0.427317 loss_class_aux: 3.867903 loss_bbox_aux: 0.892729 loss_giou_aux: 2.791238 loss_class_dn: 0.366998 loss_bbox_dn: 0.138169 loss_giou_dn: 0.419201 loss_class_aux_dn: 1.957178 loss_bbox_aux_dn: 0.789720 loss_giou_aux_dn: 2.337830 loss: 15.204674 eta: 1 day, 15:52:17 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3190 images/s [04/15 17:51:04] ppdet.engine INFO: Epoch: [40] [5500/7329] learning_rate: 0.000100 loss_class: 0.570701 loss_bbox: 0.132059 loss_giou: 0.360811 loss_class_aux: 3.674414 loss_bbox_aux: 0.865278 loss_giou_aux: 2.402092 loss_class_dn: 0.323400 loss_bbox_dn: 0.144331 loss_giou_dn: 0.356125 loss_class_aux_dn: 1.744563 loss_bbox_aux_dn: 0.836689 loss_giou_aux_dn: 2.057321 loss: 14.337136 eta: 1 day, 15:51:41 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3268 images/s [04/15 17:51:43] ppdet.engine INFO: Epoch: [40] [5600/7329] learning_rate: 0.000100 loss_class: 0.546746 loss_bbox: 0.124988 loss_giou: 0.325940 loss_class_aux: 3.511947 loss_bbox_aux: 0.841766 loss_giou_aux: 2.122323 loss_class_dn: 0.309874 loss_bbox_dn: 0.144195 loss_giou_dn: 0.328290 loss_class_aux_dn: 1.674024 loss_bbox_aux_dn: 0.880421 loss_giou_aux_dn: 1.856929 loss: 13.301281 eta: 1 day, 15:51:05 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4185 images/s [04/15 17:52:22] ppdet.engine INFO: Epoch: [40] [5700/7329] learning_rate: 0.000100 loss_class: 0.565363 loss_bbox: 0.133457 loss_giou: 0.335320 loss_class_aux: 3.553172 loss_bbox_aux: 0.871968 loss_giou_aux: 2.089687 loss_class_dn: 0.297400 loss_bbox_dn: 0.150070 loss_giou_dn: 0.325513 loss_class_aux_dn: 1.627447 loss_bbox_aux_dn: 0.882007 loss_giou_aux_dn: 1.849487 loss: 12.735516 eta: 1 day, 15:50:30 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3148 images/s [04/15 17:53:02] ppdet.engine INFO: Epoch: [40] [5800/7329] learning_rate: 0.000100 loss_class: 0.538004 loss_bbox: 0.121800 loss_giou: 0.370518 loss_class_aux: 3.437420 loss_bbox_aux: 0.799232 loss_giou_aux: 2.303304 loss_class_dn: 0.317084 loss_bbox_dn: 0.134663 loss_giou_dn: 0.357651 loss_class_aux_dn: 1.674095 loss_bbox_aux_dn: 0.797782 loss_giou_aux_dn: 1.990940 loss: 13.222033 eta: 1 day, 15:49:54 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3819 images/s [04/15 17:53:41] ppdet.engine INFO: Epoch: [40] [5900/7329] learning_rate: 0.000100 loss_class: 0.603083 loss_bbox: 0.147409 loss_giou: 0.351589 loss_class_aux: 3.911278 loss_bbox_aux: 0.922496 loss_giou_aux: 2.230018 loss_class_dn: 0.351767 loss_bbox_dn: 0.158646 loss_giou_dn: 0.356162 loss_class_aux_dn: 1.875848 loss_bbox_aux_dn: 0.919575 loss_giou_aux_dn: 2.046183 loss: 14.242271 eta: 1 day, 15:49:18 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4403 images/s [04/15 17:54:20] ppdet.engine INFO: Epoch: [40] [6000/7329] learning_rate: 0.000100 loss_class: 0.599929 loss_bbox: 0.146534 loss_giou: 0.376036 loss_class_aux: 3.925577 loss_bbox_aux: 0.943880 loss_giou_aux: 2.456365 loss_class_dn: 0.308582 loss_bbox_dn: 0.158450 loss_giou_dn: 0.377591 loss_class_aux_dn: 1.655709 loss_bbox_aux_dn: 0.937403 loss_giou_aux_dn: 2.106535 loss: 14.342722 eta: 1 day, 15:48:42 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2700 images/s [04/15 17:54:59] ppdet.engine INFO: Epoch: [40] [6100/7329] learning_rate: 0.000100 loss_class: 0.561471 loss_bbox: 0.132466 loss_giou: 0.374524 loss_class_aux: 3.434555 loss_bbox_aux: 0.864964 loss_giou_aux: 2.387147 loss_class_dn: 0.317233 loss_bbox_dn: 0.140061 loss_giou_dn: 0.339958 loss_class_aux_dn: 1.717893 loss_bbox_aux_dn: 0.845623 loss_giou_aux_dn: 1.936840 loss: 12.962118 eta: 1 day, 15:48:06 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4193 images/s [04/15 17:55:38] ppdet.engine INFO: Epoch: [40] [6200/7329] learning_rate: 0.000100 loss_class: 0.545756 loss_bbox: 0.134364 loss_giou: 0.323429 loss_class_aux: 3.410950 loss_bbox_aux: 0.933575 loss_giou_aux: 2.081374 loss_class_dn: 0.285926 loss_bbox_dn: 0.139880 loss_giou_dn: 0.326586 loss_class_aux_dn: 1.603221 loss_bbox_aux_dn: 0.866793 loss_giou_aux_dn: 1.840050 loss: 13.093013 eta: 1 day, 15:47:31 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3456 images/s [04/15 17:56:18] ppdet.engine INFO: Epoch: [40] [6300/7329] learning_rate: 0.000100 loss_class: 0.545185 loss_bbox: 0.146871 loss_giou: 0.372072 loss_class_aux: 3.436320 loss_bbox_aux: 0.937851 loss_giou_aux: 2.322496 loss_class_dn: 0.323609 loss_bbox_dn: 0.134923 loss_giou_dn: 0.357579 loss_class_aux_dn: 1.694364 loss_bbox_aux_dn: 0.854831 loss_giou_aux_dn: 2.012952 loss: 13.810660 eta: 1 day, 15:46:55 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3497 images/s [04/15 17:56:57] ppdet.engine INFO: Epoch: [40] [6400/7329] learning_rate: 0.000100 loss_class: 0.579454 loss_bbox: 0.144070 loss_giou: 0.401800 loss_class_aux: 3.740563 loss_bbox_aux: 0.922968 loss_giou_aux: 2.620007 loss_class_dn: 0.352828 loss_bbox_dn: 0.157178 loss_giou_dn: 0.369316 loss_class_aux_dn: 1.851217 loss_bbox_aux_dn: 0.914813 loss_giou_aux_dn: 2.029564 loss: 15.597221 eta: 1 day, 15:46:20 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2627 images/s [04/15 17:57:37] ppdet.engine INFO: Epoch: [40] [6500/7329] learning_rate: 0.000100 loss_class: 0.638967 loss_bbox: 0.136747 loss_giou: 0.379155 loss_class_aux: 4.070113 loss_bbox_aux: 0.912120 loss_giou_aux: 2.459781 loss_class_dn: 0.346648 loss_bbox_dn: 0.157096 loss_giou_dn: 0.382216 loss_class_aux_dn: 1.900862 loss_bbox_aux_dn: 0.903791 loss_giou_aux_dn: 2.159048 loss: 14.824709 eta: 1 day, 15:45:45 batch_cost: 0.3573 data_cost: 0.0013 ips: 11.1941 images/s [04/15 17:58:17] ppdet.engine INFO: Epoch: [40] [6600/7329] learning_rate: 0.000100 loss_class: 0.622878 loss_bbox: 0.139503 loss_giou: 0.446555 loss_class_aux: 3.918803 loss_bbox_aux: 0.871503 loss_giou_aux: 2.794511 loss_class_dn: 0.354194 loss_bbox_dn: 0.136544 loss_giou_dn: 0.417598 loss_class_aux_dn: 1.917981 loss_bbox_aux_dn: 0.821921 loss_giou_aux_dn: 2.282154 loss: 14.966562 eta: 1 day, 15:45:09 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2446 images/s [04/15 17:58:56] ppdet.engine INFO: Epoch: [40] [6700/7329] learning_rate: 0.000100 loss_class: 0.588638 loss_bbox: 0.135327 loss_giou: 0.392616 loss_class_aux: 3.888014 loss_bbox_aux: 0.933668 loss_giou_aux: 2.568882 loss_class_dn: 0.326495 loss_bbox_dn: 0.135911 loss_giou_dn: 0.378065 loss_class_aux_dn: 1.761082 loss_bbox_aux_dn: 0.856449 loss_giou_aux_dn: 2.060387 loss: 14.416995 eta: 1 day, 15:44:33 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4204 images/s [04/15 17:59:35] ppdet.engine INFO: Epoch: [40] [6800/7329] learning_rate: 0.000100 loss_class: 0.584031 loss_bbox: 0.132484 loss_giou: 0.344869 loss_class_aux: 3.774836 loss_bbox_aux: 0.897834 loss_giou_aux: 2.162989 loss_class_dn: 0.336432 loss_bbox_dn: 0.145906 loss_giou_dn: 0.337809 loss_class_aux_dn: 1.792373 loss_bbox_aux_dn: 0.901252 loss_giou_aux_dn: 1.930004 loss: 14.426791 eta: 1 day, 15:43:58 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3410 images/s [04/15 18:00:14] ppdet.engine INFO: Epoch: [40] [6900/7329] learning_rate: 0.000100 loss_class: 0.627407 loss_bbox: 0.132470 loss_giou: 0.377084 loss_class_aux: 3.894795 loss_bbox_aux: 0.858492 loss_giou_aux: 2.425871 loss_class_dn: 0.344962 loss_bbox_dn: 0.147167 loss_giou_dn: 0.378278 loss_class_aux_dn: 1.859764 loss_bbox_aux_dn: 0.888429 loss_giou_aux_dn: 2.097254 loss: 13.833987 eta: 1 day, 15:43:22 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3173 images/s [04/15 18:00:54] ppdet.engine INFO: Epoch: [40] [7000/7329] learning_rate: 0.000100 loss_class: 0.636950 loss_bbox: 0.144452 loss_giou: 0.394874 loss_class_aux: 4.096795 loss_bbox_aux: 0.917448 loss_giou_aux: 2.574370 loss_class_dn: 0.339914 loss_bbox_dn: 0.161953 loss_giou_dn: 0.381985 loss_class_aux_dn: 1.866661 loss_bbox_aux_dn: 0.977247 loss_giou_aux_dn: 2.151728 loss: 14.632334 eta: 1 day, 15:42:47 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2612 images/s [04/15 18:01:33] ppdet.engine INFO: Epoch: [40] [7100/7329] learning_rate: 0.000100 loss_class: 0.565853 loss_bbox: 0.143436 loss_giou: 0.436733 loss_class_aux: 3.604513 loss_bbox_aux: 0.942249 loss_giou_aux: 2.726939 loss_class_dn: 0.353134 loss_bbox_dn: 0.144999 loss_giou_dn: 0.418965 loss_class_aux_dn: 1.878835 loss_bbox_aux_dn: 0.862700 loss_giou_aux_dn: 2.339461 loss: 15.031656 eta: 1 day, 15:42:11 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3127 images/s [04/15 18:02:13] ppdet.engine INFO: Epoch: [40] [7200/7329] learning_rate: 0.000100 loss_class: 0.508806 loss_bbox: 0.126677 loss_giou: 0.305485 loss_class_aux: 3.255162 loss_bbox_aux: 0.857829 loss_giou_aux: 1.923513 loss_class_dn: 0.289625 loss_bbox_dn: 0.141153 loss_giou_dn: 0.304356 loss_class_aux_dn: 1.557345 loss_bbox_aux_dn: 0.827705 loss_giou_aux_dn: 1.713780 loss: 12.273315 eta: 1 day, 15:41:36 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2808 images/s [04/15 18:02:52] ppdet.engine INFO: Epoch: [40] [7300/7329] learning_rate: 0.000100 loss_class: 0.565984 loss_bbox: 0.132587 loss_giou: 0.377400 loss_class_aux: 3.574095 loss_bbox_aux: 0.837048 loss_giou_aux: 2.401562 loss_class_dn: 0.337368 loss_bbox_dn: 0.130954 loss_giou_dn: 0.343633 loss_class_aux_dn: 1.838152 loss_bbox_aux_dn: 0.765471 loss_giou_aux_dn: 1.922122 loss: 14.508675 eta: 1 day, 15:41:00 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3241 images/s [04/15 18:03:06] ppdet.engine INFO: Eval iter: 0 [04/15 18:03:19] ppdet.engine INFO: Eval iter: 100 [04/15 18:03:31] ppdet.engine INFO: Eval iter: 200 [04/15 18:03:43] ppdet.engine INFO: Eval iter: 300 [04/15 18:03:56] ppdet.engine INFO: Eval iter: 400 [04/15 18:04:08] ppdet.engine INFO: Eval iter: 500 [04/15 18:04:20] ppdet.engine INFO: Eval iter: 600 [04/15 18:04:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 18:04:43] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.62s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.69s). Accumulating evaluation results... DONE (t=16.46s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 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 ] = 0.730 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 ] = 0.778 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 [04/15 18:06:26] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.3343019857446 [04/15 18:06:26] ppdet.engine INFO: Best test bbox ap is 0.543. [04/15 18:06:27] ppdet.engine INFO: Epoch: [41] [ 0/7329] learning_rate: 0.000100 loss_class: 0.577742 loss_bbox: 0.122528 loss_giou: 0.351854 loss_class_aux: 3.667086 loss_bbox_aux: 0.782840 loss_giou_aux: 2.238498 loss_class_dn: 0.328788 loss_bbox_dn: 0.129999 loss_giou_dn: 0.321587 loss_class_aux_dn: 1.779568 loss_bbox_aux_dn: 0.756089 loss_giou_aux_dn: 1.845631 loss: 13.653858 eta: 1 day, 15:40:50 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2558 images/s [04/15 18:07:07] ppdet.engine INFO: Epoch: [41] [ 100/7329] learning_rate: 0.000100 loss_class: 0.525180 loss_bbox: 0.131615 loss_giou: 0.370518 loss_class_aux: 3.333110 loss_bbox_aux: 0.893939 loss_giou_aux: 2.338395 loss_class_dn: 0.297065 loss_bbox_dn: 0.135880 loss_giou_dn: 0.340316 loss_class_aux_dn: 1.577783 loss_bbox_aux_dn: 0.772247 loss_giou_aux_dn: 1.911928 loss: 12.632584 eta: 1 day, 15:40:15 batch_cost: 0.3555 data_cost: 0.0009 ips: 11.2523 images/s [04/15 18:07:46] ppdet.engine INFO: Epoch: [41] [ 200/7329] learning_rate: 0.000100 loss_class: 0.595922 loss_bbox: 0.128966 loss_giou: 0.369188 loss_class_aux: 3.767471 loss_bbox_aux: 0.878202 loss_giou_aux: 2.471290 loss_class_dn: 0.333167 loss_bbox_dn: 0.142913 loss_giou_dn: 0.388777 loss_class_aux_dn: 1.830386 loss_bbox_aux_dn: 0.853984 loss_giou_aux_dn: 2.208705 loss: 14.966006 eta: 1 day, 15:39:39 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2946 images/s [04/15 18:08:25] ppdet.engine INFO: Epoch: [41] [ 300/7329] learning_rate: 0.000100 loss_class: 0.540674 loss_bbox: 0.125839 loss_giou: 0.362223 loss_class_aux: 3.479421 loss_bbox_aux: 0.821967 loss_giou_aux: 2.325490 loss_class_dn: 0.327763 loss_bbox_dn: 0.142191 loss_giou_dn: 0.371795 loss_class_aux_dn: 1.736255 loss_bbox_aux_dn: 0.844224 loss_giou_aux_dn: 2.019024 loss: 13.238701 eta: 1 day, 15:39:03 batch_cost: 0.3515 data_cost: 0.0011 ips: 11.3798 images/s [04/15 18:09:04] ppdet.engine INFO: Epoch: [41] [ 400/7329] learning_rate: 0.000100 loss_class: 0.622174 loss_bbox: 0.133619 loss_giou: 0.363917 loss_class_aux: 3.958701 loss_bbox_aux: 0.873263 loss_giou_aux: 2.422482 loss_class_dn: 0.331922 loss_bbox_dn: 0.157119 loss_giou_dn: 0.366789 loss_class_aux_dn: 1.767033 loss_bbox_aux_dn: 0.969390 loss_giou_aux_dn: 2.074403 loss: 14.133202 eta: 1 day, 15:38:28 batch_cost: 0.3510 data_cost: 0.0012 ips: 11.3964 images/s [04/15 18:09:44] ppdet.engine INFO: Epoch: [41] [ 500/7329] learning_rate: 0.000100 loss_class: 0.589480 loss_bbox: 0.129525 loss_giou: 0.412980 loss_class_aux: 3.769884 loss_bbox_aux: 0.833788 loss_giou_aux: 2.511413 loss_class_dn: 0.328581 loss_bbox_dn: 0.145138 loss_giou_dn: 0.400954 loss_class_aux_dn: 1.795238 loss_bbox_aux_dn: 0.845639 loss_giou_aux_dn: 2.177161 loss: 14.302423 eta: 1 day, 15:37:52 batch_cost: 0.3536 data_cost: 0.0011 ips: 11.3134 images/s [04/15 18:10:23] ppdet.engine INFO: Epoch: [41] [ 600/7329] learning_rate: 0.000100 loss_class: 0.580387 loss_bbox: 0.129207 loss_giou: 0.314335 loss_class_aux: 3.745675 loss_bbox_aux: 0.871142 loss_giou_aux: 2.015469 loss_class_dn: 0.312399 loss_bbox_dn: 0.144265 loss_giou_dn: 0.336765 loss_class_aux_dn: 1.681758 loss_bbox_aux_dn: 0.880931 loss_giou_aux_dn: 1.882733 loss: 13.164921 eta: 1 day, 15:37:17 batch_cost: 0.3551 data_cost: 0.0011 ips: 11.2645 images/s [04/15 18:11:02] ppdet.engine INFO: Epoch: [41] [ 700/7329] learning_rate: 0.000100 loss_class: 0.564998 loss_bbox: 0.132717 loss_giou: 0.384901 loss_class_aux: 3.486597 loss_bbox_aux: 0.870796 loss_giou_aux: 2.455524 loss_class_dn: 0.309413 loss_bbox_dn: 0.134010 loss_giou_dn: 0.366869 loss_class_aux_dn: 1.663102 loss_bbox_aux_dn: 0.840081 loss_giou_aux_dn: 2.015768 loss: 14.129358 eta: 1 day, 15:36:40 batch_cost: 0.3492 data_cost: 0.0012 ips: 11.4545 images/s [04/15 18:11:41] ppdet.engine INFO: Epoch: [41] [ 800/7329] learning_rate: 0.000100 loss_class: 0.615128 loss_bbox: 0.139971 loss_giou: 0.400452 loss_class_aux: 3.976585 loss_bbox_aux: 0.909331 loss_giou_aux: 2.561778 loss_class_dn: 0.335071 loss_bbox_dn: 0.143724 loss_giou_dn: 0.356406 loss_class_aux_dn: 1.776151 loss_bbox_aux_dn: 0.843989 loss_giou_aux_dn: 2.068850 loss: 14.305285 eta: 1 day, 15:36:05 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3426 images/s [04/15 18:12:21] ppdet.engine INFO: Epoch: [41] [ 900/7329] learning_rate: 0.000100 loss_class: 0.539954 loss_bbox: 0.126898 loss_giou: 0.309676 loss_class_aux: 3.479933 loss_bbox_aux: 0.832560 loss_giou_aux: 2.081916 loss_class_dn: 0.317271 loss_bbox_dn: 0.146133 loss_giou_dn: 0.326489 loss_class_aux_dn: 1.727971 loss_bbox_aux_dn: 0.844251 loss_giou_aux_dn: 1.844694 loss: 12.385911 eta: 1 day, 15:35:29 batch_cost: 0.3528 data_cost: 0.0011 ips: 11.3394 images/s [04/15 18:13:00] ppdet.engine INFO: Epoch: [41] [1000/7329] learning_rate: 0.000100 loss_class: 0.551318 loss_bbox: 0.136416 loss_giou: 0.392887 loss_class_aux: 3.498748 loss_bbox_aux: 0.886962 loss_giou_aux: 2.504834 loss_class_dn: 0.323262 loss_bbox_dn: 0.139018 loss_giou_dn: 0.360041 loss_class_aux_dn: 1.760756 loss_bbox_aux_dn: 0.830514 loss_giou_aux_dn: 1.990801 loss: 13.603563 eta: 1 day, 15:34:54 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2858 images/s [04/15 18:13:40] ppdet.engine INFO: Epoch: [41] [1100/7329] learning_rate: 0.000100 loss_class: 0.535176 loss_bbox: 0.137280 loss_giou: 0.370447 loss_class_aux: 3.477006 loss_bbox_aux: 0.865414 loss_giou_aux: 2.230209 loss_class_dn: 0.294918 loss_bbox_dn: 0.140415 loss_giou_dn: 0.330123 loss_class_aux_dn: 1.592603 loss_bbox_aux_dn: 0.874245 loss_giou_aux_dn: 1.858999 loss: 12.845897 eta: 1 day, 15:34:18 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2776 images/s [04/15 18:14:19] ppdet.engine INFO: Epoch: [41] [1200/7329] learning_rate: 0.000100 loss_class: 0.582825 loss_bbox: 0.136047 loss_giou: 0.354702 loss_class_aux: 3.657288 loss_bbox_aux: 0.874528 loss_giou_aux: 2.202761 loss_class_dn: 0.294840 loss_bbox_dn: 0.136482 loss_giou_dn: 0.322114 loss_class_aux_dn: 1.630437 loss_bbox_aux_dn: 0.817370 loss_giou_aux_dn: 1.776903 loss: 13.826073 eta: 1 day, 15:33:43 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3808 images/s [04/15 18:14:58] ppdet.engine INFO: Epoch: [41] [1300/7329] learning_rate: 0.000100 loss_class: 0.600682 loss_bbox: 0.146667 loss_giou: 0.396554 loss_class_aux: 3.924548 loss_bbox_aux: 0.904616 loss_giou_aux: 2.367581 loss_class_dn: 0.344878 loss_bbox_dn: 0.149521 loss_giou_dn: 0.393859 loss_class_aux_dn: 1.847432 loss_bbox_aux_dn: 0.912850 loss_giou_aux_dn: 2.195554 loss: 14.803047 eta: 1 day, 15:33:07 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3512 images/s [04/15 18:15:37] ppdet.engine INFO: Epoch: [41] [1400/7329] learning_rate: 0.000100 loss_class: 0.619012 loss_bbox: 0.141600 loss_giou: 0.344477 loss_class_aux: 3.865903 loss_bbox_aux: 0.904967 loss_giou_aux: 2.164993 loss_class_dn: 0.333666 loss_bbox_dn: 0.151396 loss_giou_dn: 0.350267 loss_class_aux_dn: 1.786096 loss_bbox_aux_dn: 0.884044 loss_giou_aux_dn: 1.956917 loss: 13.998700 eta: 1 day, 15:32:31 batch_cost: 0.3508 data_cost: 0.0012 ips: 11.4020 images/s [04/15 18:16:17] ppdet.engine INFO: Epoch: [41] [1500/7329] learning_rate: 0.000100 loss_class: 0.625547 loss_bbox: 0.139714 loss_giou: 0.364510 loss_class_aux: 3.857174 loss_bbox_aux: 0.933147 loss_giou_aux: 2.351938 loss_class_dn: 0.358999 loss_bbox_dn: 0.140407 loss_giou_dn: 0.367634 loss_class_aux_dn: 1.924704 loss_bbox_aux_dn: 0.828973 loss_giou_aux_dn: 2.047644 loss: 14.441659 eta: 1 day, 15:31:55 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2822 images/s [04/15 18:16:56] ppdet.engine INFO: Epoch: [41] [1600/7329] learning_rate: 0.000100 loss_class: 0.621336 loss_bbox: 0.156729 loss_giou: 0.421285 loss_class_aux: 3.922610 loss_bbox_aux: 1.017033 loss_giou_aux: 2.657082 loss_class_dn: 0.347470 loss_bbox_dn: 0.155682 loss_giou_dn: 0.380657 loss_class_aux_dn: 1.859400 loss_bbox_aux_dn: 0.854982 loss_giou_aux_dn: 2.137997 loss: 15.868410 eta: 1 day, 15:31:20 batch_cost: 0.3518 data_cost: 0.0012 ips: 11.3698 images/s [04/15 18:17:35] ppdet.engine INFO: Epoch: [41] [1700/7329] learning_rate: 0.000100 loss_class: 0.577937 loss_bbox: 0.118268 loss_giou: 0.371309 loss_class_aux: 3.694577 loss_bbox_aux: 0.852472 loss_giou_aux: 2.323530 loss_class_dn: 0.314533 loss_bbox_dn: 0.143532 loss_giou_dn: 0.362458 loss_class_aux_dn: 1.674103 loss_bbox_aux_dn: 0.835740 loss_giou_aux_dn: 1.985329 loss: 14.281029 eta: 1 day, 15:30:44 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2850 images/s [04/15 18:18:15] ppdet.engine INFO: Epoch: [41] [1800/7329] learning_rate: 0.000100 loss_class: 0.579342 loss_bbox: 0.133710 loss_giou: 0.377060 loss_class_aux: 3.826761 loss_bbox_aux: 0.859523 loss_giou_aux: 2.337754 loss_class_dn: 0.337698 loss_bbox_dn: 0.142277 loss_giou_dn: 0.379592 loss_class_aux_dn: 1.792029 loss_bbox_aux_dn: 0.833284 loss_giou_aux_dn: 2.123399 loss: 14.617243 eta: 1 day, 15:30:09 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2967 images/s [04/15 18:18:55] ppdet.engine INFO: Epoch: [41] [1900/7329] learning_rate: 0.000100 loss_class: 0.610484 loss_bbox: 0.142982 loss_giou: 0.433075 loss_class_aux: 3.915243 loss_bbox_aux: 0.960153 loss_giou_aux: 2.622378 loss_class_dn: 0.343548 loss_bbox_dn: 0.155823 loss_giou_dn: 0.389483 loss_class_aux_dn: 1.878053 loss_bbox_aux_dn: 0.924606 loss_giou_aux_dn: 2.174225 loss: 14.408669 eta: 1 day, 15:29:34 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2111 images/s [04/15 18:19:34] ppdet.engine INFO: Epoch: [41] [2000/7329] learning_rate: 0.000100 loss_class: 0.556591 loss_bbox: 0.130820 loss_giou: 0.361670 loss_class_aux: 3.723087 loss_bbox_aux: 0.849233 loss_giou_aux: 2.353217 loss_class_dn: 0.328081 loss_bbox_dn: 0.133257 loss_giou_dn: 0.337973 loss_class_aux_dn: 1.761201 loss_bbox_aux_dn: 0.795208 loss_giou_aux_dn: 1.880811 loss: 13.930740 eta: 1 day, 15:28:58 batch_cost: 0.3508 data_cost: 0.0012 ips: 11.4041 images/s [04/15 18:20:14] ppdet.engine INFO: Epoch: [41] [2100/7329] learning_rate: 0.000100 loss_class: 0.550557 loss_bbox: 0.128706 loss_giou: 0.421213 loss_class_aux: 3.562507 loss_bbox_aux: 0.868747 loss_giou_aux: 2.671392 loss_class_dn: 0.329863 loss_bbox_dn: 0.143176 loss_giou_dn: 0.406121 loss_class_aux_dn: 1.792172 loss_bbox_aux_dn: 0.848199 loss_giou_aux_dn: 2.261430 loss: 14.187555 eta: 1 day, 15:28:23 batch_cost: 0.3587 data_cost: 0.0012 ips: 11.1505 images/s [04/15 18:20:53] ppdet.engine INFO: Epoch: [41] [2200/7329] learning_rate: 0.000100 loss_class: 0.553130 loss_bbox: 0.124877 loss_giou: 0.324820 loss_class_aux: 3.594850 loss_bbox_aux: 0.822227 loss_giou_aux: 2.092721 loss_class_dn: 0.330844 loss_bbox_dn: 0.135554 loss_giou_dn: 0.367327 loss_class_aux_dn: 1.783772 loss_bbox_aux_dn: 0.786810 loss_giou_aux_dn: 2.055194 loss: 13.917105 eta: 1 day, 15:27:47 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3526 images/s [04/15 18:21:32] ppdet.engine INFO: Epoch: [41] [2300/7329] learning_rate: 0.000100 loss_class: 0.571500 loss_bbox: 0.136698 loss_giou: 0.406532 loss_class_aux: 3.772341 loss_bbox_aux: 0.921322 loss_giou_aux: 2.659106 loss_class_dn: 0.323359 loss_bbox_dn: 0.147314 loss_giou_dn: 0.361640 loss_class_aux_dn: 1.739927 loss_bbox_aux_dn: 0.881002 loss_giou_aux_dn: 1.966003 loss: 14.114967 eta: 1 day, 15:27:11 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3896 images/s [04/15 18:22:12] ppdet.engine INFO: Epoch: [41] [2400/7329] learning_rate: 0.000100 loss_class: 0.496579 loss_bbox: 0.115948 loss_giou: 0.404954 loss_class_aux: 3.204632 loss_bbox_aux: 0.863167 loss_giou_aux: 2.524249 loss_class_dn: 0.300692 loss_bbox_dn: 0.139374 loss_giou_dn: 0.345343 loss_class_aux_dn: 1.586184 loss_bbox_aux_dn: 0.826727 loss_giou_aux_dn: 1.956125 loss: 13.175953 eta: 1 day, 15:26:37 batch_cost: 0.3615 data_cost: 0.0012 ips: 11.0646 images/s [04/15 18:22:51] ppdet.engine INFO: Epoch: [41] [2500/7329] learning_rate: 0.000100 loss_class: 0.634215 loss_bbox: 0.134556 loss_giou: 0.520837 loss_class_aux: 4.090608 loss_bbox_aux: 0.898924 loss_giou_aux: 3.220486 loss_class_dn: 0.356650 loss_bbox_dn: 0.155125 loss_giou_dn: 0.467095 loss_class_aux_dn: 1.925948 loss_bbox_aux_dn: 0.928758 loss_giou_aux_dn: 2.553548 loss: 16.325567 eta: 1 day, 15:26:01 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3450 images/s [04/15 18:23:31] ppdet.engine INFO: Epoch: [41] [2600/7329] learning_rate: 0.000100 loss_class: 0.566192 loss_bbox: 0.126942 loss_giou: 0.380644 loss_class_aux: 3.662696 loss_bbox_aux: 0.851853 loss_giou_aux: 2.306528 loss_class_dn: 0.309703 loss_bbox_dn: 0.130030 loss_giou_dn: 0.347598 loss_class_aux_dn: 1.681352 loss_bbox_aux_dn: 0.803658 loss_giou_aux_dn: 1.931050 loss: 13.813978 eta: 1 day, 15:25:26 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3377 images/s [04/15 18:24:10] ppdet.engine INFO: Epoch: [41] [2700/7329] learning_rate: 0.000100 loss_class: 0.558211 loss_bbox: 0.130935 loss_giou: 0.300738 loss_class_aux: 3.356483 loss_bbox_aux: 0.827994 loss_giou_aux: 1.970152 loss_class_dn: 0.289991 loss_bbox_dn: 0.131308 loss_giou_dn: 0.309574 loss_class_aux_dn: 1.568017 loss_bbox_aux_dn: 0.771051 loss_giou_aux_dn: 1.768186 loss: 13.022721 eta: 1 day, 15:24:50 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3322 images/s [04/15 18:24:49] ppdet.engine INFO: Epoch: [41] [2800/7329] learning_rate: 0.000100 loss_class: 0.554681 loss_bbox: 0.135636 loss_giou: 0.414144 loss_class_aux: 3.699742 loss_bbox_aux: 0.875269 loss_giou_aux: 2.635896 loss_class_dn: 0.336564 loss_bbox_dn: 0.129328 loss_giou_dn: 0.385033 loss_class_aux_dn: 1.849668 loss_bbox_aux_dn: 0.775164 loss_giou_aux_dn: 2.152559 loss: 14.054010 eta: 1 day, 15:24:14 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3792 images/s [04/15 18:25:29] ppdet.engine INFO: Epoch: [41] [2900/7329] learning_rate: 0.000100 loss_class: 0.625232 loss_bbox: 0.129825 loss_giou: 0.424830 loss_class_aux: 3.997405 loss_bbox_aux: 0.857135 loss_giou_aux: 2.656817 loss_class_dn: 0.347911 loss_bbox_dn: 0.146413 loss_giou_dn: 0.387468 loss_class_aux_dn: 1.872733 loss_bbox_aux_dn: 0.864442 loss_giou_aux_dn: 2.167100 loss: 14.775171 eta: 1 day, 15:23:39 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2855 images/s [04/15 18:26:08] ppdet.engine INFO: Epoch: [41] [3000/7329] learning_rate: 0.000100 loss_class: 0.491791 loss_bbox: 0.127561 loss_giou: 0.312429 loss_class_aux: 3.297157 loss_bbox_aux: 0.805010 loss_giou_aux: 1.933323 loss_class_dn: 0.281422 loss_bbox_dn: 0.142009 loss_giou_dn: 0.295091 loss_class_aux_dn: 1.503891 loss_bbox_aux_dn: 0.821587 loss_giou_aux_dn: 1.658140 loss: 11.734403 eta: 1 day, 15:23:03 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2679 images/s [04/15 18:26:47] ppdet.engine INFO: Epoch: [41] [3100/7329] learning_rate: 0.000100 loss_class: 0.634739 loss_bbox: 0.147917 loss_giou: 0.435774 loss_class_aux: 3.911498 loss_bbox_aux: 0.956157 loss_giou_aux: 2.801670 loss_class_dn: 0.348902 loss_bbox_dn: 0.152121 loss_giou_dn: 0.421344 loss_class_aux_dn: 1.814176 loss_bbox_aux_dn: 0.893297 loss_giou_aux_dn: 2.350857 loss: 15.944317 eta: 1 day, 15:22:27 batch_cost: 0.3491 data_cost: 0.0012 ips: 11.4584 images/s [04/15 18:27:27] ppdet.engine INFO: Epoch: [41] [3200/7329] learning_rate: 0.000100 loss_class: 0.568667 loss_bbox: 0.127756 loss_giou: 0.350003 loss_class_aux: 3.553512 loss_bbox_aux: 0.826276 loss_giou_aux: 2.268930 loss_class_dn: 0.301341 loss_bbox_dn: 0.132652 loss_giou_dn: 0.330234 loss_class_aux_dn: 1.644658 loss_bbox_aux_dn: 0.780770 loss_giou_aux_dn: 1.879082 loss: 13.126506 eta: 1 day, 15:21:52 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3315 images/s [04/15 18:28:06] ppdet.engine INFO: Epoch: [41] [3300/7329] learning_rate: 0.000100 loss_class: 0.580215 loss_bbox: 0.128158 loss_giou: 0.373059 loss_class_aux: 3.581879 loss_bbox_aux: 0.866880 loss_giou_aux: 2.382806 loss_class_dn: 0.317580 loss_bbox_dn: 0.138435 loss_giou_dn: 0.374738 loss_class_aux_dn: 1.725664 loss_bbox_aux_dn: 0.809710 loss_giou_aux_dn: 2.081982 loss: 13.647221 eta: 1 day, 15:21:16 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2758 images/s [04/15 18:28:45] ppdet.engine INFO: Epoch: [41] [3400/7329] learning_rate: 0.000100 loss_class: 0.572465 loss_bbox: 0.143375 loss_giou: 0.382197 loss_class_aux: 3.749082 loss_bbox_aux: 0.952546 loss_giou_aux: 2.360272 loss_class_dn: 0.338608 loss_bbox_dn: 0.150348 loss_giou_dn: 0.365656 loss_class_aux_dn: 1.790506 loss_bbox_aux_dn: 0.899625 loss_giou_aux_dn: 2.105209 loss: 14.321894 eta: 1 day, 15:20:40 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4019 images/s [04/15 18:29:25] ppdet.engine INFO: Epoch: [41] [3500/7329] learning_rate: 0.000100 loss_class: 0.586248 loss_bbox: 0.131065 loss_giou: 0.367460 loss_class_aux: 3.739685 loss_bbox_aux: 0.869004 loss_giou_aux: 2.422432 loss_class_dn: 0.318246 loss_bbox_dn: 0.134295 loss_giou_dn: 0.358931 loss_class_aux_dn: 1.765870 loss_bbox_aux_dn: 0.799301 loss_giou_aux_dn: 2.008818 loss: 13.822189 eta: 1 day, 15:20:05 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2787 images/s [04/15 18:30:04] ppdet.engine INFO: Epoch: [41] [3600/7329] learning_rate: 0.000100 loss_class: 0.553135 loss_bbox: 0.125813 loss_giou: 0.321807 loss_class_aux: 3.494181 loss_bbox_aux: 0.813296 loss_giou_aux: 2.064449 loss_class_dn: 0.286908 loss_bbox_dn: 0.150643 loss_giou_dn: 0.324180 loss_class_aux_dn: 1.540351 loss_bbox_aux_dn: 0.867694 loss_giou_aux_dn: 1.809174 loss: 12.654385 eta: 1 day, 15:19:30 batch_cost: 0.3556 data_cost: 0.0012 ips: 11.2500 images/s [04/15 18:30:44] ppdet.engine INFO: Epoch: [41] [3700/7329] learning_rate: 0.000100 loss_class: 0.553052 loss_bbox: 0.122059 loss_giou: 0.378497 loss_class_aux: 3.762172 loss_bbox_aux: 0.817805 loss_giou_aux: 2.403983 loss_class_dn: 0.314708 loss_bbox_dn: 0.126283 loss_giou_dn: 0.374678 loss_class_aux_dn: 1.739532 loss_bbox_aux_dn: 0.741740 loss_giou_aux_dn: 2.094500 loss: 13.243647 eta: 1 day, 15:18:54 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2168 images/s [04/15 18:31:23] ppdet.engine INFO: Epoch: [41] [3800/7329] learning_rate: 0.000100 loss_class: 0.599994 loss_bbox: 0.145791 loss_giou: 0.409511 loss_class_aux: 3.719494 loss_bbox_aux: 0.953303 loss_giou_aux: 2.648745 loss_class_dn: 0.354020 loss_bbox_dn: 0.165823 loss_giou_dn: 0.374574 loss_class_aux_dn: 1.911859 loss_bbox_aux_dn: 0.944561 loss_giou_aux_dn: 2.147287 loss: 14.723580 eta: 1 day, 15:18:19 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2859 images/s [04/15 18:32:03] ppdet.engine INFO: Epoch: [41] [3900/7329] learning_rate: 0.000100 loss_class: 0.604540 loss_bbox: 0.135184 loss_giou: 0.423189 loss_class_aux: 3.914240 loss_bbox_aux: 0.889885 loss_giou_aux: 2.705644 loss_class_dn: 0.344184 loss_bbox_dn: 0.157473 loss_giou_dn: 0.405299 loss_class_aux_dn: 1.810266 loss_bbox_aux_dn: 0.923750 loss_giou_aux_dn: 2.259741 loss: 14.451863 eta: 1 day, 15:17:44 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2969 images/s [04/15 18:32:42] ppdet.engine INFO: Epoch: [41] [4000/7329] learning_rate: 0.000100 loss_class: 0.567123 loss_bbox: 0.133832 loss_giou: 0.386347 loss_class_aux: 3.584011 loss_bbox_aux: 0.879004 loss_giou_aux: 2.430606 loss_class_dn: 0.335173 loss_bbox_dn: 0.142284 loss_giou_dn: 0.353151 loss_class_aux_dn: 1.809114 loss_bbox_aux_dn: 0.860792 loss_giou_aux_dn: 2.043111 loss: 14.062222 eta: 1 day, 15:17:08 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2902 images/s [04/15 18:33:22] ppdet.engine INFO: Epoch: [41] [4100/7329] learning_rate: 0.000100 loss_class: 0.649095 loss_bbox: 0.135272 loss_giou: 0.430774 loss_class_aux: 4.168015 loss_bbox_aux: 0.926746 loss_giou_aux: 2.666338 loss_class_dn: 0.372584 loss_bbox_dn: 0.156651 loss_giou_dn: 0.394948 loss_class_aux_dn: 1.946164 loss_bbox_aux_dn: 0.877412 loss_giou_aux_dn: 2.264168 loss: 15.693123 eta: 1 day, 15:16:33 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2687 images/s [04/15 18:34:01] ppdet.engine INFO: Epoch: [41] [4200/7329] learning_rate: 0.000100 loss_class: 0.620322 loss_bbox: 0.138762 loss_giou: 0.431665 loss_class_aux: 3.908612 loss_bbox_aux: 0.855117 loss_giou_aux: 2.634695 loss_class_dn: 0.342163 loss_bbox_dn: 0.127576 loss_giou_dn: 0.422859 loss_class_aux_dn: 1.867272 loss_bbox_aux_dn: 0.760728 loss_giou_aux_dn: 2.364636 loss: 14.912789 eta: 1 day, 15:15:57 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4084 images/s [04/15 18:34:41] ppdet.engine INFO: Epoch: [41] [4300/7329] learning_rate: 0.000100 loss_class: 0.582353 loss_bbox: 0.120674 loss_giou: 0.365931 loss_class_aux: 3.782856 loss_bbox_aux: 0.822962 loss_giou_aux: 2.260130 loss_class_dn: 0.332549 loss_bbox_dn: 0.138111 loss_giou_dn: 0.352424 loss_class_aux_dn: 1.769225 loss_bbox_aux_dn: 0.876264 loss_giou_aux_dn: 1.951909 loss: 13.839220 eta: 1 day, 15:15:22 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2052 images/s [04/15 18:35:20] ppdet.engine INFO: Epoch: [41] [4400/7329] learning_rate: 0.000100 loss_class: 0.632372 loss_bbox: 0.138203 loss_giou: 0.421090 loss_class_aux: 3.967331 loss_bbox_aux: 0.941411 loss_giou_aux: 2.664285 loss_class_dn: 0.338657 loss_bbox_dn: 0.156986 loss_giou_dn: 0.403129 loss_class_aux_dn: 1.851535 loss_bbox_aux_dn: 0.966963 loss_giou_aux_dn: 2.246924 loss: 15.140606 eta: 1 day, 15:14:46 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2770 images/s [04/15 18:36:00] ppdet.engine INFO: Epoch: [41] [4500/7329] learning_rate: 0.000100 loss_class: 0.623889 loss_bbox: 0.137523 loss_giou: 0.408775 loss_class_aux: 3.998329 loss_bbox_aux: 0.889106 loss_giou_aux: 2.569236 loss_class_dn: 0.340235 loss_bbox_dn: 0.147516 loss_giou_dn: 0.401473 loss_class_aux_dn: 1.821580 loss_bbox_aux_dn: 0.893846 loss_giou_aux_dn: 2.176581 loss: 14.739419 eta: 1 day, 15:14:11 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2477 images/s [04/15 18:36:39] ppdet.engine INFO: Epoch: [41] [4600/7329] learning_rate: 0.000100 loss_class: 0.687968 loss_bbox: 0.144418 loss_giou: 0.438019 loss_class_aux: 4.368781 loss_bbox_aux: 0.981613 loss_giou_aux: 2.754246 loss_class_dn: 0.371356 loss_bbox_dn: 0.168341 loss_giou_dn: 0.408049 loss_class_aux_dn: 2.008609 loss_bbox_aux_dn: 0.973149 loss_giou_aux_dn: 2.271724 loss: 16.485933 eta: 1 day, 15:13:36 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2683 images/s [04/15 18:37:19] ppdet.engine INFO: Epoch: [41] [4700/7329] learning_rate: 0.000100 loss_class: 0.573481 loss_bbox: 0.136418 loss_giou: 0.421430 loss_class_aux: 3.606093 loss_bbox_aux: 0.890331 loss_giou_aux: 2.676095 loss_class_dn: 0.332092 loss_bbox_dn: 0.136278 loss_giou_dn: 0.361808 loss_class_aux_dn: 1.790982 loss_bbox_aux_dn: 0.829628 loss_giou_aux_dn: 2.002564 loss: 13.591546 eta: 1 day, 15:13:00 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2668 images/s [04/15 18:37:58] ppdet.engine INFO: Epoch: [41] [4800/7329] learning_rate: 0.000100 loss_class: 0.510169 loss_bbox: 0.116216 loss_giou: 0.371835 loss_class_aux: 3.228215 loss_bbox_aux: 0.775266 loss_giou_aux: 2.356003 loss_class_dn: 0.310130 loss_bbox_dn: 0.117130 loss_giou_dn: 0.341423 loss_class_aux_dn: 1.662218 loss_bbox_aux_dn: 0.716180 loss_giou_aux_dn: 1.859553 loss: 12.864272 eta: 1 day, 15:12:24 batch_cost: 0.3502 data_cost: 0.0012 ips: 11.4216 images/s [04/15 18:38:37] ppdet.engine INFO: Epoch: [41] [4900/7329] learning_rate: 0.000100 loss_class: 0.534668 loss_bbox: 0.125388 loss_giou: 0.368567 loss_class_aux: 3.503154 loss_bbox_aux: 0.775298 loss_giou_aux: 2.243406 loss_class_dn: 0.311354 loss_bbox_dn: 0.123671 loss_giou_dn: 0.328855 loss_class_aux_dn: 1.677765 loss_bbox_aux_dn: 0.742623 loss_giou_aux_dn: 1.901834 loss: 13.148461 eta: 1 day, 15:11:48 batch_cost: 0.3513 data_cost: 0.0012 ips: 11.3863 images/s [04/15 18:39:16] ppdet.engine INFO: Epoch: [41] [5000/7329] learning_rate: 0.000100 loss_class: 0.530393 loss_bbox: 0.121811 loss_giou: 0.318148 loss_class_aux: 3.293661 loss_bbox_aux: 0.788402 loss_giou_aux: 2.019233 loss_class_dn: 0.297449 loss_bbox_dn: 0.130723 loss_giou_dn: 0.304423 loss_class_aux_dn: 1.603966 loss_bbox_aux_dn: 0.800289 loss_giou_aux_dn: 1.693005 loss: 12.139204 eta: 1 day, 15:11:13 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2594 images/s [04/15 18:39:55] ppdet.engine INFO: Epoch: [41] [5100/7329] learning_rate: 0.000100 loss_class: 0.633393 loss_bbox: 0.156033 loss_giou: 0.439685 loss_class_aux: 3.842116 loss_bbox_aux: 0.935628 loss_giou_aux: 2.661634 loss_class_dn: 0.371873 loss_bbox_dn: 0.152590 loss_giou_dn: 0.413958 loss_class_aux_dn: 1.994560 loss_bbox_aux_dn: 0.889910 loss_giou_aux_dn: 2.315233 loss: 15.440307 eta: 1 day, 15:10:37 batch_cost: 0.3504 data_cost: 0.0012 ips: 11.4165 images/s [04/15 18:40:35] ppdet.engine INFO: Epoch: [41] [5200/7329] learning_rate: 0.000100 loss_class: 0.573029 loss_bbox: 0.143377 loss_giou: 0.402728 loss_class_aux: 3.645487 loss_bbox_aux: 0.917565 loss_giou_aux: 2.539794 loss_class_dn: 0.324537 loss_bbox_dn: 0.142831 loss_giou_dn: 0.393614 loss_class_aux_dn: 1.704550 loss_bbox_aux_dn: 0.875577 loss_giou_aux_dn: 2.155520 loss: 14.377060 eta: 1 day, 15:10:02 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2524 images/s [04/15 18:41:14] ppdet.engine INFO: Epoch: [41] [5300/7329] learning_rate: 0.000100 loss_class: 0.547473 loss_bbox: 0.128425 loss_giou: 0.352365 loss_class_aux: 3.568937 loss_bbox_aux: 0.856375 loss_giou_aux: 2.185137 loss_class_dn: 0.308069 loss_bbox_dn: 0.145068 loss_giou_dn: 0.340437 loss_class_aux_dn: 1.708929 loss_bbox_aux_dn: 0.875275 loss_giou_aux_dn: 1.886105 loss: 14.140596 eta: 1 day, 15:09:26 batch_cost: 0.3509 data_cost: 0.0012 ips: 11.3999 images/s [04/15 18:41:54] ppdet.engine INFO: Epoch: [41] [5400/7329] learning_rate: 0.000100 loss_class: 0.533857 loss_bbox: 0.119621 loss_giou: 0.349255 loss_class_aux: 3.348212 loss_bbox_aux: 0.778772 loss_giou_aux: 2.231352 loss_class_dn: 0.307025 loss_bbox_dn: 0.125064 loss_giou_dn: 0.326322 loss_class_aux_dn: 1.656140 loss_bbox_aux_dn: 0.762885 loss_giou_aux_dn: 1.817003 loss: 12.539125 eta: 1 day, 15:08:51 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1830 images/s [04/15 18:42:33] ppdet.engine INFO: Epoch: [41] [5500/7329] learning_rate: 0.000100 loss_class: 0.543686 loss_bbox: 0.131371 loss_giou: 0.395805 loss_class_aux: 3.433389 loss_bbox_aux: 0.860241 loss_giou_aux: 2.472028 loss_class_dn: 0.314329 loss_bbox_dn: 0.124780 loss_giou_dn: 0.376849 loss_class_aux_dn: 1.650842 loss_bbox_aux_dn: 0.758482 loss_giou_aux_dn: 2.065265 loss: 13.471146 eta: 1 day, 15:08:15 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4399 images/s [04/15 18:43:12] ppdet.engine INFO: Epoch: [41] [5600/7329] learning_rate: 0.000100 loss_class: 0.601116 loss_bbox: 0.134739 loss_giou: 0.412651 loss_class_aux: 3.827751 loss_bbox_aux: 0.819126 loss_giou_aux: 2.624909 loss_class_dn: 0.362383 loss_bbox_dn: 0.120478 loss_giou_dn: 0.387494 loss_class_aux_dn: 1.933215 loss_bbox_aux_dn: 0.739922 loss_giou_aux_dn: 2.202470 loss: 15.371944 eta: 1 day, 15:07:39 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3245 images/s [04/15 18:43:51] ppdet.engine INFO: Epoch: [41] [5700/7329] learning_rate: 0.000100 loss_class: 0.598634 loss_bbox: 0.140083 loss_giou: 0.453649 loss_class_aux: 3.790030 loss_bbox_aux: 0.934451 loss_giou_aux: 2.811839 loss_class_dn: 0.346815 loss_bbox_dn: 0.143955 loss_giou_dn: 0.429795 loss_class_aux_dn: 1.868287 loss_bbox_aux_dn: 0.878480 loss_giou_aux_dn: 2.339602 loss: 14.780987 eta: 1 day, 15:07:03 batch_cost: 0.3480 data_cost: 0.0012 ips: 11.4941 images/s [04/15 18:44:30] ppdet.engine INFO: Epoch: [41] [5800/7329] learning_rate: 0.000100 loss_class: 0.538485 loss_bbox: 0.130158 loss_giou: 0.337481 loss_class_aux: 3.416970 loss_bbox_aux: 0.826628 loss_giou_aux: 2.131842 loss_class_dn: 0.289044 loss_bbox_dn: 0.143119 loss_giou_dn: 0.331906 loss_class_aux_dn: 1.606754 loss_bbox_aux_dn: 0.885466 loss_giou_aux_dn: 1.909063 loss: 12.794310 eta: 1 day, 15:06:28 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3222 images/s [04/15 18:45:10] ppdet.engine INFO: Epoch: [41] [5900/7329] learning_rate: 0.000100 loss_class: 0.509753 loss_bbox: 0.125137 loss_giou: 0.342535 loss_class_aux: 3.220500 loss_bbox_aux: 0.859525 loss_giou_aux: 2.171498 loss_class_dn: 0.308503 loss_bbox_dn: 0.132415 loss_giou_dn: 0.349630 loss_class_aux_dn: 1.634548 loss_bbox_aux_dn: 0.796414 loss_giou_aux_dn: 1.951988 loss: 13.602367 eta: 1 day, 15:05:52 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3658 images/s [04/15 18:45:49] ppdet.engine INFO: Epoch: [41] [6000/7329] learning_rate: 0.000100 loss_class: 0.612228 loss_bbox: 0.140605 loss_giou: 0.441884 loss_class_aux: 4.003157 loss_bbox_aux: 0.920403 loss_giou_aux: 2.724632 loss_class_dn: 0.356899 loss_bbox_dn: 0.152179 loss_giou_dn: 0.411948 loss_class_aux_dn: 1.917520 loss_bbox_aux_dn: 0.917479 loss_giou_aux_dn: 2.241543 loss: 14.888554 eta: 1 day, 15:05:16 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3919 images/s [04/15 18:46:28] ppdet.engine INFO: Epoch: [41] [6100/7329] learning_rate: 0.000100 loss_class: 0.563244 loss_bbox: 0.134108 loss_giou: 0.379260 loss_class_aux: 3.564847 loss_bbox_aux: 0.874815 loss_giou_aux: 2.471606 loss_class_dn: 0.297779 loss_bbox_dn: 0.144421 loss_giou_dn: 0.350583 loss_class_aux_dn: 1.628518 loss_bbox_aux_dn: 0.839020 loss_giou_aux_dn: 2.009701 loss: 13.462671 eta: 1 day, 15:04:40 batch_cost: 0.3540 data_cost: 0.0012 ips: 11.2995 images/s [04/15 18:47:08] ppdet.engine INFO: Epoch: [41] [6200/7329] learning_rate: 0.000100 loss_class: 0.582929 loss_bbox: 0.124129 loss_giou: 0.346629 loss_class_aux: 3.822973 loss_bbox_aux: 0.862655 loss_giou_aux: 2.209679 loss_class_dn: 0.335331 loss_bbox_dn: 0.120735 loss_giou_dn: 0.348676 loss_class_aux_dn: 1.799420 loss_bbox_aux_dn: 0.715180 loss_giou_aux_dn: 1.947981 loss: 14.055365 eta: 1 day, 15:04:05 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2417 images/s [04/15 18:47:47] ppdet.engine INFO: Epoch: [41] [6300/7329] learning_rate: 0.000100 loss_class: 0.604979 loss_bbox: 0.146915 loss_giou: 0.337653 loss_class_aux: 3.830163 loss_bbox_aux: 0.956416 loss_giou_aux: 2.223659 loss_class_dn: 0.318609 loss_bbox_dn: 0.151763 loss_giou_dn: 0.348903 loss_class_aux_dn: 1.743441 loss_bbox_aux_dn: 0.918827 loss_giou_aux_dn: 1.977341 loss: 14.569965 eta: 1 day, 15:03:29 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3733 images/s [04/15 18:48:26] ppdet.engine INFO: Epoch: [41] [6400/7329] learning_rate: 0.000100 loss_class: 0.622715 loss_bbox: 0.146386 loss_giou: 0.433092 loss_class_aux: 4.082966 loss_bbox_aux: 0.968968 loss_giou_aux: 2.778237 loss_class_dn: 0.345237 loss_bbox_dn: 0.137568 loss_giou_dn: 0.399102 loss_class_aux_dn: 1.830017 loss_bbox_aux_dn: 0.829692 loss_giou_aux_dn: 2.227454 loss: 15.405989 eta: 1 day, 15:02:54 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3340 images/s [04/15 18:49:06] ppdet.engine INFO: Epoch: [41] [6500/7329] learning_rate: 0.000100 loss_class: 0.615373 loss_bbox: 0.136805 loss_giou: 0.397049 loss_class_aux: 3.971020 loss_bbox_aux: 0.881175 loss_giou_aux: 2.514815 loss_class_dn: 0.337327 loss_bbox_dn: 0.167144 loss_giou_dn: 0.404871 loss_class_aux_dn: 1.847708 loss_bbox_aux_dn: 0.952979 loss_giou_aux_dn: 2.272117 loss: 14.710178 eta: 1 day, 15:02:19 batch_cost: 0.3589 data_cost: 0.0012 ips: 11.1462 images/s [04/15 18:49:46] ppdet.engine INFO: Epoch: [41] [6600/7329] learning_rate: 0.000100 loss_class: 0.571084 loss_bbox: 0.123839 loss_giou: 0.355076 loss_class_aux: 3.722554 loss_bbox_aux: 0.814150 loss_giou_aux: 2.286581 loss_class_dn: 0.325480 loss_bbox_dn: 0.130187 loss_giou_dn: 0.335648 loss_class_aux_dn: 1.714687 loss_bbox_aux_dn: 0.829023 loss_giou_aux_dn: 1.895270 loss: 13.406726 eta: 1 day, 15:01:44 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2540 images/s [04/15 18:50:25] ppdet.engine INFO: Epoch: [41] [6700/7329] learning_rate: 0.000100 loss_class: 0.543375 loss_bbox: 0.130803 loss_giou: 0.376628 loss_class_aux: 3.499287 loss_bbox_aux: 0.861796 loss_giou_aux: 2.317843 loss_class_dn: 0.310993 loss_bbox_dn: 0.140755 loss_giou_dn: 0.357971 loss_class_aux_dn: 1.673914 loss_bbox_aux_dn: 0.848408 loss_giou_aux_dn: 2.001410 loss: 13.617338 eta: 1 day, 15:01:08 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4074 images/s [04/15 18:51:04] ppdet.engine INFO: Epoch: [41] [6800/7329] learning_rate: 0.000100 loss_class: 0.547403 loss_bbox: 0.121105 loss_giou: 0.382711 loss_class_aux: 3.458489 loss_bbox_aux: 0.772318 loss_giou_aux: 2.344805 loss_class_dn: 0.328467 loss_bbox_dn: 0.135092 loss_giou_dn: 0.345609 loss_class_aux_dn: 1.775968 loss_bbox_aux_dn: 0.819334 loss_giou_aux_dn: 2.049432 loss: 14.363424 eta: 1 day, 15:00:32 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2675 images/s [04/15 18:51:44] ppdet.engine INFO: Epoch: [41] [6900/7329] learning_rate: 0.000100 loss_class: 0.560768 loss_bbox: 0.133901 loss_giou: 0.411776 loss_class_aux: 3.736044 loss_bbox_aux: 0.852712 loss_giou_aux: 2.655956 loss_class_dn: 0.325109 loss_bbox_dn: 0.142035 loss_giou_dn: 0.389896 loss_class_aux_dn: 1.768187 loss_bbox_aux_dn: 0.824743 loss_giou_aux_dn: 2.126826 loss: 14.440603 eta: 1 day, 14:59:57 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3650 images/s [04/15 18:52:23] ppdet.engine INFO: Epoch: [41] [7000/7329] learning_rate: 0.000100 loss_class: 0.573843 loss_bbox: 0.141051 loss_giou: 0.400991 loss_class_aux: 3.687667 loss_bbox_aux: 0.939204 loss_giou_aux: 2.540498 loss_class_dn: 0.335171 loss_bbox_dn: 0.162172 loss_giou_dn: 0.411045 loss_class_aux_dn: 1.857682 loss_bbox_aux_dn: 0.941858 loss_giou_aux_dn: 2.249827 loss: 14.825089 eta: 1 day, 14:59:21 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3458 images/s [04/15 18:53:02] ppdet.engine INFO: Epoch: [41] [7100/7329] learning_rate: 0.000100 loss_class: 0.543465 loss_bbox: 0.129522 loss_giou: 0.349442 loss_class_aux: 3.459523 loss_bbox_aux: 0.859619 loss_giou_aux: 2.328272 loss_class_dn: 0.310385 loss_bbox_dn: 0.141433 loss_giou_dn: 0.338543 loss_class_aux_dn: 1.659867 loss_bbox_aux_dn: 0.821238 loss_giou_aux_dn: 1.910334 loss: 13.324059 eta: 1 day, 14:58:46 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2853 images/s [04/15 18:53:42] ppdet.engine INFO: Epoch: [41] [7200/7329] learning_rate: 0.000100 loss_class: 0.605892 loss_bbox: 0.138833 loss_giou: 0.376979 loss_class_aux: 3.847745 loss_bbox_aux: 0.895745 loss_giou_aux: 2.477382 loss_class_dn: 0.326387 loss_bbox_dn: 0.152723 loss_giou_dn: 0.378888 loss_class_aux_dn: 1.756698 loss_bbox_aux_dn: 0.909696 loss_giou_aux_dn: 2.141651 loss: 14.335346 eta: 1 day, 14:58:11 batch_cost: 0.3589 data_cost: 0.0013 ips: 11.1463 images/s [04/15 18:54:21] ppdet.engine INFO: Epoch: [41] [7300/7329] learning_rate: 0.000100 loss_class: 0.622390 loss_bbox: 0.138956 loss_giou: 0.435701 loss_class_aux: 3.944007 loss_bbox_aux: 0.847794 loss_giou_aux: 2.738017 loss_class_dn: 0.356181 loss_bbox_dn: 0.137959 loss_giou_dn: 0.385810 loss_class_aux_dn: 1.890579 loss_bbox_aux_dn: 0.831037 loss_giou_aux_dn: 2.198081 loss: 14.901917 eta: 1 day, 14:57:35 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3908 images/s [04/15 18:54:35] ppdet.engine INFO: Eval iter: 0 [04/15 18:54:48] ppdet.engine INFO: Eval iter: 100 [04/15 18:55:00] ppdet.engine INFO: Eval iter: 200 [04/15 18:55:12] ppdet.engine INFO: Eval iter: 300 [04/15 18:55:25] ppdet.engine INFO: Eval iter: 400 [04/15 18:55:37] ppdet.engine INFO: Eval iter: 500 [04/15 18:55:50] ppdet.engine INFO: Eval iter: 600 [04/15 18:56:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 18:56:12] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.85s). Accumulating evaluation results... DONE (t=16.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.543 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.726 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 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 ] = 0.778 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.896 [04/15 18:57:55] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.46844664416578 [04/15 18:57:55] ppdet.engine INFO: Best test bbox ap is 0.543. [04/15 18:57:58] ppdet.engine INFO: Epoch: [42] [ 0/7329] learning_rate: 0.000100 loss_class: 0.630410 loss_bbox: 0.138124 loss_giou: 0.448919 loss_class_aux: 3.973425 loss_bbox_aux: 0.847794 loss_giou_aux: 2.905257 loss_class_dn: 0.367452 loss_bbox_dn: 0.131190 loss_giou_dn: 0.401202 loss_class_aux_dn: 2.002748 loss_bbox_aux_dn: 0.837614 loss_giou_aux_dn: 2.283638 loss: 15.954237 eta: 1 day, 14:57:24 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4131 images/s [04/15 18:58:36] ppdet.engine INFO: Epoch: [42] [ 100/7329] learning_rate: 0.000100 loss_class: 0.558298 loss_bbox: 0.120239 loss_giou: 0.334210 loss_class_aux: 3.620481 loss_bbox_aux: 0.768623 loss_giou_aux: 2.133794 loss_class_dn: 0.298471 loss_bbox_dn: 0.125721 loss_giou_dn: 0.317256 loss_class_aux_dn: 1.641639 loss_bbox_aux_dn: 0.765215 loss_giou_aux_dn: 1.821864 loss: 12.943332 eta: 1 day, 14:56:48 batch_cost: 0.3493 data_cost: 0.0013 ips: 11.4522 images/s [04/15 18:59:16] ppdet.engine INFO: Epoch: [42] [ 200/7329] learning_rate: 0.000100 loss_class: 0.594904 loss_bbox: 0.143155 loss_giou: 0.383530 loss_class_aux: 3.711437 loss_bbox_aux: 0.938498 loss_giou_aux: 2.523032 loss_class_dn: 0.337475 loss_bbox_dn: 0.150564 loss_giou_dn: 0.387118 loss_class_aux_dn: 1.788021 loss_bbox_aux_dn: 0.876935 loss_giou_aux_dn: 2.161706 loss: 14.668167 eta: 1 day, 14:56:13 batch_cost: 0.3580 data_cost: 0.0011 ips: 11.1722 images/s [04/15 18:59:56] ppdet.engine INFO: Epoch: [42] [ 300/7329] learning_rate: 0.000100 loss_class: 0.519268 loss_bbox: 0.115770 loss_giou: 0.364910 loss_class_aux: 3.314363 loss_bbox_aux: 0.803849 loss_giou_aux: 2.281595 loss_class_dn: 0.297507 loss_bbox_dn: 0.131634 loss_giou_dn: 0.362468 loss_class_aux_dn: 1.602882 loss_bbox_aux_dn: 0.778562 loss_giou_aux_dn: 1.949145 loss: 12.780348 eta: 1 day, 14:55:38 batch_cost: 0.3520 data_cost: 0.0011 ips: 11.3639 images/s [04/15 19:00:34] ppdet.engine INFO: Epoch: [42] [ 400/7329] learning_rate: 0.000100 loss_class: 0.586216 loss_bbox: 0.141236 loss_giou: 0.354011 loss_class_aux: 3.733894 loss_bbox_aux: 0.884320 loss_giou_aux: 2.167197 loss_class_dn: 0.325796 loss_bbox_dn: 0.139675 loss_giou_dn: 0.351344 loss_class_aux_dn: 1.761253 loss_bbox_aux_dn: 0.871705 loss_giou_aux_dn: 2.002347 loss: 13.832682 eta: 1 day, 14:55:02 batch_cost: 0.3497 data_cost: 0.0011 ips: 11.4393 images/s [04/15 19:01:14] ppdet.engine INFO: Epoch: [42] [ 500/7329] learning_rate: 0.000100 loss_class: 0.587073 loss_bbox: 0.154682 loss_giou: 0.383764 loss_class_aux: 4.020582 loss_bbox_aux: 0.978609 loss_giou_aux: 2.465328 loss_class_dn: 0.327064 loss_bbox_dn: 0.149963 loss_giou_dn: 0.367638 loss_class_aux_dn: 1.748163 loss_bbox_aux_dn: 0.926036 loss_giou_aux_dn: 2.020472 loss: 13.935401 eta: 1 day, 14:54:26 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2918 images/s [04/15 19:01:54] ppdet.engine INFO: Epoch: [42] [ 600/7329] learning_rate: 0.000100 loss_class: 0.579334 loss_bbox: 0.133332 loss_giou: 0.354362 loss_class_aux: 3.780611 loss_bbox_aux: 0.856148 loss_giou_aux: 2.211297 loss_class_dn: 0.325409 loss_bbox_dn: 0.139976 loss_giou_dn: 0.335171 loss_class_aux_dn: 1.753738 loss_bbox_aux_dn: 0.862388 loss_giou_aux_dn: 1.832241 loss: 13.169413 eta: 1 day, 14:53:51 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2527 images/s [04/15 19:02:33] ppdet.engine INFO: Epoch: [42] [ 700/7329] learning_rate: 0.000100 loss_class: 0.559701 loss_bbox: 0.119738 loss_giou: 0.366990 loss_class_aux: 3.632880 loss_bbox_aux: 0.835949 loss_giou_aux: 2.286925 loss_class_dn: 0.324194 loss_bbox_dn: 0.133081 loss_giou_dn: 0.358383 loss_class_aux_dn: 1.773030 loss_bbox_aux_dn: 0.778197 loss_giou_aux_dn: 2.003828 loss: 14.279787 eta: 1 day, 14:53:16 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2280 images/s [04/15 19:03:12] ppdet.engine INFO: Epoch: [42] [ 800/7329] learning_rate: 0.000100 loss_class: 0.569662 loss_bbox: 0.133516 loss_giou: 0.329548 loss_class_aux: 3.691621 loss_bbox_aux: 0.878799 loss_giou_aux: 2.013267 loss_class_dn: 0.321463 loss_bbox_dn: 0.141000 loss_giou_dn: 0.306115 loss_class_aux_dn: 1.752354 loss_bbox_aux_dn: 0.877359 loss_giou_aux_dn: 1.749269 loss: 13.783129 eta: 1 day, 14:52:40 batch_cost: 0.3494 data_cost: 0.0012 ips: 11.4470 images/s [04/15 19:03:52] ppdet.engine INFO: Epoch: [42] [ 900/7329] learning_rate: 0.000100 loss_class: 0.536576 loss_bbox: 0.120499 loss_giou: 0.347078 loss_class_aux: 3.475472 loss_bbox_aux: 0.811019 loss_giou_aux: 2.204160 loss_class_dn: 0.315793 loss_bbox_dn: 0.146211 loss_giou_dn: 0.340493 loss_class_aux_dn: 1.711159 loss_bbox_aux_dn: 0.905795 loss_giou_aux_dn: 1.946134 loss: 13.630564 eta: 1 day, 14:52:04 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2814 images/s [04/15 19:04:31] ppdet.engine INFO: Epoch: [42] [1000/7329] learning_rate: 0.000100 loss_class: 0.573634 loss_bbox: 0.134698 loss_giou: 0.328050 loss_class_aux: 3.788208 loss_bbox_aux: 0.900607 loss_giou_aux: 2.157776 loss_class_dn: 0.323723 loss_bbox_dn: 0.141544 loss_giou_dn: 0.326997 loss_class_aux_dn: 1.764484 loss_bbox_aux_dn: 0.826951 loss_giou_aux_dn: 1.840507 loss: 13.912607 eta: 1 day, 14:51:28 batch_cost: 0.3514 data_cost: 0.0012 ips: 11.3834 images/s [04/15 19:05:10] ppdet.engine INFO: Epoch: [42] [1100/7329] learning_rate: 0.000100 loss_class: 0.580935 loss_bbox: 0.123467 loss_giou: 0.358689 loss_class_aux: 3.703396 loss_bbox_aux: 0.833065 loss_giou_aux: 2.222795 loss_class_dn: 0.310079 loss_bbox_dn: 0.135894 loss_giou_dn: 0.354195 loss_class_aux_dn: 1.676747 loss_bbox_aux_dn: 0.806582 loss_giou_aux_dn: 1.973215 loss: 13.510422 eta: 1 day, 14:50:53 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3245 images/s [04/15 19:05:50] ppdet.engine INFO: Epoch: [42] [1200/7329] learning_rate: 0.000100 loss_class: 0.534325 loss_bbox: 0.134934 loss_giou: 0.353341 loss_class_aux: 3.396826 loss_bbox_aux: 0.901421 loss_giou_aux: 2.195490 loss_class_dn: 0.302613 loss_bbox_dn: 0.132727 loss_giou_dn: 0.335413 loss_class_aux_dn: 1.586976 loss_bbox_aux_dn: 0.813966 loss_giou_aux_dn: 1.904533 loss: 12.795193 eta: 1 day, 14:50:17 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2962 images/s [04/15 19:06:29] ppdet.engine INFO: Epoch: [42] [1300/7329] learning_rate: 0.000100 loss_class: 0.548919 loss_bbox: 0.129601 loss_giou: 0.383014 loss_class_aux: 3.484560 loss_bbox_aux: 0.821204 loss_giou_aux: 2.381138 loss_class_dn: 0.336544 loss_bbox_dn: 0.127495 loss_giou_dn: 0.384462 loss_class_aux_dn: 1.817047 loss_bbox_aux_dn: 0.774865 loss_giou_aux_dn: 2.179880 loss: 14.515701 eta: 1 day, 14:49:42 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2761 images/s [04/15 19:07:08] ppdet.engine INFO: Epoch: [42] [1400/7329] learning_rate: 0.000100 loss_class: 0.632252 loss_bbox: 0.141130 loss_giou: 0.379614 loss_class_aux: 4.015497 loss_bbox_aux: 0.892787 loss_giou_aux: 2.427875 loss_class_dn: 0.344892 loss_bbox_dn: 0.136832 loss_giou_dn: 0.369574 loss_class_aux_dn: 1.840399 loss_bbox_aux_dn: 0.826038 loss_giou_aux_dn: 2.090568 loss: 14.976047 eta: 1 day, 14:49:06 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3598 images/s [04/15 19:07:47] ppdet.engine INFO: Epoch: [42] [1500/7329] learning_rate: 0.000100 loss_class: 0.548550 loss_bbox: 0.122569 loss_giou: 0.334506 loss_class_aux: 3.568139 loss_bbox_aux: 0.843124 loss_giou_aux: 2.130550 loss_class_dn: 0.303045 loss_bbox_dn: 0.128727 loss_giou_dn: 0.330459 loss_class_aux_dn: 1.649232 loss_bbox_aux_dn: 0.793273 loss_giou_aux_dn: 1.856139 loss: 13.849235 eta: 1 day, 14:48:30 batch_cost: 0.3500 data_cost: 0.0012 ips: 11.4292 images/s [04/15 19:08:27] ppdet.engine INFO: Epoch: [42] [1600/7329] learning_rate: 0.000100 loss_class: 0.569606 loss_bbox: 0.136941 loss_giou: 0.394160 loss_class_aux: 3.526988 loss_bbox_aux: 0.911588 loss_giou_aux: 2.514503 loss_class_dn: 0.344474 loss_bbox_dn: 0.131143 loss_giou_dn: 0.370982 loss_class_aux_dn: 1.848522 loss_bbox_aux_dn: 0.797636 loss_giou_aux_dn: 2.076424 loss: 14.246790 eta: 1 day, 14:47:55 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2265 images/s [04/15 19:09:06] ppdet.engine INFO: Epoch: [42] [1700/7329] learning_rate: 0.000100 loss_class: 0.560971 loss_bbox: 0.128201 loss_giou: 0.436265 loss_class_aux: 3.684525 loss_bbox_aux: 0.841627 loss_giou_aux: 2.702157 loss_class_dn: 0.333274 loss_bbox_dn: 0.137331 loss_giou_dn: 0.376387 loss_class_aux_dn: 1.831504 loss_bbox_aux_dn: 0.792029 loss_giou_aux_dn: 2.125963 loss: 14.347079 eta: 1 day, 14:47:20 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2914 images/s [04/15 19:09:46] ppdet.engine INFO: Epoch: [42] [1800/7329] learning_rate: 0.000100 loss_class: 0.595884 loss_bbox: 0.137886 loss_giou: 0.365285 loss_class_aux: 3.818815 loss_bbox_aux: 0.885911 loss_giou_aux: 2.310424 loss_class_dn: 0.336255 loss_bbox_dn: 0.138267 loss_giou_dn: 0.369641 loss_class_aux_dn: 1.804782 loss_bbox_aux_dn: 0.811069 loss_giou_aux_dn: 2.050611 loss: 14.471271 eta: 1 day, 14:46:44 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2051 images/s [04/15 19:10:26] ppdet.engine INFO: Epoch: [42] [1900/7329] learning_rate: 0.000100 loss_class: 0.582578 loss_bbox: 0.142527 loss_giou: 0.380353 loss_class_aux: 3.781347 loss_bbox_aux: 0.879723 loss_giou_aux: 2.377847 loss_class_dn: 0.337400 loss_bbox_dn: 0.143542 loss_giou_dn: 0.385795 loss_class_aux_dn: 1.792688 loss_bbox_aux_dn: 0.866416 loss_giou_aux_dn: 2.110730 loss: 14.593554 eta: 1 day, 14:46:09 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2399 images/s [04/15 19:11:04] ppdet.engine INFO: Epoch: [42] [2000/7329] learning_rate: 0.000100 loss_class: 0.586521 loss_bbox: 0.133832 loss_giou: 0.388471 loss_class_aux: 3.616853 loss_bbox_aux: 0.914787 loss_giou_aux: 2.486565 loss_class_dn: 0.343978 loss_bbox_dn: 0.134385 loss_giou_dn: 0.369495 loss_class_aux_dn: 1.861588 loss_bbox_aux_dn: 0.792740 loss_giou_aux_dn: 2.138278 loss: 14.254403 eta: 1 day, 14:45:33 batch_cost: 0.3477 data_cost: 0.0013 ips: 11.5040 images/s [04/15 19:11:44] ppdet.engine INFO: Epoch: [42] [2100/7329] learning_rate: 0.000100 loss_class: 0.560855 loss_bbox: 0.126446 loss_giou: 0.422589 loss_class_aux: 3.511051 loss_bbox_aux: 0.786588 loss_giou_aux: 2.661013 loss_class_dn: 0.334122 loss_bbox_dn: 0.126706 loss_giou_dn: 0.407404 loss_class_aux_dn: 1.750383 loss_bbox_aux_dn: 0.805007 loss_giou_aux_dn: 2.286276 loss: 14.887077 eta: 1 day, 14:44:58 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2693 images/s [04/15 19:12:24] ppdet.engine INFO: Epoch: [42] [2200/7329] learning_rate: 0.000100 loss_class: 0.619338 loss_bbox: 0.126397 loss_giou: 0.376475 loss_class_aux: 3.946418 loss_bbox_aux: 0.833182 loss_giou_aux: 2.428869 loss_class_dn: 0.348043 loss_bbox_dn: 0.129160 loss_giou_dn: 0.369055 loss_class_aux_dn: 1.869195 loss_bbox_aux_dn: 0.828525 loss_giou_aux_dn: 2.055607 loss: 14.929425 eta: 1 day, 14:44:22 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2250 images/s [04/15 19:13:03] ppdet.engine INFO: Epoch: [42] [2300/7329] learning_rate: 0.000100 loss_class: 0.537112 loss_bbox: 0.124486 loss_giou: 0.354758 loss_class_aux: 3.568297 loss_bbox_aux: 0.816608 loss_giou_aux: 2.240225 loss_class_dn: 0.297350 loss_bbox_dn: 0.117669 loss_giou_dn: 0.323297 loss_class_aux_dn: 1.641196 loss_bbox_aux_dn: 0.705273 loss_giou_aux_dn: 1.776452 loss: 12.915907 eta: 1 day, 14:43:47 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2800 images/s [04/15 19:13:43] ppdet.engine INFO: Epoch: [42] [2400/7329] learning_rate: 0.000100 loss_class: 0.527052 loss_bbox: 0.129746 loss_giou: 0.367817 loss_class_aux: 3.190220 loss_bbox_aux: 0.853924 loss_giou_aux: 2.282344 loss_class_dn: 0.316656 loss_bbox_dn: 0.138556 loss_giou_dn: 0.343310 loss_class_aux_dn: 1.689173 loss_bbox_aux_dn: 0.845246 loss_giou_aux_dn: 1.934860 loss: 13.292376 eta: 1 day, 14:43:12 batch_cost: 0.3547 data_cost: 0.0012 ips: 11.2763 images/s [04/15 19:14:22] ppdet.engine INFO: Epoch: [42] [2500/7329] learning_rate: 0.000100 loss_class: 0.533198 loss_bbox: 0.125344 loss_giou: 0.365054 loss_class_aux: 3.419021 loss_bbox_aux: 0.817919 loss_giou_aux: 2.295936 loss_class_dn: 0.315771 loss_bbox_dn: 0.138463 loss_giou_dn: 0.350717 loss_class_aux_dn: 1.674986 loss_bbox_aux_dn: 0.813054 loss_giou_aux_dn: 1.953651 loss: 13.670513 eta: 1 day, 14:42:36 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3030 images/s [04/15 19:15:02] ppdet.engine INFO: Epoch: [42] [2600/7329] learning_rate: 0.000100 loss_class: 0.588759 loss_bbox: 0.151517 loss_giou: 0.396247 loss_class_aux: 3.798959 loss_bbox_aux: 0.972397 loss_giou_aux: 2.553139 loss_class_dn: 0.341381 loss_bbox_dn: 0.145465 loss_giou_dn: 0.365360 loss_class_aux_dn: 1.811797 loss_bbox_aux_dn: 0.939521 loss_giou_aux_dn: 2.051338 loss: 14.605958 eta: 1 day, 14:42:01 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2295 images/s [04/15 19:15:41] ppdet.engine INFO: Epoch: [42] [2700/7329] learning_rate: 0.000100 loss_class: 0.546606 loss_bbox: 0.131281 loss_giou: 0.364118 loss_class_aux: 3.520866 loss_bbox_aux: 0.867777 loss_giou_aux: 2.368848 loss_class_dn: 0.329724 loss_bbox_dn: 0.142657 loss_giou_dn: 0.348006 loss_class_aux_dn: 1.707382 loss_bbox_aux_dn: 0.870468 loss_giou_aux_dn: 1.948831 loss: 13.478067 eta: 1 day, 14:41:26 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2638 images/s [04/15 19:16:21] ppdet.engine INFO: Epoch: [42] [2800/7329] learning_rate: 0.000100 loss_class: 0.549386 loss_bbox: 0.125828 loss_giou: 0.358255 loss_class_aux: 3.512713 loss_bbox_aux: 0.828886 loss_giou_aux: 2.309516 loss_class_dn: 0.300652 loss_bbox_dn: 0.136263 loss_giou_dn: 0.346149 loss_class_aux_dn: 1.602380 loss_bbox_aux_dn: 0.822308 loss_giou_aux_dn: 1.933873 loss: 13.040986 eta: 1 day, 14:40:50 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3134 images/s [04/15 19:17:00] ppdet.engine INFO: Epoch: [42] [2900/7329] learning_rate: 0.000100 loss_class: 0.548478 loss_bbox: 0.142398 loss_giou: 0.370626 loss_class_aux: 3.636360 loss_bbox_aux: 0.907341 loss_giou_aux: 2.356543 loss_class_dn: 0.329706 loss_bbox_dn: 0.147697 loss_giou_dn: 0.352748 loss_class_aux_dn: 1.757558 loss_bbox_aux_dn: 0.881411 loss_giou_aux_dn: 2.014528 loss: 13.665972 eta: 1 day, 14:40:15 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2531 images/s [04/15 19:17:39] ppdet.engine INFO: Epoch: [42] [3000/7329] learning_rate: 0.000100 loss_class: 0.557034 loss_bbox: 0.119312 loss_giou: 0.319976 loss_class_aux: 3.673816 loss_bbox_aux: 0.787779 loss_giou_aux: 2.140956 loss_class_dn: 0.307746 loss_bbox_dn: 0.121854 loss_giou_dn: 0.340201 loss_class_aux_dn: 1.660954 loss_bbox_aux_dn: 0.759505 loss_giou_aux_dn: 1.941112 loss: 13.541197 eta: 1 day, 14:39:39 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3323 images/s [04/15 19:18:19] ppdet.engine INFO: Epoch: [42] [3100/7329] learning_rate: 0.000100 loss_class: 0.581216 loss_bbox: 0.131351 loss_giou: 0.335704 loss_class_aux: 3.727055 loss_bbox_aux: 0.882090 loss_giou_aux: 2.201783 loss_class_dn: 0.309593 loss_bbox_dn: 0.127538 loss_giou_dn: 0.359460 loss_class_aux_dn: 1.703781 loss_bbox_aux_dn: 0.800581 loss_giou_aux_dn: 1.992445 loss: 13.609993 eta: 1 day, 14:39:04 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2976 images/s [04/15 19:18:58] ppdet.engine INFO: Epoch: [42] [3200/7329] learning_rate: 0.000100 loss_class: 0.532704 loss_bbox: 0.117598 loss_giou: 0.308866 loss_class_aux: 3.386660 loss_bbox_aux: 0.770065 loss_giou_aux: 2.032173 loss_class_dn: 0.299182 loss_bbox_dn: 0.132820 loss_giou_dn: 0.330215 loss_class_aux_dn: 1.550431 loss_bbox_aux_dn: 0.808475 loss_giou_aux_dn: 1.830471 loss: 12.435321 eta: 1 day, 14:38:28 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2662 images/s [04/15 19:19:37] ppdet.engine INFO: Epoch: [42] [3300/7329] learning_rate: 0.000100 loss_class: 0.600550 loss_bbox: 0.133731 loss_giou: 0.435176 loss_class_aux: 3.827234 loss_bbox_aux: 0.851117 loss_giou_aux: 2.814741 loss_class_dn: 0.337631 loss_bbox_dn: 0.146614 loss_giou_dn: 0.385318 loss_class_aux_dn: 1.856437 loss_bbox_aux_dn: 0.866845 loss_giou_aux_dn: 2.235489 loss: 15.360619 eta: 1 day, 14:37:52 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4235 images/s [04/15 19:20:17] ppdet.engine INFO: Epoch: [42] [3400/7329] learning_rate: 0.000100 loss_class: 0.590996 loss_bbox: 0.134635 loss_giou: 0.401692 loss_class_aux: 3.653589 loss_bbox_aux: 0.904156 loss_giou_aux: 2.504410 loss_class_dn: 0.339591 loss_bbox_dn: 0.134953 loss_giou_dn: 0.372323 loss_class_aux_dn: 1.835507 loss_bbox_aux_dn: 0.799526 loss_giou_aux_dn: 2.098363 loss: 14.408760 eta: 1 day, 14:37:17 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2593 images/s [04/15 19:20:56] ppdet.engine INFO: Epoch: [42] [3500/7329] learning_rate: 0.000100 loss_class: 0.493726 loss_bbox: 0.113610 loss_giou: 0.342866 loss_class_aux: 3.138388 loss_bbox_aux: 0.741945 loss_giou_aux: 2.205177 loss_class_dn: 0.294271 loss_bbox_dn: 0.117906 loss_giou_dn: 0.323824 loss_class_aux_dn: 1.583251 loss_bbox_aux_dn: 0.724025 loss_giou_aux_dn: 1.809476 loss: 12.699799 eta: 1 day, 14:36:41 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3527 images/s [04/15 19:21:35] ppdet.engine INFO: Epoch: [42] [3600/7329] learning_rate: 0.000100 loss_class: 0.579866 loss_bbox: 0.134733 loss_giou: 0.378612 loss_class_aux: 3.767736 loss_bbox_aux: 0.896886 loss_giou_aux: 2.384589 loss_class_dn: 0.326835 loss_bbox_dn: 0.150537 loss_giou_dn: 0.346673 loss_class_aux_dn: 1.797436 loss_bbox_aux_dn: 0.920895 loss_giou_aux_dn: 1.972983 loss: 14.278587 eta: 1 day, 14:36:05 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4175 images/s [04/15 19:22:15] ppdet.engine INFO: Epoch: [42] [3700/7329] learning_rate: 0.000100 loss_class: 0.622201 loss_bbox: 0.141673 loss_giou: 0.438439 loss_class_aux: 3.980242 loss_bbox_aux: 0.928942 loss_giou_aux: 2.695391 loss_class_dn: 0.363289 loss_bbox_dn: 0.148488 loss_giou_dn: 0.402234 loss_class_aux_dn: 1.965140 loss_bbox_aux_dn: 0.866162 loss_giou_aux_dn: 2.297106 loss: 15.354532 eta: 1 day, 14:35:30 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2404 images/s [04/15 19:22:55] ppdet.engine INFO: Epoch: [42] [3800/7329] learning_rate: 0.000100 loss_class: 0.548514 loss_bbox: 0.117842 loss_giou: 0.348873 loss_class_aux: 3.425872 loss_bbox_aux: 0.800454 loss_giou_aux: 2.180921 loss_class_dn: 0.302511 loss_bbox_dn: 0.120034 loss_giou_dn: 0.337055 loss_class_aux_dn: 1.651639 loss_bbox_aux_dn: 0.738280 loss_giou_aux_dn: 1.859506 loss: 12.951102 eta: 1 day, 14:34:55 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2009 images/s [04/15 19:23:34] ppdet.engine INFO: Epoch: [42] [3900/7329] learning_rate: 0.000100 loss_class: 0.619004 loss_bbox: 0.127205 loss_giou: 0.459509 loss_class_aux: 4.039557 loss_bbox_aux: 0.799115 loss_giou_aux: 2.946194 loss_class_dn: 0.385739 loss_bbox_dn: 0.128405 loss_giou_dn: 0.434605 loss_class_aux_dn: 2.041170 loss_bbox_aux_dn: 0.760739 loss_giou_aux_dn: 2.468966 loss: 16.132114 eta: 1 day, 14:34:20 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2895 images/s [04/15 19:24:13] ppdet.engine INFO: Epoch: [42] [4000/7329] learning_rate: 0.000100 loss_class: 0.592934 loss_bbox: 0.138517 loss_giou: 0.385658 loss_class_aux: 3.778171 loss_bbox_aux: 0.870786 loss_giou_aux: 2.454257 loss_class_dn: 0.334201 loss_bbox_dn: 0.150691 loss_giou_dn: 0.369371 loss_class_aux_dn: 1.818465 loss_bbox_aux_dn: 0.855504 loss_giou_aux_dn: 2.089239 loss: 14.347239 eta: 1 day, 14:33:44 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3417 images/s [04/15 19:24:53] ppdet.engine INFO: Epoch: [42] [4100/7329] learning_rate: 0.000100 loss_class: 0.565624 loss_bbox: 0.115510 loss_giou: 0.423557 loss_class_aux: 3.714903 loss_bbox_aux: 0.775409 loss_giou_aux: 2.614234 loss_class_dn: 0.324057 loss_bbox_dn: 0.121954 loss_giou_dn: 0.381793 loss_class_aux_dn: 1.734896 loss_bbox_aux_dn: 0.757742 loss_giou_aux_dn: 2.170504 loss: 13.816954 eta: 1 day, 14:33:08 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3959 images/s [04/15 19:25:32] ppdet.engine INFO: Epoch: [42] [4200/7329] learning_rate: 0.000100 loss_class: 0.598725 loss_bbox: 0.138559 loss_giou: 0.382686 loss_class_aux: 3.890854 loss_bbox_aux: 0.943815 loss_giou_aux: 2.481902 loss_class_dn: 0.337393 loss_bbox_dn: 0.136034 loss_giou_dn: 0.353269 loss_class_aux_dn: 1.811301 loss_bbox_aux_dn: 0.818899 loss_giou_aux_dn: 1.966089 loss: 14.282700 eta: 1 day, 14:32:32 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3672 images/s [04/15 19:26:11] ppdet.engine INFO: Epoch: [42] [4300/7329] learning_rate: 0.000100 loss_class: 0.596767 loss_bbox: 0.132742 loss_giou: 0.412178 loss_class_aux: 3.765197 loss_bbox_aux: 0.882699 loss_giou_aux: 2.600266 loss_class_dn: 0.344849 loss_bbox_dn: 0.135088 loss_giou_dn: 0.400917 loss_class_aux_dn: 1.865388 loss_bbox_aux_dn: 0.790537 loss_giou_aux_dn: 2.204629 loss: 14.544632 eta: 1 day, 14:31:57 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1908 images/s [04/15 19:26:51] ppdet.engine INFO: Epoch: [42] [4400/7329] learning_rate: 0.000100 loss_class: 0.562706 loss_bbox: 0.127710 loss_giou: 0.345586 loss_class_aux: 3.686517 loss_bbox_aux: 0.857550 loss_giou_aux: 2.226415 loss_class_dn: 0.319763 loss_bbox_dn: 0.132223 loss_giou_dn: 0.344118 loss_class_aux_dn: 1.743113 loss_bbox_aux_dn: 0.803531 loss_giou_aux_dn: 1.927324 loss: 13.622945 eta: 1 day, 14:31:22 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2116 images/s [04/15 19:27:30] ppdet.engine INFO: Epoch: [42] [4500/7329] learning_rate: 0.000100 loss_class: 0.548644 loss_bbox: 0.111717 loss_giou: 0.389295 loss_class_aux: 3.630336 loss_bbox_aux: 0.784430 loss_giou_aux: 2.401374 loss_class_dn: 0.313350 loss_bbox_dn: 0.121439 loss_giou_dn: 0.358723 loss_class_aux_dn: 1.679152 loss_bbox_aux_dn: 0.760450 loss_giou_aux_dn: 1.984675 loss: 13.567078 eta: 1 day, 14:30:46 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4600 images/s [04/15 19:28:09] ppdet.engine INFO: Epoch: [42] [4600/7329] learning_rate: 0.000100 loss_class: 0.500841 loss_bbox: 0.124684 loss_giou: 0.343345 loss_class_aux: 3.318797 loss_bbox_aux: 0.833981 loss_giou_aux: 2.148403 loss_class_dn: 0.325587 loss_bbox_dn: 0.147897 loss_giou_dn: 0.330902 loss_class_aux_dn: 1.745305 loss_bbox_aux_dn: 0.861202 loss_giou_aux_dn: 1.957331 loss: 13.441280 eta: 1 day, 14:30:10 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.4007 images/s [04/15 19:28:49] ppdet.engine INFO: Epoch: [42] [4700/7329] learning_rate: 0.000100 loss_class: 0.566880 loss_bbox: 0.126379 loss_giou: 0.392086 loss_class_aux: 3.698934 loss_bbox_aux: 0.828178 loss_giou_aux: 2.446345 loss_class_dn: 0.359080 loss_bbox_dn: 0.141497 loss_giou_dn: 0.369941 loss_class_aux_dn: 1.910840 loss_bbox_aux_dn: 0.853255 loss_giou_aux_dn: 2.078472 loss: 14.487022 eta: 1 day, 14:29:35 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2389 images/s [04/15 19:29:28] ppdet.engine INFO: Epoch: [42] [4800/7329] learning_rate: 0.000100 loss_class: 0.599633 loss_bbox: 0.133664 loss_giou: 0.382500 loss_class_aux: 3.699211 loss_bbox_aux: 0.906722 loss_giou_aux: 2.511298 loss_class_dn: 0.321152 loss_bbox_dn: 0.151840 loss_giou_dn: 0.389413 loss_class_aux_dn: 1.710806 loss_bbox_aux_dn: 0.898960 loss_giou_aux_dn: 2.106966 loss: 14.349689 eta: 1 day, 14:28:59 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3053 images/s [04/15 19:30:07] ppdet.engine INFO: Epoch: [42] [4900/7329] learning_rate: 0.000100 loss_class: 0.565966 loss_bbox: 0.122768 loss_giou: 0.379403 loss_class_aux: 3.687886 loss_bbox_aux: 0.806038 loss_giou_aux: 2.368459 loss_class_dn: 0.319396 loss_bbox_dn: 0.135575 loss_giou_dn: 0.393084 loss_class_aux_dn: 1.669273 loss_bbox_aux_dn: 0.804862 loss_giou_aux_dn: 2.172641 loss: 14.137066 eta: 1 day, 14:28:23 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4314 images/s [04/15 19:30:47] ppdet.engine INFO: Epoch: [42] [5000/7329] learning_rate: 0.000100 loss_class: 0.604658 loss_bbox: 0.147942 loss_giou: 0.384648 loss_class_aux: 3.800248 loss_bbox_aux: 0.949930 loss_giou_aux: 2.423700 loss_class_dn: 0.343533 loss_bbox_dn: 0.152853 loss_giou_dn: 0.359265 loss_class_aux_dn: 1.834053 loss_bbox_aux_dn: 0.917488 loss_giou_aux_dn: 1.981673 loss: 14.311392 eta: 1 day, 14:27:48 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3096 images/s [04/15 19:31:26] ppdet.engine INFO: Epoch: [42] [5100/7329] learning_rate: 0.000100 loss_class: 0.562424 loss_bbox: 0.127180 loss_giou: 0.417983 loss_class_aux: 3.718501 loss_bbox_aux: 0.858280 loss_giou_aux: 2.602564 loss_class_dn: 0.350386 loss_bbox_dn: 0.129502 loss_giou_dn: 0.386882 loss_class_aux_dn: 1.884980 loss_bbox_aux_dn: 0.774094 loss_giou_aux_dn: 2.142213 loss: 14.751487 eta: 1 day, 14:27:12 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2907 images/s [04/15 19:32:05] ppdet.engine INFO: Epoch: [42] [5200/7329] learning_rate: 0.000100 loss_class: 0.590852 loss_bbox: 0.138240 loss_giou: 0.441037 loss_class_aux: 3.839268 loss_bbox_aux: 0.899438 loss_giou_aux: 2.838514 loss_class_dn: 0.342911 loss_bbox_dn: 0.135921 loss_giou_dn: 0.409918 loss_class_aux_dn: 1.825751 loss_bbox_aux_dn: 0.805266 loss_giou_aux_dn: 2.267988 loss: 15.537754 eta: 1 day, 14:26:37 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3156 images/s [04/15 19:32:45] ppdet.engine INFO: Epoch: [42] [5300/7329] learning_rate: 0.000100 loss_class: 0.525999 loss_bbox: 0.122888 loss_giou: 0.354567 loss_class_aux: 3.554590 loss_bbox_aux: 0.829895 loss_giou_aux: 2.228220 loss_class_dn: 0.311034 loss_bbox_dn: 0.136899 loss_giou_dn: 0.339327 loss_class_aux_dn: 1.653649 loss_bbox_aux_dn: 0.789441 loss_giou_aux_dn: 1.890737 loss: 13.442392 eta: 1 day, 14:26:01 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3492 images/s [04/15 19:33:24] ppdet.engine INFO: Epoch: [42] [5400/7329] learning_rate: 0.000100 loss_class: 0.547327 loss_bbox: 0.124089 loss_giou: 0.361868 loss_class_aux: 3.480357 loss_bbox_aux: 0.830047 loss_giou_aux: 2.427871 loss_class_dn: 0.320368 loss_bbox_dn: 0.137834 loss_giou_dn: 0.343321 loss_class_aux_dn: 1.682733 loss_bbox_aux_dn: 0.852562 loss_giou_aux_dn: 1.930328 loss: 13.139420 eta: 1 day, 14:25:26 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2128 images/s [04/15 19:34:04] ppdet.engine INFO: Epoch: [42] [5500/7329] learning_rate: 0.000100 loss_class: 0.602441 loss_bbox: 0.135489 loss_giou: 0.364095 loss_class_aux: 3.796582 loss_bbox_aux: 0.903712 loss_giou_aux: 2.326653 loss_class_dn: 0.335741 loss_bbox_dn: 0.134904 loss_giou_dn: 0.352315 loss_class_aux_dn: 1.782998 loss_bbox_aux_dn: 0.811544 loss_giou_aux_dn: 2.006351 loss: 14.346388 eta: 1 day, 14:24:51 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2140 images/s [04/15 19:34:43] ppdet.engine INFO: Epoch: [42] [5600/7329] learning_rate: 0.000100 loss_class: 0.495945 loss_bbox: 0.125252 loss_giou: 0.358495 loss_class_aux: 3.081439 loss_bbox_aux: 0.818236 loss_giou_aux: 2.337362 loss_class_dn: 0.302860 loss_bbox_dn: 0.133660 loss_giou_dn: 0.352306 loss_class_aux_dn: 1.646400 loss_bbox_aux_dn: 0.791652 loss_giou_aux_dn: 1.982135 loss: 12.714592 eta: 1 day, 14:24:15 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4019 images/s [04/15 19:35:23] ppdet.engine INFO: Epoch: [42] [5700/7329] learning_rate: 0.000100 loss_class: 0.583282 loss_bbox: 0.140537 loss_giou: 0.438622 loss_class_aux: 3.752385 loss_bbox_aux: 0.925024 loss_giou_aux: 2.711305 loss_class_dn: 0.360668 loss_bbox_dn: 0.140688 loss_giou_dn: 0.400547 loss_class_aux_dn: 1.899997 loss_bbox_aux_dn: 0.805701 loss_giou_aux_dn: 2.214923 loss: 15.094809 eta: 1 day, 14:23:40 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3251 images/s [04/15 19:36:02] ppdet.engine INFO: Epoch: [42] [5800/7329] learning_rate: 0.000100 loss_class: 0.547946 loss_bbox: 0.132669 loss_giou: 0.315770 loss_class_aux: 3.609924 loss_bbox_aux: 0.853586 loss_giou_aux: 2.003373 loss_class_dn: 0.295008 loss_bbox_dn: 0.146282 loss_giou_dn: 0.305803 loss_class_aux_dn: 1.613502 loss_bbox_aux_dn: 0.890368 loss_giou_aux_dn: 1.777908 loss: 13.040602 eta: 1 day, 14:23:04 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3265 images/s [04/15 19:36:41] ppdet.engine INFO: Epoch: [42] [5900/7329] learning_rate: 0.000100 loss_class: 0.572735 loss_bbox: 0.143726 loss_giou: 0.365637 loss_class_aux: 3.810240 loss_bbox_aux: 0.941983 loss_giou_aux: 2.397343 loss_class_dn: 0.348500 loss_bbox_dn: 0.160438 loss_giou_dn: 0.367325 loss_class_aux_dn: 1.884967 loss_bbox_aux_dn: 0.936783 loss_giou_aux_dn: 2.079659 loss: 14.515768 eta: 1 day, 14:22:28 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3815 images/s [04/15 19:37:20] ppdet.engine INFO: Epoch: [42] [6000/7329] learning_rate: 0.000100 loss_class: 0.582099 loss_bbox: 0.143805 loss_giou: 0.386922 loss_class_aux: 3.627773 loss_bbox_aux: 0.947095 loss_giou_aux: 2.440070 loss_class_dn: 0.330340 loss_bbox_dn: 0.137966 loss_giou_dn: 0.354277 loss_class_aux_dn: 1.783527 loss_bbox_aux_dn: 0.864406 loss_giou_aux_dn: 1.983215 loss: 13.857535 eta: 1 day, 14:21:53 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2925 images/s [04/15 19:38:00] ppdet.engine INFO: Epoch: [42] [6100/7329] learning_rate: 0.000100 loss_class: 0.556947 loss_bbox: 0.129648 loss_giou: 0.362826 loss_class_aux: 3.571497 loss_bbox_aux: 0.862471 loss_giou_aux: 2.312195 loss_class_dn: 0.302762 loss_bbox_dn: 0.136515 loss_giou_dn: 0.321260 loss_class_aux_dn: 1.624339 loss_bbox_aux_dn: 0.819107 loss_giou_aux_dn: 1.815094 loss: 12.668341 eta: 1 day, 14:21:17 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3241 images/s [04/15 19:38:39] ppdet.engine INFO: Epoch: [42] [6200/7329] learning_rate: 0.000100 loss_class: 0.502182 loss_bbox: 0.112254 loss_giou: 0.315022 loss_class_aux: 3.158675 loss_bbox_aux: 0.711864 loss_giou_aux: 1.997288 loss_class_dn: 0.271980 loss_bbox_dn: 0.117629 loss_giou_dn: 0.294206 loss_class_aux_dn: 1.480988 loss_bbox_aux_dn: 0.713426 loss_giou_aux_dn: 1.717467 loss: 11.610173 eta: 1 day, 14:20:42 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2853 images/s [04/15 19:39:18] ppdet.engine INFO: Epoch: [42] [6300/7329] learning_rate: 0.000100 loss_class: 0.620440 loss_bbox: 0.125869 loss_giou: 0.436834 loss_class_aux: 4.067554 loss_bbox_aux: 0.823101 loss_giou_aux: 2.749917 loss_class_dn: 0.362748 loss_bbox_dn: 0.141194 loss_giou_dn: 0.422286 loss_class_aux_dn: 1.912488 loss_bbox_aux_dn: 0.844989 loss_giou_aux_dn: 2.353263 loss: 15.481879 eta: 1 day, 14:20:06 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4249 images/s [04/15 19:39:58] ppdet.engine INFO: Epoch: [42] [6400/7329] learning_rate: 0.000100 loss_class: 0.534912 loss_bbox: 0.132180 loss_giou: 0.331704 loss_class_aux: 3.518464 loss_bbox_aux: 0.839542 loss_giou_aux: 2.214401 loss_class_dn: 0.314271 loss_bbox_dn: 0.137105 loss_giou_dn: 0.342951 loss_class_aux_dn: 1.696228 loss_bbox_aux_dn: 0.815457 loss_giou_aux_dn: 1.872809 loss: 13.752767 eta: 1 day, 14:19:30 batch_cost: 0.3551 data_cost: 0.0012 ips: 11.2632 images/s [04/15 19:40:37] ppdet.engine INFO: Epoch: [42] [6500/7329] learning_rate: 0.000100 loss_class: 0.600941 loss_bbox: 0.133176 loss_giou: 0.395373 loss_class_aux: 3.978478 loss_bbox_aux: 0.890297 loss_giou_aux: 2.431768 loss_class_dn: 0.350243 loss_bbox_dn: 0.156752 loss_giou_dn: 0.362562 loss_class_aux_dn: 1.858862 loss_bbox_aux_dn: 0.922028 loss_giou_aux_dn: 2.048421 loss: 15.179438 eta: 1 day, 14:18:54 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4222 images/s [04/15 19:41:16] ppdet.engine INFO: Epoch: [42] [6600/7329] learning_rate: 0.000100 loss_class: 0.479858 loss_bbox: 0.106132 loss_giou: 0.308300 loss_class_aux: 3.046517 loss_bbox_aux: 0.741445 loss_giou_aux: 1.990530 loss_class_dn: 0.280636 loss_bbox_dn: 0.115518 loss_giou_dn: 0.294782 loss_class_aux_dn: 1.508960 loss_bbox_aux_dn: 0.714377 loss_giou_aux_dn: 1.661825 loss: 11.734739 eta: 1 day, 14:18:19 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3310 images/s [04/15 19:41:56] ppdet.engine INFO: Epoch: [42] [6700/7329] learning_rate: 0.000100 loss_class: 0.572263 loss_bbox: 0.124671 loss_giou: 0.359667 loss_class_aux: 3.630047 loss_bbox_aux: 0.851281 loss_giou_aux: 2.340385 loss_class_dn: 0.315378 loss_bbox_dn: 0.128107 loss_giou_dn: 0.343221 loss_class_aux_dn: 1.738088 loss_bbox_aux_dn: 0.739596 loss_giou_aux_dn: 1.941837 loss: 13.978411 eta: 1 day, 14:17:44 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2304 images/s [04/15 19:42:35] ppdet.engine INFO: Epoch: [42] [6800/7329] learning_rate: 0.000100 loss_class: 0.615414 loss_bbox: 0.142626 loss_giou: 0.438020 loss_class_aux: 3.935743 loss_bbox_aux: 0.909457 loss_giou_aux: 2.699174 loss_class_dn: 0.370760 loss_bbox_dn: 0.137150 loss_giou_dn: 0.411535 loss_class_aux_dn: 2.029462 loss_bbox_aux_dn: 0.788088 loss_giou_aux_dn: 2.344879 loss: 16.239002 eta: 1 day, 14:17:08 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4037 images/s [04/15 19:43:14] ppdet.engine INFO: Epoch: [42] [6900/7329] learning_rate: 0.000100 loss_class: 0.585737 loss_bbox: 0.145154 loss_giou: 0.387478 loss_class_aux: 3.810330 loss_bbox_aux: 0.956497 loss_giou_aux: 2.426203 loss_class_dn: 0.340054 loss_bbox_dn: 0.168021 loss_giou_dn: 0.380591 loss_class_aux_dn: 1.836055 loss_bbox_aux_dn: 1.004066 loss_giou_aux_dn: 2.053162 loss: 15.228270 eta: 1 day, 14:16:32 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3220 images/s [04/15 19:43:54] ppdet.engine INFO: Epoch: [42] [7000/7329] learning_rate: 0.000100 loss_class: 0.599361 loss_bbox: 0.134259 loss_giou: 0.392923 loss_class_aux: 3.889941 loss_bbox_aux: 0.899881 loss_giou_aux: 2.526548 loss_class_dn: 0.324139 loss_bbox_dn: 0.131361 loss_giou_dn: 0.365800 loss_class_aux_dn: 1.761818 loss_bbox_aux_dn: 0.772296 loss_giou_aux_dn: 2.051180 loss: 14.356482 eta: 1 day, 14:15:57 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2725 images/s [04/15 19:44:33] ppdet.engine INFO: Epoch: [42] [7100/7329] learning_rate: 0.000100 loss_class: 0.615908 loss_bbox: 0.145163 loss_giou: 0.367684 loss_class_aux: 3.917644 loss_bbox_aux: 0.945822 loss_giou_aux: 2.283255 loss_class_dn: 0.326644 loss_bbox_dn: 0.163512 loss_giou_dn: 0.351637 loss_class_aux_dn: 1.768602 loss_bbox_aux_dn: 0.961056 loss_giou_aux_dn: 1.960905 loss: 14.160464 eta: 1 day, 14:15:21 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2964 images/s [04/15 19:45:13] ppdet.engine INFO: Epoch: [42] [7200/7329] learning_rate: 0.000100 loss_class: 0.590185 loss_bbox: 0.125012 loss_giou: 0.366992 loss_class_aux: 3.623157 loss_bbox_aux: 0.822820 loss_giou_aux: 2.302677 loss_class_dn: 0.309583 loss_bbox_dn: 0.139245 loss_giou_dn: 0.342999 loss_class_aux_dn: 1.673578 loss_bbox_aux_dn: 0.818978 loss_giou_aux_dn: 1.939967 loss: 13.396885 eta: 1 day, 14:14:46 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3515 images/s [04/15 19:45:52] ppdet.engine INFO: Epoch: [42] [7300/7329] learning_rate: 0.000100 loss_class: 0.579933 loss_bbox: 0.122496 loss_giou: 0.399894 loss_class_aux: 3.622556 loss_bbox_aux: 0.868453 loss_giou_aux: 2.475492 loss_class_dn: 0.329673 loss_bbox_dn: 0.124350 loss_giou_dn: 0.380473 loss_class_aux_dn: 1.865344 loss_bbox_aux_dn: 0.740545 loss_giou_aux_dn: 2.075449 loss: 14.703895 eta: 1 day, 14:14:10 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2737 images/s [04/15 19:46:06] ppdet.engine INFO: Eval iter: 0 [04/15 19:46:18] ppdet.engine INFO: Eval iter: 100 [04/15 19:46:31] ppdet.engine INFO: Eval iter: 200 [04/15 19:46:43] ppdet.engine INFO: Eval iter: 300 [04/15 19:46:55] ppdet.engine INFO: Eval iter: 400 [04/15 19:47:08] ppdet.engine INFO: Eval iter: 500 [04/15 19:47:20] ppdet.engine INFO: Eval iter: 600 [04/15 19:47:42] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/15 19:47:42] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.31s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.75s). Accumulating evaluation results... DONE (t=16.25s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 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 ] = 0.779 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 19:49:25] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.63192659109605 [04/15 19:49:25] ppdet.engine INFO: Best test bbox ap is 0.544. [04/15 19:49:27] ppdet.engine INFO: Epoch: [43] [ 0/7329] learning_rate: 0.000100 loss_class: 0.546149 loss_bbox: 0.124962 loss_giou: 0.339504 loss_class_aux: 3.511483 loss_bbox_aux: 0.845268 loss_giou_aux: 2.186487 loss_class_dn: 0.312652 loss_bbox_dn: 0.121052 loss_giou_dn: 0.325332 loss_class_aux_dn: 1.691103 loss_bbox_aux_dn: 0.726139 loss_giou_aux_dn: 1.820166 loss: 12.673472 eta: 1 day, 14:14:00 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2882 images/s [04/15 19:50:07] ppdet.engine INFO: Epoch: [43] [ 100/7329] learning_rate: 0.000100 loss_class: 0.551081 loss_bbox: 0.135579 loss_giou: 0.388069 loss_class_aux: 3.552089 loss_bbox_aux: 0.875848 loss_giou_aux: 2.436046 loss_class_dn: 0.311708 loss_bbox_dn: 0.145998 loss_giou_dn: 0.345818 loss_class_aux_dn: 1.711032 loss_bbox_aux_dn: 0.883521 loss_giou_aux_dn: 1.912951 loss: 13.555689 eta: 1 day, 14:13:25 batch_cost: 0.3560 data_cost: 0.0009 ips: 11.2345 images/s [04/15 19:50:46] ppdet.engine INFO: Epoch: [43] [ 200/7329] learning_rate: 0.000100 loss_class: 0.650329 loss_bbox: 0.139676 loss_giou: 0.449316 loss_class_aux: 4.239577 loss_bbox_aux: 0.943695 loss_giou_aux: 2.816190 loss_class_dn: 0.352485 loss_bbox_dn: 0.139531 loss_giou_dn: 0.434129 loss_class_aux_dn: 1.932900 loss_bbox_aux_dn: 0.818650 loss_giou_aux_dn: 2.402600 loss: 15.639888 eta: 1 day, 14:12:49 batch_cost: 0.3536 data_cost: 0.0011 ips: 11.3116 images/s [04/15 19:51:26] ppdet.engine INFO: Epoch: [43] [ 300/7329] learning_rate: 0.000100 loss_class: 0.498040 loss_bbox: 0.115341 loss_giou: 0.387339 loss_class_aux: 3.170579 loss_bbox_aux: 0.771168 loss_giou_aux: 2.410344 loss_class_dn: 0.301431 loss_bbox_dn: 0.122368 loss_giou_dn: 0.347402 loss_class_aux_dn: 1.601623 loss_bbox_aux_dn: 0.731706 loss_giou_aux_dn: 1.911113 loss: 12.464746 eta: 1 day, 14:12:14 batch_cost: 0.3540 data_cost: 0.0011 ips: 11.3005 images/s [04/15 19:52:05] ppdet.engine INFO: Epoch: [43] [ 400/7329] learning_rate: 0.000100 loss_class: 0.603042 loss_bbox: 0.140366 loss_giou: 0.384919 loss_class_aux: 3.812038 loss_bbox_aux: 0.925749 loss_giou_aux: 2.322455 loss_class_dn: 0.327565 loss_bbox_dn: 0.145925 loss_giou_dn: 0.355438 loss_class_aux_dn: 1.782949 loss_bbox_aux_dn: 0.881094 loss_giou_aux_dn: 2.000461 loss: 14.004070 eta: 1 day, 14:11:38 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2898 images/s [04/15 19:52:45] ppdet.engine INFO: Epoch: [43] [ 500/7329] learning_rate: 0.000100 loss_class: 0.678435 loss_bbox: 0.133310 loss_giou: 0.427805 loss_class_aux: 4.142889 loss_bbox_aux: 0.901419 loss_giou_aux: 2.667252 loss_class_dn: 0.357240 loss_bbox_dn: 0.147455 loss_giou_dn: 0.400813 loss_class_aux_dn: 1.925624 loss_bbox_aux_dn: 0.854864 loss_giou_aux_dn: 2.242848 loss: 15.251888 eta: 1 day, 14:11:03 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3227 images/s [04/15 19:53:24] ppdet.engine INFO: Epoch: [43] [ 600/7329] learning_rate: 0.000100 loss_class: 0.632233 loss_bbox: 0.133986 loss_giou: 0.478993 loss_class_aux: 3.988356 loss_bbox_aux: 0.886321 loss_giou_aux: 2.972290 loss_class_dn: 0.366505 loss_bbox_dn: 0.145293 loss_giou_dn: 0.442202 loss_class_aux_dn: 1.989801 loss_bbox_aux_dn: 0.862905 loss_giou_aux_dn: 2.463530 loss: 16.007896 eta: 1 day, 14:10:27 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3341 images/s [04/15 19:54:04] ppdet.engine INFO: Epoch: [43] [ 700/7329] learning_rate: 0.000100 loss_class: 0.577713 loss_bbox: 0.131343 loss_giou: 0.377973 loss_class_aux: 3.676838 loss_bbox_aux: 0.878163 loss_giou_aux: 2.322880 loss_class_dn: 0.328285 loss_bbox_dn: 0.140273 loss_giou_dn: 0.348798 loss_class_aux_dn: 1.743685 loss_bbox_aux_dn: 0.846242 loss_giou_aux_dn: 1.973000 loss: 14.114177 eta: 1 day, 14:09:52 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2588 images/s [04/15 19:54:43] ppdet.engine INFO: Epoch: [43] [ 800/7329] learning_rate: 0.000100 loss_class: 0.594355 loss_bbox: 0.121289 loss_giou: 0.470899 loss_class_aux: 3.803790 loss_bbox_aux: 0.822755 loss_giou_aux: 2.979306 loss_class_dn: 0.354327 loss_bbox_dn: 0.134944 loss_giou_dn: 0.434992 loss_class_aux_dn: 1.854612 loss_bbox_aux_dn: 0.825467 loss_giou_aux_dn: 2.369437 loss: 14.785503 eta: 1 day, 14:09:17 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2286 images/s [04/15 19:55:23] ppdet.engine INFO: Epoch: [43] [ 900/7329] learning_rate: 0.000100 loss_class: 0.583058 loss_bbox: 0.139141 loss_giou: 0.406314 loss_class_aux: 3.632465 loss_bbox_aux: 0.916244 loss_giou_aux: 2.576828 loss_class_dn: 0.342751 loss_bbox_dn: 0.142545 loss_giou_dn: 0.363957 loss_class_aux_dn: 1.873429 loss_bbox_aux_dn: 0.813762 loss_giou_aux_dn: 2.078603 loss: 15.338434 eta: 1 day, 14:08:41 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2801 images/s [04/15 19:56:02] ppdet.engine INFO: Epoch: [43] [1000/7329] learning_rate: 0.000100 loss_class: 0.622649 loss_bbox: 0.129821 loss_giou: 0.403957 loss_class_aux: 3.851869 loss_bbox_aux: 0.860805 loss_giou_aux: 2.552465 loss_class_dn: 0.344788 loss_bbox_dn: 0.149637 loss_giou_dn: 0.390659 loss_class_aux_dn: 1.841940 loss_bbox_aux_dn: 0.894973 loss_giou_aux_dn: 2.133236 loss: 14.820801 eta: 1 day, 14:08:06 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1931 images/s [04/15 19:56:42] ppdet.engine INFO: Epoch: [43] [1100/7329] learning_rate: 0.000100 loss_class: 0.509540 loss_bbox: 0.143185 loss_giou: 0.361051 loss_class_aux: 3.380013 loss_bbox_aux: 0.898529 loss_giou_aux: 2.245560 loss_class_dn: 0.305114 loss_bbox_dn: 0.138758 loss_giou_dn: 0.345334 loss_class_aux_dn: 1.654443 loss_bbox_aux_dn: 0.830292 loss_giou_aux_dn: 1.957783 loss: 13.979998 eta: 1 day, 14:07:31 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3385 images/s [04/15 19:57:21] ppdet.engine INFO: Epoch: [43] [1200/7329] learning_rate: 0.000100 loss_class: 0.547760 loss_bbox: 0.129452 loss_giou: 0.361352 loss_class_aux: 3.553292 loss_bbox_aux: 0.817696 loss_giou_aux: 2.397096 loss_class_dn: 0.314835 loss_bbox_dn: 0.138387 loss_giou_dn: 0.352620 loss_class_aux_dn: 1.721356 loss_bbox_aux_dn: 0.817172 loss_giou_aux_dn: 1.954976 loss: 13.403981 eta: 1 day, 14:06:55 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3166 images/s [04/15 19:58:01] ppdet.engine INFO: Epoch: [43] [1300/7329] learning_rate: 0.000100 loss_class: 0.507068 loss_bbox: 0.114645 loss_giou: 0.308173 loss_class_aux: 3.217570 loss_bbox_aux: 0.764264 loss_giou_aux: 1.847140 loss_class_dn: 0.292879 loss_bbox_dn: 0.127497 loss_giou_dn: 0.302236 loss_class_aux_dn: 1.574859 loss_bbox_aux_dn: 0.772787 loss_giou_aux_dn: 1.706089 loss: 12.415304 eta: 1 day, 14:06:20 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2673 images/s [04/15 19:58:40] ppdet.engine INFO: Epoch: [43] [1400/7329] learning_rate: 0.000100 loss_class: 0.560693 loss_bbox: 0.131628 loss_giou: 0.376664 loss_class_aux: 3.487372 loss_bbox_aux: 0.880560 loss_giou_aux: 2.396453 loss_class_dn: 0.313964 loss_bbox_dn: 0.138154 loss_giou_dn: 0.365380 loss_class_aux_dn: 1.734720 loss_bbox_aux_dn: 0.864388 loss_giou_aux_dn: 2.033158 loss: 13.605323 eta: 1 day, 14:05:45 batch_cost: 0.3569 data_cost: 0.0014 ips: 11.2076 images/s [04/15 19:59:19] ppdet.engine INFO: Epoch: [43] [1500/7329] learning_rate: 0.000100 loss_class: 0.532626 loss_bbox: 0.122524 loss_giou: 0.345701 loss_class_aux: 3.591550 loss_bbox_aux: 0.794008 loss_giou_aux: 2.151227 loss_class_dn: 0.308412 loss_bbox_dn: 0.121911 loss_giou_dn: 0.336359 loss_class_aux_dn: 1.661500 loss_bbox_aux_dn: 0.760935 loss_giou_aux_dn: 1.852831 loss: 12.516720 eta: 1 day, 14:05:09 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3964 images/s [04/15 19:59:59] ppdet.engine INFO: Epoch: [43] [1600/7329] learning_rate: 0.000100 loss_class: 0.587127 loss_bbox: 0.126703 loss_giou: 0.404881 loss_class_aux: 3.744295 loss_bbox_aux: 0.860497 loss_giou_aux: 2.636295 loss_class_dn: 0.350810 loss_bbox_dn: 0.138796 loss_giou_dn: 0.386959 loss_class_aux_dn: 1.894124 loss_bbox_aux_dn: 0.831169 loss_giou_aux_dn: 2.179751 loss: 15.401862 eta: 1 day, 14:04:33 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3269 images/s [04/15 20:00:38] ppdet.engine INFO: Epoch: [43] [1700/7329] learning_rate: 0.000100 loss_class: 0.562861 loss_bbox: 0.134848 loss_giou: 0.336051 loss_class_aux: 3.601377 loss_bbox_aux: 0.875831 loss_giou_aux: 2.107081 loss_class_dn: 0.325017 loss_bbox_dn: 0.143116 loss_giou_dn: 0.348299 loss_class_aux_dn: 1.731796 loss_bbox_aux_dn: 0.840444 loss_giou_aux_dn: 1.880599 loss: 13.764723 eta: 1 day, 14:03:58 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2675 images/s [04/15 20:01:17] ppdet.engine INFO: Epoch: [43] [1800/7329] learning_rate: 0.000100 loss_class: 0.624798 loss_bbox: 0.127737 loss_giou: 0.405623 loss_class_aux: 3.810190 loss_bbox_aux: 0.852723 loss_giou_aux: 2.573522 loss_class_dn: 0.338825 loss_bbox_dn: 0.134143 loss_giou_dn: 0.391860 loss_class_aux_dn: 1.854801 loss_bbox_aux_dn: 0.791667 loss_giou_aux_dn: 2.180496 loss: 14.279802 eta: 1 day, 14:03:22 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3433 images/s [04/15 20:01:57] ppdet.engine INFO: Epoch: [43] [1900/7329] learning_rate: 0.000100 loss_class: 0.549796 loss_bbox: 0.114095 loss_giou: 0.335355 loss_class_aux: 3.615755 loss_bbox_aux: 0.766975 loss_giou_aux: 2.140525 loss_class_dn: 0.316930 loss_bbox_dn: 0.127514 loss_giou_dn: 0.308596 loss_class_aux_dn: 1.665337 loss_bbox_aux_dn: 0.776390 loss_giou_aux_dn: 1.779963 loss: 13.116467 eta: 1 day, 14:02:47 batch_cost: 0.3591 data_cost: 0.0013 ips: 11.1404 images/s [04/15 20:02:37] ppdet.engine INFO: Epoch: [43] [2000/7329] learning_rate: 0.000100 loss_class: 0.561481 loss_bbox: 0.123504 loss_giou: 0.347351 loss_class_aux: 3.591928 loss_bbox_aux: 0.806338 loss_giou_aux: 2.220139 loss_class_dn: 0.332368 loss_bbox_dn: 0.129988 loss_giou_dn: 0.356971 loss_class_aux_dn: 1.773232 loss_bbox_aux_dn: 0.793257 loss_giou_aux_dn: 2.015727 loss: 13.080606 eta: 1 day, 14:02:12 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2783 images/s [04/15 20:03:16] ppdet.engine INFO: Epoch: [43] [2100/7329] learning_rate: 0.000100 loss_class: 0.518322 loss_bbox: 0.123053 loss_giou: 0.305252 loss_class_aux: 3.401241 loss_bbox_aux: 0.792511 loss_giou_aux: 1.964351 loss_class_dn: 0.306888 loss_bbox_dn: 0.120619 loss_giou_dn: 0.312114 loss_class_aux_dn: 1.685849 loss_bbox_aux_dn: 0.747835 loss_giou_aux_dn: 1.775858 loss: 12.633295 eta: 1 day, 14:01:36 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2939 images/s [04/15 20:03:55] ppdet.engine INFO: Epoch: [43] [2200/7329] learning_rate: 0.000100 loss_class: 0.583201 loss_bbox: 0.129508 loss_giou: 0.400484 loss_class_aux: 3.668859 loss_bbox_aux: 0.845684 loss_giou_aux: 2.555539 loss_class_dn: 0.333479 loss_bbox_dn: 0.133976 loss_giou_dn: 0.351938 loss_class_aux_dn: 1.797269 loss_bbox_aux_dn: 0.811496 loss_giou_aux_dn: 1.961588 loss: 13.940323 eta: 1 day, 14:01:00 batch_cost: 0.3496 data_cost: 0.0012 ips: 11.4427 images/s [04/15 20:04:34] ppdet.engine INFO: Epoch: [43] [2300/7329] learning_rate: 0.000100 loss_class: 0.561990 loss_bbox: 0.129493 loss_giou: 0.339767 loss_class_aux: 3.367494 loss_bbox_aux: 0.854669 loss_giou_aux: 2.095255 loss_class_dn: 0.281314 loss_bbox_dn: 0.145784 loss_giou_dn: 0.327244 loss_class_aux_dn: 1.520889 loss_bbox_aux_dn: 0.880796 loss_giou_aux_dn: 1.827132 loss: 12.324579 eta: 1 day, 14:00:25 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3701 images/s [04/15 20:05:14] ppdet.engine INFO: Epoch: [43] [2400/7329] learning_rate: 0.000100 loss_class: 0.536206 loss_bbox: 0.128852 loss_giou: 0.366662 loss_class_aux: 3.437721 loss_bbox_aux: 0.813731 loss_giou_aux: 2.267622 loss_class_dn: 0.308663 loss_bbox_dn: 0.121582 loss_giou_dn: 0.340944 loss_class_aux_dn: 1.654327 loss_bbox_aux_dn: 0.728822 loss_giou_aux_dn: 1.904135 loss: 13.302702 eta: 1 day, 13:59:49 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3509 images/s [04/15 20:05:53] ppdet.engine INFO: Epoch: [43] [2500/7329] learning_rate: 0.000100 loss_class: 0.628001 loss_bbox: 0.156437 loss_giou: 0.370468 loss_class_aux: 3.777695 loss_bbox_aux: 1.018902 loss_giou_aux: 2.353105 loss_class_dn: 0.326420 loss_bbox_dn: 0.150714 loss_giou_dn: 0.346361 loss_class_aux_dn: 1.804443 loss_bbox_aux_dn: 0.889756 loss_giou_aux_dn: 2.019226 loss: 14.435759 eta: 1 day, 13:59:13 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4313 images/s [04/15 20:06:32] ppdet.engine INFO: Epoch: [43] [2600/7329] learning_rate: 0.000100 loss_class: 0.577413 loss_bbox: 0.129556 loss_giou: 0.380059 loss_class_aux: 3.705776 loss_bbox_aux: 0.862798 loss_giou_aux: 2.502905 loss_class_dn: 0.324020 loss_bbox_dn: 0.134590 loss_giou_dn: 0.369133 loss_class_aux_dn: 1.790980 loss_bbox_aux_dn: 0.789145 loss_giou_aux_dn: 2.012425 loss: 14.136017 eta: 1 day, 13:58:37 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3535 images/s [04/15 20:07:11] ppdet.engine INFO: Epoch: [43] [2700/7329] learning_rate: 0.000100 loss_class: 0.595072 loss_bbox: 0.146901 loss_giou: 0.382328 loss_class_aux: 3.724773 loss_bbox_aux: 0.961399 loss_giou_aux: 2.462991 loss_class_dn: 0.334434 loss_bbox_dn: 0.146484 loss_giou_dn: 0.371101 loss_class_aux_dn: 1.780505 loss_bbox_aux_dn: 0.852701 loss_giou_aux_dn: 1.998677 loss: 13.966043 eta: 1 day, 13:58:01 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4196 images/s [04/15 20:07:50] ppdet.engine INFO: Epoch: [43] [2800/7329] learning_rate: 0.000100 loss_class: 0.550988 loss_bbox: 0.140832 loss_giou: 0.355928 loss_class_aux: 3.626377 loss_bbox_aux: 0.928999 loss_giou_aux: 2.297131 loss_class_dn: 0.320323 loss_bbox_dn: 0.161971 loss_giou_dn: 0.352336 loss_class_aux_dn: 1.730018 loss_bbox_aux_dn: 0.949160 loss_giou_aux_dn: 1.976160 loss: 13.639558 eta: 1 day, 13:57:26 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3010 images/s [04/15 20:08:30] ppdet.engine INFO: Epoch: [43] [2900/7329] learning_rate: 0.000100 loss_class: 0.590808 loss_bbox: 0.153688 loss_giou: 0.458645 loss_class_aux: 3.714951 loss_bbox_aux: 0.979442 loss_giou_aux: 2.858237 loss_class_dn: 0.366843 loss_bbox_dn: 0.154647 loss_giou_dn: 0.423595 loss_class_aux_dn: 1.962411 loss_bbox_aux_dn: 0.919304 loss_giou_aux_dn: 2.331692 loss: 15.637188 eta: 1 day, 13:56:50 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3133 images/s [04/15 20:09:09] ppdet.engine INFO: Epoch: [43] [3000/7329] learning_rate: 0.000100 loss_class: 0.518224 loss_bbox: 0.127771 loss_giou: 0.379804 loss_class_aux: 3.377067 loss_bbox_aux: 0.808255 loss_giou_aux: 2.379794 loss_class_dn: 0.327460 loss_bbox_dn: 0.126106 loss_giou_dn: 0.349606 loss_class_aux_dn: 1.711775 loss_bbox_aux_dn: 0.772334 loss_giou_aux_dn: 1.991400 loss: 13.566368 eta: 1 day, 13:56:15 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2328 images/s [04/15 20:09:49] ppdet.engine INFO: Epoch: [43] [3100/7329] learning_rate: 0.000100 loss_class: 0.459957 loss_bbox: 0.123491 loss_giou: 0.288264 loss_class_aux: 2.973931 loss_bbox_aux: 0.813407 loss_giou_aux: 1.893192 loss_class_dn: 0.270615 loss_bbox_dn: 0.122709 loss_giou_dn: 0.285970 loss_class_aux_dn: 1.487026 loss_bbox_aux_dn: 0.759642 loss_giou_aux_dn: 1.569843 loss: 10.989240 eta: 1 day, 13:55:40 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2224 images/s [04/15 20:10:28] ppdet.engine INFO: Epoch: [43] [3200/7329] learning_rate: 0.000100 loss_class: 0.588003 loss_bbox: 0.128852 loss_giou: 0.375641 loss_class_aux: 3.805244 loss_bbox_aux: 0.842337 loss_giou_aux: 2.314627 loss_class_dn: 0.338074 loss_bbox_dn: 0.132526 loss_giou_dn: 0.357693 loss_class_aux_dn: 1.796203 loss_bbox_aux_dn: 0.810075 loss_giou_aux_dn: 1.950922 loss: 13.665947 eta: 1 day, 13:55:04 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3493 images/s [04/15 20:11:08] ppdet.engine INFO: Epoch: [43] [3300/7329] learning_rate: 0.000100 loss_class: 0.542736 loss_bbox: 0.142144 loss_giou: 0.389092 loss_class_aux: 3.578976 loss_bbox_aux: 0.916570 loss_giou_aux: 2.413352 loss_class_dn: 0.304812 loss_bbox_dn: 0.138533 loss_giou_dn: 0.346104 loss_class_aux_dn: 1.706704 loss_bbox_aux_dn: 0.824504 loss_giou_aux_dn: 1.937501 loss: 14.054691 eta: 1 day, 13:54:29 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2130 images/s [04/15 20:11:47] ppdet.engine INFO: Epoch: [43] [3400/7329] learning_rate: 0.000100 loss_class: 0.628369 loss_bbox: 0.142593 loss_giou: 0.375585 loss_class_aux: 3.896915 loss_bbox_aux: 0.931011 loss_giou_aux: 2.369577 loss_class_dn: 0.351091 loss_bbox_dn: 0.146825 loss_giou_dn: 0.362809 loss_class_aux_dn: 1.941320 loss_bbox_aux_dn: 0.879086 loss_giou_aux_dn: 2.047575 loss: 15.280472 eta: 1 day, 13:53:54 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2847 images/s [04/15 20:12:27] ppdet.engine INFO: Epoch: [43] [3500/7329] learning_rate: 0.000100 loss_class: 0.556074 loss_bbox: 0.134451 loss_giou: 0.349707 loss_class_aux: 3.626189 loss_bbox_aux: 0.906523 loss_giou_aux: 2.249523 loss_class_dn: 0.349936 loss_bbox_dn: 0.133647 loss_giou_dn: 0.347605 loss_class_aux_dn: 1.909323 loss_bbox_aux_dn: 0.832081 loss_giou_aux_dn: 1.941717 loss: 13.380703 eta: 1 day, 13:53:19 batch_cost: 0.3599 data_cost: 0.0014 ips: 11.1128 images/s [04/15 20:13:07] ppdet.engine INFO: Epoch: [43] [3600/7329] learning_rate: 0.000100 loss_class: 0.515765 loss_bbox: 0.112744 loss_giou: 0.291645 loss_class_aux: 3.319565 loss_bbox_aux: 0.707860 loss_giou_aux: 1.857247 loss_class_dn: 0.278116 loss_bbox_dn: 0.115648 loss_giou_dn: 0.296624 loss_class_aux_dn: 1.504664 loss_bbox_aux_dn: 0.709377 loss_giou_aux_dn: 1.669520 loss: 11.925235 eta: 1 day, 13:52:44 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2870 images/s [04/15 20:13:47] ppdet.engine INFO: Epoch: [43] [3700/7329] learning_rate: 0.000100 loss_class: 0.587327 loss_bbox: 0.131059 loss_giou: 0.325166 loss_class_aux: 3.666381 loss_bbox_aux: 0.869988 loss_giou_aux: 2.064511 loss_class_dn: 0.316927 loss_bbox_dn: 0.158355 loss_giou_dn: 0.351352 loss_class_aux_dn: 1.671006 loss_bbox_aux_dn: 0.906330 loss_giou_aux_dn: 1.933098 loss: 13.599487 eta: 1 day, 13:52:08 batch_cost: 0.3576 data_cost: 0.0014 ips: 11.1867 images/s [04/15 20:14:26] ppdet.engine INFO: Epoch: [43] [3800/7329] learning_rate: 0.000100 loss_class: 0.527028 loss_bbox: 0.123958 loss_giou: 0.309785 loss_class_aux: 3.464285 loss_bbox_aux: 0.828546 loss_giou_aux: 1.960600 loss_class_dn: 0.287388 loss_bbox_dn: 0.137491 loss_giou_dn: 0.318503 loss_class_aux_dn: 1.553438 loss_bbox_aux_dn: 0.836540 loss_giou_aux_dn: 1.823223 loss: 12.405506 eta: 1 day, 13:51:33 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2894 images/s [04/15 20:15:06] ppdet.engine INFO: Epoch: [43] [3900/7329] learning_rate: 0.000100 loss_class: 0.561878 loss_bbox: 0.136052 loss_giou: 0.418778 loss_class_aux: 3.558434 loss_bbox_aux: 0.869913 loss_giou_aux: 2.631990 loss_class_dn: 0.327083 loss_bbox_dn: 0.129701 loss_giou_dn: 0.396523 loss_class_aux_dn: 1.748284 loss_bbox_aux_dn: 0.780468 loss_giou_aux_dn: 2.248954 loss: 14.759153 eta: 1 day, 13:50:58 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2783 images/s [04/15 20:15:45] ppdet.engine INFO: Epoch: [43] [4000/7329] learning_rate: 0.000100 loss_class: 0.525600 loss_bbox: 0.106007 loss_giou: 0.314701 loss_class_aux: 3.367136 loss_bbox_aux: 0.651977 loss_giou_aux: 1.922829 loss_class_dn: 0.282678 loss_bbox_dn: 0.126525 loss_giou_dn: 0.270356 loss_class_aux_dn: 1.582813 loss_bbox_aux_dn: 0.751300 loss_giou_aux_dn: 1.548722 loss: 11.989788 eta: 1 day, 13:50:22 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3650 images/s [04/15 20:16:24] ppdet.engine INFO: Epoch: [43] [4100/7329] learning_rate: 0.000100 loss_class: 0.652104 loss_bbox: 0.144244 loss_giou: 0.411710 loss_class_aux: 4.079387 loss_bbox_aux: 0.975779 loss_giou_aux: 2.691839 loss_class_dn: 0.359319 loss_bbox_dn: 0.151844 loss_giou_dn: 0.390172 loss_class_aux_dn: 1.908053 loss_bbox_aux_dn: 0.908511 loss_giou_aux_dn: 2.146933 loss: 15.621665 eta: 1 day, 13:49:46 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3183 images/s [04/15 20:17:04] ppdet.engine INFO: Epoch: [43] [4200/7329] learning_rate: 0.000100 loss_class: 0.600441 loss_bbox: 0.136220 loss_giou: 0.394326 loss_class_aux: 3.757143 loss_bbox_aux: 0.907407 loss_giou_aux: 2.541500 loss_class_dn: 0.347605 loss_bbox_dn: 0.146708 loss_giou_dn: 0.364867 loss_class_aux_dn: 1.863109 loss_bbox_aux_dn: 0.873294 loss_giou_aux_dn: 2.024683 loss: 14.419598 eta: 1 day, 13:49:11 batch_cost: 0.3576 data_cost: 0.0014 ips: 11.1854 images/s [04/15 20:17:43] ppdet.engine INFO: Epoch: [43] [4300/7329] learning_rate: 0.000100 loss_class: 0.577348 loss_bbox: 0.143378 loss_giou: 0.374503 loss_class_aux: 3.820776 loss_bbox_aux: 0.953503 loss_giou_aux: 2.396176 loss_class_dn: 0.353185 loss_bbox_dn: 0.143030 loss_giou_dn: 0.390304 loss_class_aux_dn: 1.926829 loss_bbox_aux_dn: 0.890603 loss_giou_aux_dn: 2.145146 loss: 14.958727 eta: 1 day, 13:48:36 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2733 images/s [04/15 20:18:23] ppdet.engine INFO: Epoch: [43] [4400/7329] learning_rate: 0.000100 loss_class: 0.551114 loss_bbox: 0.118990 loss_giou: 0.341281 loss_class_aux: 3.485497 loss_bbox_aux: 0.806762 loss_giou_aux: 2.205828 loss_class_dn: 0.316546 loss_bbox_dn: 0.120237 loss_giou_dn: 0.331251 loss_class_aux_dn: 1.762612 loss_bbox_aux_dn: 0.723756 loss_giou_aux_dn: 1.868553 loss: 13.052995 eta: 1 day, 13:48:01 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2687 images/s [04/15 20:19:02] ppdet.engine INFO: Epoch: [43] [4500/7329] learning_rate: 0.000100 loss_class: 0.568785 loss_bbox: 0.140104 loss_giou: 0.345695 loss_class_aux: 3.485750 loss_bbox_aux: 0.920857 loss_giou_aux: 2.181382 loss_class_dn: 0.302786 loss_bbox_dn: 0.141886 loss_giou_dn: 0.326927 loss_class_aux_dn: 1.660099 loss_bbox_aux_dn: 0.878291 loss_giou_aux_dn: 1.867690 loss: 13.721523 eta: 1 day, 13:47:25 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3973 images/s [04/15 20:19:41] ppdet.engine INFO: Epoch: [43] [4600/7329] learning_rate: 0.000100 loss_class: 0.521009 loss_bbox: 0.122525 loss_giou: 0.331536 loss_class_aux: 3.272191 loss_bbox_aux: 0.820877 loss_giou_aux: 2.077692 loss_class_dn: 0.296535 loss_bbox_dn: 0.132156 loss_giou_dn: 0.344935 loss_class_aux_dn: 1.620329 loss_bbox_aux_dn: 0.794684 loss_giou_aux_dn: 1.921552 loss: 13.254906 eta: 1 day, 13:46:49 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.2997 images/s [04/15 20:20:21] ppdet.engine INFO: Epoch: [43] [4700/7329] learning_rate: 0.000100 loss_class: 0.567039 loss_bbox: 0.111664 loss_giou: 0.373630 loss_class_aux: 3.558812 loss_bbox_aux: 0.784403 loss_giou_aux: 2.273917 loss_class_dn: 0.332057 loss_bbox_dn: 0.127772 loss_giou_dn: 0.351050 loss_class_aux_dn: 1.753436 loss_bbox_aux_dn: 0.777991 loss_giou_aux_dn: 1.952091 loss: 14.033782 eta: 1 day, 13:46:14 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3341 images/s [04/15 20:21:00] ppdet.engine INFO: Epoch: [43] [4800/7329] learning_rate: 0.000100 loss_class: 0.572353 loss_bbox: 0.124908 loss_giou: 0.446730 loss_class_aux: 3.761399 loss_bbox_aux: 0.838072 loss_giou_aux: 2.817236 loss_class_dn: 0.350913 loss_bbox_dn: 0.145253 loss_giou_dn: 0.426192 loss_class_aux_dn: 1.906788 loss_bbox_aux_dn: 0.828665 loss_giou_aux_dn: 2.341163 loss: 15.690147 eta: 1 day, 13:45:38 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3553 images/s [04/15 20:21:39] ppdet.engine INFO: Epoch: [43] [4900/7329] learning_rate: 0.000100 loss_class: 0.484630 loss_bbox: 0.106771 loss_giou: 0.286319 loss_class_aux: 3.140700 loss_bbox_aux: 0.713158 loss_giou_aux: 1.867665 loss_class_dn: 0.275402 loss_bbox_dn: 0.110586 loss_giou_dn: 0.268716 loss_class_aux_dn: 1.536888 loss_bbox_aux_dn: 0.672697 loss_giou_aux_dn: 1.552844 loss: 11.520123 eta: 1 day, 13:45:02 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3136 images/s [04/15 20:22:19] ppdet.engine INFO: Epoch: [43] [5000/7329] learning_rate: 0.000100 loss_class: 0.546520 loss_bbox: 0.130531 loss_giou: 0.354020 loss_class_aux: 3.362580 loss_bbox_aux: 0.856192 loss_giou_aux: 2.210555 loss_class_dn: 0.306278 loss_bbox_dn: 0.135901 loss_giou_dn: 0.318430 loss_class_aux_dn: 1.673210 loss_bbox_aux_dn: 0.831960 loss_giou_aux_dn: 1.780557 loss: 12.922144 eta: 1 day, 13:44:27 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2148 images/s [04/15 20:22:59] ppdet.engine INFO: Epoch: [43] [5100/7329] learning_rate: 0.000100 loss_class: 0.590255 loss_bbox: 0.127277 loss_giou: 0.395871 loss_class_aux: 3.759602 loss_bbox_aux: 0.868755 loss_giou_aux: 2.534959 loss_class_dn: 0.329869 loss_bbox_dn: 0.146768 loss_giou_dn: 0.381065 loss_class_aux_dn: 1.774785 loss_bbox_aux_dn: 0.918438 loss_giou_aux_dn: 2.136197 loss: 14.400721 eta: 1 day, 13:43:52 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2596 images/s [04/15 20:23:38] ppdet.engine INFO: Epoch: [43] [5200/7329] learning_rate: 0.000100 loss_class: 0.591296 loss_bbox: 0.141735 loss_giou: 0.416385 loss_class_aux: 4.058112 loss_bbox_aux: 0.929078 loss_giou_aux: 2.615538 loss_class_dn: 0.329965 loss_bbox_dn: 0.161149 loss_giou_dn: 0.384708 loss_class_aux_dn: 1.821353 loss_bbox_aux_dn: 0.958387 loss_giou_aux_dn: 2.099111 loss: 14.126273 eta: 1 day, 13:43:17 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2378 images/s [04/15 20:24:17] ppdet.engine INFO: Epoch: [43] [5300/7329] learning_rate: 0.000100 loss_class: 0.585736 loss_bbox: 0.144976 loss_giou: 0.354808 loss_class_aux: 3.746075 loss_bbox_aux: 0.917633 loss_giou_aux: 2.313220 loss_class_dn: 0.326515 loss_bbox_dn: 0.151773 loss_giou_dn: 0.346796 loss_class_aux_dn: 1.750015 loss_bbox_aux_dn: 0.908351 loss_giou_aux_dn: 1.945805 loss: 14.286067 eta: 1 day, 13:42:41 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3564 images/s [04/15 20:24:57] ppdet.engine INFO: Epoch: [43] [5400/7329] learning_rate: 0.000100 loss_class: 0.641590 loss_bbox: 0.148057 loss_giou: 0.467749 loss_class_aux: 4.183563 loss_bbox_aux: 0.973400 loss_giou_aux: 2.879098 loss_class_dn: 0.370814 loss_bbox_dn: 0.156800 loss_giou_dn: 0.441464 loss_class_aux_dn: 2.025557 loss_bbox_aux_dn: 0.923848 loss_giou_aux_dn: 2.418066 loss: 15.752963 eta: 1 day, 13:42:05 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3654 images/s [04/15 20:25:36] ppdet.engine INFO: Epoch: [43] [5500/7329] learning_rate: 0.000100 loss_class: 0.562649 loss_bbox: 0.144832 loss_giou: 0.394487 loss_class_aux: 3.573476 loss_bbox_aux: 0.937037 loss_giou_aux: 2.454192 loss_class_dn: 0.329361 loss_bbox_dn: 0.157408 loss_giou_dn: 0.368975 loss_class_aux_dn: 1.742351 loss_bbox_aux_dn: 0.930796 loss_giou_aux_dn: 2.044723 loss: 13.895134 eta: 1 day, 13:41:30 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3210 images/s [04/15 20:26:16] ppdet.engine INFO: Epoch: [43] [5600/7329] learning_rate: 0.000100 loss_class: 0.523238 loss_bbox: 0.134579 loss_giou: 0.383772 loss_class_aux: 3.280403 loss_bbox_aux: 0.894955 loss_giou_aux: 2.494305 loss_class_dn: 0.316075 loss_bbox_dn: 0.137996 loss_giou_dn: 0.344051 loss_class_aux_dn: 1.695061 loss_bbox_aux_dn: 0.866519 loss_giou_aux_dn: 1.916332 loss: 13.632857 eta: 1 day, 13:40:55 batch_cost: 0.3575 data_cost: 0.0014 ips: 11.1897 images/s [04/15 20:26:55] ppdet.engine INFO: Epoch: [43] [5700/7329] learning_rate: 0.000100 loss_class: 0.543982 loss_bbox: 0.132578 loss_giou: 0.385646 loss_class_aux: 3.494657 loss_bbox_aux: 0.866072 loss_giou_aux: 2.452316 loss_class_dn: 0.299945 loss_bbox_dn: 0.136086 loss_giou_dn: 0.382858 loss_class_aux_dn: 1.625581 loss_bbox_aux_dn: 0.770820 loss_giou_aux_dn: 2.118637 loss: 13.844928 eta: 1 day, 13:40:19 batch_cost: 0.3504 data_cost: 0.0014 ips: 11.4145 images/s [04/15 20:27:34] ppdet.engine INFO: Epoch: [43] [5800/7329] learning_rate: 0.000100 loss_class: 0.619074 loss_bbox: 0.128629 loss_giou: 0.374258 loss_class_aux: 3.886546 loss_bbox_aux: 0.871311 loss_giou_aux: 2.415404 loss_class_dn: 0.344012 loss_bbox_dn: 0.152810 loss_giou_dn: 0.363634 loss_class_aux_dn: 1.870537 loss_bbox_aux_dn: 0.899786 loss_giou_aux_dn: 2.061334 loss: 14.481812 eta: 1 day, 13:39:43 batch_cost: 0.3511 data_cost: 0.0014 ips: 11.3944 images/s [04/15 20:28:13] ppdet.engine INFO: Epoch: [43] [5900/7329] learning_rate: 0.000100 loss_class: 0.612493 loss_bbox: 0.127709 loss_giou: 0.357447 loss_class_aux: 3.850200 loss_bbox_aux: 0.843490 loss_giou_aux: 2.372260 loss_class_dn: 0.341185 loss_bbox_dn: 0.142749 loss_giou_dn: 0.345063 loss_class_aux_dn: 1.834929 loss_bbox_aux_dn: 0.897264 loss_giou_aux_dn: 1.904308 loss: 14.107855 eta: 1 day, 13:39:07 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3153 images/s [04/15 20:28:53] ppdet.engine INFO: Epoch: [43] [6000/7329] learning_rate: 0.000100 loss_class: 0.580167 loss_bbox: 0.122704 loss_giou: 0.382827 loss_class_aux: 3.752715 loss_bbox_aux: 0.797301 loss_giou_aux: 2.395801 loss_class_dn: 0.327204 loss_bbox_dn: 0.134803 loss_giou_dn: 0.367752 loss_class_aux_dn: 1.793736 loss_bbox_aux_dn: 0.805557 loss_giou_aux_dn: 2.009633 loss: 14.018397 eta: 1 day, 13:38:32 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2810 images/s [04/15 20:29:32] ppdet.engine INFO: Epoch: [43] [6100/7329] learning_rate: 0.000100 loss_class: 0.523226 loss_bbox: 0.135187 loss_giou: 0.373157 loss_class_aux: 3.381153 loss_bbox_aux: 0.909549 loss_giou_aux: 2.311854 loss_class_dn: 0.319595 loss_bbox_dn: 0.138973 loss_giou_dn: 0.340569 loss_class_aux_dn: 1.716687 loss_bbox_aux_dn: 0.831420 loss_giou_aux_dn: 1.882337 loss: 12.931983 eta: 1 day, 13:37:56 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3735 images/s [04/15 20:30:11] ppdet.engine INFO: Epoch: [43] [6200/7329] learning_rate: 0.000100 loss_class: 0.640484 loss_bbox: 0.160062 loss_giou: 0.398139 loss_class_aux: 4.032426 loss_bbox_aux: 1.114020 loss_giou_aux: 2.483573 loss_class_dn: 0.351115 loss_bbox_dn: 0.149976 loss_giou_dn: 0.382466 loss_class_aux_dn: 1.914797 loss_bbox_aux_dn: 0.895952 loss_giou_aux_dn: 2.151499 loss: 14.754141 eta: 1 day, 13:37:21 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2514 images/s [04/15 20:30:51] ppdet.engine INFO: Epoch: [43] [6300/7329] learning_rate: 0.000100 loss_class: 0.508681 loss_bbox: 0.114433 loss_giou: 0.344619 loss_class_aux: 3.247560 loss_bbox_aux: 0.803029 loss_giou_aux: 2.242625 loss_class_dn: 0.295098 loss_bbox_dn: 0.133704 loss_giou_dn: 0.331426 loss_class_aux_dn: 1.616293 loss_bbox_aux_dn: 0.827097 loss_giou_aux_dn: 1.861283 loss: 12.174551 eta: 1 day, 13:36:46 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3088 images/s [04/15 20:31:30] ppdet.engine INFO: Epoch: [43] [6400/7329] learning_rate: 0.000100 loss_class: 0.568467 loss_bbox: 0.129829 loss_giou: 0.321923 loss_class_aux: 3.731620 loss_bbox_aux: 0.924192 loss_giou_aux: 2.071250 loss_class_dn: 0.317248 loss_bbox_dn: 0.159943 loss_giou_dn: 0.340465 loss_class_aux_dn: 1.743429 loss_bbox_aux_dn: 0.913821 loss_giou_aux_dn: 1.909276 loss: 13.265341 eta: 1 day, 13:36:10 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2358 images/s [04/15 20:32:10] ppdet.engine INFO: Epoch: [43] [6500/7329] learning_rate: 0.000100 loss_class: 0.512794 loss_bbox: 0.115039 loss_giou: 0.278124 loss_class_aux: 3.154502 loss_bbox_aux: 0.743916 loss_giou_aux: 1.768741 loss_class_dn: 0.267081 loss_bbox_dn: 0.125232 loss_giou_dn: 0.262246 loss_class_aux_dn: 1.431989 loss_bbox_aux_dn: 0.768927 loss_giou_aux_dn: 1.496700 loss: 11.276490 eta: 1 day, 13:35:35 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3729 images/s [04/15 20:32:49] ppdet.engine INFO: Epoch: [43] [6600/7329] learning_rate: 0.000100 loss_class: 0.516520 loss_bbox: 0.114213 loss_giou: 0.330064 loss_class_aux: 3.287781 loss_bbox_aux: 0.777169 loss_giou_aux: 2.192566 loss_class_dn: 0.292347 loss_bbox_dn: 0.127577 loss_giou_dn: 0.330694 loss_class_aux_dn: 1.548409 loss_bbox_aux_dn: 0.759951 loss_giou_aux_dn: 1.816336 loss: 12.033012 eta: 1 day, 13:34:59 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2368 images/s [04/15 20:33:29] ppdet.engine INFO: Epoch: [43] [6700/7329] learning_rate: 0.000100 loss_class: 0.612080 loss_bbox: 0.139234 loss_giou: 0.419710 loss_class_aux: 4.058679 loss_bbox_aux: 0.863057 loss_giou_aux: 2.632626 loss_class_dn: 0.355987 loss_bbox_dn: 0.138756 loss_giou_dn: 0.357383 loss_class_aux_dn: 1.931871 loss_bbox_aux_dn: 0.815672 loss_giou_aux_dn: 2.054714 loss: 14.439709 eta: 1 day, 13:34:24 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2498 images/s [04/15 20:34:08] ppdet.engine INFO: Epoch: [43] [6800/7329] learning_rate: 0.000100 loss_class: 0.539129 loss_bbox: 0.136122 loss_giou: 0.408529 loss_class_aux: 3.468096 loss_bbox_aux: 0.899313 loss_giou_aux: 2.521443 loss_class_dn: 0.329183 loss_bbox_dn: 0.154861 loss_giou_dn: 0.372422 loss_class_aux_dn: 1.739094 loss_bbox_aux_dn: 0.929378 loss_giou_aux_dn: 2.082475 loss: 14.019602 eta: 1 day, 13:33:48 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3479 images/s [04/15 20:34:47] ppdet.engine INFO: Epoch: [43] [6900/7329] learning_rate: 0.000100 loss_class: 0.574026 loss_bbox: 0.138506 loss_giou: 0.428729 loss_class_aux: 3.617898 loss_bbox_aux: 0.907708 loss_giou_aux: 2.747862 loss_class_dn: 0.330475 loss_bbox_dn: 0.147298 loss_giou_dn: 0.397549 loss_class_aux_dn: 1.784053 loss_bbox_aux_dn: 0.855702 loss_giou_aux_dn: 2.170098 loss: 13.963191 eta: 1 day, 13:33:13 batch_cost: 0.3523 data_cost: 0.0014 ips: 11.3531 images/s [04/15 20:35:27] ppdet.engine INFO: Epoch: [43] [7000/7329] learning_rate: 0.000100 loss_class: 0.588658 loss_bbox: 0.136433 loss_giou: 0.349245 loss_class_aux: 3.815925 loss_bbox_aux: 0.868638 loss_giou_aux: 2.224674 loss_class_dn: 0.319449 loss_bbox_dn: 0.142159 loss_giou_dn: 0.364639 loss_class_aux_dn: 1.729771 loss_bbox_aux_dn: 0.873881 loss_giou_aux_dn: 2.056273 loss: 13.990590 eta: 1 day, 13:32:37 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2550 images/s [04/15 20:36:06] ppdet.engine INFO: Epoch: [43] [7100/7329] learning_rate: 0.000100 loss_class: 0.581545 loss_bbox: 0.136130 loss_giou: 0.421238 loss_class_aux: 3.622598 loss_bbox_aux: 0.908743 loss_giou_aux: 2.699144 loss_class_dn: 0.299579 loss_bbox_dn: 0.139084 loss_giou_dn: 0.397649 loss_class_aux_dn: 1.637585 loss_bbox_aux_dn: 0.844676 loss_giou_aux_dn: 2.219092 loss: 14.141091 eta: 1 day, 13:32:01 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4169 images/s [04/15 20:36:46] ppdet.engine INFO: Epoch: [43] [7200/7329] learning_rate: 0.000100 loss_class: 0.542033 loss_bbox: 0.139600 loss_giou: 0.354331 loss_class_aux: 3.426061 loss_bbox_aux: 0.928296 loss_giou_aux: 2.245562 loss_class_dn: 0.311803 loss_bbox_dn: 0.147546 loss_giou_dn: 0.348173 loss_class_aux_dn: 1.658584 loss_bbox_aux_dn: 0.836505 loss_giou_aux_dn: 1.902240 loss: 13.622473 eta: 1 day, 13:31:26 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1966 images/s [04/15 20:37:25] ppdet.engine INFO: Epoch: [43] [7300/7329] learning_rate: 0.000100 loss_class: 0.562207 loss_bbox: 0.124262 loss_giou: 0.339225 loss_class_aux: 3.482694 loss_bbox_aux: 0.843623 loss_giou_aux: 2.137916 loss_class_dn: 0.309966 loss_bbox_dn: 0.147669 loss_giou_dn: 0.316392 loss_class_aux_dn: 1.658287 loss_bbox_aux_dn: 0.853346 loss_giou_aux_dn: 1.797493 loss: 12.772697 eta: 1 day, 13:30:51 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3336 images/s [04/15 20:37:39] ppdet.engine INFO: Eval iter: 0 [04/15 20:37:52] ppdet.engine INFO: Eval iter: 100 [04/15 20:38:04] ppdet.engine INFO: Eval iter: 200 [04/15 20:38:17] ppdet.engine INFO: Eval iter: 300 [04/15 20:38:29] ppdet.engine INFO: Eval iter: 400 [04/15 20:38:41] ppdet.engine INFO: Eval iter: 500 [04/15 20:38:54] ppdet.engine INFO: Eval iter: 600 [04/15 20:39:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 20:39:16] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.79s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.90s). Accumulating evaluation results... DONE (t=16.59s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.779 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 [04/15 20:41:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.84667892659342 [04/15 20:41:01] ppdet.engine INFO: Best test bbox ap is 0.545. [04/15 20:41:03] ppdet.engine INFO: Epoch: [44] [ 0/7329] learning_rate: 0.000100 loss_class: 0.568879 loss_bbox: 0.128919 loss_giou: 0.364882 loss_class_aux: 3.534006 loss_bbox_aux: 0.849662 loss_giou_aux: 2.336106 loss_class_dn: 0.315926 loss_bbox_dn: 0.144112 loss_giou_dn: 0.345959 loss_class_aux_dn: 1.717060 loss_bbox_aux_dn: 0.846219 loss_giou_aux_dn: 1.947956 loss: 13.102946 eta: 1 day, 13:30:40 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3888 images/s [04/15 20:41:42] ppdet.engine INFO: Epoch: [44] [ 100/7329] learning_rate: 0.000100 loss_class: 0.589170 loss_bbox: 0.132675 loss_giou: 0.429823 loss_class_aux: 3.714139 loss_bbox_aux: 0.850930 loss_giou_aux: 2.712104 loss_class_dn: 0.363539 loss_bbox_dn: 0.149157 loss_giou_dn: 0.422989 loss_class_aux_dn: 1.946283 loss_bbox_aux_dn: 0.848510 loss_giou_aux_dn: 2.309533 loss: 15.407526 eta: 1 day, 13:30:04 batch_cost: 0.3487 data_cost: 0.0010 ips: 11.4726 images/s [04/15 20:42:22] ppdet.engine INFO: Epoch: [44] [ 200/7329] learning_rate: 0.000100 loss_class: 0.587191 loss_bbox: 0.126732 loss_giou: 0.402683 loss_class_aux: 3.728297 loss_bbox_aux: 0.854772 loss_giou_aux: 2.534720 loss_class_dn: 0.352627 loss_bbox_dn: 0.134403 loss_giou_dn: 0.372832 loss_class_aux_dn: 1.876079 loss_bbox_aux_dn: 0.795663 loss_giou_aux_dn: 2.092411 loss: 14.315083 eta: 1 day, 13:29:29 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2725 images/s [04/15 20:43:01] ppdet.engine INFO: Epoch: [44] [ 300/7329] learning_rate: 0.000100 loss_class: 0.576481 loss_bbox: 0.135517 loss_giou: 0.381894 loss_class_aux: 3.721556 loss_bbox_aux: 0.942902 loss_giou_aux: 2.467745 loss_class_dn: 0.329118 loss_bbox_dn: 0.152862 loss_giou_dn: 0.365137 loss_class_aux_dn: 1.759520 loss_bbox_aux_dn: 0.884821 loss_giou_aux_dn: 1.982677 loss: 13.458591 eta: 1 day, 13:28:53 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3119 images/s [04/15 20:43:41] ppdet.engine INFO: Epoch: [44] [ 400/7329] learning_rate: 0.000100 loss_class: 0.536263 loss_bbox: 0.130096 loss_giou: 0.328336 loss_class_aux: 3.548984 loss_bbox_aux: 0.849123 loss_giou_aux: 2.128035 loss_class_dn: 0.300568 loss_bbox_dn: 0.139770 loss_giou_dn: 0.301997 loss_class_aux_dn: 1.647340 loss_bbox_aux_dn: 0.849937 loss_giou_aux_dn: 1.736160 loss: 12.976139 eta: 1 day, 13:28:18 batch_cost: 0.3582 data_cost: 0.0013 ips: 11.1669 images/s [04/15 20:44:20] ppdet.engine INFO: Epoch: [44] [ 500/7329] learning_rate: 0.000100 loss_class: 0.635736 loss_bbox: 0.139773 loss_giou: 0.446498 loss_class_aux: 4.010990 loss_bbox_aux: 0.909580 loss_giou_aux: 2.843017 loss_class_dn: 0.378291 loss_bbox_dn: 0.147140 loss_giou_dn: 0.420689 loss_class_aux_dn: 2.007757 loss_bbox_aux_dn: 0.867071 loss_giou_aux_dn: 2.291148 loss: 15.810714 eta: 1 day, 13:27:42 batch_cost: 0.3475 data_cost: 0.0012 ips: 11.5095 images/s [04/15 20:44:59] ppdet.engine INFO: Epoch: [44] [ 600/7329] learning_rate: 0.000100 loss_class: 0.537304 loss_bbox: 0.127633 loss_giou: 0.362312 loss_class_aux: 3.315108 loss_bbox_aux: 0.826107 loss_giou_aux: 2.279362 loss_class_dn: 0.299770 loss_bbox_dn: 0.135922 loss_giou_dn: 0.340174 loss_class_aux_dn: 1.615374 loss_bbox_aux_dn: 0.835945 loss_giou_aux_dn: 1.969641 loss: 13.178217 eta: 1 day, 13:27:07 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2956 images/s [04/15 20:45:39] ppdet.engine INFO: Epoch: [44] [ 700/7329] learning_rate: 0.000100 loss_class: 0.590960 loss_bbox: 0.115766 loss_giou: 0.417184 loss_class_aux: 3.597759 loss_bbox_aux: 0.782426 loss_giou_aux: 2.650864 loss_class_dn: 0.321764 loss_bbox_dn: 0.121528 loss_giou_dn: 0.393261 loss_class_aux_dn: 1.717272 loss_bbox_aux_dn: 0.755677 loss_giou_aux_dn: 2.212623 loss: 14.721636 eta: 1 day, 13:26:31 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3096 images/s [04/15 20:46:18] ppdet.engine INFO: Epoch: [44] [ 800/7329] learning_rate: 0.000100 loss_class: 0.614943 loss_bbox: 0.148678 loss_giou: 0.434096 loss_class_aux: 3.895191 loss_bbox_aux: 0.968482 loss_giou_aux: 2.716892 loss_class_dn: 0.331299 loss_bbox_dn: 0.148163 loss_giou_dn: 0.372887 loss_class_aux_dn: 1.778708 loss_bbox_aux_dn: 0.891445 loss_giou_aux_dn: 2.070226 loss: 14.516661 eta: 1 day, 13:25:55 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3635 images/s [04/15 20:46:57] ppdet.engine INFO: Epoch: [44] [ 900/7329] learning_rate: 0.000100 loss_class: 0.554139 loss_bbox: 0.107812 loss_giou: 0.337304 loss_class_aux: 3.382705 loss_bbox_aux: 0.741877 loss_giou_aux: 2.209586 loss_class_dn: 0.299987 loss_bbox_dn: 0.121135 loss_giou_dn: 0.338289 loss_class_aux_dn: 1.615751 loss_bbox_aux_dn: 0.704315 loss_giou_aux_dn: 1.850199 loss: 12.877251 eta: 1 day, 13:25:20 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3667 images/s [04/15 20:47:37] ppdet.engine INFO: Epoch: [44] [1000/7329] learning_rate: 0.000100 loss_class: 0.598449 loss_bbox: 0.140163 loss_giou: 0.376675 loss_class_aux: 3.770915 loss_bbox_aux: 0.928091 loss_giou_aux: 2.435106 loss_class_dn: 0.342340 loss_bbox_dn: 0.135978 loss_giou_dn: 0.385014 loss_class_aux_dn: 1.831004 loss_bbox_aux_dn: 0.852363 loss_giou_aux_dn: 2.119226 loss: 14.158921 eta: 1 day, 13:24:44 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3191 images/s [04/15 20:48:16] ppdet.engine INFO: Epoch: [44] [1100/7329] learning_rate: 0.000100 loss_class: 0.588236 loss_bbox: 0.148827 loss_giou: 0.359770 loss_class_aux: 3.765258 loss_bbox_aux: 0.973708 loss_giou_aux: 2.250099 loss_class_dn: 0.326702 loss_bbox_dn: 0.163184 loss_giou_dn: 0.351913 loss_class_aux_dn: 1.767209 loss_bbox_aux_dn: 1.007959 loss_giou_aux_dn: 2.009243 loss: 14.352737 eta: 1 day, 13:24:09 batch_cost: 0.3591 data_cost: 0.0013 ips: 11.1405 images/s [04/15 20:48:56] ppdet.engine INFO: Epoch: [44] [1200/7329] learning_rate: 0.000100 loss_class: 0.551601 loss_bbox: 0.143446 loss_giou: 0.396521 loss_class_aux: 3.545683 loss_bbox_aux: 0.913235 loss_giou_aux: 2.527372 loss_class_dn: 0.324843 loss_bbox_dn: 0.153354 loss_giou_dn: 0.403321 loss_class_aux_dn: 1.775575 loss_bbox_aux_dn: 0.908193 loss_giou_aux_dn: 2.182915 loss: 13.859232 eta: 1 day, 13:23:34 batch_cost: 0.3573 data_cost: 0.0013 ips: 11.1957 images/s [04/15 20:49:36] ppdet.engine INFO: Epoch: [44] [1300/7329] learning_rate: 0.000100 loss_class: 0.550540 loss_bbox: 0.133661 loss_giou: 0.365317 loss_class_aux: 3.585220 loss_bbox_aux: 0.868979 loss_giou_aux: 2.276644 loss_class_dn: 0.334723 loss_bbox_dn: 0.133804 loss_giou_dn: 0.346291 loss_class_aux_dn: 1.749436 loss_bbox_aux_dn: 0.784847 loss_giou_aux_dn: 1.920629 loss: 13.822104 eta: 1 day, 13:22:59 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2503 images/s [04/15 20:50:15] ppdet.engine INFO: Epoch: [44] [1400/7329] learning_rate: 0.000100 loss_class: 0.530508 loss_bbox: 0.123758 loss_giou: 0.359752 loss_class_aux: 3.438265 loss_bbox_aux: 0.828963 loss_giou_aux: 2.322002 loss_class_dn: 0.294926 loss_bbox_dn: 0.135574 loss_giou_dn: 0.340559 loss_class_aux_dn: 1.542243 loss_bbox_aux_dn: 0.808364 loss_giou_aux_dn: 1.913163 loss: 13.021976 eta: 1 day, 13:22:23 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2656 images/s [04/15 20:50:55] ppdet.engine INFO: Epoch: [44] [1500/7329] learning_rate: 0.000100 loss_class: 0.560826 loss_bbox: 0.138073 loss_giou: 0.372936 loss_class_aux: 3.731103 loss_bbox_aux: 0.881455 loss_giou_aux: 2.384280 loss_class_dn: 0.309684 loss_bbox_dn: 0.137998 loss_giou_dn: 0.360789 loss_class_aux_dn: 1.711637 loss_bbox_aux_dn: 0.840258 loss_giou_aux_dn: 1.991885 loss: 13.688112 eta: 1 day, 13:21:48 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.4000 images/s [04/15 20:51:34] ppdet.engine INFO: Epoch: [44] [1600/7329] learning_rate: 0.000100 loss_class: 0.504040 loss_bbox: 0.117719 loss_giou: 0.278081 loss_class_aux: 3.144465 loss_bbox_aux: 0.758698 loss_giou_aux: 1.721904 loss_class_dn: 0.262501 loss_bbox_dn: 0.127949 loss_giou_dn: 0.268519 loss_class_aux_dn: 1.426883 loss_bbox_aux_dn: 0.741026 loss_giou_aux_dn: 1.546500 loss: 11.511078 eta: 1 day, 13:21:12 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2570 images/s [04/15 20:52:13] ppdet.engine INFO: Epoch: [44] [1700/7329] learning_rate: 0.000100 loss_class: 0.633233 loss_bbox: 0.124086 loss_giou: 0.416672 loss_class_aux: 4.090163 loss_bbox_aux: 0.869293 loss_giou_aux: 2.645026 loss_class_dn: 0.345601 loss_bbox_dn: 0.149478 loss_giou_dn: 0.388983 loss_class_aux_dn: 1.801983 loss_bbox_aux_dn: 0.896292 loss_giou_aux_dn: 2.138446 loss: 14.108900 eta: 1 day, 13:20:37 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3553 images/s [04/15 20:52:53] ppdet.engine INFO: Epoch: [44] [1800/7329] learning_rate: 0.000100 loss_class: 0.539288 loss_bbox: 0.120588 loss_giou: 0.342762 loss_class_aux: 3.517694 loss_bbox_aux: 0.828071 loss_giou_aux: 2.229169 loss_class_dn: 0.319566 loss_bbox_dn: 0.127965 loss_giou_dn: 0.362002 loss_class_aux_dn: 1.675924 loss_bbox_aux_dn: 0.777330 loss_giou_aux_dn: 1.996930 loss: 13.067526 eta: 1 day, 13:20:01 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2667 images/s [04/15 20:53:32] ppdet.engine INFO: Epoch: [44] [1900/7329] learning_rate: 0.000100 loss_class: 0.656124 loss_bbox: 0.144220 loss_giou: 0.524278 loss_class_aux: 4.213422 loss_bbox_aux: 0.963136 loss_giou_aux: 3.262141 loss_class_dn: 0.396897 loss_bbox_dn: 0.133462 loss_giou_dn: 0.480401 loss_class_aux_dn: 2.096447 loss_bbox_aux_dn: 0.789660 loss_giou_aux_dn: 2.657250 loss: 16.496563 eta: 1 day, 13:19:26 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3719 images/s [04/15 20:54:11] ppdet.engine INFO: Epoch: [44] [2000/7329] learning_rate: 0.000100 loss_class: 0.525852 loss_bbox: 0.125443 loss_giou: 0.326134 loss_class_aux: 3.363150 loss_bbox_aux: 0.804040 loss_giou_aux: 2.130501 loss_class_dn: 0.287079 loss_bbox_dn: 0.123457 loss_giou_dn: 0.345146 loss_class_aux_dn: 1.572058 loss_bbox_aux_dn: 0.740793 loss_giou_aux_dn: 1.889336 loss: 12.112823 eta: 1 day, 13:18:50 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3711 images/s [04/15 20:54:51] ppdet.engine INFO: Epoch: [44] [2100/7329] learning_rate: 0.000100 loss_class: 0.575930 loss_bbox: 0.128793 loss_giou: 0.361105 loss_class_aux: 3.582854 loss_bbox_aux: 0.881703 loss_giou_aux: 2.267784 loss_class_dn: 0.297349 loss_bbox_dn: 0.141140 loss_giou_dn: 0.316772 loss_class_aux_dn: 1.607188 loss_bbox_aux_dn: 0.816807 loss_giou_aux_dn: 1.736847 loss: 12.944464 eta: 1 day, 13:18:14 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3094 images/s [04/15 20:55:30] ppdet.engine INFO: Epoch: [44] [2200/7329] learning_rate: 0.000100 loss_class: 0.591392 loss_bbox: 0.133014 loss_giou: 0.498413 loss_class_aux: 3.722420 loss_bbox_aux: 0.878509 loss_giou_aux: 3.114936 loss_class_dn: 0.381752 loss_bbox_dn: 0.137155 loss_giou_dn: 0.461533 loss_class_aux_dn: 2.026511 loss_bbox_aux_dn: 0.794961 loss_giou_aux_dn: 2.617876 loss: 16.513268 eta: 1 day, 13:17:39 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3358 images/s [04/15 20:56:09] ppdet.engine INFO: Epoch: [44] [2300/7329] learning_rate: 0.000100 loss_class: 0.570471 loss_bbox: 0.132229 loss_giou: 0.369366 loss_class_aux: 3.650565 loss_bbox_aux: 0.836647 loss_giou_aux: 2.350193 loss_class_dn: 0.337956 loss_bbox_dn: 0.135665 loss_giou_dn: 0.360361 loss_class_aux_dn: 1.776712 loss_bbox_aux_dn: 0.819664 loss_giou_aux_dn: 2.011818 loss: 13.383953 eta: 1 day, 13:17:03 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3130 images/s [04/15 20:56:49] ppdet.engine INFO: Epoch: [44] [2400/7329] learning_rate: 0.000100 loss_class: 0.554773 loss_bbox: 0.126058 loss_giou: 0.322095 loss_class_aux: 3.568400 loss_bbox_aux: 0.783390 loss_giou_aux: 2.063473 loss_class_dn: 0.310096 loss_bbox_dn: 0.130107 loss_giou_dn: 0.322050 loss_class_aux_dn: 1.659112 loss_bbox_aux_dn: 0.761397 loss_giou_aux_dn: 1.788154 loss: 13.080972 eta: 1 day, 13:16:27 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3927 images/s [04/15 20:57:28] ppdet.engine INFO: Epoch: [44] [2500/7329] learning_rate: 0.000100 loss_class: 0.596404 loss_bbox: 0.147075 loss_giou: 0.402265 loss_class_aux: 3.782889 loss_bbox_aux: 0.952098 loss_giou_aux: 2.574389 loss_class_dn: 0.333772 loss_bbox_dn: 0.138219 loss_giou_dn: 0.374973 loss_class_aux_dn: 1.790336 loss_bbox_aux_dn: 0.868070 loss_giou_aux_dn: 2.100098 loss: 14.019670 eta: 1 day, 13:15:52 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2475 images/s [04/15 20:58:08] ppdet.engine INFO: Epoch: [44] [2600/7329] learning_rate: 0.000100 loss_class: 0.572393 loss_bbox: 0.135309 loss_giou: 0.375818 loss_class_aux: 3.697387 loss_bbox_aux: 0.896175 loss_giou_aux: 2.356113 loss_class_dn: 0.319721 loss_bbox_dn: 0.141912 loss_giou_dn: 0.347368 loss_class_aux_dn: 1.739340 loss_bbox_aux_dn: 0.795369 loss_giou_aux_dn: 2.008790 loss: 13.758160 eta: 1 day, 13:15:17 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2872 images/s [04/15 20:58:47] ppdet.engine INFO: Epoch: [44] [2700/7329] learning_rate: 0.000100 loss_class: 0.574197 loss_bbox: 0.134690 loss_giou: 0.477943 loss_class_aux: 3.752858 loss_bbox_aux: 0.894048 loss_giou_aux: 3.061875 loss_class_dn: 0.363126 loss_bbox_dn: 0.143705 loss_giou_dn: 0.427462 loss_class_aux_dn: 1.907847 loss_bbox_aux_dn: 0.838430 loss_giou_aux_dn: 2.392779 loss: 15.612373 eta: 1 day, 13:14:41 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2354 images/s [04/15 20:59:27] ppdet.engine INFO: Epoch: [44] [2800/7329] learning_rate: 0.000100 loss_class: 0.478575 loss_bbox: 0.119814 loss_giou: 0.324711 loss_class_aux: 3.216307 loss_bbox_aux: 0.794310 loss_giou_aux: 2.092847 loss_class_dn: 0.289502 loss_bbox_dn: 0.134929 loss_giou_dn: 0.305611 loss_class_aux_dn: 1.610402 loss_bbox_aux_dn: 0.798421 loss_giou_aux_dn: 1.758157 loss: 12.548852 eta: 1 day, 13:14:06 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2433 images/s [04/15 21:00:07] ppdet.engine INFO: Epoch: [44] [2900/7329] learning_rate: 0.000100 loss_class: 0.587944 loss_bbox: 0.139870 loss_giou: 0.388620 loss_class_aux: 3.727598 loss_bbox_aux: 0.937602 loss_giou_aux: 2.372391 loss_class_dn: 0.339362 loss_bbox_dn: 0.151989 loss_giou_dn: 0.357059 loss_class_aux_dn: 1.823619 loss_bbox_aux_dn: 0.884981 loss_giou_aux_dn: 2.029490 loss: 14.811983 eta: 1 day, 13:13:31 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2060 images/s [04/15 21:00:46] ppdet.engine INFO: Epoch: [44] [3000/7329] learning_rate: 0.000100 loss_class: 0.545172 loss_bbox: 0.133117 loss_giou: 0.372934 loss_class_aux: 3.564101 loss_bbox_aux: 0.863228 loss_giou_aux: 2.367715 loss_class_dn: 0.316877 loss_bbox_dn: 0.128865 loss_giou_dn: 0.364497 loss_class_aux_dn: 1.732729 loss_bbox_aux_dn: 0.757310 loss_giou_aux_dn: 1.976636 loss: 13.543200 eta: 1 day, 13:12:55 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3264 images/s [04/15 21:01:25] ppdet.engine INFO: Epoch: [44] [3100/7329] learning_rate: 0.000100 loss_class: 0.569392 loss_bbox: 0.122357 loss_giou: 0.390982 loss_class_aux: 3.613464 loss_bbox_aux: 0.863966 loss_giou_aux: 2.601854 loss_class_dn: 0.331512 loss_bbox_dn: 0.140329 loss_giou_dn: 0.375169 loss_class_aux_dn: 1.777067 loss_bbox_aux_dn: 0.853861 loss_giou_aux_dn: 2.079298 loss: 13.449462 eta: 1 day, 13:12:20 batch_cost: 0.3546 data_cost: 0.0012 ips: 11.2793 images/s [04/15 21:02:05] ppdet.engine INFO: Epoch: [44] [3200/7329] learning_rate: 0.000100 loss_class: 0.537651 loss_bbox: 0.139022 loss_giou: 0.408465 loss_class_aux: 3.572462 loss_bbox_aux: 0.913496 loss_giou_aux: 2.564828 loss_class_dn: 0.346500 loss_bbox_dn: 0.145950 loss_giou_dn: 0.390660 loss_class_aux_dn: 1.845517 loss_bbox_aux_dn: 0.810057 loss_giou_aux_dn: 2.181653 loss: 14.855307 eta: 1 day, 13:11:45 batch_cost: 0.3557 data_cost: 0.0012 ips: 11.2459 images/s [04/15 21:02:44] ppdet.engine INFO: Epoch: [44] [3300/7329] learning_rate: 0.000100 loss_class: 0.605152 loss_bbox: 0.130097 loss_giou: 0.365741 loss_class_aux: 3.779323 loss_bbox_aux: 0.905464 loss_giou_aux: 2.325929 loss_class_dn: 0.330376 loss_bbox_dn: 0.141460 loss_giou_dn: 0.344680 loss_class_aux_dn: 1.772398 loss_bbox_aux_dn: 0.855770 loss_giou_aux_dn: 2.000450 loss: 13.614654 eta: 1 day, 13:11:09 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3544 images/s [04/15 21:03:24] ppdet.engine INFO: Epoch: [44] [3400/7329] learning_rate: 0.000100 loss_class: 0.601812 loss_bbox: 0.139325 loss_giou: 0.390212 loss_class_aux: 3.915972 loss_bbox_aux: 0.935049 loss_giou_aux: 2.520314 loss_class_dn: 0.349966 loss_bbox_dn: 0.144339 loss_giou_dn: 0.375403 loss_class_aux_dn: 1.887477 loss_bbox_aux_dn: 0.855301 loss_giou_aux_dn: 2.083671 loss: 14.383183 eta: 1 day, 13:10:34 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2720 images/s [04/15 21:04:03] ppdet.engine INFO: Epoch: [44] [3500/7329] learning_rate: 0.000100 loss_class: 0.494477 loss_bbox: 0.121567 loss_giou: 0.331863 loss_class_aux: 3.202870 loss_bbox_aux: 0.777237 loss_giou_aux: 2.044278 loss_class_dn: 0.300886 loss_bbox_dn: 0.115191 loss_giou_dn: 0.296521 loss_class_aux_dn: 1.641171 loss_bbox_aux_dn: 0.712268 loss_giou_aux_dn: 1.693802 loss: 12.777176 eta: 1 day, 13:09:58 batch_cost: 0.3530 data_cost: 0.0012 ips: 11.3305 images/s [04/15 21:04:43] ppdet.engine INFO: Epoch: [44] [3600/7329] learning_rate: 0.000100 loss_class: 0.505946 loss_bbox: 0.111097 loss_giou: 0.363441 loss_class_aux: 3.199679 loss_bbox_aux: 0.781563 loss_giou_aux: 2.286575 loss_class_dn: 0.298924 loss_bbox_dn: 0.123951 loss_giou_dn: 0.350520 loss_class_aux_dn: 1.566846 loss_bbox_aux_dn: 0.732807 loss_giou_aux_dn: 1.902032 loss: 12.267113 eta: 1 day, 13:09:23 batch_cost: 0.3563 data_cost: 0.0012 ips: 11.2265 images/s [04/15 21:05:22] ppdet.engine INFO: Epoch: [44] [3700/7329] learning_rate: 0.000100 loss_class: 0.667879 loss_bbox: 0.137572 loss_giou: 0.438040 loss_class_aux: 4.131906 loss_bbox_aux: 0.931738 loss_giou_aux: 2.784472 loss_class_dn: 0.361666 loss_bbox_dn: 0.142649 loss_giou_dn: 0.424435 loss_class_aux_dn: 1.967401 loss_bbox_aux_dn: 0.855790 loss_giou_aux_dn: 2.356365 loss: 16.224663 eta: 1 day, 13:08:47 batch_cost: 0.3477 data_cost: 0.0012 ips: 11.5025 images/s [04/15 21:06:01] ppdet.engine INFO: Epoch: [44] [3800/7329] learning_rate: 0.000100 loss_class: 0.561280 loss_bbox: 0.123763 loss_giou: 0.343069 loss_class_aux: 3.645658 loss_bbox_aux: 0.858584 loss_giou_aux: 2.195403 loss_class_dn: 0.320617 loss_bbox_dn: 0.141200 loss_giou_dn: 0.325327 loss_class_aux_dn: 1.757372 loss_bbox_aux_dn: 0.857181 loss_giou_aux_dn: 1.854732 loss: 13.272667 eta: 1 day, 13:08:12 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1875 images/s [04/15 21:06:41] ppdet.engine INFO: Epoch: [44] [3900/7329] learning_rate: 0.000100 loss_class: 0.540262 loss_bbox: 0.122613 loss_giou: 0.375605 loss_class_aux: 3.546446 loss_bbox_aux: 0.790897 loss_giou_aux: 2.339638 loss_class_dn: 0.315092 loss_bbox_dn: 0.136531 loss_giou_dn: 0.343558 loss_class_aux_dn: 1.672205 loss_bbox_aux_dn: 0.779435 loss_giou_aux_dn: 1.922805 loss: 14.142216 eta: 1 day, 13:07:36 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3156 images/s [04/15 21:07:20] ppdet.engine INFO: Epoch: [44] [4000/7329] learning_rate: 0.000100 loss_class: 0.572791 loss_bbox: 0.143853 loss_giou: 0.401803 loss_class_aux: 3.681014 loss_bbox_aux: 0.923854 loss_giou_aux: 2.610844 loss_class_dn: 0.334011 loss_bbox_dn: 0.145637 loss_giou_dn: 0.404384 loss_class_aux_dn: 1.781616 loss_bbox_aux_dn: 0.848792 loss_giou_aux_dn: 2.254874 loss: 14.449256 eta: 1 day, 13:07:00 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3972 images/s [04/15 21:07:59] ppdet.engine INFO: Epoch: [44] [4100/7329] learning_rate: 0.000100 loss_class: 0.613787 loss_bbox: 0.125051 loss_giou: 0.342140 loss_class_aux: 4.039512 loss_bbox_aux: 0.821865 loss_giou_aux: 2.234591 loss_class_dn: 0.326726 loss_bbox_dn: 0.142460 loss_giou_dn: 0.363768 loss_class_aux_dn: 1.798044 loss_bbox_aux_dn: 0.814603 loss_giou_aux_dn: 2.070636 loss: 14.151657 eta: 1 day, 13:06:25 batch_cost: 0.3518 data_cost: 0.0012 ips: 11.3699 images/s [04/15 21:08:38] ppdet.engine INFO: Epoch: [44] [4200/7329] learning_rate: 0.000100 loss_class: 0.483827 loss_bbox: 0.126672 loss_giou: 0.317306 loss_class_aux: 3.135022 loss_bbox_aux: 0.829126 loss_giou_aux: 2.057063 loss_class_dn: 0.296627 loss_bbox_dn: 0.137381 loss_giou_dn: 0.300237 loss_class_aux_dn: 1.586454 loss_bbox_aux_dn: 0.820642 loss_giou_aux_dn: 1.708730 loss: 12.267622 eta: 1 day, 13:05:49 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3604 images/s [04/15 21:09:18] ppdet.engine INFO: Epoch: [44] [4300/7329] learning_rate: 0.000100 loss_class: 0.535463 loss_bbox: 0.125387 loss_giou: 0.325898 loss_class_aux: 3.305416 loss_bbox_aux: 0.830636 loss_giou_aux: 2.042278 loss_class_dn: 0.296578 loss_bbox_dn: 0.132467 loss_giou_dn: 0.298546 loss_class_aux_dn: 1.578974 loss_bbox_aux_dn: 0.785690 loss_giou_aux_dn: 1.675674 loss: 12.559080 eta: 1 day, 13:05:14 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2319 images/s [04/15 21:09:57] ppdet.engine INFO: Epoch: [44] [4400/7329] learning_rate: 0.000100 loss_class: 0.631080 loss_bbox: 0.126278 loss_giou: 0.391651 loss_class_aux: 3.845734 loss_bbox_aux: 0.859607 loss_giou_aux: 2.429020 loss_class_dn: 0.348554 loss_bbox_dn: 0.135690 loss_giou_dn: 0.370307 loss_class_aux_dn: 1.856687 loss_bbox_aux_dn: 0.786775 loss_giou_aux_dn: 2.132162 loss: 14.573139 eta: 1 day, 13:04:38 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3982 images/s [04/15 21:10:37] ppdet.engine INFO: Epoch: [44] [4500/7329] learning_rate: 0.000100 loss_class: 0.563263 loss_bbox: 0.128021 loss_giou: 0.382571 loss_class_aux: 3.690357 loss_bbox_aux: 0.909304 loss_giou_aux: 2.403327 loss_class_dn: 0.321104 loss_bbox_dn: 0.147433 loss_giou_dn: 0.365598 loss_class_aux_dn: 1.689141 loss_bbox_aux_dn: 0.882269 loss_giou_aux_dn: 2.041829 loss: 13.090130 eta: 1 day, 13:04:02 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3050 images/s [04/15 21:11:16] ppdet.engine INFO: Epoch: [44] [4600/7329] learning_rate: 0.000100 loss_class: 0.507962 loss_bbox: 0.105666 loss_giou: 0.325572 loss_class_aux: 3.235453 loss_bbox_aux: 0.713379 loss_giou_aux: 1.997378 loss_class_dn: 0.290823 loss_bbox_dn: 0.109057 loss_giou_dn: 0.307310 loss_class_aux_dn: 1.591726 loss_bbox_aux_dn: 0.673112 loss_giou_aux_dn: 1.669530 loss: 11.741262 eta: 1 day, 13:03:27 batch_cost: 0.3530 data_cost: 0.0012 ips: 11.3317 images/s [04/15 21:11:55] ppdet.engine INFO: Epoch: [44] [4700/7329] learning_rate: 0.000100 loss_class: 0.609909 loss_bbox: 0.128949 loss_giou: 0.431964 loss_class_aux: 3.814936 loss_bbox_aux: 0.848705 loss_giou_aux: 2.709749 loss_class_dn: 0.366231 loss_bbox_dn: 0.126650 loss_giou_dn: 0.395310 loss_class_aux_dn: 1.953662 loss_bbox_aux_dn: 0.721338 loss_giou_aux_dn: 2.214103 loss: 14.884626 eta: 1 day, 13:02:51 batch_cost: 0.3511 data_cost: 0.0012 ips: 11.3934 images/s [04/15 21:12:34] ppdet.engine INFO: Epoch: [44] [4800/7329] learning_rate: 0.000100 loss_class: 0.627556 loss_bbox: 0.135305 loss_giou: 0.401180 loss_class_aux: 4.106246 loss_bbox_aux: 0.884155 loss_giou_aux: 2.543439 loss_class_dn: 0.362969 loss_bbox_dn: 0.132364 loss_giou_dn: 0.388933 loss_class_aux_dn: 1.998633 loss_bbox_aux_dn: 0.813901 loss_giou_aux_dn: 2.266858 loss: 15.138493 eta: 1 day, 13:02:15 batch_cost: 0.3498 data_cost: 0.0013 ips: 11.4363 images/s [04/15 21:13:13] ppdet.engine INFO: Epoch: [44] [4900/7329] learning_rate: 0.000100 loss_class: 0.594514 loss_bbox: 0.133645 loss_giou: 0.338747 loss_class_aux: 3.838264 loss_bbox_aux: 0.840275 loss_giou_aux: 2.137700 loss_class_dn: 0.328416 loss_bbox_dn: 0.148158 loss_giou_dn: 0.341283 loss_class_aux_dn: 1.781629 loss_bbox_aux_dn: 0.875409 loss_giou_aux_dn: 1.887738 loss: 13.711809 eta: 1 day, 13:01:39 batch_cost: 0.3508 data_cost: 0.0012 ips: 11.4037 images/s [04/15 21:13:53] ppdet.engine INFO: Epoch: [44] [5000/7329] learning_rate: 0.000100 loss_class: 0.527296 loss_bbox: 0.138526 loss_giou: 0.359203 loss_class_aux: 3.355331 loss_bbox_aux: 0.879114 loss_giou_aux: 2.303939 loss_class_dn: 0.300709 loss_bbox_dn: 0.151817 loss_giou_dn: 0.343089 loss_class_aux_dn: 1.614208 loss_bbox_aux_dn: 0.889798 loss_giou_aux_dn: 1.953301 loss: 13.321045 eta: 1 day, 13:01:04 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2350 images/s [04/15 21:14:32] ppdet.engine INFO: Epoch: [44] [5100/7329] learning_rate: 0.000100 loss_class: 0.580701 loss_bbox: 0.132820 loss_giou: 0.329788 loss_class_aux: 3.572594 loss_bbox_aux: 0.853705 loss_giou_aux: 2.123978 loss_class_dn: 0.323506 loss_bbox_dn: 0.143054 loss_giou_dn: 0.317699 loss_class_aux_dn: 1.768632 loss_bbox_aux_dn: 0.842376 loss_giou_aux_dn: 1.825344 loss: 13.842257 eta: 1 day, 13:00:28 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3047 images/s [04/15 21:15:12] ppdet.engine INFO: Epoch: [44] [5200/7329] learning_rate: 0.000100 loss_class: 0.564854 loss_bbox: 0.123064 loss_giou: 0.379122 loss_class_aux: 3.511116 loss_bbox_aux: 0.841166 loss_giou_aux: 2.410732 loss_class_dn: 0.318069 loss_bbox_dn: 0.127289 loss_giou_dn: 0.375277 loss_class_aux_dn: 1.743839 loss_bbox_aux_dn: 0.780446 loss_giou_aux_dn: 2.068224 loss: 13.736538 eta: 1 day, 12:59:53 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2914 images/s [04/15 21:15:51] ppdet.engine INFO: Epoch: [44] [5300/7329] learning_rate: 0.000100 loss_class: 0.714800 loss_bbox: 0.139083 loss_giou: 0.497520 loss_class_aux: 4.530107 loss_bbox_aux: 0.912995 loss_giou_aux: 3.148329 loss_class_dn: 0.386953 loss_bbox_dn: 0.157907 loss_giou_dn: 0.492126 loss_class_aux_dn: 2.042808 loss_bbox_aux_dn: 0.954911 loss_giou_aux_dn: 2.770364 loss: 17.389488 eta: 1 day, 12:59:18 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2979 images/s [04/15 21:16:31] ppdet.engine INFO: Epoch: [44] [5400/7329] learning_rate: 0.000100 loss_class: 0.535633 loss_bbox: 0.117431 loss_giou: 0.395253 loss_class_aux: 3.408347 loss_bbox_aux: 0.767015 loss_giou_aux: 2.464542 loss_class_dn: 0.310833 loss_bbox_dn: 0.119625 loss_giou_dn: 0.367122 loss_class_aux_dn: 1.645182 loss_bbox_aux_dn: 0.743170 loss_giou_aux_dn: 2.037579 loss: 13.026236 eta: 1 day, 12:58:42 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2908 images/s [04/15 21:17:10] ppdet.engine INFO: Epoch: [44] [5500/7329] learning_rate: 0.000100 loss_class: 0.540400 loss_bbox: 0.126308 loss_giou: 0.343851 loss_class_aux: 3.471086 loss_bbox_aux: 0.835578 loss_giou_aux: 2.232403 loss_class_dn: 0.323320 loss_bbox_dn: 0.124675 loss_giou_dn: 0.365040 loss_class_aux_dn: 1.750849 loss_bbox_aux_dn: 0.746378 loss_giou_aux_dn: 2.033225 loss: 14.070065 eta: 1 day, 12:58:06 batch_cost: 0.3485 data_cost: 0.0013 ips: 11.4790 images/s [04/15 21:17:49] ppdet.engine INFO: Epoch: [44] [5600/7329] learning_rate: 0.000100 loss_class: 0.598854 loss_bbox: 0.135811 loss_giou: 0.431025 loss_class_aux: 3.880920 loss_bbox_aux: 0.911547 loss_giou_aux: 2.614030 loss_class_dn: 0.355978 loss_bbox_dn: 0.144303 loss_giou_dn: 0.392620 loss_class_aux_dn: 1.947903 loss_bbox_aux_dn: 0.834498 loss_giou_aux_dn: 2.195803 loss: 14.986450 eta: 1 day, 12:57:30 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3523 images/s [04/15 21:18:28] ppdet.engine INFO: Epoch: [44] [5700/7329] learning_rate: 0.000100 loss_class: 0.640281 loss_bbox: 0.141564 loss_giou: 0.395880 loss_class_aux: 3.978364 loss_bbox_aux: 0.937882 loss_giou_aux: 2.495123 loss_class_dn: 0.342320 loss_bbox_dn: 0.148591 loss_giou_dn: 0.369123 loss_class_aux_dn: 1.849218 loss_bbox_aux_dn: 0.888573 loss_giou_aux_dn: 2.008791 loss: 14.696827 eta: 1 day, 12:56:55 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3703 images/s [04/15 21:19:07] ppdet.engine INFO: Epoch: [44] [5800/7329] learning_rate: 0.000100 loss_class: 0.529110 loss_bbox: 0.132059 loss_giou: 0.362863 loss_class_aux: 3.533925 loss_bbox_aux: 0.846139 loss_giou_aux: 2.271409 loss_class_dn: 0.317938 loss_bbox_dn: 0.140267 loss_giou_dn: 0.355393 loss_class_aux_dn: 1.769614 loss_bbox_aux_dn: 0.856725 loss_giou_aux_dn: 1.931377 loss: 13.574307 eta: 1 day, 12:56:19 batch_cost: 0.3530 data_cost: 0.0012 ips: 11.3318 images/s [04/15 21:19:46] ppdet.engine INFO: Epoch: [44] [5900/7329] learning_rate: 0.000100 loss_class: 0.590133 loss_bbox: 0.134516 loss_giou: 0.404118 loss_class_aux: 3.811779 loss_bbox_aux: 0.904808 loss_giou_aux: 2.527601 loss_class_dn: 0.338442 loss_bbox_dn: 0.151645 loss_giou_dn: 0.371466 loss_class_aux_dn: 1.837771 loss_bbox_aux_dn: 0.892434 loss_giou_aux_dn: 2.051637 loss: 14.242220 eta: 1 day, 12:55:43 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4257 images/s [04/15 21:20:26] ppdet.engine INFO: Epoch: [44] [6000/7329] learning_rate: 0.000100 loss_class: 0.653324 loss_bbox: 0.148186 loss_giou: 0.369133 loss_class_aux: 4.102984 loss_bbox_aux: 1.019016 loss_giou_aux: 2.323247 loss_class_dn: 0.336675 loss_bbox_dn: 0.145751 loss_giou_dn: 0.365178 loss_class_aux_dn: 1.818122 loss_bbox_aux_dn: 0.867965 loss_giou_aux_dn: 2.085148 loss: 14.769490 eta: 1 day, 12:55:08 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2760 images/s [04/15 21:21:05] ppdet.engine INFO: Epoch: [44] [6100/7329] learning_rate: 0.000100 loss_class: 0.592989 loss_bbox: 0.133793 loss_giou: 0.317454 loss_class_aux: 3.769005 loss_bbox_aux: 0.855684 loss_giou_aux: 1.997296 loss_class_dn: 0.308337 loss_bbox_dn: 0.134950 loss_giou_dn: 0.327380 loss_class_aux_dn: 1.690001 loss_bbox_aux_dn: 0.817198 loss_giou_aux_dn: 1.830654 loss: 13.275060 eta: 1 day, 12:54:32 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2982 images/s [04/15 21:21:44] ppdet.engine INFO: Epoch: [44] [6200/7329] learning_rate: 0.000100 loss_class: 0.551463 loss_bbox: 0.133476 loss_giou: 0.319074 loss_class_aux: 3.540966 loss_bbox_aux: 0.887828 loss_giou_aux: 2.110770 loss_class_dn: 0.309158 loss_bbox_dn: 0.136512 loss_giou_dn: 0.324538 loss_class_aux_dn: 1.693077 loss_bbox_aux_dn: 0.808597 loss_giou_aux_dn: 1.800986 loss: 13.955713 eta: 1 day, 12:53:56 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4287 images/s [04/15 21:22:24] ppdet.engine INFO: Epoch: [44] [6300/7329] learning_rate: 0.000100 loss_class: 0.530443 loss_bbox: 0.120166 loss_giou: 0.366781 loss_class_aux: 3.439032 loss_bbox_aux: 0.833313 loss_giou_aux: 2.353580 loss_class_dn: 0.325566 loss_bbox_dn: 0.129265 loss_giou_dn: 0.339835 loss_class_aux_dn: 1.775185 loss_bbox_aux_dn: 0.776602 loss_giou_aux_dn: 1.919316 loss: 13.872031 eta: 1 day, 12:53:22 batch_cost: 0.3596 data_cost: 0.0014 ips: 11.1225 images/s [04/15 21:23:04] ppdet.engine INFO: Epoch: [44] [6400/7329] learning_rate: 0.000100 loss_class: 0.568213 loss_bbox: 0.144727 loss_giou: 0.339739 loss_class_aux: 3.522760 loss_bbox_aux: 0.941765 loss_giou_aux: 2.205449 loss_class_dn: 0.316854 loss_bbox_dn: 0.137713 loss_giou_dn: 0.369044 loss_class_aux_dn: 1.698651 loss_bbox_aux_dn: 0.862909 loss_giou_aux_dn: 2.009813 loss: 13.204079 eta: 1 day, 12:52:46 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2243 images/s [04/15 21:23:44] ppdet.engine INFO: Epoch: [44] [6500/7329] learning_rate: 0.000100 loss_class: 0.569890 loss_bbox: 0.128676 loss_giou: 0.365211 loss_class_aux: 3.615213 loss_bbox_aux: 0.863631 loss_giou_aux: 2.401973 loss_class_dn: 0.328534 loss_bbox_dn: 0.162553 loss_giou_dn: 0.348813 loss_class_aux_dn: 1.734554 loss_bbox_aux_dn: 0.959972 loss_giou_aux_dn: 1.987750 loss: 13.925356 eta: 1 day, 12:52:11 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3080 images/s [04/15 21:24:23] ppdet.engine INFO: Epoch: [44] [6600/7329] learning_rate: 0.000100 loss_class: 0.634084 loss_bbox: 0.138302 loss_giou: 0.424034 loss_class_aux: 4.005116 loss_bbox_aux: 0.921496 loss_giou_aux: 2.776621 loss_class_dn: 0.366502 loss_bbox_dn: 0.162082 loss_giou_dn: 0.423040 loss_class_aux_dn: 1.950453 loss_bbox_aux_dn: 0.940472 loss_giou_aux_dn: 2.324770 loss: 15.742828 eta: 1 day, 12:51:36 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1745 images/s [04/15 21:25:03] ppdet.engine INFO: Epoch: [44] [6700/7329] learning_rate: 0.000100 loss_class: 0.614706 loss_bbox: 0.136256 loss_giou: 0.409866 loss_class_aux: 3.920991 loss_bbox_aux: 0.875490 loss_giou_aux: 2.640687 loss_class_dn: 0.330258 loss_bbox_dn: 0.148227 loss_giou_dn: 0.389213 loss_class_aux_dn: 1.772565 loss_bbox_aux_dn: 0.870105 loss_giou_aux_dn: 2.198405 loss: 14.075364 eta: 1 day, 12:51:00 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3045 images/s [04/15 21:25:42] ppdet.engine INFO: Epoch: [44] [6800/7329] learning_rate: 0.000100 loss_class: 0.573266 loss_bbox: 0.129224 loss_giou: 0.365127 loss_class_aux: 3.680403 loss_bbox_aux: 0.862966 loss_giou_aux: 2.376022 loss_class_dn: 0.321428 loss_bbox_dn: 0.140649 loss_giou_dn: 0.380314 loss_class_aux_dn: 1.749701 loss_bbox_aux_dn: 0.843261 loss_giou_aux_dn: 2.061670 loss: 13.724706 eta: 1 day, 12:50:25 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2828 images/s [04/15 21:26:22] ppdet.engine INFO: Epoch: [44] [6900/7329] learning_rate: 0.000100 loss_class: 0.628316 loss_bbox: 0.144772 loss_giou: 0.370406 loss_class_aux: 4.044685 loss_bbox_aux: 0.940057 loss_giou_aux: 2.364355 loss_class_dn: 0.344638 loss_bbox_dn: 0.167841 loss_giou_dn: 0.389345 loss_class_aux_dn: 1.878348 loss_bbox_aux_dn: 1.041903 loss_giou_aux_dn: 2.187601 loss: 16.090710 eta: 1 day, 12:49:50 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2544 images/s [04/15 21:27:01] ppdet.engine INFO: Epoch: [44] [7000/7329] learning_rate: 0.000100 loss_class: 0.603024 loss_bbox: 0.136579 loss_giou: 0.347987 loss_class_aux: 3.746393 loss_bbox_aux: 0.900168 loss_giou_aux: 2.262604 loss_class_dn: 0.317632 loss_bbox_dn: 0.145526 loss_giou_dn: 0.347230 loss_class_aux_dn: 1.701126 loss_bbox_aux_dn: 0.883759 loss_giou_aux_dn: 1.987531 loss: 14.097128 eta: 1 day, 12:49:14 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3168 images/s [04/15 21:27:40] ppdet.engine INFO: Epoch: [44] [7100/7329] learning_rate: 0.000100 loss_class: 0.524960 loss_bbox: 0.129870 loss_giou: 0.320180 loss_class_aux: 3.416689 loss_bbox_aux: 0.872062 loss_giou_aux: 2.061031 loss_class_dn: 0.311426 loss_bbox_dn: 0.152031 loss_giou_dn: 0.322941 loss_class_aux_dn: 1.726381 loss_bbox_aux_dn: 0.890901 loss_giou_aux_dn: 1.816707 loss: 12.691502 eta: 1 day, 12:48:38 batch_cost: 0.3493 data_cost: 0.0012 ips: 11.4508 images/s [04/15 21:28:19] ppdet.engine INFO: Epoch: [44] [7200/7329] learning_rate: 0.000100 loss_class: 0.567868 loss_bbox: 0.133241 loss_giou: 0.387218 loss_class_aux: 3.641669 loss_bbox_aux: 0.826847 loss_giou_aux: 2.437994 loss_class_dn: 0.314451 loss_bbox_dn: 0.156043 loss_giou_dn: 0.353084 loss_class_aux_dn: 1.738166 loss_bbox_aux_dn: 0.894203 loss_giou_aux_dn: 1.932641 loss: 14.030046 eta: 1 day, 12:48:02 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4209 images/s [04/15 21:28:59] ppdet.engine INFO: Epoch: [44] [7300/7329] learning_rate: 0.000100 loss_class: 0.533341 loss_bbox: 0.134689 loss_giou: 0.352950 loss_class_aux: 3.294378 loss_bbox_aux: 0.826040 loss_giou_aux: 2.161979 loss_class_dn: 0.287188 loss_bbox_dn: 0.133524 loss_giou_dn: 0.334044 loss_class_aux_dn: 1.556927 loss_bbox_aux_dn: 0.794854 loss_giou_aux_dn: 1.855239 loss: 12.329863 eta: 1 day, 12:47:27 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3215 images/s [04/15 21:29:12] ppdet.engine INFO: Eval iter: 0 [04/15 21:29:24] ppdet.engine INFO: Eval iter: 100 [04/15 21:29:36] ppdet.engine INFO: Eval iter: 200 [04/15 21:29:48] ppdet.engine INFO: Eval iter: 300 [04/15 21:30:00] ppdet.engine INFO: Eval iter: 400 [04/15 21:30:13] ppdet.engine INFO: Eval iter: 500 [04/15 21:30:25] ppdet.engine INFO: Eval iter: 600 [04/15 21:30:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 21:30:47] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.65s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.45s). Accumulating evaluation results... DONE (t=16.48s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.397 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.665 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/15 21:32:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.87025655846038 [04/15 21:32:32] ppdet.engine INFO: Best test bbox ap is 0.545. [04/15 21:32:34] ppdet.engine INFO: Epoch: [45] [ 0/7329] learning_rate: 0.000100 loss_class: 0.486193 loss_bbox: 0.112654 loss_giou: 0.327146 loss_class_aux: 3.061730 loss_bbox_aux: 0.712785 loss_giou_aux: 2.102479 loss_class_dn: 0.263678 loss_bbox_dn: 0.118457 loss_giou_dn: 0.309631 loss_class_aux_dn: 1.408533 loss_bbox_aux_dn: 0.716156 loss_giou_aux_dn: 1.756722 loss: 11.725195 eta: 1 day, 12:47:16 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3832 images/s [04/15 21:33:13] ppdet.engine INFO: Epoch: [45] [ 100/7329] learning_rate: 0.000100 loss_class: 0.509499 loss_bbox: 0.119580 loss_giou: 0.385369 loss_class_aux: 3.310508 loss_bbox_aux: 0.793923 loss_giou_aux: 2.399136 loss_class_dn: 0.303524 loss_bbox_dn: 0.127963 loss_giou_dn: 0.394130 loss_class_aux_dn: 1.603218 loss_bbox_aux_dn: 0.781690 loss_giou_aux_dn: 2.083561 loss: 13.691847 eta: 1 day, 12:46:41 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2542 images/s [04/15 21:33:53] ppdet.engine INFO: Epoch: [45] [ 200/7329] learning_rate: 0.000100 loss_class: 0.500872 loss_bbox: 0.125369 loss_giou: 0.288098 loss_class_aux: 3.193548 loss_bbox_aux: 0.844391 loss_giou_aux: 1.791110 loss_class_dn: 0.293562 loss_bbox_dn: 0.138801 loss_giou_dn: 0.288900 loss_class_aux_dn: 1.583158 loss_bbox_aux_dn: 0.821446 loss_giou_aux_dn: 1.637077 loss: 11.881748 eta: 1 day, 12:46:05 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3258 images/s [04/15 21:34:32] ppdet.engine INFO: Epoch: [45] [ 300/7329] learning_rate: 0.000100 loss_class: 0.562215 loss_bbox: 0.116766 loss_giou: 0.363268 loss_class_aux: 3.427212 loss_bbox_aux: 0.787331 loss_giou_aux: 2.436687 loss_class_dn: 0.312649 loss_bbox_dn: 0.116871 loss_giou_dn: 0.348794 loss_class_aux_dn: 1.666669 loss_bbox_aux_dn: 0.707021 loss_giou_aux_dn: 1.986546 loss: 13.309160 eta: 1 day, 12:45:29 batch_cost: 0.3513 data_cost: 0.0014 ips: 11.3854 images/s [04/15 21:35:12] ppdet.engine INFO: Epoch: [45] [ 400/7329] learning_rate: 0.000100 loss_class: 0.541861 loss_bbox: 0.122300 loss_giou: 0.317684 loss_class_aux: 3.483522 loss_bbox_aux: 0.810781 loss_giou_aux: 2.023228 loss_class_dn: 0.299280 loss_bbox_dn: 0.128202 loss_giou_dn: 0.305390 loss_class_aux_dn: 1.597102 loss_bbox_aux_dn: 0.759485 loss_giou_aux_dn: 1.715700 loss: 13.024493 eta: 1 day, 12:44:54 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2605 images/s [04/15 21:35:51] ppdet.engine INFO: Epoch: [45] [ 500/7329] learning_rate: 0.000100 loss_class: 0.620944 loss_bbox: 0.128946 loss_giou: 0.412881 loss_class_aux: 3.917890 loss_bbox_aux: 0.860936 loss_giou_aux: 2.587162 loss_class_dn: 0.351467 loss_bbox_dn: 0.138178 loss_giou_dn: 0.396657 loss_class_aux_dn: 1.857062 loss_bbox_aux_dn: 0.810551 loss_giou_aux_dn: 2.196420 loss: 15.132982 eta: 1 day, 12:44:18 batch_cost: 0.3496 data_cost: 0.0012 ips: 11.4424 images/s [04/15 21:36:30] ppdet.engine INFO: Epoch: [45] [ 600/7329] learning_rate: 0.000100 loss_class: 0.603144 loss_bbox: 0.142130 loss_giou: 0.363642 loss_class_aux: 3.729029 loss_bbox_aux: 0.911503 loss_giou_aux: 2.317263 loss_class_dn: 0.330614 loss_bbox_dn: 0.149285 loss_giou_dn: 0.341589 loss_class_aux_dn: 1.813166 loss_bbox_aux_dn: 0.860706 loss_giou_aux_dn: 1.888617 loss: 13.897179 eta: 1 day, 12:43:43 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3039 images/s [04/15 21:37:09] ppdet.engine INFO: Epoch: [45] [ 700/7329] learning_rate: 0.000100 loss_class: 0.587083 loss_bbox: 0.121371 loss_giou: 0.385877 loss_class_aux: 3.676160 loss_bbox_aux: 0.847032 loss_giou_aux: 2.506932 loss_class_dn: 0.335313 loss_bbox_dn: 0.123848 loss_giou_dn: 0.397827 loss_class_aux_dn: 1.781819 loss_bbox_aux_dn: 0.758896 loss_giou_aux_dn: 2.245329 loss: 14.092428 eta: 1 day, 12:43:07 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2726 images/s [04/15 21:37:49] ppdet.engine INFO: Epoch: [45] [ 800/7329] learning_rate: 0.000100 loss_class: 0.604801 loss_bbox: 0.142960 loss_giou: 0.413930 loss_class_aux: 4.001180 loss_bbox_aux: 0.909535 loss_giou_aux: 2.530367 loss_class_dn: 0.343782 loss_bbox_dn: 0.137648 loss_giou_dn: 0.388351 loss_class_aux_dn: 1.850757 loss_bbox_aux_dn: 0.854992 loss_giou_aux_dn: 2.168820 loss: 14.292500 eta: 1 day, 12:42:32 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3166 images/s [04/15 21:38:28] ppdet.engine INFO: Epoch: [45] [ 900/7329] learning_rate: 0.000100 loss_class: 0.590966 loss_bbox: 0.129373 loss_giou: 0.330037 loss_class_aux: 3.804449 loss_bbox_aux: 0.866841 loss_giou_aux: 2.047504 loss_class_dn: 0.309463 loss_bbox_dn: 0.147793 loss_giou_dn: 0.311524 loss_class_aux_dn: 1.678338 loss_bbox_aux_dn: 0.852636 loss_giou_aux_dn: 1.750966 loss: 12.678802 eta: 1 day, 12:41:56 batch_cost: 0.3476 data_cost: 0.0013 ips: 11.5067 images/s [04/15 21:39:07] ppdet.engine INFO: Epoch: [45] [1000/7329] learning_rate: 0.000100 loss_class: 0.537205 loss_bbox: 0.115857 loss_giou: 0.348991 loss_class_aux: 3.456871 loss_bbox_aux: 0.709401 loss_giou_aux: 2.158404 loss_class_dn: 0.270728 loss_bbox_dn: 0.116473 loss_giou_dn: 0.309002 loss_class_aux_dn: 1.506391 loss_bbox_aux_dn: 0.716183 loss_giou_aux_dn: 1.703150 loss: 11.617161 eta: 1 day, 12:41:20 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2609 images/s [04/15 21:39:46] ppdet.engine INFO: Epoch: [45] [1100/7329] learning_rate: 0.000100 loss_class: 0.568394 loss_bbox: 0.145604 loss_giou: 0.379901 loss_class_aux: 3.567372 loss_bbox_aux: 0.966911 loss_giou_aux: 2.483084 loss_class_dn: 0.319868 loss_bbox_dn: 0.163627 loss_giou_dn: 0.375083 loss_class_aux_dn: 1.724555 loss_bbox_aux_dn: 0.950920 loss_giou_aux_dn: 2.104442 loss: 14.070188 eta: 1 day, 12:40:44 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4229 images/s [04/15 21:40:26] ppdet.engine INFO: Epoch: [45] [1200/7329] learning_rate: 0.000100 loss_class: 0.600858 loss_bbox: 0.132438 loss_giou: 0.384929 loss_class_aux: 3.818583 loss_bbox_aux: 0.860478 loss_giou_aux: 2.395649 loss_class_dn: 0.339370 loss_bbox_dn: 0.142872 loss_giou_dn: 0.382147 loss_class_aux_dn: 1.840085 loss_bbox_aux_dn: 0.857536 loss_giou_aux_dn: 2.103436 loss: 14.616950 eta: 1 day, 12:40:09 batch_cost: 0.3540 data_cost: 0.0012 ips: 11.3004 images/s [04/15 21:41:05] ppdet.engine INFO: Epoch: [45] [1300/7329] learning_rate: 0.000100 loss_class: 0.531297 loss_bbox: 0.129758 loss_giou: 0.293385 loss_class_aux: 3.500184 loss_bbox_aux: 0.875771 loss_giou_aux: 1.851286 loss_class_dn: 0.288348 loss_bbox_dn: 0.131340 loss_giou_dn: 0.299617 loss_class_aux_dn: 1.571140 loss_bbox_aux_dn: 0.811284 loss_giou_aux_dn: 1.668566 loss: 12.991116 eta: 1 day, 12:39:33 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3734 images/s [04/15 21:41:44] ppdet.engine INFO: Epoch: [45] [1400/7329] learning_rate: 0.000100 loss_class: 0.535743 loss_bbox: 0.135971 loss_giou: 0.427735 loss_class_aux: 3.505588 loss_bbox_aux: 0.870294 loss_giou_aux: 2.643286 loss_class_dn: 0.314395 loss_bbox_dn: 0.130703 loss_giou_dn: 0.385138 loss_class_aux_dn: 1.760320 loss_bbox_aux_dn: 0.799029 loss_giou_aux_dn: 2.102280 loss: 13.999835 eta: 1 day, 12:38:58 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3021 images/s [04/15 21:42:24] ppdet.engine INFO: Epoch: [45] [1500/7329] learning_rate: 0.000100 loss_class: 0.487893 loss_bbox: 0.110985 loss_giou: 0.326662 loss_class_aux: 3.109442 loss_bbox_aux: 0.719958 loss_giou_aux: 2.061002 loss_class_dn: 0.281188 loss_bbox_dn: 0.128479 loss_giou_dn: 0.309273 loss_class_aux_dn: 1.493571 loss_bbox_aux_dn: 0.786332 loss_giou_aux_dn: 1.779579 loss: 11.395164 eta: 1 day, 12:38:22 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3283 images/s [04/15 21:43:03] ppdet.engine INFO: Epoch: [45] [1600/7329] learning_rate: 0.000100 loss_class: 0.593867 loss_bbox: 0.137639 loss_giou: 0.351673 loss_class_aux: 3.897016 loss_bbox_aux: 0.880756 loss_giou_aux: 2.251293 loss_class_dn: 0.322830 loss_bbox_dn: 0.151077 loss_giou_dn: 0.346815 loss_class_aux_dn: 1.725534 loss_bbox_aux_dn: 0.863836 loss_giou_aux_dn: 1.959650 loss: 13.801466 eta: 1 day, 12:37:46 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3416 images/s [04/15 21:43:43] ppdet.engine INFO: Epoch: [45] [1700/7329] learning_rate: 0.000100 loss_class: 0.591306 loss_bbox: 0.124167 loss_giou: 0.423242 loss_class_aux: 3.758234 loss_bbox_aux: 0.830278 loss_giou_aux: 2.806043 loss_class_dn: 0.374213 loss_bbox_dn: 0.131862 loss_giou_dn: 0.436205 loss_class_aux_dn: 1.993460 loss_bbox_aux_dn: 0.775816 loss_giou_aux_dn: 2.392672 loss: 15.519776 eta: 1 day, 12:37:11 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1921 images/s [04/15 21:44:22] ppdet.engine INFO: Epoch: [45] [1800/7329] learning_rate: 0.000100 loss_class: 0.542462 loss_bbox: 0.129276 loss_giou: 0.291635 loss_class_aux: 3.357651 loss_bbox_aux: 0.817271 loss_giou_aux: 1.847074 loss_class_dn: 0.292365 loss_bbox_dn: 0.140340 loss_giou_dn: 0.299911 loss_class_aux_dn: 1.585855 loss_bbox_aux_dn: 0.847932 loss_giou_aux_dn: 1.754331 loss: 12.876611 eta: 1 day, 12:36:36 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3134 images/s [04/15 21:45:02] ppdet.engine INFO: Epoch: [45] [1900/7329] learning_rate: 0.000100 loss_class: 0.534380 loss_bbox: 0.131975 loss_giou: 0.377569 loss_class_aux: 3.519156 loss_bbox_aux: 0.861196 loss_giou_aux: 2.341784 loss_class_dn: 0.312183 loss_bbox_dn: 0.126433 loss_giou_dn: 0.349788 loss_class_aux_dn: 1.680999 loss_bbox_aux_dn: 0.779272 loss_giou_aux_dn: 1.940936 loss: 13.125358 eta: 1 day, 12:36:01 batch_cost: 0.3562 data_cost: 0.0012 ips: 11.2281 images/s [04/15 21:45:41] ppdet.engine INFO: Epoch: [45] [2000/7329] learning_rate: 0.000100 loss_class: 0.535736 loss_bbox: 0.128647 loss_giou: 0.400102 loss_class_aux: 3.439091 loss_bbox_aux: 0.823197 loss_giou_aux: 2.502545 loss_class_dn: 0.322734 loss_bbox_dn: 0.130265 loss_giou_dn: 0.346581 loss_class_aux_dn: 1.685626 loss_bbox_aux_dn: 0.748146 loss_giou_aux_dn: 1.878168 loss: 13.107815 eta: 1 day, 12:35:25 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3671 images/s [04/15 21:46:20] ppdet.engine INFO: Epoch: [45] [2100/7329] learning_rate: 0.000100 loss_class: 0.620148 loss_bbox: 0.137247 loss_giou: 0.399195 loss_class_aux: 3.954618 loss_bbox_aux: 0.909141 loss_giou_aux: 2.574094 loss_class_dn: 0.350120 loss_bbox_dn: 0.145185 loss_giou_dn: 0.405524 loss_class_aux_dn: 1.889751 loss_bbox_aux_dn: 0.885287 loss_giou_aux_dn: 2.237114 loss: 14.979624 eta: 1 day, 12:34:49 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3587 images/s [04/15 21:47:00] ppdet.engine INFO: Epoch: [45] [2200/7329] learning_rate: 0.000100 loss_class: 0.522988 loss_bbox: 0.104111 loss_giou: 0.333164 loss_class_aux: 3.344151 loss_bbox_aux: 0.699441 loss_giou_aux: 2.119882 loss_class_dn: 0.295034 loss_bbox_dn: 0.114831 loss_giou_dn: 0.318689 loss_class_aux_dn: 1.613636 loss_bbox_aux_dn: 0.690688 loss_giou_aux_dn: 1.750680 loss: 12.380123 eta: 1 day, 12:34:14 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2599 images/s [04/15 21:47:39] ppdet.engine INFO: Epoch: [45] [2300/7329] learning_rate: 0.000100 loss_class: 0.524814 loss_bbox: 0.118915 loss_giou: 0.380539 loss_class_aux: 3.377072 loss_bbox_aux: 0.776450 loss_giou_aux: 2.361098 loss_class_dn: 0.322926 loss_bbox_dn: 0.132170 loss_giou_dn: 0.370593 loss_class_aux_dn: 1.730979 loss_bbox_aux_dn: 0.776796 loss_giou_aux_dn: 2.043905 loss: 13.612867 eta: 1 day, 12:33:38 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3455 images/s [04/15 21:48:18] ppdet.engine INFO: Epoch: [45] [2400/7329] learning_rate: 0.000100 loss_class: 0.538936 loss_bbox: 0.143945 loss_giou: 0.358061 loss_class_aux: 3.415725 loss_bbox_aux: 0.899246 loss_giou_aux: 2.322841 loss_class_dn: 0.313972 loss_bbox_dn: 0.155406 loss_giou_dn: 0.362800 loss_class_aux_dn: 1.718898 loss_bbox_aux_dn: 0.909439 loss_giou_aux_dn: 1.998961 loss: 13.468997 eta: 1 day, 12:33:03 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2939 images/s [04/15 21:48:58] ppdet.engine INFO: Epoch: [45] [2500/7329] learning_rate: 0.000100 loss_class: 0.561816 loss_bbox: 0.138158 loss_giou: 0.400809 loss_class_aux: 3.621970 loss_bbox_aux: 0.889453 loss_giou_aux: 2.565915 loss_class_dn: 0.354531 loss_bbox_dn: 0.143518 loss_giou_dn: 0.373258 loss_class_aux_dn: 1.896467 loss_bbox_aux_dn: 0.875576 loss_giou_aux_dn: 2.132423 loss: 14.475592 eta: 1 day, 12:32:27 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2960 images/s [04/15 21:49:37] ppdet.engine INFO: Epoch: [45] [2600/7329] learning_rate: 0.000100 loss_class: 0.553342 loss_bbox: 0.144318 loss_giou: 0.394064 loss_class_aux: 3.546508 loss_bbox_aux: 0.906125 loss_giou_aux: 2.372192 loss_class_dn: 0.323492 loss_bbox_dn: 0.147492 loss_giou_dn: 0.373375 loss_class_aux_dn: 1.730981 loss_bbox_aux_dn: 0.880130 loss_giou_aux_dn: 2.013190 loss: 13.839071 eta: 1 day, 12:31:52 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2919 images/s [04/15 21:50:16] ppdet.engine INFO: Epoch: [45] [2700/7329] learning_rate: 0.000100 loss_class: 0.580879 loss_bbox: 0.128510 loss_giou: 0.375315 loss_class_aux: 3.635387 loss_bbox_aux: 0.870175 loss_giou_aux: 2.383350 loss_class_dn: 0.333934 loss_bbox_dn: 0.134084 loss_giou_dn: 0.374905 loss_class_aux_dn: 1.786729 loss_bbox_aux_dn: 0.779874 loss_giou_aux_dn: 2.070323 loss: 13.569240 eta: 1 day, 12:31:16 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4394 images/s [04/15 21:50:55] ppdet.engine INFO: Epoch: [45] [2800/7329] learning_rate: 0.000100 loss_class: 0.545006 loss_bbox: 0.128843 loss_giou: 0.357102 loss_class_aux: 3.470696 loss_bbox_aux: 0.860476 loss_giou_aux: 2.298761 loss_class_dn: 0.309635 loss_bbox_dn: 0.126134 loss_giou_dn: 0.327021 loss_class_aux_dn: 1.653412 loss_bbox_aux_dn: 0.763259 loss_giou_aux_dn: 1.837203 loss: 13.529646 eta: 1 day, 12:30:40 batch_cost: 0.3504 data_cost: 0.0012 ips: 11.4153 images/s [04/15 21:51:34] ppdet.engine INFO: Epoch: [45] [2900/7329] learning_rate: 0.000100 loss_class: 0.522089 loss_bbox: 0.124822 loss_giou: 0.363858 loss_class_aux: 3.380907 loss_bbox_aux: 0.843799 loss_giou_aux: 2.362326 loss_class_dn: 0.301787 loss_bbox_dn: 0.131135 loss_giou_dn: 0.325441 loss_class_aux_dn: 1.657075 loss_bbox_aux_dn: 0.803876 loss_giou_aux_dn: 1.855157 loss: 12.772314 eta: 1 day, 12:30:04 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4157 images/s [04/15 21:52:13] ppdet.engine INFO: Epoch: [45] [3000/7329] learning_rate: 0.000100 loss_class: 0.593090 loss_bbox: 0.127368 loss_giou: 0.351489 loss_class_aux: 3.779470 loss_bbox_aux: 0.830197 loss_giou_aux: 2.207168 loss_class_dn: 0.321195 loss_bbox_dn: 0.140130 loss_giou_dn: 0.338660 loss_class_aux_dn: 1.775167 loss_bbox_aux_dn: 0.834487 loss_giou_aux_dn: 1.879907 loss: 13.584105 eta: 1 day, 12:29:29 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3976 images/s [04/15 21:52:53] ppdet.engine INFO: Epoch: [45] [3100/7329] learning_rate: 0.000100 loss_class: 0.506419 loss_bbox: 0.125799 loss_giou: 0.333568 loss_class_aux: 3.201221 loss_bbox_aux: 0.826100 loss_giou_aux: 2.039654 loss_class_dn: 0.294526 loss_bbox_dn: 0.132520 loss_giou_dn: 0.305583 loss_class_aux_dn: 1.582164 loss_bbox_aux_dn: 0.801620 loss_giou_aux_dn: 1.708622 loss: 12.032890 eta: 1 day, 12:28:53 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2373 images/s [04/15 21:53:33] ppdet.engine INFO: Epoch: [45] [3200/7329] learning_rate: 0.000100 loss_class: 0.588584 loss_bbox: 0.132456 loss_giou: 0.424144 loss_class_aux: 3.614037 loss_bbox_aux: 0.886338 loss_giou_aux: 2.621771 loss_class_dn: 0.333771 loss_bbox_dn: 0.137724 loss_giou_dn: 0.385033 loss_class_aux_dn: 1.872765 loss_bbox_aux_dn: 0.806803 loss_giou_aux_dn: 2.131270 loss: 14.635656 eta: 1 day, 12:28:18 batch_cost: 0.3589 data_cost: 0.0013 ips: 11.1465 images/s [04/15 21:54:12] ppdet.engine INFO: Epoch: [45] [3300/7329] learning_rate: 0.000100 loss_class: 0.566844 loss_bbox: 0.121074 loss_giou: 0.340492 loss_class_aux: 3.491242 loss_bbox_aux: 0.800077 loss_giou_aux: 2.203436 loss_class_dn: 0.303912 loss_bbox_dn: 0.136777 loss_giou_dn: 0.340483 loss_class_aux_dn: 1.641298 loss_bbox_aux_dn: 0.831021 loss_giou_aux_dn: 1.902474 loss: 13.133926 eta: 1 day, 12:27:43 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2296 images/s [04/15 21:54:52] ppdet.engine INFO: Epoch: [45] [3400/7329] learning_rate: 0.000100 loss_class: 0.550633 loss_bbox: 0.137106 loss_giou: 0.357506 loss_class_aux: 3.481827 loss_bbox_aux: 0.903763 loss_giou_aux: 2.251822 loss_class_dn: 0.311856 loss_bbox_dn: 0.141824 loss_giou_dn: 0.323161 loss_class_aux_dn: 1.695338 loss_bbox_aux_dn: 0.857613 loss_giou_aux_dn: 1.801724 loss: 13.089548 eta: 1 day, 12:27:08 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2503 images/s [04/15 21:55:31] ppdet.engine INFO: Epoch: [45] [3500/7329] learning_rate: 0.000100 loss_class: 0.530990 loss_bbox: 0.107006 loss_giou: 0.359600 loss_class_aux: 3.408589 loss_bbox_aux: 0.702497 loss_giou_aux: 2.137197 loss_class_dn: 0.307868 loss_bbox_dn: 0.115136 loss_giou_dn: 0.371782 loss_class_aux_dn: 1.664904 loss_bbox_aux_dn: 0.658882 loss_giou_aux_dn: 2.075688 loss: 12.915298 eta: 1 day, 12:26:32 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3052 images/s [04/15 21:56:11] ppdet.engine INFO: Epoch: [45] [3600/7329] learning_rate: 0.000100 loss_class: 0.557858 loss_bbox: 0.119756 loss_giou: 0.334636 loss_class_aux: 3.590548 loss_bbox_aux: 0.781281 loss_giou_aux: 2.081643 loss_class_dn: 0.300249 loss_bbox_dn: 0.136156 loss_giou_dn: 0.326270 loss_class_aux_dn: 1.598240 loss_bbox_aux_dn: 0.827912 loss_giou_aux_dn: 1.782718 loss: 13.020674 eta: 1 day, 12:25:57 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3150 images/s [04/15 21:56:50] ppdet.engine INFO: Epoch: [45] [3700/7329] learning_rate: 0.000100 loss_class: 0.573762 loss_bbox: 0.122616 loss_giou: 0.389498 loss_class_aux: 3.613461 loss_bbox_aux: 0.790321 loss_giou_aux: 2.448514 loss_class_dn: 0.315135 loss_bbox_dn: 0.138436 loss_giou_dn: 0.371018 loss_class_aux_dn: 1.684310 loss_bbox_aux_dn: 0.839146 loss_giou_aux_dn: 2.038970 loss: 13.063161 eta: 1 day, 12:25:22 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2327 images/s [04/15 21:57:30] ppdet.engine INFO: Epoch: [45] [3800/7329] learning_rate: 0.000100 loss_class: 0.514610 loss_bbox: 0.115839 loss_giou: 0.361548 loss_class_aux: 3.211612 loss_bbox_aux: 0.836651 loss_giou_aux: 2.332743 loss_class_dn: 0.299270 loss_bbox_dn: 0.122098 loss_giou_dn: 0.332969 loss_class_aux_dn: 1.574926 loss_bbox_aux_dn: 0.779708 loss_giou_aux_dn: 1.894270 loss: 13.217325 eta: 1 day, 12:24:46 batch_cost: 0.3529 data_cost: 0.0012 ips: 11.3346 images/s [04/15 21:58:09] ppdet.engine INFO: Epoch: [45] [3900/7329] learning_rate: 0.000100 loss_class: 0.544194 loss_bbox: 0.132276 loss_giou: 0.403161 loss_class_aux: 3.563769 loss_bbox_aux: 0.859044 loss_giou_aux: 2.443731 loss_class_dn: 0.340366 loss_bbox_dn: 0.138093 loss_giou_dn: 0.330434 loss_class_aux_dn: 1.834683 loss_bbox_aux_dn: 0.777970 loss_giou_aux_dn: 1.899280 loss: 14.177122 eta: 1 day, 12:24:10 batch_cost: 0.3482 data_cost: 0.0013 ips: 11.4877 images/s [04/15 21:58:48] ppdet.engine INFO: Epoch: [45] [4000/7329] learning_rate: 0.000100 loss_class: 0.523056 loss_bbox: 0.128745 loss_giou: 0.335481 loss_class_aux: 3.355054 loss_bbox_aux: 0.853622 loss_giou_aux: 2.106972 loss_class_dn: 0.297601 loss_bbox_dn: 0.143517 loss_giou_dn: 0.324407 loss_class_aux_dn: 1.685397 loss_bbox_aux_dn: 0.849099 loss_giou_aux_dn: 1.848975 loss: 13.082655 eta: 1 day, 12:23:34 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3484 images/s [04/15 21:59:28] ppdet.engine INFO: Epoch: [45] [4100/7329] learning_rate: 0.000100 loss_class: 0.554375 loss_bbox: 0.135892 loss_giou: 0.348747 loss_class_aux: 3.713334 loss_bbox_aux: 0.881323 loss_giou_aux: 2.178895 loss_class_dn: 0.322443 loss_bbox_dn: 0.142671 loss_giou_dn: 0.360663 loss_class_aux_dn: 1.722075 loss_bbox_aux_dn: 0.823580 loss_giou_aux_dn: 1.996741 loss: 13.169034 eta: 1 day, 12:22:59 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2154 images/s [04/15 22:00:07] ppdet.engine INFO: Epoch: [45] [4200/7329] learning_rate: 0.000100 loss_class: 0.615129 loss_bbox: 0.124564 loss_giou: 0.402343 loss_class_aux: 3.992857 loss_bbox_aux: 0.845841 loss_giou_aux: 2.612641 loss_class_dn: 0.330263 loss_bbox_dn: 0.130395 loss_giou_dn: 0.363714 loss_class_aux_dn: 1.773327 loss_bbox_aux_dn: 0.798783 loss_giou_aux_dn: 2.100911 loss: 14.909659 eta: 1 day, 12:22:24 batch_cost: 0.3566 data_cost: 0.0012 ips: 11.2172 images/s [04/15 22:00:47] ppdet.engine INFO: Epoch: [45] [4300/7329] learning_rate: 0.000100 loss_class: 0.556961 loss_bbox: 0.129423 loss_giou: 0.330295 loss_class_aux: 3.694334 loss_bbox_aux: 0.818881 loss_giou_aux: 2.024144 loss_class_dn: 0.311195 loss_bbox_dn: 0.137008 loss_giou_dn: 0.316092 loss_class_aux_dn: 1.692022 loss_bbox_aux_dn: 0.861085 loss_giou_aux_dn: 1.815902 loss: 13.225752 eta: 1 day, 12:21:49 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2271 images/s [04/15 22:01:26] ppdet.engine INFO: Epoch: [45] [4400/7329] learning_rate: 0.000100 loss_class: 0.573660 loss_bbox: 0.140093 loss_giou: 0.410429 loss_class_aux: 3.790297 loss_bbox_aux: 0.926136 loss_giou_aux: 2.548401 loss_class_dn: 0.337447 loss_bbox_dn: 0.147245 loss_giou_dn: 0.380818 loss_class_aux_dn: 1.812278 loss_bbox_aux_dn: 0.873248 loss_giou_aux_dn: 2.166659 loss: 14.216983 eta: 1 day, 12:21:13 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3362 images/s [04/15 22:02:06] ppdet.engine INFO: Epoch: [45] [4500/7329] learning_rate: 0.000100 loss_class: 0.522498 loss_bbox: 0.131632 loss_giou: 0.376629 loss_class_aux: 3.440757 loss_bbox_aux: 0.855564 loss_giou_aux: 2.377325 loss_class_dn: 0.327925 loss_bbox_dn: 0.144536 loss_giou_dn: 0.335947 loss_class_aux_dn: 1.733150 loss_bbox_aux_dn: 0.849022 loss_giou_aux_dn: 1.956221 loss: 13.270472 eta: 1 day, 12:20:38 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1794 images/s [04/15 22:02:45] ppdet.engine INFO: Epoch: [45] [4600/7329] learning_rate: 0.000100 loss_class: 0.560930 loss_bbox: 0.120889 loss_giou: 0.333333 loss_class_aux: 3.640529 loss_bbox_aux: 0.807551 loss_giou_aux: 2.184571 loss_class_dn: 0.302725 loss_bbox_dn: 0.134301 loss_giou_dn: 0.346605 loss_class_aux_dn: 1.643177 loss_bbox_aux_dn: 0.812791 loss_giou_aux_dn: 1.982344 loss: 13.351552 eta: 1 day, 12:20:02 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4012 images/s [04/15 22:03:24] ppdet.engine INFO: Epoch: [45] [4700/7329] learning_rate: 0.000100 loss_class: 0.591639 loss_bbox: 0.124472 loss_giou: 0.427479 loss_class_aux: 3.702881 loss_bbox_aux: 0.828479 loss_giou_aux: 2.739557 loss_class_dn: 0.333079 loss_bbox_dn: 0.133118 loss_giou_dn: 0.419710 loss_class_aux_dn: 1.754795 loss_bbox_aux_dn: 0.810484 loss_giou_aux_dn: 2.291450 loss: 14.495564 eta: 1 day, 12:19:27 batch_cost: 0.3540 data_cost: 0.0012 ips: 11.3007 images/s [04/15 22:04:04] ppdet.engine INFO: Epoch: [45] [4800/7329] learning_rate: 0.000100 loss_class: 0.572365 loss_bbox: 0.121516 loss_giou: 0.384827 loss_class_aux: 3.515099 loss_bbox_aux: 0.789875 loss_giou_aux: 2.430390 loss_class_dn: 0.337431 loss_bbox_dn: 0.124302 loss_giou_dn: 0.359256 loss_class_aux_dn: 1.763599 loss_bbox_aux_dn: 0.771403 loss_giou_aux_dn: 1.984248 loss: 14.201829 eta: 1 day, 12:18:51 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2965 images/s [04/15 22:04:43] ppdet.engine INFO: Epoch: [45] [4900/7329] learning_rate: 0.000100 loss_class: 0.509390 loss_bbox: 0.119959 loss_giou: 0.323572 loss_class_aux: 3.230533 loss_bbox_aux: 0.812266 loss_giou_aux: 2.053520 loss_class_dn: 0.299569 loss_bbox_dn: 0.130152 loss_giou_dn: 0.308489 loss_class_aux_dn: 1.570611 loss_bbox_aux_dn: 0.742783 loss_giou_aux_dn: 1.734994 loss: 12.562116 eta: 1 day, 12:18:16 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3341 images/s [04/15 22:05:22] ppdet.engine INFO: Epoch: [45] [5000/7329] learning_rate: 0.000100 loss_class: 0.542172 loss_bbox: 0.136443 loss_giou: 0.330379 loss_class_aux: 3.414667 loss_bbox_aux: 0.919580 loss_giou_aux: 2.132993 loss_class_dn: 0.304686 loss_bbox_dn: 0.135520 loss_giou_dn: 0.325936 loss_class_aux_dn: 1.667497 loss_bbox_aux_dn: 0.809691 loss_giou_aux_dn: 1.832528 loss: 12.985465 eta: 1 day, 12:17:40 batch_cost: 0.3518 data_cost: 0.0012 ips: 11.3694 images/s [04/15 22:06:02] ppdet.engine INFO: Epoch: [45] [5100/7329] learning_rate: 0.000100 loss_class: 0.587849 loss_bbox: 0.125435 loss_giou: 0.420339 loss_class_aux: 3.694351 loss_bbox_aux: 0.877470 loss_giou_aux: 2.685778 loss_class_dn: 0.350638 loss_bbox_dn: 0.139559 loss_giou_dn: 0.397340 loss_class_aux_dn: 1.907371 loss_bbox_aux_dn: 0.862710 loss_giou_aux_dn: 2.205225 loss: 15.015017 eta: 1 day, 12:17:04 batch_cost: 0.3510 data_cost: 0.0012 ips: 11.3960 images/s [04/15 22:06:41] ppdet.engine INFO: Epoch: [45] [5200/7329] learning_rate: 0.000100 loss_class: 0.536326 loss_bbox: 0.118456 loss_giou: 0.347916 loss_class_aux: 3.452306 loss_bbox_aux: 0.768125 loss_giou_aux: 2.217813 loss_class_dn: 0.296999 loss_bbox_dn: 0.132955 loss_giou_dn: 0.332992 loss_class_aux_dn: 1.627479 loss_bbox_aux_dn: 0.796069 loss_giou_aux_dn: 1.826894 loss: 13.227179 eta: 1 day, 12:16:28 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3862 images/s [04/15 22:07:20] ppdet.engine INFO: Epoch: [45] [5300/7329] learning_rate: 0.000100 loss_class: 0.612069 loss_bbox: 0.143184 loss_giou: 0.412210 loss_class_aux: 4.060296 loss_bbox_aux: 0.938790 loss_giou_aux: 2.679554 loss_class_dn: 0.348876 loss_bbox_dn: 0.163261 loss_giou_dn: 0.394878 loss_class_aux_dn: 1.843718 loss_bbox_aux_dn: 0.958870 loss_giou_aux_dn: 2.295850 loss: 14.782292 eta: 1 day, 12:15:53 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3345 images/s [04/15 22:07:59] ppdet.engine INFO: Epoch: [45] [5400/7329] learning_rate: 0.000100 loss_class: 0.579634 loss_bbox: 0.138981 loss_giou: 0.341665 loss_class_aux: 3.626206 loss_bbox_aux: 0.892202 loss_giou_aux: 2.204690 loss_class_dn: 0.329718 loss_bbox_dn: 0.162104 loss_giou_dn: 0.340454 loss_class_aux_dn: 1.796829 loss_bbox_aux_dn: 0.932511 loss_giou_aux_dn: 1.930440 loss: 14.023754 eta: 1 day, 12:15:17 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3367 images/s [04/15 22:08:39] ppdet.engine INFO: Epoch: [45] [5500/7329] learning_rate: 0.000100 loss_class: 0.517084 loss_bbox: 0.135582 loss_giou: 0.353806 loss_class_aux: 3.332757 loss_bbox_aux: 0.902848 loss_giou_aux: 2.232223 loss_class_dn: 0.320075 loss_bbox_dn: 0.138947 loss_giou_dn: 0.331019 loss_class_aux_dn: 1.753510 loss_bbox_aux_dn: 0.844599 loss_giou_aux_dn: 1.829914 loss: 13.423875 eta: 1 day, 12:14:42 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3277 images/s [04/15 22:09:18] ppdet.engine INFO: Epoch: [45] [5600/7329] learning_rate: 0.000100 loss_class: 0.582153 loss_bbox: 0.128788 loss_giou: 0.363357 loss_class_aux: 3.721391 loss_bbox_aux: 0.860352 loss_giou_aux: 2.298799 loss_class_dn: 0.317061 loss_bbox_dn: 0.151838 loss_giou_dn: 0.329190 loss_class_aux_dn: 1.712497 loss_bbox_aux_dn: 0.892271 loss_giou_aux_dn: 1.894726 loss: 13.961748 eta: 1 day, 12:14:06 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2440 images/s [04/15 22:09:58] ppdet.engine INFO: Epoch: [45] [5700/7329] learning_rate: 0.000100 loss_class: 0.540298 loss_bbox: 0.122957 loss_giou: 0.387003 loss_class_aux: 3.413869 loss_bbox_aux: 0.824963 loss_giou_aux: 2.479268 loss_class_dn: 0.321752 loss_bbox_dn: 0.145329 loss_giou_dn: 0.378093 loss_class_aux_dn: 1.710629 loss_bbox_aux_dn: 0.844284 loss_giou_aux_dn: 2.097007 loss: 13.965640 eta: 1 day, 12:13:31 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3408 images/s [04/15 22:10:37] ppdet.engine INFO: Epoch: [45] [5800/7329] learning_rate: 0.000100 loss_class: 0.518285 loss_bbox: 0.116376 loss_giou: 0.284563 loss_class_aux: 3.222966 loss_bbox_aux: 0.759373 loss_giou_aux: 1.770132 loss_class_dn: 0.279590 loss_bbox_dn: 0.127807 loss_giou_dn: 0.267462 loss_class_aux_dn: 1.501438 loss_bbox_aux_dn: 0.743526 loss_giou_aux_dn: 1.519895 loss: 11.435010 eta: 1 day, 12:12:56 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2539 images/s [04/15 22:11:16] ppdet.engine INFO: Epoch: [45] [5900/7329] learning_rate: 0.000100 loss_class: 0.517991 loss_bbox: 0.132116 loss_giou: 0.334245 loss_class_aux: 3.398276 loss_bbox_aux: 0.826045 loss_giou_aux: 2.172390 loss_class_dn: 0.309277 loss_bbox_dn: 0.139135 loss_giou_dn: 0.322419 loss_class_aux_dn: 1.718591 loss_bbox_aux_dn: 0.877479 loss_giou_aux_dn: 1.789016 loss: 12.930946 eta: 1 day, 12:12:20 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3578 images/s [04/15 22:11:55] ppdet.engine INFO: Epoch: [45] [6000/7329] learning_rate: 0.000100 loss_class: 0.560827 loss_bbox: 0.124031 loss_giou: 0.385095 loss_class_aux: 3.642601 loss_bbox_aux: 0.809448 loss_giou_aux: 2.392464 loss_class_dn: 0.316200 loss_bbox_dn: 0.121232 loss_giou_dn: 0.356738 loss_class_aux_dn: 1.715115 loss_bbox_aux_dn: 0.716770 loss_giou_aux_dn: 1.988585 loss: 13.477908 eta: 1 day, 12:11:44 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3801 images/s [04/15 22:12:34] ppdet.engine INFO: Epoch: [45] [6100/7329] learning_rate: 0.000100 loss_class: 0.601484 loss_bbox: 0.147142 loss_giou: 0.368224 loss_class_aux: 3.914410 loss_bbox_aux: 0.957244 loss_giou_aux: 2.455671 loss_class_dn: 0.313665 loss_bbox_dn: 0.172916 loss_giou_dn: 0.376355 loss_class_aux_dn: 1.696171 loss_bbox_aux_dn: 1.085791 loss_giou_aux_dn: 2.072308 loss: 14.635915 eta: 1 day, 12:11:08 batch_cost: 0.3467 data_cost: 0.0013 ips: 11.5386 images/s [04/15 22:13:13] ppdet.engine INFO: Epoch: [45] [6200/7329] learning_rate: 0.000100 loss_class: 0.542383 loss_bbox: 0.136541 loss_giou: 0.306818 loss_class_aux: 3.558815 loss_bbox_aux: 0.874539 loss_giou_aux: 1.910350 loss_class_dn: 0.287854 loss_bbox_dn: 0.158231 loss_giou_dn: 0.307395 loss_class_aux_dn: 1.582580 loss_bbox_aux_dn: 0.906983 loss_giou_aux_dn: 1.704735 loss: 12.633931 eta: 1 day, 12:10:32 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3562 images/s [04/15 22:13:52] ppdet.engine INFO: Epoch: [45] [6300/7329] learning_rate: 0.000100 loss_class: 0.666081 loss_bbox: 0.135619 loss_giou: 0.415755 loss_class_aux: 4.163880 loss_bbox_aux: 0.886220 loss_giou_aux: 2.603711 loss_class_dn: 0.365254 loss_bbox_dn: 0.146013 loss_giou_dn: 0.394145 loss_class_aux_dn: 1.928514 loss_bbox_aux_dn: 0.854337 loss_giou_aux_dn: 2.176351 loss: 15.132077 eta: 1 day, 12:09:56 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4195 images/s [04/15 22:14:32] ppdet.engine INFO: Epoch: [45] [6400/7329] learning_rate: 0.000100 loss_class: 0.604709 loss_bbox: 0.131694 loss_giou: 0.460834 loss_class_aux: 3.790810 loss_bbox_aux: 0.881394 loss_giou_aux: 2.888623 loss_class_dn: 0.363159 loss_bbox_dn: 0.132076 loss_giou_dn: 0.418603 loss_class_aux_dn: 1.935681 loss_bbox_aux_dn: 0.782061 loss_giou_aux_dn: 2.347028 loss: 15.779442 eta: 1 day, 12:09:21 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2021 images/s [04/15 22:15:12] ppdet.engine INFO: Epoch: [45] [6500/7329] learning_rate: 0.000100 loss_class: 0.589600 loss_bbox: 0.146484 loss_giou: 0.438555 loss_class_aux: 3.803815 loss_bbox_aux: 0.913399 loss_giou_aux: 2.678567 loss_class_dn: 0.351476 loss_bbox_dn: 0.156497 loss_giou_dn: 0.398037 loss_class_aux_dn: 1.889731 loss_bbox_aux_dn: 0.943453 loss_giou_aux_dn: 2.221537 loss: 15.142318 eta: 1 day, 12:08:46 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1987 images/s [04/15 22:15:51] ppdet.engine INFO: Epoch: [45] [6600/7329] learning_rate: 0.000100 loss_class: 0.582364 loss_bbox: 0.129742 loss_giou: 0.372293 loss_class_aux: 3.785493 loss_bbox_aux: 0.830676 loss_giou_aux: 2.388093 loss_class_dn: 0.332020 loss_bbox_dn: 0.138814 loss_giou_dn: 0.385877 loss_class_aux_dn: 1.788655 loss_bbox_aux_dn: 0.840621 loss_giou_aux_dn: 2.122550 loss: 14.451433 eta: 1 day, 12:08:11 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3113 images/s [04/15 22:16:31] ppdet.engine INFO: Epoch: [45] [6700/7329] learning_rate: 0.000100 loss_class: 0.553924 loss_bbox: 0.127466 loss_giou: 0.356971 loss_class_aux: 3.408782 loss_bbox_aux: 0.855186 loss_giou_aux: 2.244912 loss_class_dn: 0.330093 loss_bbox_dn: 0.139433 loss_giou_dn: 0.344213 loss_class_aux_dn: 1.767007 loss_bbox_aux_dn: 0.821095 loss_giou_aux_dn: 1.912510 loss: 13.047488 eta: 1 day, 12:07:35 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3516 images/s [04/15 22:17:11] ppdet.engine INFO: Epoch: [45] [6800/7329] learning_rate: 0.000100 loss_class: 0.503320 loss_bbox: 0.123127 loss_giou: 0.334993 loss_class_aux: 3.158058 loss_bbox_aux: 0.780697 loss_giou_aux: 2.180230 loss_class_dn: 0.278895 loss_bbox_dn: 0.128719 loss_giou_dn: 0.336911 loss_class_aux_dn: 1.511716 loss_bbox_aux_dn: 0.762604 loss_giou_aux_dn: 1.880742 loss: 12.725409 eta: 1 day, 12:07:00 batch_cost: 0.3612 data_cost: 0.0013 ips: 11.0756 images/s [04/15 22:17:50] ppdet.engine INFO: Epoch: [45] [6900/7329] learning_rate: 0.000100 loss_class: 0.519670 loss_bbox: 0.130931 loss_giou: 0.337938 loss_class_aux: 3.327585 loss_bbox_aux: 0.854258 loss_giou_aux: 2.109293 loss_class_dn: 0.279346 loss_bbox_dn: 0.141929 loss_giou_dn: 0.312331 loss_class_aux_dn: 1.526632 loss_bbox_aux_dn: 0.831645 loss_giou_aux_dn: 1.752201 loss: 12.304994 eta: 1 day, 12:06:25 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2625 images/s [04/15 22:18:30] ppdet.engine INFO: Epoch: [45] [7000/7329] learning_rate: 0.000100 loss_class: 0.555790 loss_bbox: 0.133212 loss_giou: 0.393056 loss_class_aux: 3.669396 loss_bbox_aux: 0.864642 loss_giou_aux: 2.456482 loss_class_dn: 0.323867 loss_bbox_dn: 0.148968 loss_giou_dn: 0.377398 loss_class_aux_dn: 1.753942 loss_bbox_aux_dn: 0.874594 loss_giou_aux_dn: 2.063688 loss: 14.177290 eta: 1 day, 12:05:50 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1907 images/s [04/15 22:19:10] ppdet.engine INFO: Epoch: [45] [7100/7329] learning_rate: 0.000100 loss_class: 0.494906 loss_bbox: 0.127582 loss_giou: 0.307240 loss_class_aux: 3.278744 loss_bbox_aux: 0.857226 loss_giou_aux: 1.971617 loss_class_dn: 0.293972 loss_bbox_dn: 0.141252 loss_giou_dn: 0.293105 loss_class_aux_dn: 1.601786 loss_bbox_aux_dn: 0.817442 loss_giou_aux_dn: 1.663561 loss: 12.132820 eta: 1 day, 12:05:15 batch_cost: 0.3593 data_cost: 0.0014 ips: 11.1313 images/s [04/15 22:19:49] ppdet.engine INFO: Epoch: [45] [7200/7329] learning_rate: 0.000100 loss_class: 0.551922 loss_bbox: 0.147796 loss_giou: 0.340499 loss_class_aux: 3.567645 loss_bbox_aux: 0.932456 loss_giou_aux: 2.121879 loss_class_dn: 0.313700 loss_bbox_dn: 0.133138 loss_giou_dn: 0.316078 loss_class_aux_dn: 1.708497 loss_bbox_aux_dn: 0.842394 loss_giou_aux_dn: 1.788368 loss: 13.804310 eta: 1 day, 12:04:39 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4387 images/s [04/15 22:20:28] ppdet.engine INFO: Epoch: [45] [7300/7329] learning_rate: 0.000100 loss_class: 0.555073 loss_bbox: 0.135185 loss_giou: 0.411447 loss_class_aux: 3.558232 loss_bbox_aux: 0.903096 loss_giou_aux: 2.590044 loss_class_dn: 0.337743 loss_bbox_dn: 0.131221 loss_giou_dn: 0.392838 loss_class_aux_dn: 1.777248 loss_bbox_aux_dn: 0.798141 loss_giou_aux_dn: 2.172864 loss: 13.764755 eta: 1 day, 12:04:03 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3832 images/s [04/15 22:20:42] ppdet.engine INFO: Eval iter: 0 [04/15 22:20:54] ppdet.engine INFO: Eval iter: 100 [04/15 22:21:07] ppdet.engine INFO: Eval iter: 200 [04/15 22:21:19] ppdet.engine INFO: Eval iter: 300 [04/15 22:21:32] ppdet.engine INFO: Eval iter: 400 [04/15 22:21:44] ppdet.engine INFO: Eval iter: 500 [04/15 22:21:57] ppdet.engine INFO: Eval iter: 600 [04/15 22:22:19] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 22:22:19] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.88s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.23s). Accumulating evaluation results... DONE (t=16.47s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.727 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.397 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.665 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.779 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 22:24:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.2400851634973 [04/15 22:24:03] ppdet.engine INFO: Best test bbox ap is 0.545. [04/15 22:24:04] ppdet.engine INFO: Epoch: [46] [ 0/7329] learning_rate: 0.000100 loss_class: 0.550902 loss_bbox: 0.127423 loss_giou: 0.358256 loss_class_aux: 3.486794 loss_bbox_aux: 0.877593 loss_giou_aux: 2.304292 loss_class_dn: 0.310751 loss_bbox_dn: 0.130689 loss_giou_dn: 0.371915 loss_class_aux_dn: 1.694993 loss_bbox_aux_dn: 0.796038 loss_giou_aux_dn: 2.061437 loss: 13.560228 eta: 1 day, 12:03:53 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3654 images/s [04/15 22:24:44] ppdet.engine INFO: Epoch: [46] [ 100/7329] learning_rate: 0.000100 loss_class: 0.548579 loss_bbox: 0.135440 loss_giou: 0.345851 loss_class_aux: 3.542583 loss_bbox_aux: 0.829641 loss_giou_aux: 2.223354 loss_class_dn: 0.308699 loss_bbox_dn: 0.140585 loss_giou_dn: 0.339828 loss_class_aux_dn: 1.652363 loss_bbox_aux_dn: 0.842738 loss_giou_aux_dn: 1.887758 loss: 13.322831 eta: 1 day, 12:03:18 batch_cost: 0.3585 data_cost: 0.0013 ips: 11.1568 images/s [04/15 22:25:24] ppdet.engine INFO: Epoch: [46] [ 200/7329] learning_rate: 0.000100 loss_class: 0.604874 loss_bbox: 0.129255 loss_giou: 0.462457 loss_class_aux: 3.767250 loss_bbox_aux: 0.872051 loss_giou_aux: 2.828653 loss_class_dn: 0.353447 loss_bbox_dn: 0.141936 loss_giou_dn: 0.426629 loss_class_aux_dn: 1.923134 loss_bbox_aux_dn: 0.863497 loss_giou_aux_dn: 2.358377 loss: 15.178360 eta: 1 day, 12:02:43 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2971 images/s [04/15 22:26:03] ppdet.engine INFO: Epoch: [46] [ 300/7329] learning_rate: 0.000100 loss_class: 0.620242 loss_bbox: 0.141294 loss_giou: 0.415492 loss_class_aux: 3.949956 loss_bbox_aux: 0.938639 loss_giou_aux: 2.695179 loss_class_dn: 0.359431 loss_bbox_dn: 0.136558 loss_giou_dn: 0.413181 loss_class_aux_dn: 1.921613 loss_bbox_aux_dn: 0.829046 loss_giou_aux_dn: 2.303404 loss: 15.092480 eta: 1 day, 12:02:07 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3650 images/s [04/15 22:26:42] ppdet.engine INFO: Epoch: [46] [ 400/7329] learning_rate: 0.000100 loss_class: 0.561123 loss_bbox: 0.125612 loss_giou: 0.385390 loss_class_aux: 3.532019 loss_bbox_aux: 0.846466 loss_giou_aux: 2.404727 loss_class_dn: 0.330839 loss_bbox_dn: 0.142063 loss_giou_dn: 0.359079 loss_class_aux_dn: 1.769875 loss_bbox_aux_dn: 0.815493 loss_giou_aux_dn: 1.992612 loss: 13.743830 eta: 1 day, 12:01:31 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2701 images/s [04/15 22:27:21] ppdet.engine INFO: Epoch: [46] [ 500/7329] learning_rate: 0.000100 loss_class: 0.556566 loss_bbox: 0.130371 loss_giou: 0.343032 loss_class_aux: 3.604344 loss_bbox_aux: 0.877735 loss_giou_aux: 2.190951 loss_class_dn: 0.334359 loss_bbox_dn: 0.136022 loss_giou_dn: 0.349437 loss_class_aux_dn: 1.782556 loss_bbox_aux_dn: 0.823994 loss_giou_aux_dn: 1.930574 loss: 13.649733 eta: 1 day, 12:00:56 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4038 images/s [04/15 22:28:01] ppdet.engine INFO: Epoch: [46] [ 600/7329] learning_rate: 0.000100 loss_class: 0.570592 loss_bbox: 0.140178 loss_giou: 0.323094 loss_class_aux: 3.538513 loss_bbox_aux: 0.945887 loss_giou_aux: 2.128955 loss_class_dn: 0.315446 loss_bbox_dn: 0.146182 loss_giou_dn: 0.327268 loss_class_aux_dn: 1.736724 loss_bbox_aux_dn: 0.862858 loss_giou_aux_dn: 1.820725 loss: 13.592645 eta: 1 day, 12:00:20 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3344 images/s [04/15 22:28:40] ppdet.engine INFO: Epoch: [46] [ 700/7329] learning_rate: 0.000100 loss_class: 0.504699 loss_bbox: 0.120241 loss_giou: 0.312665 loss_class_aux: 3.430435 loss_bbox_aux: 0.769838 loss_giou_aux: 2.084801 loss_class_dn: 0.295365 loss_bbox_dn: 0.123020 loss_giou_dn: 0.307577 loss_class_aux_dn: 1.645632 loss_bbox_aux_dn: 0.745643 loss_giou_aux_dn: 1.795012 loss: 12.541816 eta: 1 day, 11:59:44 batch_cost: 0.3506 data_cost: 0.0014 ips: 11.4094 images/s [04/15 22:29:19] ppdet.engine INFO: Epoch: [46] [ 800/7329] learning_rate: 0.000100 loss_class: 0.559415 loss_bbox: 0.131232 loss_giou: 0.385401 loss_class_aux: 3.637307 loss_bbox_aux: 0.836052 loss_giou_aux: 2.470979 loss_class_dn: 0.320565 loss_bbox_dn: 0.119556 loss_giou_dn: 0.349420 loss_class_aux_dn: 1.701388 loss_bbox_aux_dn: 0.749106 loss_giou_aux_dn: 1.992013 loss: 13.394470 eta: 1 day, 11:59:09 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2747 images/s [04/15 22:29:59] ppdet.engine INFO: Epoch: [46] [ 900/7329] learning_rate: 0.000100 loss_class: 0.566589 loss_bbox: 0.123817 loss_giou: 0.394159 loss_class_aux: 3.491486 loss_bbox_aux: 0.811904 loss_giou_aux: 2.512617 loss_class_dn: 0.328633 loss_bbox_dn: 0.124991 loss_giou_dn: 0.380015 loss_class_aux_dn: 1.742727 loss_bbox_aux_dn: 0.791656 loss_giou_aux_dn: 2.124792 loss: 13.788031 eta: 1 day, 11:58:34 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2412 images/s [04/15 22:30:38] ppdet.engine INFO: Epoch: [46] [1000/7329] learning_rate: 0.000100 loss_class: 0.580622 loss_bbox: 0.141130 loss_giou: 0.388689 loss_class_aux: 3.888657 loss_bbox_aux: 0.863160 loss_giou_aux: 2.438934 loss_class_dn: 0.346976 loss_bbox_dn: 0.140951 loss_giou_dn: 0.369817 loss_class_aux_dn: 1.851861 loss_bbox_aux_dn: 0.844302 loss_giou_aux_dn: 2.067527 loss: 14.736431 eta: 1 day, 11:57:58 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2905 images/s [04/15 22:31:18] ppdet.engine INFO: Epoch: [46] [1100/7329] learning_rate: 0.000100 loss_class: 0.543360 loss_bbox: 0.130354 loss_giou: 0.360956 loss_class_aux: 3.474385 loss_bbox_aux: 0.851838 loss_giou_aux: 2.186638 loss_class_dn: 0.314620 loss_bbox_dn: 0.124950 loss_giou_dn: 0.318930 loss_class_aux_dn: 1.656714 loss_bbox_aux_dn: 0.738410 loss_giou_aux_dn: 1.786284 loss: 13.703143 eta: 1 day, 11:57:23 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3184 images/s [04/15 22:31:57] ppdet.engine INFO: Epoch: [46] [1200/7329] learning_rate: 0.000100 loss_class: 0.561245 loss_bbox: 0.144401 loss_giou: 0.344537 loss_class_aux: 3.468898 loss_bbox_aux: 0.961441 loss_giou_aux: 2.043619 loss_class_dn: 0.319714 loss_bbox_dn: 0.151733 loss_giou_dn: 0.337623 loss_class_aux_dn: 1.737563 loss_bbox_aux_dn: 0.897710 loss_giou_aux_dn: 1.841502 loss: 13.886250 eta: 1 day, 11:56:47 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3120 images/s [04/15 22:32:36] ppdet.engine INFO: Epoch: [46] [1300/7329] learning_rate: 0.000100 loss_class: 0.562251 loss_bbox: 0.136968 loss_giou: 0.404397 loss_class_aux: 3.583885 loss_bbox_aux: 0.926780 loss_giou_aux: 2.501973 loss_class_dn: 0.345791 loss_bbox_dn: 0.138088 loss_giou_dn: 0.394600 loss_class_aux_dn: 1.843319 loss_bbox_aux_dn: 0.849898 loss_giou_aux_dn: 2.145492 loss: 13.973337 eta: 1 day, 11:56:11 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3882 images/s [04/15 22:33:16] ppdet.engine INFO: Epoch: [46] [1400/7329] learning_rate: 0.000100 loss_class: 0.564085 loss_bbox: 0.129882 loss_giou: 0.373502 loss_class_aux: 3.408528 loss_bbox_aux: 0.856456 loss_giou_aux: 2.390738 loss_class_dn: 0.313102 loss_bbox_dn: 0.128630 loss_giou_dn: 0.340366 loss_class_aux_dn: 1.673306 loss_bbox_aux_dn: 0.752176 loss_giou_aux_dn: 1.862770 loss: 13.578598 eta: 1 day, 11:55:36 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2025 images/s [04/15 22:33:55] ppdet.engine INFO: Epoch: [46] [1500/7329] learning_rate: 0.000100 loss_class: 0.596556 loss_bbox: 0.137053 loss_giou: 0.344264 loss_class_aux: 3.734133 loss_bbox_aux: 0.916315 loss_giou_aux: 2.146258 loss_class_dn: 0.330870 loss_bbox_dn: 0.150925 loss_giou_dn: 0.327763 loss_class_aux_dn: 1.752918 loss_bbox_aux_dn: 0.896957 loss_giou_aux_dn: 1.842594 loss: 13.862192 eta: 1 day, 11:55:01 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2695 images/s [04/15 22:34:35] ppdet.engine INFO: Epoch: [46] [1600/7329] learning_rate: 0.000100 loss_class: 0.605799 loss_bbox: 0.148872 loss_giou: 0.334164 loss_class_aux: 3.997726 loss_bbox_aux: 0.954195 loss_giou_aux: 2.126614 loss_class_dn: 0.325173 loss_bbox_dn: 0.138109 loss_giou_dn: 0.335397 loss_class_aux_dn: 1.820731 loss_bbox_aux_dn: 0.834958 loss_giou_aux_dn: 1.913647 loss: 14.295934 eta: 1 day, 11:54:25 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3143 images/s [04/15 22:35:14] ppdet.engine INFO: Epoch: [46] [1700/7329] learning_rate: 0.000100 loss_class: 0.632957 loss_bbox: 0.137353 loss_giou: 0.472764 loss_class_aux: 3.917314 loss_bbox_aux: 0.883654 loss_giou_aux: 3.005829 loss_class_dn: 0.360869 loss_bbox_dn: 0.150333 loss_giou_dn: 0.431958 loss_class_aux_dn: 1.920652 loss_bbox_aux_dn: 0.870468 loss_giou_aux_dn: 2.345520 loss: 15.308345 eta: 1 day, 11:53:50 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2739 images/s [04/15 22:35:54] ppdet.engine INFO: Epoch: [46] [1800/7329] learning_rate: 0.000100 loss_class: 0.555682 loss_bbox: 0.133838 loss_giou: 0.368542 loss_class_aux: 3.422804 loss_bbox_aux: 0.877779 loss_giou_aux: 2.363366 loss_class_dn: 0.303967 loss_bbox_dn: 0.134546 loss_giou_dn: 0.338382 loss_class_aux_dn: 1.635892 loss_bbox_aux_dn: 0.767256 loss_giou_aux_dn: 1.859955 loss: 12.918383 eta: 1 day, 11:53:15 batch_cost: 0.3568 data_cost: 0.0015 ips: 11.2112 images/s [04/15 22:36:33] ppdet.engine INFO: Epoch: [46] [1900/7329] learning_rate: 0.000100 loss_class: 0.571827 loss_bbox: 0.131390 loss_giou: 0.356627 loss_class_aux: 3.444210 loss_bbox_aux: 0.866183 loss_giou_aux: 2.249913 loss_class_dn: 0.300657 loss_bbox_dn: 0.135495 loss_giou_dn: 0.362295 loss_class_aux_dn: 1.647580 loss_bbox_aux_dn: 0.819784 loss_giou_aux_dn: 1.985155 loss: 13.171307 eta: 1 day, 11:52:39 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3447 images/s [04/15 22:37:12] ppdet.engine INFO: Epoch: [46] [2000/7329] learning_rate: 0.000100 loss_class: 0.566609 loss_bbox: 0.125941 loss_giou: 0.355049 loss_class_aux: 3.620855 loss_bbox_aux: 0.840404 loss_giou_aux: 2.263669 loss_class_dn: 0.330184 loss_bbox_dn: 0.131493 loss_giou_dn: 0.342696 loss_class_aux_dn: 1.857545 loss_bbox_aux_dn: 0.801552 loss_giou_aux_dn: 1.954312 loss: 14.314575 eta: 1 day, 11:52:03 batch_cost: 0.3502 data_cost: 0.0014 ips: 11.4222 images/s [04/15 22:37:51] ppdet.engine INFO: Epoch: [46] [2100/7329] learning_rate: 0.000100 loss_class: 0.537350 loss_bbox: 0.121061 loss_giou: 0.359479 loss_class_aux: 3.463183 loss_bbox_aux: 0.803792 loss_giou_aux: 2.289700 loss_class_dn: 0.324007 loss_bbox_dn: 0.121109 loss_giou_dn: 0.341290 loss_class_aux_dn: 1.752907 loss_bbox_aux_dn: 0.717726 loss_giou_aux_dn: 1.901161 loss: 13.427019 eta: 1 day, 11:51:28 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.4005 images/s [04/15 22:38:31] ppdet.engine INFO: Epoch: [46] [2200/7329] learning_rate: 0.000100 loss_class: 0.512557 loss_bbox: 0.125378 loss_giou: 0.317277 loss_class_aux: 3.254162 loss_bbox_aux: 0.797500 loss_giou_aux: 2.061701 loss_class_dn: 0.304856 loss_bbox_dn: 0.126655 loss_giou_dn: 0.309398 loss_class_aux_dn: 1.640975 loss_bbox_aux_dn: 0.757879 loss_giou_aux_dn: 1.759665 loss: 13.206848 eta: 1 day, 11:50:52 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2182 images/s [04/15 22:39:10] ppdet.engine INFO: Epoch: [46] [2300/7329] learning_rate: 0.000100 loss_class: 0.577890 loss_bbox: 0.119867 loss_giou: 0.318326 loss_class_aux: 3.759764 loss_bbox_aux: 0.790034 loss_giou_aux: 2.065053 loss_class_dn: 0.326587 loss_bbox_dn: 0.135516 loss_giou_dn: 0.329021 loss_class_aux_dn: 1.774511 loss_bbox_aux_dn: 0.814448 loss_giou_aux_dn: 1.827411 loss: 13.806896 eta: 1 day, 11:50:17 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3364 images/s [04/15 22:39:50] ppdet.engine INFO: Epoch: [46] [2400/7329] learning_rate: 0.000100 loss_class: 0.564021 loss_bbox: 0.133536 loss_giou: 0.337536 loss_class_aux: 3.564181 loss_bbox_aux: 0.889052 loss_giou_aux: 2.124459 loss_class_dn: 0.338070 loss_bbox_dn: 0.134750 loss_giou_dn: 0.350443 loss_class_aux_dn: 1.818277 loss_bbox_aux_dn: 0.764736 loss_giou_aux_dn: 1.964500 loss: 14.214603 eta: 1 day, 11:49:41 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3080 images/s [04/15 22:40:30] ppdet.engine INFO: Epoch: [46] [2500/7329] learning_rate: 0.000100 loss_class: 0.505514 loss_bbox: 0.121676 loss_giou: 0.377110 loss_class_aux: 3.299527 loss_bbox_aux: 0.817142 loss_giou_aux: 2.411368 loss_class_dn: 0.317859 loss_bbox_dn: 0.126370 loss_giou_dn: 0.329406 loss_class_aux_dn: 1.684824 loss_bbox_aux_dn: 0.739157 loss_giou_aux_dn: 1.851069 loss: 13.113411 eta: 1 day, 11:49:06 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2255 images/s [04/15 22:41:09] ppdet.engine INFO: Epoch: [46] [2600/7329] learning_rate: 0.000100 loss_class: 0.547801 loss_bbox: 0.108658 loss_giou: 0.324991 loss_class_aux: 3.471793 loss_bbox_aux: 0.756508 loss_giou_aux: 2.117386 loss_class_dn: 0.277022 loss_bbox_dn: 0.123764 loss_giou_dn: 0.320024 loss_class_aux_dn: 1.513250 loss_bbox_aux_dn: 0.763960 loss_giou_aux_dn: 1.761908 loss: 13.021385 eta: 1 day, 11:48:31 batch_cost: 0.3552 data_cost: 0.0015 ips: 11.2611 images/s [04/15 22:41:48] ppdet.engine INFO: Epoch: [46] [2700/7329] learning_rate: 0.000100 loss_class: 0.525922 loss_bbox: 0.135472 loss_giou: 0.343354 loss_class_aux: 3.321539 loss_bbox_aux: 0.891118 loss_giou_aux: 2.170320 loss_class_dn: 0.301853 loss_bbox_dn: 0.152236 loss_giou_dn: 0.326552 loss_class_aux_dn: 1.585704 loss_bbox_aux_dn: 0.921313 loss_giou_aux_dn: 1.841279 loss: 12.918783 eta: 1 day, 11:47:55 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3609 images/s [04/15 22:42:28] ppdet.engine INFO: Epoch: [46] [2800/7329] learning_rate: 0.000100 loss_class: 0.572080 loss_bbox: 0.124480 loss_giou: 0.333448 loss_class_aux: 3.537941 loss_bbox_aux: 0.757732 loss_giou_aux: 2.096621 loss_class_dn: 0.323686 loss_bbox_dn: 0.132642 loss_giou_dn: 0.317946 loss_class_aux_dn: 1.746592 loss_bbox_aux_dn: 0.808309 loss_giou_aux_dn: 1.821031 loss: 13.859842 eta: 1 day, 11:47:20 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3061 images/s [04/15 22:43:07] ppdet.engine INFO: Epoch: [46] [2900/7329] learning_rate: 0.000100 loss_class: 0.574863 loss_bbox: 0.132465 loss_giou: 0.418238 loss_class_aux: 3.698889 loss_bbox_aux: 0.867930 loss_giou_aux: 2.623305 loss_class_dn: 0.353953 loss_bbox_dn: 0.135785 loss_giou_dn: 0.407163 loss_class_aux_dn: 1.855905 loss_bbox_aux_dn: 0.823965 loss_giou_aux_dn: 2.305677 loss: 14.674690 eta: 1 day, 11:46:45 batch_cost: 0.3575 data_cost: 0.0014 ips: 11.1882 images/s [04/15 22:43:47] ppdet.engine INFO: Epoch: [46] [3000/7329] learning_rate: 0.000100 loss_class: 0.550056 loss_bbox: 0.129770 loss_giou: 0.350521 loss_class_aux: 3.441308 loss_bbox_aux: 0.805661 loss_giou_aux: 2.236776 loss_class_dn: 0.307322 loss_bbox_dn: 0.125721 loss_giou_dn: 0.325588 loss_class_aux_dn: 1.689296 loss_bbox_aux_dn: 0.764639 loss_giou_aux_dn: 1.808157 loss: 13.170159 eta: 1 day, 11:46:09 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2929 images/s [04/15 22:44:26] ppdet.engine INFO: Epoch: [46] [3100/7329] learning_rate: 0.000100 loss_class: 0.543081 loss_bbox: 0.129964 loss_giou: 0.308849 loss_class_aux: 3.487355 loss_bbox_aux: 0.855749 loss_giou_aux: 2.135393 loss_class_dn: 0.290326 loss_bbox_dn: 0.131518 loss_giou_dn: 0.319845 loss_class_aux_dn: 1.599019 loss_bbox_aux_dn: 0.852641 loss_giou_aux_dn: 1.826941 loss: 12.883194 eta: 1 day, 11:45:33 batch_cost: 0.3505 data_cost: 0.0014 ips: 11.4113 images/s [04/15 22:45:05] ppdet.engine INFO: Epoch: [46] [3200/7329] learning_rate: 0.000100 loss_class: 0.523489 loss_bbox: 0.118157 loss_giou: 0.333406 loss_class_aux: 3.347267 loss_bbox_aux: 0.811234 loss_giou_aux: 2.165116 loss_class_dn: 0.296542 loss_bbox_dn: 0.140264 loss_giou_dn: 0.324314 loss_class_aux_dn: 1.577431 loss_bbox_aux_dn: 0.817118 loss_giou_aux_dn: 1.842263 loss: 12.693187 eta: 1 day, 11:44:58 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3435 images/s [04/15 22:45:45] ppdet.engine INFO: Epoch: [46] [3300/7329] learning_rate: 0.000100 loss_class: 0.581704 loss_bbox: 0.126450 loss_giou: 0.316811 loss_class_aux: 3.665381 loss_bbox_aux: 0.809968 loss_giou_aux: 2.034027 loss_class_dn: 0.329473 loss_bbox_dn: 0.128831 loss_giou_dn: 0.302865 loss_class_aux_dn: 1.799542 loss_bbox_aux_dn: 0.789792 loss_giou_aux_dn: 1.698213 loss: 13.257105 eta: 1 day, 11:44:22 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2146 images/s [04/15 22:46:24] ppdet.engine INFO: Epoch: [46] [3400/7329] learning_rate: 0.000100 loss_class: 0.588778 loss_bbox: 0.133751 loss_giou: 0.427701 loss_class_aux: 3.732060 loss_bbox_aux: 0.843144 loss_giou_aux: 2.753189 loss_class_dn: 0.340383 loss_bbox_dn: 0.154561 loss_giou_dn: 0.397694 loss_class_aux_dn: 1.825634 loss_bbox_aux_dn: 0.881898 loss_giou_aux_dn: 2.194890 loss: 14.543056 eta: 1 day, 11:43:47 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.4005 images/s [04/15 22:47:03] ppdet.engine INFO: Epoch: [46] [3500/7329] learning_rate: 0.000100 loss_class: 0.585047 loss_bbox: 0.140096 loss_giou: 0.360872 loss_class_aux: 3.833748 loss_bbox_aux: 0.902496 loss_giou_aux: 2.211143 loss_class_dn: 0.317144 loss_bbox_dn: 0.139726 loss_giou_dn: 0.350121 loss_class_aux_dn: 1.763296 loss_bbox_aux_dn: 0.804286 loss_giou_aux_dn: 1.978262 loss: 14.060459 eta: 1 day, 11:43:11 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.3994 images/s [04/15 22:47:42] ppdet.engine INFO: Epoch: [46] [3600/7329] learning_rate: 0.000100 loss_class: 0.544700 loss_bbox: 0.121164 loss_giou: 0.353414 loss_class_aux: 3.407808 loss_bbox_aux: 0.826350 loss_giou_aux: 2.152807 loss_class_dn: 0.306965 loss_bbox_dn: 0.129972 loss_giou_dn: 0.322060 loss_class_aux_dn: 1.613023 loss_bbox_aux_dn: 0.847040 loss_giou_aux_dn: 1.853832 loss: 12.950230 eta: 1 day, 11:42:35 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4040 images/s [04/15 22:48:22] ppdet.engine INFO: Epoch: [46] [3700/7329] learning_rate: 0.000100 loss_class: 0.563934 loss_bbox: 0.130614 loss_giou: 0.340104 loss_class_aux: 3.586737 loss_bbox_aux: 0.838286 loss_giou_aux: 2.181722 loss_class_dn: 0.326186 loss_bbox_dn: 0.136794 loss_giou_dn: 0.358897 loss_class_aux_dn: 1.732202 loss_bbox_aux_dn: 0.850541 loss_giou_aux_dn: 1.988898 loss: 13.602917 eta: 1 day, 11:42:00 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3011 images/s [04/15 22:49:01] ppdet.engine INFO: Epoch: [46] [3800/7329] learning_rate: 0.000100 loss_class: 0.521698 loss_bbox: 0.120238 loss_giou: 0.308346 loss_class_aux: 3.470870 loss_bbox_aux: 0.821323 loss_giou_aux: 1.894285 loss_class_dn: 0.290427 loss_bbox_dn: 0.149407 loss_giou_dn: 0.315941 loss_class_aux_dn: 1.585593 loss_bbox_aux_dn: 0.845431 loss_giou_aux_dn: 1.784862 loss: 12.317689 eta: 1 day, 11:41:24 batch_cost: 0.3504 data_cost: 0.0014 ips: 11.4171 images/s [04/15 22:49:40] ppdet.engine INFO: Epoch: [46] [3900/7329] learning_rate: 0.000100 loss_class: 0.517046 loss_bbox: 0.144302 loss_giou: 0.365487 loss_class_aux: 3.277199 loss_bbox_aux: 0.927073 loss_giou_aux: 2.273917 loss_class_dn: 0.310765 loss_bbox_dn: 0.139577 loss_giou_dn: 0.320205 loss_class_aux_dn: 1.694512 loss_bbox_aux_dn: 0.834158 loss_giou_aux_dn: 1.813355 loss: 13.449087 eta: 1 day, 11:40:48 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2749 images/s [04/15 22:50:20] ppdet.engine INFO: Epoch: [46] [4000/7329] learning_rate: 0.000100 loss_class: 0.594010 loss_bbox: 0.139247 loss_giou: 0.389530 loss_class_aux: 3.696427 loss_bbox_aux: 0.932473 loss_giou_aux: 2.460680 loss_class_dn: 0.319361 loss_bbox_dn: 0.146410 loss_giou_dn: 0.346165 loss_class_aux_dn: 1.679893 loss_bbox_aux_dn: 0.868631 loss_giou_aux_dn: 1.971709 loss: 13.374457 eta: 1 day, 11:40:13 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2714 images/s [04/15 22:51:00] ppdet.engine INFO: Epoch: [46] [4100/7329] learning_rate: 0.000100 loss_class: 0.566983 loss_bbox: 0.130889 loss_giou: 0.360562 loss_class_aux: 3.704051 loss_bbox_aux: 0.843261 loss_giou_aux: 2.427877 loss_class_dn: 0.319238 loss_bbox_dn: 0.135472 loss_giou_dn: 0.358688 loss_class_aux_dn: 1.727516 loss_bbox_aux_dn: 0.821095 loss_giou_aux_dn: 1.979198 loss: 13.202221 eta: 1 day, 11:39:38 batch_cost: 0.3591 data_cost: 0.0015 ips: 11.1377 images/s [04/15 22:51:39] ppdet.engine INFO: Epoch: [46] [4200/7329] learning_rate: 0.000100 loss_class: 0.568930 loss_bbox: 0.138596 loss_giou: 0.438765 loss_class_aux: 3.665931 loss_bbox_aux: 0.851198 loss_giou_aux: 2.880843 loss_class_dn: 0.305428 loss_bbox_dn: 0.136153 loss_giou_dn: 0.422113 loss_class_aux_dn: 1.643504 loss_bbox_aux_dn: 0.833166 loss_giou_aux_dn: 2.313449 loss: 14.531233 eta: 1 day, 11:39:03 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2788 images/s [04/15 22:52:18] ppdet.engine INFO: Epoch: [46] [4300/7329] learning_rate: 0.000100 loss_class: 0.562555 loss_bbox: 0.122847 loss_giou: 0.351504 loss_class_aux: 3.627162 loss_bbox_aux: 0.851743 loss_giou_aux: 2.350717 loss_class_dn: 0.338675 loss_bbox_dn: 0.131904 loss_giou_dn: 0.340329 loss_class_aux_dn: 1.874639 loss_bbox_aux_dn: 0.820378 loss_giou_aux_dn: 1.905831 loss: 13.852385 eta: 1 day, 11:38:27 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3377 images/s [04/15 22:52:58] ppdet.engine INFO: Epoch: [46] [4400/7329] learning_rate: 0.000100 loss_class: 0.563890 loss_bbox: 0.118397 loss_giou: 0.313225 loss_class_aux: 3.724586 loss_bbox_aux: 0.804157 loss_giou_aux: 2.094204 loss_class_dn: 0.307015 loss_bbox_dn: 0.141707 loss_giou_dn: 0.330863 loss_class_aux_dn: 1.666268 loss_bbox_aux_dn: 0.841992 loss_giou_aux_dn: 1.902985 loss: 13.220657 eta: 1 day, 11:37:52 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2799 images/s [04/15 22:53:38] ppdet.engine INFO: Epoch: [46] [4500/7329] learning_rate: 0.000100 loss_class: 0.494627 loss_bbox: 0.135514 loss_giou: 0.351909 loss_class_aux: 3.204610 loss_bbox_aux: 0.914481 loss_giou_aux: 2.307055 loss_class_dn: 0.314820 loss_bbox_dn: 0.139742 loss_giou_dn: 0.330552 loss_class_aux_dn: 1.681764 loss_bbox_aux_dn: 0.823566 loss_giou_aux_dn: 1.891567 loss: 13.131846 eta: 1 day, 11:37:17 batch_cost: 0.3575 data_cost: 0.0014 ips: 11.1889 images/s [04/15 22:54:17] ppdet.engine INFO: Epoch: [46] [4600/7329] learning_rate: 0.000100 loss_class: 0.544097 loss_bbox: 0.140459 loss_giou: 0.346736 loss_class_aux: 3.488845 loss_bbox_aux: 0.940918 loss_giou_aux: 2.187360 loss_class_dn: 0.307114 loss_bbox_dn: 0.141459 loss_giou_dn: 0.324453 loss_class_aux_dn: 1.635958 loss_bbox_aux_dn: 0.888735 loss_giou_aux_dn: 1.851343 loss: 13.414539 eta: 1 day, 11:36:42 batch_cost: 0.3576 data_cost: 0.0014 ips: 11.1847 images/s [04/15 22:54:57] ppdet.engine INFO: Epoch: [46] [4700/7329] learning_rate: 0.000100 loss_class: 0.527893 loss_bbox: 0.118807 loss_giou: 0.356250 loss_class_aux: 3.366393 loss_bbox_aux: 0.802134 loss_giou_aux: 2.273172 loss_class_dn: 0.307038 loss_bbox_dn: 0.123862 loss_giou_dn: 0.344755 loss_class_aux_dn: 1.608062 loss_bbox_aux_dn: 0.756347 loss_giou_aux_dn: 1.923621 loss: 12.737192 eta: 1 day, 11:36:06 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2640 images/s [04/15 22:55:36] ppdet.engine INFO: Epoch: [46] [4800/7329] learning_rate: 0.000100 loss_class: 0.589679 loss_bbox: 0.118990 loss_giou: 0.399932 loss_class_aux: 3.879913 loss_bbox_aux: 0.807855 loss_giou_aux: 2.552881 loss_class_dn: 0.353283 loss_bbox_dn: 0.130839 loss_giou_dn: 0.375284 loss_class_aux_dn: 1.880190 loss_bbox_aux_dn: 0.775058 loss_giou_aux_dn: 2.144962 loss: 14.872035 eta: 1 day, 11:35:31 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3136 images/s [04/15 22:56:16] ppdet.engine INFO: Epoch: [46] [4900/7329] learning_rate: 0.000100 loss_class: 0.660521 loss_bbox: 0.151537 loss_giou: 0.487429 loss_class_aux: 4.058058 loss_bbox_aux: 1.026084 loss_giou_aux: 2.997134 loss_class_dn: 0.385832 loss_bbox_dn: 0.161124 loss_giou_dn: 0.440536 loss_class_aux_dn: 2.078888 loss_bbox_aux_dn: 0.925920 loss_giou_aux_dn: 2.453176 loss: 16.397453 eta: 1 day, 11:34:55 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3407 images/s [04/15 22:56:55] ppdet.engine INFO: Epoch: [46] [5000/7329] learning_rate: 0.000100 loss_class: 0.588368 loss_bbox: 0.143877 loss_giou: 0.376948 loss_class_aux: 3.651482 loss_bbox_aux: 0.936102 loss_giou_aux: 2.317660 loss_class_dn: 0.342077 loss_bbox_dn: 0.152536 loss_giou_dn: 0.374172 loss_class_aux_dn: 1.837478 loss_bbox_aux_dn: 0.904121 loss_giou_aux_dn: 2.180987 loss: 14.372602 eta: 1 day, 11:34:19 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3500 images/s [04/15 22:57:34] ppdet.engine INFO: Epoch: [46] [5100/7329] learning_rate: 0.000100 loss_class: 0.539345 loss_bbox: 0.138853 loss_giou: 0.350584 loss_class_aux: 3.552414 loss_bbox_aux: 0.875793 loss_giou_aux: 2.281321 loss_class_dn: 0.319011 loss_bbox_dn: 0.134586 loss_giou_dn: 0.326487 loss_class_aux_dn: 1.724118 loss_bbox_aux_dn: 0.822061 loss_giou_aux_dn: 1.825130 loss: 13.707302 eta: 1 day, 11:33:44 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3621 images/s [04/15 22:58:13] ppdet.engine INFO: Epoch: [46] [5200/7329] learning_rate: 0.000100 loss_class: 0.510598 loss_bbox: 0.120033 loss_giou: 0.347845 loss_class_aux: 3.224235 loss_bbox_aux: 0.820324 loss_giou_aux: 2.222509 loss_class_dn: 0.303219 loss_bbox_dn: 0.125262 loss_giou_dn: 0.332708 loss_class_aux_dn: 1.675786 loss_bbox_aux_dn: 0.767393 loss_giou_aux_dn: 1.864449 loss: 12.297976 eta: 1 day, 11:33:08 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2916 images/s [04/15 22:58:53] ppdet.engine INFO: Epoch: [46] [5300/7329] learning_rate: 0.000100 loss_class: 0.638046 loss_bbox: 0.144867 loss_giou: 0.394710 loss_class_aux: 4.062182 loss_bbox_aux: 0.950122 loss_giou_aux: 2.528044 loss_class_dn: 0.355254 loss_bbox_dn: 0.167686 loss_giou_dn: 0.405932 loss_class_aux_dn: 1.898123 loss_bbox_aux_dn: 0.970423 loss_giou_aux_dn: 2.236530 loss: 15.029042 eta: 1 day, 11:32:33 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2778 images/s [04/15 22:59:33] ppdet.engine INFO: Epoch: [46] [5400/7329] learning_rate: 0.000100 loss_class: 0.590872 loss_bbox: 0.123137 loss_giou: 0.486633 loss_class_aux: 3.771219 loss_bbox_aux: 0.854940 loss_giou_aux: 3.021941 loss_class_dn: 0.372223 loss_bbox_dn: 0.132789 loss_giou_dn: 0.456938 loss_class_aux_dn: 1.947827 loss_bbox_aux_dn: 0.786976 loss_giou_aux_dn: 2.504724 loss: 15.639095 eta: 1 day, 11:31:58 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2050 images/s [04/15 23:00:12] ppdet.engine INFO: Epoch: [46] [5500/7329] learning_rate: 0.000100 loss_class: 0.554641 loss_bbox: 0.125405 loss_giou: 0.337490 loss_class_aux: 3.428638 loss_bbox_aux: 0.854670 loss_giou_aux: 2.168187 loss_class_dn: 0.304858 loss_bbox_dn: 0.131150 loss_giou_dn: 0.310222 loss_class_aux_dn: 1.659022 loss_bbox_aux_dn: 0.786600 loss_giou_aux_dn: 1.787829 loss: 12.790321 eta: 1 day, 11:31:22 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3430 images/s [04/15 23:00:51] ppdet.engine INFO: Epoch: [46] [5600/7329] learning_rate: 0.000100 loss_class: 0.587143 loss_bbox: 0.122615 loss_giou: 0.412539 loss_class_aux: 3.773805 loss_bbox_aux: 0.791863 loss_giou_aux: 2.571529 loss_class_dn: 0.326845 loss_bbox_dn: 0.138728 loss_giou_dn: 0.367279 loss_class_aux_dn: 1.736158 loss_bbox_aux_dn: 0.857539 loss_giou_aux_dn: 2.016840 loss: 13.718147 eta: 1 day, 11:30:47 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2896 images/s [04/15 23:01:31] ppdet.engine INFO: Epoch: [46] [5700/7329] learning_rate: 0.000100 loss_class: 0.515009 loss_bbox: 0.125314 loss_giou: 0.324670 loss_class_aux: 3.293632 loss_bbox_aux: 0.878990 loss_giou_aux: 2.107832 loss_class_dn: 0.300295 loss_bbox_dn: 0.131305 loss_giou_dn: 0.324661 loss_class_aux_dn: 1.629731 loss_bbox_aux_dn: 0.768097 loss_giou_aux_dn: 1.837381 loss: 12.395266 eta: 1 day, 11:30:12 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2255 images/s [04/15 23:02:10] ppdet.engine INFO: Epoch: [46] [5800/7329] learning_rate: 0.000100 loss_class: 0.532830 loss_bbox: 0.136324 loss_giou: 0.346581 loss_class_aux: 3.417161 loss_bbox_aux: 0.898805 loss_giou_aux: 2.150844 loss_class_dn: 0.301556 loss_bbox_dn: 0.150524 loss_giou_dn: 0.326289 loss_class_aux_dn: 1.611889 loss_bbox_aux_dn: 0.908977 loss_giou_aux_dn: 1.823818 loss: 12.404957 eta: 1 day, 11:29:36 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2806 images/s [04/15 23:02:50] ppdet.engine INFO: Epoch: [46] [5900/7329] learning_rate: 0.000100 loss_class: 0.530552 loss_bbox: 0.131728 loss_giou: 0.373024 loss_class_aux: 3.468320 loss_bbox_aux: 0.862487 loss_giou_aux: 2.384066 loss_class_dn: 0.301487 loss_bbox_dn: 0.138032 loss_giou_dn: 0.330794 loss_class_aux_dn: 1.606899 loss_bbox_aux_dn: 0.796132 loss_giou_aux_dn: 1.848194 loss: 12.978375 eta: 1 day, 11:29:00 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3745 images/s [04/15 23:03:29] ppdet.engine INFO: Epoch: [46] [6000/7329] learning_rate: 0.000100 loss_class: 0.564185 loss_bbox: 0.119996 loss_giou: 0.333186 loss_class_aux: 3.490750 loss_bbox_aux: 0.805811 loss_giou_aux: 2.248653 loss_class_dn: 0.287728 loss_bbox_dn: 0.130692 loss_giou_dn: 0.328124 loss_class_aux_dn: 1.605908 loss_bbox_aux_dn: 0.808085 loss_giou_aux_dn: 1.826027 loss: 12.940849 eta: 1 day, 11:28:25 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3657 images/s [04/15 23:04:09] ppdet.engine INFO: Epoch: [46] [6100/7329] learning_rate: 0.000100 loss_class: 0.582516 loss_bbox: 0.134328 loss_giou: 0.371713 loss_class_aux: 3.643225 loss_bbox_aux: 0.859537 loss_giou_aux: 2.325121 loss_class_dn: 0.311425 loss_bbox_dn: 0.142417 loss_giou_dn: 0.357565 loss_class_aux_dn: 1.713530 loss_bbox_aux_dn: 0.831286 loss_giou_aux_dn: 1.990685 loss: 13.090145 eta: 1 day, 11:27:50 batch_cost: 0.3568 data_cost: 0.0014 ips: 11.2097 images/s [04/15 23:04:48] ppdet.engine INFO: Epoch: [46] [6200/7329] learning_rate: 0.000100 loss_class: 0.591001 loss_bbox: 0.158803 loss_giou: 0.375100 loss_class_aux: 3.833373 loss_bbox_aux: 1.064328 loss_giou_aux: 2.438828 loss_class_dn: 0.352496 loss_bbox_dn: 0.150420 loss_giou_dn: 0.368324 loss_class_aux_dn: 1.862721 loss_bbox_aux_dn: 0.855248 loss_giou_aux_dn: 2.116265 loss: 14.530775 eta: 1 day, 11:27:14 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3014 images/s [04/15 23:05:27] ppdet.engine INFO: Epoch: [46] [6300/7329] learning_rate: 0.000100 loss_class: 0.564631 loss_bbox: 0.132722 loss_giou: 0.334106 loss_class_aux: 3.683748 loss_bbox_aux: 0.913342 loss_giou_aux: 2.131950 loss_class_dn: 0.331579 loss_bbox_dn: 0.150748 loss_giou_dn: 0.328554 loss_class_aux_dn: 1.769141 loss_bbox_aux_dn: 0.879445 loss_giou_aux_dn: 1.822773 loss: 14.568464 eta: 1 day, 11:26:39 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2636 images/s [04/15 23:06:06] ppdet.engine INFO: Epoch: [46] [6400/7329] learning_rate: 0.000100 loss_class: 0.519720 loss_bbox: 0.127341 loss_giou: 0.316896 loss_class_aux: 3.405887 loss_bbox_aux: 0.841061 loss_giou_aux: 2.063306 loss_class_dn: 0.312085 loss_bbox_dn: 0.136238 loss_giou_dn: 0.305847 loss_class_aux_dn: 1.688298 loss_bbox_aux_dn: 0.844255 loss_giou_aux_dn: 1.719728 loss: 12.665897 eta: 1 day, 11:26:03 batch_cost: 0.3489 data_cost: 0.0014 ips: 11.4648 images/s [04/15 23:06:46] ppdet.engine INFO: Epoch: [46] [6500/7329] learning_rate: 0.000100 loss_class: 0.633279 loss_bbox: 0.124670 loss_giou: 0.433905 loss_class_aux: 3.926179 loss_bbox_aux: 0.855687 loss_giou_aux: 2.643886 loss_class_dn: 0.351536 loss_bbox_dn: 0.126053 loss_giou_dn: 0.404482 loss_class_aux_dn: 1.872813 loss_bbox_aux_dn: 0.790855 loss_giou_aux_dn: 2.254836 loss: 14.820288 eta: 1 day, 11:25:27 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3100 images/s [04/15 23:07:25] ppdet.engine INFO: Epoch: [46] [6600/7329] learning_rate: 0.000100 loss_class: 0.527270 loss_bbox: 0.118655 loss_giou: 0.371049 loss_class_aux: 3.389256 loss_bbox_aux: 0.781994 loss_giou_aux: 2.370791 loss_class_dn: 0.294097 loss_bbox_dn: 0.117429 loss_giou_dn: 0.336713 loss_class_aux_dn: 1.620221 loss_bbox_aux_dn: 0.697172 loss_giou_aux_dn: 1.865649 loss: 12.677708 eta: 1 day, 11:24:52 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2717 images/s [04/15 23:08:05] ppdet.engine INFO: Epoch: [46] [6700/7329] learning_rate: 0.000100 loss_class: 0.594435 loss_bbox: 0.136940 loss_giou: 0.371809 loss_class_aux: 3.595472 loss_bbox_aux: 0.874048 loss_giou_aux: 2.411202 loss_class_dn: 0.331458 loss_bbox_dn: 0.143542 loss_giou_dn: 0.340478 loss_class_aux_dn: 1.789845 loss_bbox_aux_dn: 0.825566 loss_giou_aux_dn: 1.867362 loss: 12.767649 eta: 1 day, 11:24:17 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2667 images/s [04/15 23:08:44] ppdet.engine INFO: Epoch: [46] [6800/7329] learning_rate: 0.000100 loss_class: 0.581199 loss_bbox: 0.119283 loss_giou: 0.347775 loss_class_aux: 3.719622 loss_bbox_aux: 0.763590 loss_giou_aux: 2.206186 loss_class_dn: 0.319981 loss_bbox_dn: 0.121733 loss_giou_dn: 0.337419 loss_class_aux_dn: 1.724921 loss_bbox_aux_dn: 0.737365 loss_giou_aux_dn: 1.920659 loss: 14.047331 eta: 1 day, 11:23:41 batch_cost: 0.3566 data_cost: 0.0015 ips: 11.2166 images/s [04/15 23:09:24] ppdet.engine INFO: Epoch: [46] [6900/7329] learning_rate: 0.000100 loss_class: 0.554347 loss_bbox: 0.116845 loss_giou: 0.358635 loss_class_aux: 3.457769 loss_bbox_aux: 0.816399 loss_giou_aux: 2.320891 loss_class_dn: 0.302760 loss_bbox_dn: 0.145245 loss_giou_dn: 0.347430 loss_class_aux_dn: 1.638337 loss_bbox_aux_dn: 0.870329 loss_giou_aux_dn: 1.921054 loss: 13.454227 eta: 1 day, 11:23:06 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2140 images/s [04/15 23:10:03] ppdet.engine INFO: Epoch: [46] [7000/7329] learning_rate: 0.000100 loss_class: 0.614750 loss_bbox: 0.139186 loss_giou: 0.430498 loss_class_aux: 3.952497 loss_bbox_aux: 0.943573 loss_giou_aux: 2.753887 loss_class_dn: 0.368546 loss_bbox_dn: 0.143086 loss_giou_dn: 0.411698 loss_class_aux_dn: 2.003338 loss_bbox_aux_dn: 0.821145 loss_giou_aux_dn: 2.363352 loss: 15.627851 eta: 1 day, 11:22:30 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4616 images/s [04/15 23:10:42] ppdet.engine INFO: Epoch: [46] [7100/7329] learning_rate: 0.000100 loss_class: 0.487487 loss_bbox: 0.129188 loss_giou: 0.301626 loss_class_aux: 3.117282 loss_bbox_aux: 0.847360 loss_giou_aux: 1.956395 loss_class_dn: 0.282683 loss_bbox_dn: 0.134285 loss_giou_dn: 0.296756 loss_class_aux_dn: 1.546997 loss_bbox_aux_dn: 0.816499 loss_giou_aux_dn: 1.674374 loss: 12.139440 eta: 1 day, 11:21:54 batch_cost: 0.3501 data_cost: 0.0015 ips: 11.4265 images/s [04/15 23:11:22] ppdet.engine INFO: Epoch: [46] [7200/7329] learning_rate: 0.000100 loss_class: 0.576279 loss_bbox: 0.134930 loss_giou: 0.379827 loss_class_aux: 3.605034 loss_bbox_aux: 0.856572 loss_giou_aux: 2.372368 loss_class_dn: 0.308491 loss_bbox_dn: 0.145773 loss_giou_dn: 0.351537 loss_class_aux_dn: 1.673919 loss_bbox_aux_dn: 0.870023 loss_giou_aux_dn: 1.946600 loss: 13.459785 eta: 1 day, 11:21:20 batch_cost: 0.3609 data_cost: 0.0015 ips: 11.0848 images/s [04/15 23:12:02] ppdet.engine INFO: Epoch: [46] [7300/7329] learning_rate: 0.000100 loss_class: 0.586997 loss_bbox: 0.130536 loss_giou: 0.398144 loss_class_aux: 3.742249 loss_bbox_aux: 0.879380 loss_giou_aux: 2.528957 loss_class_dn: 0.331492 loss_bbox_dn: 0.141344 loss_giou_dn: 0.374452 loss_class_aux_dn: 1.752696 loss_bbox_aux_dn: 0.864978 loss_giou_aux_dn: 2.095597 loss: 14.369351 eta: 1 day, 11:20:44 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2381 images/s [04/15 23:12:16] ppdet.engine INFO: Eval iter: 0 [04/15 23:12:28] ppdet.engine INFO: Eval iter: 100 [04/15 23:12:40] ppdet.engine INFO: Eval iter: 200 [04/15 23:12:52] ppdet.engine INFO: Eval iter: 300 [04/15 23:13:04] ppdet.engine INFO: Eval iter: 400 [04/15 23:13:16] ppdet.engine INFO: Eval iter: 500 [04/15 23:13:28] ppdet.engine INFO: Eval iter: 600 [04/15 23:13:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/15 23:13:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.40s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.07s). Accumulating evaluation results... DONE (t=16.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.728 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/15 23:15:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.84234447035992 [04/15 23:15:34] ppdet.engine INFO: Best test bbox ap is 0.545. [04/15 23:15:35] ppdet.engine INFO: Epoch: [47] [ 0/7329] learning_rate: 0.000100 loss_class: 0.603532 loss_bbox: 0.131306 loss_giou: 0.390694 loss_class_aux: 3.756352 loss_bbox_aux: 0.911771 loss_giou_aux: 2.478186 loss_class_dn: 0.333590 loss_bbox_dn: 0.141225 loss_giou_dn: 0.378917 loss_class_aux_dn: 1.759515 loss_bbox_aux_dn: 0.833820 loss_giou_aux_dn: 2.118308 loss: 15.109655 eta: 1 day, 11:20:34 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2517 images/s [04/15 23:16:15] ppdet.engine INFO: Epoch: [47] [ 100/7329] learning_rate: 0.000100 loss_class: 0.590096 loss_bbox: 0.124581 loss_giou: 0.412821 loss_class_aux: 3.710731 loss_bbox_aux: 0.773745 loss_giou_aux: 2.629856 loss_class_dn: 0.336310 loss_bbox_dn: 0.129078 loss_giou_dn: 0.368901 loss_class_aux_dn: 1.778505 loss_bbox_aux_dn: 0.761411 loss_giou_aux_dn: 2.075202 loss: 13.493343 eta: 1 day, 11:19:59 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2036 images/s [04/15 23:16:55] ppdet.engine INFO: Epoch: [47] [ 200/7329] learning_rate: 0.000100 loss_class: 0.610306 loss_bbox: 0.124213 loss_giou: 0.409015 loss_class_aux: 3.880979 loss_bbox_aux: 0.818111 loss_giou_aux: 2.532251 loss_class_dn: 0.370054 loss_bbox_dn: 0.129750 loss_giou_dn: 0.397084 loss_class_aux_dn: 1.971712 loss_bbox_aux_dn: 0.750671 loss_giou_aux_dn: 2.195747 loss: 15.055262 eta: 1 day, 11:19:24 batch_cost: 0.3573 data_cost: 0.0015 ips: 11.1938 images/s [04/15 23:17:34] ppdet.engine INFO: Epoch: [47] [ 300/7329] learning_rate: 0.000100 loss_class: 0.561239 loss_bbox: 0.139180 loss_giou: 0.322704 loss_class_aux: 3.600834 loss_bbox_aux: 0.886591 loss_giou_aux: 2.069505 loss_class_dn: 0.308989 loss_bbox_dn: 0.138783 loss_giou_dn: 0.321913 loss_class_aux_dn: 1.651182 loss_bbox_aux_dn: 0.872516 loss_giou_aux_dn: 1.817449 loss: 13.087778 eta: 1 day, 11:18:48 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2994 images/s [04/15 23:18:14] ppdet.engine INFO: Epoch: [47] [ 400/7329] learning_rate: 0.000100 loss_class: 0.533660 loss_bbox: 0.121663 loss_giou: 0.329811 loss_class_aux: 3.325980 loss_bbox_aux: 0.781092 loss_giou_aux: 2.036565 loss_class_dn: 0.292882 loss_bbox_dn: 0.138388 loss_giou_dn: 0.297346 loss_class_aux_dn: 1.590108 loss_bbox_aux_dn: 0.822683 loss_giou_aux_dn: 1.674087 loss: 12.667458 eta: 1 day, 11:18:13 batch_cost: 0.3531 data_cost: 0.0017 ips: 11.3297 images/s [04/15 23:18:53] ppdet.engine INFO: Epoch: [47] [ 500/7329] learning_rate: 0.000100 loss_class: 0.622076 loss_bbox: 0.140462 loss_giou: 0.391490 loss_class_aux: 3.974329 loss_bbox_aux: 0.915553 loss_giou_aux: 2.401307 loss_class_dn: 0.357291 loss_bbox_dn: 0.139950 loss_giou_dn: 0.372526 loss_class_aux_dn: 1.910365 loss_bbox_aux_dn: 0.868653 loss_giou_aux_dn: 2.053484 loss: 14.602863 eta: 1 day, 11:17:37 batch_cost: 0.3496 data_cost: 0.0016 ips: 11.4403 images/s [04/15 23:19:32] ppdet.engine INFO: Epoch: [47] [ 600/7329] learning_rate: 0.000100 loss_class: 0.529730 loss_bbox: 0.122537 loss_giou: 0.358163 loss_class_aux: 3.308440 loss_bbox_aux: 0.797156 loss_giou_aux: 2.303332 loss_class_dn: 0.318905 loss_bbox_dn: 0.131795 loss_giou_dn: 0.336323 loss_class_aux_dn: 1.769266 loss_bbox_aux_dn: 0.806391 loss_giou_aux_dn: 1.899970 loss: 13.081900 eta: 1 day, 11:17:01 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3859 images/s [04/15 23:20:11] ppdet.engine INFO: Epoch: [47] [ 700/7329] learning_rate: 0.000100 loss_class: 0.511950 loss_bbox: 0.118605 loss_giou: 0.333619 loss_class_aux: 3.254532 loss_bbox_aux: 0.783251 loss_giou_aux: 2.110237 loss_class_dn: 0.287517 loss_bbox_dn: 0.133118 loss_giou_dn: 0.313694 loss_class_aux_dn: 1.512015 loss_bbox_aux_dn: 0.779094 loss_giou_aux_dn: 1.802137 loss: 12.710052 eta: 1 day, 11:16:25 batch_cost: 0.3521 data_cost: 0.0017 ips: 11.3607 images/s [04/15 23:20:51] ppdet.engine INFO: Epoch: [47] [ 800/7329] learning_rate: 0.000100 loss_class: 0.577913 loss_bbox: 0.125929 loss_giou: 0.342600 loss_class_aux: 3.725085 loss_bbox_aux: 0.859694 loss_giou_aux: 2.166860 loss_class_dn: 0.317171 loss_bbox_dn: 0.134363 loss_giou_dn: 0.331934 loss_class_aux_dn: 1.753792 loss_bbox_aux_dn: 0.815174 loss_giou_aux_dn: 1.893253 loss: 13.348930 eta: 1 day, 11:15:50 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1966 images/s [04/15 23:21:30] ppdet.engine INFO: Epoch: [47] [ 900/7329] learning_rate: 0.000100 loss_class: 0.601354 loss_bbox: 0.135480 loss_giou: 0.339088 loss_class_aux: 3.845639 loss_bbox_aux: 0.853989 loss_giou_aux: 2.128998 loss_class_dn: 0.307542 loss_bbox_dn: 0.148360 loss_giou_dn: 0.331640 loss_class_aux_dn: 1.674107 loss_bbox_aux_dn: 0.885989 loss_giou_aux_dn: 1.860412 loss: 13.653275 eta: 1 day, 11:15:15 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2925 images/s [04/15 23:22:10] ppdet.engine INFO: Epoch: [47] [1000/7329] learning_rate: 0.000100 loss_class: 0.591253 loss_bbox: 0.139245 loss_giou: 0.358397 loss_class_aux: 3.828290 loss_bbox_aux: 0.948579 loss_giou_aux: 2.310491 loss_class_dn: 0.340679 loss_bbox_dn: 0.142486 loss_giou_dn: 0.378561 loss_class_aux_dn: 1.863693 loss_bbox_aux_dn: 0.835195 loss_giou_aux_dn: 2.145306 loss: 14.961259 eta: 1 day, 11:14:40 batch_cost: 0.3559 data_cost: 0.0017 ips: 11.2402 images/s [04/15 23:22:49] ppdet.engine INFO: Epoch: [47] [1100/7329] learning_rate: 0.000100 loss_class: 0.540517 loss_bbox: 0.126156 loss_giou: 0.328325 loss_class_aux: 3.434353 loss_bbox_aux: 0.851309 loss_giou_aux: 2.080287 loss_class_dn: 0.297378 loss_bbox_dn: 0.127036 loss_giou_dn: 0.321990 loss_class_aux_dn: 1.599900 loss_bbox_aux_dn: 0.797755 loss_giou_aux_dn: 1.837368 loss: 12.548168 eta: 1 day, 11:14:04 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3819 images/s [04/15 23:23:29] ppdet.engine INFO: Epoch: [47] [1200/7329] learning_rate: 0.000100 loss_class: 0.604513 loss_bbox: 0.117892 loss_giou: 0.447507 loss_class_aux: 3.958005 loss_bbox_aux: 0.813149 loss_giou_aux: 2.812383 loss_class_dn: 0.379127 loss_bbox_dn: 0.122109 loss_giou_dn: 0.434813 loss_class_aux_dn: 2.020012 loss_bbox_aux_dn: 0.733725 loss_giou_aux_dn: 2.410504 loss: 15.915634 eta: 1 day, 11:13:29 batch_cost: 0.3560 data_cost: 0.0018 ips: 11.2351 images/s [04/15 23:24:08] ppdet.engine INFO: Epoch: [47] [1300/7329] learning_rate: 0.000100 loss_class: 0.513054 loss_bbox: 0.134396 loss_giou: 0.361411 loss_class_aux: 3.367556 loss_bbox_aux: 0.887362 loss_giou_aux: 2.268511 loss_class_dn: 0.324013 loss_bbox_dn: 0.133874 loss_giou_dn: 0.324725 loss_class_aux_dn: 1.791002 loss_bbox_aux_dn: 0.805483 loss_giou_aux_dn: 1.821063 loss: 13.066553 eta: 1 day, 11:12:53 batch_cost: 0.3548 data_cost: 0.0017 ips: 11.2738 images/s [04/15 23:24:47] ppdet.engine INFO: Epoch: [47] [1400/7329] learning_rate: 0.000100 loss_class: 0.549681 loss_bbox: 0.134182 loss_giou: 0.347349 loss_class_aux: 3.407536 loss_bbox_aux: 0.905071 loss_giou_aux: 2.221433 loss_class_dn: 0.306741 loss_bbox_dn: 0.140631 loss_giou_dn: 0.331888 loss_class_aux_dn: 1.663005 loss_bbox_aux_dn: 0.835630 loss_giou_aux_dn: 1.885833 loss: 13.013345 eta: 1 day, 11:12:18 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2922 images/s [04/15 23:25:27] ppdet.engine INFO: Epoch: [47] [1500/7329] learning_rate: 0.000100 loss_class: 0.617261 loss_bbox: 0.121921 loss_giou: 0.422300 loss_class_aux: 3.962247 loss_bbox_aux: 0.820327 loss_giou_aux: 2.706244 loss_class_dn: 0.366073 loss_bbox_dn: 0.126190 loss_giou_dn: 0.435153 loss_class_aux_dn: 2.008752 loss_bbox_aux_dn: 0.766330 loss_giou_aux_dn: 2.343771 loss: 16.240038 eta: 1 day, 11:11:42 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3124 images/s [04/15 23:26:07] ppdet.engine INFO: Epoch: [47] [1600/7329] learning_rate: 0.000100 loss_class: 0.540841 loss_bbox: 0.139697 loss_giou: 0.391890 loss_class_aux: 3.571283 loss_bbox_aux: 0.860351 loss_giou_aux: 2.502755 loss_class_dn: 0.349997 loss_bbox_dn: 0.144332 loss_giou_dn: 0.382487 loss_class_aux_dn: 1.887012 loss_bbox_aux_dn: 0.860899 loss_giou_aux_dn: 2.079821 loss: 14.662174 eta: 1 day, 11:11:07 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2283 images/s [04/15 23:26:46] ppdet.engine INFO: Epoch: [47] [1700/7329] learning_rate: 0.000100 loss_class: 0.608255 loss_bbox: 0.128245 loss_giou: 0.411333 loss_class_aux: 4.019151 loss_bbox_aux: 0.840582 loss_giou_aux: 2.594407 loss_class_dn: 0.359438 loss_bbox_dn: 0.129178 loss_giou_dn: 0.398587 loss_class_aux_dn: 1.936416 loss_bbox_aux_dn: 0.776355 loss_giou_aux_dn: 2.248465 loss: 14.853667 eta: 1 day, 11:10:31 batch_cost: 0.3506 data_cost: 0.0017 ips: 11.4094 images/s [04/15 23:27:25] ppdet.engine INFO: Epoch: [47] [1800/7329] learning_rate: 0.000100 loss_class: 0.564667 loss_bbox: 0.124252 loss_giou: 0.375165 loss_class_aux: 3.658642 loss_bbox_aux: 0.834559 loss_giou_aux: 2.324915 loss_class_dn: 0.324661 loss_bbox_dn: 0.133187 loss_giou_dn: 0.336382 loss_class_aux_dn: 1.765145 loss_bbox_aux_dn: 0.800518 loss_giou_aux_dn: 1.857229 loss: 13.116056 eta: 1 day, 11:09:56 batch_cost: 0.3508 data_cost: 0.0017 ips: 11.4009 images/s [04/15 23:28:04] ppdet.engine INFO: Epoch: [47] [1900/7329] learning_rate: 0.000100 loss_class: 0.528728 loss_bbox: 0.137626 loss_giou: 0.405025 loss_class_aux: 3.406955 loss_bbox_aux: 0.871302 loss_giou_aux: 2.574913 loss_class_dn: 0.333095 loss_bbox_dn: 0.136132 loss_giou_dn: 0.371145 loss_class_aux_dn: 1.752161 loss_bbox_aux_dn: 0.802665 loss_giou_aux_dn: 2.047523 loss: 13.748150 eta: 1 day, 11:09:20 batch_cost: 0.3509 data_cost: 0.0016 ips: 11.3990 images/s [04/15 23:28:43] ppdet.engine INFO: Epoch: [47] [2000/7329] learning_rate: 0.000100 loss_class: 0.579122 loss_bbox: 0.116259 loss_giou: 0.387634 loss_class_aux: 3.794253 loss_bbox_aux: 0.803110 loss_giou_aux: 2.414220 loss_class_dn: 0.340988 loss_bbox_dn: 0.132900 loss_giou_dn: 0.384915 loss_class_aux_dn: 1.780175 loss_bbox_aux_dn: 0.828055 loss_giou_aux_dn: 2.168105 loss: 14.352956 eta: 1 day, 11:08:44 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2877 images/s [04/15 23:29:23] ppdet.engine INFO: Epoch: [47] [2100/7329] learning_rate: 0.000100 loss_class: 0.602373 loss_bbox: 0.139925 loss_giou: 0.454635 loss_class_aux: 3.834061 loss_bbox_aux: 0.955050 loss_giou_aux: 2.823876 loss_class_dn: 0.340646 loss_bbox_dn: 0.135058 loss_giou_dn: 0.401780 loss_class_aux_dn: 1.827829 loss_bbox_aux_dn: 0.862736 loss_giou_aux_dn: 2.235418 loss: 14.771419 eta: 1 day, 11:08:09 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2308 images/s [04/15 23:30:02] ppdet.engine INFO: Epoch: [47] [2200/7329] learning_rate: 0.000100 loss_class: 0.601269 loss_bbox: 0.141334 loss_giou: 0.467743 loss_class_aux: 3.939597 loss_bbox_aux: 0.940909 loss_giou_aux: 2.981890 loss_class_dn: 0.362100 loss_bbox_dn: 0.158699 loss_giou_dn: 0.413300 loss_class_aux_dn: 1.928962 loss_bbox_aux_dn: 0.902357 loss_giou_aux_dn: 2.344250 loss: 15.390942 eta: 1 day, 11:07:34 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3058 images/s [04/15 23:30:42] ppdet.engine INFO: Epoch: [47] [2300/7329] learning_rate: 0.000100 loss_class: 0.581779 loss_bbox: 0.134235 loss_giou: 0.401046 loss_class_aux: 3.692662 loss_bbox_aux: 0.898682 loss_giou_aux: 2.585177 loss_class_dn: 0.332638 loss_bbox_dn: 0.139761 loss_giou_dn: 0.382634 loss_class_aux_dn: 1.828843 loss_bbox_aux_dn: 0.848660 loss_giou_aux_dn: 2.180794 loss: 14.168268 eta: 1 day, 11:06:59 batch_cost: 0.3577 data_cost: 0.0017 ips: 11.1830 images/s [04/15 23:31:22] ppdet.engine INFO: Epoch: [47] [2400/7329] learning_rate: 0.000100 loss_class: 0.520083 loss_bbox: 0.111810 loss_giou: 0.323518 loss_class_aux: 3.223733 loss_bbox_aux: 0.741350 loss_giou_aux: 2.143331 loss_class_dn: 0.284727 loss_bbox_dn: 0.124067 loss_giou_dn: 0.298696 loss_class_aux_dn: 1.537481 loss_bbox_aux_dn: 0.742536 loss_giou_aux_dn: 1.629234 loss: 11.986904 eta: 1 day, 11:06:23 batch_cost: 0.3552 data_cost: 0.0018 ips: 11.2603 images/s [04/15 23:32:01] ppdet.engine INFO: Epoch: [47] [2500/7329] learning_rate: 0.000100 loss_class: 0.504960 loss_bbox: 0.122756 loss_giou: 0.287778 loss_class_aux: 3.201485 loss_bbox_aux: 0.816423 loss_giou_aux: 1.824159 loss_class_dn: 0.269885 loss_bbox_dn: 0.113022 loss_giou_dn: 0.278458 loss_class_aux_dn: 1.491042 loss_bbox_aux_dn: 0.711810 loss_giou_aux_dn: 1.586337 loss: 11.864370 eta: 1 day, 11:05:48 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3115 images/s [04/15 23:32:40] ppdet.engine INFO: Epoch: [47] [2600/7329] learning_rate: 0.000100 loss_class: 0.539572 loss_bbox: 0.117634 loss_giou: 0.390413 loss_class_aux: 3.506859 loss_bbox_aux: 0.753801 loss_giou_aux: 2.461236 loss_class_dn: 0.316814 loss_bbox_dn: 0.122676 loss_giou_dn: 0.347191 loss_class_aux_dn: 1.707122 loss_bbox_aux_dn: 0.706522 loss_giou_aux_dn: 1.944757 loss: 13.113496 eta: 1 day, 11:05:12 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3107 images/s [04/15 23:33:20] ppdet.engine INFO: Epoch: [47] [2700/7329] learning_rate: 0.000100 loss_class: 0.581267 loss_bbox: 0.122065 loss_giou: 0.403336 loss_class_aux: 3.605899 loss_bbox_aux: 0.825707 loss_giou_aux: 2.563000 loss_class_dn: 0.336772 loss_bbox_dn: 0.147155 loss_giou_dn: 0.390910 loss_class_aux_dn: 1.810538 loss_bbox_aux_dn: 0.885625 loss_giou_aux_dn: 2.167925 loss: 14.717370 eta: 1 day, 11:04:37 batch_cost: 0.3568 data_cost: 0.0018 ips: 11.2096 images/s [04/15 23:33:59] ppdet.engine INFO: Epoch: [47] [2800/7329] learning_rate: 0.000100 loss_class: 0.528297 loss_bbox: 0.126397 loss_giou: 0.328116 loss_class_aux: 3.352135 loss_bbox_aux: 0.901973 loss_giou_aux: 1.976730 loss_class_dn: 0.297109 loss_bbox_dn: 0.136821 loss_giou_dn: 0.320540 loss_class_aux_dn: 1.581738 loss_bbox_aux_dn: 0.847513 loss_giou_aux_dn: 1.780677 loss: 12.174583 eta: 1 day, 11:04:02 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3146 images/s [04/15 23:34:39] ppdet.engine INFO: Epoch: [47] [2900/7329] learning_rate: 0.000100 loss_class: 0.599685 loss_bbox: 0.134623 loss_giou: 0.369473 loss_class_aux: 3.749941 loss_bbox_aux: 0.898664 loss_giou_aux: 2.295608 loss_class_dn: 0.334032 loss_bbox_dn: 0.132587 loss_giou_dn: 0.346289 loss_class_aux_dn: 1.766154 loss_bbox_aux_dn: 0.813631 loss_giou_aux_dn: 1.954746 loss: 13.456411 eta: 1 day, 11:03:26 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2022 images/s [04/15 23:35:19] ppdet.engine INFO: Epoch: [47] [3000/7329] learning_rate: 0.000100 loss_class: 0.542626 loss_bbox: 0.136836 loss_giou: 0.362559 loss_class_aux: 3.574097 loss_bbox_aux: 0.892595 loss_giou_aux: 2.240513 loss_class_dn: 0.311810 loss_bbox_dn: 0.146221 loss_giou_dn: 0.323634 loss_class_aux_dn: 1.694518 loss_bbox_aux_dn: 0.884296 loss_giou_aux_dn: 1.821287 loss: 13.027699 eta: 1 day, 11:02:51 batch_cost: 0.3572 data_cost: 0.0017 ips: 11.1990 images/s [04/15 23:35:58] ppdet.engine INFO: Epoch: [47] [3100/7329] learning_rate: 0.000100 loss_class: 0.556774 loss_bbox: 0.125940 loss_giou: 0.350299 loss_class_aux: 3.447798 loss_bbox_aux: 0.863535 loss_giou_aux: 2.158798 loss_class_dn: 0.318511 loss_bbox_dn: 0.128561 loss_giou_dn: 0.343955 loss_class_aux_dn: 1.742610 loss_bbox_aux_dn: 0.800929 loss_giou_aux_dn: 1.986347 loss: 13.706253 eta: 1 day, 11:02:16 batch_cost: 0.3533 data_cost: 0.0017 ips: 11.3231 images/s [04/15 23:36:37] ppdet.engine INFO: Epoch: [47] [3200/7329] learning_rate: 0.000100 loss_class: 0.609232 loss_bbox: 0.125218 loss_giou: 0.468489 loss_class_aux: 3.850956 loss_bbox_aux: 0.814541 loss_giou_aux: 2.967275 loss_class_dn: 0.353417 loss_bbox_dn: 0.138824 loss_giou_dn: 0.430504 loss_class_aux_dn: 1.916571 loss_bbox_aux_dn: 0.805995 loss_giou_aux_dn: 2.451022 loss: 15.245020 eta: 1 day, 11:01:40 batch_cost: 0.3500 data_cost: 0.0016 ips: 11.4270 images/s [04/15 23:37:17] ppdet.engine INFO: Epoch: [47] [3300/7329] learning_rate: 0.000100 loss_class: 0.559829 loss_bbox: 0.129127 loss_giou: 0.385378 loss_class_aux: 3.551623 loss_bbox_aux: 0.855338 loss_giou_aux: 2.503928 loss_class_dn: 0.329653 loss_bbox_dn: 0.139404 loss_giou_dn: 0.363494 loss_class_aux_dn: 1.760817 loss_bbox_aux_dn: 0.873252 loss_giou_aux_dn: 2.025168 loss: 13.497211 eta: 1 day, 11:01:04 batch_cost: 0.3530 data_cost: 0.0017 ips: 11.3314 images/s [04/15 23:37:56] ppdet.engine INFO: Epoch: [47] [3400/7329] learning_rate: 0.000100 loss_class: 0.515694 loss_bbox: 0.134280 loss_giou: 0.335340 loss_class_aux: 3.469566 loss_bbox_aux: 0.828042 loss_giou_aux: 2.151848 loss_class_dn: 0.316119 loss_bbox_dn: 0.141725 loss_giou_dn: 0.309467 loss_class_aux_dn: 1.685572 loss_bbox_aux_dn: 0.860055 loss_giou_aux_dn: 1.677298 loss: 12.067321 eta: 1 day, 11:00:28 batch_cost: 0.3497 data_cost: 0.0017 ips: 11.4376 images/s [04/15 23:38:35] ppdet.engine INFO: Epoch: [47] [3500/7329] learning_rate: 0.000100 loss_class: 0.600109 loss_bbox: 0.134889 loss_giou: 0.402323 loss_class_aux: 3.956134 loss_bbox_aux: 0.839222 loss_giou_aux: 2.582378 loss_class_dn: 0.343675 loss_bbox_dn: 0.140125 loss_giou_dn: 0.388717 loss_class_aux_dn: 1.876130 loss_bbox_aux_dn: 0.845260 loss_giou_aux_dn: 2.150607 loss: 14.472403 eta: 1 day, 10:59:53 batch_cost: 0.3583 data_cost: 0.0017 ips: 11.1642 images/s [04/15 23:39:15] ppdet.engine INFO: Epoch: [47] [3600/7329] learning_rate: 0.000100 loss_class: 0.566293 loss_bbox: 0.130550 loss_giou: 0.414171 loss_class_aux: 3.707050 loss_bbox_aux: 0.864386 loss_giou_aux: 2.580203 loss_class_dn: 0.348013 loss_bbox_dn: 0.135336 loss_giou_dn: 0.380579 loss_class_aux_dn: 1.872370 loss_bbox_aux_dn: 0.775105 loss_giou_aux_dn: 2.157343 loss: 14.077105 eta: 1 day, 10:59:18 batch_cost: 0.3513 data_cost: 0.0017 ips: 11.3858 images/s [04/15 23:39:54] ppdet.engine INFO: Epoch: [47] [3700/7329] learning_rate: 0.000100 loss_class: 0.557900 loss_bbox: 0.133397 loss_giou: 0.381658 loss_class_aux: 3.608500 loss_bbox_aux: 0.828427 loss_giou_aux: 2.437649 loss_class_dn: 0.317743 loss_bbox_dn: 0.131040 loss_giou_dn: 0.365313 loss_class_aux_dn: 1.704265 loss_bbox_aux_dn: 0.777697 loss_giou_aux_dn: 2.022784 loss: 13.032578 eta: 1 day, 10:58:42 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2287 images/s [04/15 23:40:34] ppdet.engine INFO: Epoch: [47] [3800/7329] learning_rate: 0.000100 loss_class: 0.556805 loss_bbox: 0.139605 loss_giou: 0.384220 loss_class_aux: 3.607170 loss_bbox_aux: 0.912142 loss_giou_aux: 2.491599 loss_class_dn: 0.337541 loss_bbox_dn: 0.146516 loss_giou_dn: 0.363993 loss_class_aux_dn: 1.802186 loss_bbox_aux_dn: 0.901296 loss_giou_aux_dn: 2.052986 loss: 14.163921 eta: 1 day, 10:58:07 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2953 images/s [04/15 23:41:13] ppdet.engine INFO: Epoch: [47] [3900/7329] learning_rate: 0.000100 loss_class: 0.493836 loss_bbox: 0.112288 loss_giou: 0.322091 loss_class_aux: 3.248366 loss_bbox_aux: 0.764572 loss_giou_aux: 2.083313 loss_class_dn: 0.297084 loss_bbox_dn: 0.126561 loss_giou_dn: 0.332705 loss_class_aux_dn: 1.605498 loss_bbox_aux_dn: 0.788475 loss_giou_aux_dn: 1.832020 loss: 12.110552 eta: 1 day, 10:57:32 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2365 images/s [04/15 23:41:53] ppdet.engine INFO: Epoch: [47] [4000/7329] learning_rate: 0.000100 loss_class: 0.612285 loss_bbox: 0.145249 loss_giou: 0.399008 loss_class_aux: 4.001078 loss_bbox_aux: 0.915821 loss_giou_aux: 2.440362 loss_class_dn: 0.337188 loss_bbox_dn: 0.156328 loss_giou_dn: 0.358248 loss_class_aux_dn: 1.824697 loss_bbox_aux_dn: 0.899634 loss_giou_aux_dn: 2.041647 loss: 14.009033 eta: 1 day, 10:56:56 batch_cost: 0.3552 data_cost: 0.0017 ips: 11.2623 images/s [04/15 23:42:33] ppdet.engine INFO: Epoch: [47] [4100/7329] learning_rate: 0.000100 loss_class: 0.576119 loss_bbox: 0.127865 loss_giou: 0.360441 loss_class_aux: 3.672986 loss_bbox_aux: 0.857859 loss_giou_aux: 2.347044 loss_class_dn: 0.315664 loss_bbox_dn: 0.158120 loss_giou_dn: 0.341957 loss_class_aux_dn: 1.700514 loss_bbox_aux_dn: 0.918923 loss_giou_aux_dn: 1.923130 loss: 13.636475 eta: 1 day, 10:56:21 batch_cost: 0.3590 data_cost: 0.0016 ips: 11.1418 images/s [04/15 23:43:12] ppdet.engine INFO: Epoch: [47] [4200/7329] learning_rate: 0.000100 loss_class: 0.607271 loss_bbox: 0.137156 loss_giou: 0.347290 loss_class_aux: 3.942620 loss_bbox_aux: 0.905059 loss_giou_aux: 2.231967 loss_class_dn: 0.321156 loss_bbox_dn: 0.153462 loss_giou_dn: 0.333588 loss_class_aux_dn: 1.700678 loss_bbox_aux_dn: 0.927709 loss_giou_aux_dn: 1.853148 loss: 13.330823 eta: 1 day, 10:55:46 batch_cost: 0.3566 data_cost: 0.0017 ips: 11.2182 images/s [04/15 23:43:52] ppdet.engine INFO: Epoch: [47] [4300/7329] learning_rate: 0.000100 loss_class: 0.570842 loss_bbox: 0.122600 loss_giou: 0.428679 loss_class_aux: 3.453969 loss_bbox_aux: 0.910059 loss_giou_aux: 2.734194 loss_class_dn: 0.341544 loss_bbox_dn: 0.124732 loss_giou_dn: 0.379726 loss_class_aux_dn: 1.849884 loss_bbox_aux_dn: 0.781902 loss_giou_aux_dn: 2.090688 loss: 14.950872 eta: 1 day, 10:55:10 batch_cost: 0.3511 data_cost: 0.0017 ips: 11.3921 images/s [04/15 23:44:31] ppdet.engine INFO: Epoch: [47] [4400/7329] learning_rate: 0.000100 loss_class: 0.532921 loss_bbox: 0.119887 loss_giou: 0.332673 loss_class_aux: 3.420722 loss_bbox_aux: 0.773575 loss_giou_aux: 2.136635 loss_class_dn: 0.304096 loss_bbox_dn: 0.130050 loss_giou_dn: 0.315032 loss_class_aux_dn: 1.636137 loss_bbox_aux_dn: 0.752854 loss_giou_aux_dn: 1.792810 loss: 12.226603 eta: 1 day, 10:54:35 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2998 images/s [04/15 23:45:10] ppdet.engine INFO: Epoch: [47] [4500/7329] learning_rate: 0.000100 loss_class: 0.492793 loss_bbox: 0.123664 loss_giou: 0.317492 loss_class_aux: 3.271739 loss_bbox_aux: 0.809355 loss_giou_aux: 2.025680 loss_class_dn: 0.276563 loss_bbox_dn: 0.137819 loss_giou_dn: 0.301462 loss_class_aux_dn: 1.496713 loss_bbox_aux_dn: 0.817434 loss_giou_aux_dn: 1.743780 loss: 12.088893 eta: 1 day, 10:54:00 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2707 images/s [04/15 23:45:50] ppdet.engine INFO: Epoch: [47] [4600/7329] learning_rate: 0.000100 loss_class: 0.556522 loss_bbox: 0.140338 loss_giou: 0.376668 loss_class_aux: 3.631692 loss_bbox_aux: 0.877825 loss_giou_aux: 2.446264 loss_class_dn: 0.329293 loss_bbox_dn: 0.153493 loss_giou_dn: 0.383332 loss_class_aux_dn: 1.801559 loss_bbox_aux_dn: 0.917274 loss_giou_aux_dn: 2.118296 loss: 14.014740 eta: 1 day, 10:53:24 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2565 images/s [04/15 23:46:29] ppdet.engine INFO: Epoch: [47] [4700/7329] learning_rate: 0.000100 loss_class: 0.630995 loss_bbox: 0.155139 loss_giou: 0.418606 loss_class_aux: 3.871946 loss_bbox_aux: 0.989915 loss_giou_aux: 2.598769 loss_class_dn: 0.355315 loss_bbox_dn: 0.156847 loss_giou_dn: 0.400985 loss_class_aux_dn: 1.915986 loss_bbox_aux_dn: 0.942187 loss_giou_aux_dn: 2.260817 loss: 15.235490 eta: 1 day, 10:52:49 batch_cost: 0.3507 data_cost: 0.0015 ips: 11.4054 images/s [04/15 23:47:08] ppdet.engine INFO: Epoch: [47] [4800/7329] learning_rate: 0.000100 loss_class: 0.530859 loss_bbox: 0.144488 loss_giou: 0.344018 loss_class_aux: 3.477767 loss_bbox_aux: 0.909515 loss_giou_aux: 2.216317 loss_class_dn: 0.314069 loss_bbox_dn: 0.154800 loss_giou_dn: 0.328074 loss_class_aux_dn: 1.738893 loss_bbox_aux_dn: 0.926442 loss_giou_aux_dn: 1.830275 loss: 13.031501 eta: 1 day, 10:52:13 batch_cost: 0.3531 data_cost: 0.0017 ips: 11.3276 images/s [04/15 23:47:48] ppdet.engine INFO: Epoch: [47] [4900/7329] learning_rate: 0.000100 loss_class: 0.538707 loss_bbox: 0.134997 loss_giou: 0.345163 loss_class_aux: 3.588273 loss_bbox_aux: 0.960341 loss_giou_aux: 2.232252 loss_class_dn: 0.330492 loss_bbox_dn: 0.145945 loss_giou_dn: 0.332967 loss_class_aux_dn: 1.800175 loss_bbox_aux_dn: 0.868524 loss_giou_aux_dn: 1.888083 loss: 13.600613 eta: 1 day, 10:51:38 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2965 images/s [04/15 23:48:27] ppdet.engine INFO: Epoch: [47] [5000/7329] learning_rate: 0.000100 loss_class: 0.607628 loss_bbox: 0.136652 loss_giou: 0.408489 loss_class_aux: 3.829819 loss_bbox_aux: 0.919984 loss_giou_aux: 2.442402 loss_class_dn: 0.349467 loss_bbox_dn: 0.130660 loss_giou_dn: 0.357182 loss_class_aux_dn: 1.879833 loss_bbox_aux_dn: 0.801071 loss_giou_aux_dn: 1.998916 loss: 14.104609 eta: 1 day, 10:51:02 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2523 images/s [04/15 23:49:07] ppdet.engine INFO: Epoch: [47] [5100/7329] learning_rate: 0.000100 loss_class: 0.605147 loss_bbox: 0.136545 loss_giou: 0.372871 loss_class_aux: 3.701154 loss_bbox_aux: 0.897939 loss_giou_aux: 2.354056 loss_class_dn: 0.318564 loss_bbox_dn: 0.151743 loss_giou_dn: 0.365782 loss_class_aux_dn: 1.671730 loss_bbox_aux_dn: 0.893241 loss_giou_aux_dn: 2.031027 loss: 14.328540 eta: 1 day, 10:50:27 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2889 images/s [04/15 23:49:46] ppdet.engine INFO: Epoch: [47] [5200/7329] learning_rate: 0.000100 loss_class: 0.543863 loss_bbox: 0.125470 loss_giou: 0.410010 loss_class_aux: 3.679873 loss_bbox_aux: 0.815873 loss_giou_aux: 2.649350 loss_class_dn: 0.334396 loss_bbox_dn: 0.129746 loss_giou_dn: 0.380275 loss_class_aux_dn: 1.803660 loss_bbox_aux_dn: 0.775722 loss_giou_aux_dn: 2.154465 loss: 13.571275 eta: 1 day, 10:49:51 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3878 images/s [04/15 23:50:25] ppdet.engine INFO: Epoch: [47] [5300/7329] learning_rate: 0.000100 loss_class: 0.595880 loss_bbox: 0.126486 loss_giou: 0.328487 loss_class_aux: 3.862082 loss_bbox_aux: 0.874785 loss_giou_aux: 2.145014 loss_class_dn: 0.315877 loss_bbox_dn: 0.142374 loss_giou_dn: 0.297539 loss_class_aux_dn: 1.719513 loss_bbox_aux_dn: 0.888564 loss_giou_aux_dn: 1.726290 loss: 13.887037 eta: 1 day, 10:49:15 batch_cost: 0.3519 data_cost: 0.0017 ips: 11.3682 images/s [04/15 23:51:05] ppdet.engine INFO: Epoch: [47] [5400/7329] learning_rate: 0.000100 loss_class: 0.561809 loss_bbox: 0.122624 loss_giou: 0.403445 loss_class_aux: 3.560176 loss_bbox_aux: 0.790749 loss_giou_aux: 2.594300 loss_class_dn: 0.322622 loss_bbox_dn: 0.129726 loss_giou_dn: 0.351263 loss_class_aux_dn: 1.728213 loss_bbox_aux_dn: 0.790062 loss_giou_aux_dn: 1.951126 loss: 13.885409 eta: 1 day, 10:48:40 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2806 images/s [04/15 23:51:44] ppdet.engine INFO: Epoch: [47] [5500/7329] learning_rate: 0.000100 loss_class: 0.617097 loss_bbox: 0.123512 loss_giou: 0.353443 loss_class_aux: 3.788518 loss_bbox_aux: 0.793288 loss_giou_aux: 2.230364 loss_class_dn: 0.324631 loss_bbox_dn: 0.140541 loss_giou_dn: 0.342814 loss_class_aux_dn: 1.726873 loss_bbox_aux_dn: 0.845942 loss_giou_aux_dn: 1.906937 loss: 14.195539 eta: 1 day, 10:48:05 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3050 images/s [04/15 23:52:24] ppdet.engine INFO: Epoch: [47] [5600/7329] learning_rate: 0.000100 loss_class: 0.577771 loss_bbox: 0.115240 loss_giou: 0.351552 loss_class_aux: 3.519672 loss_bbox_aux: 0.813500 loss_giou_aux: 2.239331 loss_class_dn: 0.313955 loss_bbox_dn: 0.124489 loss_giou_dn: 0.337526 loss_class_aux_dn: 1.706399 loss_bbox_aux_dn: 0.770824 loss_giou_aux_dn: 1.909093 loss: 12.753162 eta: 1 day, 10:47:29 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1789 images/s [04/15 23:53:03] ppdet.engine INFO: Epoch: [47] [5700/7329] learning_rate: 0.000100 loss_class: 0.626119 loss_bbox: 0.143556 loss_giou: 0.426256 loss_class_aux: 3.832304 loss_bbox_aux: 0.966105 loss_giou_aux: 2.688903 loss_class_dn: 0.370390 loss_bbox_dn: 0.146701 loss_giou_dn: 0.398441 loss_class_aux_dn: 1.975210 loss_bbox_aux_dn: 0.842475 loss_giou_aux_dn: 2.189509 loss: 15.831892 eta: 1 day, 10:46:54 batch_cost: 0.3543 data_cost: 0.0018 ips: 11.2891 images/s [04/15 23:53:43] ppdet.engine INFO: Epoch: [47] [5800/7329] learning_rate: 0.000100 loss_class: 0.544276 loss_bbox: 0.133161 loss_giou: 0.328093 loss_class_aux: 3.465876 loss_bbox_aux: 0.860865 loss_giou_aux: 2.031231 loss_class_dn: 0.320206 loss_bbox_dn: 0.133645 loss_giou_dn: 0.326965 loss_class_aux_dn: 1.702305 loss_bbox_aux_dn: 0.796209 loss_giou_aux_dn: 1.833608 loss: 12.850935 eta: 1 day, 10:46:18 batch_cost: 0.3533 data_cost: 0.0017 ips: 11.3228 images/s [04/15 23:54:22] ppdet.engine INFO: Epoch: [47] [5900/7329] learning_rate: 0.000100 loss_class: 0.584657 loss_bbox: 0.130070 loss_giou: 0.365287 loss_class_aux: 3.696702 loss_bbox_aux: 0.860313 loss_giou_aux: 2.344696 loss_class_dn: 0.342476 loss_bbox_dn: 0.140794 loss_giou_dn: 0.361332 loss_class_aux_dn: 1.854869 loss_bbox_aux_dn: 0.821622 loss_giou_aux_dn: 1.968782 loss: 14.673265 eta: 1 day, 10:45:43 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2891 images/s [04/15 23:55:02] ppdet.engine INFO: Epoch: [47] [6000/7329] learning_rate: 0.000100 loss_class: 0.591766 loss_bbox: 0.137200 loss_giou: 0.392288 loss_class_aux: 3.753464 loss_bbox_aux: 0.908432 loss_giou_aux: 2.475363 loss_class_dn: 0.336783 loss_bbox_dn: 0.149841 loss_giou_dn: 0.383684 loss_class_aux_dn: 1.753339 loss_bbox_aux_dn: 0.865123 loss_giou_aux_dn: 2.154830 loss: 14.068655 eta: 1 day, 10:45:08 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2946 images/s [04/15 23:55:41] ppdet.engine INFO: Epoch: [47] [6100/7329] learning_rate: 0.000100 loss_class: 0.583605 loss_bbox: 0.143671 loss_giou: 0.364415 loss_class_aux: 3.717799 loss_bbox_aux: 0.899081 loss_giou_aux: 2.262173 loss_class_dn: 0.325950 loss_bbox_dn: 0.137517 loss_giou_dn: 0.338490 loss_class_aux_dn: 1.782947 loss_bbox_aux_dn: 0.815921 loss_giou_aux_dn: 1.845901 loss: 14.106853 eta: 1 day, 10:44:32 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2354 images/s [04/15 23:56:20] ppdet.engine INFO: Epoch: [47] [6200/7329] learning_rate: 0.000100 loss_class: 0.506196 loss_bbox: 0.125579 loss_giou: 0.369359 loss_class_aux: 3.383391 loss_bbox_aux: 0.803999 loss_giou_aux: 2.321801 loss_class_dn: 0.326538 loss_bbox_dn: 0.121431 loss_giou_dn: 0.345478 loss_class_aux_dn: 1.768246 loss_bbox_aux_dn: 0.713329 loss_giou_aux_dn: 1.911028 loss: 13.626171 eta: 1 day, 10:43:57 batch_cost: 0.3506 data_cost: 0.0017 ips: 11.4082 images/s [04/15 23:57:00] ppdet.engine INFO: Epoch: [47] [6300/7329] learning_rate: 0.000100 loss_class: 0.600491 loss_bbox: 0.130541 loss_giou: 0.402790 loss_class_aux: 3.804227 loss_bbox_aux: 0.846485 loss_giou_aux: 2.608263 loss_class_dn: 0.338387 loss_bbox_dn: 0.143455 loss_giou_dn: 0.379079 loss_class_aux_dn: 1.838687 loss_bbox_aux_dn: 0.842176 loss_giou_aux_dn: 2.126914 loss: 14.004842 eta: 1 day, 10:43:21 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2547 images/s [04/15 23:57:39] ppdet.engine INFO: Epoch: [47] [6400/7329] learning_rate: 0.000100 loss_class: 0.562772 loss_bbox: 0.136700 loss_giou: 0.381680 loss_class_aux: 3.603588 loss_bbox_aux: 0.884166 loss_giou_aux: 2.363256 loss_class_dn: 0.307605 loss_bbox_dn: 0.132082 loss_giou_dn: 0.370942 loss_class_aux_dn: 1.663838 loss_bbox_aux_dn: 0.789062 loss_giou_aux_dn: 2.058929 loss: 13.521173 eta: 1 day, 10:42:46 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3613 images/s [04/15 23:58:18] ppdet.engine INFO: Epoch: [47] [6500/7329] learning_rate: 0.000100 loss_class: 0.621227 loss_bbox: 0.144477 loss_giou: 0.442803 loss_class_aux: 3.887849 loss_bbox_aux: 0.905433 loss_giou_aux: 2.846555 loss_class_dn: 0.360560 loss_bbox_dn: 0.139451 loss_giou_dn: 0.439863 loss_class_aux_dn: 1.916357 loss_bbox_aux_dn: 0.813738 loss_giou_aux_dn: 2.376529 loss: 15.458353 eta: 1 day, 10:42:10 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2596 images/s [04/15 23:58:58] ppdet.engine INFO: Epoch: [47] [6600/7329] learning_rate: 0.000100 loss_class: 0.557998 loss_bbox: 0.130151 loss_giou: 0.357345 loss_class_aux: 3.420941 loss_bbox_aux: 0.869279 loss_giou_aux: 2.343824 loss_class_dn: 0.335736 loss_bbox_dn: 0.131323 loss_giou_dn: 0.335178 loss_class_aux_dn: 1.794183 loss_bbox_aux_dn: 0.778196 loss_giou_aux_dn: 1.889200 loss: 13.539903 eta: 1 day, 10:41:35 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2317 images/s [04/15 23:59:38] ppdet.engine INFO: Epoch: [47] [6700/7329] learning_rate: 0.000100 loss_class: 0.656083 loss_bbox: 0.135028 loss_giou: 0.395234 loss_class_aux: 4.174039 loss_bbox_aux: 0.859476 loss_giou_aux: 2.494413 loss_class_dn: 0.367866 loss_bbox_dn: 0.141842 loss_giou_dn: 0.396425 loss_class_aux_dn: 1.952609 loss_bbox_aux_dn: 0.849719 loss_giou_aux_dn: 2.203195 loss: 14.972976 eta: 1 day, 10:41:00 batch_cost: 0.3549 data_cost: 0.0017 ips: 11.2712 images/s [04/16 00:00:17] ppdet.engine INFO: Epoch: [47] [6800/7329] learning_rate: 0.000100 loss_class: 0.539900 loss_bbox: 0.124453 loss_giou: 0.358860 loss_class_aux: 3.494390 loss_bbox_aux: 0.898783 loss_giou_aux: 2.269243 loss_class_dn: 0.304963 loss_bbox_dn: 0.128777 loss_giou_dn: 0.332350 loss_class_aux_dn: 1.659599 loss_bbox_aux_dn: 0.782353 loss_giou_aux_dn: 1.896465 loss: 13.545154 eta: 1 day, 10:40:24 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3199 images/s [04/16 00:00:56] ppdet.engine INFO: Epoch: [47] [6900/7329] learning_rate: 0.000100 loss_class: 0.528946 loss_bbox: 0.119926 loss_giou: 0.319586 loss_class_aux: 3.328681 loss_bbox_aux: 0.785900 loss_giou_aux: 2.064885 loss_class_dn: 0.287928 loss_bbox_dn: 0.126639 loss_giou_dn: 0.303185 loss_class_aux_dn: 1.586828 loss_bbox_aux_dn: 0.773880 loss_giou_aux_dn: 1.775665 loss: 11.671265 eta: 1 day, 10:39:49 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3057 images/s [04/16 00:01:36] ppdet.engine INFO: Epoch: [47] [7000/7329] learning_rate: 0.000100 loss_class: 0.652965 loss_bbox: 0.142171 loss_giou: 0.410249 loss_class_aux: 4.138791 loss_bbox_aux: 0.927859 loss_giou_aux: 2.572929 loss_class_dn: 0.344906 loss_bbox_dn: 0.148001 loss_giou_dn: 0.405094 loss_class_aux_dn: 1.856283 loss_bbox_aux_dn: 0.890541 loss_giou_aux_dn: 2.175957 loss: 15.031263 eta: 1 day, 10:39:14 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2009 images/s [04/16 00:02:16] ppdet.engine INFO: Epoch: [47] [7100/7329] learning_rate: 0.000100 loss_class: 0.561375 loss_bbox: 0.130089 loss_giou: 0.363695 loss_class_aux: 3.460526 loss_bbox_aux: 0.909259 loss_giou_aux: 2.362285 loss_class_dn: 0.312647 loss_bbox_dn: 0.139704 loss_giou_dn: 0.344655 loss_class_aux_dn: 1.719134 loss_bbox_aux_dn: 0.803283 loss_giou_aux_dn: 1.872391 loss: 13.185038 eta: 1 day, 10:38:38 batch_cost: 0.3548 data_cost: 0.0017 ips: 11.2730 images/s [04/16 00:02:55] ppdet.engine INFO: Epoch: [47] [7200/7329] learning_rate: 0.000100 loss_class: 0.571553 loss_bbox: 0.121465 loss_giou: 0.320123 loss_class_aux: 3.757728 loss_bbox_aux: 0.818521 loss_giou_aux: 2.081157 loss_class_dn: 0.312347 loss_bbox_dn: 0.127422 loss_giou_dn: 0.329904 loss_class_aux_dn: 1.684486 loss_bbox_aux_dn: 0.790389 loss_giou_aux_dn: 1.828508 loss: 13.489727 eta: 1 day, 10:38:02 batch_cost: 0.3512 data_cost: 0.0017 ips: 11.3887 images/s [04/16 00:03:34] ppdet.engine INFO: Epoch: [47] [7300/7329] learning_rate: 0.000100 loss_class: 0.528033 loss_bbox: 0.125654 loss_giou: 0.402396 loss_class_aux: 3.350220 loss_bbox_aux: 0.822943 loss_giou_aux: 2.505929 loss_class_dn: 0.323797 loss_bbox_dn: 0.134501 loss_giou_dn: 0.358871 loss_class_aux_dn: 1.745601 loss_bbox_aux_dn: 0.821631 loss_giou_aux_dn: 2.016456 loss: 13.686314 eta: 1 day, 10:37:27 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2878 images/s [04/16 00:03:48] ppdet.engine INFO: Eval iter: 0 [04/16 00:04:00] ppdet.engine INFO: Eval iter: 100 [04/16 00:04:12] ppdet.engine INFO: Eval iter: 200 [04/16 00:04:24] ppdet.engine INFO: Eval iter: 300 [04/16 00:04:37] ppdet.engine INFO: Eval iter: 400 [04/16 00:04:48] ppdet.engine INFO: Eval iter: 500 [04/16 00:05:00] ppdet.engine INFO: Eval iter: 600 [04/16 00:05:22] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.07s) creating index... index created! [04/16 00:05:23] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.63s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.50s). Accumulating evaluation results... DONE (t=16.51s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.728 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.397 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.665 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 00:07:09] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.43426496280988 [04/16 00:07:09] ppdet.engine INFO: Best test bbox ap is 0.545. [04/16 00:07:11] ppdet.engine INFO: Epoch: [48] [ 0/7329] learning_rate: 0.000100 loss_class: 0.545061 loss_bbox: 0.125341 loss_giou: 0.378240 loss_class_aux: 3.446001 loss_bbox_aux: 0.813211 loss_giou_aux: 2.374064 loss_class_dn: 0.322454 loss_bbox_dn: 0.118094 loss_giou_dn: 0.355604 loss_class_aux_dn: 1.689227 loss_bbox_aux_dn: 0.712814 loss_giou_aux_dn: 2.041505 loss: 13.829137 eta: 1 day, 10:37:17 batch_cost: 0.3540 data_cost: 0.0017 ips: 11.2990 images/s [04/16 00:07:51] ppdet.engine INFO: Epoch: [48] [ 100/7329] learning_rate: 0.000100 loss_class: 0.542870 loss_bbox: 0.118840 loss_giou: 0.325950 loss_class_aux: 3.532563 loss_bbox_aux: 0.810168 loss_giou_aux: 2.018321 loss_class_dn: 0.318951 loss_bbox_dn: 0.124190 loss_giou_dn: 0.327447 loss_class_aux_dn: 1.711591 loss_bbox_aux_dn: 0.747446 loss_giou_aux_dn: 1.847009 loss: 13.037829 eta: 1 day, 10:36:41 batch_cost: 0.3554 data_cost: 0.0015 ips: 11.2543 images/s [04/16 00:08:30] ppdet.engine INFO: Epoch: [48] [ 200/7329] learning_rate: 0.000100 loss_class: 0.548163 loss_bbox: 0.126480 loss_giou: 0.310261 loss_class_aux: 3.597299 loss_bbox_aux: 0.838356 loss_giou_aux: 1.945730 loss_class_dn: 0.303479 loss_bbox_dn: 0.123178 loss_giou_dn: 0.299975 loss_class_aux_dn: 1.660236 loss_bbox_aux_dn: 0.749010 loss_giou_aux_dn: 1.646914 loss: 12.856652 eta: 1 day, 10:36:06 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1936 images/s [04/16 00:09:10] ppdet.engine INFO: Epoch: [48] [ 300/7329] learning_rate: 0.000100 loss_class: 0.534943 loss_bbox: 0.140500 loss_giou: 0.346487 loss_class_aux: 3.576263 loss_bbox_aux: 0.920047 loss_giou_aux: 2.179838 loss_class_dn: 0.293648 loss_bbox_dn: 0.152557 loss_giou_dn: 0.341198 loss_class_aux_dn: 1.578110 loss_bbox_aux_dn: 0.915181 loss_giou_aux_dn: 1.891906 loss: 13.295546 eta: 1 day, 10:35:31 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1808 images/s [04/16 00:09:50] ppdet.engine INFO: Epoch: [48] [ 400/7329] learning_rate: 0.000100 loss_class: 0.546648 loss_bbox: 0.127795 loss_giou: 0.380180 loss_class_aux: 3.493962 loss_bbox_aux: 0.835961 loss_giou_aux: 2.478215 loss_class_dn: 0.323792 loss_bbox_dn: 0.144486 loss_giou_dn: 0.377439 loss_class_aux_dn: 1.768008 loss_bbox_aux_dn: 0.848791 loss_giou_aux_dn: 2.083185 loss: 13.846213 eta: 1 day, 10:34:56 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2759 images/s [04/16 00:10:29] ppdet.engine INFO: Epoch: [48] [ 500/7329] learning_rate: 0.000100 loss_class: 0.532715 loss_bbox: 0.127740 loss_giou: 0.390502 loss_class_aux: 3.301136 loss_bbox_aux: 0.860915 loss_giou_aux: 2.568810 loss_class_dn: 0.320392 loss_bbox_dn: 0.131478 loss_giou_dn: 0.349839 loss_class_aux_dn: 1.673165 loss_bbox_aux_dn: 0.794965 loss_giou_aux_dn: 1.979964 loss: 13.688730 eta: 1 day, 10:34:20 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2750 images/s [04/16 00:11:08] ppdet.engine INFO: Epoch: [48] [ 600/7329] learning_rate: 0.000100 loss_class: 0.552819 loss_bbox: 0.119152 loss_giou: 0.293943 loss_class_aux: 3.534904 loss_bbox_aux: 0.791538 loss_giou_aux: 1.929441 loss_class_dn: 0.311473 loss_bbox_dn: 0.124828 loss_giou_dn: 0.301342 loss_class_aux_dn: 1.703676 loss_bbox_aux_dn: 0.754529 loss_giou_aux_dn: 1.713037 loss: 12.810845 eta: 1 day, 10:33:45 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3765 images/s [04/16 00:11:48] ppdet.engine INFO: Epoch: [48] [ 700/7329] learning_rate: 0.000100 loss_class: 0.627331 loss_bbox: 0.143992 loss_giou: 0.381418 loss_class_aux: 3.920232 loss_bbox_aux: 0.916945 loss_giou_aux: 2.480772 loss_class_dn: 0.345750 loss_bbox_dn: 0.152718 loss_giou_dn: 0.372696 loss_class_aux_dn: 1.858130 loss_bbox_aux_dn: 0.914575 loss_giou_aux_dn: 2.125552 loss: 14.694493 eta: 1 day, 10:33:09 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3285 images/s [04/16 00:12:27] ppdet.engine INFO: Epoch: [48] [ 800/7329] learning_rate: 0.000100 loss_class: 0.539994 loss_bbox: 0.124690 loss_giou: 0.435125 loss_class_aux: 3.370974 loss_bbox_aux: 0.838038 loss_giou_aux: 2.731679 loss_class_dn: 0.320216 loss_bbox_dn: 0.119078 loss_giou_dn: 0.371329 loss_class_aux_dn: 1.738734 loss_bbox_aux_dn: 0.740263 loss_giou_aux_dn: 2.084476 loss: 14.614623 eta: 1 day, 10:32:33 batch_cost: 0.3508 data_cost: 0.0017 ips: 11.4027 images/s [04/16 00:13:06] ppdet.engine INFO: Epoch: [48] [ 900/7329] learning_rate: 0.000100 loss_class: 0.614995 loss_bbox: 0.131783 loss_giou: 0.391516 loss_class_aux: 3.825538 loss_bbox_aux: 0.905733 loss_giou_aux: 2.521277 loss_class_dn: 0.356757 loss_bbox_dn: 0.153780 loss_giou_dn: 0.418336 loss_class_aux_dn: 1.932601 loss_bbox_aux_dn: 0.901802 loss_giou_aux_dn: 2.266523 loss: 15.054099 eta: 1 day, 10:31:58 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3121 images/s [04/16 00:13:46] ppdet.engine INFO: Epoch: [48] [1000/7329] learning_rate: 0.000100 loss_class: 0.532959 loss_bbox: 0.126562 loss_giou: 0.331911 loss_class_aux: 3.409335 loss_bbox_aux: 0.828627 loss_giou_aux: 2.146533 loss_class_dn: 0.310032 loss_bbox_dn: 0.122530 loss_giou_dn: 0.322961 loss_class_aux_dn: 1.659587 loss_bbox_aux_dn: 0.726188 loss_giou_aux_dn: 1.820351 loss: 12.892756 eta: 1 day, 10:31:22 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2517 images/s [04/16 00:14:25] ppdet.engine INFO: Epoch: [48] [1100/7329] learning_rate: 0.000100 loss_class: 0.594481 loss_bbox: 0.148770 loss_giou: 0.398539 loss_class_aux: 3.873520 loss_bbox_aux: 0.952097 loss_giou_aux: 2.514529 loss_class_dn: 0.340431 loss_bbox_dn: 0.156147 loss_giou_dn: 0.398031 loss_class_aux_dn: 1.859606 loss_bbox_aux_dn: 0.887489 loss_giou_aux_dn: 2.184749 loss: 14.360321 eta: 1 day, 10:30:47 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3167 images/s [04/16 00:15:04] ppdet.engine INFO: Epoch: [48] [1200/7329] learning_rate: 0.000100 loss_class: 0.582867 loss_bbox: 0.139938 loss_giou: 0.388597 loss_class_aux: 3.693282 loss_bbox_aux: 0.831837 loss_giou_aux: 2.447008 loss_class_dn: 0.324801 loss_bbox_dn: 0.137979 loss_giou_dn: 0.362686 loss_class_aux_dn: 1.775725 loss_bbox_aux_dn: 0.825440 loss_giou_aux_dn: 2.076536 loss: 14.598242 eta: 1 day, 10:30:11 batch_cost: 0.3510 data_cost: 0.0017 ips: 11.3957 images/s [04/16 00:15:44] ppdet.engine INFO: Epoch: [48] [1300/7329] learning_rate: 0.000100 loss_class: 0.476810 loss_bbox: 0.121289 loss_giou: 0.307757 loss_class_aux: 3.007815 loss_bbox_aux: 0.777830 loss_giou_aux: 1.954926 loss_class_dn: 0.263716 loss_bbox_dn: 0.117576 loss_giou_dn: 0.288669 loss_class_aux_dn: 1.418590 loss_bbox_aux_dn: 0.686954 loss_giou_aux_dn: 1.572964 loss: 11.280589 eta: 1 day, 10:29:36 batch_cost: 0.3566 data_cost: 0.0017 ips: 11.2169 images/s [04/16 00:16:23] ppdet.engine INFO: Epoch: [48] [1400/7329] learning_rate: 0.000100 loss_class: 0.501457 loss_bbox: 0.121963 loss_giou: 0.333121 loss_class_aux: 3.299267 loss_bbox_aux: 0.789143 loss_giou_aux: 2.157969 loss_class_dn: 0.298653 loss_bbox_dn: 0.126008 loss_giou_dn: 0.344274 loss_class_aux_dn: 1.629215 loss_bbox_aux_dn: 0.762380 loss_giou_aux_dn: 1.893430 loss: 12.094265 eta: 1 day, 10:29:00 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3050 images/s [04/16 00:17:03] ppdet.engine INFO: Epoch: [48] [1500/7329] learning_rate: 0.000100 loss_class: 0.565725 loss_bbox: 0.132440 loss_giou: 0.356881 loss_class_aux: 3.634159 loss_bbox_aux: 0.913407 loss_giou_aux: 2.313148 loss_class_dn: 0.326805 loss_bbox_dn: 0.140598 loss_giou_dn: 0.343891 loss_class_aux_dn: 1.759839 loss_bbox_aux_dn: 0.841763 loss_giou_aux_dn: 1.923397 loss: 13.677425 eta: 1 day, 10:28:25 batch_cost: 0.3581 data_cost: 0.0016 ips: 11.1690 images/s [04/16 00:17:43] ppdet.engine INFO: Epoch: [48] [1600/7329] learning_rate: 0.000100 loss_class: 0.576912 loss_bbox: 0.126167 loss_giou: 0.367558 loss_class_aux: 3.732518 loss_bbox_aux: 0.853719 loss_giou_aux: 2.313485 loss_class_dn: 0.334084 loss_bbox_dn: 0.126119 loss_giou_dn: 0.347610 loss_class_aux_dn: 1.825480 loss_bbox_aux_dn: 0.798207 loss_giou_aux_dn: 1.934167 loss: 13.796051 eta: 1 day, 10:27:51 batch_cost: 0.3601 data_cost: 0.0017 ips: 11.1085 images/s [04/16 00:18:22] ppdet.engine INFO: Epoch: [48] [1700/7329] learning_rate: 0.000100 loss_class: 0.601857 loss_bbox: 0.124727 loss_giou: 0.393456 loss_class_aux: 3.721323 loss_bbox_aux: 0.804465 loss_giou_aux: 2.605681 loss_class_dn: 0.342627 loss_bbox_dn: 0.134692 loss_giou_dn: 0.403880 loss_class_aux_dn: 1.853207 loss_bbox_aux_dn: 0.792992 loss_giou_aux_dn: 2.205830 loss: 14.548295 eta: 1 day, 10:27:15 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3353 images/s [04/16 00:19:01] ppdet.engine INFO: Epoch: [48] [1800/7329] learning_rate: 0.000100 loss_class: 0.596771 loss_bbox: 0.148684 loss_giou: 0.457990 loss_class_aux: 3.769732 loss_bbox_aux: 0.966179 loss_giou_aux: 2.860655 loss_class_dn: 0.361174 loss_bbox_dn: 0.129793 loss_giou_dn: 0.397084 loss_class_aux_dn: 1.906798 loss_bbox_aux_dn: 0.781366 loss_giou_aux_dn: 2.171912 loss: 14.156763 eta: 1 day, 10:26:39 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3584 images/s [04/16 00:19:41] ppdet.engine INFO: Epoch: [48] [1900/7329] learning_rate: 0.000100 loss_class: 0.592592 loss_bbox: 0.126071 loss_giou: 0.412687 loss_class_aux: 3.839976 loss_bbox_aux: 0.851893 loss_giou_aux: 2.538959 loss_class_dn: 0.355711 loss_bbox_dn: 0.140823 loss_giou_dn: 0.370407 loss_class_aux_dn: 1.934857 loss_bbox_aux_dn: 0.839133 loss_giou_aux_dn: 2.122429 loss: 14.949221 eta: 1 day, 10:26:04 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3362 images/s [04/16 00:20:20] ppdet.engine INFO: Epoch: [48] [2000/7329] learning_rate: 0.000100 loss_class: 0.553397 loss_bbox: 0.120651 loss_giou: 0.358912 loss_class_aux: 3.424244 loss_bbox_aux: 0.820337 loss_giou_aux: 2.237252 loss_class_dn: 0.316526 loss_bbox_dn: 0.139320 loss_giou_dn: 0.328596 loss_class_aux_dn: 1.706405 loss_bbox_aux_dn: 0.834223 loss_giou_aux_dn: 1.869500 loss: 13.804708 eta: 1 day, 10:25:29 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2356 images/s [04/16 00:21:00] ppdet.engine INFO: Epoch: [48] [2100/7329] learning_rate: 0.000100 loss_class: 0.542355 loss_bbox: 0.111048 loss_giou: 0.354203 loss_class_aux: 3.450926 loss_bbox_aux: 0.755545 loss_giou_aux: 2.299420 loss_class_dn: 0.311152 loss_bbox_dn: 0.129671 loss_giou_dn: 0.333579 loss_class_aux_dn: 1.671608 loss_bbox_aux_dn: 0.752115 loss_giou_aux_dn: 1.919645 loss: 13.524267 eta: 1 day, 10:24:53 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3021 images/s [04/16 00:21:39] ppdet.engine INFO: Epoch: [48] [2200/7329] learning_rate: 0.000100 loss_class: 0.590822 loss_bbox: 0.143098 loss_giou: 0.355001 loss_class_aux: 3.875882 loss_bbox_aux: 0.958266 loss_giou_aux: 2.190779 loss_class_dn: 0.323068 loss_bbox_dn: 0.152568 loss_giou_dn: 0.334004 loss_class_aux_dn: 1.747145 loss_bbox_aux_dn: 0.898183 loss_giou_aux_dn: 1.887467 loss: 13.607643 eta: 1 day, 10:24:17 batch_cost: 0.3515 data_cost: 0.0016 ips: 11.3809 images/s [04/16 00:22:18] ppdet.engine INFO: Epoch: [48] [2300/7329] learning_rate: 0.000100 loss_class: 0.636816 loss_bbox: 0.138459 loss_giou: 0.370261 loss_class_aux: 3.860097 loss_bbox_aux: 0.868561 loss_giou_aux: 2.330822 loss_class_dn: 0.358136 loss_bbox_dn: 0.136749 loss_giou_dn: 0.367937 loss_class_aux_dn: 1.917305 loss_bbox_aux_dn: 0.810776 loss_giou_aux_dn: 2.069650 loss: 14.892097 eta: 1 day, 10:23:42 batch_cost: 0.3519 data_cost: 0.0017 ips: 11.3665 images/s [04/16 00:22:57] ppdet.engine INFO: Epoch: [48] [2400/7329] learning_rate: 0.000100 loss_class: 0.595140 loss_bbox: 0.122532 loss_giou: 0.414804 loss_class_aux: 3.875583 loss_bbox_aux: 0.820341 loss_giou_aux: 2.703031 loss_class_dn: 0.340587 loss_bbox_dn: 0.130168 loss_giou_dn: 0.392369 loss_class_aux_dn: 1.854589 loss_bbox_aux_dn: 0.779415 loss_giou_aux_dn: 2.168633 loss: 14.235588 eta: 1 day, 10:23:06 batch_cost: 0.3528 data_cost: 0.0017 ips: 11.3390 images/s [04/16 00:23:37] ppdet.engine INFO: Epoch: [48] [2500/7329] learning_rate: 0.000100 loss_class: 0.611841 loss_bbox: 0.141768 loss_giou: 0.435718 loss_class_aux: 3.864132 loss_bbox_aux: 0.924583 loss_giou_aux: 2.719714 loss_class_dn: 0.368476 loss_bbox_dn: 0.151890 loss_giou_dn: 0.401462 loss_class_aux_dn: 1.946733 loss_bbox_aux_dn: 0.892787 loss_giou_aux_dn: 2.267483 loss: 14.583692 eta: 1 day, 10:22:31 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3402 images/s [04/16 00:24:16] ppdet.engine INFO: Epoch: [48] [2600/7329] learning_rate: 0.000100 loss_class: 0.551713 loss_bbox: 0.147065 loss_giou: 0.447098 loss_class_aux: 3.486931 loss_bbox_aux: 0.928833 loss_giou_aux: 2.802894 loss_class_dn: 0.322208 loss_bbox_dn: 0.148815 loss_giou_dn: 0.403776 loss_class_aux_dn: 1.708024 loss_bbox_aux_dn: 0.838117 loss_giou_aux_dn: 2.219072 loss: 14.205013 eta: 1 day, 10:21:55 batch_cost: 0.3493 data_cost: 0.0016 ips: 11.4512 images/s [04/16 00:24:55] ppdet.engine INFO: Epoch: [48] [2700/7329] learning_rate: 0.000100 loss_class: 0.618646 loss_bbox: 0.154380 loss_giou: 0.392785 loss_class_aux: 3.989822 loss_bbox_aux: 0.996652 loss_giou_aux: 2.538163 loss_class_dn: 0.330654 loss_bbox_dn: 0.155390 loss_giou_dn: 0.370095 loss_class_aux_dn: 1.807817 loss_bbox_aux_dn: 0.882832 loss_giou_aux_dn: 2.095033 loss: 14.426348 eta: 1 day, 10:21:19 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2705 images/s [04/16 00:25:35] ppdet.engine INFO: Epoch: [48] [2800/7329] learning_rate: 0.000100 loss_class: 0.539520 loss_bbox: 0.125095 loss_giou: 0.328940 loss_class_aux: 3.425631 loss_bbox_aux: 0.824627 loss_giou_aux: 2.092793 loss_class_dn: 0.301083 loss_bbox_dn: 0.135925 loss_giou_dn: 0.298404 loss_class_aux_dn: 1.630338 loss_bbox_aux_dn: 0.848095 loss_giou_aux_dn: 1.670123 loss: 12.996487 eta: 1 day, 10:20:44 batch_cost: 0.3587 data_cost: 0.0017 ips: 11.1519 images/s [04/16 00:26:14] ppdet.engine INFO: Epoch: [48] [2900/7329] learning_rate: 0.000100 loss_class: 0.538353 loss_bbox: 0.126619 loss_giou: 0.361422 loss_class_aux: 3.456305 loss_bbox_aux: 0.797101 loss_giou_aux: 2.256229 loss_class_dn: 0.311514 loss_bbox_dn: 0.132348 loss_giou_dn: 0.345823 loss_class_aux_dn: 1.669000 loss_bbox_aux_dn: 0.770329 loss_giou_aux_dn: 1.923900 loss: 12.678692 eta: 1 day, 10:20:09 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2964 images/s [04/16 00:26:54] ppdet.engine INFO: Epoch: [48] [3000/7329] learning_rate: 0.000100 loss_class: 0.575422 loss_bbox: 0.134989 loss_giou: 0.341087 loss_class_aux: 3.690219 loss_bbox_aux: 0.868904 loss_giou_aux: 2.192129 loss_class_dn: 0.326019 loss_bbox_dn: 0.146803 loss_giou_dn: 0.354685 loss_class_aux_dn: 1.816256 loss_bbox_aux_dn: 0.886108 loss_giou_aux_dn: 1.953677 loss: 14.843978 eta: 1 day, 10:19:34 batch_cost: 0.3559 data_cost: 0.0018 ips: 11.2399 images/s [04/16 00:27:34] ppdet.engine INFO: Epoch: [48] [3100/7329] learning_rate: 0.000100 loss_class: 0.544030 loss_bbox: 0.111384 loss_giou: 0.315158 loss_class_aux: 3.496824 loss_bbox_aux: 0.748336 loss_giou_aux: 2.064693 loss_class_dn: 0.319902 loss_bbox_dn: 0.115650 loss_giou_dn: 0.317289 loss_class_aux_dn: 1.664080 loss_bbox_aux_dn: 0.727511 loss_giou_aux_dn: 1.792604 loss: 13.593583 eta: 1 day, 10:18:58 batch_cost: 0.3553 data_cost: 0.0016 ips: 11.2567 images/s [04/16 00:28:13] ppdet.engine INFO: Epoch: [48] [3200/7329] learning_rate: 0.000100 loss_class: 0.552359 loss_bbox: 0.121114 loss_giou: 0.349256 loss_class_aux: 3.514810 loss_bbox_aux: 0.810202 loss_giou_aux: 2.178091 loss_class_dn: 0.313133 loss_bbox_dn: 0.143359 loss_giou_dn: 0.332692 loss_class_aux_dn: 1.687455 loss_bbox_aux_dn: 0.827280 loss_giou_aux_dn: 1.851569 loss: 13.168419 eta: 1 day, 10:18:23 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2839 images/s [04/16 00:28:52] ppdet.engine INFO: Epoch: [48] [3300/7329] learning_rate: 0.000100 loss_class: 0.576050 loss_bbox: 0.142022 loss_giou: 0.382514 loss_class_aux: 3.726359 loss_bbox_aux: 0.926235 loss_giou_aux: 2.409749 loss_class_dn: 0.352047 loss_bbox_dn: 0.154847 loss_giou_dn: 0.395601 loss_class_aux_dn: 1.895539 loss_bbox_aux_dn: 0.930052 loss_giou_aux_dn: 2.187833 loss: 15.313513 eta: 1 day, 10:17:47 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3004 images/s [04/16 00:29:32] ppdet.engine INFO: Epoch: [48] [3400/7329] learning_rate: 0.000100 loss_class: 0.511983 loss_bbox: 0.118040 loss_giou: 0.270584 loss_class_aux: 3.435539 loss_bbox_aux: 0.813833 loss_giou_aux: 1.812535 loss_class_dn: 0.293820 loss_bbox_dn: 0.131807 loss_giou_dn: 0.268184 loss_class_aux_dn: 1.590854 loss_bbox_aux_dn: 0.792597 loss_giou_aux_dn: 1.555322 loss: 11.926693 eta: 1 day, 10:17:12 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2968 images/s [04/16 00:30:11] ppdet.engine INFO: Epoch: [48] [3500/7329] learning_rate: 0.000100 loss_class: 0.618511 loss_bbox: 0.131180 loss_giou: 0.429609 loss_class_aux: 3.982359 loss_bbox_aux: 0.870555 loss_giou_aux: 2.674798 loss_class_dn: 0.355958 loss_bbox_dn: 0.141993 loss_giou_dn: 0.392999 loss_class_aux_dn: 1.879616 loss_bbox_aux_dn: 0.878964 loss_giou_aux_dn: 2.222326 loss: 14.663605 eta: 1 day, 10:16:37 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2707 images/s [04/16 00:30:51] ppdet.engine INFO: Epoch: [48] [3600/7329] learning_rate: 0.000100 loss_class: 0.509890 loss_bbox: 0.113169 loss_giou: 0.295337 loss_class_aux: 3.354366 loss_bbox_aux: 0.743534 loss_giou_aux: 1.880111 loss_class_dn: 0.287962 loss_bbox_dn: 0.130300 loss_giou_dn: 0.299633 loss_class_aux_dn: 1.587176 loss_bbox_aux_dn: 0.788548 loss_giou_aux_dn: 1.706336 loss: 12.159966 eta: 1 day, 10:16:01 batch_cost: 0.3574 data_cost: 0.0017 ips: 11.1916 images/s [04/16 00:31:31] ppdet.engine INFO: Epoch: [48] [3700/7329] learning_rate: 0.000100 loss_class: 0.523543 loss_bbox: 0.124542 loss_giou: 0.340310 loss_class_aux: 3.363959 loss_bbox_aux: 0.836807 loss_giou_aux: 2.129475 loss_class_dn: 0.310974 loss_bbox_dn: 0.128228 loss_giou_dn: 0.313943 loss_class_aux_dn: 1.680787 loss_bbox_aux_dn: 0.787153 loss_giou_aux_dn: 1.743449 loss: 13.169732 eta: 1 day, 10:15:26 batch_cost: 0.3581 data_cost: 0.0017 ips: 11.1696 images/s [04/16 00:32:10] ppdet.engine INFO: Epoch: [48] [3800/7329] learning_rate: 0.000100 loss_class: 0.509384 loss_bbox: 0.111720 loss_giou: 0.326295 loss_class_aux: 3.406760 loss_bbox_aux: 0.763137 loss_giou_aux: 2.065478 loss_class_dn: 0.320288 loss_bbox_dn: 0.121569 loss_giou_dn: 0.323753 loss_class_aux_dn: 1.725721 loss_bbox_aux_dn: 0.787330 loss_giou_aux_dn: 1.820683 loss: 13.437952 eta: 1 day, 10:14:51 batch_cost: 0.3544 data_cost: 0.0017 ips: 11.2855 images/s [04/16 00:32:50] ppdet.engine INFO: Epoch: [48] [3900/7329] learning_rate: 0.000100 loss_class: 0.487888 loss_bbox: 0.121800 loss_giou: 0.298761 loss_class_aux: 3.270982 loss_bbox_aux: 0.831336 loss_giou_aux: 2.008667 loss_class_dn: 0.296968 loss_bbox_dn: 0.134084 loss_giou_dn: 0.315922 loss_class_aux_dn: 1.609946 loss_bbox_aux_dn: 0.815647 loss_giou_aux_dn: 1.777709 loss: 12.629223 eta: 1 day, 10:14:15 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3290 images/s [04/16 00:33:29] ppdet.engine INFO: Epoch: [48] [4000/7329] learning_rate: 0.000100 loss_class: 0.554890 loss_bbox: 0.118646 loss_giou: 0.332537 loss_class_aux: 3.457387 loss_bbox_aux: 0.823755 loss_giou_aux: 2.170777 loss_class_dn: 0.297077 loss_bbox_dn: 0.133900 loss_giou_dn: 0.308891 loss_class_aux_dn: 1.633832 loss_bbox_aux_dn: 0.810838 loss_giou_aux_dn: 1.728865 loss: 13.083857 eta: 1 day, 10:13:40 batch_cost: 0.3559 data_cost: 0.0017 ips: 11.2379 images/s [04/16 00:34:09] ppdet.engine INFO: Epoch: [48] [4100/7329] learning_rate: 0.000100 loss_class: 0.562364 loss_bbox: 0.133023 loss_giou: 0.433984 loss_class_aux: 3.680587 loss_bbox_aux: 0.862170 loss_giou_aux: 2.881459 loss_class_dn: 0.345484 loss_bbox_dn: 0.151807 loss_giou_dn: 0.405169 loss_class_aux_dn: 1.904880 loss_bbox_aux_dn: 0.842977 loss_giou_aux_dn: 2.175028 loss: 14.698671 eta: 1 day, 10:13:05 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3072 images/s [04/16 00:34:48] ppdet.engine INFO: Epoch: [48] [4200/7329] learning_rate: 0.000100 loss_class: 0.549020 loss_bbox: 0.125152 loss_giou: 0.385528 loss_class_aux: 3.478805 loss_bbox_aux: 0.834547 loss_giou_aux: 2.419395 loss_class_dn: 0.312311 loss_bbox_dn: 0.123296 loss_giou_dn: 0.355523 loss_class_aux_dn: 1.674405 loss_bbox_aux_dn: 0.763627 loss_giou_aux_dn: 1.913787 loss: 13.835577 eta: 1 day, 10:12:29 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2957 images/s [04/16 00:35:28] ppdet.engine INFO: Epoch: [48] [4300/7329] learning_rate: 0.000100 loss_class: 0.589974 loss_bbox: 0.136991 loss_giou: 0.425324 loss_class_aux: 3.640744 loss_bbox_aux: 0.946479 loss_giou_aux: 2.653832 loss_class_dn: 0.359439 loss_bbox_dn: 0.138517 loss_giou_dn: 0.417138 loss_class_aux_dn: 1.926431 loss_bbox_aux_dn: 0.835366 loss_giou_aux_dn: 2.315698 loss: 15.585032 eta: 1 day, 10:11:54 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2648 images/s [04/16 00:36:07] ppdet.engine INFO: Epoch: [48] [4400/7329] learning_rate: 0.000100 loss_class: 0.548339 loss_bbox: 0.123414 loss_giou: 0.314511 loss_class_aux: 3.516279 loss_bbox_aux: 0.803789 loss_giou_aux: 2.091339 loss_class_dn: 0.313866 loss_bbox_dn: 0.124720 loss_giou_dn: 0.351949 loss_class_aux_dn: 1.677189 loss_bbox_aux_dn: 0.781185 loss_giou_aux_dn: 1.984002 loss: 13.262455 eta: 1 day, 10:11:18 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2692 images/s [04/16 00:36:47] ppdet.engine INFO: Epoch: [48] [4500/7329] learning_rate: 0.000100 loss_class: 0.547594 loss_bbox: 0.123876 loss_giou: 0.298038 loss_class_aux: 3.426991 loss_bbox_aux: 0.847728 loss_giou_aux: 1.905501 loss_class_dn: 0.305017 loss_bbox_dn: 0.132026 loss_giou_dn: 0.305312 loss_class_aux_dn: 1.683889 loss_bbox_aux_dn: 0.812128 loss_giou_aux_dn: 1.731010 loss: 12.646955 eta: 1 day, 10:10:43 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2831 images/s [04/16 00:37:26] ppdet.engine INFO: Epoch: [48] [4600/7329] learning_rate: 0.000100 loss_class: 0.585718 loss_bbox: 0.112624 loss_giou: 0.350314 loss_class_aux: 3.613107 loss_bbox_aux: 0.751784 loss_giou_aux: 2.172148 loss_class_dn: 0.296406 loss_bbox_dn: 0.125633 loss_giou_dn: 0.337910 loss_class_aux_dn: 1.592747 loss_bbox_aux_dn: 0.745879 loss_giou_aux_dn: 1.920649 loss: 12.249372 eta: 1 day, 10:10:08 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2327 images/s [04/16 00:38:05] ppdet.engine INFO: Epoch: [48] [4700/7329] learning_rate: 0.000100 loss_class: 0.504863 loss_bbox: 0.123189 loss_giou: 0.308852 loss_class_aux: 3.264624 loss_bbox_aux: 0.795154 loss_giou_aux: 1.931483 loss_class_dn: 0.277778 loss_bbox_dn: 0.129703 loss_giou_dn: 0.315277 loss_class_aux_dn: 1.535741 loss_bbox_aux_dn: 0.763339 loss_giou_aux_dn: 1.787009 loss: 11.639624 eta: 1 day, 10:09:32 batch_cost: 0.3509 data_cost: 0.0016 ips: 11.3994 images/s [04/16 00:38:45] ppdet.engine INFO: Epoch: [48] [4800/7329] learning_rate: 0.000100 loss_class: 0.513775 loss_bbox: 0.115491 loss_giou: 0.365801 loss_class_aux: 3.215271 loss_bbox_aux: 0.754183 loss_giou_aux: 2.286274 loss_class_dn: 0.310875 loss_bbox_dn: 0.119152 loss_giou_dn: 0.346638 loss_class_aux_dn: 1.635008 loss_bbox_aux_dn: 0.719761 loss_giou_aux_dn: 1.830805 loss: 11.918995 eta: 1 day, 10:08:57 batch_cost: 0.3576 data_cost: 0.0016 ips: 11.1854 images/s [04/16 00:39:25] ppdet.engine INFO: Epoch: [48] [4900/7329] learning_rate: 0.000100 loss_class: 0.552688 loss_bbox: 0.113380 loss_giou: 0.371462 loss_class_aux: 3.522339 loss_bbox_aux: 0.754773 loss_giou_aux: 2.386911 loss_class_dn: 0.322457 loss_bbox_dn: 0.128053 loss_giou_dn: 0.361954 loss_class_aux_dn: 1.718438 loss_bbox_aux_dn: 0.732921 loss_giou_aux_dn: 1.986668 loss: 13.582989 eta: 1 day, 10:08:21 batch_cost: 0.3542 data_cost: 0.0016 ips: 11.2935 images/s [04/16 00:40:04] ppdet.engine INFO: Epoch: [48] [5000/7329] learning_rate: 0.000100 loss_class: 0.574850 loss_bbox: 0.139542 loss_giou: 0.339550 loss_class_aux: 3.805914 loss_bbox_aux: 0.906386 loss_giou_aux: 2.167451 loss_class_dn: 0.309836 loss_bbox_dn: 0.145469 loss_giou_dn: 0.335871 loss_class_aux_dn: 1.685148 loss_bbox_aux_dn: 0.846880 loss_giou_aux_dn: 1.894966 loss: 13.221132 eta: 1 day, 10:07:46 batch_cost: 0.3581 data_cost: 0.0016 ips: 11.1713 images/s [04/16 00:40:44] ppdet.engine INFO: Epoch: [48] [5100/7329] learning_rate: 0.000100 loss_class: 0.537593 loss_bbox: 0.128664 loss_giou: 0.396829 loss_class_aux: 3.392705 loss_bbox_aux: 0.795891 loss_giou_aux: 2.491444 loss_class_dn: 0.315213 loss_bbox_dn: 0.129093 loss_giou_dn: 0.382746 loss_class_aux_dn: 1.681691 loss_bbox_aux_dn: 0.759825 loss_giou_aux_dn: 2.092117 loss: 13.267315 eta: 1 day, 10:07:11 batch_cost: 0.3514 data_cost: 0.0015 ips: 11.3819 images/s [04/16 00:41:23] ppdet.engine INFO: Epoch: [48] [5200/7329] learning_rate: 0.000100 loss_class: 0.566678 loss_bbox: 0.136259 loss_giou: 0.336163 loss_class_aux: 3.619344 loss_bbox_aux: 0.904987 loss_giou_aux: 2.208812 loss_class_dn: 0.341555 loss_bbox_dn: 0.143844 loss_giou_dn: 0.359289 loss_class_aux_dn: 1.818254 loss_bbox_aux_dn: 0.802093 loss_giou_aux_dn: 2.000764 loss: 13.560078 eta: 1 day, 10:06:35 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2378 images/s [04/16 00:42:02] ppdet.engine INFO: Epoch: [48] [5300/7329] learning_rate: 0.000100 loss_class: 0.566855 loss_bbox: 0.134943 loss_giou: 0.373895 loss_class_aux: 3.584346 loss_bbox_aux: 0.894109 loss_giou_aux: 2.292252 loss_class_dn: 0.308586 loss_bbox_dn: 0.154051 loss_giou_dn: 0.325988 loss_class_aux_dn: 1.646796 loss_bbox_aux_dn: 0.956487 loss_giou_aux_dn: 1.858154 loss: 12.963595 eta: 1 day, 10:06:00 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3877 images/s [04/16 00:42:42] ppdet.engine INFO: Epoch: [48] [5400/7329] learning_rate: 0.000100 loss_class: 0.566335 loss_bbox: 0.131534 loss_giou: 0.383512 loss_class_aux: 3.523838 loss_bbox_aux: 0.849571 loss_giou_aux: 2.381164 loss_class_dn: 0.333071 loss_bbox_dn: 0.132233 loss_giou_dn: 0.369558 loss_class_aux_dn: 1.789565 loss_bbox_aux_dn: 0.821324 loss_giou_aux_dn: 2.045629 loss: 13.957507 eta: 1 day, 10:05:24 batch_cost: 0.3553 data_cost: 0.0016 ips: 11.2567 images/s [04/16 00:43:21] ppdet.engine INFO: Epoch: [48] [5500/7329] learning_rate: 0.000100 loss_class: 0.577428 loss_bbox: 0.134541 loss_giou: 0.392845 loss_class_aux: 3.795753 loss_bbox_aux: 0.860218 loss_giou_aux: 2.558819 loss_class_dn: 0.332405 loss_bbox_dn: 0.136500 loss_giou_dn: 0.369183 loss_class_aux_dn: 1.783108 loss_bbox_aux_dn: 0.790671 loss_giou_aux_dn: 2.060672 loss: 13.888534 eta: 1 day, 10:04:49 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3860 images/s [04/16 00:44:01] ppdet.engine INFO: Epoch: [48] [5600/7329] learning_rate: 0.000100 loss_class: 0.590001 loss_bbox: 0.131363 loss_giou: 0.419926 loss_class_aux: 3.754877 loss_bbox_aux: 0.849725 loss_giou_aux: 2.632898 loss_class_dn: 0.338244 loss_bbox_dn: 0.139610 loss_giou_dn: 0.378124 loss_class_aux_dn: 1.806979 loss_bbox_aux_dn: 0.854288 loss_giou_aux_dn: 2.083183 loss: 14.230289 eta: 1 day, 10:04:14 batch_cost: 0.3594 data_cost: 0.0017 ips: 11.1312 images/s [04/16 00:44:41] ppdet.engine INFO: Epoch: [48] [5700/7329] learning_rate: 0.000100 loss_class: 0.588794 loss_bbox: 0.132084 loss_giou: 0.371378 loss_class_aux: 3.736908 loss_bbox_aux: 0.815589 loss_giou_aux: 2.280886 loss_class_dn: 0.313893 loss_bbox_dn: 0.136712 loss_giou_dn: 0.344779 loss_class_aux_dn: 1.720218 loss_bbox_aux_dn: 0.810194 loss_giou_aux_dn: 1.956612 loss: 13.647623 eta: 1 day, 10:03:38 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2370 images/s [04/16 00:45:20] ppdet.engine INFO: Epoch: [48] [5800/7329] learning_rate: 0.000100 loss_class: 0.606488 loss_bbox: 0.134621 loss_giou: 0.365027 loss_class_aux: 3.959031 loss_bbox_aux: 0.783419 loss_giou_aux: 2.287338 loss_class_dn: 0.335186 loss_bbox_dn: 0.134884 loss_giou_dn: 0.339680 loss_class_aux_dn: 1.830233 loss_bbox_aux_dn: 0.805105 loss_giou_aux_dn: 1.959162 loss: 14.205027 eta: 1 day, 10:03:03 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2407 images/s [04/16 00:46:00] ppdet.engine INFO: Epoch: [48] [5900/7329] learning_rate: 0.000100 loss_class: 0.508612 loss_bbox: 0.129950 loss_giou: 0.345692 loss_class_aux: 3.379949 loss_bbox_aux: 0.881878 loss_giou_aux: 2.234611 loss_class_dn: 0.301041 loss_bbox_dn: 0.144013 loss_giou_dn: 0.303898 loss_class_aux_dn: 1.630180 loss_bbox_aux_dn: 0.845479 loss_giou_aux_dn: 1.733962 loss: 12.727989 eta: 1 day, 10:02:28 batch_cost: 0.3576 data_cost: 0.0016 ips: 11.1853 images/s [04/16 00:46:39] ppdet.engine INFO: Epoch: [48] [6000/7329] learning_rate: 0.000100 loss_class: 0.563862 loss_bbox: 0.123343 loss_giou: 0.358696 loss_class_aux: 3.596260 loss_bbox_aux: 0.778443 loss_giou_aux: 2.251153 loss_class_dn: 0.319949 loss_bbox_dn: 0.123047 loss_giou_dn: 0.323054 loss_class_aux_dn: 1.744377 loss_bbox_aux_dn: 0.740076 loss_giou_aux_dn: 1.874709 loss: 13.084013 eta: 1 day, 10:01:52 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4183 images/s [04/16 00:47:19] ppdet.engine INFO: Epoch: [48] [6100/7329] learning_rate: 0.000100 loss_class: 0.619406 loss_bbox: 0.137505 loss_giou: 0.434420 loss_class_aux: 3.975974 loss_bbox_aux: 0.878202 loss_giou_aux: 2.706688 loss_class_dn: 0.362083 loss_bbox_dn: 0.145454 loss_giou_dn: 0.395502 loss_class_aux_dn: 1.934538 loss_bbox_aux_dn: 0.847600 loss_giou_aux_dn: 2.202357 loss: 15.427105 eta: 1 day, 10:01:17 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2149 images/s [04/16 00:47:58] ppdet.engine INFO: Epoch: [48] [6200/7329] learning_rate: 0.000100 loss_class: 0.534555 loss_bbox: 0.136084 loss_giou: 0.335734 loss_class_aux: 3.487634 loss_bbox_aux: 0.898319 loss_giou_aux: 2.217978 loss_class_dn: 0.305628 loss_bbox_dn: 0.134680 loss_giou_dn: 0.338892 loss_class_aux_dn: 1.673266 loss_bbox_aux_dn: 0.807581 loss_giou_aux_dn: 1.836811 loss: 13.729086 eta: 1 day, 10:00:42 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2672 images/s [04/16 00:48:38] ppdet.engine INFO: Epoch: [48] [6300/7329] learning_rate: 0.000100 loss_class: 0.600628 loss_bbox: 0.132686 loss_giou: 0.377908 loss_class_aux: 3.795562 loss_bbox_aux: 0.871547 loss_giou_aux: 2.458441 loss_class_dn: 0.350337 loss_bbox_dn: 0.149351 loss_giou_dn: 0.372382 loss_class_aux_dn: 1.868699 loss_bbox_aux_dn: 0.919655 loss_giou_aux_dn: 2.160109 loss: 14.722862 eta: 1 day, 10:00:06 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2486 images/s [04/16 00:49:17] ppdet.engine INFO: Epoch: [48] [6400/7329] learning_rate: 0.000100 loss_class: 0.522480 loss_bbox: 0.119708 loss_giou: 0.359852 loss_class_aux: 3.437330 loss_bbox_aux: 0.792323 loss_giou_aux: 2.319411 loss_class_dn: 0.297185 loss_bbox_dn: 0.132676 loss_giou_dn: 0.327325 loss_class_aux_dn: 1.601173 loss_bbox_aux_dn: 0.810560 loss_giou_aux_dn: 1.879554 loss: 12.615040 eta: 1 day, 9:59:31 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2755 images/s [04/16 00:49:57] ppdet.engine INFO: Epoch: [48] [6500/7329] learning_rate: 0.000100 loss_class: 0.500289 loss_bbox: 0.124615 loss_giou: 0.367128 loss_class_aux: 3.145996 loss_bbox_aux: 0.784349 loss_giou_aux: 2.269881 loss_class_dn: 0.293215 loss_bbox_dn: 0.127245 loss_giou_dn: 0.320695 loss_class_aux_dn: 1.571532 loss_bbox_aux_dn: 0.738965 loss_giou_aux_dn: 1.796815 loss: 11.920914 eta: 1 day, 9:58:56 batch_cost: 0.3538 data_cost: 0.0015 ips: 11.3070 images/s [04/16 00:50:36] ppdet.engine INFO: Epoch: [48] [6600/7329] learning_rate: 0.000100 loss_class: 0.532497 loss_bbox: 0.134931 loss_giou: 0.312292 loss_class_aux: 3.526412 loss_bbox_aux: 0.895751 loss_giou_aux: 2.049574 loss_class_dn: 0.311442 loss_bbox_dn: 0.151975 loss_giou_dn: 0.305416 loss_class_aux_dn: 1.709688 loss_bbox_aux_dn: 0.894913 loss_giou_aux_dn: 1.705401 loss: 12.796358 eta: 1 day, 9:58:20 batch_cost: 0.3574 data_cost: 0.0016 ips: 11.1928 images/s [04/16 00:51:16] ppdet.engine INFO: Epoch: [48] [6700/7329] learning_rate: 0.000100 loss_class: 0.521925 loss_bbox: 0.132052 loss_giou: 0.381718 loss_class_aux: 3.422213 loss_bbox_aux: 0.867157 loss_giou_aux: 2.292860 loss_class_dn: 0.314420 loss_bbox_dn: 0.145140 loss_giou_dn: 0.331025 loss_class_aux_dn: 1.668327 loss_bbox_aux_dn: 0.876784 loss_giou_aux_dn: 1.882232 loss: 12.930007 eta: 1 day, 9:57:45 batch_cost: 0.3557 data_cost: 0.0017 ips: 11.2439 images/s [04/16 00:51:55] ppdet.engine INFO: Epoch: [48] [6800/7329] learning_rate: 0.000100 loss_class: 0.591117 loss_bbox: 0.149832 loss_giou: 0.354037 loss_class_aux: 3.691061 loss_bbox_aux: 0.956899 loss_giou_aux: 2.181666 loss_class_dn: 0.313299 loss_bbox_dn: 0.151075 loss_giou_dn: 0.340192 loss_class_aux_dn: 1.635173 loss_bbox_aux_dn: 0.879005 loss_giou_aux_dn: 1.931400 loss: 13.111620 eta: 1 day, 9:57:10 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3039 images/s [04/16 00:52:35] ppdet.engine INFO: Epoch: [48] [6900/7329] learning_rate: 0.000100 loss_class: 0.525334 loss_bbox: 0.124658 loss_giou: 0.319978 loss_class_aux: 3.454515 loss_bbox_aux: 0.829552 loss_giou_aux: 2.048523 loss_class_dn: 0.307213 loss_bbox_dn: 0.131316 loss_giou_dn: 0.315032 loss_class_aux_dn: 1.665371 loss_bbox_aux_dn: 0.780915 loss_giou_aux_dn: 1.766035 loss: 13.269945 eta: 1 day, 9:56:34 batch_cost: 0.3526 data_cost: 0.0017 ips: 11.3458 images/s [04/16 00:53:14] ppdet.engine INFO: Epoch: [48] [7000/7329] learning_rate: 0.000100 loss_class: 0.554283 loss_bbox: 0.130681 loss_giou: 0.362870 loss_class_aux: 3.579445 loss_bbox_aux: 0.860681 loss_giou_aux: 2.266327 loss_class_dn: 0.314531 loss_bbox_dn: 0.139847 loss_giou_dn: 0.362667 loss_class_aux_dn: 1.679570 loss_bbox_aux_dn: 0.783697 loss_giou_aux_dn: 1.999034 loss: 14.047360 eta: 1 day, 9:55:58 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3583 images/s [04/16 00:53:53] ppdet.engine INFO: Epoch: [48] [7100/7329] learning_rate: 0.000100 loss_class: 0.569408 loss_bbox: 0.119390 loss_giou: 0.342986 loss_class_aux: 3.582646 loss_bbox_aux: 0.802057 loss_giou_aux: 2.205313 loss_class_dn: 0.309851 loss_bbox_dn: 0.144478 loss_giou_dn: 0.320950 loss_class_aux_dn: 1.738271 loss_bbox_aux_dn: 0.862487 loss_giou_aux_dn: 1.894834 loss: 13.427612 eta: 1 day, 9:55:23 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2770 images/s [04/16 00:54:33] ppdet.engine INFO: Epoch: [48] [7200/7329] learning_rate: 0.000100 loss_class: 0.502750 loss_bbox: 0.110362 loss_giou: 0.312044 loss_class_aux: 3.095007 loss_bbox_aux: 0.798058 loss_giou_aux: 1.897096 loss_class_dn: 0.261777 loss_bbox_dn: 0.124373 loss_giou_dn: 0.272355 loss_class_aux_dn: 1.443802 loss_bbox_aux_dn: 0.745566 loss_giou_aux_dn: 1.522469 loss: 11.804495 eta: 1 day, 9:54:47 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3490 images/s [04/16 00:55:12] ppdet.engine INFO: Epoch: [48] [7300/7329] learning_rate: 0.000100 loss_class: 0.492972 loss_bbox: 0.129209 loss_giou: 0.315470 loss_class_aux: 3.202013 loss_bbox_aux: 0.874483 loss_giou_aux: 1.991181 loss_class_dn: 0.286149 loss_bbox_dn: 0.132100 loss_giou_dn: 0.287532 loss_class_aux_dn: 1.568451 loss_bbox_aux_dn: 0.777825 loss_giou_aux_dn: 1.626606 loss: 11.843037 eta: 1 day, 9:54:12 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3168 images/s [04/16 00:55:26] ppdet.engine INFO: Eval iter: 0 [04/16 00:55:38] ppdet.engine INFO: Eval iter: 100 [04/16 00:55:49] ppdet.engine INFO: Eval iter: 200 [04/16 00:56:01] ppdet.engine INFO: Eval iter: 300 [04/16 00:56:13] ppdet.engine INFO: Eval iter: 400 [04/16 00:56:25] ppdet.engine INFO: Eval iter: 500 [04/16 00:56:37] ppdet.engine INFO: Eval iter: 600 [04/16 00:57:00] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/16 00:57:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.46s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.68s). Accumulating evaluation results... DONE (t=16.44s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.728 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.778 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 [04/16 00:58:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.7151016496011 [04/16 00:58:44] ppdet.engine INFO: Best test bbox ap is 0.545. [04/16 00:58:45] ppdet.engine INFO: Epoch: [49] [ 0/7329] learning_rate: 0.000100 loss_class: 0.471303 loss_bbox: 0.116004 loss_giou: 0.339021 loss_class_aux: 2.973117 loss_bbox_aux: 0.715739 loss_giou_aux: 2.082323 loss_class_dn: 0.282566 loss_bbox_dn: 0.113619 loss_giou_dn: 0.297470 loss_class_aux_dn: 1.542720 loss_bbox_aux_dn: 0.688333 loss_giou_aux_dn: 1.678256 loss: 11.780643 eta: 1 day, 9:54:02 batch_cost: 0.3519 data_cost: 0.0016 ips: 11.3662 images/s [04/16 00:59:24] ppdet.engine INFO: Epoch: [49] [ 100/7329] learning_rate: 0.000100 loss_class: 0.552689 loss_bbox: 0.122460 loss_giou: 0.372275 loss_class_aux: 3.433608 loss_bbox_aux: 0.811288 loss_giou_aux: 2.386141 loss_class_dn: 0.316576 loss_bbox_dn: 0.117185 loss_giou_dn: 0.376629 loss_class_aux_dn: 1.696106 loss_bbox_aux_dn: 0.677400 loss_giou_aux_dn: 2.036184 loss: 13.578246 eta: 1 day, 9:53:26 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3723 images/s [04/16 01:00:04] ppdet.engine INFO: Epoch: [49] [ 200/7329] learning_rate: 0.000100 loss_class: 0.527975 loss_bbox: 0.123401 loss_giou: 0.337153 loss_class_aux: 3.451398 loss_bbox_aux: 0.798401 loss_giou_aux: 2.102554 loss_class_dn: 0.299350 loss_bbox_dn: 0.121717 loss_giou_dn: 0.311176 loss_class_aux_dn: 1.610595 loss_bbox_aux_dn: 0.761415 loss_giou_aux_dn: 1.692596 loss: 12.678762 eta: 1 day, 9:52:50 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3016 images/s [04/16 01:00:43] ppdet.engine INFO: Epoch: [49] [ 300/7329] learning_rate: 0.000100 loss_class: 0.529631 loss_bbox: 0.112523 loss_giou: 0.362706 loss_class_aux: 3.281177 loss_bbox_aux: 0.764860 loss_giou_aux: 2.227578 loss_class_dn: 0.293552 loss_bbox_dn: 0.129583 loss_giou_dn: 0.312784 loss_class_aux_dn: 1.604748 loss_bbox_aux_dn: 0.795078 loss_giou_aux_dn: 1.759567 loss: 12.599984 eta: 1 day, 9:52:15 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2816 images/s [04/16 01:01:23] ppdet.engine INFO: Epoch: [49] [ 400/7329] learning_rate: 0.000100 loss_class: 0.540529 loss_bbox: 0.121242 loss_giou: 0.394572 loss_class_aux: 3.484389 loss_bbox_aux: 0.838686 loss_giou_aux: 2.434630 loss_class_dn: 0.320645 loss_bbox_dn: 0.136496 loss_giou_dn: 0.357033 loss_class_aux_dn: 1.700152 loss_bbox_aux_dn: 0.823712 loss_giou_aux_dn: 2.013462 loss: 13.585936 eta: 1 day, 9:51:40 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2843 images/s [04/16 01:02:03] ppdet.engine INFO: Epoch: [49] [ 500/7329] learning_rate: 0.000100 loss_class: 0.528271 loss_bbox: 0.129797 loss_giou: 0.303195 loss_class_aux: 3.394947 loss_bbox_aux: 0.837847 loss_giou_aux: 1.930233 loss_class_dn: 0.294317 loss_bbox_dn: 0.139766 loss_giou_dn: 0.288907 loss_class_aux_dn: 1.582928 loss_bbox_aux_dn: 0.816441 loss_giou_aux_dn: 1.683185 loss: 12.638109 eta: 1 day, 9:51:05 batch_cost: 0.3604 data_cost: 0.0015 ips: 11.0986 images/s [04/16 01:02:42] ppdet.engine INFO: Epoch: [49] [ 600/7329] learning_rate: 0.000100 loss_class: 0.529685 loss_bbox: 0.123675 loss_giou: 0.298536 loss_class_aux: 3.277025 loss_bbox_aux: 0.817327 loss_giou_aux: 1.971033 loss_class_dn: 0.291632 loss_bbox_dn: 0.130928 loss_giou_dn: 0.296506 loss_class_aux_dn: 1.633393 loss_bbox_aux_dn: 0.795214 loss_giou_aux_dn: 1.692307 loss: 12.126101 eta: 1 day, 9:50:29 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3132 images/s [04/16 01:03:22] ppdet.engine INFO: Epoch: [49] [ 700/7329] learning_rate: 0.000100 loss_class: 0.520021 loss_bbox: 0.117848 loss_giou: 0.315065 loss_class_aux: 3.291078 loss_bbox_aux: 0.771717 loss_giou_aux: 2.056579 loss_class_dn: 0.291112 loss_bbox_dn: 0.122428 loss_giou_dn: 0.319612 loss_class_aux_dn: 1.589923 loss_bbox_aux_dn: 0.734410 loss_giou_aux_dn: 1.781063 loss: 12.541239 eta: 1 day, 9:49:54 batch_cost: 0.3569 data_cost: 0.0014 ips: 11.2082 images/s [04/16 01:04:02] ppdet.engine INFO: Epoch: [49] [ 800/7329] learning_rate: 0.000100 loss_class: 0.580928 loss_bbox: 0.127502 loss_giou: 0.431451 loss_class_aux: 3.585507 loss_bbox_aux: 0.797347 loss_giou_aux: 2.776784 loss_class_dn: 0.319189 loss_bbox_dn: 0.124786 loss_giou_dn: 0.382982 loss_class_aux_dn: 1.699260 loss_bbox_aux_dn: 0.750412 loss_giou_aux_dn: 2.133033 loss: 14.581747 eta: 1 day, 9:49:19 batch_cost: 0.3580 data_cost: 0.0015 ips: 11.1747 images/s [04/16 01:04:41] ppdet.engine INFO: Epoch: [49] [ 900/7329] learning_rate: 0.000100 loss_class: 0.569339 loss_bbox: 0.129260 loss_giou: 0.377020 loss_class_aux: 3.701834 loss_bbox_aux: 0.844876 loss_giou_aux: 2.416267 loss_class_dn: 0.302560 loss_bbox_dn: 0.137268 loss_giou_dn: 0.361539 loss_class_aux_dn: 1.642751 loss_bbox_aux_dn: 0.839273 loss_giou_aux_dn: 2.016030 loss: 13.154640 eta: 1 day, 9:48:44 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2534 images/s [04/16 01:05:20] ppdet.engine INFO: Epoch: [49] [1000/7329] learning_rate: 0.000100 loss_class: 0.574822 loss_bbox: 0.130124 loss_giou: 0.375572 loss_class_aux: 3.663819 loss_bbox_aux: 0.859302 loss_giou_aux: 2.333001 loss_class_dn: 0.324410 loss_bbox_dn: 0.123274 loss_giou_dn: 0.361785 loss_class_aux_dn: 1.737970 loss_bbox_aux_dn: 0.723047 loss_giou_aux_dn: 2.029526 loss: 13.447803 eta: 1 day, 9:48:08 batch_cost: 0.3510 data_cost: 0.0015 ips: 11.3944 images/s [04/16 01:06:00] ppdet.engine INFO: Epoch: [49] [1100/7329] learning_rate: 0.000100 loss_class: 0.543709 loss_bbox: 0.131820 loss_giou: 0.368896 loss_class_aux: 3.442197 loss_bbox_aux: 0.868082 loss_giou_aux: 2.389047 loss_class_dn: 0.291395 loss_bbox_dn: 0.129276 loss_giou_dn: 0.325805 loss_class_aux_dn: 1.584133 loss_bbox_aux_dn: 0.763715 loss_giou_aux_dn: 1.838536 loss: 12.087130 eta: 1 day, 9:47:33 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2151 images/s [04/16 01:06:39] ppdet.engine INFO: Epoch: [49] [1200/7329] learning_rate: 0.000100 loss_class: 0.514356 loss_bbox: 0.142999 loss_giou: 0.338069 loss_class_aux: 3.301162 loss_bbox_aux: 0.938930 loss_giou_aux: 2.167759 loss_class_dn: 0.325928 loss_bbox_dn: 0.139157 loss_giou_dn: 0.336950 loss_class_aux_dn: 1.747876 loss_bbox_aux_dn: 0.840523 loss_giou_aux_dn: 1.901383 loss: 13.519175 eta: 1 day, 9:46:57 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2955 images/s [04/16 01:07:19] ppdet.engine INFO: Epoch: [49] [1300/7329] learning_rate: 0.000100 loss_class: 0.541858 loss_bbox: 0.118236 loss_giou: 0.376609 loss_class_aux: 3.334055 loss_bbox_aux: 0.776613 loss_giou_aux: 2.404121 loss_class_dn: 0.317741 loss_bbox_dn: 0.119430 loss_giou_dn: 0.353547 loss_class_aux_dn: 1.677839 loss_bbox_aux_dn: 0.714040 loss_giou_aux_dn: 1.881772 loss: 12.997553 eta: 1 day, 9:46:22 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2273 images/s [04/16 01:07:59] ppdet.engine INFO: Epoch: [49] [1400/7329] learning_rate: 0.000100 loss_class: 0.566511 loss_bbox: 0.130228 loss_giou: 0.346344 loss_class_aux: 3.666014 loss_bbox_aux: 0.856198 loss_giou_aux: 2.185668 loss_class_dn: 0.315859 loss_bbox_dn: 0.144641 loss_giou_dn: 0.336771 loss_class_aux_dn: 1.676467 loss_bbox_aux_dn: 0.830349 loss_giou_aux_dn: 1.956852 loss: 13.402069 eta: 1 day, 9:45:47 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2127 images/s [04/16 01:08:38] ppdet.engine INFO: Epoch: [49] [1500/7329] learning_rate: 0.000100 loss_class: 0.531722 loss_bbox: 0.149064 loss_giou: 0.387323 loss_class_aux: 3.450748 loss_bbox_aux: 0.927026 loss_giou_aux: 2.456613 loss_class_dn: 0.332490 loss_bbox_dn: 0.144987 loss_giou_dn: 0.375846 loss_class_aux_dn: 1.794800 loss_bbox_aux_dn: 0.865302 loss_giou_aux_dn: 2.114941 loss: 14.260124 eta: 1 day, 9:45:11 batch_cost: 0.3509 data_cost: 0.0014 ips: 11.3990 images/s [04/16 01:09:17] ppdet.engine INFO: Epoch: [49] [1600/7329] learning_rate: 0.000100 loss_class: 0.545847 loss_bbox: 0.127959 loss_giou: 0.392937 loss_class_aux: 3.415082 loss_bbox_aux: 0.861952 loss_giou_aux: 2.529013 loss_class_dn: 0.313471 loss_bbox_dn: 0.126009 loss_giou_dn: 0.347329 loss_class_aux_dn: 1.711025 loss_bbox_aux_dn: 0.735229 loss_giou_aux_dn: 1.933239 loss: 13.531067 eta: 1 day, 9:44:36 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2610 images/s [04/16 01:09:57] ppdet.engine INFO: Epoch: [49] [1700/7329] learning_rate: 0.000100 loss_class: 0.538159 loss_bbox: 0.124441 loss_giou: 0.321376 loss_class_aux: 3.466864 loss_bbox_aux: 0.872885 loss_giou_aux: 1.968409 loss_class_dn: 0.295302 loss_bbox_dn: 0.128466 loss_giou_dn: 0.312098 loss_class_aux_dn: 1.618729 loss_bbox_aux_dn: 0.760599 loss_giou_aux_dn: 1.753340 loss: 12.751204 eta: 1 day, 9:44:00 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3017 images/s [04/16 01:10:36] ppdet.engine INFO: Epoch: [49] [1800/7329] learning_rate: 0.000100 loss_class: 0.550192 loss_bbox: 0.110963 loss_giou: 0.373515 loss_class_aux: 3.577207 loss_bbox_aux: 0.762018 loss_giou_aux: 2.316897 loss_class_dn: 0.330464 loss_bbox_dn: 0.106035 loss_giou_dn: 0.361800 loss_class_aux_dn: 1.747794 loss_bbox_aux_dn: 0.635532 loss_giou_aux_dn: 2.003704 loss: 13.503624 eta: 1 day, 9:43:25 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3436 images/s [04/16 01:11:15] ppdet.engine INFO: Epoch: [49] [1900/7329] learning_rate: 0.000100 loss_class: 0.503933 loss_bbox: 0.120098 loss_giou: 0.354482 loss_class_aux: 3.303814 loss_bbox_aux: 0.759285 loss_giou_aux: 2.286220 loss_class_dn: 0.303816 loss_bbox_dn: 0.131072 loss_giou_dn: 0.298597 loss_class_aux_dn: 1.645483 loss_bbox_aux_dn: 0.768870 loss_giou_aux_dn: 1.696247 loss: 13.148733 eta: 1 day, 9:42:49 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3594 images/s [04/16 01:11:55] ppdet.engine INFO: Epoch: [49] [2000/7329] learning_rate: 0.000100 loss_class: 0.544544 loss_bbox: 0.124853 loss_giou: 0.350373 loss_class_aux: 3.485749 loss_bbox_aux: 0.791663 loss_giou_aux: 2.248594 loss_class_dn: 0.311119 loss_bbox_dn: 0.133778 loss_giou_dn: 0.328506 loss_class_aux_dn: 1.675055 loss_bbox_aux_dn: 0.796381 loss_giou_aux_dn: 1.806694 loss: 12.786270 eta: 1 day, 9:42:14 batch_cost: 0.3591 data_cost: 0.0015 ips: 11.1393 images/s [04/16 01:12:35] ppdet.engine INFO: Epoch: [49] [2100/7329] learning_rate: 0.000100 loss_class: 0.606362 loss_bbox: 0.132257 loss_giou: 0.362157 loss_class_aux: 3.789441 loss_bbox_aux: 0.846108 loss_giou_aux: 2.321850 loss_class_dn: 0.330327 loss_bbox_dn: 0.127669 loss_giou_dn: 0.359169 loss_class_aux_dn: 1.810615 loss_bbox_aux_dn: 0.719880 loss_giou_aux_dn: 2.046573 loss: 13.915193 eta: 1 day, 9:41:39 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3119 images/s [04/16 01:13:14] ppdet.engine INFO: Epoch: [49] [2200/7329] learning_rate: 0.000100 loss_class: 0.538866 loss_bbox: 0.121006 loss_giou: 0.326895 loss_class_aux: 3.541428 loss_bbox_aux: 0.803453 loss_giou_aux: 2.090764 loss_class_dn: 0.302561 loss_bbox_dn: 0.123706 loss_giou_dn: 0.337835 loss_class_aux_dn: 1.652217 loss_bbox_aux_dn: 0.733056 loss_giou_aux_dn: 1.904322 loss: 12.731061 eta: 1 day, 9:41:03 batch_cost: 0.3516 data_cost: 0.0015 ips: 11.3771 images/s [04/16 01:13:53] ppdet.engine INFO: Epoch: [49] [2300/7329] learning_rate: 0.000100 loss_class: 0.580241 loss_bbox: 0.136784 loss_giou: 0.395574 loss_class_aux: 3.682017 loss_bbox_aux: 0.867148 loss_giou_aux: 2.611759 loss_class_dn: 0.359804 loss_bbox_dn: 0.146038 loss_giou_dn: 0.391507 loss_class_aux_dn: 1.926188 loss_bbox_aux_dn: 0.842182 loss_giou_aux_dn: 2.218580 loss: 15.546959 eta: 1 day, 9:40:27 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2924 images/s [04/16 01:14:33] ppdet.engine INFO: Epoch: [49] [2400/7329] learning_rate: 0.000100 loss_class: 0.584499 loss_bbox: 0.140351 loss_giou: 0.409713 loss_class_aux: 3.785445 loss_bbox_aux: 0.919829 loss_giou_aux: 2.573311 loss_class_dn: 0.343670 loss_bbox_dn: 0.134561 loss_giou_dn: 0.382120 loss_class_aux_dn: 1.843473 loss_bbox_aux_dn: 0.816398 loss_giou_aux_dn: 2.210347 loss: 14.461941 eta: 1 day, 9:39:52 batch_cost: 0.3563 data_cost: 0.0015 ips: 11.2251 images/s [04/16 01:15:13] ppdet.engine INFO: Epoch: [49] [2500/7329] learning_rate: 0.000100 loss_class: 0.552457 loss_bbox: 0.136286 loss_giou: 0.367981 loss_class_aux: 3.528102 loss_bbox_aux: 0.881066 loss_giou_aux: 2.277956 loss_class_dn: 0.312083 loss_bbox_dn: 0.144716 loss_giou_dn: 0.344692 loss_class_aux_dn: 1.697322 loss_bbox_aux_dn: 0.845055 loss_giou_aux_dn: 1.958604 loss: 13.536280 eta: 1 day, 9:39:17 batch_cost: 0.3589 data_cost: 0.0015 ips: 11.1466 images/s [04/16 01:15:52] ppdet.engine INFO: Epoch: [49] [2600/7329] learning_rate: 0.000100 loss_class: 0.525569 loss_bbox: 0.122417 loss_giou: 0.307412 loss_class_aux: 3.314171 loss_bbox_aux: 0.839031 loss_giou_aux: 1.947511 loss_class_dn: 0.275818 loss_bbox_dn: 0.138866 loss_giou_dn: 0.307356 loss_class_aux_dn: 1.497068 loss_bbox_aux_dn: 0.836565 loss_giou_aux_dn: 1.725453 loss: 12.334885 eta: 1 day, 9:38:42 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2835 images/s [04/16 01:16:31] ppdet.engine INFO: Epoch: [49] [2700/7329] learning_rate: 0.000100 loss_class: 0.490223 loss_bbox: 0.120722 loss_giou: 0.363578 loss_class_aux: 3.263073 loss_bbox_aux: 0.760321 loss_giou_aux: 2.310452 loss_class_dn: 0.287865 loss_bbox_dn: 0.129789 loss_giou_dn: 0.324791 loss_class_aux_dn: 1.570575 loss_bbox_aux_dn: 0.810560 loss_giou_aux_dn: 1.839597 loss: 12.781770 eta: 1 day, 9:38:06 batch_cost: 0.3513 data_cost: 0.0015 ips: 11.3869 images/s [04/16 01:17:10] ppdet.engine INFO: Epoch: [49] [2800/7329] learning_rate: 0.000100 loss_class: 0.600110 loss_bbox: 0.123969 loss_giou: 0.405477 loss_class_aux: 3.750152 loss_bbox_aux: 0.850583 loss_giou_aux: 2.567224 loss_class_dn: 0.323880 loss_bbox_dn: 0.136781 loss_giou_dn: 0.362164 loss_class_aux_dn: 1.764013 loss_bbox_aux_dn: 0.839846 loss_giou_aux_dn: 2.005435 loss: 13.814911 eta: 1 day, 9:37:30 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3699 images/s [04/16 01:17:50] ppdet.engine INFO: Epoch: [49] [2900/7329] learning_rate: 0.000100 loss_class: 0.608419 loss_bbox: 0.124747 loss_giou: 0.395980 loss_class_aux: 3.865450 loss_bbox_aux: 0.886209 loss_giou_aux: 2.516412 loss_class_dn: 0.352175 loss_bbox_dn: 0.134658 loss_giou_dn: 0.376802 loss_class_aux_dn: 1.867881 loss_bbox_aux_dn: 0.834301 loss_giou_aux_dn: 2.094582 loss: 14.689967 eta: 1 day, 9:36:55 batch_cost: 0.3523 data_cost: 0.0015 ips: 11.3526 images/s [04/16 01:18:29] ppdet.engine INFO: Epoch: [49] [3000/7329] learning_rate: 0.000100 loss_class: 0.600200 loss_bbox: 0.147950 loss_giou: 0.388639 loss_class_aux: 3.804023 loss_bbox_aux: 0.938322 loss_giou_aux: 2.502412 loss_class_dn: 0.336693 loss_bbox_dn: 0.145067 loss_giou_dn: 0.386786 loss_class_aux_dn: 1.801665 loss_bbox_aux_dn: 0.859571 loss_giou_aux_dn: 2.137330 loss: 14.867523 eta: 1 day, 9:36:19 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2806 images/s [04/16 01:19:09] ppdet.engine INFO: Epoch: [49] [3100/7329] learning_rate: 0.000100 loss_class: 0.490056 loss_bbox: 0.128046 loss_giou: 0.342932 loss_class_aux: 3.116549 loss_bbox_aux: 0.778361 loss_giou_aux: 2.098994 loss_class_dn: 0.305333 loss_bbox_dn: 0.131158 loss_giou_dn: 0.319501 loss_class_aux_dn: 1.605196 loss_bbox_aux_dn: 0.774864 loss_giou_aux_dn: 1.804325 loss: 12.754586 eta: 1 day, 9:35:44 batch_cost: 0.3579 data_cost: 0.0016 ips: 11.1768 images/s [04/16 01:19:48] ppdet.engine INFO: Epoch: [49] [3200/7329] learning_rate: 0.000100 loss_class: 0.584530 loss_bbox: 0.125942 loss_giou: 0.380358 loss_class_aux: 3.772170 loss_bbox_aux: 0.824400 loss_giou_aux: 2.392435 loss_class_dn: 0.346389 loss_bbox_dn: 0.134057 loss_giou_dn: 0.366319 loss_class_aux_dn: 1.892992 loss_bbox_aux_dn: 0.803785 loss_giou_aux_dn: 2.056344 loss: 14.335865 eta: 1 day, 9:35:09 batch_cost: 0.3537 data_cost: 0.0015 ips: 11.3102 images/s [04/16 01:20:28] ppdet.engine INFO: Epoch: [49] [3300/7329] learning_rate: 0.000100 loss_class: 0.561381 loss_bbox: 0.131709 loss_giou: 0.413041 loss_class_aux: 3.676505 loss_bbox_aux: 0.851173 loss_giou_aux: 2.628778 loss_class_dn: 0.346546 loss_bbox_dn: 0.136992 loss_giou_dn: 0.425585 loss_class_aux_dn: 1.864213 loss_bbox_aux_dn: 0.808335 loss_giou_aux_dn: 2.312197 loss: 15.294804 eta: 1 day, 9:34:33 batch_cost: 0.3538 data_cost: 0.0015 ips: 11.3056 images/s [04/16 01:21:07] ppdet.engine INFO: Epoch: [49] [3400/7329] learning_rate: 0.000100 loss_class: 0.607646 loss_bbox: 0.142169 loss_giou: 0.400579 loss_class_aux: 3.746790 loss_bbox_aux: 0.945461 loss_giou_aux: 2.459569 loss_class_dn: 0.351318 loss_bbox_dn: 0.137123 loss_giou_dn: 0.388418 loss_class_aux_dn: 1.882249 loss_bbox_aux_dn: 0.805277 loss_giou_aux_dn: 2.244192 loss: 14.726445 eta: 1 day, 9:33:58 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3304 images/s [04/16 01:21:46] ppdet.engine INFO: Epoch: [49] [3500/7329] learning_rate: 0.000100 loss_class: 0.496245 loss_bbox: 0.111237 loss_giou: 0.306175 loss_class_aux: 3.117207 loss_bbox_aux: 0.752260 loss_giou_aux: 1.927563 loss_class_dn: 0.269673 loss_bbox_dn: 0.120212 loss_giou_dn: 0.279957 loss_class_aux_dn: 1.461421 loss_bbox_aux_dn: 0.767040 loss_giou_aux_dn: 1.567513 loss: 10.868053 eta: 1 day, 9:33:22 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3341 images/s [04/16 01:22:26] ppdet.engine INFO: Epoch: [49] [3600/7329] learning_rate: 0.000100 loss_class: 0.555409 loss_bbox: 0.129056 loss_giou: 0.372564 loss_class_aux: 3.608166 loss_bbox_aux: 0.846124 loss_giou_aux: 2.444731 loss_class_dn: 0.323833 loss_bbox_dn: 0.138305 loss_giou_dn: 0.373135 loss_class_aux_dn: 1.748924 loss_bbox_aux_dn: 0.833250 loss_giou_aux_dn: 2.086209 loss: 14.151890 eta: 1 day, 9:32:47 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2497 images/s [04/16 01:23:05] ppdet.engine INFO: Epoch: [49] [3700/7329] learning_rate: 0.000100 loss_class: 0.525479 loss_bbox: 0.118462 loss_giou: 0.397055 loss_class_aux: 3.358588 loss_bbox_aux: 0.775519 loss_giou_aux: 2.553183 loss_class_dn: 0.307942 loss_bbox_dn: 0.124565 loss_giou_dn: 0.361994 loss_class_aux_dn: 1.673045 loss_bbox_aux_dn: 0.755990 loss_giou_aux_dn: 1.966491 loss: 13.583778 eta: 1 day, 9:32:11 batch_cost: 0.3503 data_cost: 0.0014 ips: 11.4172 images/s [04/16 01:23:44] ppdet.engine INFO: Epoch: [49] [3800/7329] learning_rate: 0.000100 loss_class: 0.545286 loss_bbox: 0.124516 loss_giou: 0.376707 loss_class_aux: 3.357602 loss_bbox_aux: 0.848752 loss_giou_aux: 2.368647 loss_class_dn: 0.330486 loss_bbox_dn: 0.122600 loss_giou_dn: 0.373056 loss_class_aux_dn: 1.768873 loss_bbox_aux_dn: 0.726972 loss_giou_aux_dn: 2.108160 loss: 13.392813 eta: 1 day, 9:31:35 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3593 images/s [04/16 01:24:24] ppdet.engine INFO: Epoch: [49] [3900/7329] learning_rate: 0.000100 loss_class: 0.551008 loss_bbox: 0.129791 loss_giou: 0.335198 loss_class_aux: 3.410745 loss_bbox_aux: 0.857799 loss_giou_aux: 2.228605 loss_class_dn: 0.313118 loss_bbox_dn: 0.138637 loss_giou_dn: 0.316370 loss_class_aux_dn: 1.653866 loss_bbox_aux_dn: 0.789427 loss_giou_aux_dn: 1.807219 loss: 12.285154 eta: 1 day, 9:31:00 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2955 images/s [04/16 01:25:03] ppdet.engine INFO: Epoch: [49] [4000/7329] learning_rate: 0.000100 loss_class: 0.589899 loss_bbox: 0.132046 loss_giou: 0.366554 loss_class_aux: 3.760564 loss_bbox_aux: 0.827820 loss_giou_aux: 2.233124 loss_class_dn: 0.303302 loss_bbox_dn: 0.152972 loss_giou_dn: 0.330915 loss_class_aux_dn: 1.619270 loss_bbox_aux_dn: 0.895033 loss_giou_aux_dn: 1.847729 loss: 13.370548 eta: 1 day, 9:30:25 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3141 images/s [04/16 01:25:43] ppdet.engine INFO: Epoch: [49] [4100/7329] learning_rate: 0.000100 loss_class: 0.574078 loss_bbox: 0.121563 loss_giou: 0.380636 loss_class_aux: 3.603802 loss_bbox_aux: 0.820671 loss_giou_aux: 2.293536 loss_class_dn: 0.333216 loss_bbox_dn: 0.126952 loss_giou_dn: 0.350405 loss_class_aux_dn: 1.818270 loss_bbox_aux_dn: 0.749124 loss_giou_aux_dn: 1.938486 loss: 14.202930 eta: 1 day, 9:29:49 batch_cost: 0.3569 data_cost: 0.0016 ips: 11.2067 images/s [04/16 01:26:22] ppdet.engine INFO: Epoch: [49] [4200/7329] learning_rate: 0.000100 loss_class: 0.603072 loss_bbox: 0.138597 loss_giou: 0.402095 loss_class_aux: 3.749906 loss_bbox_aux: 0.875197 loss_giou_aux: 2.482718 loss_class_dn: 0.330300 loss_bbox_dn: 0.140923 loss_giou_dn: 0.396340 loss_class_aux_dn: 1.787794 loss_bbox_aux_dn: 0.781801 loss_giou_aux_dn: 2.214604 loss: 14.382690 eta: 1 day, 9:29:14 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2131 images/s [04/16 01:27:02] ppdet.engine INFO: Epoch: [49] [4300/7329] learning_rate: 0.000100 loss_class: 0.520552 loss_bbox: 0.114927 loss_giou: 0.301734 loss_class_aux: 3.193338 loss_bbox_aux: 0.761099 loss_giou_aux: 1.908657 loss_class_dn: 0.271653 loss_bbox_dn: 0.139343 loss_giou_dn: 0.288958 loss_class_aux_dn: 1.480058 loss_bbox_aux_dn: 0.857534 loss_giou_aux_dn: 1.641900 loss: 11.832796 eta: 1 day, 9:28:39 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2442 images/s [04/16 01:27:42] ppdet.engine INFO: Epoch: [49] [4400/7329] learning_rate: 0.000100 loss_class: 0.567645 loss_bbox: 0.153596 loss_giou: 0.404289 loss_class_aux: 3.620277 loss_bbox_aux: 0.995116 loss_giou_aux: 2.447310 loss_class_dn: 0.344070 loss_bbox_dn: 0.151325 loss_giou_dn: 0.384978 loss_class_aux_dn: 1.785629 loss_bbox_aux_dn: 0.940606 loss_giou_aux_dn: 2.128358 loss: 13.746602 eta: 1 day, 9:28:04 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2510 images/s [04/16 01:28:21] ppdet.engine INFO: Epoch: [49] [4500/7329] learning_rate: 0.000100 loss_class: 0.597394 loss_bbox: 0.130657 loss_giou: 0.409300 loss_class_aux: 3.848660 loss_bbox_aux: 0.842090 loss_giou_aux: 2.589747 loss_class_dn: 0.341128 loss_bbox_dn: 0.130480 loss_giou_dn: 0.367689 loss_class_aux_dn: 1.837639 loss_bbox_aux_dn: 0.803657 loss_giou_aux_dn: 2.093571 loss: 14.499311 eta: 1 day, 9:27:28 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2762 images/s [04/16 01:29:01] ppdet.engine INFO: Epoch: [49] [4600/7329] learning_rate: 0.000100 loss_class: 0.623467 loss_bbox: 0.121547 loss_giou: 0.460975 loss_class_aux: 3.878027 loss_bbox_aux: 0.875204 loss_giou_aux: 2.891499 loss_class_dn: 0.357467 loss_bbox_dn: 0.143880 loss_giou_dn: 0.403231 loss_class_aux_dn: 1.893774 loss_bbox_aux_dn: 0.858156 loss_giou_aux_dn: 2.212178 loss: 15.169951 eta: 1 day, 9:26:53 batch_cost: 0.3569 data_cost: 0.0015 ips: 11.2083 images/s [04/16 01:29:40] ppdet.engine INFO: Epoch: [49] [4700/7329] learning_rate: 0.000100 loss_class: 0.543759 loss_bbox: 0.119031 loss_giou: 0.440103 loss_class_aux: 3.496094 loss_bbox_aux: 0.842473 loss_giou_aux: 2.853133 loss_class_dn: 0.344728 loss_bbox_dn: 0.123962 loss_giou_dn: 0.381389 loss_class_aux_dn: 1.864545 loss_bbox_aux_dn: 0.727084 loss_giou_aux_dn: 2.142765 loss: 14.839579 eta: 1 day, 9:26:18 batch_cost: 0.3544 data_cost: 0.0015 ips: 11.2875 images/s [04/16 01:30:20] ppdet.engine INFO: Epoch: [49] [4800/7329] learning_rate: 0.000100 loss_class: 0.524862 loss_bbox: 0.144003 loss_giou: 0.331893 loss_class_aux: 3.349633 loss_bbox_aux: 0.927565 loss_giou_aux: 2.102507 loss_class_dn: 0.298006 loss_bbox_dn: 0.155025 loss_giou_dn: 0.337092 loss_class_aux_dn: 1.587809 loss_bbox_aux_dn: 0.904868 loss_giou_aux_dn: 1.893385 loss: 12.848682 eta: 1 day, 9:25:42 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2441 images/s [04/16 01:30:59] ppdet.engine INFO: Epoch: [49] [4900/7329] learning_rate: 0.000100 loss_class: 0.587870 loss_bbox: 0.129323 loss_giou: 0.343775 loss_class_aux: 3.703718 loss_bbox_aux: 0.839742 loss_giou_aux: 2.180991 loss_class_dn: 0.304236 loss_bbox_dn: 0.132112 loss_giou_dn: 0.321279 loss_class_aux_dn: 1.667468 loss_bbox_aux_dn: 0.798764 loss_giou_aux_dn: 1.829595 loss: 13.328968 eta: 1 day, 9:25:07 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2770 images/s [04/16 01:31:39] ppdet.engine INFO: Epoch: [49] [5000/7329] learning_rate: 0.000100 loss_class: 0.592132 loss_bbox: 0.136585 loss_giou: 0.367699 loss_class_aux: 3.777663 loss_bbox_aux: 0.897040 loss_giou_aux: 2.364196 loss_class_dn: 0.330244 loss_bbox_dn: 0.153344 loss_giou_dn: 0.379761 loss_class_aux_dn: 1.746540 loss_bbox_aux_dn: 0.882337 loss_giou_aux_dn: 2.089002 loss: 14.654980 eta: 1 day, 9:24:31 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2847 images/s [04/16 01:32:18] ppdet.engine INFO: Epoch: [49] [5100/7329] learning_rate: 0.000100 loss_class: 0.545373 loss_bbox: 0.131364 loss_giou: 0.365236 loss_class_aux: 3.453796 loss_bbox_aux: 0.852432 loss_giou_aux: 2.245495 loss_class_dn: 0.307132 loss_bbox_dn: 0.137651 loss_giou_dn: 0.344030 loss_class_aux_dn: 1.649718 loss_bbox_aux_dn: 0.816762 loss_giou_aux_dn: 1.979673 loss: 12.695315 eta: 1 day, 9:23:56 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3487 images/s [04/16 01:32:57] ppdet.engine INFO: Epoch: [49] [5200/7329] learning_rate: 0.000100 loss_class: 0.592899 loss_bbox: 0.133165 loss_giou: 0.418945 loss_class_aux: 3.657884 loss_bbox_aux: 0.890861 loss_giou_aux: 2.639293 loss_class_dn: 0.346412 loss_bbox_dn: 0.130561 loss_giou_dn: 0.366585 loss_class_aux_dn: 1.846394 loss_bbox_aux_dn: 0.764767 loss_giou_aux_dn: 2.085617 loss: 14.887486 eta: 1 day, 9:23:20 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2650 images/s [04/16 01:33:36] ppdet.engine INFO: Epoch: [49] [5300/7329] learning_rate: 0.000100 loss_class: 0.569994 loss_bbox: 0.138153 loss_giou: 0.379561 loss_class_aux: 3.513185 loss_bbox_aux: 0.888038 loss_giou_aux: 2.400867 loss_class_dn: 0.327525 loss_bbox_dn: 0.136586 loss_giou_dn: 0.363097 loss_class_aux_dn: 1.745381 loss_bbox_aux_dn: 0.906343 loss_giou_aux_dn: 2.018191 loss: 13.424776 eta: 1 day, 9:22:45 batch_cost: 0.3490 data_cost: 0.0014 ips: 11.4607 images/s [04/16 01:34:16] ppdet.engine INFO: Epoch: [49] [5400/7329] learning_rate: 0.000100 loss_class: 0.501672 loss_bbox: 0.119991 loss_giou: 0.307652 loss_class_aux: 3.228261 loss_bbox_aux: 0.792276 loss_giou_aux: 1.926121 loss_class_dn: 0.275597 loss_bbox_dn: 0.126127 loss_giou_dn: 0.283969 loss_class_aux_dn: 1.500769 loss_bbox_aux_dn: 0.730274 loss_giou_aux_dn: 1.629618 loss: 11.911779 eta: 1 day, 9:22:09 batch_cost: 0.3558 data_cost: 0.0015 ips: 11.2434 images/s [04/16 01:34:56] ppdet.engine INFO: Epoch: [49] [5500/7329] learning_rate: 0.000100 loss_class: 0.587885 loss_bbox: 0.126947 loss_giou: 0.351405 loss_class_aux: 3.689663 loss_bbox_aux: 0.795199 loss_giou_aux: 2.261009 loss_class_dn: 0.317396 loss_bbox_dn: 0.131714 loss_giou_dn: 0.345045 loss_class_aux_dn: 1.714908 loss_bbox_aux_dn: 0.791399 loss_giou_aux_dn: 1.931227 loss: 13.689360 eta: 1 day, 9:21:34 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2410 images/s [04/16 01:35:35] ppdet.engine INFO: Epoch: [49] [5600/7329] learning_rate: 0.000100 loss_class: 0.579811 loss_bbox: 0.132625 loss_giou: 0.357152 loss_class_aux: 3.755373 loss_bbox_aux: 0.852648 loss_giou_aux: 2.269547 loss_class_dn: 0.319664 loss_bbox_dn: 0.138056 loss_giou_dn: 0.339383 loss_class_aux_dn: 1.730307 loss_bbox_aux_dn: 0.825989 loss_giou_aux_dn: 1.908430 loss: 13.877093 eta: 1 day, 9:20:58 batch_cost: 0.3513 data_cost: 0.0014 ips: 11.3862 images/s [04/16 01:36:14] ppdet.engine INFO: Epoch: [49] [5700/7329] learning_rate: 0.000100 loss_class: 0.557695 loss_bbox: 0.127768 loss_giou: 0.388235 loss_class_aux: 3.650806 loss_bbox_aux: 0.868721 loss_giou_aux: 2.424253 loss_class_dn: 0.319694 loss_bbox_dn: 0.145678 loss_giou_dn: 0.354411 loss_class_aux_dn: 1.726065 loss_bbox_aux_dn: 0.878358 loss_giou_aux_dn: 1.991927 loss: 12.937283 eta: 1 day, 9:20:23 batch_cost: 0.3530 data_cost: 0.0015 ips: 11.3320 images/s [04/16 01:36:53] ppdet.engine INFO: Epoch: [49] [5800/7329] learning_rate: 0.000100 loss_class: 0.574778 loss_bbox: 0.138530 loss_giou: 0.385731 loss_class_aux: 3.608769 loss_bbox_aux: 0.905016 loss_giou_aux: 2.401527 loss_class_dn: 0.336005 loss_bbox_dn: 0.143261 loss_giou_dn: 0.336150 loss_class_aux_dn: 1.824973 loss_bbox_aux_dn: 0.847583 loss_giou_aux_dn: 1.865510 loss: 14.011516 eta: 1 day, 9:19:47 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2943 images/s [04/16 01:37:33] ppdet.engine INFO: Epoch: [49] [5900/7329] learning_rate: 0.000100 loss_class: 0.569218 loss_bbox: 0.123970 loss_giou: 0.354141 loss_class_aux: 3.461778 loss_bbox_aux: 0.808221 loss_giou_aux: 2.163363 loss_class_dn: 0.307010 loss_bbox_dn: 0.117719 loss_giou_dn: 0.329394 loss_class_aux_dn: 1.671545 loss_bbox_aux_dn: 0.676402 loss_giou_aux_dn: 1.835047 loss: 13.637379 eta: 1 day, 9:19:12 batch_cost: 0.3589 data_cost: 0.0016 ips: 11.1442 images/s [04/16 01:38:13] ppdet.engine INFO: Epoch: [49] [6000/7329] learning_rate: 0.000100 loss_class: 0.575574 loss_bbox: 0.127171 loss_giou: 0.391210 loss_class_aux: 3.655138 loss_bbox_aux: 0.824246 loss_giou_aux: 2.476589 loss_class_dn: 0.303242 loss_bbox_dn: 0.132267 loss_giou_dn: 0.355989 loss_class_aux_dn: 1.670251 loss_bbox_aux_dn: 0.776595 loss_giou_aux_dn: 2.023972 loss: 14.207243 eta: 1 day, 9:18:37 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2532 images/s [04/16 01:38:52] ppdet.engine INFO: Epoch: [49] [6100/7329] learning_rate: 0.000100 loss_class: 0.525302 loss_bbox: 0.136621 loss_giou: 0.377911 loss_class_aux: 3.517140 loss_bbox_aux: 0.915619 loss_giou_aux: 2.435595 loss_class_dn: 0.323355 loss_bbox_dn: 0.140383 loss_giou_dn: 0.364069 loss_class_aux_dn: 1.722481 loss_bbox_aux_dn: 0.827202 loss_giou_aux_dn: 2.041672 loss: 14.093449 eta: 1 day, 9:18:02 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2235 images/s [04/16 01:39:32] ppdet.engine INFO: Epoch: [49] [6200/7329] learning_rate: 0.000100 loss_class: 0.599260 loss_bbox: 0.135664 loss_giou: 0.414348 loss_class_aux: 3.813565 loss_bbox_aux: 0.940396 loss_giou_aux: 2.591903 loss_class_dn: 0.327457 loss_bbox_dn: 0.148732 loss_giou_dn: 0.380603 loss_class_aux_dn: 1.784770 loss_bbox_aux_dn: 0.889025 loss_giou_aux_dn: 2.145798 loss: 14.476137 eta: 1 day, 9:17:26 batch_cost: 0.3532 data_cost: 0.0015 ips: 11.3259 images/s [04/16 01:40:11] ppdet.engine INFO: Epoch: [49] [6300/7329] learning_rate: 0.000100 loss_class: 0.589546 loss_bbox: 0.136566 loss_giou: 0.456725 loss_class_aux: 3.787279 loss_bbox_aux: 0.892665 loss_giou_aux: 2.779029 loss_class_dn: 0.351917 loss_bbox_dn: 0.138280 loss_giou_dn: 0.407624 loss_class_aux_dn: 1.873533 loss_bbox_aux_dn: 0.864327 loss_giou_aux_dn: 2.237324 loss: 15.154400 eta: 1 day, 9:16:51 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3467 images/s [04/16 01:40:51] ppdet.engine INFO: Epoch: [49] [6400/7329] learning_rate: 0.000100 loss_class: 0.489354 loss_bbox: 0.125279 loss_giou: 0.310094 loss_class_aux: 3.135371 loss_bbox_aux: 0.833635 loss_giou_aux: 2.003128 loss_class_dn: 0.298428 loss_bbox_dn: 0.129093 loss_giou_dn: 0.322595 loss_class_aux_dn: 1.583506 loss_bbox_aux_dn: 0.790014 loss_giou_aux_dn: 1.763674 loss: 12.341213 eta: 1 day, 9:16:15 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2703 images/s [04/16 01:41:30] ppdet.engine INFO: Epoch: [49] [6500/7329] learning_rate: 0.000100 loss_class: 0.598265 loss_bbox: 0.134505 loss_giou: 0.421002 loss_class_aux: 3.749174 loss_bbox_aux: 0.896959 loss_giou_aux: 2.621708 loss_class_dn: 0.347214 loss_bbox_dn: 0.142028 loss_giou_dn: 0.388433 loss_class_aux_dn: 1.867835 loss_bbox_aux_dn: 0.831539 loss_giou_aux_dn: 2.132050 loss: 14.374471 eta: 1 day, 9:15:40 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2656 images/s [04/16 01:42:09] ppdet.engine INFO: Epoch: [49] [6600/7329] learning_rate: 0.000100 loss_class: 0.626563 loss_bbox: 0.148225 loss_giou: 0.504717 loss_class_aux: 3.989299 loss_bbox_aux: 0.968758 loss_giou_aux: 3.150488 loss_class_dn: 0.377579 loss_bbox_dn: 0.178916 loss_giou_dn: 0.451415 loss_class_aux_dn: 1.946687 loss_bbox_aux_dn: 1.017812 loss_giou_aux_dn: 2.508829 loss: 15.840067 eta: 1 day, 9:15:04 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4009 images/s [04/16 01:42:48] ppdet.engine INFO: Epoch: [49] [6700/7329] learning_rate: 0.000100 loss_class: 0.556981 loss_bbox: 0.128718 loss_giou: 0.356341 loss_class_aux: 3.517076 loss_bbox_aux: 0.863078 loss_giou_aux: 2.217140 loss_class_dn: 0.303664 loss_bbox_dn: 0.135050 loss_giou_dn: 0.339576 loss_class_aux_dn: 1.640977 loss_bbox_aux_dn: 0.813300 loss_giou_aux_dn: 1.894137 loss: 13.131321 eta: 1 day, 9:14:28 batch_cost: 0.3507 data_cost: 0.0015 ips: 11.4073 images/s [04/16 01:43:28] ppdet.engine INFO: Epoch: [49] [6800/7329] learning_rate: 0.000100 loss_class: 0.512155 loss_bbox: 0.117527 loss_giou: 0.286350 loss_class_aux: 3.300611 loss_bbox_aux: 0.776415 loss_giou_aux: 1.855778 loss_class_dn: 0.284034 loss_bbox_dn: 0.140460 loss_giou_dn: 0.273172 loss_class_aux_dn: 1.538316 loss_bbox_aux_dn: 0.820349 loss_giou_aux_dn: 1.569463 loss: 11.949008 eta: 1 day, 9:13:53 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3029 images/s [04/16 01:44:08] ppdet.engine INFO: Epoch: [49] [6900/7329] learning_rate: 0.000100 loss_class: 0.579561 loss_bbox: 0.121425 loss_giou: 0.396962 loss_class_aux: 3.533514 loss_bbox_aux: 0.775093 loss_giou_aux: 2.609178 loss_class_dn: 0.328389 loss_bbox_dn: 0.112863 loss_giou_dn: 0.363637 loss_class_aux_dn: 1.773850 loss_bbox_aux_dn: 0.698316 loss_giou_aux_dn: 2.049711 loss: 14.007658 eta: 1 day, 9:13:18 batch_cost: 0.3582 data_cost: 0.0015 ips: 11.1676 images/s [04/16 01:44:47] ppdet.engine INFO: Epoch: [49] [7000/7329] learning_rate: 0.000100 loss_class: 0.539636 loss_bbox: 0.127833 loss_giou: 0.415178 loss_class_aux: 3.502985 loss_bbox_aux: 0.887362 loss_giou_aux: 2.562328 loss_class_dn: 0.325149 loss_bbox_dn: 0.134275 loss_giou_dn: 0.366940 loss_class_aux_dn: 1.731728 loss_bbox_aux_dn: 0.815151 loss_giou_aux_dn: 2.134742 loss: 13.972486 eta: 1 day, 9:12:42 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2728 images/s [04/16 01:45:26] ppdet.engine INFO: Epoch: [49] [7100/7329] learning_rate: 0.000100 loss_class: 0.598667 loss_bbox: 0.135491 loss_giou: 0.349016 loss_class_aux: 3.760371 loss_bbox_aux: 0.875905 loss_giou_aux: 2.245362 loss_class_dn: 0.318740 loss_bbox_dn: 0.141582 loss_giou_dn: 0.353115 loss_class_aux_dn: 1.763144 loss_bbox_aux_dn: 0.849988 loss_giou_aux_dn: 1.979908 loss: 13.635132 eta: 1 day, 9:12:07 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3191 images/s [04/16 01:46:06] ppdet.engine INFO: Epoch: [49] [7200/7329] learning_rate: 0.000100 loss_class: 0.590385 loss_bbox: 0.134744 loss_giou: 0.340940 loss_class_aux: 3.719684 loss_bbox_aux: 0.876352 loss_giou_aux: 2.137989 loss_class_dn: 0.321552 loss_bbox_dn: 0.139927 loss_giou_dn: 0.320117 loss_class_aux_dn: 1.765538 loss_bbox_aux_dn: 0.825541 loss_giou_aux_dn: 1.772751 loss: 13.449010 eta: 1 day, 9:11:32 batch_cost: 0.3590 data_cost: 0.0015 ips: 11.1409 images/s [04/16 01:46:46] ppdet.engine INFO: Epoch: [49] [7300/7329] learning_rate: 0.000100 loss_class: 0.490090 loss_bbox: 0.119486 loss_giou: 0.353999 loss_class_aux: 3.260267 loss_bbox_aux: 0.764626 loss_giou_aux: 2.269473 loss_class_dn: 0.280694 loss_bbox_dn: 0.127759 loss_giou_dn: 0.311797 loss_class_aux_dn: 1.528671 loss_bbox_aux_dn: 0.753970 loss_giou_aux_dn: 1.761227 loss: 12.063087 eta: 1 day, 9:10:57 batch_cost: 0.3577 data_cost: 0.0014 ips: 11.1839 images/s [04/16 01:47:00] ppdet.engine INFO: Eval iter: 0 [04/16 01:47:12] ppdet.engine INFO: Eval iter: 100 [04/16 01:47:24] ppdet.engine INFO: Eval iter: 200 [04/16 01:47:35] ppdet.engine INFO: Eval iter: 300 [04/16 01:47:48] ppdet.engine INFO: Eval iter: 400 [04/16 01:48:00] ppdet.engine INFO: Eval iter: 500 [04/16 01:48:12] ppdet.engine INFO: Eval iter: 600 [04/16 01:48:34] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.09s) creating index... index created! [04/16 01:48:35] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.69s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.76s). Accumulating evaluation results... DONE (t=16.66s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.728 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.778 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/16 01:50:21] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.34929871454024 [04/16 01:50:21] ppdet.engine INFO: Best test bbox ap is 0.545. [04/16 01:50:23] ppdet.engine INFO: Epoch: [50] [ 0/7329] learning_rate: 0.000100 loss_class: 0.552516 loss_bbox: 0.130432 loss_giou: 0.383504 loss_class_aux: 3.594709 loss_bbox_aux: 0.813377 loss_giou_aux: 2.428122 loss_class_dn: 0.330379 loss_bbox_dn: 0.133019 loss_giou_dn: 0.342905 loss_class_aux_dn: 1.788213 loss_bbox_aux_dn: 0.793507 loss_giou_aux_dn: 1.869109 loss: 13.939263 eta: 1 day, 9:10:46 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2692 images/s [04/16 01:51:03] ppdet.engine INFO: Epoch: [50] [ 100/7329] learning_rate: 0.000100 loss_class: 0.521340 loss_bbox: 0.129908 loss_giou: 0.376183 loss_class_aux: 3.203015 loss_bbox_aux: 0.826371 loss_giou_aux: 2.397928 loss_class_dn: 0.298124 loss_bbox_dn: 0.125304 loss_giou_dn: 0.353004 loss_class_aux_dn: 1.648345 loss_bbox_aux_dn: 0.750662 loss_giou_aux_dn: 1.940888 loss: 13.108564 eta: 1 day, 9:10:11 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2708 images/s [04/16 01:51:42] ppdet.engine INFO: Epoch: [50] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565305 loss_bbox: 0.137032 loss_giou: 0.363235 loss_class_aux: 3.714971 loss_bbox_aux: 0.902188 loss_giou_aux: 2.339579 loss_class_dn: 0.333248 loss_bbox_dn: 0.149696 loss_giou_dn: 0.354898 loss_class_aux_dn: 1.841176 loss_bbox_aux_dn: 0.916156 loss_giou_aux_dn: 2.020047 loss: 14.001587 eta: 1 day, 9:09:36 batch_cost: 0.3555 data_cost: 0.0012 ips: 11.2525 images/s [04/16 01:52:22] ppdet.engine INFO: Epoch: [50] [ 300/7329] learning_rate: 0.000100 loss_class: 0.566507 loss_bbox: 0.144521 loss_giou: 0.432153 loss_class_aux: 3.546025 loss_bbox_aux: 0.940093 loss_giou_aux: 2.687375 loss_class_dn: 0.352942 loss_bbox_dn: 0.148222 loss_giou_dn: 0.395797 loss_class_aux_dn: 1.867419 loss_bbox_aux_dn: 0.878307 loss_giou_aux_dn: 2.191985 loss: 15.054071 eta: 1 day, 9:09:00 batch_cost: 0.3544 data_cost: 0.0012 ips: 11.2863 images/s [04/16 01:53:01] ppdet.engine INFO: Epoch: [50] [ 400/7329] learning_rate: 0.000100 loss_class: 0.554526 loss_bbox: 0.134350 loss_giou: 0.355623 loss_class_aux: 3.565607 loss_bbox_aux: 0.878931 loss_giou_aux: 2.242383 loss_class_dn: 0.311913 loss_bbox_dn: 0.150905 loss_giou_dn: 0.341840 loss_class_aux_dn: 1.706672 loss_bbox_aux_dn: 0.894342 loss_giou_aux_dn: 1.936183 loss: 13.432386 eta: 1 day, 9:08:25 batch_cost: 0.3573 data_cost: 0.0013 ips: 11.1946 images/s [04/16 01:53:41] ppdet.engine INFO: Epoch: [50] [ 500/7329] learning_rate: 0.000100 loss_class: 0.562780 loss_bbox: 0.132740 loss_giou: 0.387869 loss_class_aux: 3.545406 loss_bbox_aux: 0.876714 loss_giou_aux: 2.489530 loss_class_dn: 0.329344 loss_bbox_dn: 0.129366 loss_giou_dn: 0.349445 loss_class_aux_dn: 1.774711 loss_bbox_aux_dn: 0.788605 loss_giou_aux_dn: 1.899698 loss: 13.609736 eta: 1 day, 9:07:50 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2729 images/s [04/16 01:54:20] ppdet.engine INFO: Epoch: [50] [ 600/7329] learning_rate: 0.000100 loss_class: 0.487016 loss_bbox: 0.132386 loss_giou: 0.310491 loss_class_aux: 3.083311 loss_bbox_aux: 0.898575 loss_giou_aux: 1.941729 loss_class_dn: 0.266344 loss_bbox_dn: 0.148205 loss_giou_dn: 0.284126 loss_class_aux_dn: 1.462653 loss_bbox_aux_dn: 0.867652 loss_giou_aux_dn: 1.549286 loss: 11.485430 eta: 1 day, 9:07:14 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3610 images/s [04/16 01:54:59] ppdet.engine INFO: Epoch: [50] [ 700/7329] learning_rate: 0.000100 loss_class: 0.576781 loss_bbox: 0.125877 loss_giou: 0.318328 loss_class_aux: 3.531796 loss_bbox_aux: 0.804766 loss_giou_aux: 2.156941 loss_class_dn: 0.325693 loss_bbox_dn: 0.139197 loss_giou_dn: 0.338002 loss_class_aux_dn: 1.775581 loss_bbox_aux_dn: 0.856789 loss_giou_aux_dn: 1.857292 loss: 13.941717 eta: 1 day, 9:06:39 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3062 images/s [04/16 01:55:39] ppdet.engine INFO: Epoch: [50] [ 800/7329] learning_rate: 0.000100 loss_class: 0.555644 loss_bbox: 0.122794 loss_giou: 0.409227 loss_class_aux: 3.645132 loss_bbox_aux: 0.791843 loss_giou_aux: 2.544191 loss_class_dn: 0.325590 loss_bbox_dn: 0.120877 loss_giou_dn: 0.375927 loss_class_aux_dn: 1.775927 loss_bbox_aux_dn: 0.757037 loss_giou_aux_dn: 2.086913 loss: 14.274296 eta: 1 day, 9:06:03 batch_cost: 0.3569 data_cost: 0.0017 ips: 11.2066 images/s [04/16 01:56:19] ppdet.engine INFO: Epoch: [50] [ 900/7329] learning_rate: 0.000100 loss_class: 0.520488 loss_bbox: 0.127572 loss_giou: 0.352952 loss_class_aux: 3.489865 loss_bbox_aux: 0.827767 loss_giou_aux: 2.147699 loss_class_dn: 0.308494 loss_bbox_dn: 0.126894 loss_giou_dn: 0.341677 loss_class_aux_dn: 1.642148 loss_bbox_aux_dn: 0.771587 loss_giou_aux_dn: 1.879828 loss: 13.742004 eta: 1 day, 9:05:28 batch_cost: 0.3568 data_cost: 0.0018 ips: 11.2108 images/s [04/16 01:56:58] ppdet.engine INFO: Epoch: [50] [1000/7329] learning_rate: 0.000100 loss_class: 0.550871 loss_bbox: 0.122549 loss_giou: 0.386719 loss_class_aux: 3.515819 loss_bbox_aux: 0.806352 loss_giou_aux: 2.396158 loss_class_dn: 0.328312 loss_bbox_dn: 0.131107 loss_giou_dn: 0.368785 loss_class_aux_dn: 1.798412 loss_bbox_aux_dn: 0.798240 loss_giou_aux_dn: 2.044762 loss: 13.969440 eta: 1 day, 9:04:53 batch_cost: 0.3548 data_cost: 0.0018 ips: 11.2752 images/s [04/16 01:57:38] ppdet.engine INFO: Epoch: [50] [1100/7329] learning_rate: 0.000100 loss_class: 0.614201 loss_bbox: 0.137034 loss_giou: 0.415609 loss_class_aux: 4.030908 loss_bbox_aux: 0.885091 loss_giou_aux: 2.507944 loss_class_dn: 0.363051 loss_bbox_dn: 0.148461 loss_giou_dn: 0.389165 loss_class_aux_dn: 1.965199 loss_bbox_aux_dn: 0.867261 loss_giou_aux_dn: 2.165920 loss: 15.832379 eta: 1 day, 9:04:17 batch_cost: 0.3547 data_cost: 0.0019 ips: 11.2765 images/s [04/16 01:58:17] ppdet.engine INFO: Epoch: [50] [1200/7329] learning_rate: 0.000100 loss_class: 0.576468 loss_bbox: 0.117914 loss_giou: 0.371154 loss_class_aux: 3.733194 loss_bbox_aux: 0.804514 loss_giou_aux: 2.399327 loss_class_dn: 0.323621 loss_bbox_dn: 0.129020 loss_giou_dn: 0.341338 loss_class_aux_dn: 1.758498 loss_bbox_aux_dn: 0.790190 loss_giou_aux_dn: 1.903991 loss: 13.918557 eta: 1 day, 9:03:42 batch_cost: 0.3535 data_cost: 0.0019 ips: 11.3163 images/s [04/16 01:58:57] ppdet.engine INFO: Epoch: [50] [1300/7329] learning_rate: 0.000100 loss_class: 0.561202 loss_bbox: 0.143135 loss_giou: 0.366770 loss_class_aux: 3.728793 loss_bbox_aux: 0.934248 loss_giou_aux: 2.405269 loss_class_dn: 0.335050 loss_bbox_dn: 0.150482 loss_giou_dn: 0.361104 loss_class_aux_dn: 1.800095 loss_bbox_aux_dn: 0.907130 loss_giou_aux_dn: 2.049475 loss: 14.297884 eta: 1 day, 9:03:07 batch_cost: 0.3563 data_cost: 0.0018 ips: 11.2250 images/s [04/16 01:59:37] ppdet.engine INFO: Epoch: [50] [1400/7329] learning_rate: 0.000100 loss_class: 0.565033 loss_bbox: 0.119080 loss_giou: 0.337586 loss_class_aux: 3.519533 loss_bbox_aux: 0.778828 loss_giou_aux: 2.180857 loss_class_dn: 0.314425 loss_bbox_dn: 0.124550 loss_giou_dn: 0.311837 loss_class_aux_dn: 1.663957 loss_bbox_aux_dn: 0.745117 loss_giou_aux_dn: 1.766004 loss: 13.157851 eta: 1 day, 9:02:31 batch_cost: 0.3564 data_cost: 0.0018 ips: 11.2225 images/s [04/16 02:00:16] ppdet.engine INFO: Epoch: [50] [1500/7329] learning_rate: 0.000100 loss_class: 0.540513 loss_bbox: 0.128912 loss_giou: 0.364189 loss_class_aux: 3.658316 loss_bbox_aux: 0.828618 loss_giou_aux: 2.326000 loss_class_dn: 0.315664 loss_bbox_dn: 0.122829 loss_giou_dn: 0.334727 loss_class_aux_dn: 1.705356 loss_bbox_aux_dn: 0.778840 loss_giou_aux_dn: 1.860656 loss: 13.662883 eta: 1 day, 9:01:56 batch_cost: 0.3535 data_cost: 0.0018 ips: 11.3146 images/s [04/16 02:00:56] ppdet.engine INFO: Epoch: [50] [1600/7329] learning_rate: 0.000100 loss_class: 0.648977 loss_bbox: 0.147895 loss_giou: 0.430586 loss_class_aux: 4.137164 loss_bbox_aux: 0.976097 loss_giou_aux: 2.804443 loss_class_dn: 0.381310 loss_bbox_dn: 0.139759 loss_giou_dn: 0.414603 loss_class_aux_dn: 2.063821 loss_bbox_aux_dn: 0.819296 loss_giou_aux_dn: 2.348053 loss: 15.705327 eta: 1 day, 9:01:21 batch_cost: 0.3557 data_cost: 0.0018 ips: 11.2440 images/s [04/16 02:01:36] ppdet.engine INFO: Epoch: [50] [1700/7329] learning_rate: 0.000100 loss_class: 0.566243 loss_bbox: 0.160596 loss_giou: 0.362677 loss_class_aux: 3.624871 loss_bbox_aux: 1.033754 loss_giou_aux: 2.295923 loss_class_dn: 0.338034 loss_bbox_dn: 0.150989 loss_giou_dn: 0.363735 loss_class_aux_dn: 1.818599 loss_bbox_aux_dn: 0.898949 loss_giou_aux_dn: 2.059989 loss: 14.013139 eta: 1 day, 9:00:46 batch_cost: 0.3609 data_cost: 0.0019 ips: 11.0833 images/s [04/16 02:02:15] ppdet.engine INFO: Epoch: [50] [1800/7329] learning_rate: 0.000100 loss_class: 0.540551 loss_bbox: 0.112209 loss_giou: 0.346177 loss_class_aux: 3.526435 loss_bbox_aux: 0.823038 loss_giou_aux: 2.283948 loss_class_dn: 0.309997 loss_bbox_dn: 0.124797 loss_giou_dn: 0.332564 loss_class_aux_dn: 1.676312 loss_bbox_aux_dn: 0.798860 loss_giou_aux_dn: 1.909479 loss: 12.940708 eta: 1 day, 9:00:11 batch_cost: 0.3579 data_cost: 0.0019 ips: 11.1762 images/s [04/16 02:02:55] ppdet.engine INFO: Epoch: [50] [1900/7329] learning_rate: 0.000100 loss_class: 0.564775 loss_bbox: 0.131218 loss_giou: 0.354648 loss_class_aux: 3.515789 loss_bbox_aux: 0.819588 loss_giou_aux: 2.203952 loss_class_dn: 0.324587 loss_bbox_dn: 0.142833 loss_giou_dn: 0.345479 loss_class_aux_dn: 1.729524 loss_bbox_aux_dn: 0.838014 loss_giou_aux_dn: 1.939457 loss: 13.311304 eta: 1 day, 8:59:36 batch_cost: 0.3572 data_cost: 0.0017 ips: 11.1980 images/s [04/16 02:03:34] ppdet.engine INFO: Epoch: [50] [2000/7329] learning_rate: 0.000100 loss_class: 0.552742 loss_bbox: 0.136925 loss_giou: 0.372637 loss_class_aux: 3.494245 loss_bbox_aux: 0.882167 loss_giou_aux: 2.269657 loss_class_dn: 0.335683 loss_bbox_dn: 0.134826 loss_giou_dn: 0.334521 loss_class_aux_dn: 1.830287 loss_bbox_aux_dn: 0.828749 loss_giou_aux_dn: 1.926505 loss: 13.830179 eta: 1 day, 8:59:00 batch_cost: 0.3507 data_cost: 0.0017 ips: 11.4068 images/s [04/16 02:04:14] ppdet.engine INFO: Epoch: [50] [2100/7329] learning_rate: 0.000100 loss_class: 0.513739 loss_bbox: 0.131129 loss_giou: 0.441210 loss_class_aux: 3.384474 loss_bbox_aux: 0.890331 loss_giou_aux: 2.769610 loss_class_dn: 0.333884 loss_bbox_dn: 0.145191 loss_giou_dn: 0.410163 loss_class_aux_dn: 1.791085 loss_bbox_aux_dn: 0.861756 loss_giou_aux_dn: 2.294551 loss: 14.149643 eta: 1 day, 8:58:24 batch_cost: 0.3533 data_cost: 0.0017 ips: 11.3223 images/s [04/16 02:04:54] ppdet.engine INFO: Epoch: [50] [2200/7329] learning_rate: 0.000100 loss_class: 0.552283 loss_bbox: 0.136186 loss_giou: 0.351859 loss_class_aux: 3.638217 loss_bbox_aux: 0.901130 loss_giou_aux: 2.172960 loss_class_dn: 0.311647 loss_bbox_dn: 0.158649 loss_giou_dn: 0.347264 loss_class_aux_dn: 1.668870 loss_bbox_aux_dn: 0.914523 loss_giou_aux_dn: 1.930015 loss: 13.778814 eta: 1 day, 8:57:49 batch_cost: 0.3564 data_cost: 0.0017 ips: 11.2244 images/s [04/16 02:05:33] ppdet.engine INFO: Epoch: [50] [2300/7329] learning_rate: 0.000100 loss_class: 0.550150 loss_bbox: 0.121172 loss_giou: 0.363837 loss_class_aux: 3.789393 loss_bbox_aux: 0.832004 loss_giou_aux: 2.270413 loss_class_dn: 0.298133 loss_bbox_dn: 0.136179 loss_giou_dn: 0.341791 loss_class_aux_dn: 1.671036 loss_bbox_aux_dn: 0.833553 loss_giou_aux_dn: 1.955797 loss: 13.115078 eta: 1 day, 8:57:14 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3193 images/s [04/16 02:06:13] ppdet.engine INFO: Epoch: [50] [2400/7329] learning_rate: 0.000100 loss_class: 0.591702 loss_bbox: 0.123757 loss_giou: 0.347566 loss_class_aux: 3.725443 loss_bbox_aux: 0.824898 loss_giou_aux: 2.229752 loss_class_dn: 0.315386 loss_bbox_dn: 0.131953 loss_giou_dn: 0.332912 loss_class_aux_dn: 1.733376 loss_bbox_aux_dn: 0.800451 loss_giou_aux_dn: 1.852194 loss: 13.442739 eta: 1 day, 8:56:38 batch_cost: 0.3590 data_cost: 0.0017 ips: 11.1434 images/s [04/16 02:06:52] ppdet.engine INFO: Epoch: [50] [2500/7329] learning_rate: 0.000100 loss_class: 0.594768 loss_bbox: 0.144559 loss_giou: 0.429313 loss_class_aux: 3.769761 loss_bbox_aux: 0.914938 loss_giou_aux: 2.663379 loss_class_dn: 0.354707 loss_bbox_dn: 0.139104 loss_giou_dn: 0.380782 loss_class_aux_dn: 1.892481 loss_bbox_aux_dn: 0.844859 loss_giou_aux_dn: 2.097566 loss: 15.052795 eta: 1 day, 8:56:03 batch_cost: 0.3539 data_cost: 0.0017 ips: 11.3042 images/s [04/16 02:07:32] ppdet.engine INFO: Epoch: [50] [2600/7329] learning_rate: 0.000100 loss_class: 0.553365 loss_bbox: 0.132390 loss_giou: 0.352841 loss_class_aux: 3.539227 loss_bbox_aux: 0.835893 loss_giou_aux: 2.259099 loss_class_dn: 0.315447 loss_bbox_dn: 0.136276 loss_giou_dn: 0.370923 loss_class_aux_dn: 1.737922 loss_bbox_aux_dn: 0.789707 loss_giou_aux_dn: 2.032009 loss: 12.999945 eta: 1 day, 8:55:27 batch_cost: 0.3532 data_cost: 0.0017 ips: 11.3252 images/s [04/16 02:08:11] ppdet.engine INFO: Epoch: [50] [2700/7329] learning_rate: 0.000100 loss_class: 0.584227 loss_bbox: 0.128263 loss_giou: 0.444076 loss_class_aux: 3.727649 loss_bbox_aux: 0.855310 loss_giou_aux: 2.747708 loss_class_dn: 0.352220 loss_bbox_dn: 0.125868 loss_giou_dn: 0.399926 loss_class_aux_dn: 1.908191 loss_bbox_aux_dn: 0.739834 loss_giou_aux_dn: 2.230795 loss: 14.601568 eta: 1 day, 8:54:52 batch_cost: 0.3560 data_cost: 0.0018 ips: 11.2364 images/s [04/16 02:08:51] ppdet.engine INFO: Epoch: [50] [2800/7329] learning_rate: 0.000100 loss_class: 0.551077 loss_bbox: 0.124501 loss_giou: 0.339704 loss_class_aux: 3.503922 loss_bbox_aux: 0.834427 loss_giou_aux: 2.117228 loss_class_dn: 0.309862 loss_bbox_dn: 0.129208 loss_giou_dn: 0.311170 loss_class_aux_dn: 1.701922 loss_bbox_aux_dn: 0.802487 loss_giou_aux_dn: 1.771053 loss: 12.822393 eta: 1 day, 8:54:17 batch_cost: 0.3576 data_cost: 0.0019 ips: 11.1872 images/s [04/16 02:09:31] ppdet.engine INFO: Epoch: [50] [2900/7329] learning_rate: 0.000100 loss_class: 0.547733 loss_bbox: 0.141528 loss_giou: 0.323291 loss_class_aux: 3.487468 loss_bbox_aux: 0.935553 loss_giou_aux: 2.109075 loss_class_dn: 0.307885 loss_bbox_dn: 0.152327 loss_giou_dn: 0.329127 loss_class_aux_dn: 1.697700 loss_bbox_aux_dn: 0.891958 loss_giou_aux_dn: 1.797819 loss: 12.885454 eta: 1 day, 8:53:42 batch_cost: 0.3562 data_cost: 0.0018 ips: 11.2298 images/s [04/16 02:10:10] ppdet.engine INFO: Epoch: [50] [3000/7329] learning_rate: 0.000100 loss_class: 0.601578 loss_bbox: 0.136041 loss_giou: 0.405754 loss_class_aux: 3.621713 loss_bbox_aux: 0.926291 loss_giou_aux: 2.607582 loss_class_dn: 0.339331 loss_bbox_dn: 0.154096 loss_giou_dn: 0.389834 loss_class_aux_dn: 1.819903 loss_bbox_aux_dn: 0.892053 loss_giou_aux_dn: 2.149275 loss: 14.750124 eta: 1 day, 8:53:07 batch_cost: 0.3560 data_cost: 0.0019 ips: 11.2374 images/s [04/16 02:10:50] ppdet.engine INFO: Epoch: [50] [3100/7329] learning_rate: 0.000100 loss_class: 0.575850 loss_bbox: 0.153331 loss_giou: 0.419986 loss_class_aux: 3.638000 loss_bbox_aux: 0.977575 loss_giou_aux: 2.608946 loss_class_dn: 0.334510 loss_bbox_dn: 0.128192 loss_giou_dn: 0.375795 loss_class_aux_dn: 1.789001 loss_bbox_aux_dn: 0.784822 loss_giou_aux_dn: 2.072126 loss: 14.643375 eta: 1 day, 8:52:31 batch_cost: 0.3562 data_cost: 0.0019 ips: 11.2297 images/s [04/16 02:11:29] ppdet.engine INFO: Epoch: [50] [3200/7329] learning_rate: 0.000100 loss_class: 0.584323 loss_bbox: 0.125985 loss_giou: 0.369393 loss_class_aux: 3.654753 loss_bbox_aux: 0.841555 loss_giou_aux: 2.318537 loss_class_dn: 0.322815 loss_bbox_dn: 0.122267 loss_giou_dn: 0.351935 loss_class_aux_dn: 1.731911 loss_bbox_aux_dn: 0.735035 loss_giou_aux_dn: 1.992075 loss: 13.443268 eta: 1 day, 8:51:55 batch_cost: 0.3501 data_cost: 0.0018 ips: 11.4263 images/s [04/16 02:12:08] ppdet.engine INFO: Epoch: [50] [3300/7329] learning_rate: 0.000100 loss_class: 0.581453 loss_bbox: 0.143176 loss_giou: 0.380553 loss_class_aux: 3.597698 loss_bbox_aux: 0.893835 loss_giou_aux: 2.363877 loss_class_dn: 0.342137 loss_bbox_dn: 0.139576 loss_giou_dn: 0.337928 loss_class_aux_dn: 1.796981 loss_bbox_aux_dn: 0.813185 loss_giou_aux_dn: 1.820845 loss: 14.451269 eta: 1 day, 8:51:20 batch_cost: 0.3549 data_cost: 0.0019 ips: 11.2713 images/s [04/16 02:12:48] ppdet.engine INFO: Epoch: [50] [3400/7329] learning_rate: 0.000100 loss_class: 0.526984 loss_bbox: 0.130712 loss_giou: 0.370416 loss_class_aux: 3.299045 loss_bbox_aux: 0.866805 loss_giou_aux: 2.444923 loss_class_dn: 0.323186 loss_bbox_dn: 0.124992 loss_giou_dn: 0.365228 loss_class_aux_dn: 1.769082 loss_bbox_aux_dn: 0.729684 loss_giou_aux_dn: 2.041601 loss: 13.079550 eta: 1 day, 8:50:45 batch_cost: 0.3554 data_cost: 0.0018 ips: 11.2541 images/s [04/16 02:13:27] ppdet.engine INFO: Epoch: [50] [3500/7329] learning_rate: 0.000100 loss_class: 0.603009 loss_bbox: 0.134187 loss_giou: 0.393605 loss_class_aux: 3.952741 loss_bbox_aux: 0.876131 loss_giou_aux: 2.456454 loss_class_dn: 0.338938 loss_bbox_dn: 0.149433 loss_giou_dn: 0.380881 loss_class_aux_dn: 1.769085 loss_bbox_aux_dn: 0.973059 loss_giou_aux_dn: 2.176021 loss: 13.697982 eta: 1 day, 8:50:09 batch_cost: 0.3544 data_cost: 0.0019 ips: 11.2872 images/s [04/16 02:14:07] ppdet.engine INFO: Epoch: [50] [3600/7329] learning_rate: 0.000100 loss_class: 0.539894 loss_bbox: 0.122963 loss_giou: 0.320042 loss_class_aux: 3.525117 loss_bbox_aux: 0.837121 loss_giou_aux: 2.069325 loss_class_dn: 0.285862 loss_bbox_dn: 0.151405 loss_giou_dn: 0.300583 loss_class_aux_dn: 1.588664 loss_bbox_aux_dn: 0.903558 loss_giou_aux_dn: 1.669891 loss: 13.173319 eta: 1 day, 8:49:34 batch_cost: 0.3535 data_cost: 0.0019 ips: 11.3157 images/s [04/16 02:14:47] ppdet.engine INFO: Epoch: [50] [3700/7329] learning_rate: 0.000100 loss_class: 0.523248 loss_bbox: 0.125187 loss_giou: 0.326556 loss_class_aux: 3.490778 loss_bbox_aux: 0.793266 loss_giou_aux: 2.140166 loss_class_dn: 0.295831 loss_bbox_dn: 0.124797 loss_giou_dn: 0.304444 loss_class_aux_dn: 1.643159 loss_bbox_aux_dn: 0.781047 loss_giou_aux_dn: 1.677663 loss: 11.916422 eta: 1 day, 8:48:59 batch_cost: 0.3583 data_cost: 0.0018 ips: 11.1630 images/s [04/16 02:15:26] ppdet.engine INFO: Epoch: [50] [3800/7329] learning_rate: 0.000100 loss_class: 0.565253 loss_bbox: 0.117714 loss_giou: 0.349802 loss_class_aux: 3.704878 loss_bbox_aux: 0.782124 loss_giou_aux: 2.261289 loss_class_dn: 0.337448 loss_bbox_dn: 0.107151 loss_giou_dn: 0.359441 loss_class_aux_dn: 1.845517 loss_bbox_aux_dn: 0.669859 loss_giou_aux_dn: 1.999832 loss: 13.620453 eta: 1 day, 8:48:23 batch_cost: 0.3536 data_cost: 0.0019 ips: 11.3128 images/s [04/16 02:16:05] ppdet.engine INFO: Epoch: [50] [3900/7329] learning_rate: 0.000100 loss_class: 0.554595 loss_bbox: 0.124753 loss_giou: 0.347016 loss_class_aux: 3.558867 loss_bbox_aux: 0.812625 loss_giou_aux: 2.260686 loss_class_dn: 0.316232 loss_bbox_dn: 0.135045 loss_giou_dn: 0.342484 loss_class_aux_dn: 1.693359 loss_bbox_aux_dn: 0.782866 loss_giou_aux_dn: 1.930609 loss: 13.631174 eta: 1 day, 8:47:48 batch_cost: 0.3508 data_cost: 0.0018 ips: 11.4032 images/s [04/16 02:16:45] ppdet.engine INFO: Epoch: [50] [4000/7329] learning_rate: 0.000100 loss_class: 0.560936 loss_bbox: 0.119247 loss_giou: 0.356507 loss_class_aux: 3.588570 loss_bbox_aux: 0.763601 loss_giou_aux: 2.284541 loss_class_dn: 0.300510 loss_bbox_dn: 0.118241 loss_giou_dn: 0.313793 loss_class_aux_dn: 1.629709 loss_bbox_aux_dn: 0.725016 loss_giou_aux_dn: 1.723645 loss: 13.242090 eta: 1 day, 8:47:12 batch_cost: 0.3571 data_cost: 0.0020 ips: 11.2023 images/s [04/16 02:17:24] ppdet.engine INFO: Epoch: [50] [4100/7329] learning_rate: 0.000100 loss_class: 0.469370 loss_bbox: 0.116107 loss_giou: 0.310839 loss_class_aux: 3.096997 loss_bbox_aux: 0.781939 loss_giou_aux: 1.934422 loss_class_dn: 0.264713 loss_bbox_dn: 0.119000 loss_giou_dn: 0.286926 loss_class_aux_dn: 1.429886 loss_bbox_aux_dn: 0.760176 loss_giou_aux_dn: 1.625902 loss: 11.183206 eta: 1 day, 8:46:37 batch_cost: 0.3531 data_cost: 0.0018 ips: 11.3293 images/s [04/16 02:18:04] ppdet.engine INFO: Epoch: [50] [4200/7329] learning_rate: 0.000100 loss_class: 0.567603 loss_bbox: 0.124548 loss_giou: 0.345886 loss_class_aux: 3.550035 loss_bbox_aux: 0.817014 loss_giou_aux: 2.184934 loss_class_dn: 0.331593 loss_bbox_dn: 0.130668 loss_giou_dn: 0.339216 loss_class_aux_dn: 1.762689 loss_bbox_aux_dn: 0.755457 loss_giou_aux_dn: 1.872269 loss: 13.751944 eta: 1 day, 8:46:01 batch_cost: 0.3559 data_cost: 0.0018 ips: 11.2397 images/s [04/16 02:18:43] ppdet.engine INFO: Epoch: [50] [4300/7329] learning_rate: 0.000100 loss_class: 0.571964 loss_bbox: 0.137410 loss_giou: 0.362164 loss_class_aux: 3.578508 loss_bbox_aux: 0.912238 loss_giou_aux: 2.309177 loss_class_dn: 0.333874 loss_bbox_dn: 0.156547 loss_giou_dn: 0.347381 loss_class_aux_dn: 1.795632 loss_bbox_aux_dn: 0.908405 loss_giou_aux_dn: 1.977877 loss: 14.072987 eta: 1 day, 8:45:26 batch_cost: 0.3538 data_cost: 0.0019 ips: 11.3050 images/s [04/16 02:19:23] ppdet.engine INFO: Epoch: [50] [4400/7329] learning_rate: 0.000100 loss_class: 0.599136 loss_bbox: 0.124718 loss_giou: 0.375354 loss_class_aux: 3.805655 loss_bbox_aux: 0.815280 loss_giou_aux: 2.326632 loss_class_dn: 0.337432 loss_bbox_dn: 0.130906 loss_giou_dn: 0.368202 loss_class_aux_dn: 1.818993 loss_bbox_aux_dn: 0.805159 loss_giou_aux_dn: 1.974609 loss: 13.920363 eta: 1 day, 8:44:51 batch_cost: 0.3541 data_cost: 0.0018 ips: 11.2977 images/s [04/16 02:20:02] ppdet.engine INFO: Epoch: [50] [4500/7329] learning_rate: 0.000100 loss_class: 0.537539 loss_bbox: 0.124524 loss_giou: 0.361843 loss_class_aux: 3.367674 loss_bbox_aux: 0.855829 loss_giou_aux: 2.307527 loss_class_dn: 0.306024 loss_bbox_dn: 0.130254 loss_giou_dn: 0.305988 loss_class_aux_dn: 1.638881 loss_bbox_aux_dn: 0.809660 loss_giou_aux_dn: 1.712977 loss: 13.068349 eta: 1 day, 8:44:15 batch_cost: 0.3551 data_cost: 0.0019 ips: 11.2649 images/s [04/16 02:20:42] ppdet.engine INFO: Epoch: [50] [4600/7329] learning_rate: 0.000100 loss_class: 0.617800 loss_bbox: 0.143705 loss_giou: 0.381168 loss_class_aux: 4.007086 loss_bbox_aux: 0.912029 loss_giou_aux: 2.317555 loss_class_dn: 0.350861 loss_bbox_dn: 0.140568 loss_giou_dn: 0.389064 loss_class_aux_dn: 1.881062 loss_bbox_aux_dn: 0.831447 loss_giou_aux_dn: 2.118192 loss: 14.973667 eta: 1 day, 8:43:40 batch_cost: 0.3579 data_cost: 0.0018 ips: 11.1749 images/s [04/16 02:21:22] ppdet.engine INFO: Epoch: [50] [4700/7329] learning_rate: 0.000100 loss_class: 0.629533 loss_bbox: 0.132515 loss_giou: 0.452049 loss_class_aux: 4.030668 loss_bbox_aux: 0.876493 loss_giou_aux: 2.839634 loss_class_dn: 0.353854 loss_bbox_dn: 0.141355 loss_giou_dn: 0.399291 loss_class_aux_dn: 1.901556 loss_bbox_aux_dn: 0.858906 loss_giou_aux_dn: 2.192374 loss: 15.366997 eta: 1 day, 8:43:05 batch_cost: 0.3556 data_cost: 0.0017 ips: 11.2480 images/s [04/16 02:22:01] ppdet.engine INFO: Epoch: [50] [4800/7329] learning_rate: 0.000100 loss_class: 0.589974 loss_bbox: 0.139741 loss_giou: 0.365811 loss_class_aux: 3.847807 loss_bbox_aux: 0.911180 loss_giou_aux: 2.308308 loss_class_dn: 0.328513 loss_bbox_dn: 0.142403 loss_giou_dn: 0.354656 loss_class_aux_dn: 1.761356 loss_bbox_aux_dn: 0.837720 loss_giou_aux_dn: 1.949090 loss: 13.937016 eta: 1 day, 8:42:29 batch_cost: 0.3524 data_cost: 0.0018 ips: 11.3509 images/s [04/16 02:22:40] ppdet.engine INFO: Epoch: [50] [4900/7329] learning_rate: 0.000100 loss_class: 0.548427 loss_bbox: 0.125797 loss_giou: 0.332624 loss_class_aux: 3.527415 loss_bbox_aux: 0.858649 loss_giou_aux: 2.127543 loss_class_dn: 0.302928 loss_bbox_dn: 0.141799 loss_giou_dn: 0.325003 loss_class_aux_dn: 1.653122 loss_bbox_aux_dn: 0.897009 loss_giou_aux_dn: 1.864597 loss: 13.055972 eta: 1 day, 8:41:54 batch_cost: 0.3541 data_cost: 0.0018 ips: 11.2954 images/s [04/16 02:23:19] ppdet.engine INFO: Epoch: [50] [5000/7329] learning_rate: 0.000100 loss_class: 0.568439 loss_bbox: 0.144015 loss_giou: 0.325694 loss_class_aux: 3.619344 loss_bbox_aux: 0.882648 loss_giou_aux: 2.179399 loss_class_dn: 0.309496 loss_bbox_dn: 0.157429 loss_giou_dn: 0.325353 loss_class_aux_dn: 1.726627 loss_bbox_aux_dn: 0.960452 loss_giou_aux_dn: 1.894263 loss: 12.804613 eta: 1 day, 8:41:18 batch_cost: 0.3503 data_cost: 0.0018 ips: 11.4189 images/s [04/16 02:23:59] ppdet.engine INFO: Epoch: [50] [5100/7329] learning_rate: 0.000100 loss_class: 0.567633 loss_bbox: 0.129150 loss_giou: 0.401947 loss_class_aux: 3.633366 loss_bbox_aux: 0.868996 loss_giou_aux: 2.583291 loss_class_dn: 0.324218 loss_bbox_dn: 0.121750 loss_giou_dn: 0.366435 loss_class_aux_dn: 1.736318 loss_bbox_aux_dn: 0.745921 loss_giou_aux_dn: 2.056169 loss: 13.727471 eta: 1 day, 8:40:43 batch_cost: 0.3548 data_cost: 0.0018 ips: 11.2741 images/s [04/16 02:24:39] ppdet.engine INFO: Epoch: [50] [5200/7329] learning_rate: 0.000100 loss_class: 0.547007 loss_bbox: 0.131867 loss_giou: 0.377160 loss_class_aux: 3.517933 loss_bbox_aux: 0.815801 loss_giou_aux: 2.432850 loss_class_dn: 0.306775 loss_bbox_dn: 0.138596 loss_giou_dn: 0.362595 loss_class_aux_dn: 1.645621 loss_bbox_aux_dn: 0.813451 loss_giou_aux_dn: 1.969513 loss: 13.479423 eta: 1 day, 8:40:07 batch_cost: 0.3571 data_cost: 0.0018 ips: 11.2007 images/s [04/16 02:25:19] ppdet.engine INFO: Epoch: [50] [5300/7329] learning_rate: 0.000100 loss_class: 0.578767 loss_bbox: 0.126159 loss_giou: 0.411642 loss_class_aux: 3.707172 loss_bbox_aux: 0.833024 loss_giou_aux: 2.516011 loss_class_dn: 0.341079 loss_bbox_dn: 0.116178 loss_giou_dn: 0.366201 loss_class_aux_dn: 1.842109 loss_bbox_aux_dn: 0.716793 loss_giou_aux_dn: 2.066925 loss: 14.396751 eta: 1 day, 8:39:32 batch_cost: 0.3587 data_cost: 0.0018 ips: 11.1516 images/s [04/16 02:25:58] ppdet.engine INFO: Epoch: [50] [5400/7329] learning_rate: 0.000100 loss_class: 0.589965 loss_bbox: 0.139727 loss_giou: 0.382880 loss_class_aux: 3.798506 loss_bbox_aux: 0.896936 loss_giou_aux: 2.601630 loss_class_dn: 0.362949 loss_bbox_dn: 0.140678 loss_giou_dn: 0.396598 loss_class_aux_dn: 1.899904 loss_bbox_aux_dn: 0.855325 loss_giou_aux_dn: 2.200524 loss: 14.807907 eta: 1 day, 8:38:57 batch_cost: 0.3540 data_cost: 0.0018 ips: 11.2995 images/s [04/16 02:26:38] ppdet.engine INFO: Epoch: [50] [5500/7329] learning_rate: 0.000100 loss_class: 0.566005 loss_bbox: 0.136672 loss_giou: 0.365032 loss_class_aux: 3.692521 loss_bbox_aux: 0.875365 loss_giou_aux: 2.302431 loss_class_dn: 0.321734 loss_bbox_dn: 0.144996 loss_giou_dn: 0.341041 loss_class_aux_dn: 1.739769 loss_bbox_aux_dn: 0.877572 loss_giou_aux_dn: 1.928347 loss: 13.253544 eta: 1 day, 8:38:22 batch_cost: 0.3560 data_cost: 0.0018 ips: 11.2364 images/s [04/16 02:27:17] ppdet.engine INFO: Epoch: [50] [5600/7329] learning_rate: 0.000100 loss_class: 0.687003 loss_bbox: 0.148315 loss_giou: 0.484658 loss_class_aux: 4.198047 loss_bbox_aux: 0.941206 loss_giou_aux: 3.175399 loss_class_dn: 0.370752 loss_bbox_dn: 0.159130 loss_giou_dn: 0.455209 loss_class_aux_dn: 1.994475 loss_bbox_aux_dn: 0.981208 loss_giou_aux_dn: 2.561419 loss: 16.584167 eta: 1 day, 8:37:46 batch_cost: 0.3496 data_cost: 0.0018 ips: 11.4418 images/s [04/16 02:27:56] ppdet.engine INFO: Epoch: [50] [5700/7329] learning_rate: 0.000100 loss_class: 0.527500 loss_bbox: 0.118595 loss_giou: 0.330376 loss_class_aux: 3.421947 loss_bbox_aux: 0.794352 loss_giou_aux: 2.072966 loss_class_dn: 0.300334 loss_bbox_dn: 0.122911 loss_giou_dn: 0.315534 loss_class_aux_dn: 1.613946 loss_bbox_aux_dn: 0.737646 loss_giou_aux_dn: 1.775706 loss: 12.439437 eta: 1 day, 8:37:11 batch_cost: 0.3586 data_cost: 0.0020 ips: 11.1541 images/s [04/16 02:28:36] ppdet.engine INFO: Epoch: [50] [5800/7329] learning_rate: 0.000100 loss_class: 0.573308 loss_bbox: 0.121262 loss_giou: 0.321318 loss_class_aux: 3.650372 loss_bbox_aux: 0.796541 loss_giou_aux: 2.072328 loss_class_dn: 0.320251 loss_bbox_dn: 0.134694 loss_giou_dn: 0.315155 loss_class_aux_dn: 1.736561 loss_bbox_aux_dn: 0.807321 loss_giou_aux_dn: 1.751876 loss: 13.230424 eta: 1 day, 8:36:35 batch_cost: 0.3536 data_cost: 0.0019 ips: 11.3117 images/s [04/16 02:29:15] ppdet.engine INFO: Epoch: [50] [5900/7329] learning_rate: 0.000100 loss_class: 0.581248 loss_bbox: 0.136522 loss_giou: 0.388539 loss_class_aux: 3.770005 loss_bbox_aux: 0.856128 loss_giou_aux: 2.385159 loss_class_dn: 0.337106 loss_bbox_dn: 0.134434 loss_giou_dn: 0.354629 loss_class_aux_dn: 1.836029 loss_bbox_aux_dn: 0.743635 loss_giou_aux_dn: 1.956066 loss: 13.538549 eta: 1 day, 8:36:00 batch_cost: 0.3549 data_cost: 0.0019 ips: 11.2722 images/s [04/16 02:29:54] ppdet.engine INFO: Epoch: [50] [6000/7329] learning_rate: 0.000100 loss_class: 0.545072 loss_bbox: 0.126872 loss_giou: 0.362977 loss_class_aux: 3.546545 loss_bbox_aux: 0.850559 loss_giou_aux: 2.243467 loss_class_dn: 0.319870 loss_bbox_dn: 0.127779 loss_giou_dn: 0.320719 loss_class_aux_dn: 1.681141 loss_bbox_aux_dn: 0.744902 loss_giou_aux_dn: 1.820092 loss: 14.057818 eta: 1 day, 8:35:24 batch_cost: 0.3497 data_cost: 0.0019 ips: 11.4378 images/s [04/16 02:30:34] ppdet.engine INFO: Epoch: [50] [6100/7329] learning_rate: 0.000100 loss_class: 0.548238 loss_bbox: 0.127997 loss_giou: 0.341700 loss_class_aux: 3.476015 loss_bbox_aux: 0.857670 loss_giou_aux: 2.194680 loss_class_dn: 0.316291 loss_bbox_dn: 0.138181 loss_giou_dn: 0.324460 loss_class_aux_dn: 1.728046 loss_bbox_aux_dn: 0.813944 loss_giou_aux_dn: 1.857773 loss: 12.986488 eta: 1 day, 8:34:49 batch_cost: 0.3556 data_cost: 0.0018 ips: 11.2473 images/s [04/16 02:31:13] ppdet.engine INFO: Epoch: [50] [6200/7329] learning_rate: 0.000100 loss_class: 0.528879 loss_bbox: 0.113270 loss_giou: 0.348913 loss_class_aux: 3.226701 loss_bbox_aux: 0.733425 loss_giou_aux: 2.114334 loss_class_dn: 0.272552 loss_bbox_dn: 0.120313 loss_giou_dn: 0.315833 loss_class_aux_dn: 1.498178 loss_bbox_aux_dn: 0.714403 loss_giou_aux_dn: 1.719713 loss: 12.029684 eta: 1 day, 8:34:13 batch_cost: 0.3546 data_cost: 0.0018 ips: 11.2788 images/s [04/16 02:31:53] ppdet.engine INFO: Epoch: [50] [6300/7329] learning_rate: 0.000100 loss_class: 0.601813 loss_bbox: 0.131531 loss_giou: 0.454871 loss_class_aux: 3.795455 loss_bbox_aux: 0.875771 loss_giou_aux: 2.829469 loss_class_dn: 0.341833 loss_bbox_dn: 0.142460 loss_giou_dn: 0.425903 loss_class_aux_dn: 1.776378 loss_bbox_aux_dn: 0.850336 loss_giou_aux_dn: 2.336168 loss: 15.012327 eta: 1 day, 8:33:38 batch_cost: 0.3565 data_cost: 0.0018 ips: 11.2213 images/s [04/16 02:32:32] ppdet.engine INFO: Epoch: [50] [6400/7329] learning_rate: 0.000100 loss_class: 0.622603 loss_bbox: 0.123797 loss_giou: 0.394567 loss_class_aux: 3.976735 loss_bbox_aux: 0.839358 loss_giou_aux: 2.411643 loss_class_dn: 0.351233 loss_bbox_dn: 0.130946 loss_giou_dn: 0.348351 loss_class_aux_dn: 1.902438 loss_bbox_aux_dn: 0.825116 loss_giou_aux_dn: 1.906602 loss: 14.709541 eta: 1 day, 8:33:02 batch_cost: 0.3531 data_cost: 0.0018 ips: 11.3276 images/s [04/16 02:33:12] ppdet.engine INFO: Epoch: [50] [6500/7329] learning_rate: 0.000100 loss_class: 0.514608 loss_bbox: 0.107490 loss_giou: 0.313404 loss_class_aux: 3.496067 loss_bbox_aux: 0.702012 loss_giou_aux: 1.978216 loss_class_dn: 0.271675 loss_bbox_dn: 0.129237 loss_giou_dn: 0.288571 loss_class_aux_dn: 1.460545 loss_bbox_aux_dn: 0.745363 loss_giou_aux_dn: 1.569829 loss: 12.492511 eta: 1 day, 8:32:27 batch_cost: 0.3543 data_cost: 0.0018 ips: 11.2892 images/s [04/16 02:33:52] ppdet.engine INFO: Epoch: [50] [6600/7329] learning_rate: 0.000100 loss_class: 0.617131 loss_bbox: 0.135292 loss_giou: 0.337366 loss_class_aux: 3.919246 loss_bbox_aux: 0.866527 loss_giou_aux: 2.196600 loss_class_dn: 0.332396 loss_bbox_dn: 0.136052 loss_giou_dn: 0.367200 loss_class_aux_dn: 1.823849 loss_bbox_aux_dn: 0.813001 loss_giou_aux_dn: 2.129045 loss: 14.340557 eta: 1 day, 8:31:52 batch_cost: 0.3588 data_cost: 0.0019 ips: 11.1482 images/s [04/16 02:34:32] ppdet.engine INFO: Epoch: [50] [6700/7329] learning_rate: 0.000100 loss_class: 0.616119 loss_bbox: 0.136350 loss_giou: 0.371868 loss_class_aux: 3.926903 loss_bbox_aux: 0.846330 loss_giou_aux: 2.393134 loss_class_dn: 0.330139 loss_bbox_dn: 0.144353 loss_giou_dn: 0.380439 loss_class_aux_dn: 1.791096 loss_bbox_aux_dn: 0.845611 loss_giou_aux_dn: 2.077553 loss: 13.725489 eta: 1 day, 8:31:17 batch_cost: 0.3575 data_cost: 0.0019 ips: 11.1881 images/s [04/16 02:35:11] ppdet.engine INFO: Epoch: [50] [6800/7329] learning_rate: 0.000100 loss_class: 0.543496 loss_bbox: 0.129523 loss_giou: 0.358051 loss_class_aux: 3.410501 loss_bbox_aux: 0.862345 loss_giou_aux: 2.276617 loss_class_dn: 0.320312 loss_bbox_dn: 0.147897 loss_giou_dn: 0.353246 loss_class_aux_dn: 1.727984 loss_bbox_aux_dn: 0.867471 loss_giou_aux_dn: 1.941140 loss: 13.116967 eta: 1 day, 8:30:41 batch_cost: 0.3522 data_cost: 0.0018 ips: 11.3562 images/s [04/16 02:35:51] ppdet.engine INFO: Epoch: [50] [6900/7329] learning_rate: 0.000100 loss_class: 0.557510 loss_bbox: 0.127247 loss_giou: 0.321176 loss_class_aux: 3.605292 loss_bbox_aux: 0.851898 loss_giou_aux: 1.964087 loss_class_dn: 0.311201 loss_bbox_dn: 0.142488 loss_giou_dn: 0.329515 loss_class_aux_dn: 1.670554 loss_bbox_aux_dn: 0.856355 loss_giou_aux_dn: 1.843485 loss: 13.462304 eta: 1 day, 8:30:06 batch_cost: 0.3581 data_cost: 0.0019 ips: 11.1693 images/s [04/16 02:36:30] ppdet.engine INFO: Epoch: [50] [7000/7329] learning_rate: 0.000100 loss_class: 0.527064 loss_bbox: 0.140131 loss_giou: 0.341357 loss_class_aux: 3.279252 loss_bbox_aux: 0.872169 loss_giou_aux: 2.213811 loss_class_dn: 0.302533 loss_bbox_dn: 0.136811 loss_giou_dn: 0.321492 loss_class_aux_dn: 1.612611 loss_bbox_aux_dn: 0.794306 loss_giou_aux_dn: 1.818029 loss: 12.774256 eta: 1 day, 8:29:31 batch_cost: 0.3547 data_cost: 0.0018 ips: 11.2772 images/s [04/16 02:37:10] ppdet.engine INFO: Epoch: [50] [7100/7329] learning_rate: 0.000100 loss_class: 0.626568 loss_bbox: 0.131110 loss_giou: 0.456371 loss_class_aux: 3.861506 loss_bbox_aux: 0.863576 loss_giou_aux: 2.846998 loss_class_dn: 0.347875 loss_bbox_dn: 0.129702 loss_giou_dn: 0.404517 loss_class_aux_dn: 1.895392 loss_bbox_aux_dn: 0.791770 loss_giou_aux_dn: 2.212200 loss: 14.550709 eta: 1 day, 8:28:55 batch_cost: 0.3546 data_cost: 0.0018 ips: 11.2790 images/s [04/16 02:37:49] ppdet.engine INFO: Epoch: [50] [7200/7329] learning_rate: 0.000100 loss_class: 0.600803 loss_bbox: 0.131363 loss_giou: 0.371142 loss_class_aux: 3.728669 loss_bbox_aux: 0.830022 loss_giou_aux: 2.390625 loss_class_dn: 0.354343 loss_bbox_dn: 0.142394 loss_giou_dn: 0.376713 loss_class_aux_dn: 1.865104 loss_bbox_aux_dn: 0.872266 loss_giou_aux_dn: 2.129633 loss: 14.533278 eta: 1 day, 8:28:20 batch_cost: 0.3530 data_cost: 0.0018 ips: 11.3326 images/s [04/16 02:38:29] ppdet.engine INFO: Epoch: [50] [7300/7329] learning_rate: 0.000100 loss_class: 0.556291 loss_bbox: 0.140391 loss_giou: 0.358657 loss_class_aux: 3.499909 loss_bbox_aux: 0.888037 loss_giou_aux: 2.272159 loss_class_dn: 0.310396 loss_bbox_dn: 0.140818 loss_giou_dn: 0.374549 loss_class_aux_dn: 1.674742 loss_bbox_aux_dn: 0.862894 loss_giou_aux_dn: 2.061555 loss: 13.857960 eta: 1 day, 8:27:45 batch_cost: 0.3590 data_cost: 0.0018 ips: 11.1417 images/s [04/16 02:38:43] ppdet.engine INFO: Eval iter: 0 [04/16 02:38:55] ppdet.engine INFO: Eval iter: 100 [04/16 02:39:07] ppdet.engine INFO: Eval iter: 200 [04/16 02:39:19] ppdet.engine INFO: Eval iter: 300 [04/16 02:39:31] ppdet.engine INFO: Eval iter: 400 [04/16 02:39:42] ppdet.engine INFO: Eval iter: 500 [04/16 02:39:55] ppdet.engine INFO: Eval iter: 600 [04/16 02:40:17] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 02:40:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.59s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.55s). Accumulating evaluation results... DONE (t=16.55s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.729 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.733 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.897 [04/16 02:42:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.592024439464 [04/16 02:42:02] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 02:42:04] ppdet.engine INFO: Epoch: [51] [ 0/7329] learning_rate: 0.000100 loss_class: 0.531963 loss_bbox: 0.137215 loss_giou: 0.344687 loss_class_aux: 3.396034 loss_bbox_aux: 0.879201 loss_giou_aux: 2.098502 loss_class_dn: 0.293899 loss_bbox_dn: 0.139365 loss_giou_dn: 0.317329 loss_class_aux_dn: 1.654951 loss_bbox_aux_dn: 0.856222 loss_giou_aux_dn: 1.769887 loss: 13.148125 eta: 1 day, 8:27:34 batch_cost: 0.3563 data_cost: 0.0017 ips: 11.2260 images/s [04/16 02:42:44] ppdet.engine INFO: Epoch: [51] [ 100/7329] learning_rate: 0.000100 loss_class: 0.518669 loss_bbox: 0.112994 loss_giou: 0.337985 loss_class_aux: 3.269816 loss_bbox_aux: 0.766367 loss_giou_aux: 2.058731 loss_class_dn: 0.292640 loss_bbox_dn: 0.112612 loss_giou_dn: 0.316256 loss_class_aux_dn: 1.599636 loss_bbox_aux_dn: 0.723419 loss_giou_aux_dn: 1.749493 loss: 12.009727 eta: 1 day, 8:27:00 batch_cost: 0.3600 data_cost: 0.0014 ips: 11.1110 images/s [04/16 02:43:24] ppdet.engine INFO: Epoch: [51] [ 200/7329] learning_rate: 0.000100 loss_class: 0.548295 loss_bbox: 0.131328 loss_giou: 0.379655 loss_class_aux: 3.516603 loss_bbox_aux: 0.882644 loss_giou_aux: 2.489037 loss_class_dn: 0.322009 loss_bbox_dn: 0.146335 loss_giou_dn: 0.362576 loss_class_aux_dn: 1.730928 loss_bbox_aux_dn: 0.847722 loss_giou_aux_dn: 2.025982 loss: 14.025936 eta: 1 day, 8:26:24 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2577 images/s [04/16 02:44:03] ppdet.engine INFO: Epoch: [51] [ 300/7329] learning_rate: 0.000100 loss_class: 0.508633 loss_bbox: 0.120843 loss_giou: 0.318354 loss_class_aux: 3.202904 loss_bbox_aux: 0.793494 loss_giou_aux: 1.983794 loss_class_dn: 0.264482 loss_bbox_dn: 0.122116 loss_giou_dn: 0.284145 loss_class_aux_dn: 1.466309 loss_bbox_aux_dn: 0.783354 loss_giou_aux_dn: 1.616958 loss: 11.576056 eta: 1 day, 8:25:49 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3731 images/s [04/16 02:44:42] ppdet.engine INFO: Epoch: [51] [ 400/7329] learning_rate: 0.000100 loss_class: 0.594791 loss_bbox: 0.134769 loss_giou: 0.410271 loss_class_aux: 3.643199 loss_bbox_aux: 0.841883 loss_giou_aux: 2.505799 loss_class_dn: 0.318830 loss_bbox_dn: 0.123132 loss_giou_dn: 0.358789 loss_class_aux_dn: 1.652464 loss_bbox_aux_dn: 0.769666 loss_giou_aux_dn: 2.024751 loss: 13.850985 eta: 1 day, 8:25:13 batch_cost: 0.3565 data_cost: 0.0015 ips: 11.2212 images/s [04/16 02:45:22] ppdet.engine INFO: Epoch: [51] [ 500/7329] learning_rate: 0.000100 loss_class: 0.562006 loss_bbox: 0.126003 loss_giou: 0.338319 loss_class_aux: 3.649222 loss_bbox_aux: 0.836223 loss_giou_aux: 2.199439 loss_class_dn: 0.306105 loss_bbox_dn: 0.123862 loss_giou_dn: 0.343670 loss_class_aux_dn: 1.649375 loss_bbox_aux_dn: 0.729669 loss_giou_aux_dn: 1.940166 loss: 12.703505 eta: 1 day, 8:24:38 batch_cost: 0.3558 data_cost: 0.0015 ips: 11.2415 images/s [04/16 02:46:02] ppdet.engine INFO: Epoch: [51] [ 600/7329] learning_rate: 0.000100 loss_class: 0.501544 loss_bbox: 0.130154 loss_giou: 0.358804 loss_class_aux: 3.260126 loss_bbox_aux: 0.848452 loss_giou_aux: 2.185553 loss_class_dn: 0.298718 loss_bbox_dn: 0.137216 loss_giou_dn: 0.332682 loss_class_aux_dn: 1.624187 loss_bbox_aux_dn: 0.818798 loss_giou_aux_dn: 1.815328 loss: 12.404182 eta: 1 day, 8:24:03 batch_cost: 0.3563 data_cost: 0.0015 ips: 11.2253 images/s [04/16 02:46:42] ppdet.engine INFO: Epoch: [51] [ 700/7329] learning_rate: 0.000100 loss_class: 0.553968 loss_bbox: 0.127513 loss_giou: 0.376209 loss_class_aux: 3.658399 loss_bbox_aux: 0.830623 loss_giou_aux: 2.373659 loss_class_dn: 0.316144 loss_bbox_dn: 0.150627 loss_giou_dn: 0.362908 loss_class_aux_dn: 1.722998 loss_bbox_aux_dn: 0.868576 loss_giou_aux_dn: 2.009133 loss: 13.208763 eta: 1 day, 8:23:28 batch_cost: 0.3588 data_cost: 0.0016 ips: 11.1481 images/s [04/16 02:47:21] ppdet.engine INFO: Epoch: [51] [ 800/7329] learning_rate: 0.000100 loss_class: 0.483068 loss_bbox: 0.123312 loss_giou: 0.353031 loss_class_aux: 3.141576 loss_bbox_aux: 0.813940 loss_giou_aux: 2.222163 loss_class_dn: 0.293158 loss_bbox_dn: 0.127272 loss_giou_dn: 0.347983 loss_class_aux_dn: 1.564380 loss_bbox_aux_dn: 0.780132 loss_giou_aux_dn: 1.975720 loss: 13.292753 eta: 1 day, 8:22:52 batch_cost: 0.3568 data_cost: 0.0015 ips: 11.2103 images/s [04/16 02:48:01] ppdet.engine INFO: Epoch: [51] [ 900/7329] learning_rate: 0.000100 loss_class: 0.574208 loss_bbox: 0.134497 loss_giou: 0.438210 loss_class_aux: 3.640016 loss_bbox_aux: 0.880390 loss_giou_aux: 2.738755 loss_class_dn: 0.352775 loss_bbox_dn: 0.122316 loss_giou_dn: 0.418999 loss_class_aux_dn: 1.826081 loss_bbox_aux_dn: 0.719667 loss_giou_aux_dn: 2.340610 loss: 14.712866 eta: 1 day, 8:22:17 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2822 images/s [04/16 02:48:41] ppdet.engine INFO: Epoch: [51] [1000/7329] learning_rate: 0.000100 loss_class: 0.565995 loss_bbox: 0.138525 loss_giou: 0.397187 loss_class_aux: 3.583692 loss_bbox_aux: 0.910306 loss_giou_aux: 2.474992 loss_class_dn: 0.316080 loss_bbox_dn: 0.139654 loss_giou_dn: 0.394268 loss_class_aux_dn: 1.733638 loss_bbox_aux_dn: 0.826538 loss_giou_aux_dn: 2.138788 loss: 13.604445 eta: 1 day, 8:21:42 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2025 images/s [04/16 02:49:20] ppdet.engine INFO: Epoch: [51] [1100/7329] learning_rate: 0.000100 loss_class: 0.526598 loss_bbox: 0.114177 loss_giou: 0.389487 loss_class_aux: 3.341207 loss_bbox_aux: 0.766310 loss_giou_aux: 2.456707 loss_class_dn: 0.312272 loss_bbox_dn: 0.112567 loss_giou_dn: 0.364087 loss_class_aux_dn: 1.642768 loss_bbox_aux_dn: 0.656594 loss_giou_aux_dn: 1.972687 loss: 13.481965 eta: 1 day, 8:21:06 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3593 images/s [04/16 02:49:59] ppdet.engine INFO: Epoch: [51] [1200/7329] learning_rate: 0.000100 loss_class: 0.612238 loss_bbox: 0.138871 loss_giou: 0.455272 loss_class_aux: 3.874782 loss_bbox_aux: 0.946532 loss_giou_aux: 2.941276 loss_class_dn: 0.371923 loss_bbox_dn: 0.137017 loss_giou_dn: 0.436608 loss_class_aux_dn: 1.991312 loss_bbox_aux_dn: 0.804325 loss_giou_aux_dn: 2.456797 loss: 15.993074 eta: 1 day, 8:20:31 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3303 images/s [04/16 02:50:39] ppdet.engine INFO: Epoch: [51] [1300/7329] learning_rate: 0.000100 loss_class: 0.596351 loss_bbox: 0.128858 loss_giou: 0.385924 loss_class_aux: 3.522799 loss_bbox_aux: 0.872689 loss_giou_aux: 2.448065 loss_class_dn: 0.339721 loss_bbox_dn: 0.145305 loss_giou_dn: 0.387541 loss_class_aux_dn: 1.782377 loss_bbox_aux_dn: 0.858401 loss_giou_aux_dn: 2.130305 loss: 14.377586 eta: 1 day, 8:19:55 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2318 images/s [04/16 02:51:18] ppdet.engine INFO: Epoch: [51] [1400/7329] learning_rate: 0.000100 loss_class: 0.608225 loss_bbox: 0.126257 loss_giou: 0.367082 loss_class_aux: 3.856693 loss_bbox_aux: 0.831621 loss_giou_aux: 2.398736 loss_class_dn: 0.327344 loss_bbox_dn: 0.131630 loss_giou_dn: 0.353403 loss_class_aux_dn: 1.748344 loss_bbox_aux_dn: 0.791622 loss_giou_aux_dn: 1.947703 loss: 13.317724 eta: 1 day, 8:19:20 batch_cost: 0.3514 data_cost: 0.0016 ips: 11.3841 images/s [04/16 02:51:58] ppdet.engine INFO: Epoch: [51] [1500/7329] learning_rate: 0.000100 loss_class: 0.498349 loss_bbox: 0.114679 loss_giou: 0.300988 loss_class_aux: 3.049381 loss_bbox_aux: 0.771578 loss_giou_aux: 1.925734 loss_class_dn: 0.289835 loss_bbox_dn: 0.117489 loss_giou_dn: 0.293295 loss_class_aux_dn: 1.555333 loss_bbox_aux_dn: 0.687437 loss_giou_aux_dn: 1.622533 loss: 11.764450 eta: 1 day, 8:18:44 batch_cost: 0.3558 data_cost: 0.0016 ips: 11.2419 images/s [04/16 02:52:36] ppdet.engine INFO: Epoch: [51] [1600/7329] learning_rate: 0.000100 loss_class: 0.572396 loss_bbox: 0.122354 loss_giou: 0.355056 loss_class_aux: 3.546866 loss_bbox_aux: 0.812887 loss_giou_aux: 2.228165 loss_class_dn: 0.306751 loss_bbox_dn: 0.118010 loss_giou_dn: 0.335220 loss_class_aux_dn: 1.674064 loss_bbox_aux_dn: 0.724406 loss_giou_aux_dn: 1.872733 loss: 12.741043 eta: 1 day, 8:18:09 batch_cost: 0.3490 data_cost: 0.0015 ips: 11.4614 images/s [04/16 02:53:16] ppdet.engine INFO: Epoch: [51] [1700/7329] learning_rate: 0.000100 loss_class: 0.587850 loss_bbox: 0.131783 loss_giou: 0.359164 loss_class_aux: 3.663439 loss_bbox_aux: 0.926313 loss_giou_aux: 2.270202 loss_class_dn: 0.313008 loss_bbox_dn: 0.152413 loss_giou_dn: 0.336344 loss_class_aux_dn: 1.716300 loss_bbox_aux_dn: 0.874760 loss_giou_aux_dn: 1.913265 loss: 13.704828 eta: 1 day, 8:17:33 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2745 images/s [04/16 02:53:56] ppdet.engine INFO: Epoch: [51] [1800/7329] learning_rate: 0.000100 loss_class: 0.550132 loss_bbox: 0.128104 loss_giou: 0.342149 loss_class_aux: 3.520534 loss_bbox_aux: 0.836743 loss_giou_aux: 2.176996 loss_class_dn: 0.312186 loss_bbox_dn: 0.126805 loss_giou_dn: 0.342473 loss_class_aux_dn: 1.677773 loss_bbox_aux_dn: 0.743749 loss_giou_aux_dn: 1.881655 loss: 13.084229 eta: 1 day, 8:16:58 batch_cost: 0.3573 data_cost: 0.0015 ips: 11.1935 images/s [04/16 02:54:35] ppdet.engine INFO: Epoch: [51] [1900/7329] learning_rate: 0.000100 loss_class: 0.578774 loss_bbox: 0.131688 loss_giou: 0.368829 loss_class_aux: 3.749475 loss_bbox_aux: 0.936967 loss_giou_aux: 2.352874 loss_class_dn: 0.323032 loss_bbox_dn: 0.153261 loss_giou_dn: 0.343068 loss_class_aux_dn: 1.786428 loss_bbox_aux_dn: 0.874613 loss_giou_aux_dn: 1.931667 loss: 12.641922 eta: 1 day, 8:16:23 batch_cost: 0.3570 data_cost: 0.0016 ips: 11.2033 images/s [04/16 02:55:15] ppdet.engine INFO: Epoch: [51] [2000/7329] learning_rate: 0.000100 loss_class: 0.491523 loss_bbox: 0.117198 loss_giou: 0.334326 loss_class_aux: 3.242050 loss_bbox_aux: 0.793477 loss_giou_aux: 2.148452 loss_class_dn: 0.304418 loss_bbox_dn: 0.119007 loss_giou_dn: 0.290904 loss_class_aux_dn: 1.660156 loss_bbox_aux_dn: 0.733234 loss_giou_aux_dn: 1.699064 loss: 12.386444 eta: 1 day, 8:15:47 batch_cost: 0.3509 data_cost: 0.0015 ips: 11.3992 images/s [04/16 02:55:54] ppdet.engine INFO: Epoch: [51] [2100/7329] learning_rate: 0.000100 loss_class: 0.636581 loss_bbox: 0.132654 loss_giou: 0.426289 loss_class_aux: 4.079124 loss_bbox_aux: 0.862845 loss_giou_aux: 2.560823 loss_class_dn: 0.392284 loss_bbox_dn: 0.146158 loss_giou_dn: 0.409418 loss_class_aux_dn: 2.088107 loss_bbox_aux_dn: 0.865592 loss_giou_aux_dn: 2.245987 loss: 15.188370 eta: 1 day, 8:15:12 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2810 images/s [04/16 02:56:34] ppdet.engine INFO: Epoch: [51] [2200/7329] learning_rate: 0.000100 loss_class: 0.605164 loss_bbox: 0.134945 loss_giou: 0.437135 loss_class_aux: 3.818338 loss_bbox_aux: 0.876448 loss_giou_aux: 2.734334 loss_class_dn: 0.355775 loss_bbox_dn: 0.125374 loss_giou_dn: 0.397590 loss_class_aux_dn: 1.900256 loss_bbox_aux_dn: 0.738339 loss_giou_aux_dn: 2.211908 loss: 14.856991 eta: 1 day, 8:14:36 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2904 images/s [04/16 02:57:13] ppdet.engine INFO: Epoch: [51] [2300/7329] learning_rate: 0.000100 loss_class: 0.553115 loss_bbox: 0.135237 loss_giou: 0.358570 loss_class_aux: 3.676758 loss_bbox_aux: 0.888945 loss_giou_aux: 2.290858 loss_class_dn: 0.312324 loss_bbox_dn: 0.142376 loss_giou_dn: 0.354998 loss_class_aux_dn: 1.659226 loss_bbox_aux_dn: 0.816583 loss_giou_aux_dn: 2.000502 loss: 13.196280 eta: 1 day, 8:14:01 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.3005 images/s [04/16 02:57:53] ppdet.engine INFO: Epoch: [51] [2400/7329] learning_rate: 0.000100 loss_class: 0.489442 loss_bbox: 0.119186 loss_giou: 0.346583 loss_class_aux: 3.156342 loss_bbox_aux: 0.777861 loss_giou_aux: 2.133932 loss_class_dn: 0.298508 loss_bbox_dn: 0.116963 loss_giou_dn: 0.324179 loss_class_aux_dn: 1.608222 loss_bbox_aux_dn: 0.752852 loss_giou_aux_dn: 1.787921 loss: 12.371829 eta: 1 day, 8:13:26 batch_cost: 0.3586 data_cost: 0.0016 ips: 11.1532 images/s [04/16 02:58:33] ppdet.engine INFO: Epoch: [51] [2500/7329] learning_rate: 0.000100 loss_class: 0.514728 loss_bbox: 0.136819 loss_giou: 0.355665 loss_class_aux: 3.474178 loss_bbox_aux: 0.897518 loss_giou_aux: 2.261142 loss_class_dn: 0.302888 loss_bbox_dn: 0.135705 loss_giou_dn: 0.336640 loss_class_aux_dn: 1.618289 loss_bbox_aux_dn: 0.863685 loss_giou_aux_dn: 1.909526 loss: 12.872850 eta: 1 day, 8:12:50 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2197 images/s [04/16 02:59:12] ppdet.engine INFO: Epoch: [51] [2600/7329] learning_rate: 0.000100 loss_class: 0.585350 loss_bbox: 0.132373 loss_giou: 0.391568 loss_class_aux: 3.743690 loss_bbox_aux: 0.893502 loss_giou_aux: 2.475467 loss_class_dn: 0.334202 loss_bbox_dn: 0.137948 loss_giou_dn: 0.345175 loss_class_aux_dn: 1.793861 loss_bbox_aux_dn: 0.807702 loss_giou_aux_dn: 1.994423 loss: 14.047335 eta: 1 day, 8:12:15 batch_cost: 0.3576 data_cost: 0.0015 ips: 11.1855 images/s [04/16 02:59:52] ppdet.engine INFO: Epoch: [51] [2700/7329] learning_rate: 0.000100 loss_class: 0.556012 loss_bbox: 0.126238 loss_giou: 0.341296 loss_class_aux: 3.472231 loss_bbox_aux: 0.814117 loss_giou_aux: 2.147925 loss_class_dn: 0.338493 loss_bbox_dn: 0.136000 loss_giou_dn: 0.342316 loss_class_aux_dn: 1.800254 loss_bbox_aux_dn: 0.789167 loss_giou_aux_dn: 1.933650 loss: 14.147687 eta: 1 day, 8:11:40 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2762 images/s [04/16 03:00:31] ppdet.engine INFO: Epoch: [51] [2800/7329] learning_rate: 0.000100 loss_class: 0.580276 loss_bbox: 0.146158 loss_giou: 0.410475 loss_class_aux: 3.751391 loss_bbox_aux: 0.917345 loss_giou_aux: 2.607392 loss_class_dn: 0.326991 loss_bbox_dn: 0.142207 loss_giou_dn: 0.370972 loss_class_aux_dn: 1.738565 loss_bbox_aux_dn: 0.873829 loss_giou_aux_dn: 2.048046 loss: 13.895010 eta: 1 day, 8:11:04 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2846 images/s [04/16 03:01:11] ppdet.engine INFO: Epoch: [51] [2900/7329] learning_rate: 0.000100 loss_class: 0.530050 loss_bbox: 0.139440 loss_giou: 0.313324 loss_class_aux: 3.417712 loss_bbox_aux: 0.860540 loss_giou_aux: 2.013220 loss_class_dn: 0.306116 loss_bbox_dn: 0.136691 loss_giou_dn: 0.291482 loss_class_aux_dn: 1.659532 loss_bbox_aux_dn: 0.822709 loss_giou_aux_dn: 1.642432 loss: 12.516798 eta: 1 day, 8:10:29 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3187 images/s [04/16 03:01:50] ppdet.engine INFO: Epoch: [51] [3000/7329] learning_rate: 0.000100 loss_class: 0.507796 loss_bbox: 0.112825 loss_giou: 0.332255 loss_class_aux: 3.268709 loss_bbox_aux: 0.766241 loss_giou_aux: 2.158113 loss_class_dn: 0.292599 loss_bbox_dn: 0.117080 loss_giou_dn: 0.313468 loss_class_aux_dn: 1.553572 loss_bbox_aux_dn: 0.731578 loss_giou_aux_dn: 1.727172 loss: 11.753736 eta: 1 day, 8:09:53 batch_cost: 0.3523 data_cost: 0.0015 ips: 11.3540 images/s [04/16 03:02:30] ppdet.engine INFO: Epoch: [51] [3100/7329] learning_rate: 0.000100 loss_class: 0.594415 loss_bbox: 0.140975 loss_giou: 0.382858 loss_class_aux: 3.830211 loss_bbox_aux: 0.923548 loss_giou_aux: 2.446597 loss_class_dn: 0.349331 loss_bbox_dn: 0.151869 loss_giou_dn: 0.363507 loss_class_aux_dn: 1.885357 loss_bbox_aux_dn: 0.894861 loss_giou_aux_dn: 2.103478 loss: 14.733622 eta: 1 day, 8:09:18 batch_cost: 0.3550 data_cost: 0.0017 ips: 11.2690 images/s [04/16 03:03:09] ppdet.engine INFO: Epoch: [51] [3200/7329] learning_rate: 0.000100 loss_class: 0.582425 loss_bbox: 0.117669 loss_giou: 0.391835 loss_class_aux: 3.689058 loss_bbox_aux: 0.789722 loss_giou_aux: 2.486711 loss_class_dn: 0.331225 loss_bbox_dn: 0.127490 loss_giou_dn: 0.365914 loss_class_aux_dn: 1.760114 loss_bbox_aux_dn: 0.749690 loss_giou_aux_dn: 2.047978 loss: 14.002604 eta: 1 day, 8:08:43 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2951 images/s [04/16 03:03:48] ppdet.engine INFO: Epoch: [51] [3300/7329] learning_rate: 0.000100 loss_class: 0.590005 loss_bbox: 0.135141 loss_giou: 0.374578 loss_class_aux: 3.711686 loss_bbox_aux: 0.887069 loss_giou_aux: 2.393486 loss_class_dn: 0.337610 loss_bbox_dn: 0.135935 loss_giou_dn: 0.348644 loss_class_aux_dn: 1.807867 loss_bbox_aux_dn: 0.823830 loss_giou_aux_dn: 1.967667 loss: 14.122522 eta: 1 day, 8:08:07 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3502 images/s [04/16 03:04:28] ppdet.engine INFO: Epoch: [51] [3400/7329] learning_rate: 0.000100 loss_class: 0.588952 loss_bbox: 0.131086 loss_giou: 0.365636 loss_class_aux: 3.698167 loss_bbox_aux: 0.897586 loss_giou_aux: 2.413077 loss_class_dn: 0.342734 loss_bbox_dn: 0.133670 loss_giou_dn: 0.340608 loss_class_aux_dn: 1.839559 loss_bbox_aux_dn: 0.803428 loss_giou_aux_dn: 1.894434 loss: 13.744680 eta: 1 day, 8:07:32 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2498 images/s [04/16 03:05:07] ppdet.engine INFO: Epoch: [51] [3500/7329] learning_rate: 0.000100 loss_class: 0.592662 loss_bbox: 0.155581 loss_giou: 0.405536 loss_class_aux: 3.821423 loss_bbox_aux: 0.956738 loss_giou_aux: 2.636014 loss_class_dn: 0.360251 loss_bbox_dn: 0.167252 loss_giou_dn: 0.409567 loss_class_aux_dn: 1.906445 loss_bbox_aux_dn: 1.035553 loss_giou_aux_dn: 2.277403 loss: 14.865988 eta: 1 day, 8:06:56 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3020 images/s [04/16 03:05:47] ppdet.engine INFO: Epoch: [51] [3600/7329] learning_rate: 0.000100 loss_class: 0.572883 loss_bbox: 0.124557 loss_giou: 0.452138 loss_class_aux: 3.612346 loss_bbox_aux: 0.773768 loss_giou_aux: 2.882021 loss_class_dn: 0.336541 loss_bbox_dn: 0.130783 loss_giou_dn: 0.400786 loss_class_aux_dn: 1.798398 loss_bbox_aux_dn: 0.765614 loss_giou_aux_dn: 2.235456 loss: 14.275770 eta: 1 day, 8:06:21 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2626 images/s [04/16 03:06:26] ppdet.engine INFO: Epoch: [51] [3700/7329] learning_rate: 0.000100 loss_class: 0.535493 loss_bbox: 0.117793 loss_giou: 0.337235 loss_class_aux: 3.450342 loss_bbox_aux: 0.809447 loss_giou_aux: 2.135829 loss_class_dn: 0.317273 loss_bbox_dn: 0.123860 loss_giou_dn: 0.335036 loss_class_aux_dn: 1.734359 loss_bbox_aux_dn: 0.740897 loss_giou_aux_dn: 1.836764 loss: 13.079344 eta: 1 day, 8:05:45 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3038 images/s [04/16 03:07:06] ppdet.engine INFO: Epoch: [51] [3800/7329] learning_rate: 0.000100 loss_class: 0.498073 loss_bbox: 0.125957 loss_giou: 0.372182 loss_class_aux: 3.315342 loss_bbox_aux: 0.815180 loss_giou_aux: 2.317848 loss_class_dn: 0.315900 loss_bbox_dn: 0.132493 loss_giou_dn: 0.331906 loss_class_aux_dn: 1.711431 loss_bbox_aux_dn: 0.798430 loss_giou_aux_dn: 1.856247 loss: 12.247224 eta: 1 day, 8:05:10 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2968 images/s [04/16 03:07:45] ppdet.engine INFO: Epoch: [51] [3900/7329] learning_rate: 0.000100 loss_class: 0.555958 loss_bbox: 0.128010 loss_giou: 0.374362 loss_class_aux: 3.569258 loss_bbox_aux: 0.874068 loss_giou_aux: 2.361566 loss_class_dn: 0.305909 loss_bbox_dn: 0.132096 loss_giou_dn: 0.355724 loss_class_aux_dn: 1.663587 loss_bbox_aux_dn: 0.791775 loss_giou_aux_dn: 1.946163 loss: 13.344732 eta: 1 day, 8:04:34 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3516 images/s [04/16 03:08:24] ppdet.engine INFO: Epoch: [51] [4000/7329] learning_rate: 0.000100 loss_class: 0.556553 loss_bbox: 0.131986 loss_giou: 0.362170 loss_class_aux: 3.688432 loss_bbox_aux: 0.900948 loss_giou_aux: 2.303262 loss_class_dn: 0.329456 loss_bbox_dn: 0.139722 loss_giou_dn: 0.326086 loss_class_aux_dn: 1.768250 loss_bbox_aux_dn: 0.850660 loss_giou_aux_dn: 1.863797 loss: 13.128759 eta: 1 day, 8:03:59 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3118 images/s [04/16 03:09:04] ppdet.engine INFO: Epoch: [51] [4100/7329] learning_rate: 0.000100 loss_class: 0.565032 loss_bbox: 0.134268 loss_giou: 0.355448 loss_class_aux: 3.491020 loss_bbox_aux: 0.885243 loss_giou_aux: 2.235232 loss_class_dn: 0.309900 loss_bbox_dn: 0.145477 loss_giou_dn: 0.341082 loss_class_aux_dn: 1.681839 loss_bbox_aux_dn: 0.852361 loss_giou_aux_dn: 1.898658 loss: 13.902765 eta: 1 day, 8:03:23 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3612 images/s [04/16 03:09:43] ppdet.engine INFO: Epoch: [51] [4200/7329] learning_rate: 0.000100 loss_class: 0.568041 loss_bbox: 0.130468 loss_giou: 0.350884 loss_class_aux: 3.586251 loss_bbox_aux: 0.873023 loss_giou_aux: 2.358809 loss_class_dn: 0.342562 loss_bbox_dn: 0.144034 loss_giou_dn: 0.347271 loss_class_aux_dn: 1.851009 loss_bbox_aux_dn: 0.825172 loss_giou_aux_dn: 1.977395 loss: 14.218025 eta: 1 day, 8:02:48 batch_cost: 0.3582 data_cost: 0.0015 ips: 11.1656 images/s [04/16 03:10:23] ppdet.engine INFO: Epoch: [51] [4300/7329] learning_rate: 0.000100 loss_class: 0.528659 loss_bbox: 0.130390 loss_giou: 0.350054 loss_class_aux: 3.302717 loss_bbox_aux: 0.861423 loss_giou_aux: 2.306786 loss_class_dn: 0.293883 loss_bbox_dn: 0.129787 loss_giou_dn: 0.307037 loss_class_aux_dn: 1.618820 loss_bbox_aux_dn: 0.770066 loss_giou_aux_dn: 1.710053 loss: 12.478098 eta: 1 day, 8:02:13 batch_cost: 0.3535 data_cost: 0.0015 ips: 11.3156 images/s [04/16 03:11:03] ppdet.engine INFO: Epoch: [51] [4400/7329] learning_rate: 0.000100 loss_class: 0.592851 loss_bbox: 0.140888 loss_giou: 0.454817 loss_class_aux: 3.677487 loss_bbox_aux: 0.876632 loss_giou_aux: 2.876099 loss_class_dn: 0.358232 loss_bbox_dn: 0.124980 loss_giou_dn: 0.408843 loss_class_aux_dn: 1.898875 loss_bbox_aux_dn: 0.722667 loss_giou_aux_dn: 2.213258 loss: 15.206886 eta: 1 day, 8:01:37 batch_cost: 0.3572 data_cost: 0.0015 ips: 11.1981 images/s [04/16 03:11:42] ppdet.engine INFO: Epoch: [51] [4500/7329] learning_rate: 0.000100 loss_class: 0.614128 loss_bbox: 0.129159 loss_giou: 0.388393 loss_class_aux: 3.853025 loss_bbox_aux: 0.849706 loss_giou_aux: 2.433424 loss_class_dn: 0.329444 loss_bbox_dn: 0.153478 loss_giou_dn: 0.353292 loss_class_aux_dn: 1.780518 loss_bbox_aux_dn: 0.886724 loss_giou_aux_dn: 1.929378 loss: 13.590439 eta: 1 day, 8:01:02 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2999 images/s [04/16 03:12:22] ppdet.engine INFO: Epoch: [51] [4600/7329] learning_rate: 0.000100 loss_class: 0.542863 loss_bbox: 0.121723 loss_giou: 0.348319 loss_class_aux: 3.510474 loss_bbox_aux: 0.796810 loss_giou_aux: 2.128560 loss_class_dn: 0.312406 loss_bbox_dn: 0.123157 loss_giou_dn: 0.326481 loss_class_aux_dn: 1.729209 loss_bbox_aux_dn: 0.723136 loss_giou_aux_dn: 1.839329 loss: 12.529440 eta: 1 day, 8:00:27 batch_cost: 0.3564 data_cost: 0.0015 ips: 11.2237 images/s [04/16 03:13:01] ppdet.engine INFO: Epoch: [51] [4700/7329] learning_rate: 0.000100 loss_class: 0.475635 loss_bbox: 0.112765 loss_giou: 0.358421 loss_class_aux: 3.131337 loss_bbox_aux: 0.793815 loss_giou_aux: 2.236848 loss_class_dn: 0.305705 loss_bbox_dn: 0.130904 loss_giou_dn: 0.321067 loss_class_aux_dn: 1.675867 loss_bbox_aux_dn: 0.806046 loss_giou_aux_dn: 1.824308 loss: 12.497050 eta: 1 day, 7:59:51 batch_cost: 0.3546 data_cost: 0.0015 ips: 11.2797 images/s [04/16 03:13:41] ppdet.engine INFO: Epoch: [51] [4800/7329] learning_rate: 0.000100 loss_class: 0.559153 loss_bbox: 0.129588 loss_giou: 0.395945 loss_class_aux: 3.579749 loss_bbox_aux: 0.859956 loss_giou_aux: 2.488278 loss_class_dn: 0.335580 loss_bbox_dn: 0.139708 loss_giou_dn: 0.355552 loss_class_aux_dn: 1.782234 loss_bbox_aux_dn: 0.866530 loss_giou_aux_dn: 1.945065 loss: 13.347814 eta: 1 day, 7:59:16 batch_cost: 0.3560 data_cost: 0.0015 ips: 11.2356 images/s [04/16 03:14:21] ppdet.engine INFO: Epoch: [51] [4900/7329] learning_rate: 0.000100 loss_class: 0.543558 loss_bbox: 0.129004 loss_giou: 0.311866 loss_class_aux: 3.375259 loss_bbox_aux: 0.836692 loss_giou_aux: 2.004597 loss_class_dn: 0.303610 loss_bbox_dn: 0.115646 loss_giou_dn: 0.302987 loss_class_aux_dn: 1.639200 loss_bbox_aux_dn: 0.732074 loss_giou_aux_dn: 1.676306 loss: 13.075306 eta: 1 day, 7:58:41 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2259 images/s [04/16 03:15:00] ppdet.engine INFO: Epoch: [51] [5000/7329] learning_rate: 0.000100 loss_class: 0.587222 loss_bbox: 0.129622 loss_giou: 0.418455 loss_class_aux: 3.794186 loss_bbox_aux: 0.822803 loss_giou_aux: 2.668952 loss_class_dn: 0.345483 loss_bbox_dn: 0.125597 loss_giou_dn: 0.360854 loss_class_aux_dn: 1.813660 loss_bbox_aux_dn: 0.786242 loss_giou_aux_dn: 2.051231 loss: 13.771782 eta: 1 day, 7:58:06 batch_cost: 0.3578 data_cost: 0.0016 ips: 11.1805 images/s [04/16 03:15:40] ppdet.engine INFO: Epoch: [51] [5100/7329] learning_rate: 0.000100 loss_class: 0.554508 loss_bbox: 0.142839 loss_giou: 0.369354 loss_class_aux: 3.629624 loss_bbox_aux: 0.933485 loss_giou_aux: 2.257733 loss_class_dn: 0.321815 loss_bbox_dn: 0.140328 loss_giou_dn: 0.340628 loss_class_aux_dn: 1.757311 loss_bbox_aux_dn: 0.851622 loss_giou_aux_dn: 1.954767 loss: 14.080881 eta: 1 day, 7:57:30 batch_cost: 0.3532 data_cost: 0.0015 ips: 11.3238 images/s [04/16 03:16:19] ppdet.engine INFO: Epoch: [51] [5200/7329] learning_rate: 0.000100 loss_class: 0.551011 loss_bbox: 0.119481 loss_giou: 0.354774 loss_class_aux: 3.473513 loss_bbox_aux: 0.801806 loss_giou_aux: 2.172656 loss_class_dn: 0.311548 loss_bbox_dn: 0.138687 loss_giou_dn: 0.356312 loss_class_aux_dn: 1.668751 loss_bbox_aux_dn: 0.831903 loss_giou_aux_dn: 1.978845 loss: 13.303768 eta: 1 day, 7:56:54 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3474 images/s [04/16 03:16:58] ppdet.engine INFO: Epoch: [51] [5300/7329] learning_rate: 0.000100 loss_class: 0.601567 loss_bbox: 0.134106 loss_giou: 0.488666 loss_class_aux: 3.936647 loss_bbox_aux: 0.883186 loss_giou_aux: 3.099718 loss_class_dn: 0.376736 loss_bbox_dn: 0.144354 loss_giou_dn: 0.430671 loss_class_aux_dn: 2.016199 loss_bbox_aux_dn: 0.861506 loss_giou_aux_dn: 2.326815 loss: 15.709456 eta: 1 day, 7:56:19 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3520 images/s [04/16 03:17:37] ppdet.engine INFO: Epoch: [51] [5400/7329] learning_rate: 0.000100 loss_class: 0.588900 loss_bbox: 0.126531 loss_giou: 0.355471 loss_class_aux: 3.609867 loss_bbox_aux: 0.855716 loss_giou_aux: 2.255148 loss_class_dn: 0.305317 loss_bbox_dn: 0.128772 loss_giou_dn: 0.339100 loss_class_aux_dn: 1.658507 loss_bbox_aux_dn: 0.758392 loss_giou_aux_dn: 1.875145 loss: 13.096110 eta: 1 day, 7:55:43 batch_cost: 0.3503 data_cost: 0.0015 ips: 11.4182 images/s [04/16 03:18:17] ppdet.engine INFO: Epoch: [51] [5500/7329] learning_rate: 0.000100 loss_class: 0.516221 loss_bbox: 0.128355 loss_giou: 0.328011 loss_class_aux: 3.260187 loss_bbox_aux: 0.824489 loss_giou_aux: 2.099816 loss_class_dn: 0.308702 loss_bbox_dn: 0.125052 loss_giou_dn: 0.303664 loss_class_aux_dn: 1.680938 loss_bbox_aux_dn: 0.764347 loss_giou_aux_dn: 1.717701 loss: 12.902805 eta: 1 day, 7:55:08 batch_cost: 0.3577 data_cost: 0.0016 ips: 11.1829 images/s [04/16 03:18:57] ppdet.engine INFO: Epoch: [51] [5600/7329] learning_rate: 0.000100 loss_class: 0.548263 loss_bbox: 0.130920 loss_giou: 0.345350 loss_class_aux: 3.641827 loss_bbox_aux: 0.931855 loss_giou_aux: 2.194049 loss_class_dn: 0.321828 loss_bbox_dn: 0.135481 loss_giou_dn: 0.354484 loss_class_aux_dn: 1.771874 loss_bbox_aux_dn: 0.799318 loss_giou_aux_dn: 1.991752 loss: 13.279354 eta: 1 day, 7:54:33 batch_cost: 0.3576 data_cost: 0.0015 ips: 11.1864 images/s [04/16 03:19:37] ppdet.engine INFO: Epoch: [51] [5700/7329] learning_rate: 0.000100 loss_class: 0.587851 loss_bbox: 0.113081 loss_giou: 0.352089 loss_class_aux: 3.665656 loss_bbox_aux: 0.734143 loss_giou_aux: 2.255647 loss_class_dn: 0.315562 loss_bbox_dn: 0.115087 loss_giou_dn: 0.342192 loss_class_aux_dn: 1.662303 loss_bbox_aux_dn: 0.721124 loss_giou_aux_dn: 1.908000 loss: 13.172090 eta: 1 day, 7:53:58 batch_cost: 0.3579 data_cost: 0.0016 ips: 11.1765 images/s [04/16 03:20:16] ppdet.engine INFO: Epoch: [51] [5800/7329] learning_rate: 0.000100 loss_class: 0.515712 loss_bbox: 0.115947 loss_giou: 0.369465 loss_class_aux: 3.293105 loss_bbox_aux: 0.754842 loss_giou_aux: 2.289455 loss_class_dn: 0.292816 loss_bbox_dn: 0.108444 loss_giou_dn: 0.341242 loss_class_aux_dn: 1.587730 loss_bbox_aux_dn: 0.631637 loss_giou_aux_dn: 1.860440 loss: 12.758280 eta: 1 day, 7:53:22 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3185 images/s [04/16 03:20:56] ppdet.engine INFO: Epoch: [51] [5900/7329] learning_rate: 0.000100 loss_class: 0.589379 loss_bbox: 0.127934 loss_giou: 0.363281 loss_class_aux: 3.620052 loss_bbox_aux: 0.857924 loss_giou_aux: 2.281363 loss_class_dn: 0.318475 loss_bbox_dn: 0.148034 loss_giou_dn: 0.348227 loss_class_aux_dn: 1.791813 loss_bbox_aux_dn: 0.905579 loss_giou_aux_dn: 1.998221 loss: 13.316114 eta: 1 day, 7:52:47 batch_cost: 0.3590 data_cost: 0.0016 ips: 11.1412 images/s [04/16 03:21:36] ppdet.engine INFO: Epoch: [51] [6000/7329] learning_rate: 0.000100 loss_class: 0.563227 loss_bbox: 0.136139 loss_giou: 0.376001 loss_class_aux: 3.665891 loss_bbox_aux: 0.934033 loss_giou_aux: 2.414656 loss_class_dn: 0.325905 loss_bbox_dn: 0.140865 loss_giou_dn: 0.374533 loss_class_aux_dn: 1.732936 loss_bbox_aux_dn: 0.839586 loss_giou_aux_dn: 2.110172 loss: 14.023122 eta: 1 day, 7:52:12 batch_cost: 0.3583 data_cost: 0.0014 ips: 11.1652 images/s [04/16 03:22:15] ppdet.engine INFO: Epoch: [51] [6100/7329] learning_rate: 0.000100 loss_class: 0.625120 loss_bbox: 0.138818 loss_giou: 0.430062 loss_class_aux: 3.933470 loss_bbox_aux: 0.938057 loss_giou_aux: 2.734819 loss_class_dn: 0.351769 loss_bbox_dn: 0.145542 loss_giou_dn: 0.419282 loss_class_aux_dn: 1.823666 loss_bbox_aux_dn: 0.868385 loss_giou_aux_dn: 2.313558 loss: 14.626924 eta: 1 day, 7:51:37 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2899 images/s [04/16 03:22:55] ppdet.engine INFO: Epoch: [51] [6200/7329] learning_rate: 0.000100 loss_class: 0.584764 loss_bbox: 0.125510 loss_giou: 0.436778 loss_class_aux: 3.637111 loss_bbox_aux: 0.848367 loss_giou_aux: 2.780976 loss_class_dn: 0.337557 loss_bbox_dn: 0.134264 loss_giou_dn: 0.415933 loss_class_aux_dn: 1.803478 loss_bbox_aux_dn: 0.812599 loss_giou_aux_dn: 2.279046 loss: 15.151808 eta: 1 day, 7:51:01 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.2996 images/s [04/16 03:23:34] ppdet.engine INFO: Epoch: [51] [6300/7329] learning_rate: 0.000100 loss_class: 0.557205 loss_bbox: 0.139359 loss_giou: 0.350180 loss_class_aux: 3.605210 loss_bbox_aux: 0.905884 loss_giou_aux: 2.188097 loss_class_dn: 0.321041 loss_bbox_dn: 0.133580 loss_giou_dn: 0.321564 loss_class_aux_dn: 1.718224 loss_bbox_aux_dn: 0.832122 loss_giou_aux_dn: 1.861615 loss: 13.636421 eta: 1 day, 7:50:25 batch_cost: 0.3493 data_cost: 0.0015 ips: 11.4510 images/s [04/16 03:24:13] ppdet.engine INFO: Epoch: [51] [6400/7329] learning_rate: 0.000100 loss_class: 0.565756 loss_bbox: 0.143378 loss_giou: 0.361224 loss_class_aux: 3.695677 loss_bbox_aux: 0.924643 loss_giou_aux: 2.310203 loss_class_dn: 0.319978 loss_bbox_dn: 0.141902 loss_giou_dn: 0.357499 loss_class_aux_dn: 1.738617 loss_bbox_aux_dn: 0.823459 loss_giou_aux_dn: 1.965295 loss: 13.934575 eta: 1 day, 7:49:50 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2322 images/s [04/16 03:24:53] ppdet.engine INFO: Epoch: [51] [6500/7329] learning_rate: 0.000100 loss_class: 0.602247 loss_bbox: 0.154277 loss_giou: 0.453891 loss_class_aux: 3.951757 loss_bbox_aux: 0.987841 loss_giou_aux: 2.725513 loss_class_dn: 0.344951 loss_bbox_dn: 0.152274 loss_giou_dn: 0.414990 loss_class_aux_dn: 1.828165 loss_bbox_aux_dn: 0.892164 loss_giou_aux_dn: 2.274345 loss: 15.026985 eta: 1 day, 7:49:14 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3348 images/s [04/16 03:25:32] ppdet.engine INFO: Epoch: [51] [6600/7329] learning_rate: 0.000100 loss_class: 0.467505 loss_bbox: 0.116315 loss_giou: 0.345396 loss_class_aux: 2.900423 loss_bbox_aux: 0.776513 loss_giou_aux: 2.163996 loss_class_dn: 0.264838 loss_bbox_dn: 0.123944 loss_giou_dn: 0.301248 loss_class_aux_dn: 1.428788 loss_bbox_aux_dn: 0.729474 loss_giou_aux_dn: 1.688519 loss: 11.382947 eta: 1 day, 7:48:39 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.3003 images/s [04/16 03:26:12] ppdet.engine INFO: Epoch: [51] [6700/7329] learning_rate: 0.000100 loss_class: 0.574211 loss_bbox: 0.119651 loss_giou: 0.370656 loss_class_aux: 3.692670 loss_bbox_aux: 0.803454 loss_giou_aux: 2.328380 loss_class_dn: 0.320844 loss_bbox_dn: 0.136285 loss_giou_dn: 0.360665 loss_class_aux_dn: 1.735527 loss_bbox_aux_dn: 0.858828 loss_giou_aux_dn: 2.027217 loss: 13.342874 eta: 1 day, 7:48:03 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3012 images/s [04/16 03:26:51] ppdet.engine INFO: Epoch: [51] [6800/7329] learning_rate: 0.000100 loss_class: 0.558414 loss_bbox: 0.136106 loss_giou: 0.385658 loss_class_aux: 3.546964 loss_bbox_aux: 0.889789 loss_giou_aux: 2.389667 loss_class_dn: 0.318393 loss_bbox_dn: 0.146623 loss_giou_dn: 0.367487 loss_class_aux_dn: 1.697720 loss_bbox_aux_dn: 0.866449 loss_giou_aux_dn: 1.996515 loss: 13.928422 eta: 1 day, 7:47:28 batch_cost: 0.3500 data_cost: 0.0014 ips: 11.4279 images/s [04/16 03:27:31] ppdet.engine INFO: Epoch: [51] [6900/7329] learning_rate: 0.000100 loss_class: 0.587405 loss_bbox: 0.127670 loss_giou: 0.401077 loss_class_aux: 3.620815 loss_bbox_aux: 0.813208 loss_giou_aux: 2.540067 loss_class_dn: 0.316379 loss_bbox_dn: 0.138330 loss_giou_dn: 0.365835 loss_class_aux_dn: 1.686285 loss_bbox_aux_dn: 0.828703 loss_giou_aux_dn: 2.026756 loss: 13.780042 eta: 1 day, 7:46:53 batch_cost: 0.3578 data_cost: 0.0015 ips: 11.1782 images/s [04/16 03:28:10] ppdet.engine INFO: Epoch: [51] [7000/7329] learning_rate: 0.000100 loss_class: 0.554918 loss_bbox: 0.131683 loss_giou: 0.412495 loss_class_aux: 3.419237 loss_bbox_aux: 0.884099 loss_giou_aux: 2.576933 loss_class_dn: 0.320488 loss_bbox_dn: 0.132400 loss_giou_dn: 0.370185 loss_class_aux_dn: 1.728810 loss_bbox_aux_dn: 0.766017 loss_giou_aux_dn: 2.051697 loss: 13.578787 eta: 1 day, 7:46:17 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.3000 images/s [04/16 03:28:50] ppdet.engine INFO: Epoch: [51] [7100/7329] learning_rate: 0.000100 loss_class: 0.578437 loss_bbox: 0.145119 loss_giou: 0.332493 loss_class_aux: 3.781578 loss_bbox_aux: 0.968294 loss_giou_aux: 2.042830 loss_class_dn: 0.330479 loss_bbox_dn: 0.142488 loss_giou_dn: 0.331770 loss_class_aux_dn: 1.820039 loss_bbox_aux_dn: 0.898439 loss_giou_aux_dn: 1.845130 loss: 13.671175 eta: 1 day, 7:45:42 batch_cost: 0.3571 data_cost: 0.0015 ips: 11.2013 images/s [04/16 03:29:29] ppdet.engine INFO: Epoch: [51] [7200/7329] learning_rate: 0.000100 loss_class: 0.519139 loss_bbox: 0.117651 loss_giou: 0.349640 loss_class_aux: 3.447013 loss_bbox_aux: 0.789891 loss_giou_aux: 2.195600 loss_class_dn: 0.306392 loss_bbox_dn: 0.118077 loss_giou_dn: 0.328275 loss_class_aux_dn: 1.687436 loss_bbox_aux_dn: 0.759317 loss_giou_aux_dn: 1.780331 loss: 13.235888 eta: 1 day, 7:45:07 batch_cost: 0.3563 data_cost: 0.0015 ips: 11.2251 images/s [04/16 03:30:09] ppdet.engine INFO: Epoch: [51] [7300/7329] learning_rate: 0.000100 loss_class: 0.536528 loss_bbox: 0.124726 loss_giou: 0.328215 loss_class_aux: 3.376497 loss_bbox_aux: 0.837787 loss_giou_aux: 2.104807 loss_class_dn: 0.299728 loss_bbox_dn: 0.144555 loss_giou_dn: 0.307533 loss_class_aux_dn: 1.668492 loss_bbox_aux_dn: 0.884400 loss_giou_aux_dn: 1.780212 loss: 12.773649 eta: 1 day, 7:44:32 batch_cost: 0.3590 data_cost: 0.0015 ips: 11.1422 images/s [04/16 03:30:23] ppdet.engine INFO: Eval iter: 0 [04/16 03:30:35] ppdet.engine INFO: Eval iter: 100 [04/16 03:30:48] ppdet.engine INFO: Eval iter: 200 [04/16 03:31:00] ppdet.engine INFO: Eval iter: 300 [04/16 03:31:12] ppdet.engine INFO: Eval iter: 400 [04/16 03:31:25] ppdet.engine INFO: Eval iter: 500 [04/16 03:31:36] ppdet.engine INFO: Eval iter: 600 [04/16 03:31:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 03:31:59] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.56s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.22s). Accumulating evaluation results... DONE (t=16.20s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.729 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.732 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 [04/16 03:33:44] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.12005986264047 [04/16 03:33:44] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 03:33:46] ppdet.engine INFO: Epoch: [52] [ 0/7329] learning_rate: 0.000100 loss_class: 0.515312 loss_bbox: 0.115573 loss_giou: 0.326688 loss_class_aux: 3.262504 loss_bbox_aux: 0.744159 loss_giou_aux: 2.038055 loss_class_dn: 0.295204 loss_bbox_dn: 0.142561 loss_giou_dn: 0.296015 loss_class_aux_dn: 1.606228 loss_bbox_aux_dn: 0.840576 loss_giou_aux_dn: 1.664240 loss: 12.119915 eta: 1 day, 7:44:21 batch_cost: 0.3588 data_cost: 0.0015 ips: 11.1493 images/s [04/16 03:34:26] ppdet.engine INFO: Epoch: [52] [ 100/7329] learning_rate: 0.000100 loss_class: 0.509481 loss_bbox: 0.128016 loss_giou: 0.309505 loss_class_aux: 3.184175 loss_bbox_aux: 0.837055 loss_giou_aux: 1.946119 loss_class_dn: 0.301062 loss_bbox_dn: 0.141386 loss_giou_dn: 0.301118 loss_class_aux_dn: 1.597981 loss_bbox_aux_dn: 0.811570 loss_giou_aux_dn: 1.720792 loss: 12.365726 eta: 1 day, 7:43:46 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2622 images/s [04/16 03:35:05] ppdet.engine INFO: Epoch: [52] [ 200/7329] learning_rate: 0.000100 loss_class: 0.549969 loss_bbox: 0.128909 loss_giou: 0.372811 loss_class_aux: 3.387138 loss_bbox_aux: 0.834040 loss_giou_aux: 2.515133 loss_class_dn: 0.322533 loss_bbox_dn: 0.116932 loss_giou_dn: 0.382649 loss_class_aux_dn: 1.740555 loss_bbox_aux_dn: 0.724161 loss_giou_aux_dn: 2.101497 loss: 14.124883 eta: 1 day, 7:43:11 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2268 images/s [04/16 03:35:45] ppdet.engine INFO: Epoch: [52] [ 300/7329] learning_rate: 0.000100 loss_class: 0.527081 loss_bbox: 0.115689 loss_giou: 0.329405 loss_class_aux: 3.313694 loss_bbox_aux: 0.823185 loss_giou_aux: 2.007097 loss_class_dn: 0.273513 loss_bbox_dn: 0.135039 loss_giou_dn: 0.288801 loss_class_aux_dn: 1.449100 loss_bbox_aux_dn: 0.847337 loss_giou_aux_dn: 1.638140 loss: 12.116295 eta: 1 day, 7:42:36 batch_cost: 0.3578 data_cost: 0.0016 ips: 11.1807 images/s [04/16 03:36:25] ppdet.engine INFO: Epoch: [52] [ 400/7329] learning_rate: 0.000100 loss_class: 0.570185 loss_bbox: 0.138639 loss_giou: 0.378965 loss_class_aux: 3.667830 loss_bbox_aux: 0.941125 loss_giou_aux: 2.397477 loss_class_dn: 0.331225 loss_bbox_dn: 0.163261 loss_giou_dn: 0.390439 loss_class_aux_dn: 1.740578 loss_bbox_aux_dn: 0.955960 loss_giou_aux_dn: 2.170856 loss: 14.013407 eta: 1 day, 7:42:00 batch_cost: 0.3567 data_cost: 0.0016 ips: 11.2153 images/s [04/16 03:37:05] ppdet.engine INFO: Epoch: [52] [ 500/7329] learning_rate: 0.000100 loss_class: 0.567678 loss_bbox: 0.136399 loss_giou: 0.336095 loss_class_aux: 3.572250 loss_bbox_aux: 0.878436 loss_giou_aux: 2.150824 loss_class_dn: 0.299732 loss_bbox_dn: 0.144507 loss_giou_dn: 0.317447 loss_class_aux_dn: 1.648332 loss_bbox_aux_dn: 0.844772 loss_giou_aux_dn: 1.814090 loss: 13.911372 eta: 1 day, 7:41:25 batch_cost: 0.3607 data_cost: 0.0016 ips: 11.0907 images/s [04/16 03:37:44] ppdet.engine INFO: Epoch: [52] [ 600/7329] learning_rate: 0.000100 loss_class: 0.603896 loss_bbox: 0.132572 loss_giou: 0.365879 loss_class_aux: 3.856829 loss_bbox_aux: 0.859903 loss_giou_aux: 2.299304 loss_class_dn: 0.344213 loss_bbox_dn: 0.139379 loss_giou_dn: 0.361562 loss_class_aux_dn: 1.827723 loss_bbox_aux_dn: 0.817732 loss_giou_aux_dn: 1.926962 loss: 13.961222 eta: 1 day, 7:40:50 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2273 images/s [04/16 03:38:24] ppdet.engine INFO: Epoch: [52] [ 700/7329] learning_rate: 0.000100 loss_class: 0.525427 loss_bbox: 0.113556 loss_giou: 0.306693 loss_class_aux: 3.282784 loss_bbox_aux: 0.795431 loss_giou_aux: 1.904552 loss_class_dn: 0.296058 loss_bbox_dn: 0.123417 loss_giou_dn: 0.306869 loss_class_aux_dn: 1.555202 loss_bbox_aux_dn: 0.733898 loss_giou_aux_dn: 1.669015 loss: 12.791977 eta: 1 day, 7:40:15 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2552 images/s [04/16 03:39:04] ppdet.engine INFO: Epoch: [52] [ 800/7329] learning_rate: 0.000100 loss_class: 0.527511 loss_bbox: 0.125366 loss_giou: 0.320555 loss_class_aux: 3.386597 loss_bbox_aux: 0.856615 loss_giou_aux: 2.005575 loss_class_dn: 0.322183 loss_bbox_dn: 0.125242 loss_giou_dn: 0.322982 loss_class_aux_dn: 1.764909 loss_bbox_aux_dn: 0.724211 loss_giou_aux_dn: 1.814535 loss: 13.071003 eta: 1 day, 7:39:40 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1975 images/s [04/16 03:39:43] ppdet.engine INFO: Epoch: [52] [ 900/7329] learning_rate: 0.000100 loss_class: 0.607695 loss_bbox: 0.132381 loss_giou: 0.419019 loss_class_aux: 3.842859 loss_bbox_aux: 0.876911 loss_giou_aux: 2.718874 loss_class_dn: 0.351975 loss_bbox_dn: 0.139607 loss_giou_dn: 0.400047 loss_class_aux_dn: 1.904646 loss_bbox_aux_dn: 0.862236 loss_giou_aux_dn: 2.228683 loss: 14.839961 eta: 1 day, 7:39:04 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2379 images/s [04/16 03:40:22] ppdet.engine INFO: Epoch: [52] [1000/7329] learning_rate: 0.000100 loss_class: 0.575699 loss_bbox: 0.131927 loss_giou: 0.466549 loss_class_aux: 3.543740 loss_bbox_aux: 0.845003 loss_giou_aux: 2.937622 loss_class_dn: 0.360794 loss_bbox_dn: 0.131762 loss_giou_dn: 0.436182 loss_class_aux_dn: 1.919557 loss_bbox_aux_dn: 0.790270 loss_giou_aux_dn: 2.457224 loss: 14.812418 eta: 1 day, 7:38:29 batch_cost: 0.3508 data_cost: 0.0016 ips: 11.4028 images/s [04/16 03:41:02] ppdet.engine INFO: Epoch: [52] [1100/7329] learning_rate: 0.000100 loss_class: 0.623840 loss_bbox: 0.133253 loss_giou: 0.389061 loss_class_aux: 4.007557 loss_bbox_aux: 0.879116 loss_giou_aux: 2.485119 loss_class_dn: 0.337372 loss_bbox_dn: 0.140541 loss_giou_dn: 0.378831 loss_class_aux_dn: 1.889818 loss_bbox_aux_dn: 0.858290 loss_giou_aux_dn: 2.102491 loss: 14.880615 eta: 1 day, 7:37:53 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1983 images/s [04/16 03:41:41] ppdet.engine INFO: Epoch: [52] [1200/7329] learning_rate: 0.000100 loss_class: 0.559146 loss_bbox: 0.137706 loss_giou: 0.380683 loss_class_aux: 3.626265 loss_bbox_aux: 0.905427 loss_giou_aux: 2.326247 loss_class_dn: 0.345039 loss_bbox_dn: 0.143255 loss_giou_dn: 0.349527 loss_class_aux_dn: 1.901689 loss_bbox_aux_dn: 0.848869 loss_giou_aux_dn: 1.975186 loss: 13.724901 eta: 1 day, 7:37:18 batch_cost: 0.3526 data_cost: 0.0017 ips: 11.3442 images/s [04/16 03:42:21] ppdet.engine INFO: Epoch: [52] [1300/7329] learning_rate: 0.000100 loss_class: 0.523732 loss_bbox: 0.121686 loss_giou: 0.341454 loss_class_aux: 3.364358 loss_bbox_aux: 0.818952 loss_giou_aux: 2.113428 loss_class_dn: 0.303737 loss_bbox_dn: 0.135400 loss_giou_dn: 0.315669 loss_class_aux_dn: 1.654309 loss_bbox_aux_dn: 0.826720 loss_giou_aux_dn: 1.783801 loss: 13.512367 eta: 1 day, 7:36:43 batch_cost: 0.3602 data_cost: 0.0017 ips: 11.1059 images/s [04/16 03:43:01] ppdet.engine INFO: Epoch: [52] [1400/7329] learning_rate: 0.000100 loss_class: 0.575603 loss_bbox: 0.126526 loss_giou: 0.360529 loss_class_aux: 3.584084 loss_bbox_aux: 0.839194 loss_giou_aux: 2.242779 loss_class_dn: 0.320989 loss_bbox_dn: 0.125315 loss_giou_dn: 0.331355 loss_class_aux_dn: 1.768425 loss_bbox_aux_dn: 0.767142 loss_giou_aux_dn: 1.939831 loss: 13.652765 eta: 1 day, 7:36:08 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2888 images/s [04/16 03:43:40] ppdet.engine INFO: Epoch: [52] [1500/7329] learning_rate: 0.000100 loss_class: 0.589869 loss_bbox: 0.117775 loss_giou: 0.373437 loss_class_aux: 3.680426 loss_bbox_aux: 0.818245 loss_giou_aux: 2.322755 loss_class_dn: 0.323435 loss_bbox_dn: 0.141164 loss_giou_dn: 0.314019 loss_class_aux_dn: 1.739170 loss_bbox_aux_dn: 0.850374 loss_giou_aux_dn: 1.828086 loss: 13.566507 eta: 1 day, 7:35:32 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3201 images/s [04/16 03:44:20] ppdet.engine INFO: Epoch: [52] [1600/7329] learning_rate: 0.000100 loss_class: 0.580324 loss_bbox: 0.135684 loss_giou: 0.442266 loss_class_aux: 3.678995 loss_bbox_aux: 0.921950 loss_giou_aux: 2.845673 loss_class_dn: 0.344263 loss_bbox_dn: 0.147242 loss_giou_dn: 0.404535 loss_class_aux_dn: 1.885588 loss_bbox_aux_dn: 0.933478 loss_giou_aux_dn: 2.254230 loss: 14.575928 eta: 1 day, 7:34:57 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2645 images/s [04/16 03:44:59] ppdet.engine INFO: Epoch: [52] [1700/7329] learning_rate: 0.000100 loss_class: 0.544924 loss_bbox: 0.130268 loss_giou: 0.385886 loss_class_aux: 3.469023 loss_bbox_aux: 0.818969 loss_giou_aux: 2.427551 loss_class_dn: 0.330590 loss_bbox_dn: 0.122871 loss_giou_dn: 0.355828 loss_class_aux_dn: 1.772562 loss_bbox_aux_dn: 0.758477 loss_giou_aux_dn: 2.026157 loss: 13.808436 eta: 1 day, 7:34:21 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2503 images/s [04/16 03:45:39] ppdet.engine INFO: Epoch: [52] [1800/7329] learning_rate: 0.000100 loss_class: 0.516519 loss_bbox: 0.122795 loss_giou: 0.333983 loss_class_aux: 3.303911 loss_bbox_aux: 0.796662 loss_giou_aux: 2.111084 loss_class_dn: 0.296394 loss_bbox_dn: 0.134683 loss_giou_dn: 0.339728 loss_class_aux_dn: 1.596393 loss_bbox_aux_dn: 0.814630 loss_giou_aux_dn: 1.866223 loss: 12.411826 eta: 1 day, 7:33:46 batch_cost: 0.3549 data_cost: 0.0017 ips: 11.2697 images/s [04/16 03:46:18] ppdet.engine INFO: Epoch: [52] [1900/7329] learning_rate: 0.000100 loss_class: 0.559368 loss_bbox: 0.144189 loss_giou: 0.342356 loss_class_aux: 3.613143 loss_bbox_aux: 0.912746 loss_giou_aux: 2.204403 loss_class_dn: 0.324618 loss_bbox_dn: 0.148134 loss_giou_dn: 0.351951 loss_class_aux_dn: 1.723919 loss_bbox_aux_dn: 0.895879 loss_giou_aux_dn: 1.967107 loss: 13.535788 eta: 1 day, 7:33:10 batch_cost: 0.3546 data_cost: 0.0017 ips: 11.2805 images/s [04/16 03:46:57] ppdet.engine INFO: Epoch: [52] [2000/7329] learning_rate: 0.000100 loss_class: 0.592179 loss_bbox: 0.136463 loss_giou: 0.368569 loss_class_aux: 3.730762 loss_bbox_aux: 0.855154 loss_giou_aux: 2.374470 loss_class_dn: 0.333275 loss_bbox_dn: 0.132377 loss_giou_dn: 0.357872 loss_class_aux_dn: 1.789327 loss_bbox_aux_dn: 0.817032 loss_giou_aux_dn: 1.967195 loss: 13.768168 eta: 1 day, 7:32:35 batch_cost: 0.3503 data_cost: 0.0016 ips: 11.4177 images/s [04/16 03:47:37] ppdet.engine INFO: Epoch: [52] [2100/7329] learning_rate: 0.000100 loss_class: 0.657257 loss_bbox: 0.146364 loss_giou: 0.465049 loss_class_aux: 4.093189 loss_bbox_aux: 0.939109 loss_giou_aux: 2.947601 loss_class_dn: 0.377713 loss_bbox_dn: 0.145543 loss_giou_dn: 0.442237 loss_class_aux_dn: 2.014587 loss_bbox_aux_dn: 0.876502 loss_giou_aux_dn: 2.467953 loss: 15.874754 eta: 1 day, 7:31:59 batch_cost: 0.3565 data_cost: 0.0017 ips: 11.2188 images/s [04/16 03:48:16] ppdet.engine INFO: Epoch: [52] [2200/7329] learning_rate: 0.000100 loss_class: 0.585214 loss_bbox: 0.121790 loss_giou: 0.352254 loss_class_aux: 3.555512 loss_bbox_aux: 0.825583 loss_giou_aux: 2.232527 loss_class_dn: 0.330914 loss_bbox_dn: 0.130621 loss_giou_dn: 0.347715 loss_class_aux_dn: 1.771842 loss_bbox_aux_dn: 0.791306 loss_giou_aux_dn: 2.001291 loss: 14.010420 eta: 1 day, 7:31:24 batch_cost: 0.3495 data_cost: 0.0016 ips: 11.4442 images/s [04/16 03:48:56] ppdet.engine INFO: Epoch: [52] [2300/7329] learning_rate: 0.000100 loss_class: 0.541018 loss_bbox: 0.122184 loss_giou: 0.403756 loss_class_aux: 3.486840 loss_bbox_aux: 0.803681 loss_giou_aux: 2.666794 loss_class_dn: 0.325703 loss_bbox_dn: 0.141981 loss_giou_dn: 0.394283 loss_class_aux_dn: 1.747329 loss_bbox_aux_dn: 0.817812 loss_giou_aux_dn: 2.163864 loss: 14.124711 eta: 1 day, 7:30:49 batch_cost: 0.3588 data_cost: 0.0017 ips: 11.1468 images/s [04/16 03:49:35] ppdet.engine INFO: Epoch: [52] [2400/7329] learning_rate: 0.000100 loss_class: 0.549170 loss_bbox: 0.125416 loss_giou: 0.347345 loss_class_aux: 3.506782 loss_bbox_aux: 0.815464 loss_giou_aux: 2.112397 loss_class_dn: 0.310083 loss_bbox_dn: 0.136436 loss_giou_dn: 0.329540 loss_class_aux_dn: 1.666078 loss_bbox_aux_dn: 0.792898 loss_giou_aux_dn: 1.867980 loss: 12.896938 eta: 1 day, 7:30:13 batch_cost: 0.3565 data_cost: 0.0017 ips: 11.2192 images/s [04/16 03:50:15] ppdet.engine INFO: Epoch: [52] [2500/7329] learning_rate: 0.000100 loss_class: 0.563758 loss_bbox: 0.133701 loss_giou: 0.348193 loss_class_aux: 3.658726 loss_bbox_aux: 0.865102 loss_giou_aux: 2.295760 loss_class_dn: 0.312821 loss_bbox_dn: 0.144203 loss_giou_dn: 0.335746 loss_class_aux_dn: 1.663989 loss_bbox_aux_dn: 0.904680 loss_giou_aux_dn: 1.905449 loss: 13.706608 eta: 1 day, 7:29:38 batch_cost: 0.3575 data_cost: 0.0016 ips: 11.1879 images/s [04/16 03:50:54] ppdet.engine INFO: Epoch: [52] [2600/7329] learning_rate: 0.000100 loss_class: 0.506513 loss_bbox: 0.125171 loss_giou: 0.338116 loss_class_aux: 3.273545 loss_bbox_aux: 0.852557 loss_giou_aux: 2.097884 loss_class_dn: 0.310833 loss_bbox_dn: 0.125844 loss_giou_dn: 0.319185 loss_class_aux_dn: 1.639930 loss_bbox_aux_dn: 0.769788 loss_giou_aux_dn: 1.760927 loss: 12.127758 eta: 1 day, 7:29:03 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3640 images/s [04/16 03:51:34] ppdet.engine INFO: Epoch: [52] [2700/7329] learning_rate: 0.000100 loss_class: 0.551560 loss_bbox: 0.156417 loss_giou: 0.358153 loss_class_aux: 3.642782 loss_bbox_aux: 1.010572 loss_giou_aux: 2.251854 loss_class_dn: 0.332679 loss_bbox_dn: 0.151974 loss_giou_dn: 0.340828 loss_class_aux_dn: 1.783843 loss_bbox_aux_dn: 0.913976 loss_giou_aux_dn: 1.899714 loss: 13.449018 eta: 1 day, 7:28:27 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2654 images/s [04/16 03:52:14] ppdet.engine INFO: Epoch: [52] [2800/7329] learning_rate: 0.000100 loss_class: 0.582466 loss_bbox: 0.139851 loss_giou: 0.377139 loss_class_aux: 3.730566 loss_bbox_aux: 0.902547 loss_giou_aux: 2.412485 loss_class_dn: 0.333165 loss_bbox_dn: 0.138628 loss_giou_dn: 0.351585 loss_class_aux_dn: 1.765807 loss_bbox_aux_dn: 0.872587 loss_giou_aux_dn: 1.921410 loss: 13.691269 eta: 1 day, 7:27:52 batch_cost: 0.3576 data_cost: 0.0016 ips: 11.1847 images/s [04/16 03:52:54] ppdet.engine INFO: Epoch: [52] [2900/7329] learning_rate: 0.000100 loss_class: 0.568591 loss_bbox: 0.134986 loss_giou: 0.396939 loss_class_aux: 3.680624 loss_bbox_aux: 0.856183 loss_giou_aux: 2.539978 loss_class_dn: 0.341429 loss_bbox_dn: 0.138455 loss_giou_dn: 0.375536 loss_class_aux_dn: 1.801571 loss_bbox_aux_dn: 0.824292 loss_giou_aux_dn: 2.139967 loss: 13.795080 eta: 1 day, 7:27:17 batch_cost: 0.3577 data_cost: 0.0018 ips: 11.1829 images/s [04/16 03:53:33] ppdet.engine INFO: Epoch: [52] [3000/7329] learning_rate: 0.000100 loss_class: 0.568921 loss_bbox: 0.111492 loss_giou: 0.352994 loss_class_aux: 3.360747 loss_bbox_aux: 0.773949 loss_giou_aux: 2.298320 loss_class_dn: 0.332851 loss_bbox_dn: 0.120112 loss_giou_dn: 0.345776 loss_class_aux_dn: 1.786800 loss_bbox_aux_dn: 0.710544 loss_giou_aux_dn: 1.957054 loss: 14.004375 eta: 1 day, 7:26:42 batch_cost: 0.3572 data_cost: 0.0017 ips: 11.1975 images/s [04/16 03:54:13] ppdet.engine INFO: Epoch: [52] [3100/7329] learning_rate: 0.000100 loss_class: 0.477256 loss_bbox: 0.122704 loss_giou: 0.299053 loss_class_aux: 3.159404 loss_bbox_aux: 0.801709 loss_giou_aux: 1.917938 loss_class_dn: 0.286896 loss_bbox_dn: 0.133246 loss_giou_dn: 0.291491 loss_class_aux_dn: 1.574457 loss_bbox_aux_dn: 0.795368 loss_giou_aux_dn: 1.633068 loss: 12.061913 eta: 1 day, 7:26:07 batch_cost: 0.3582 data_cost: 0.0017 ips: 11.1666 images/s [04/16 03:54:53] ppdet.engine INFO: Epoch: [52] [3200/7329] learning_rate: 0.000100 loss_class: 0.498810 loss_bbox: 0.131509 loss_giou: 0.335807 loss_class_aux: 3.255305 loss_bbox_aux: 0.863988 loss_giou_aux: 2.005277 loss_class_dn: 0.299408 loss_bbox_dn: 0.140740 loss_giou_dn: 0.314081 loss_class_aux_dn: 1.622853 loss_bbox_aux_dn: 0.861412 loss_giou_aux_dn: 1.779095 loss: 12.914274 eta: 1 day, 7:25:31 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2311 images/s [04/16 03:55:32] ppdet.engine INFO: Epoch: [52] [3300/7329] learning_rate: 0.000100 loss_class: 0.546795 loss_bbox: 0.133161 loss_giou: 0.378253 loss_class_aux: 3.366616 loss_bbox_aux: 0.876683 loss_giou_aux: 2.415756 loss_class_dn: 0.295649 loss_bbox_dn: 0.128123 loss_giou_dn: 0.322420 loss_class_aux_dn: 1.586133 loss_bbox_aux_dn: 0.768136 loss_giou_aux_dn: 1.821257 loss: 12.636472 eta: 1 day, 7:24:56 batch_cost: 0.3572 data_cost: 0.0018 ips: 11.1973 images/s [04/16 03:56:12] ppdet.engine INFO: Epoch: [52] [3400/7329] learning_rate: 0.000100 loss_class: 0.571441 loss_bbox: 0.128117 loss_giou: 0.377177 loss_class_aux: 3.584353 loss_bbox_aux: 0.843230 loss_giou_aux: 2.342904 loss_class_dn: 0.345095 loss_bbox_dn: 0.140329 loss_giou_dn: 0.372813 loss_class_aux_dn: 1.873585 loss_bbox_aux_dn: 0.810259 loss_giou_aux_dn: 2.091902 loss: 14.413661 eta: 1 day, 7:24:21 batch_cost: 0.3574 data_cost: 0.0017 ips: 11.1921 images/s [04/16 03:56:52] ppdet.engine INFO: Epoch: [52] [3500/7329] learning_rate: 0.000100 loss_class: 0.587987 loss_bbox: 0.146676 loss_giou: 0.393778 loss_class_aux: 3.701720 loss_bbox_aux: 0.948716 loss_giou_aux: 2.434804 loss_class_dn: 0.330010 loss_bbox_dn: 0.143354 loss_giou_dn: 0.362281 loss_class_aux_dn: 1.804625 loss_bbox_aux_dn: 0.880001 loss_giou_aux_dn: 2.050145 loss: 14.045246 eta: 1 day, 7:23:46 batch_cost: 0.3594 data_cost: 0.0016 ips: 11.1288 images/s [04/16 03:57:32] ppdet.engine INFO: Epoch: [52] [3600/7329] learning_rate: 0.000100 loss_class: 0.472163 loss_bbox: 0.121235 loss_giou: 0.318969 loss_class_aux: 3.002241 loss_bbox_aux: 0.745496 loss_giou_aux: 1.993406 loss_class_dn: 0.268373 loss_bbox_dn: 0.112750 loss_giou_dn: 0.298102 loss_class_aux_dn: 1.401731 loss_bbox_aux_dn: 0.687234 loss_giou_aux_dn: 1.668308 loss: 10.824194 eta: 1 day, 7:23:11 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1960 images/s [04/16 03:58:12] ppdet.engine INFO: Epoch: [52] [3700/7329] learning_rate: 0.000100 loss_class: 0.609210 loss_bbox: 0.129191 loss_giou: 0.382418 loss_class_aux: 3.844865 loss_bbox_aux: 0.899847 loss_giou_aux: 2.567144 loss_class_dn: 0.350732 loss_bbox_dn: 0.133549 loss_giou_dn: 0.385426 loss_class_aux_dn: 1.859118 loss_bbox_aux_dn: 0.801338 loss_giou_aux_dn: 2.120725 loss: 15.049644 eta: 1 day, 7:22:36 batch_cost: 0.3611 data_cost: 0.0017 ips: 11.0777 images/s [04/16 03:58:52] ppdet.engine INFO: Epoch: [52] [3800/7329] learning_rate: 0.000100 loss_class: 0.525924 loss_bbox: 0.136903 loss_giou: 0.358580 loss_class_aux: 3.335481 loss_bbox_aux: 0.880379 loss_giou_aux: 2.336456 loss_class_dn: 0.308976 loss_bbox_dn: 0.135118 loss_giou_dn: 0.355683 loss_class_aux_dn: 1.656583 loss_bbox_aux_dn: 0.822280 loss_giou_aux_dn: 1.974328 loss: 13.550053 eta: 1 day, 7:22:01 batch_cost: 0.3563 data_cost: 0.0018 ips: 11.2251 images/s [04/16 03:59:31] ppdet.engine INFO: Epoch: [52] [3900/7329] learning_rate: 0.000100 loss_class: 0.545897 loss_bbox: 0.125481 loss_giou: 0.336053 loss_class_aux: 3.398144 loss_bbox_aux: 0.853194 loss_giou_aux: 2.139405 loss_class_dn: 0.290327 loss_bbox_dn: 0.130351 loss_giou_dn: 0.305166 loss_class_aux_dn: 1.580341 loss_bbox_aux_dn: 0.810156 loss_giou_aux_dn: 1.715794 loss: 12.242643 eta: 1 day, 7:21:25 batch_cost: 0.3541 data_cost: 0.0017 ips: 11.2974 images/s [04/16 04:00:11] ppdet.engine INFO: Epoch: [52] [4000/7329] learning_rate: 0.000100 loss_class: 0.586704 loss_bbox: 0.137324 loss_giou: 0.336810 loss_class_aux: 3.631899 loss_bbox_aux: 0.895970 loss_giou_aux: 2.180905 loss_class_dn: 0.310503 loss_bbox_dn: 0.143566 loss_giou_dn: 0.315524 loss_class_aux_dn: 1.689540 loss_bbox_aux_dn: 0.873962 loss_giou_aux_dn: 1.761115 loss: 13.515274 eta: 1 day, 7:20:50 batch_cost: 0.3580 data_cost: 0.0016 ips: 11.1736 images/s [04/16 04:00:50] ppdet.engine INFO: Epoch: [52] [4100/7329] learning_rate: 0.000100 loss_class: 0.568127 loss_bbox: 0.131857 loss_giou: 0.362628 loss_class_aux: 3.692256 loss_bbox_aux: 0.887347 loss_giou_aux: 2.282934 loss_class_dn: 0.328176 loss_bbox_dn: 0.154048 loss_giou_dn: 0.346362 loss_class_aux_dn: 1.768246 loss_bbox_aux_dn: 0.893470 loss_giou_aux_dn: 1.995342 loss: 14.659642 eta: 1 day, 7:20:14 batch_cost: 0.3519 data_cost: 0.0016 ips: 11.3666 images/s [04/16 04:01:29] ppdet.engine INFO: Epoch: [52] [4200/7329] learning_rate: 0.000100 loss_class: 0.485791 loss_bbox: 0.099696 loss_giou: 0.305294 loss_class_aux: 3.069613 loss_bbox_aux: 0.700052 loss_giou_aux: 1.935217 loss_class_dn: 0.280239 loss_bbox_dn: 0.106410 loss_giou_dn: 0.302489 loss_class_aux_dn: 1.479892 loss_bbox_aux_dn: 0.666965 loss_giou_aux_dn: 1.722174 loss: 11.323910 eta: 1 day, 7:19:39 batch_cost: 0.3528 data_cost: 0.0017 ips: 11.3392 images/s [04/16 04:02:09] ppdet.engine INFO: Epoch: [52] [4300/7329] learning_rate: 0.000100 loss_class: 0.569814 loss_bbox: 0.131867 loss_giou: 0.419278 loss_class_aux: 3.554716 loss_bbox_aux: 0.909218 loss_giou_aux: 2.612341 loss_class_dn: 0.342190 loss_bbox_dn: 0.141635 loss_giou_dn: 0.379263 loss_class_aux_dn: 1.825893 loss_bbox_aux_dn: 0.830596 loss_giou_aux_dn: 2.195829 loss: 14.261879 eta: 1 day, 7:19:03 batch_cost: 0.3525 data_cost: 0.0017 ips: 11.3473 images/s [04/16 04:02:48] ppdet.engine INFO: Epoch: [52] [4400/7329] learning_rate: 0.000100 loss_class: 0.592600 loss_bbox: 0.131319 loss_giou: 0.322031 loss_class_aux: 3.751945 loss_bbox_aux: 0.863999 loss_giou_aux: 2.032421 loss_class_dn: 0.315428 loss_bbox_dn: 0.147520 loss_giou_dn: 0.314263 loss_class_aux_dn: 1.716858 loss_bbox_aux_dn: 0.850314 loss_giou_aux_dn: 1.765667 loss: 13.522339 eta: 1 day, 7:18:28 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2931 images/s [04/16 04:03:27] ppdet.engine INFO: Epoch: [52] [4500/7329] learning_rate: 0.000100 loss_class: 0.483974 loss_bbox: 0.114467 loss_giou: 0.320759 loss_class_aux: 3.203891 loss_bbox_aux: 0.792594 loss_giou_aux: 1.996900 loss_class_dn: 0.302915 loss_bbox_dn: 0.126209 loss_giou_dn: 0.313450 loss_class_aux_dn: 1.614990 loss_bbox_aux_dn: 0.756998 loss_giou_aux_dn: 1.817421 loss: 12.082552 eta: 1 day, 7:17:52 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3193 images/s [04/16 04:04:07] ppdet.engine INFO: Epoch: [52] [4600/7329] learning_rate: 0.000100 loss_class: 0.539891 loss_bbox: 0.119808 loss_giou: 0.334869 loss_class_aux: 3.382789 loss_bbox_aux: 0.812737 loss_giou_aux: 2.106874 loss_class_dn: 0.297453 loss_bbox_dn: 0.110465 loss_giou_dn: 0.309712 loss_class_aux_dn: 1.604187 loss_bbox_aux_dn: 0.649160 loss_giou_aux_dn: 1.754527 loss: 12.932386 eta: 1 day, 7:17:17 batch_cost: 0.3590 data_cost: 0.0017 ips: 11.1406 images/s [04/16 04:04:47] ppdet.engine INFO: Epoch: [52] [4700/7329] learning_rate: 0.000100 loss_class: 0.553353 loss_bbox: 0.129805 loss_giou: 0.291664 loss_class_aux: 3.448273 loss_bbox_aux: 0.859457 loss_giou_aux: 1.935310 loss_class_dn: 0.301837 loss_bbox_dn: 0.137725 loss_giou_dn: 0.300804 loss_class_aux_dn: 1.654519 loss_bbox_aux_dn: 0.772797 loss_giou_aux_dn: 1.734225 loss: 12.508600 eta: 1 day, 7:16:42 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2366 images/s [04/16 04:05:27] ppdet.engine INFO: Epoch: [52] [4800/7329] learning_rate: 0.000100 loss_class: 0.522947 loss_bbox: 0.118001 loss_giou: 0.352717 loss_class_aux: 3.256948 loss_bbox_aux: 0.793656 loss_giou_aux: 2.222738 loss_class_dn: 0.292221 loss_bbox_dn: 0.115825 loss_giou_dn: 0.326295 loss_class_aux_dn: 1.576761 loss_bbox_aux_dn: 0.757277 loss_giou_aux_dn: 1.893178 loss: 12.134640 eta: 1 day, 7:16:07 batch_cost: 0.3585 data_cost: 0.0018 ips: 11.1568 images/s [04/16 04:06:06] ppdet.engine INFO: Epoch: [52] [4900/7329] learning_rate: 0.000100 loss_class: 0.559601 loss_bbox: 0.128228 loss_giou: 0.368678 loss_class_aux: 3.605439 loss_bbox_aux: 0.834188 loss_giou_aux: 2.274302 loss_class_dn: 0.327330 loss_bbox_dn: 0.125353 loss_giou_dn: 0.348527 loss_class_aux_dn: 1.730743 loss_bbox_aux_dn: 0.780047 loss_giou_aux_dn: 1.971553 loss: 13.866982 eta: 1 day, 7:15:31 batch_cost: 0.3540 data_cost: 0.0017 ips: 11.2988 images/s [04/16 04:06:46] ppdet.engine INFO: Epoch: [52] [5000/7329] learning_rate: 0.000100 loss_class: 0.594737 loss_bbox: 0.119205 loss_giou: 0.371617 loss_class_aux: 3.625573 loss_bbox_aux: 0.758598 loss_giou_aux: 2.370055 loss_class_dn: 0.318966 loss_bbox_dn: 0.125394 loss_giou_dn: 0.346914 loss_class_aux_dn: 1.730644 loss_bbox_aux_dn: 0.724142 loss_giou_aux_dn: 1.976373 loss: 14.295657 eta: 1 day, 7:14:56 batch_cost: 0.3582 data_cost: 0.0016 ips: 11.1683 images/s [04/16 04:07:25] ppdet.engine INFO: Epoch: [52] [5100/7329] learning_rate: 0.000100 loss_class: 0.565092 loss_bbox: 0.134787 loss_giou: 0.378753 loss_class_aux: 3.552343 loss_bbox_aux: 0.895142 loss_giou_aux: 2.453061 loss_class_dn: 0.319647 loss_bbox_dn: 0.135976 loss_giou_dn: 0.356698 loss_class_aux_dn: 1.755277 loss_bbox_aux_dn: 0.801120 loss_giou_aux_dn: 1.985884 loss: 13.381168 eta: 1 day, 7:14:21 batch_cost: 0.3525 data_cost: 0.0017 ips: 11.3480 images/s [04/16 04:08:05] ppdet.engine INFO: Epoch: [52] [5200/7329] learning_rate: 0.000100 loss_class: 0.521666 loss_bbox: 0.129413 loss_giou: 0.359907 loss_class_aux: 3.272480 loss_bbox_aux: 0.849866 loss_giou_aux: 2.185709 loss_class_dn: 0.309003 loss_bbox_dn: 0.131082 loss_giou_dn: 0.352415 loss_class_aux_dn: 1.646826 loss_bbox_aux_dn: 0.812915 loss_giou_aux_dn: 1.960187 loss: 12.732136 eta: 1 day, 7:13:45 batch_cost: 0.3558 data_cost: 0.0017 ips: 11.2424 images/s [04/16 04:08:44] ppdet.engine INFO: Epoch: [52] [5300/7329] learning_rate: 0.000100 loss_class: 0.498753 loss_bbox: 0.120020 loss_giou: 0.342107 loss_class_aux: 3.335148 loss_bbox_aux: 0.800184 loss_giou_aux: 2.224872 loss_class_dn: 0.292798 loss_bbox_dn: 0.129200 loss_giou_dn: 0.329821 loss_class_aux_dn: 1.613773 loss_bbox_aux_dn: 0.775604 loss_giou_aux_dn: 1.814380 loss: 12.108490 eta: 1 day, 7:13:10 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3152 images/s [04/16 04:09:24] ppdet.engine INFO: Epoch: [52] [5400/7329] learning_rate: 0.000100 loss_class: 0.624713 loss_bbox: 0.142548 loss_giou: 0.407332 loss_class_aux: 3.993722 loss_bbox_aux: 0.919763 loss_giou_aux: 2.609534 loss_class_dn: 0.359220 loss_bbox_dn: 0.156815 loss_giou_dn: 0.413239 loss_class_aux_dn: 1.965664 loss_bbox_aux_dn: 0.894134 loss_giou_aux_dn: 2.297241 loss: 15.637208 eta: 1 day, 7:12:35 batch_cost: 0.3586 data_cost: 0.0017 ips: 11.1558 images/s [04/16 04:10:04] ppdet.engine INFO: Epoch: [52] [5500/7329] learning_rate: 0.000100 loss_class: 0.535648 loss_bbox: 0.125014 loss_giou: 0.371023 loss_class_aux: 3.464966 loss_bbox_aux: 0.804405 loss_giou_aux: 2.236569 loss_class_dn: 0.298803 loss_bbox_dn: 0.118754 loss_giou_dn: 0.336433 loss_class_aux_dn: 1.612339 loss_bbox_aux_dn: 0.714678 loss_giou_aux_dn: 1.900520 loss: 12.816235 eta: 1 day, 7:12:00 batch_cost: 0.3585 data_cost: 0.0018 ips: 11.1565 images/s [04/16 04:10:44] ppdet.engine INFO: Epoch: [52] [5600/7329] learning_rate: 0.000100 loss_class: 0.580357 loss_bbox: 0.130285 loss_giou: 0.399329 loss_class_aux: 3.670679 loss_bbox_aux: 0.860813 loss_giou_aux: 2.612205 loss_class_dn: 0.343002 loss_bbox_dn: 0.142467 loss_giou_dn: 0.364223 loss_class_aux_dn: 1.832786 loss_bbox_aux_dn: 0.871653 loss_giou_aux_dn: 2.068298 loss: 15.053280 eta: 1 day, 7:11:25 batch_cost: 0.3592 data_cost: 0.0017 ips: 11.1348 images/s [04/16 04:11:23] ppdet.engine INFO: Epoch: [52] [5700/7329] learning_rate: 0.000100 loss_class: 0.554816 loss_bbox: 0.136815 loss_giou: 0.360306 loss_class_aux: 3.584814 loss_bbox_aux: 0.859891 loss_giou_aux: 2.282154 loss_class_dn: 0.302657 loss_bbox_dn: 0.133100 loss_giou_dn: 0.338014 loss_class_aux_dn: 1.644005 loss_bbox_aux_dn: 0.823231 loss_giou_aux_dn: 1.909660 loss: 13.742977 eta: 1 day, 7:10:49 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2833 images/s [04/16 04:12:03] ppdet.engine INFO: Epoch: [52] [5800/7329] learning_rate: 0.000100 loss_class: 0.596260 loss_bbox: 0.142996 loss_giou: 0.382549 loss_class_aux: 3.907456 loss_bbox_aux: 0.970231 loss_giou_aux: 2.437237 loss_class_dn: 0.329198 loss_bbox_dn: 0.151214 loss_giou_dn: 0.339167 loss_class_aux_dn: 1.756369 loss_bbox_aux_dn: 0.899606 loss_giou_aux_dn: 1.930181 loss: 14.453473 eta: 1 day, 7:10:14 batch_cost: 0.3581 data_cost: 0.0018 ips: 11.1713 images/s [04/16 04:12:43] ppdet.engine INFO: Epoch: [52] [5900/7329] learning_rate: 0.000100 loss_class: 0.535910 loss_bbox: 0.127012 loss_giou: 0.400439 loss_class_aux: 3.535830 loss_bbox_aux: 0.829275 loss_giou_aux: 2.512411 loss_class_dn: 0.330234 loss_bbox_dn: 0.123145 loss_giou_dn: 0.361297 loss_class_aux_dn: 1.829314 loss_bbox_aux_dn: 0.742666 loss_giou_aux_dn: 2.044466 loss: 13.855719 eta: 1 day, 7:09:39 batch_cost: 0.3579 data_cost: 0.0017 ips: 11.1764 images/s [04/16 04:13:23] ppdet.engine INFO: Epoch: [52] [6000/7329] learning_rate: 0.000100 loss_class: 0.505690 loss_bbox: 0.131847 loss_giou: 0.319706 loss_class_aux: 3.404190 loss_bbox_aux: 0.856923 loss_giou_aux: 2.111400 loss_class_dn: 0.289215 loss_bbox_dn: 0.152708 loss_giou_dn: 0.311610 loss_class_aux_dn: 1.601173 loss_bbox_aux_dn: 0.916307 loss_giou_aux_dn: 1.707827 loss: 13.107254 eta: 1 day, 7:09:04 batch_cost: 0.3567 data_cost: 0.0018 ips: 11.2124 images/s [04/16 04:14:02] ppdet.engine INFO: Epoch: [52] [6100/7329] learning_rate: 0.000100 loss_class: 0.561250 loss_bbox: 0.134423 loss_giou: 0.346310 loss_class_aux: 3.602327 loss_bbox_aux: 0.910632 loss_giou_aux: 2.238937 loss_class_dn: 0.321904 loss_bbox_dn: 0.144520 loss_giou_dn: 0.358748 loss_class_aux_dn: 1.743461 loss_bbox_aux_dn: 0.866141 loss_giou_aux_dn: 2.050176 loss: 14.000690 eta: 1 day, 7:08:28 batch_cost: 0.3568 data_cost: 0.0017 ips: 11.2122 images/s [04/16 04:14:42] ppdet.engine INFO: Epoch: [52] [6200/7329] learning_rate: 0.000100 loss_class: 0.538018 loss_bbox: 0.121218 loss_giou: 0.357575 loss_class_aux: 3.486719 loss_bbox_aux: 0.777663 loss_giou_aux: 2.357904 loss_class_dn: 0.316244 loss_bbox_dn: 0.114189 loss_giou_dn: 0.328309 loss_class_aux_dn: 1.693943 loss_bbox_aux_dn: 0.704840 loss_giou_aux_dn: 1.865800 loss: 13.874088 eta: 1 day, 7:07:53 batch_cost: 0.3558 data_cost: 0.0017 ips: 11.2410 images/s [04/16 04:15:22] ppdet.engine INFO: Epoch: [52] [6300/7329] learning_rate: 0.000100 loss_class: 0.602312 loss_bbox: 0.156248 loss_giou: 0.364755 loss_class_aux: 3.942864 loss_bbox_aux: 0.981456 loss_giou_aux: 2.326883 loss_class_dn: 0.323140 loss_bbox_dn: 0.149603 loss_giou_dn: 0.363418 loss_class_aux_dn: 1.741957 loss_bbox_aux_dn: 0.884555 loss_giou_aux_dn: 2.068845 loss: 14.517500 eta: 1 day, 7:07:18 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2578 images/s [04/16 04:16:01] ppdet.engine INFO: Epoch: [52] [6400/7329] learning_rate: 0.000100 loss_class: 0.513737 loss_bbox: 0.118116 loss_giou: 0.342496 loss_class_aux: 3.294443 loss_bbox_aux: 0.776934 loss_giou_aux: 2.172957 loss_class_dn: 0.323246 loss_bbox_dn: 0.128660 loss_giou_dn: 0.310359 loss_class_aux_dn: 1.795702 loss_bbox_aux_dn: 0.761824 loss_giou_aux_dn: 1.793268 loss: 13.341661 eta: 1 day, 7:06:43 batch_cost: 0.3584 data_cost: 0.0018 ips: 11.1600 images/s [04/16 04:16:41] ppdet.engine INFO: Epoch: [52] [6500/7329] learning_rate: 0.000100 loss_class: 0.618680 loss_bbox: 0.145034 loss_giou: 0.395389 loss_class_aux: 3.854514 loss_bbox_aux: 0.969316 loss_giou_aux: 2.439652 loss_class_dn: 0.335982 loss_bbox_dn: 0.155349 loss_giou_dn: 0.366556 loss_class_aux_dn: 1.800724 loss_bbox_aux_dn: 0.956074 loss_giou_aux_dn: 2.016876 loss: 14.623537 eta: 1 day, 7:06:08 batch_cost: 0.3605 data_cost: 0.0018 ips: 11.0945 images/s [04/16 04:17:21] ppdet.engine INFO: Epoch: [52] [6600/7329] learning_rate: 0.000100 loss_class: 0.585580 loss_bbox: 0.123765 loss_giou: 0.410717 loss_class_aux: 3.521797 loss_bbox_aux: 0.823091 loss_giou_aux: 2.674934 loss_class_dn: 0.318797 loss_bbox_dn: 0.127422 loss_giou_dn: 0.386654 loss_class_aux_dn: 1.710713 loss_bbox_aux_dn: 0.737276 loss_giou_aux_dn: 2.171845 loss: 13.622697 eta: 1 day, 7:05:32 batch_cost: 0.3548 data_cost: 0.0017 ips: 11.2730 images/s [04/16 04:18:01] ppdet.engine INFO: Epoch: [52] [6700/7329] learning_rate: 0.000100 loss_class: 0.565751 loss_bbox: 0.132113 loss_giou: 0.365530 loss_class_aux: 3.568657 loss_bbox_aux: 0.852154 loss_giou_aux: 2.349612 loss_class_dn: 0.308358 loss_bbox_dn: 0.134825 loss_giou_dn: 0.337664 loss_class_aux_dn: 1.674092 loss_bbox_aux_dn: 0.773325 loss_giou_aux_dn: 1.832441 loss: 14.160297 eta: 1 day, 7:04:57 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2341 images/s [04/16 04:18:40] ppdet.engine INFO: Epoch: [52] [6800/7329] learning_rate: 0.000100 loss_class: 0.586947 loss_bbox: 0.118197 loss_giou: 0.395281 loss_class_aux: 3.802936 loss_bbox_aux: 0.760887 loss_giou_aux: 2.512387 loss_class_dn: 0.332789 loss_bbox_dn: 0.116106 loss_giou_dn: 0.349067 loss_class_aux_dn: 1.783397 loss_bbox_aux_dn: 0.748586 loss_giou_aux_dn: 1.998042 loss: 13.634792 eta: 1 day, 7:04:22 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2407 images/s [04/16 04:19:20] ppdet.engine INFO: Epoch: [52] [6900/7329] learning_rate: 0.000100 loss_class: 0.533975 loss_bbox: 0.126409 loss_giou: 0.351942 loss_class_aux: 3.391350 loss_bbox_aux: 0.833944 loss_giou_aux: 2.190294 loss_class_dn: 0.307725 loss_bbox_dn: 0.133000 loss_giou_dn: 0.323266 loss_class_aux_dn: 1.654320 loss_bbox_aux_dn: 0.785851 loss_giou_aux_dn: 1.868221 loss: 12.911497 eta: 1 day, 7:03:46 batch_cost: 0.3571 data_cost: 0.0017 ips: 11.2024 images/s [04/16 04:19:59] ppdet.engine INFO: Epoch: [52] [7000/7329] learning_rate: 0.000100 loss_class: 0.496810 loss_bbox: 0.113750 loss_giou: 0.303200 loss_class_aux: 3.353391 loss_bbox_aux: 0.761280 loss_giou_aux: 1.917998 loss_class_dn: 0.283024 loss_bbox_dn: 0.122340 loss_giou_dn: 0.285860 loss_class_aux_dn: 1.508122 loss_bbox_aux_dn: 0.750453 loss_giou_aux_dn: 1.646703 loss: 11.452781 eta: 1 day, 7:03:11 batch_cost: 0.3505 data_cost: 0.0017 ips: 11.4126 images/s [04/16 04:20:38] ppdet.engine INFO: Epoch: [52] [7100/7329] learning_rate: 0.000100 loss_class: 0.505589 loss_bbox: 0.124030 loss_giou: 0.296897 loss_class_aux: 3.224634 loss_bbox_aux: 0.824997 loss_giou_aux: 1.846038 loss_class_dn: 0.269492 loss_bbox_dn: 0.128754 loss_giou_dn: 0.280665 loss_class_aux_dn: 1.438511 loss_bbox_aux_dn: 0.758830 loss_giou_aux_dn: 1.549341 loss: 12.455503 eta: 1 day, 7:02:35 batch_cost: 0.3516 data_cost: 0.0017 ips: 11.3772 images/s [04/16 04:21:17] ppdet.engine INFO: Epoch: [52] [7200/7329] learning_rate: 0.000100 loss_class: 0.559758 loss_bbox: 0.117886 loss_giou: 0.403471 loss_class_aux: 3.522828 loss_bbox_aux: 0.807881 loss_giou_aux: 2.499866 loss_class_dn: 0.324826 loss_bbox_dn: 0.117826 loss_giou_dn: 0.373541 loss_class_aux_dn: 1.726615 loss_bbox_aux_dn: 0.728874 loss_giou_aux_dn: 2.116195 loss: 14.396967 eta: 1 day, 7:02:00 batch_cost: 0.3532 data_cost: 0.0017 ips: 11.3258 images/s [04/16 04:21:57] ppdet.engine INFO: Epoch: [52] [7300/7329] learning_rate: 0.000100 loss_class: 0.540207 loss_bbox: 0.125825 loss_giou: 0.322650 loss_class_aux: 3.360907 loss_bbox_aux: 0.807113 loss_giou_aux: 2.074515 loss_class_dn: 0.313828 loss_bbox_dn: 0.130090 loss_giou_dn: 0.312711 loss_class_aux_dn: 1.730722 loss_bbox_aux_dn: 0.790879 loss_giou_aux_dn: 1.719870 loss: 12.850192 eta: 1 day, 7:01:24 batch_cost: 0.3540 data_cost: 0.0018 ips: 11.2990 images/s [04/16 04:22:11] ppdet.engine INFO: Eval iter: 0 [04/16 04:22:23] ppdet.engine INFO: Eval iter: 100 [04/16 04:22:35] ppdet.engine INFO: Eval iter: 200 [04/16 04:22:47] ppdet.engine INFO: Eval iter: 300 [04/16 04:22:59] ppdet.engine INFO: Eval iter: 400 [04/16 04:23:12] ppdet.engine INFO: Eval iter: 500 [04/16 04:23:25] ppdet.engine INFO: Eval iter: 600 [04/16 04:23:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.40s) creating index... index created! [04/16 04:23:47] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.53s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.48s). Accumulating evaluation results... DONE (t=16.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.729 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 [04/16 04:25:32] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.81138942534342 [04/16 04:25:32] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 04:25:33] ppdet.engine INFO: Epoch: [53] [ 0/7329] learning_rate: 0.000100 loss_class: 0.552309 loss_bbox: 0.137772 loss_giou: 0.319614 loss_class_aux: 3.394385 loss_bbox_aux: 0.895905 loss_giou_aux: 2.136168 loss_class_dn: 0.312075 loss_bbox_dn: 0.139546 loss_giou_dn: 0.317984 loss_class_aux_dn: 1.711105 loss_bbox_aux_dn: 0.861069 loss_giou_aux_dn: 1.819217 loss: 12.873287 eta: 1 day, 7:01:14 batch_cost: 0.3539 data_cost: 0.0018 ips: 11.3015 images/s [04/16 04:26:12] ppdet.engine INFO: Epoch: [53] [ 100/7329] learning_rate: 0.000100 loss_class: 0.565396 loss_bbox: 0.134825 loss_giou: 0.418158 loss_class_aux: 3.623455 loss_bbox_aux: 0.888819 loss_giou_aux: 2.587140 loss_class_dn: 0.338236 loss_bbox_dn: 0.140376 loss_giou_dn: 0.387176 loss_class_aux_dn: 1.792688 loss_bbox_aux_dn: 0.851185 loss_giou_aux_dn: 2.183312 loss: 14.634243 eta: 1 day, 7:00:38 batch_cost: 0.3508 data_cost: 0.0015 ips: 11.4040 images/s [04/16 04:26:51] ppdet.engine INFO: Epoch: [53] [ 200/7329] learning_rate: 0.000100 loss_class: 0.528189 loss_bbox: 0.124703 loss_giou: 0.383671 loss_class_aux: 3.468227 loss_bbox_aux: 0.834486 loss_giou_aux: 2.420473 loss_class_dn: 0.301793 loss_bbox_dn: 0.127804 loss_giou_dn: 0.342898 loss_class_aux_dn: 1.634727 loss_bbox_aux_dn: 0.800484 loss_giou_aux_dn: 1.929377 loss: 13.564299 eta: 1 day, 7:00:02 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3976 images/s [04/16 04:27:30] ppdet.engine INFO: Epoch: [53] [ 300/7329] learning_rate: 0.000100 loss_class: 0.557292 loss_bbox: 0.135426 loss_giou: 0.432463 loss_class_aux: 3.644015 loss_bbox_aux: 0.856818 loss_giou_aux: 2.783604 loss_class_dn: 0.321057 loss_bbox_dn: 0.123242 loss_giou_dn: 0.351342 loss_class_aux_dn: 1.690536 loss_bbox_aux_dn: 0.754572 loss_giou_aux_dn: 1.965990 loss: 14.261806 eta: 1 day, 6:59:27 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3373 images/s [04/16 04:28:10] ppdet.engine INFO: Epoch: [53] [ 400/7329] learning_rate: 0.000100 loss_class: 0.551186 loss_bbox: 0.127155 loss_giou: 0.324499 loss_class_aux: 3.463967 loss_bbox_aux: 0.824483 loss_giou_aux: 2.011018 loss_class_dn: 0.307818 loss_bbox_dn: 0.142516 loss_giou_dn: 0.317318 loss_class_aux_dn: 1.680766 loss_bbox_aux_dn: 0.836996 loss_giou_aux_dn: 1.792890 loss: 13.021007 eta: 1 day, 6:58:51 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2522 images/s [04/16 04:28:49] ppdet.engine INFO: Epoch: [53] [ 500/7329] learning_rate: 0.000100 loss_class: 0.552111 loss_bbox: 0.122250 loss_giou: 0.346577 loss_class_aux: 3.504096 loss_bbox_aux: 0.777764 loss_giou_aux: 2.123972 loss_class_dn: 0.304492 loss_bbox_dn: 0.128158 loss_giou_dn: 0.324959 loss_class_aux_dn: 1.634901 loss_bbox_aux_dn: 0.755611 loss_giou_aux_dn: 1.816205 loss: 12.693965 eta: 1 day, 6:58:16 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3474 images/s [04/16 04:29:28] ppdet.engine INFO: Epoch: [53] [ 600/7329] learning_rate: 0.000100 loss_class: 0.536888 loss_bbox: 0.131394 loss_giou: 0.327386 loss_class_aux: 3.372254 loss_bbox_aux: 0.857552 loss_giou_aux: 2.085860 loss_class_dn: 0.289534 loss_bbox_dn: 0.131790 loss_giou_dn: 0.293727 loss_class_aux_dn: 1.575437 loss_bbox_aux_dn: 0.763777 loss_giou_aux_dn: 1.686187 loss: 12.269690 eta: 1 day, 6:57:40 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4136 images/s [04/16 04:30:08] ppdet.engine INFO: Epoch: [53] [ 700/7329] learning_rate: 0.000100 loss_class: 0.572667 loss_bbox: 0.150131 loss_giou: 0.403107 loss_class_aux: 3.700652 loss_bbox_aux: 0.888806 loss_giou_aux: 2.513936 loss_class_dn: 0.341035 loss_bbox_dn: 0.145173 loss_giou_dn: 0.391274 loss_class_aux_dn: 1.811626 loss_bbox_aux_dn: 0.827266 loss_giou_aux_dn: 2.170692 loss: 14.886120 eta: 1 day, 6:57:05 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2816 images/s [04/16 04:30:47] ppdet.engine INFO: Epoch: [53] [ 800/7329] learning_rate: 0.000100 loss_class: 0.565765 loss_bbox: 0.121086 loss_giou: 0.332430 loss_class_aux: 3.586316 loss_bbox_aux: 0.790395 loss_giou_aux: 2.111702 loss_class_dn: 0.307510 loss_bbox_dn: 0.134213 loss_giou_dn: 0.310828 loss_class_aux_dn: 1.666160 loss_bbox_aux_dn: 0.816100 loss_giou_aux_dn: 1.708120 loss: 13.514031 eta: 1 day, 6:56:29 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2549 images/s [04/16 04:31:26] ppdet.engine INFO: Epoch: [53] [ 900/7329] learning_rate: 0.000100 loss_class: 0.490714 loss_bbox: 0.116932 loss_giou: 0.345493 loss_class_aux: 3.082810 loss_bbox_aux: 0.779427 loss_giou_aux: 2.122905 loss_class_dn: 0.291395 loss_bbox_dn: 0.128357 loss_giou_dn: 0.308174 loss_class_aux_dn: 1.573933 loss_bbox_aux_dn: 0.763247 loss_giou_aux_dn: 1.761168 loss: 12.232287 eta: 1 day, 6:55:54 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3397 images/s [04/16 04:32:06] ppdet.engine INFO: Epoch: [53] [1000/7329] learning_rate: 0.000100 loss_class: 0.529744 loss_bbox: 0.136034 loss_giou: 0.360632 loss_class_aux: 3.419910 loss_bbox_aux: 0.873716 loss_giou_aux: 2.258671 loss_class_dn: 0.301743 loss_bbox_dn: 0.130004 loss_giou_dn: 0.321771 loss_class_aux_dn: 1.615324 loss_bbox_aux_dn: 0.781376 loss_giou_aux_dn: 1.790232 loss: 12.859728 eta: 1 day, 6:55:19 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2043 images/s [04/16 04:32:46] ppdet.engine INFO: Epoch: [53] [1100/7329] learning_rate: 0.000100 loss_class: 0.594573 loss_bbox: 0.134644 loss_giou: 0.406653 loss_class_aux: 3.833483 loss_bbox_aux: 0.893171 loss_giou_aux: 2.489345 loss_class_dn: 0.322739 loss_bbox_dn: 0.160340 loss_giou_dn: 0.353942 loss_class_aux_dn: 1.762584 loss_bbox_aux_dn: 0.917716 loss_giou_aux_dn: 2.044799 loss: 14.094265 eta: 1 day, 6:54:43 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3256 images/s [04/16 04:33:25] ppdet.engine INFO: Epoch: [53] [1200/7329] learning_rate: 0.000100 loss_class: 0.531765 loss_bbox: 0.119487 loss_giou: 0.370702 loss_class_aux: 3.284328 loss_bbox_aux: 0.773662 loss_giou_aux: 2.447217 loss_class_dn: 0.327401 loss_bbox_dn: 0.128292 loss_giou_dn: 0.380631 loss_class_aux_dn: 1.711431 loss_bbox_aux_dn: 0.725686 loss_giou_aux_dn: 2.106889 loss: 12.897808 eta: 1 day, 6:54:08 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1901 images/s [04/16 04:34:05] ppdet.engine INFO: Epoch: [53] [1300/7329] learning_rate: 0.000100 loss_class: 0.499205 loss_bbox: 0.128672 loss_giou: 0.325330 loss_class_aux: 3.311240 loss_bbox_aux: 0.791080 loss_giou_aux: 2.068186 loss_class_dn: 0.293334 loss_bbox_dn: 0.117862 loss_giou_dn: 0.333677 loss_class_aux_dn: 1.556900 loss_bbox_aux_dn: 0.769650 loss_giou_aux_dn: 1.864062 loss: 12.950527 eta: 1 day, 6:53:33 batch_cost: 0.3590 data_cost: 0.0013 ips: 11.1411 images/s [04/16 04:34:45] ppdet.engine INFO: Epoch: [53] [1400/7329] learning_rate: 0.000100 loss_class: 0.515049 loss_bbox: 0.111880 loss_giou: 0.328757 loss_class_aux: 3.261242 loss_bbox_aux: 0.778322 loss_giou_aux: 2.162597 loss_class_dn: 0.293683 loss_bbox_dn: 0.119404 loss_giou_dn: 0.311982 loss_class_aux_dn: 1.559322 loss_bbox_aux_dn: 0.722822 loss_giou_aux_dn: 1.780085 loss: 12.430220 eta: 1 day, 6:52:57 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3029 images/s [04/16 04:35:24] ppdet.engine INFO: Epoch: [53] [1500/7329] learning_rate: 0.000100 loss_class: 0.531672 loss_bbox: 0.125383 loss_giou: 0.381297 loss_class_aux: 3.386089 loss_bbox_aux: 0.813111 loss_giou_aux: 2.489803 loss_class_dn: 0.323768 loss_bbox_dn: 0.124618 loss_giou_dn: 0.357884 loss_class_aux_dn: 1.720876 loss_bbox_aux_dn: 0.766611 loss_giou_aux_dn: 2.030183 loss: 13.807275 eta: 1 day, 6:52:22 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3013 images/s [04/16 04:36:04] ppdet.engine INFO: Epoch: [53] [1600/7329] learning_rate: 0.000100 loss_class: 0.612872 loss_bbox: 0.123396 loss_giou: 0.442424 loss_class_aux: 3.879355 loss_bbox_aux: 0.840139 loss_giou_aux: 2.763313 loss_class_dn: 0.352536 loss_bbox_dn: 0.119965 loss_giou_dn: 0.393979 loss_class_aux_dn: 1.866337 loss_bbox_aux_dn: 0.703272 loss_giou_aux_dn: 2.236496 loss: 13.957628 eta: 1 day, 6:51:46 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2942 images/s [04/16 04:36:43] ppdet.engine INFO: Epoch: [53] [1700/7329] learning_rate: 0.000100 loss_class: 0.559868 loss_bbox: 0.128114 loss_giou: 0.332452 loss_class_aux: 3.662281 loss_bbox_aux: 0.831665 loss_giou_aux: 2.123683 loss_class_dn: 0.306414 loss_bbox_dn: 0.131306 loss_giou_dn: 0.303606 loss_class_aux_dn: 1.678003 loss_bbox_aux_dn: 0.828167 loss_giou_aux_dn: 1.691571 loss: 12.541821 eta: 1 day, 6:51:11 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3320 images/s [04/16 04:37:22] ppdet.engine INFO: Epoch: [53] [1800/7329] learning_rate: 0.000100 loss_class: 0.575564 loss_bbox: 0.138309 loss_giou: 0.394602 loss_class_aux: 3.724122 loss_bbox_aux: 0.923617 loss_giou_aux: 2.438169 loss_class_dn: 0.331717 loss_bbox_dn: 0.144232 loss_giou_dn: 0.336503 loss_class_aux_dn: 1.770583 loss_bbox_aux_dn: 0.851675 loss_giou_aux_dn: 1.893269 loss: 13.977543 eta: 1 day, 6:50:35 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3398 images/s [04/16 04:38:01] ppdet.engine INFO: Epoch: [53] [1900/7329] learning_rate: 0.000100 loss_class: 0.595102 loss_bbox: 0.131200 loss_giou: 0.383207 loss_class_aux: 3.846231 loss_bbox_aux: 0.849313 loss_giou_aux: 2.499394 loss_class_dn: 0.327640 loss_bbox_dn: 0.133324 loss_giou_dn: 0.352587 loss_class_aux_dn: 1.788014 loss_bbox_aux_dn: 0.777742 loss_giou_aux_dn: 2.004498 loss: 13.709864 eta: 1 day, 6:50:00 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3655 images/s [04/16 04:38:40] ppdet.engine INFO: Epoch: [53] [2000/7329] learning_rate: 0.000100 loss_class: 0.575986 loss_bbox: 0.138231 loss_giou: 0.406483 loss_class_aux: 3.694811 loss_bbox_aux: 0.875757 loss_giou_aux: 2.637942 loss_class_dn: 0.349986 loss_bbox_dn: 0.118539 loss_giou_dn: 0.389271 loss_class_aux_dn: 1.870197 loss_bbox_aux_dn: 0.700157 loss_giou_aux_dn: 2.165871 loss: 15.147356 eta: 1 day, 6:49:24 batch_cost: 0.3484 data_cost: 0.0014 ips: 11.4799 images/s [04/16 04:39:20] ppdet.engine INFO: Epoch: [53] [2100/7329] learning_rate: 0.000100 loss_class: 0.562657 loss_bbox: 0.127901 loss_giou: 0.374101 loss_class_aux: 3.573704 loss_bbox_aux: 0.841888 loss_giou_aux: 2.298977 loss_class_dn: 0.332841 loss_bbox_dn: 0.136500 loss_giou_dn: 0.340177 loss_class_aux_dn: 1.787891 loss_bbox_aux_dn: 0.798829 loss_giou_aux_dn: 1.983428 loss: 13.868959 eta: 1 day, 6:48:48 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2527 images/s [04/16 04:39:59] ppdet.engine INFO: Epoch: [53] [2200/7329] learning_rate: 0.000100 loss_class: 0.565975 loss_bbox: 0.121949 loss_giou: 0.398850 loss_class_aux: 3.607317 loss_bbox_aux: 0.773952 loss_giou_aux: 2.560825 loss_class_dn: 0.338509 loss_bbox_dn: 0.111158 loss_giou_dn: 0.361500 loss_class_aux_dn: 1.805869 loss_bbox_aux_dn: 0.676028 loss_giou_aux_dn: 2.044272 loss: 14.219879 eta: 1 day, 6:48:13 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3749 images/s [04/16 04:40:38] ppdet.engine INFO: Epoch: [53] [2300/7329] learning_rate: 0.000100 loss_class: 0.521707 loss_bbox: 0.120035 loss_giou: 0.363170 loss_class_aux: 3.337800 loss_bbox_aux: 0.818909 loss_giou_aux: 2.329589 loss_class_dn: 0.314546 loss_bbox_dn: 0.129929 loss_giou_dn: 0.341794 loss_class_aux_dn: 1.658956 loss_bbox_aux_dn: 0.767940 loss_giou_aux_dn: 1.909837 loss: 13.367685 eta: 1 day, 6:47:37 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3382 images/s [04/16 04:41:18] ppdet.engine INFO: Epoch: [53] [2400/7329] learning_rate: 0.000100 loss_class: 0.511701 loss_bbox: 0.120261 loss_giou: 0.336996 loss_class_aux: 3.281672 loss_bbox_aux: 0.785415 loss_giou_aux: 2.052127 loss_class_dn: 0.302397 loss_bbox_dn: 0.127058 loss_giou_dn: 0.342932 loss_class_aux_dn: 1.621510 loss_bbox_aux_dn: 0.748370 loss_giou_aux_dn: 1.913293 loss: 13.677763 eta: 1 day, 6:47:02 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3406 images/s [04/16 04:41:57] ppdet.engine INFO: Epoch: [53] [2500/7329] learning_rate: 0.000100 loss_class: 0.550569 loss_bbox: 0.122506 loss_giou: 0.426263 loss_class_aux: 3.521022 loss_bbox_aux: 0.813635 loss_giou_aux: 2.584690 loss_class_dn: 0.325863 loss_bbox_dn: 0.124907 loss_giou_dn: 0.356122 loss_class_aux_dn: 1.779555 loss_bbox_aux_dn: 0.745663 loss_giou_aux_dn: 2.004787 loss: 13.725965 eta: 1 day, 6:46:26 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3442 images/s [04/16 04:42:36] ppdet.engine INFO: Epoch: [53] [2600/7329] learning_rate: 0.000100 loss_class: 0.555927 loss_bbox: 0.130939 loss_giou: 0.342416 loss_class_aux: 3.593698 loss_bbox_aux: 0.828731 loss_giou_aux: 2.167293 loss_class_dn: 0.304333 loss_bbox_dn: 0.145458 loss_giou_dn: 0.330114 loss_class_aux_dn: 1.685760 loss_bbox_aux_dn: 0.836663 loss_giou_aux_dn: 1.868980 loss: 12.721050 eta: 1 day, 6:45:50 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3299 images/s [04/16 04:43:16] ppdet.engine INFO: Epoch: [53] [2700/7329] learning_rate: 0.000100 loss_class: 0.585055 loss_bbox: 0.140758 loss_giou: 0.389043 loss_class_aux: 3.723946 loss_bbox_aux: 0.899083 loss_giou_aux: 2.448070 loss_class_dn: 0.336638 loss_bbox_dn: 0.137246 loss_giou_dn: 0.366473 loss_class_aux_dn: 1.780899 loss_bbox_aux_dn: 0.784655 loss_giou_aux_dn: 2.083996 loss: 14.916386 eta: 1 day, 6:45:15 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3085 images/s [04/16 04:43:55] ppdet.engine INFO: Epoch: [53] [2800/7329] learning_rate: 0.000100 loss_class: 0.577389 loss_bbox: 0.134954 loss_giou: 0.412156 loss_class_aux: 3.605681 loss_bbox_aux: 0.848674 loss_giou_aux: 2.568425 loss_class_dn: 0.330212 loss_bbox_dn: 0.134042 loss_giou_dn: 0.368135 loss_class_aux_dn: 1.819128 loss_bbox_aux_dn: 0.790640 loss_giou_aux_dn: 2.063322 loss: 13.993302 eta: 1 day, 6:44:39 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3476 images/s [04/16 04:44:34] ppdet.engine INFO: Epoch: [53] [2900/7329] learning_rate: 0.000100 loss_class: 0.566490 loss_bbox: 0.133420 loss_giou: 0.360949 loss_class_aux: 3.350907 loss_bbox_aux: 0.874001 loss_giou_aux: 2.361038 loss_class_dn: 0.333342 loss_bbox_dn: 0.125073 loss_giou_dn: 0.342648 loss_class_aux_dn: 1.813444 loss_bbox_aux_dn: 0.754421 loss_giou_aux_dn: 1.951980 loss: 13.683067 eta: 1 day, 6:44:04 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2655 images/s [04/16 04:45:14] ppdet.engine INFO: Epoch: [53] [3000/7329] learning_rate: 0.000100 loss_class: 0.543227 loss_bbox: 0.141198 loss_giou: 0.396736 loss_class_aux: 3.445131 loss_bbox_aux: 0.934148 loss_giou_aux: 2.495491 loss_class_dn: 0.326355 loss_bbox_dn: 0.146690 loss_giou_dn: 0.354266 loss_class_aux_dn: 1.748999 loss_bbox_aux_dn: 0.853085 loss_giou_aux_dn: 1.950620 loss: 13.721534 eta: 1 day, 6:43:28 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3578 images/s [04/16 04:45:53] ppdet.engine INFO: Epoch: [53] [3100/7329] learning_rate: 0.000100 loss_class: 0.604281 loss_bbox: 0.138839 loss_giou: 0.365700 loss_class_aux: 3.644347 loss_bbox_aux: 0.907457 loss_giou_aux: 2.445486 loss_class_dn: 0.321469 loss_bbox_dn: 0.143351 loss_giou_dn: 0.365936 loss_class_aux_dn: 1.743854 loss_bbox_aux_dn: 0.813924 loss_giou_aux_dn: 2.094436 loss: 14.866902 eta: 1 day, 6:42:52 batch_cost: 0.3477 data_cost: 0.0013 ips: 11.5030 images/s [04/16 04:46:32] ppdet.engine INFO: Epoch: [53] [3200/7329] learning_rate: 0.000100 loss_class: 0.537627 loss_bbox: 0.119471 loss_giou: 0.311654 loss_class_aux: 3.472164 loss_bbox_aux: 0.766357 loss_giou_aux: 1.961900 loss_class_dn: 0.292133 loss_bbox_dn: 0.123949 loss_giou_dn: 0.306152 loss_class_aux_dn: 1.548261 loss_bbox_aux_dn: 0.757025 loss_giou_aux_dn: 1.691375 loss: 12.546924 eta: 1 day, 6:42:17 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4305 images/s [04/16 04:47:10] ppdet.engine INFO: Epoch: [53] [3300/7329] learning_rate: 0.000100 loss_class: 0.583069 loss_bbox: 0.139660 loss_giou: 0.353761 loss_class_aux: 3.760364 loss_bbox_aux: 0.970519 loss_giou_aux: 2.330324 loss_class_dn: 0.329568 loss_bbox_dn: 0.152807 loss_giou_dn: 0.343458 loss_class_aux_dn: 1.798399 loss_bbox_aux_dn: 0.909220 loss_giou_aux_dn: 1.941821 loss: 13.697229 eta: 1 day, 6:41:41 batch_cost: 0.3489 data_cost: 0.0013 ips: 11.4630 images/s [04/16 04:47:50] ppdet.engine INFO: Epoch: [53] [3400/7329] learning_rate: 0.000100 loss_class: 0.527945 loss_bbox: 0.132506 loss_giou: 0.338848 loss_class_aux: 3.395394 loss_bbox_aux: 0.832798 loss_giou_aux: 2.143487 loss_class_dn: 0.298998 loss_bbox_dn: 0.126500 loss_giou_dn: 0.297897 loss_class_aux_dn: 1.621189 loss_bbox_aux_dn: 0.770413 loss_giou_aux_dn: 1.679403 loss: 12.699646 eta: 1 day, 6:41:05 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3090 images/s [04/16 04:48:29] ppdet.engine INFO: Epoch: [53] [3500/7329] learning_rate: 0.000100 loss_class: 0.535627 loss_bbox: 0.129088 loss_giou: 0.360432 loss_class_aux: 3.390237 loss_bbox_aux: 0.864694 loss_giou_aux: 2.327603 loss_class_dn: 0.320864 loss_bbox_dn: 0.120005 loss_giou_dn: 0.327016 loss_class_aux_dn: 1.730862 loss_bbox_aux_dn: 0.731700 loss_giou_aux_dn: 1.867279 loss: 13.245775 eta: 1 day, 6:40:30 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3762 images/s [04/16 04:49:08] ppdet.engine INFO: Epoch: [53] [3600/7329] learning_rate: 0.000100 loss_class: 0.555214 loss_bbox: 0.130279 loss_giou: 0.385106 loss_class_aux: 3.500529 loss_bbox_aux: 0.827816 loss_giou_aux: 2.512225 loss_class_dn: 0.318028 loss_bbox_dn: 0.121472 loss_giou_dn: 0.356872 loss_class_aux_dn: 1.813513 loss_bbox_aux_dn: 0.730636 loss_giou_aux_dn: 2.052737 loss: 13.393641 eta: 1 day, 6:39:54 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3532 images/s [04/16 04:49:48] ppdet.engine INFO: Epoch: [53] [3700/7329] learning_rate: 0.000100 loss_class: 0.607841 loss_bbox: 0.151769 loss_giou: 0.377286 loss_class_aux: 3.852378 loss_bbox_aux: 0.981716 loss_giou_aux: 2.450802 loss_class_dn: 0.334041 loss_bbox_dn: 0.164512 loss_giou_dn: 0.389234 loss_class_aux_dn: 1.805289 loss_bbox_aux_dn: 1.002015 loss_giou_aux_dn: 2.202724 loss: 14.983985 eta: 1 day, 6:39:18 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3489 images/s [04/16 04:50:27] ppdet.engine INFO: Epoch: [53] [3800/7329] learning_rate: 0.000100 loss_class: 0.546110 loss_bbox: 0.127489 loss_giou: 0.336944 loss_class_aux: 3.464628 loss_bbox_aux: 0.838532 loss_giou_aux: 2.083764 loss_class_dn: 0.313050 loss_bbox_dn: 0.133690 loss_giou_dn: 0.311826 loss_class_aux_dn: 1.669574 loss_bbox_aux_dn: 0.884283 loss_giou_aux_dn: 1.816677 loss: 12.738705 eta: 1 day, 6:38:43 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3845 images/s [04/16 04:51:06] ppdet.engine INFO: Epoch: [53] [3900/7329] learning_rate: 0.000100 loss_class: 0.529589 loss_bbox: 0.131686 loss_giou: 0.329547 loss_class_aux: 3.495122 loss_bbox_aux: 0.884614 loss_giou_aux: 2.142031 loss_class_dn: 0.308577 loss_bbox_dn: 0.145306 loss_giou_dn: 0.296653 loss_class_aux_dn: 1.664354 loss_bbox_aux_dn: 0.878246 loss_giou_aux_dn: 1.688085 loss: 13.032995 eta: 1 day, 6:38:08 batch_cost: 0.3561 data_cost: 0.0014 ips: 11.2329 images/s [04/16 04:51:46] ppdet.engine INFO: Epoch: [53] [4000/7329] learning_rate: 0.000100 loss_class: 0.507956 loss_bbox: 0.119332 loss_giou: 0.298913 loss_class_aux: 3.225098 loss_bbox_aux: 0.795486 loss_giou_aux: 1.924556 loss_class_dn: 0.279507 loss_bbox_dn: 0.131133 loss_giou_dn: 0.286176 loss_class_aux_dn: 1.523604 loss_bbox_aux_dn: 0.761114 loss_giou_aux_dn: 1.613969 loss: 11.764408 eta: 1 day, 6:37:32 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3393 images/s [04/16 04:52:25] ppdet.engine INFO: Epoch: [53] [4100/7329] learning_rate: 0.000100 loss_class: 0.580409 loss_bbox: 0.131550 loss_giou: 0.438873 loss_class_aux: 3.694813 loss_bbox_aux: 0.845677 loss_giou_aux: 2.776247 loss_class_dn: 0.336350 loss_bbox_dn: 0.126347 loss_giou_dn: 0.405222 loss_class_aux_dn: 1.823453 loss_bbox_aux_dn: 0.766841 loss_giou_aux_dn: 2.220492 loss: 13.945995 eta: 1 day, 6:36:57 batch_cost: 0.3549 data_cost: 0.0012 ips: 11.2703 images/s [04/16 04:53:05] ppdet.engine INFO: Epoch: [53] [4200/7329] learning_rate: 0.000100 loss_class: 0.612744 loss_bbox: 0.139567 loss_giou: 0.480550 loss_class_aux: 3.909814 loss_bbox_aux: 0.893543 loss_giou_aux: 3.036540 loss_class_dn: 0.373116 loss_bbox_dn: 0.130705 loss_giou_dn: 0.417486 loss_class_aux_dn: 1.969397 loss_bbox_aux_dn: 0.801047 loss_giou_aux_dn: 2.366275 loss: 16.030750 eta: 1 day, 6:36:21 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2604 images/s [04/16 04:53:44] ppdet.engine INFO: Epoch: [53] [4300/7329] learning_rate: 0.000100 loss_class: 0.510082 loss_bbox: 0.120641 loss_giou: 0.314580 loss_class_aux: 3.317742 loss_bbox_aux: 0.777335 loss_giou_aux: 2.050108 loss_class_dn: 0.311141 loss_bbox_dn: 0.112161 loss_giou_dn: 0.282379 loss_class_aux_dn: 1.676784 loss_bbox_aux_dn: 0.663355 loss_giou_aux_dn: 1.626922 loss: 12.574862 eta: 1 day, 6:35:46 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3631 images/s [04/16 04:54:23] ppdet.engine INFO: Epoch: [53] [4400/7329] learning_rate: 0.000100 loss_class: 0.640321 loss_bbox: 0.144268 loss_giou: 0.438894 loss_class_aux: 4.106633 loss_bbox_aux: 0.924014 loss_giou_aux: 2.825014 loss_class_dn: 0.366369 loss_bbox_dn: 0.138889 loss_giou_dn: 0.405861 loss_class_aux_dn: 2.009538 loss_bbox_aux_dn: 0.843609 loss_giou_aux_dn: 2.303982 loss: 15.971794 eta: 1 day, 6:35:10 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3643 images/s [04/16 04:55:03] ppdet.engine INFO: Epoch: [53] [4500/7329] learning_rate: 0.000100 loss_class: 0.514016 loss_bbox: 0.130695 loss_giou: 0.332974 loss_class_aux: 3.348909 loss_bbox_aux: 0.848744 loss_giou_aux: 2.170900 loss_class_dn: 0.296668 loss_bbox_dn: 0.143412 loss_giou_dn: 0.326717 loss_class_aux_dn: 1.667283 loss_bbox_aux_dn: 0.883935 loss_giou_aux_dn: 1.846696 loss: 12.523487 eta: 1 day, 6:34:35 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2574 images/s [04/16 04:55:42] ppdet.engine INFO: Epoch: [53] [4600/7329] learning_rate: 0.000100 loss_class: 0.562000 loss_bbox: 0.136422 loss_giou: 0.378557 loss_class_aux: 3.511573 loss_bbox_aux: 0.856816 loss_giou_aux: 2.376331 loss_class_dn: 0.327891 loss_bbox_dn: 0.134887 loss_giou_dn: 0.357561 loss_class_aux_dn: 1.791423 loss_bbox_aux_dn: 0.785190 loss_giou_aux_dn: 1.980926 loss: 13.164258 eta: 1 day, 6:33:59 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3600 images/s [04/16 04:56:22] ppdet.engine INFO: Epoch: [53] [4700/7329] learning_rate: 0.000100 loss_class: 0.535121 loss_bbox: 0.122035 loss_giou: 0.343459 loss_class_aux: 3.476100 loss_bbox_aux: 0.774072 loss_giou_aux: 2.128460 loss_class_dn: 0.305075 loss_bbox_dn: 0.116184 loss_giou_dn: 0.334475 loss_class_aux_dn: 1.638457 loss_bbox_aux_dn: 0.699171 loss_giou_aux_dn: 1.855660 loss: 13.075708 eta: 1 day, 6:33:24 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1984 images/s [04/16 04:57:01] ppdet.engine INFO: Epoch: [53] [4800/7329] learning_rate: 0.000100 loss_class: 0.541035 loss_bbox: 0.128951 loss_giou: 0.341848 loss_class_aux: 3.577628 loss_bbox_aux: 0.845669 loss_giou_aux: 2.227190 loss_class_dn: 0.319786 loss_bbox_dn: 0.135322 loss_giou_dn: 0.307625 loss_class_aux_dn: 1.720251 loss_bbox_aux_dn: 0.813734 loss_giou_aux_dn: 1.798735 loss: 12.716467 eta: 1 day, 6:32:48 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3520 images/s [04/16 04:57:40] ppdet.engine INFO: Epoch: [53] [4900/7329] learning_rate: 0.000100 loss_class: 0.590130 loss_bbox: 0.139483 loss_giou: 0.439893 loss_class_aux: 3.688910 loss_bbox_aux: 0.908460 loss_giou_aux: 2.785463 loss_class_dn: 0.348103 loss_bbox_dn: 0.143637 loss_giou_dn: 0.445964 loss_class_aux_dn: 1.851744 loss_bbox_aux_dn: 0.849955 loss_giou_aux_dn: 2.440229 loss: 15.309682 eta: 1 day, 6:32:12 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4238 images/s [04/16 04:58:20] ppdet.engine INFO: Epoch: [53] [5000/7329] learning_rate: 0.000100 loss_class: 0.520672 loss_bbox: 0.120663 loss_giou: 0.362616 loss_class_aux: 3.337113 loss_bbox_aux: 0.819984 loss_giou_aux: 2.384454 loss_class_dn: 0.314026 loss_bbox_dn: 0.118484 loss_giou_dn: 0.336580 loss_class_aux_dn: 1.660610 loss_bbox_aux_dn: 0.731294 loss_giou_aux_dn: 1.918332 loss: 13.512782 eta: 1 day, 6:31:37 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2794 images/s [04/16 04:58:59] ppdet.engine INFO: Epoch: [53] [5100/7329] learning_rate: 0.000100 loss_class: 0.538226 loss_bbox: 0.108419 loss_giou: 0.356526 loss_class_aux: 3.409256 loss_bbox_aux: 0.736710 loss_giou_aux: 2.193889 loss_class_dn: 0.297280 loss_bbox_dn: 0.116998 loss_giou_dn: 0.323745 loss_class_aux_dn: 1.604819 loss_bbox_aux_dn: 0.706200 loss_giou_aux_dn: 1.817167 loss: 12.923351 eta: 1 day, 6:31:02 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1922 images/s [04/16 04:59:39] ppdet.engine INFO: Epoch: [53] [5200/7329] learning_rate: 0.000100 loss_class: 0.510208 loss_bbox: 0.116362 loss_giou: 0.321100 loss_class_aux: 3.375523 loss_bbox_aux: 0.755634 loss_giou_aux: 2.123177 loss_class_dn: 0.303881 loss_bbox_dn: 0.114359 loss_giou_dn: 0.311533 loss_class_aux_dn: 1.658705 loss_bbox_aux_dn: 0.704045 loss_giou_aux_dn: 1.762554 loss: 11.832111 eta: 1 day, 6:30:26 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3263 images/s [04/16 05:00:18] ppdet.engine INFO: Epoch: [53] [5300/7329] learning_rate: 0.000100 loss_class: 0.616842 loss_bbox: 0.130744 loss_giou: 0.381068 loss_class_aux: 3.909933 loss_bbox_aux: 0.863966 loss_giou_aux: 2.426522 loss_class_dn: 0.335330 loss_bbox_dn: 0.134696 loss_giou_dn: 0.350062 loss_class_aux_dn: 1.818926 loss_bbox_aux_dn: 0.786461 loss_giou_aux_dn: 1.985815 loss: 13.911856 eta: 1 day, 6:29:51 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2033 images/s [04/16 05:00:58] ppdet.engine INFO: Epoch: [53] [5400/7329] learning_rate: 0.000100 loss_class: 0.582035 loss_bbox: 0.130354 loss_giou: 0.388049 loss_class_aux: 3.827935 loss_bbox_aux: 0.836213 loss_giou_aux: 2.430059 loss_class_dn: 0.341269 loss_bbox_dn: 0.136516 loss_giou_dn: 0.356621 loss_class_aux_dn: 1.828148 loss_bbox_aux_dn: 0.781701 loss_giou_aux_dn: 2.027322 loss: 14.422713 eta: 1 day, 6:29:15 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3722 images/s [04/16 05:01:37] ppdet.engine INFO: Epoch: [53] [5500/7329] learning_rate: 0.000100 loss_class: 0.526285 loss_bbox: 0.120372 loss_giou: 0.309320 loss_class_aux: 3.468880 loss_bbox_aux: 0.824498 loss_giou_aux: 1.937100 loss_class_dn: 0.293899 loss_bbox_dn: 0.131405 loss_giou_dn: 0.287895 loss_class_aux_dn: 1.618893 loss_bbox_aux_dn: 0.802902 loss_giou_aux_dn: 1.643276 loss: 12.302631 eta: 1 day, 6:28:40 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2613 images/s [04/16 05:02:17] ppdet.engine INFO: Epoch: [53] [5600/7329] learning_rate: 0.000100 loss_class: 0.475800 loss_bbox: 0.117977 loss_giou: 0.260475 loss_class_aux: 3.079124 loss_bbox_aux: 0.774486 loss_giou_aux: 1.645648 loss_class_dn: 0.256134 loss_bbox_dn: 0.123041 loss_giou_dn: 0.247873 loss_class_aux_dn: 1.395352 loss_bbox_aux_dn: 0.745905 loss_giou_aux_dn: 1.387847 loss: 10.817875 eta: 1 day, 6:28:05 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2214 images/s [04/16 05:02:57] ppdet.engine INFO: Epoch: [53] [5700/7329] learning_rate: 0.000100 loss_class: 0.568225 loss_bbox: 0.125260 loss_giou: 0.379190 loss_class_aux: 3.621776 loss_bbox_aux: 0.827200 loss_giou_aux: 2.368139 loss_class_dn: 0.316442 loss_bbox_dn: 0.125098 loss_giou_dn: 0.329789 loss_class_aux_dn: 1.730134 loss_bbox_aux_dn: 0.767398 loss_giou_aux_dn: 1.858688 loss: 13.827363 eta: 1 day, 6:27:30 batch_cost: 0.3588 data_cost: 0.0013 ips: 11.1489 images/s [04/16 05:03:36] ppdet.engine INFO: Epoch: [53] [5800/7329] learning_rate: 0.000100 loss_class: 0.512444 loss_bbox: 0.116244 loss_giou: 0.339770 loss_class_aux: 3.145216 loss_bbox_aux: 0.769139 loss_giou_aux: 2.166609 loss_class_dn: 0.287075 loss_bbox_dn: 0.122788 loss_giou_dn: 0.329977 loss_class_aux_dn: 1.537386 loss_bbox_aux_dn: 0.759299 loss_giou_aux_dn: 1.846826 loss: 12.096313 eta: 1 day, 6:26:54 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2846 images/s [04/16 05:04:15] ppdet.engine INFO: Epoch: [53] [5900/7329] learning_rate: 0.000100 loss_class: 0.599918 loss_bbox: 0.133046 loss_giou: 0.414640 loss_class_aux: 3.831913 loss_bbox_aux: 0.847364 loss_giou_aux: 2.591027 loss_class_dn: 0.348875 loss_bbox_dn: 0.136984 loss_giou_dn: 0.395355 loss_class_aux_dn: 1.872614 loss_bbox_aux_dn: 0.833216 loss_giou_aux_dn: 2.173675 loss: 15.375020 eta: 1 day, 6:26:19 batch_cost: 0.3510 data_cost: 0.0014 ips: 11.3970 images/s [04/16 05:04:55] ppdet.engine INFO: Epoch: [53] [6000/7329] learning_rate: 0.000100 loss_class: 0.610581 loss_bbox: 0.129619 loss_giou: 0.346203 loss_class_aux: 3.791324 loss_bbox_aux: 0.868120 loss_giou_aux: 2.193208 loss_class_dn: 0.319223 loss_bbox_dn: 0.135705 loss_giou_dn: 0.328514 loss_class_aux_dn: 1.726306 loss_bbox_aux_dn: 0.765544 loss_giou_aux_dn: 1.873025 loss: 13.802889 eta: 1 day, 6:25:43 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3798 images/s [04/16 05:05:34] ppdet.engine INFO: Epoch: [53] [6100/7329] learning_rate: 0.000100 loss_class: 0.491418 loss_bbox: 0.113619 loss_giou: 0.370580 loss_class_aux: 3.195886 loss_bbox_aux: 0.746524 loss_giou_aux: 2.341452 loss_class_dn: 0.303247 loss_bbox_dn: 0.113143 loss_giou_dn: 0.359313 loss_class_aux_dn: 1.617114 loss_bbox_aux_dn: 0.740454 loss_giou_aux_dn: 1.981501 loss: 12.687767 eta: 1 day, 6:25:07 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3102 images/s [04/16 05:06:14] ppdet.engine INFO: Epoch: [53] [6200/7329] learning_rate: 0.000100 loss_class: 0.501010 loss_bbox: 0.120128 loss_giou: 0.350255 loss_class_aux: 3.212700 loss_bbox_aux: 0.772398 loss_giou_aux: 2.155188 loss_class_dn: 0.285080 loss_bbox_dn: 0.115947 loss_giou_dn: 0.288767 loss_class_aux_dn: 1.554417 loss_bbox_aux_dn: 0.739792 loss_giou_aux_dn: 1.641066 loss: 11.533106 eta: 1 day, 6:24:32 batch_cost: 0.3575 data_cost: 0.0013 ips: 11.1890 images/s [04/16 05:06:53] ppdet.engine INFO: Epoch: [53] [6300/7329] learning_rate: 0.000100 loss_class: 0.561835 loss_bbox: 0.133437 loss_giou: 0.375476 loss_class_aux: 3.571012 loss_bbox_aux: 0.887032 loss_giou_aux: 2.380913 loss_class_dn: 0.320404 loss_bbox_dn: 0.137756 loss_giou_dn: 0.364459 loss_class_aux_dn: 1.691468 loss_bbox_aux_dn: 0.808024 loss_giou_aux_dn: 2.032444 loss: 13.382053 eta: 1 day, 6:23:57 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2626 images/s [04/16 05:07:33] ppdet.engine INFO: Epoch: [53] [6400/7329] learning_rate: 0.000100 loss_class: 0.533938 loss_bbox: 0.127770 loss_giou: 0.332985 loss_class_aux: 3.521149 loss_bbox_aux: 0.840866 loss_giou_aux: 2.097400 loss_class_dn: 0.288792 loss_bbox_dn: 0.137424 loss_giou_dn: 0.319820 loss_class_aux_dn: 1.569722 loss_bbox_aux_dn: 0.791278 loss_giou_aux_dn: 1.834256 loss: 12.372201 eta: 1 day, 6:23:21 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3648 images/s [04/16 05:08:12] ppdet.engine INFO: Epoch: [53] [6500/7329] learning_rate: 0.000100 loss_class: 0.534494 loss_bbox: 0.128102 loss_giou: 0.386556 loss_class_aux: 3.342058 loss_bbox_aux: 0.829080 loss_giou_aux: 2.453249 loss_class_dn: 0.324279 loss_bbox_dn: 0.131364 loss_giou_dn: 0.378161 loss_class_aux_dn: 1.749970 loss_bbox_aux_dn: 0.776094 loss_giou_aux_dn: 2.099665 loss: 13.575808 eta: 1 day, 6:22:46 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2832 images/s [04/16 05:08:52] ppdet.engine INFO: Epoch: [53] [6600/7329] learning_rate: 0.000100 loss_class: 0.526575 loss_bbox: 0.127313 loss_giou: 0.356422 loss_class_aux: 3.343512 loss_bbox_aux: 0.816769 loss_giou_aux: 2.194908 loss_class_dn: 0.286797 loss_bbox_dn: 0.124661 loss_giou_dn: 0.303415 loss_class_aux_dn: 1.598203 loss_bbox_aux_dn: 0.728871 loss_giou_aux_dn: 1.778062 loss: 12.714217 eta: 1 day, 6:22:10 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2698 images/s [04/16 05:09:31] ppdet.engine INFO: Epoch: [53] [6700/7329] learning_rate: 0.000100 loss_class: 0.579998 loss_bbox: 0.134620 loss_giou: 0.373478 loss_class_aux: 3.705882 loss_bbox_aux: 0.904133 loss_giou_aux: 2.386614 loss_class_dn: 0.325940 loss_bbox_dn: 0.132413 loss_giou_dn: 0.370081 loss_class_aux_dn: 1.737125 loss_bbox_aux_dn: 0.800940 loss_giou_aux_dn: 2.125648 loss: 13.590270 eta: 1 day, 6:21:35 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3289 images/s [04/16 05:10:10] ppdet.engine INFO: Epoch: [53] [6800/7329] learning_rate: 0.000100 loss_class: 0.541767 loss_bbox: 0.141435 loss_giou: 0.438313 loss_class_aux: 3.530985 loss_bbox_aux: 0.931988 loss_giou_aux: 2.758151 loss_class_dn: 0.353297 loss_bbox_dn: 0.136777 loss_giou_dn: 0.439289 loss_class_aux_dn: 1.903484 loss_bbox_aux_dn: 0.811499 loss_giou_aux_dn: 2.441197 loss: 15.398085 eta: 1 day, 6:21:00 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2526 images/s [04/16 05:10:49] ppdet.engine INFO: Epoch: [53] [6900/7329] learning_rate: 0.000100 loss_class: 0.542508 loss_bbox: 0.142549 loss_giou: 0.438628 loss_class_aux: 3.420529 loss_bbox_aux: 0.894938 loss_giou_aux: 2.712099 loss_class_dn: 0.320620 loss_bbox_dn: 0.133363 loss_giou_dn: 0.378495 loss_class_aux_dn: 1.717134 loss_bbox_aux_dn: 0.780683 loss_giou_aux_dn: 2.107483 loss: 14.006536 eta: 1 day, 6:20:24 batch_cost: 0.3501 data_cost: 0.0012 ips: 11.4266 images/s [04/16 05:11:29] ppdet.engine INFO: Epoch: [53] [7000/7329] learning_rate: 0.000100 loss_class: 0.495753 loss_bbox: 0.124841 loss_giou: 0.327953 loss_class_aux: 3.324898 loss_bbox_aux: 0.842581 loss_giou_aux: 2.006822 loss_class_dn: 0.303790 loss_bbox_dn: 0.129419 loss_giou_dn: 0.310130 loss_class_aux_dn: 1.636720 loss_bbox_aux_dn: 0.768040 loss_giou_aux_dn: 1.731699 loss: 13.059349 eta: 1 day, 6:19:48 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2623 images/s [04/16 05:12:08] ppdet.engine INFO: Epoch: [53] [7100/7329] learning_rate: 0.000100 loss_class: 0.584387 loss_bbox: 0.134848 loss_giou: 0.409454 loss_class_aux: 3.765125 loss_bbox_aux: 0.869863 loss_giou_aux: 2.581878 loss_class_dn: 0.343636 loss_bbox_dn: 0.130042 loss_giou_dn: 0.366747 loss_class_aux_dn: 1.800942 loss_bbox_aux_dn: 0.741944 loss_giou_aux_dn: 2.112339 loss: 14.254123 eta: 1 day, 6:19:13 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2790 images/s [04/16 05:12:48] ppdet.engine INFO: Epoch: [53] [7200/7329] learning_rate: 0.000100 loss_class: 0.567284 loss_bbox: 0.129246 loss_giou: 0.359854 loss_class_aux: 3.648919 loss_bbox_aux: 0.840834 loss_giou_aux: 2.338882 loss_class_dn: 0.324916 loss_bbox_dn: 0.135057 loss_giou_dn: 0.362627 loss_class_aux_dn: 1.755963 loss_bbox_aux_dn: 0.811114 loss_giou_aux_dn: 2.037554 loss: 13.732820 eta: 1 day, 6:18:37 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3841 images/s [04/16 05:13:27] ppdet.engine INFO: Epoch: [53] [7300/7329] learning_rate: 0.000100 loss_class: 0.575034 loss_bbox: 0.126834 loss_giou: 0.354581 loss_class_aux: 3.689836 loss_bbox_aux: 0.801060 loss_giou_aux: 2.300165 loss_class_dn: 0.313222 loss_bbox_dn: 0.133759 loss_giou_dn: 0.336090 loss_class_aux_dn: 1.711452 loss_bbox_aux_dn: 0.797259 loss_giou_aux_dn: 1.844351 loss: 13.221384 eta: 1 day, 6:18:02 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2436 images/s [04/16 05:13:41] ppdet.engine INFO: Eval iter: 0 [04/16 05:13:54] ppdet.engine INFO: Eval iter: 100 [04/16 05:14:06] ppdet.engine INFO: Eval iter: 200 [04/16 05:14:18] ppdet.engine INFO: Eval iter: 300 [04/16 05:14:30] ppdet.engine INFO: Eval iter: 400 [04/16 05:14:42] ppdet.engine INFO: Eval iter: 500 [04/16 05:14:54] ppdet.engine INFO: Eval iter: 600 [04/16 05:15:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 05:15:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.77s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.43s). Accumulating evaluation results... DONE (t=16.57s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.544 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.729 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 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 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.732 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 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 05:17:01] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.6666941641022 [04/16 05:17:01] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 05:17:02] ppdet.engine INFO: Epoch: [54] [ 0/7329] learning_rate: 0.000100 loss_class: 0.564696 loss_bbox: 0.128383 loss_giou: 0.321179 loss_class_aux: 3.562302 loss_bbox_aux: 0.816156 loss_giou_aux: 2.024163 loss_class_dn: 0.282318 loss_bbox_dn: 0.136328 loss_giou_dn: 0.295832 loss_class_aux_dn: 1.560573 loss_bbox_aux_dn: 0.817897 loss_giou_aux_dn: 1.714599 loss: 12.551618 eta: 1 day, 6:17:52 batch_cost: 0.3567 data_cost: 0.0015 ips: 11.2154 images/s [04/16 05:17:41] ppdet.engine INFO: Epoch: [54] [ 100/7329] learning_rate: 0.000100 loss_class: 0.545514 loss_bbox: 0.115967 loss_giou: 0.339196 loss_class_aux: 3.519919 loss_bbox_aux: 0.742447 loss_giou_aux: 2.101042 loss_class_dn: 0.278946 loss_bbox_dn: 0.122161 loss_giou_dn: 0.304729 loss_class_aux_dn: 1.533822 loss_bbox_aux_dn: 0.720632 loss_giou_aux_dn: 1.755147 loss: 12.520765 eta: 1 day, 6:17:16 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3370 images/s [04/16 05:18:21] ppdet.engine INFO: Epoch: [54] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565027 loss_bbox: 0.127323 loss_giou: 0.416852 loss_class_aux: 3.466101 loss_bbox_aux: 0.841892 loss_giou_aux: 2.634976 loss_class_dn: 0.338046 loss_bbox_dn: 0.121517 loss_giou_dn: 0.388862 loss_class_aux_dn: 1.811702 loss_bbox_aux_dn: 0.737054 loss_giou_aux_dn: 2.173726 loss: 14.406280 eta: 1 day, 6:16:41 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2971 images/s [04/16 05:19:00] ppdet.engine INFO: Epoch: [54] [ 300/7329] learning_rate: 0.000100 loss_class: 0.582833 loss_bbox: 0.134434 loss_giou: 0.369898 loss_class_aux: 3.750360 loss_bbox_aux: 0.839013 loss_giou_aux: 2.320605 loss_class_dn: 0.320482 loss_bbox_dn: 0.142059 loss_giou_dn: 0.351002 loss_class_aux_dn: 1.780045 loss_bbox_aux_dn: 0.844233 loss_giou_aux_dn: 1.965999 loss: 14.442149 eta: 1 day, 6:16:05 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3350 images/s [04/16 05:19:40] ppdet.engine INFO: Epoch: [54] [ 400/7329] learning_rate: 0.000100 loss_class: 0.579265 loss_bbox: 0.127969 loss_giou: 0.387015 loss_class_aux: 3.717004 loss_bbox_aux: 0.857933 loss_giou_aux: 2.378250 loss_class_dn: 0.335708 loss_bbox_dn: 0.120952 loss_giou_dn: 0.336461 loss_class_aux_dn: 1.785870 loss_bbox_aux_dn: 0.717304 loss_giou_aux_dn: 1.909600 loss: 14.537685 eta: 1 day, 6:15:30 batch_cost: 0.3545 data_cost: 0.0015 ips: 11.2847 images/s [04/16 05:20:19] ppdet.engine INFO: Epoch: [54] [ 500/7329] learning_rate: 0.000100 loss_class: 0.558927 loss_bbox: 0.123725 loss_giou: 0.398950 loss_class_aux: 3.530274 loss_bbox_aux: 0.858990 loss_giou_aux: 2.580177 loss_class_dn: 0.325567 loss_bbox_dn: 0.135706 loss_giou_dn: 0.394271 loss_class_aux_dn: 1.731696 loss_bbox_aux_dn: 0.823733 loss_giou_aux_dn: 2.196138 loss: 13.928835 eta: 1 day, 6:14:54 batch_cost: 0.3477 data_cost: 0.0013 ips: 11.5055 images/s [04/16 05:20:58] ppdet.engine INFO: Epoch: [54] [ 600/7329] learning_rate: 0.000100 loss_class: 0.582543 loss_bbox: 0.133610 loss_giou: 0.420508 loss_class_aux: 3.700716 loss_bbox_aux: 0.857614 loss_giou_aux: 2.628675 loss_class_dn: 0.334310 loss_bbox_dn: 0.133946 loss_giou_dn: 0.379440 loss_class_aux_dn: 1.808960 loss_bbox_aux_dn: 0.812806 loss_giou_aux_dn: 2.086013 loss: 14.176889 eta: 1 day, 6:14:19 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2148 images/s [04/16 05:21:38] ppdet.engine INFO: Epoch: [54] [ 700/7329] learning_rate: 0.000100 loss_class: 0.480339 loss_bbox: 0.111807 loss_giou: 0.342881 loss_class_aux: 3.115883 loss_bbox_aux: 0.749784 loss_giou_aux: 2.154456 loss_class_dn: 0.292133 loss_bbox_dn: 0.124113 loss_giou_dn: 0.304687 loss_class_aux_dn: 1.567362 loss_bbox_aux_dn: 0.748727 loss_giou_aux_dn: 1.690994 loss: 11.926225 eta: 1 day, 6:13:43 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2669 images/s [04/16 05:22:18] ppdet.engine INFO: Epoch: [54] [ 800/7329] learning_rate: 0.000100 loss_class: 0.521949 loss_bbox: 0.128795 loss_giou: 0.334554 loss_class_aux: 3.371938 loss_bbox_aux: 0.854042 loss_giou_aux: 2.115740 loss_class_dn: 0.299382 loss_bbox_dn: 0.130223 loss_giou_dn: 0.307168 loss_class_aux_dn: 1.605404 loss_bbox_aux_dn: 0.804758 loss_giou_aux_dn: 1.752540 loss: 12.549513 eta: 1 day, 6:13:08 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1765 images/s [04/16 05:22:57] ppdet.engine INFO: Epoch: [54] [ 900/7329] learning_rate: 0.000100 loss_class: 0.566473 loss_bbox: 0.133390 loss_giou: 0.340032 loss_class_aux: 3.688424 loss_bbox_aux: 0.888206 loss_giou_aux: 2.142739 loss_class_dn: 0.325027 loss_bbox_dn: 0.136743 loss_giou_dn: 0.323192 loss_class_aux_dn: 1.736118 loss_bbox_aux_dn: 0.844388 loss_giou_aux_dn: 1.846974 loss: 13.263673 eta: 1 day, 6:12:33 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2006 images/s [04/16 05:23:36] ppdet.engine INFO: Epoch: [54] [1000/7329] learning_rate: 0.000100 loss_class: 0.539993 loss_bbox: 0.116434 loss_giou: 0.350698 loss_class_aux: 3.383017 loss_bbox_aux: 0.763070 loss_giou_aux: 2.263589 loss_class_dn: 0.298326 loss_bbox_dn: 0.114685 loss_giou_dn: 0.333204 loss_class_aux_dn: 1.608451 loss_bbox_aux_dn: 0.732602 loss_giou_aux_dn: 1.889030 loss: 12.522335 eta: 1 day, 6:11:57 batch_cost: 0.3499 data_cost: 0.0014 ips: 11.4327 images/s [04/16 05:24:16] ppdet.engine INFO: Epoch: [54] [1100/7329] learning_rate: 0.000100 loss_class: 0.567042 loss_bbox: 0.141136 loss_giou: 0.387479 loss_class_aux: 3.561056 loss_bbox_aux: 0.916206 loss_giou_aux: 2.446805 loss_class_dn: 0.325734 loss_bbox_dn: 0.147918 loss_giou_dn: 0.361917 loss_class_aux_dn: 1.763758 loss_bbox_aux_dn: 0.891449 loss_giou_aux_dn: 2.011978 loss: 13.671225 eta: 1 day, 6:11:22 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2522 images/s [04/16 05:24:56] ppdet.engine INFO: Epoch: [54] [1200/7329] learning_rate: 0.000100 loss_class: 0.552931 loss_bbox: 0.139702 loss_giou: 0.410015 loss_class_aux: 3.658596 loss_bbox_aux: 0.909397 loss_giou_aux: 2.752543 loss_class_dn: 0.368152 loss_bbox_dn: 0.130421 loss_giou_dn: 0.410653 loss_class_aux_dn: 1.974868 loss_bbox_aux_dn: 0.793640 loss_giou_aux_dn: 2.299547 loss: 14.616231 eta: 1 day, 6:10:47 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2357 images/s [04/16 05:25:35] ppdet.engine INFO: Epoch: [54] [1300/7329] learning_rate: 0.000100 loss_class: 0.591628 loss_bbox: 0.121815 loss_giou: 0.403206 loss_class_aux: 3.657588 loss_bbox_aux: 0.778665 loss_giou_aux: 2.524093 loss_class_dn: 0.330593 loss_bbox_dn: 0.125065 loss_giou_dn: 0.369261 loss_class_aux_dn: 1.802617 loss_bbox_aux_dn: 0.751925 loss_giou_aux_dn: 2.067792 loss: 13.936466 eta: 1 day, 6:10:11 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2480 images/s [04/16 05:26:15] ppdet.engine INFO: Epoch: [54] [1400/7329] learning_rate: 0.000100 loss_class: 0.536000 loss_bbox: 0.124591 loss_giou: 0.389086 loss_class_aux: 3.468593 loss_bbox_aux: 0.825696 loss_giou_aux: 2.415200 loss_class_dn: 0.313845 loss_bbox_dn: 0.129820 loss_giou_dn: 0.322209 loss_class_aux_dn: 1.695228 loss_bbox_aux_dn: 0.794907 loss_giou_aux_dn: 1.832042 loss: 12.831064 eta: 1 day, 6:09:36 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2694 images/s [04/16 05:26:54] ppdet.engine INFO: Epoch: [54] [1500/7329] learning_rate: 0.000100 loss_class: 0.545740 loss_bbox: 0.133814 loss_giou: 0.315591 loss_class_aux: 3.468458 loss_bbox_aux: 0.876930 loss_giou_aux: 2.040688 loss_class_dn: 0.304371 loss_bbox_dn: 0.147021 loss_giou_dn: 0.338286 loss_class_aux_dn: 1.614810 loss_bbox_aux_dn: 0.852355 loss_giou_aux_dn: 1.907473 loss: 12.710281 eta: 1 day, 6:09:00 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2879 images/s [04/16 05:27:33] ppdet.engine INFO: Epoch: [54] [1600/7329] learning_rate: 0.000100 loss_class: 0.483689 loss_bbox: 0.114124 loss_giou: 0.282458 loss_class_aux: 3.206135 loss_bbox_aux: 0.755534 loss_giou_aux: 1.846971 loss_class_dn: 0.275702 loss_bbox_dn: 0.133215 loss_giou_dn: 0.269622 loss_class_aux_dn: 1.507043 loss_bbox_aux_dn: 0.783382 loss_giou_aux_dn: 1.539951 loss: 11.376774 eta: 1 day, 6:08:25 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3843 images/s [04/16 05:28:13] ppdet.engine INFO: Epoch: [54] [1700/7329] learning_rate: 0.000100 loss_class: 0.609562 loss_bbox: 0.134435 loss_giou: 0.443360 loss_class_aux: 4.061604 loss_bbox_aux: 0.902321 loss_giou_aux: 2.768926 loss_class_dn: 0.354372 loss_bbox_dn: 0.133225 loss_giou_dn: 0.392053 loss_class_aux_dn: 1.895730 loss_bbox_aux_dn: 0.778586 loss_giou_aux_dn: 2.209735 loss: 14.808331 eta: 1 day, 6:07:49 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2496 images/s [04/16 05:28:52] ppdet.engine INFO: Epoch: [54] [1800/7329] learning_rate: 0.000100 loss_class: 0.578249 loss_bbox: 0.124804 loss_giou: 0.372399 loss_class_aux: 3.706978 loss_bbox_aux: 0.790302 loss_giou_aux: 2.405488 loss_class_dn: 0.317410 loss_bbox_dn: 0.121598 loss_giou_dn: 0.348382 loss_class_aux_dn: 1.729227 loss_bbox_aux_dn: 0.748961 loss_giou_aux_dn: 1.999666 loss: 13.690582 eta: 1 day, 6:07:14 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2778 images/s [04/16 05:29:32] ppdet.engine INFO: Epoch: [54] [1900/7329] learning_rate: 0.000100 loss_class: 0.527612 loss_bbox: 0.133749 loss_giou: 0.361086 loss_class_aux: 3.443312 loss_bbox_aux: 0.861193 loss_giou_aux: 2.208001 loss_class_dn: 0.319718 loss_bbox_dn: 0.139746 loss_giou_dn: 0.323637 loss_class_aux_dn: 1.730770 loss_bbox_aux_dn: 0.821040 loss_giou_aux_dn: 1.794569 loss: 13.970768 eta: 1 day, 6:06:38 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3835 images/s [04/16 05:30:11] ppdet.engine INFO: Epoch: [54] [2000/7329] learning_rate: 0.000100 loss_class: 0.576850 loss_bbox: 0.144449 loss_giou: 0.383447 loss_class_aux: 3.694634 loss_bbox_aux: 0.931986 loss_giou_aux: 2.486267 loss_class_dn: 0.343096 loss_bbox_dn: 0.151655 loss_giou_dn: 0.387471 loss_class_aux_dn: 1.848862 loss_bbox_aux_dn: 0.887207 loss_giou_aux_dn: 2.110621 loss: 14.595230 eta: 1 day, 6:06:03 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3285 images/s [04/16 05:30:50] ppdet.engine INFO: Epoch: [54] [2100/7329] learning_rate: 0.000100 loss_class: 0.598100 loss_bbox: 0.120710 loss_giou: 0.332700 loss_class_aux: 3.686251 loss_bbox_aux: 0.832392 loss_giou_aux: 2.128042 loss_class_dn: 0.322943 loss_bbox_dn: 0.142122 loss_giou_dn: 0.326588 loss_class_aux_dn: 1.754583 loss_bbox_aux_dn: 0.874715 loss_giou_aux_dn: 1.846539 loss: 13.771732 eta: 1 day, 6:05:27 batch_cost: 0.3500 data_cost: 0.0013 ips: 11.4296 images/s [04/16 05:31:29] ppdet.engine INFO: Epoch: [54] [2200/7329] learning_rate: 0.000100 loss_class: 0.607297 loss_bbox: 0.143854 loss_giou: 0.388512 loss_class_aux: 3.783730 loss_bbox_aux: 0.932933 loss_giou_aux: 2.455233 loss_class_dn: 0.343930 loss_bbox_dn: 0.142314 loss_giou_dn: 0.379954 loss_class_aux_dn: 1.834515 loss_bbox_aux_dn: 0.854880 loss_giou_aux_dn: 2.144141 loss: 15.183393 eta: 1 day, 6:04:51 batch_cost: 0.3492 data_cost: 0.0013 ips: 11.4531 images/s [04/16 05:32:08] ppdet.engine INFO: Epoch: [54] [2300/7329] learning_rate: 0.000100 loss_class: 0.609684 loss_bbox: 0.144195 loss_giou: 0.474423 loss_class_aux: 3.942722 loss_bbox_aux: 0.980880 loss_giou_aux: 2.942100 loss_class_dn: 0.367028 loss_bbox_dn: 0.145834 loss_giou_dn: 0.414434 loss_class_aux_dn: 2.013701 loss_bbox_aux_dn: 0.929088 loss_giou_aux_dn: 2.281964 loss: 15.637499 eta: 1 day, 6:04:15 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3869 images/s [04/16 05:32:47] ppdet.engine INFO: Epoch: [54] [2400/7329] learning_rate: 0.000100 loss_class: 0.541742 loss_bbox: 0.125993 loss_giou: 0.376617 loss_class_aux: 3.565531 loss_bbox_aux: 0.816832 loss_giou_aux: 2.271197 loss_class_dn: 0.303477 loss_bbox_dn: 0.123816 loss_giou_dn: 0.352147 loss_class_aux_dn: 1.636152 loss_bbox_aux_dn: 0.759931 loss_giou_aux_dn: 1.964016 loss: 13.074926 eta: 1 day, 6:03:40 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2856 images/s [04/16 05:33:27] ppdet.engine INFO: Epoch: [54] [2500/7329] learning_rate: 0.000100 loss_class: 0.586229 loss_bbox: 0.129940 loss_giou: 0.385329 loss_class_aux: 3.683324 loss_bbox_aux: 0.879080 loss_giou_aux: 2.512018 loss_class_dn: 0.337354 loss_bbox_dn: 0.141407 loss_giou_dn: 0.402794 loss_class_aux_dn: 1.761218 loss_bbox_aux_dn: 0.839121 loss_giou_aux_dn: 2.213744 loss: 13.485098 eta: 1 day, 6:03:05 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3435 images/s [04/16 05:34:06] ppdet.engine INFO: Epoch: [54] [2600/7329] learning_rate: 0.000100 loss_class: 0.612520 loss_bbox: 0.139373 loss_giou: 0.391488 loss_class_aux: 3.895039 loss_bbox_aux: 0.909189 loss_giou_aux: 2.460076 loss_class_dn: 0.341895 loss_bbox_dn: 0.144429 loss_giou_dn: 0.379275 loss_class_aux_dn: 1.863304 loss_bbox_aux_dn: 0.848733 loss_giou_aux_dn: 2.119383 loss: 14.255733 eta: 1 day, 6:02:29 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2978 images/s [04/16 05:34:46] ppdet.engine INFO: Epoch: [54] [2700/7329] learning_rate: 0.000100 loss_class: 0.535973 loss_bbox: 0.129229 loss_giou: 0.330778 loss_class_aux: 3.485689 loss_bbox_aux: 0.830524 loss_giou_aux: 2.043179 loss_class_dn: 0.303020 loss_bbox_dn: 0.129859 loss_giou_dn: 0.309970 loss_class_aux_dn: 1.607182 loss_bbox_aux_dn: 0.824935 loss_giou_aux_dn: 1.728304 loss: 12.151810 eta: 1 day, 6:01:54 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2898 images/s [04/16 05:35:25] ppdet.engine INFO: Epoch: [54] [2800/7329] learning_rate: 0.000100 loss_class: 0.670689 loss_bbox: 0.144305 loss_giou: 0.491333 loss_class_aux: 4.287675 loss_bbox_aux: 0.976070 loss_giou_aux: 3.167172 loss_class_dn: 0.388765 loss_bbox_dn: 0.161554 loss_giou_dn: 0.436940 loss_class_aux_dn: 2.059211 loss_bbox_aux_dn: 0.955593 loss_giou_aux_dn: 2.435895 loss: 16.278648 eta: 1 day, 6:01:18 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3025 images/s [04/16 05:36:05] ppdet.engine INFO: Epoch: [54] [2900/7329] learning_rate: 0.000100 loss_class: 0.547197 loss_bbox: 0.117753 loss_giou: 0.351566 loss_class_aux: 3.412083 loss_bbox_aux: 0.786611 loss_giou_aux: 2.140895 loss_class_dn: 0.307860 loss_bbox_dn: 0.128224 loss_giou_dn: 0.320380 loss_class_aux_dn: 1.659804 loss_bbox_aux_dn: 0.767587 loss_giou_aux_dn: 1.760983 loss: 12.482549 eta: 1 day, 6:00:43 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2558 images/s [04/16 05:36:44] ppdet.engine INFO: Epoch: [54] [3000/7329] learning_rate: 0.000100 loss_class: 0.599968 loss_bbox: 0.120820 loss_giou: 0.402213 loss_class_aux: 3.853232 loss_bbox_aux: 0.819536 loss_giou_aux: 2.570075 loss_class_dn: 0.327525 loss_bbox_dn: 0.123424 loss_giou_dn: 0.371961 loss_class_aux_dn: 1.797880 loss_bbox_aux_dn: 0.735835 loss_giou_aux_dn: 2.108394 loss: 13.953998 eta: 1 day, 6:00:07 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3988 images/s [04/16 05:37:23] ppdet.engine INFO: Epoch: [54] [3100/7329] learning_rate: 0.000100 loss_class: 0.523611 loss_bbox: 0.124108 loss_giou: 0.382839 loss_class_aux: 3.325232 loss_bbox_aux: 0.782233 loss_giou_aux: 2.328921 loss_class_dn: 0.311564 loss_bbox_dn: 0.118476 loss_giou_dn: 0.344357 loss_class_aux_dn: 1.675508 loss_bbox_aux_dn: 0.745112 loss_giou_aux_dn: 1.976744 loss: 13.128559 eta: 1 day, 5:59:31 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3622 images/s [04/16 05:38:02] ppdet.engine INFO: Epoch: [54] [3200/7329] learning_rate: 0.000100 loss_class: 0.550437 loss_bbox: 0.120296 loss_giou: 0.385447 loss_class_aux: 3.485410 loss_bbox_aux: 0.804071 loss_giou_aux: 2.457958 loss_class_dn: 0.317786 loss_bbox_dn: 0.125051 loss_giou_dn: 0.355603 loss_class_aux_dn: 1.695042 loss_bbox_aux_dn: 0.786769 loss_giou_aux_dn: 2.009577 loss: 13.653823 eta: 1 day, 5:58:55 batch_cost: 0.3467 data_cost: 0.0013 ips: 11.5384 images/s [04/16 05:38:41] ppdet.engine INFO: Epoch: [54] [3300/7329] learning_rate: 0.000100 loss_class: 0.515108 loss_bbox: 0.114300 loss_giou: 0.378349 loss_class_aux: 3.291388 loss_bbox_aux: 0.743902 loss_giou_aux: 2.423014 loss_class_dn: 0.312595 loss_bbox_dn: 0.114890 loss_giou_dn: 0.351021 loss_class_aux_dn: 1.683417 loss_bbox_aux_dn: 0.676202 loss_giou_aux_dn: 2.058307 loss: 12.705375 eta: 1 day, 5:58:20 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2730 images/s [04/16 05:39:20] ppdet.engine INFO: Epoch: [54] [3400/7329] learning_rate: 0.000100 loss_class: 0.537478 loss_bbox: 0.112638 loss_giou: 0.332654 loss_class_aux: 3.461830 loss_bbox_aux: 0.768906 loss_giou_aux: 2.133190 loss_class_dn: 0.292120 loss_bbox_dn: 0.140234 loss_giou_dn: 0.301898 loss_class_aux_dn: 1.614470 loss_bbox_aux_dn: 0.791476 loss_giou_aux_dn: 1.733275 loss: 12.348478 eta: 1 day, 5:57:44 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3592 images/s [04/16 05:40:00] ppdet.engine INFO: Epoch: [54] [3500/7329] learning_rate: 0.000100 loss_class: 0.559100 loss_bbox: 0.131340 loss_giou: 0.417835 loss_class_aux: 3.497557 loss_bbox_aux: 0.861068 loss_giou_aux: 2.644061 loss_class_dn: 0.329882 loss_bbox_dn: 0.123005 loss_giou_dn: 0.380089 loss_class_aux_dn: 1.776305 loss_bbox_aux_dn: 0.741517 loss_giou_aux_dn: 2.119821 loss: 13.769516 eta: 1 day, 5:57:09 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3499 images/s [04/16 05:40:39] ppdet.engine INFO: Epoch: [54] [3600/7329] learning_rate: 0.000100 loss_class: 0.548920 loss_bbox: 0.118055 loss_giou: 0.328463 loss_class_aux: 3.585688 loss_bbox_aux: 0.775719 loss_giou_aux: 2.019573 loss_class_dn: 0.297444 loss_bbox_dn: 0.123238 loss_giou_dn: 0.317036 loss_class_aux_dn: 1.613505 loss_bbox_aux_dn: 0.704232 loss_giou_aux_dn: 1.803188 loss: 12.513662 eta: 1 day, 5:56:33 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2883 images/s [04/16 05:41:18] ppdet.engine INFO: Epoch: [54] [3700/7329] learning_rate: 0.000100 loss_class: 0.501635 loss_bbox: 0.117873 loss_giou: 0.326554 loss_class_aux: 3.330869 loss_bbox_aux: 0.789847 loss_giou_aux: 2.041228 loss_class_dn: 0.287605 loss_bbox_dn: 0.128394 loss_giou_dn: 0.301069 loss_class_aux_dn: 1.605090 loss_bbox_aux_dn: 0.765896 loss_giou_aux_dn: 1.636388 loss: 11.880934 eta: 1 day, 5:55:58 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4144 images/s [04/16 05:41:58] ppdet.engine INFO: Epoch: [54] [3800/7329] learning_rate: 0.000100 loss_class: 0.574644 loss_bbox: 0.127015 loss_giou: 0.345859 loss_class_aux: 3.697043 loss_bbox_aux: 0.820946 loss_giou_aux: 2.236535 loss_class_dn: 0.309057 loss_bbox_dn: 0.142619 loss_giou_dn: 0.339981 loss_class_aux_dn: 1.680275 loss_bbox_aux_dn: 0.861222 loss_giou_aux_dn: 1.895299 loss: 13.254807 eta: 1 day, 5:55:22 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3316 images/s [04/16 05:42:36] ppdet.engine INFO: Epoch: [54] [3900/7329] learning_rate: 0.000100 loss_class: 0.498168 loss_bbox: 0.121463 loss_giou: 0.325288 loss_class_aux: 3.186437 loss_bbox_aux: 0.809613 loss_giou_aux: 2.095714 loss_class_dn: 0.284568 loss_bbox_dn: 0.115633 loss_giou_dn: 0.298729 loss_class_aux_dn: 1.577347 loss_bbox_aux_dn: 0.701229 loss_giou_aux_dn: 1.628702 loss: 11.842411 eta: 1 day, 5:54:46 batch_cost: 0.3482 data_cost: 0.0013 ips: 11.4876 images/s [04/16 05:43:16] ppdet.engine INFO: Epoch: [54] [4000/7329] learning_rate: 0.000100 loss_class: 0.494727 loss_bbox: 0.123696 loss_giou: 0.300240 loss_class_aux: 3.224837 loss_bbox_aux: 0.810982 loss_giou_aux: 1.836266 loss_class_dn: 0.283169 loss_bbox_dn: 0.120359 loss_giou_dn: 0.283114 loss_class_aux_dn: 1.532932 loss_bbox_aux_dn: 0.725827 loss_giou_aux_dn: 1.566222 loss: 12.091326 eta: 1 day, 5:54:11 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3587 images/s [04/16 05:43:55] ppdet.engine INFO: Epoch: [54] [4100/7329] learning_rate: 0.000100 loss_class: 0.574783 loss_bbox: 0.128584 loss_giou: 0.396149 loss_class_aux: 3.583485 loss_bbox_aux: 0.833759 loss_giou_aux: 2.562122 loss_class_dn: 0.334550 loss_bbox_dn: 0.120822 loss_giou_dn: 0.344144 loss_class_aux_dn: 1.780819 loss_bbox_aux_dn: 0.744713 loss_giou_aux_dn: 1.949314 loss: 13.774540 eta: 1 day, 5:53:35 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4206 images/s [04/16 05:44:34] ppdet.engine INFO: Epoch: [54] [4200/7329] learning_rate: 0.000100 loss_class: 0.517097 loss_bbox: 0.125621 loss_giou: 0.309725 loss_class_aux: 3.283197 loss_bbox_aux: 0.825401 loss_giou_aux: 1.983895 loss_class_dn: 0.285661 loss_bbox_dn: 0.126815 loss_giou_dn: 0.279279 loss_class_aux_dn: 1.584357 loss_bbox_aux_dn: 0.745374 loss_giou_aux_dn: 1.564064 loss: 12.092097 eta: 1 day, 5:52:59 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3493 images/s [04/16 05:45:14] ppdet.engine INFO: Epoch: [54] [4300/7329] learning_rate: 0.000100 loss_class: 0.557991 loss_bbox: 0.137551 loss_giou: 0.337786 loss_class_aux: 3.533227 loss_bbox_aux: 0.879839 loss_giou_aux: 2.187656 loss_class_dn: 0.317865 loss_bbox_dn: 0.134470 loss_giou_dn: 0.343813 loss_class_aux_dn: 1.700111 loss_bbox_aux_dn: 0.794964 loss_giou_aux_dn: 1.897002 loss: 13.446188 eta: 1 day, 5:52:24 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2593 images/s [04/16 05:45:53] ppdet.engine INFO: Epoch: [54] [4400/7329] learning_rate: 0.000100 loss_class: 0.480869 loss_bbox: 0.118630 loss_giou: 0.326602 loss_class_aux: 3.149434 loss_bbox_aux: 0.787145 loss_giou_aux: 2.029509 loss_class_dn: 0.278337 loss_bbox_dn: 0.122984 loss_giou_dn: 0.297483 loss_class_aux_dn: 1.534345 loss_bbox_aux_dn: 0.754888 loss_giou_aux_dn: 1.675360 loss: 11.871901 eta: 1 day, 5:51:48 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3441 images/s [04/16 05:46:33] ppdet.engine INFO: Epoch: [54] [4500/7329] learning_rate: 0.000100 loss_class: 0.596159 loss_bbox: 0.128801 loss_giou: 0.419784 loss_class_aux: 3.661431 loss_bbox_aux: 0.842544 loss_giou_aux: 2.731229 loss_class_dn: 0.331398 loss_bbox_dn: 0.125243 loss_giou_dn: 0.418195 loss_class_aux_dn: 1.788614 loss_bbox_aux_dn: 0.753436 loss_giou_aux_dn: 2.268103 loss: 14.689260 eta: 1 day, 5:51:13 batch_cost: 0.3580 data_cost: 0.0013 ips: 11.1733 images/s [04/16 05:47:12] ppdet.engine INFO: Epoch: [54] [4600/7329] learning_rate: 0.000100 loss_class: 0.562810 loss_bbox: 0.114609 loss_giou: 0.352169 loss_class_aux: 3.538280 loss_bbox_aux: 0.773666 loss_giou_aux: 2.249682 loss_class_dn: 0.318962 loss_bbox_dn: 0.122158 loss_giou_dn: 0.330874 loss_class_aux_dn: 1.723240 loss_bbox_aux_dn: 0.719849 loss_giou_aux_dn: 1.904436 loss: 13.240039 eta: 1 day, 5:50:38 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3680 images/s [04/16 05:47:51] ppdet.engine INFO: Epoch: [54] [4700/7329] learning_rate: 0.000100 loss_class: 0.532467 loss_bbox: 0.134440 loss_giou: 0.305999 loss_class_aux: 3.348833 loss_bbox_aux: 0.878622 loss_giou_aux: 1.973472 loss_class_dn: 0.280452 loss_bbox_dn: 0.138116 loss_giou_dn: 0.307581 loss_class_aux_dn: 1.551889 loss_bbox_aux_dn: 0.813612 loss_giou_aux_dn: 1.730697 loss: 12.087045 eta: 1 day, 5:50:02 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3342 images/s [04/16 05:48:31] ppdet.engine INFO: Epoch: [54] [4800/7329] learning_rate: 0.000100 loss_class: 0.511194 loss_bbox: 0.121690 loss_giou: 0.318547 loss_class_aux: 3.322749 loss_bbox_aux: 0.776347 loss_giou_aux: 1.985120 loss_class_dn: 0.291677 loss_bbox_dn: 0.131038 loss_giou_dn: 0.311705 loss_class_aux_dn: 1.566365 loss_bbox_aux_dn: 0.811605 loss_giou_aux_dn: 1.756685 loss: 12.702544 eta: 1 day, 5:49:27 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3182 images/s [04/16 05:49:10] ppdet.engine INFO: Epoch: [54] [4900/7329] learning_rate: 0.000100 loss_class: 0.590821 loss_bbox: 0.129027 loss_giou: 0.354272 loss_class_aux: 3.925985 loss_bbox_aux: 0.887324 loss_giou_aux: 2.192220 loss_class_dn: 0.328028 loss_bbox_dn: 0.133944 loss_giou_dn: 0.329545 loss_class_aux_dn: 1.841472 loss_bbox_aux_dn: 0.804767 loss_giou_aux_dn: 1.879743 loss: 13.953339 eta: 1 day, 5:48:51 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2022 images/s [04/16 05:49:50] ppdet.engine INFO: Epoch: [54] [5000/7329] learning_rate: 0.000100 loss_class: 0.546051 loss_bbox: 0.119401 loss_giou: 0.359280 loss_class_aux: 3.350938 loss_bbox_aux: 0.793936 loss_giou_aux: 2.310187 loss_class_dn: 0.317267 loss_bbox_dn: 0.124100 loss_giou_dn: 0.341062 loss_class_aux_dn: 1.711951 loss_bbox_aux_dn: 0.744880 loss_giou_aux_dn: 1.924110 loss: 12.909807 eta: 1 day, 5:48:16 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2337 images/s [04/16 05:50:29] ppdet.engine INFO: Epoch: [54] [5100/7329] learning_rate: 0.000100 loss_class: 0.531835 loss_bbox: 0.120803 loss_giou: 0.378808 loss_class_aux: 3.434006 loss_bbox_aux: 0.793208 loss_giou_aux: 2.420667 loss_class_dn: 0.322707 loss_bbox_dn: 0.128929 loss_giou_dn: 0.357794 loss_class_aux_dn: 1.747870 loss_bbox_aux_dn: 0.794594 loss_giou_aux_dn: 1.977584 loss: 13.900523 eta: 1 day, 5:47:40 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3766 images/s [04/16 05:51:09] ppdet.engine INFO: Epoch: [54] [5200/7329] learning_rate: 0.000100 loss_class: 0.536184 loss_bbox: 0.136137 loss_giou: 0.342311 loss_class_aux: 3.393109 loss_bbox_aux: 0.843697 loss_giou_aux: 2.179239 loss_class_dn: 0.301127 loss_bbox_dn: 0.132296 loss_giou_dn: 0.337970 loss_class_aux_dn: 1.654102 loss_bbox_aux_dn: 0.770139 loss_giou_aux_dn: 1.864161 loss: 12.997542 eta: 1 day, 5:47:05 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2859 images/s [04/16 05:51:48] ppdet.engine INFO: Epoch: [54] [5300/7329] learning_rate: 0.000100 loss_class: 0.583425 loss_bbox: 0.127315 loss_giou: 0.360733 loss_class_aux: 3.635849 loss_bbox_aux: 0.852700 loss_giou_aux: 2.273388 loss_class_dn: 0.328444 loss_bbox_dn: 0.141861 loss_giou_dn: 0.343298 loss_class_aux_dn: 1.782749 loss_bbox_aux_dn: 0.829709 loss_giou_aux_dn: 1.932871 loss: 13.608094 eta: 1 day, 5:46:30 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3170 images/s [04/16 05:52:28] ppdet.engine INFO: Epoch: [54] [5400/7329] learning_rate: 0.000100 loss_class: 0.657166 loss_bbox: 0.138930 loss_giou: 0.445956 loss_class_aux: 4.137949 loss_bbox_aux: 0.870951 loss_giou_aux: 2.760242 loss_class_dn: 0.352683 loss_bbox_dn: 0.141079 loss_giou_dn: 0.397925 loss_class_aux_dn: 1.930201 loss_bbox_aux_dn: 0.823444 loss_giou_aux_dn: 2.218657 loss: 15.452955 eta: 1 day, 5:45:54 batch_cost: 0.3574 data_cost: 0.0013 ips: 11.1918 images/s [04/16 05:53:07] ppdet.engine INFO: Epoch: [54] [5500/7329] learning_rate: 0.000100 loss_class: 0.577444 loss_bbox: 0.121417 loss_giou: 0.364932 loss_class_aux: 3.594183 loss_bbox_aux: 0.818565 loss_giou_aux: 2.376990 loss_class_dn: 0.324206 loss_bbox_dn: 0.130427 loss_giou_dn: 0.349138 loss_class_aux_dn: 1.755536 loss_bbox_aux_dn: 0.771039 loss_giou_aux_dn: 1.933876 loss: 13.099243 eta: 1 day, 5:45:19 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3315 images/s [04/16 05:53:46] ppdet.engine INFO: Epoch: [54] [5600/7329] learning_rate: 0.000100 loss_class: 0.519223 loss_bbox: 0.113808 loss_giou: 0.343341 loss_class_aux: 3.397585 loss_bbox_aux: 0.784835 loss_giou_aux: 2.136922 loss_class_dn: 0.300902 loss_bbox_dn: 0.125516 loss_giou_dn: 0.304148 loss_class_aux_dn: 1.614844 loss_bbox_aux_dn: 0.745485 loss_giou_aux_dn: 1.685909 loss: 12.721033 eta: 1 day, 5:44:43 batch_cost: 0.3483 data_cost: 0.0013 ips: 11.4835 images/s [04/16 05:54:26] ppdet.engine INFO: Epoch: [54] [5700/7329] learning_rate: 0.000100 loss_class: 0.463748 loss_bbox: 0.128650 loss_giou: 0.316985 loss_class_aux: 3.028805 loss_bbox_aux: 0.847522 loss_giou_aux: 1.980108 loss_class_dn: 0.281978 loss_bbox_dn: 0.127100 loss_giou_dn: 0.311796 loss_class_aux_dn: 1.492244 loss_bbox_aux_dn: 0.758742 loss_giou_aux_dn: 1.760099 loss: 12.256512 eta: 1 day, 5:44:08 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2011 images/s [04/16 05:55:05] ppdet.engine INFO: Epoch: [54] [5800/7329] learning_rate: 0.000100 loss_class: 0.557125 loss_bbox: 0.130581 loss_giou: 0.368088 loss_class_aux: 3.602168 loss_bbox_aux: 0.827150 loss_giou_aux: 2.340343 loss_class_dn: 0.329115 loss_bbox_dn: 0.123711 loss_giou_dn: 0.342338 loss_class_aux_dn: 1.717713 loss_bbox_aux_dn: 0.771994 loss_giou_aux_dn: 1.918787 loss: 13.748299 eta: 1 day, 5:43:32 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2765 images/s [04/16 05:55:44] ppdet.engine INFO: Epoch: [54] [5900/7329] learning_rate: 0.000100 loss_class: 0.521801 loss_bbox: 0.135972 loss_giou: 0.360844 loss_class_aux: 3.455984 loss_bbox_aux: 0.861286 loss_giou_aux: 2.223825 loss_class_dn: 0.317777 loss_bbox_dn: 0.130418 loss_giou_dn: 0.341567 loss_class_aux_dn: 1.704059 loss_bbox_aux_dn: 0.774149 loss_giou_aux_dn: 1.911862 loss: 13.272787 eta: 1 day, 5:42:57 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3251 images/s [04/16 05:56:24] ppdet.engine INFO: Epoch: [54] [6000/7329] learning_rate: 0.000100 loss_class: 0.592956 loss_bbox: 0.130920 loss_giou: 0.387786 loss_class_aux: 3.665206 loss_bbox_aux: 0.880855 loss_giou_aux: 2.476510 loss_class_dn: 0.325491 loss_bbox_dn: 0.135981 loss_giou_dn: 0.337862 loss_class_aux_dn: 1.752323 loss_bbox_aux_dn: 0.810835 loss_giou_aux_dn: 1.874793 loss: 13.626413 eta: 1 day, 5:42:21 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3286 images/s [04/16 05:57:03] ppdet.engine INFO: Epoch: [54] [6100/7329] learning_rate: 0.000100 loss_class: 0.606447 loss_bbox: 0.143186 loss_giou: 0.394611 loss_class_aux: 3.774414 loss_bbox_aux: 0.938434 loss_giou_aux: 2.515666 loss_class_dn: 0.332291 loss_bbox_dn: 0.152731 loss_giou_dn: 0.368244 loss_class_aux_dn: 1.794401 loss_bbox_aux_dn: 0.890512 loss_giou_aux_dn: 2.050423 loss: 14.520625 eta: 1 day, 5:41:45 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4423 images/s [04/16 05:57:42] ppdet.engine INFO: Epoch: [54] [6200/7329] learning_rate: 0.000100 loss_class: 0.609050 loss_bbox: 0.140664 loss_giou: 0.410799 loss_class_aux: 3.941259 loss_bbox_aux: 0.905622 loss_giou_aux: 2.620096 loss_class_dn: 0.365025 loss_bbox_dn: 0.143031 loss_giou_dn: 0.372373 loss_class_aux_dn: 1.970995 loss_bbox_aux_dn: 0.877811 loss_giou_aux_dn: 2.085439 loss: 14.989484 eta: 1 day, 5:41:10 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2744 images/s [04/16 05:58:22] ppdet.engine INFO: Epoch: [54] [6300/7329] learning_rate: 0.000100 loss_class: 0.585416 loss_bbox: 0.130464 loss_giou: 0.365299 loss_class_aux: 3.580800 loss_bbox_aux: 0.870126 loss_giou_aux: 2.279680 loss_class_dn: 0.317751 loss_bbox_dn: 0.141247 loss_giou_dn: 0.355536 loss_class_aux_dn: 1.689099 loss_bbox_aux_dn: 0.829281 loss_giou_aux_dn: 2.021301 loss: 14.139875 eta: 1 day, 5:40:35 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3190 images/s [04/16 05:59:01] ppdet.engine INFO: Epoch: [54] [6400/7329] learning_rate: 0.000100 loss_class: 0.653756 loss_bbox: 0.133376 loss_giou: 0.489032 loss_class_aux: 4.225492 loss_bbox_aux: 0.895444 loss_giou_aux: 2.995845 loss_class_dn: 0.361954 loss_bbox_dn: 0.131667 loss_giou_dn: 0.425636 loss_class_aux_dn: 1.933040 loss_bbox_aux_dn: 0.792339 loss_giou_aux_dn: 2.361287 loss: 15.486239 eta: 1 day, 5:39:59 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4121 images/s [04/16 05:59:40] ppdet.engine INFO: Epoch: [54] [6500/7329] learning_rate: 0.000100 loss_class: 0.560176 loss_bbox: 0.129527 loss_giou: 0.410625 loss_class_aux: 3.611725 loss_bbox_aux: 0.842145 loss_giou_aux: 2.501825 loss_class_dn: 0.309393 loss_bbox_dn: 0.140306 loss_giou_dn: 0.368683 loss_class_aux_dn: 1.681868 loss_bbox_aux_dn: 0.828020 loss_giou_aux_dn: 2.118934 loss: 13.272745 eta: 1 day, 5:39:24 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2414 images/s [04/16 06:00:20] ppdet.engine INFO: Epoch: [54] [6600/7329] learning_rate: 0.000100 loss_class: 0.547058 loss_bbox: 0.134407 loss_giou: 0.381714 loss_class_aux: 3.707880 loss_bbox_aux: 0.847714 loss_giou_aux: 2.404287 loss_class_dn: 0.339828 loss_bbox_dn: 0.148783 loss_giou_dn: 0.380471 loss_class_aux_dn: 1.818806 loss_bbox_aux_dn: 0.878662 loss_giou_aux_dn: 2.154214 loss: 14.112644 eta: 1 day, 5:38:48 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1847 images/s [04/16 06:00:59] ppdet.engine INFO: Epoch: [54] [6700/7329] learning_rate: 0.000100 loss_class: 0.555505 loss_bbox: 0.124204 loss_giou: 0.392398 loss_class_aux: 3.638878 loss_bbox_aux: 0.813575 loss_giou_aux: 2.474547 loss_class_dn: 0.331979 loss_bbox_dn: 0.128555 loss_giou_dn: 0.341932 loss_class_aux_dn: 1.780955 loss_bbox_aux_dn: 0.775940 loss_giou_aux_dn: 1.911548 loss: 13.925634 eta: 1 day, 5:38:13 batch_cost: 0.3514 data_cost: 0.0012 ips: 11.3846 images/s [04/16 06:01:39] ppdet.engine INFO: Epoch: [54] [6800/7329] learning_rate: 0.000100 loss_class: 0.612554 loss_bbox: 0.128354 loss_giou: 0.358695 loss_class_aux: 3.855823 loss_bbox_aux: 0.841161 loss_giou_aux: 2.235368 loss_class_dn: 0.324124 loss_bbox_dn: 0.140602 loss_giou_dn: 0.341805 loss_class_aux_dn: 1.755026 loss_bbox_aux_dn: 0.875687 loss_giou_aux_dn: 1.911295 loss: 14.100404 eta: 1 day, 5:37:37 batch_cost: 0.3573 data_cost: 0.0014 ips: 11.1961 images/s [04/16 06:02:19] ppdet.engine INFO: Epoch: [54] [6900/7329] learning_rate: 0.000100 loss_class: 0.619528 loss_bbox: 0.129321 loss_giou: 0.390918 loss_class_aux: 3.877556 loss_bbox_aux: 0.896009 loss_giou_aux: 2.418647 loss_class_dn: 0.340962 loss_bbox_dn: 0.165618 loss_giou_dn: 0.388100 loss_class_aux_dn: 1.859160 loss_bbox_aux_dn: 0.970149 loss_giou_aux_dn: 2.172647 loss: 13.731800 eta: 1 day, 5:37:02 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2629 images/s [04/16 06:02:58] ppdet.engine INFO: Epoch: [54] [7000/7329] learning_rate: 0.000100 loss_class: 0.547175 loss_bbox: 0.136604 loss_giou: 0.396284 loss_class_aux: 3.436392 loss_bbox_aux: 0.869442 loss_giou_aux: 2.414468 loss_class_dn: 0.327861 loss_bbox_dn: 0.144805 loss_giou_dn: 0.363303 loss_class_aux_dn: 1.748923 loss_bbox_aux_dn: 0.872633 loss_giou_aux_dn: 2.074116 loss: 13.882401 eta: 1 day, 5:36:26 batch_cost: 0.3502 data_cost: 0.0012 ips: 11.4225 images/s [04/16 06:03:37] ppdet.engine INFO: Epoch: [54] [7100/7329] learning_rate: 0.000100 loss_class: 0.585784 loss_bbox: 0.131364 loss_giou: 0.318152 loss_class_aux: 3.753912 loss_bbox_aux: 0.844728 loss_giou_aux: 2.071764 loss_class_dn: 0.311024 loss_bbox_dn: 0.138303 loss_giou_dn: 0.309156 loss_class_aux_dn: 1.697010 loss_bbox_aux_dn: 0.820658 loss_giou_aux_dn: 1.789133 loss: 13.308056 eta: 1 day, 5:35:51 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2717 images/s [04/16 06:04:16] ppdet.engine INFO: Epoch: [54] [7200/7329] learning_rate: 0.000100 loss_class: 0.539693 loss_bbox: 0.123157 loss_giou: 0.321061 loss_class_aux: 3.399919 loss_bbox_aux: 0.827759 loss_giou_aux: 2.063050 loss_class_dn: 0.288359 loss_bbox_dn: 0.125542 loss_giou_dn: 0.302563 loss_class_aux_dn: 1.560233 loss_bbox_aux_dn: 0.723125 loss_giou_aux_dn: 1.710408 loss: 12.047209 eta: 1 day, 5:35:15 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4218 images/s [04/16 06:04:55] ppdet.engine INFO: Epoch: [54] [7300/7329] learning_rate: 0.000100 loss_class: 0.518080 loss_bbox: 0.115732 loss_giou: 0.336242 loss_class_aux: 3.258779 loss_bbox_aux: 0.792686 loss_giou_aux: 2.219501 loss_class_dn: 0.294837 loss_bbox_dn: 0.109530 loss_giou_dn: 0.337364 loss_class_aux_dn: 1.584000 loss_bbox_aux_dn: 0.698287 loss_giou_aux_dn: 1.889942 loss: 12.951700 eta: 1 day, 5:34:40 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3392 images/s [04/16 06:05:09] ppdet.engine INFO: Eval iter: 0 [04/16 06:05:21] ppdet.engine INFO: Eval iter: 100 [04/16 06:05:34] ppdet.engine INFO: Eval iter: 200 [04/16 06:05:46] ppdet.engine INFO: Eval iter: 300 [04/16 06:05:58] ppdet.engine INFO: Eval iter: 400 [04/16 06:06:10] ppdet.engine INFO: Eval iter: 500 [04/16 06:06:23] ppdet.engine INFO: Eval iter: 600 [04/16 06:06:45] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/16 06:06:45] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.62s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.55s). Accumulating evaluation results... DONE (t=16.51s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.594 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.733 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 ] = 0.782 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 06:08:29] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.14412773891594 [04/16 06:08:29] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 06:08:30] ppdet.engine INFO: Epoch: [55] [ 0/7329] learning_rate: 0.000100 loss_class: 0.547022 loss_bbox: 0.128804 loss_giou: 0.357952 loss_class_aux: 3.501599 loss_bbox_aux: 0.869567 loss_giou_aux: 2.219501 loss_class_dn: 0.315370 loss_bbox_dn: 0.122550 loss_giou_dn: 0.346681 loss_class_aux_dn: 1.717070 loss_bbox_aux_dn: 0.753253 loss_giou_aux_dn: 1.936611 loss: 13.672737 eta: 1 day, 5:34:29 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3311 images/s [04/16 06:09:10] ppdet.engine INFO: Epoch: [55] [ 100/7329] learning_rate: 0.000100 loss_class: 0.551146 loss_bbox: 0.127885 loss_giou: 0.343119 loss_class_aux: 3.555871 loss_bbox_aux: 0.848138 loss_giou_aux: 2.221147 loss_class_dn: 0.321293 loss_bbox_dn: 0.136704 loss_giou_dn: 0.341609 loss_class_aux_dn: 1.728647 loss_bbox_aux_dn: 0.789175 loss_giou_aux_dn: 1.911599 loss: 13.621037 eta: 1 day, 5:33:54 batch_cost: 0.3532 data_cost: 0.0015 ips: 11.3238 images/s [04/16 06:09:49] ppdet.engine INFO: Epoch: [55] [ 200/7329] learning_rate: 0.000100 loss_class: 0.571888 loss_bbox: 0.131386 loss_giou: 0.380724 loss_class_aux: 3.619013 loss_bbox_aux: 0.829507 loss_giou_aux: 2.444122 loss_class_dn: 0.354033 loss_bbox_dn: 0.131691 loss_giou_dn: 0.364548 loss_class_aux_dn: 1.877063 loss_bbox_aux_dn: 0.764166 loss_giou_aux_dn: 2.039099 loss: 14.114134 eta: 1 day, 5:33:18 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2893 images/s [04/16 06:10:29] ppdet.engine INFO: Epoch: [55] [ 300/7329] learning_rate: 0.000100 loss_class: 0.541670 loss_bbox: 0.119627 loss_giou: 0.402377 loss_class_aux: 3.554173 loss_bbox_aux: 0.775557 loss_giou_aux: 2.574135 loss_class_dn: 0.317452 loss_bbox_dn: 0.129102 loss_giou_dn: 0.383112 loss_class_aux_dn: 1.754908 loss_bbox_aux_dn: 0.767037 loss_giou_aux_dn: 2.135432 loss: 14.493456 eta: 1 day, 5:32:43 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3296 images/s [04/16 06:11:08] ppdet.engine INFO: Epoch: [55] [ 400/7329] learning_rate: 0.000100 loss_class: 0.466087 loss_bbox: 0.111539 loss_giou: 0.329249 loss_class_aux: 3.113199 loss_bbox_aux: 0.756832 loss_giou_aux: 2.033118 loss_class_dn: 0.285608 loss_bbox_dn: 0.122682 loss_giou_dn: 0.291647 loss_class_aux_dn: 1.515658 loss_bbox_aux_dn: 0.729784 loss_giou_aux_dn: 1.663815 loss: 11.674173 eta: 1 day, 5:32:07 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2807 images/s [04/16 06:11:47] ppdet.engine INFO: Epoch: [55] [ 500/7329] learning_rate: 0.000100 loss_class: 0.519505 loss_bbox: 0.124242 loss_giou: 0.329012 loss_class_aux: 3.280891 loss_bbox_aux: 0.811854 loss_giou_aux: 2.010859 loss_class_dn: 0.289612 loss_bbox_dn: 0.118537 loss_giou_dn: 0.280271 loss_class_aux_dn: 1.609603 loss_bbox_aux_dn: 0.712083 loss_giou_aux_dn: 1.594776 loss: 12.628059 eta: 1 day, 5:31:32 batch_cost: 0.3533 data_cost: 0.0015 ips: 11.3221 images/s [04/16 06:12:27] ppdet.engine INFO: Epoch: [55] [ 600/7329] learning_rate: 0.000100 loss_class: 0.549013 loss_bbox: 0.124603 loss_giou: 0.367374 loss_class_aux: 3.484800 loss_bbox_aux: 0.841905 loss_giou_aux: 2.349041 loss_class_dn: 0.308863 loss_bbox_dn: 0.110760 loss_giou_dn: 0.337586 loss_class_aux_dn: 1.702283 loss_bbox_aux_dn: 0.678004 loss_giou_aux_dn: 1.897711 loss: 13.152876 eta: 1 day, 5:30:56 batch_cost: 0.3554 data_cost: 0.0015 ips: 11.2538 images/s [04/16 06:13:06] ppdet.engine INFO: Epoch: [55] [ 700/7329] learning_rate: 0.000100 loss_class: 0.497970 loss_bbox: 0.129303 loss_giou: 0.313910 loss_class_aux: 3.129720 loss_bbox_aux: 0.864134 loss_giou_aux: 1.995526 loss_class_dn: 0.293978 loss_bbox_dn: 0.146161 loss_giou_dn: 0.277654 loss_class_aux_dn: 1.599600 loss_bbox_aux_dn: 0.881193 loss_giou_aux_dn: 1.568313 loss: 11.847610 eta: 1 day, 5:30:21 batch_cost: 0.3499 data_cost: 0.0015 ips: 11.4313 images/s [04/16 06:13:46] ppdet.engine INFO: Epoch: [55] [ 800/7329] learning_rate: 0.000100 loss_class: 0.553477 loss_bbox: 0.131815 loss_giou: 0.403666 loss_class_aux: 3.337165 loss_bbox_aux: 0.874484 loss_giou_aux: 2.470434 loss_class_dn: 0.332804 loss_bbox_dn: 0.124435 loss_giou_dn: 0.353776 loss_class_aux_dn: 1.796429 loss_bbox_aux_dn: 0.736655 loss_giou_aux_dn: 1.946424 loss: 14.372615 eta: 1 day, 5:29:45 batch_cost: 0.3574 data_cost: 0.0016 ips: 11.1927 images/s [04/16 06:14:25] ppdet.engine INFO: Epoch: [55] [ 900/7329] learning_rate: 0.000100 loss_class: 0.517707 loss_bbox: 0.134716 loss_giou: 0.337189 loss_class_aux: 3.440251 loss_bbox_aux: 0.843260 loss_giou_aux: 2.155596 loss_class_dn: 0.319884 loss_bbox_dn: 0.124750 loss_giou_dn: 0.333857 loss_class_aux_dn: 1.737281 loss_bbox_aux_dn: 0.728638 loss_giou_aux_dn: 1.871505 loss: 13.313442 eta: 1 day, 5:29:10 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3493 images/s [04/16 06:15:05] ppdet.engine INFO: Epoch: [55] [1000/7329] learning_rate: 0.000100 loss_class: 0.520653 loss_bbox: 0.123937 loss_giou: 0.327358 loss_class_aux: 3.253411 loss_bbox_aux: 0.803455 loss_giou_aux: 2.112020 loss_class_dn: 0.305002 loss_bbox_dn: 0.119719 loss_giou_dn: 0.328746 loss_class_aux_dn: 1.647914 loss_bbox_aux_dn: 0.702908 loss_giou_aux_dn: 1.896477 loss: 13.673901 eta: 1 day, 5:28:35 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2402 images/s [04/16 06:15:44] ppdet.engine INFO: Epoch: [55] [1100/7329] learning_rate: 0.000100 loss_class: 0.516617 loss_bbox: 0.109311 loss_giou: 0.382832 loss_class_aux: 3.287755 loss_bbox_aux: 0.735071 loss_giou_aux: 2.426754 loss_class_dn: 0.330678 loss_bbox_dn: 0.112956 loss_giou_dn: 0.379369 loss_class_aux_dn: 1.774687 loss_bbox_aux_dn: 0.688022 loss_giou_aux_dn: 2.091436 loss: 14.153599 eta: 1 day, 5:27:59 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3257 images/s [04/16 06:16:23] ppdet.engine INFO: Epoch: [55] [1200/7329] learning_rate: 0.000100 loss_class: 0.574748 loss_bbox: 0.122663 loss_giou: 0.343339 loss_class_aux: 3.459205 loss_bbox_aux: 0.828079 loss_giou_aux: 2.105102 loss_class_dn: 0.297763 loss_bbox_dn: 0.148616 loss_giou_dn: 0.305799 loss_class_aux_dn: 1.590806 loss_bbox_aux_dn: 0.915098 loss_giou_aux_dn: 1.771389 loss: 12.385254 eta: 1 day, 5:27:23 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3755 images/s [04/16 06:17:02] ppdet.engine INFO: Epoch: [55] [1300/7329] learning_rate: 0.000100 loss_class: 0.539421 loss_bbox: 0.108142 loss_giou: 0.308121 loss_class_aux: 3.401869 loss_bbox_aux: 0.785443 loss_giou_aux: 1.876131 loss_class_dn: 0.283242 loss_bbox_dn: 0.127550 loss_giou_dn: 0.277915 loss_class_aux_dn: 1.572410 loss_bbox_aux_dn: 0.773906 loss_giou_aux_dn: 1.604052 loss: 11.876913 eta: 1 day, 5:26:48 batch_cost: 0.3512 data_cost: 0.0016 ips: 11.3895 images/s [04/16 06:17:42] ppdet.engine INFO: Epoch: [55] [1400/7329] learning_rate: 0.000100 loss_class: 0.580823 loss_bbox: 0.133637 loss_giou: 0.379646 loss_class_aux: 3.662081 loss_bbox_aux: 0.903797 loss_giou_aux: 2.474249 loss_class_dn: 0.329089 loss_bbox_dn: 0.139320 loss_giou_dn: 0.368586 loss_class_aux_dn: 1.768613 loss_bbox_aux_dn: 0.818142 loss_giou_aux_dn: 2.080468 loss: 13.901203 eta: 1 day, 5:26:12 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3290 images/s [04/16 06:18:21] ppdet.engine INFO: Epoch: [55] [1500/7329] learning_rate: 0.000100 loss_class: 0.486975 loss_bbox: 0.121187 loss_giou: 0.308655 loss_class_aux: 3.215913 loss_bbox_aux: 0.802240 loss_giou_aux: 1.931068 loss_class_dn: 0.277703 loss_bbox_dn: 0.129661 loss_giou_dn: 0.290634 loss_class_aux_dn: 1.562228 loss_bbox_aux_dn: 0.787240 loss_giou_aux_dn: 1.649260 loss: 11.655401 eta: 1 day, 5:25:36 batch_cost: 0.3494 data_cost: 0.0015 ips: 11.4467 images/s [04/16 06:19:00] ppdet.engine INFO: Epoch: [55] [1600/7329] learning_rate: 0.000100 loss_class: 0.529527 loss_bbox: 0.123612 loss_giou: 0.331826 loss_class_aux: 3.490963 loss_bbox_aux: 0.854446 loss_giou_aux: 2.101369 loss_class_dn: 0.291781 loss_bbox_dn: 0.122642 loss_giou_dn: 0.286003 loss_class_aux_dn: 1.635640 loss_bbox_aux_dn: 0.744975 loss_giou_aux_dn: 1.597471 loss: 12.044450 eta: 1 day, 5:25:01 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2673 images/s [04/16 06:19:39] ppdet.engine INFO: Epoch: [55] [1700/7329] learning_rate: 0.000100 loss_class: 0.481758 loss_bbox: 0.103418 loss_giou: 0.324835 loss_class_aux: 3.193133 loss_bbox_aux: 0.700933 loss_giou_aux: 2.032085 loss_class_dn: 0.281973 loss_bbox_dn: 0.110475 loss_giou_dn: 0.293899 loss_class_aux_dn: 1.521142 loss_bbox_aux_dn: 0.674098 loss_giou_aux_dn: 1.648067 loss: 11.049555 eta: 1 day, 5:24:25 batch_cost: 0.3509 data_cost: 0.0017 ips: 11.3999 images/s [04/16 06:20:19] ppdet.engine INFO: Epoch: [55] [1800/7329] learning_rate: 0.000100 loss_class: 0.480173 loss_bbox: 0.118363 loss_giou: 0.374489 loss_class_aux: 3.253417 loss_bbox_aux: 0.800133 loss_giou_aux: 2.348329 loss_class_dn: 0.313283 loss_bbox_dn: 0.121862 loss_giou_dn: 0.332877 loss_class_aux_dn: 1.651544 loss_bbox_aux_dn: 0.751895 loss_giou_aux_dn: 1.797273 loss: 12.048277 eta: 1 day, 5:23:50 batch_cost: 0.3566 data_cost: 0.0016 ips: 11.2168 images/s [04/16 06:20:59] ppdet.engine INFO: Epoch: [55] [1900/7329] learning_rate: 0.000100 loss_class: 0.513967 loss_bbox: 0.134000 loss_giou: 0.373857 loss_class_aux: 3.355739 loss_bbox_aux: 0.862142 loss_giou_aux: 2.346547 loss_class_dn: 0.307272 loss_bbox_dn: 0.128857 loss_giou_dn: 0.329820 loss_class_aux_dn: 1.695004 loss_bbox_aux_dn: 0.788677 loss_giou_aux_dn: 1.870627 loss: 12.507374 eta: 1 day, 5:23:15 batch_cost: 0.3568 data_cost: 0.0016 ips: 11.2109 images/s [04/16 06:21:38] ppdet.engine INFO: Epoch: [55] [2000/7329] learning_rate: 0.000100 loss_class: 0.607480 loss_bbox: 0.133739 loss_giou: 0.463004 loss_class_aux: 3.942474 loss_bbox_aux: 0.888300 loss_giou_aux: 2.987396 loss_class_dn: 0.385802 loss_bbox_dn: 0.131073 loss_giou_dn: 0.446440 loss_class_aux_dn: 2.114569 loss_bbox_aux_dn: 0.809363 loss_giou_aux_dn: 2.512101 loss: 16.472221 eta: 1 day, 5:22:39 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3526 images/s [04/16 06:22:18] ppdet.engine INFO: Epoch: [55] [2100/7329] learning_rate: 0.000100 loss_class: 0.575827 loss_bbox: 0.134062 loss_giou: 0.399687 loss_class_aux: 3.595903 loss_bbox_aux: 0.865982 loss_giou_aux: 2.494401 loss_class_dn: 0.322187 loss_bbox_dn: 0.130895 loss_giou_dn: 0.374135 loss_class_aux_dn: 1.753739 loss_bbox_aux_dn: 0.773864 loss_giou_aux_dn: 2.063398 loss: 13.807877 eta: 1 day, 5:22:04 batch_cost: 0.3585 data_cost: 0.0016 ips: 11.1583 images/s [04/16 06:22:57] ppdet.engine INFO: Epoch: [55] [2200/7329] learning_rate: 0.000100 loss_class: 0.540524 loss_bbox: 0.116452 loss_giou: 0.327681 loss_class_aux: 3.459210 loss_bbox_aux: 0.767450 loss_giou_aux: 2.080225 loss_class_dn: 0.306688 loss_bbox_dn: 0.126390 loss_giou_dn: 0.302925 loss_class_aux_dn: 1.644673 loss_bbox_aux_dn: 0.774681 loss_giou_aux_dn: 1.718958 loss: 12.539039 eta: 1 day, 5:21:29 batch_cost: 0.3519 data_cost: 0.0015 ips: 11.3659 images/s [04/16 06:23:37] ppdet.engine INFO: Epoch: [55] [2300/7329] learning_rate: 0.000100 loss_class: 0.523631 loss_bbox: 0.112619 loss_giou: 0.317671 loss_class_aux: 3.454498 loss_bbox_aux: 0.766909 loss_giou_aux: 2.175048 loss_class_dn: 0.300110 loss_bbox_dn: 0.129634 loss_giou_dn: 0.321916 loss_class_aux_dn: 1.618754 loss_bbox_aux_dn: 0.786186 loss_giou_aux_dn: 1.826059 loss: 12.866261 eta: 1 day, 5:20:53 batch_cost: 0.3578 data_cost: 0.0017 ips: 11.1796 images/s [04/16 06:24:16] ppdet.engine INFO: Epoch: [55] [2400/7329] learning_rate: 0.000100 loss_class: 0.562989 loss_bbox: 0.124574 loss_giou: 0.371889 loss_class_aux: 3.563061 loss_bbox_aux: 0.815398 loss_giou_aux: 2.283212 loss_class_dn: 0.318099 loss_bbox_dn: 0.143277 loss_giou_dn: 0.345143 loss_class_aux_dn: 1.703225 loss_bbox_aux_dn: 0.817959 loss_giou_aux_dn: 1.945596 loss: 14.313100 eta: 1 day, 5:20:18 batch_cost: 0.3559 data_cost: 0.0017 ips: 11.2401 images/s [04/16 06:24:56] ppdet.engine INFO: Epoch: [55] [2500/7329] learning_rate: 0.000100 loss_class: 0.535527 loss_bbox: 0.118838 loss_giou: 0.415103 loss_class_aux: 3.470161 loss_bbox_aux: 0.758524 loss_giou_aux: 2.613886 loss_class_dn: 0.317801 loss_bbox_dn: 0.122112 loss_giou_dn: 0.387484 loss_class_aux_dn: 1.673076 loss_bbox_aux_dn: 0.732961 loss_giou_aux_dn: 2.160712 loss: 13.800167 eta: 1 day, 5:19:43 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2984 images/s [04/16 06:25:35] ppdet.engine INFO: Epoch: [55] [2600/7329] learning_rate: 0.000100 loss_class: 0.649163 loss_bbox: 0.137302 loss_giou: 0.415851 loss_class_aux: 4.012275 loss_bbox_aux: 0.942551 loss_giou_aux: 2.686804 loss_class_dn: 0.355982 loss_bbox_dn: 0.160419 loss_giou_dn: 0.387915 loss_class_aux_dn: 1.922725 loss_bbox_aux_dn: 0.955639 loss_giou_aux_dn: 2.195279 loss: 15.108849 eta: 1 day, 5:19:07 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2824 images/s [04/16 06:26:14] ppdet.engine INFO: Epoch: [55] [2700/7329] learning_rate: 0.000100 loss_class: 0.467977 loss_bbox: 0.126465 loss_giou: 0.267995 loss_class_aux: 3.061534 loss_bbox_aux: 0.815843 loss_giou_aux: 1.700269 loss_class_dn: 0.265013 loss_bbox_dn: 0.133495 loss_giou_dn: 0.260510 loss_class_aux_dn: 1.441583 loss_bbox_aux_dn: 0.793936 loss_giou_aux_dn: 1.513408 loss: 11.526228 eta: 1 day, 5:18:32 batch_cost: 0.3512 data_cost: 0.0017 ips: 11.3881 images/s [04/16 06:26:54] ppdet.engine INFO: Epoch: [55] [2800/7329] learning_rate: 0.000100 loss_class: 0.535514 loss_bbox: 0.126949 loss_giou: 0.320839 loss_class_aux: 3.487297 loss_bbox_aux: 0.879403 loss_giou_aux: 1.974872 loss_class_dn: 0.313103 loss_bbox_dn: 0.139279 loss_giou_dn: 0.311881 loss_class_aux_dn: 1.694009 loss_bbox_aux_dn: 0.881760 loss_giou_aux_dn: 1.740376 loss: 13.083371 eta: 1 day, 5:17:56 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3696 images/s [04/16 06:27:33] ppdet.engine INFO: Epoch: [55] [2900/7329] learning_rate: 0.000100 loss_class: 0.561314 loss_bbox: 0.115634 loss_giou: 0.310323 loss_class_aux: 3.472822 loss_bbox_aux: 0.773795 loss_giou_aux: 1.942439 loss_class_dn: 0.288443 loss_bbox_dn: 0.122324 loss_giou_dn: 0.286118 loss_class_aux_dn: 1.520345 loss_bbox_aux_dn: 0.750140 loss_giou_aux_dn: 1.614728 loss: 11.921610 eta: 1 day, 5:17:20 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3420 images/s [04/16 06:28:13] ppdet.engine INFO: Epoch: [55] [3000/7329] learning_rate: 0.000100 loss_class: 0.524926 loss_bbox: 0.116631 loss_giou: 0.352167 loss_class_aux: 3.395002 loss_bbox_aux: 0.795322 loss_giou_aux: 2.226253 loss_class_dn: 0.313623 loss_bbox_dn: 0.117717 loss_giou_dn: 0.311139 loss_class_aux_dn: 1.661078 loss_bbox_aux_dn: 0.721721 loss_giou_aux_dn: 1.741617 loss: 12.869595 eta: 1 day, 5:16:45 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2320 images/s [04/16 06:28:52] ppdet.engine INFO: Epoch: [55] [3100/7329] learning_rate: 0.000100 loss_class: 0.544597 loss_bbox: 0.122290 loss_giou: 0.401703 loss_class_aux: 3.557910 loss_bbox_aux: 0.825917 loss_giou_aux: 2.540709 loss_class_dn: 0.330476 loss_bbox_dn: 0.123438 loss_giou_dn: 0.324340 loss_class_aux_dn: 1.751500 loss_bbox_aux_dn: 0.724195 loss_giou_aux_dn: 1.862524 loss: 13.612484 eta: 1 day, 5:16:10 batch_cost: 0.3565 data_cost: 0.0017 ips: 11.2190 images/s [04/16 06:29:32] ppdet.engine INFO: Epoch: [55] [3200/7329] learning_rate: 0.000100 loss_class: 0.592148 loss_bbox: 0.145755 loss_giou: 0.381290 loss_class_aux: 3.750258 loss_bbox_aux: 0.920394 loss_giou_aux: 2.394165 loss_class_dn: 0.341864 loss_bbox_dn: 0.155460 loss_giou_dn: 0.359996 loss_class_aux_dn: 1.832147 loss_bbox_aux_dn: 0.869792 loss_giou_aux_dn: 2.041762 loss: 14.352041 eta: 1 day, 5:15:34 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2909 images/s [04/16 06:30:11] ppdet.engine INFO: Epoch: [55] [3300/7329] learning_rate: 0.000100 loss_class: 0.507980 loss_bbox: 0.128978 loss_giou: 0.374438 loss_class_aux: 3.386346 loss_bbox_aux: 0.851889 loss_giou_aux: 2.343627 loss_class_dn: 0.313275 loss_bbox_dn: 0.119370 loss_giou_dn: 0.306350 loss_class_aux_dn: 1.694097 loss_bbox_aux_dn: 0.757496 loss_giou_aux_dn: 1.740772 loss: 13.256601 eta: 1 day, 5:14:59 batch_cost: 0.3526 data_cost: 0.0017 ips: 11.3436 images/s [04/16 06:30:51] ppdet.engine INFO: Epoch: [55] [3400/7329] learning_rate: 0.000100 loss_class: 0.614372 loss_bbox: 0.141858 loss_giou: 0.388790 loss_class_aux: 3.959733 loss_bbox_aux: 0.920946 loss_giou_aux: 2.554003 loss_class_dn: 0.354587 loss_bbox_dn: 0.136962 loss_giou_dn: 0.368981 loss_class_aux_dn: 1.882547 loss_bbox_aux_dn: 0.825580 loss_giou_aux_dn: 2.085671 loss: 14.989546 eta: 1 day, 5:14:23 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2494 images/s [04/16 06:31:30] ppdet.engine INFO: Epoch: [55] [3500/7329] learning_rate: 0.000100 loss_class: 0.549829 loss_bbox: 0.115569 loss_giou: 0.300698 loss_class_aux: 3.318234 loss_bbox_aux: 0.744617 loss_giou_aux: 1.862317 loss_class_dn: 0.286512 loss_bbox_dn: 0.110958 loss_giou_dn: 0.294761 loss_class_aux_dn: 1.540835 loss_bbox_aux_dn: 0.677485 loss_giou_aux_dn: 1.651369 loss: 12.124399 eta: 1 day, 5:13:48 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2943 images/s [04/16 06:32:09] ppdet.engine INFO: Epoch: [55] [3600/7329] learning_rate: 0.000100 loss_class: 0.646231 loss_bbox: 0.136517 loss_giou: 0.377051 loss_class_aux: 4.147959 loss_bbox_aux: 0.908052 loss_giou_aux: 2.321993 loss_class_dn: 0.348733 loss_bbox_dn: 0.145113 loss_giou_dn: 0.340502 loss_class_aux_dn: 1.906503 loss_bbox_aux_dn: 0.853175 loss_giou_aux_dn: 1.955824 loss: 14.809560 eta: 1 day, 5:13:12 batch_cost: 0.3496 data_cost: 0.0016 ips: 11.4431 images/s [04/16 06:32:49] ppdet.engine INFO: Epoch: [55] [3700/7329] learning_rate: 0.000100 loss_class: 0.595970 loss_bbox: 0.128517 loss_giou: 0.410995 loss_class_aux: 3.733205 loss_bbox_aux: 0.884443 loss_giou_aux: 2.539529 loss_class_dn: 0.340508 loss_bbox_dn: 0.143363 loss_giou_dn: 0.377677 loss_class_aux_dn: 1.800933 loss_bbox_aux_dn: 0.833199 loss_giou_aux_dn: 2.113366 loss: 14.375289 eta: 1 day, 5:12:37 batch_cost: 0.3570 data_cost: 0.0017 ips: 11.2048 images/s [04/16 06:33:28] ppdet.engine INFO: Epoch: [55] [3800/7329] learning_rate: 0.000100 loss_class: 0.566804 loss_bbox: 0.138601 loss_giou: 0.362012 loss_class_aux: 3.621322 loss_bbox_aux: 0.957745 loss_giou_aux: 2.363662 loss_class_dn: 0.338213 loss_bbox_dn: 0.136408 loss_giou_dn: 0.357558 loss_class_aux_dn: 1.818810 loss_bbox_aux_dn: 0.819860 loss_giou_aux_dn: 2.017323 loss: 14.424584 eta: 1 day, 5:12:01 batch_cost: 0.3504 data_cost: 0.0015 ips: 11.4143 images/s [04/16 06:34:07] ppdet.engine INFO: Epoch: [55] [3900/7329] learning_rate: 0.000100 loss_class: 0.525198 loss_bbox: 0.119009 loss_giou: 0.371427 loss_class_aux: 3.315149 loss_bbox_aux: 0.746209 loss_giou_aux: 2.340689 loss_class_dn: 0.329701 loss_bbox_dn: 0.111554 loss_giou_dn: 0.364555 loss_class_aux_dn: 1.784012 loss_bbox_aux_dn: 0.695512 loss_giou_aux_dn: 1.991575 loss: 13.587623 eta: 1 day, 5:11:26 batch_cost: 0.3533 data_cost: 0.0017 ips: 11.3208 images/s [04/16 06:34:46] ppdet.engine INFO: Epoch: [55] [4000/7329] learning_rate: 0.000100 loss_class: 0.579720 loss_bbox: 0.122877 loss_giou: 0.354843 loss_class_aux: 3.742800 loss_bbox_aux: 0.808084 loss_giou_aux: 2.251567 loss_class_dn: 0.305908 loss_bbox_dn: 0.122572 loss_giou_dn: 0.331487 loss_class_aux_dn: 1.654788 loss_bbox_aux_dn: 0.742587 loss_giou_aux_dn: 1.855098 loss: 13.434662 eta: 1 day, 5:10:50 batch_cost: 0.3499 data_cost: 0.0016 ips: 11.4321 images/s [04/16 06:35:26] ppdet.engine INFO: Epoch: [55] [4100/7329] learning_rate: 0.000100 loss_class: 0.560549 loss_bbox: 0.142821 loss_giou: 0.355510 loss_class_aux: 3.672961 loss_bbox_aux: 0.907499 loss_giou_aux: 2.263101 loss_class_dn: 0.325883 loss_bbox_dn: 0.143198 loss_giou_dn: 0.317896 loss_class_aux_dn: 1.750017 loss_bbox_aux_dn: 0.851405 loss_giou_aux_dn: 1.822397 loss: 13.426894 eta: 1 day, 5:10:15 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3114 images/s [04/16 06:36:05] ppdet.engine INFO: Epoch: [55] [4200/7329] learning_rate: 0.000100 loss_class: 0.561474 loss_bbox: 0.116128 loss_giou: 0.375553 loss_class_aux: 3.615963 loss_bbox_aux: 0.743740 loss_giou_aux: 2.368330 loss_class_dn: 0.324655 loss_bbox_dn: 0.117889 loss_giou_dn: 0.342036 loss_class_aux_dn: 1.693738 loss_bbox_aux_dn: 0.732468 loss_giou_aux_dn: 1.921129 loss: 13.913801 eta: 1 day, 5:09:39 batch_cost: 0.3567 data_cost: 0.0016 ips: 11.2135 images/s [04/16 06:36:45] ppdet.engine INFO: Epoch: [55] [4300/7329] learning_rate: 0.000100 loss_class: 0.528083 loss_bbox: 0.136184 loss_giou: 0.317844 loss_class_aux: 3.451056 loss_bbox_aux: 0.866073 loss_giou_aux: 1.927579 loss_class_dn: 0.291968 loss_bbox_dn: 0.135163 loss_giou_dn: 0.290015 loss_class_aux_dn: 1.563648 loss_bbox_aux_dn: 0.813689 loss_giou_aux_dn: 1.705642 loss: 12.386044 eta: 1 day, 5:09:04 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2907 images/s [04/16 06:37:24] ppdet.engine INFO: Epoch: [55] [4400/7329] learning_rate: 0.000100 loss_class: 0.549034 loss_bbox: 0.123339 loss_giou: 0.381450 loss_class_aux: 3.497808 loss_bbox_aux: 0.829388 loss_giou_aux: 2.420888 loss_class_dn: 0.342299 loss_bbox_dn: 0.128798 loss_giou_dn: 0.358922 loss_class_aux_dn: 1.817058 loss_bbox_aux_dn: 0.775698 loss_giou_aux_dn: 1.995233 loss: 13.384468 eta: 1 day, 5:08:29 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2631 images/s [04/16 06:38:04] ppdet.engine INFO: Epoch: [55] [4500/7329] learning_rate: 0.000100 loss_class: 0.592676 loss_bbox: 0.125071 loss_giou: 0.433798 loss_class_aux: 3.745600 loss_bbox_aux: 0.849892 loss_giou_aux: 2.778034 loss_class_dn: 0.343948 loss_bbox_dn: 0.135550 loss_giou_dn: 0.415796 loss_class_aux_dn: 1.878816 loss_bbox_aux_dn: 0.816243 loss_giou_aux_dn: 2.333430 loss: 15.668610 eta: 1 day, 5:07:53 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2914 images/s [04/16 06:38:43] ppdet.engine INFO: Epoch: [55] [4600/7329] learning_rate: 0.000100 loss_class: 0.599240 loss_bbox: 0.132892 loss_giou: 0.396498 loss_class_aux: 3.804322 loss_bbox_aux: 0.839880 loss_giou_aux: 2.488655 loss_class_dn: 0.343390 loss_bbox_dn: 0.143919 loss_giou_dn: 0.372169 loss_class_aux_dn: 1.818040 loss_bbox_aux_dn: 0.851848 loss_giou_aux_dn: 2.069800 loss: 14.865098 eta: 1 day, 5:07:17 batch_cost: 0.3495 data_cost: 0.0016 ips: 11.4448 images/s [04/16 06:39:22] ppdet.engine INFO: Epoch: [55] [4700/7329] learning_rate: 0.000100 loss_class: 0.516157 loss_bbox: 0.120228 loss_giou: 0.326123 loss_class_aux: 3.299299 loss_bbox_aux: 0.756868 loss_giou_aux: 2.006710 loss_class_dn: 0.284467 loss_bbox_dn: 0.130214 loss_giou_dn: 0.276125 loss_class_aux_dn: 1.573377 loss_bbox_aux_dn: 0.768436 loss_giou_aux_dn: 1.562337 loss: 11.954279 eta: 1 day, 5:06:42 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3048 images/s [04/16 06:40:01] ppdet.engine INFO: Epoch: [55] [4800/7329] learning_rate: 0.000100 loss_class: 0.505153 loss_bbox: 0.118473 loss_giou: 0.320497 loss_class_aux: 3.185103 loss_bbox_aux: 0.764556 loss_giou_aux: 2.037418 loss_class_dn: 0.288832 loss_bbox_dn: 0.110951 loss_giou_dn: 0.302676 loss_class_aux_dn: 1.515430 loss_bbox_aux_dn: 0.675155 loss_giou_aux_dn: 1.762506 loss: 11.710226 eta: 1 day, 5:06:06 batch_cost: 0.3491 data_cost: 0.0016 ips: 11.4584 images/s [04/16 06:40:40] ppdet.engine INFO: Epoch: [55] [4900/7329] learning_rate: 0.000100 loss_class: 0.540680 loss_bbox: 0.126372 loss_giou: 0.315925 loss_class_aux: 3.534914 loss_bbox_aux: 0.823590 loss_giou_aux: 1.954047 loss_class_dn: 0.309037 loss_bbox_dn: 0.135682 loss_giou_dn: 0.314185 loss_class_aux_dn: 1.646212 loss_bbox_aux_dn: 0.810918 loss_giou_aux_dn: 1.725614 loss: 12.904444 eta: 1 day, 5:05:30 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3411 images/s [04/16 06:41:19] ppdet.engine INFO: Epoch: [55] [5000/7329] learning_rate: 0.000100 loss_class: 0.588067 loss_bbox: 0.116289 loss_giou: 0.402508 loss_class_aux: 3.773113 loss_bbox_aux: 0.768887 loss_giou_aux: 2.499247 loss_class_dn: 0.329354 loss_bbox_dn: 0.132271 loss_giou_dn: 0.357532 loss_class_aux_dn: 1.776702 loss_bbox_aux_dn: 0.821157 loss_giou_aux_dn: 1.976573 loss: 13.483023 eta: 1 day, 5:04:55 batch_cost: 0.3509 data_cost: 0.0016 ips: 11.4005 images/s [04/16 06:41:59] ppdet.engine INFO: Epoch: [55] [5100/7329] learning_rate: 0.000100 loss_class: 0.551875 loss_bbox: 0.129857 loss_giou: 0.396851 loss_class_aux: 3.558095 loss_bbox_aux: 0.851051 loss_giou_aux: 2.436897 loss_class_dn: 0.337644 loss_bbox_dn: 0.139208 loss_giou_dn: 0.364512 loss_class_aux_dn: 1.792475 loss_bbox_aux_dn: 0.819032 loss_giou_aux_dn: 2.014740 loss: 14.219522 eta: 1 day, 5:04:19 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3421 images/s [04/16 06:42:38] ppdet.engine INFO: Epoch: [55] [5200/7329] learning_rate: 0.000100 loss_class: 0.582794 loss_bbox: 0.120912 loss_giou: 0.336141 loss_class_aux: 3.750070 loss_bbox_aux: 0.811870 loss_giou_aux: 2.102843 loss_class_dn: 0.318824 loss_bbox_dn: 0.123768 loss_giou_dn: 0.327533 loss_class_aux_dn: 1.720187 loss_bbox_aux_dn: 0.754371 loss_giou_aux_dn: 1.886101 loss: 13.313860 eta: 1 day, 5:03:44 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3446 images/s [04/16 06:43:17] ppdet.engine INFO: Epoch: [55] [5300/7329] learning_rate: 0.000100 loss_class: 0.610862 loss_bbox: 0.144535 loss_giou: 0.368105 loss_class_aux: 3.703301 loss_bbox_aux: 0.958003 loss_giou_aux: 2.337307 loss_class_dn: 0.316978 loss_bbox_dn: 0.150632 loss_giou_dn: 0.349801 loss_class_aux_dn: 1.741274 loss_bbox_aux_dn: 0.898751 loss_giou_aux_dn: 1.985451 loss: 14.413204 eta: 1 day, 5:03:08 batch_cost: 0.3526 data_cost: 0.0017 ips: 11.3456 images/s [04/16 06:43:57] ppdet.engine INFO: Epoch: [55] [5400/7329] learning_rate: 0.000100 loss_class: 0.587323 loss_bbox: 0.140904 loss_giou: 0.392988 loss_class_aux: 3.723824 loss_bbox_aux: 0.924295 loss_giou_aux: 2.447344 loss_class_dn: 0.357003 loss_bbox_dn: 0.137922 loss_giou_dn: 0.355753 loss_class_aux_dn: 1.916063 loss_bbox_aux_dn: 0.839815 loss_giou_aux_dn: 1.958129 loss: 13.977324 eta: 1 day, 5:02:33 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2963 images/s [04/16 06:44:36] ppdet.engine INFO: Epoch: [55] [5500/7329] learning_rate: 0.000100 loss_class: 0.552486 loss_bbox: 0.131312 loss_giou: 0.380776 loss_class_aux: 3.637390 loss_bbox_aux: 0.859548 loss_giou_aux: 2.432482 loss_class_dn: 0.312439 loss_bbox_dn: 0.134116 loss_giou_dn: 0.348240 loss_class_aux_dn: 1.726004 loss_bbox_aux_dn: 0.823650 loss_giou_aux_dn: 1.896768 loss: 12.951258 eta: 1 day, 5:01:57 batch_cost: 0.3515 data_cost: 0.0016 ips: 11.3788 images/s [04/16 06:45:15] ppdet.engine INFO: Epoch: [55] [5600/7329] learning_rate: 0.000100 loss_class: 0.493685 loss_bbox: 0.124825 loss_giou: 0.363256 loss_class_aux: 3.233603 loss_bbox_aux: 0.807947 loss_giou_aux: 2.346101 loss_class_dn: 0.311459 loss_bbox_dn: 0.129308 loss_giou_dn: 0.346085 loss_class_aux_dn: 1.678042 loss_bbox_aux_dn: 0.802879 loss_giou_aux_dn: 1.957502 loss: 13.289225 eta: 1 day, 5:01:22 batch_cost: 0.3528 data_cost: 0.0016 ips: 11.3371 images/s [04/16 06:45:54] ppdet.engine INFO: Epoch: [55] [5700/7329] learning_rate: 0.000100 loss_class: 0.579497 loss_bbox: 0.128781 loss_giou: 0.439791 loss_class_aux: 3.741606 loss_bbox_aux: 0.833000 loss_giou_aux: 2.815081 loss_class_dn: 0.344042 loss_bbox_dn: 0.127194 loss_giou_dn: 0.407947 loss_class_aux_dn: 1.844629 loss_bbox_aux_dn: 0.754914 loss_giou_aux_dn: 2.299914 loss: 14.136472 eta: 1 day, 5:00:46 batch_cost: 0.3501 data_cost: 0.0016 ips: 11.4261 images/s [04/16 06:46:34] ppdet.engine INFO: Epoch: [55] [5800/7329] learning_rate: 0.000100 loss_class: 0.565341 loss_bbox: 0.138786 loss_giou: 0.350702 loss_class_aux: 3.538384 loss_bbox_aux: 0.878233 loss_giou_aux: 2.180543 loss_class_dn: 0.332025 loss_bbox_dn: 0.139914 loss_giou_dn: 0.342693 loss_class_aux_dn: 1.790753 loss_bbox_aux_dn: 0.808689 loss_giou_aux_dn: 1.924493 loss: 13.857893 eta: 1 day, 5:00:10 batch_cost: 0.3555 data_cost: 0.0018 ips: 11.2518 images/s [04/16 06:47:13] ppdet.engine INFO: Epoch: [55] [5900/7329] learning_rate: 0.000100 loss_class: 0.574206 loss_bbox: 0.121036 loss_giou: 0.321513 loss_class_aux: 3.572547 loss_bbox_aux: 0.837938 loss_giou_aux: 2.130769 loss_class_dn: 0.305148 loss_bbox_dn: 0.147379 loss_giou_dn: 0.329370 loss_class_aux_dn: 1.681176 loss_bbox_aux_dn: 0.885571 loss_giou_aux_dn: 1.869225 loss: 12.707355 eta: 1 day, 4:59:35 batch_cost: 0.3532 data_cost: 0.0018 ips: 11.3260 images/s [04/16 06:47:53] ppdet.engine INFO: Epoch: [55] [6000/7329] learning_rate: 0.000100 loss_class: 0.527337 loss_bbox: 0.116169 loss_giou: 0.351318 loss_class_aux: 3.328739 loss_bbox_aux: 0.758762 loss_giou_aux: 2.174621 loss_class_dn: 0.282179 loss_bbox_dn: 0.118033 loss_giou_dn: 0.322559 loss_class_aux_dn: 1.499108 loss_bbox_aux_dn: 0.718861 loss_giou_aux_dn: 1.795238 loss: 12.436882 eta: 1 day, 4:59:00 batch_cost: 0.3548 data_cost: 0.0016 ips: 11.2745 images/s [04/16 06:48:32] ppdet.engine INFO: Epoch: [55] [6100/7329] learning_rate: 0.000100 loss_class: 0.546207 loss_bbox: 0.135665 loss_giou: 0.369598 loss_class_aux: 3.512977 loss_bbox_aux: 0.870417 loss_giou_aux: 2.340953 loss_class_dn: 0.328929 loss_bbox_dn: 0.142553 loss_giou_dn: 0.367777 loss_class_aux_dn: 1.815490 loss_bbox_aux_dn: 0.836589 loss_giou_aux_dn: 1.994564 loss: 13.679977 eta: 1 day, 4:58:24 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3163 images/s [04/16 06:49:12] ppdet.engine INFO: Epoch: [55] [6200/7329] learning_rate: 0.000100 loss_class: 0.582600 loss_bbox: 0.131337 loss_giou: 0.395344 loss_class_aux: 3.760924 loss_bbox_aux: 0.874418 loss_giou_aux: 2.404232 loss_class_dn: 0.319369 loss_bbox_dn: 0.139112 loss_giou_dn: 0.372141 loss_class_aux_dn: 1.767303 loss_bbox_aux_dn: 0.847800 loss_giou_aux_dn: 2.060739 loss: 13.571178 eta: 1 day, 4:57:49 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2545 images/s [04/16 06:49:51] ppdet.engine INFO: Epoch: [55] [6300/7329] learning_rate: 0.000100 loss_class: 0.616501 loss_bbox: 0.131234 loss_giou: 0.441543 loss_class_aux: 3.888048 loss_bbox_aux: 0.878835 loss_giou_aux: 2.672254 loss_class_dn: 0.369136 loss_bbox_dn: 0.137626 loss_giou_dn: 0.407971 loss_class_aux_dn: 1.974058 loss_bbox_aux_dn: 0.789710 loss_giou_aux_dn: 2.260427 loss: 14.284663 eta: 1 day, 4:57:13 batch_cost: 0.3560 data_cost: 0.0016 ips: 11.2374 images/s [04/16 06:50:31] ppdet.engine INFO: Epoch: [55] [6400/7329] learning_rate: 0.000100 loss_class: 0.604940 loss_bbox: 0.137786 loss_giou: 0.411550 loss_class_aux: 3.778876 loss_bbox_aux: 0.854625 loss_giou_aux: 2.601346 loss_class_dn: 0.330885 loss_bbox_dn: 0.139315 loss_giou_dn: 0.381599 loss_class_aux_dn: 1.794801 loss_bbox_aux_dn: 0.818781 loss_giou_aux_dn: 2.159127 loss: 14.086004 eta: 1 day, 4:56:38 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2201 images/s [04/16 06:51:11] ppdet.engine INFO: Epoch: [55] [6500/7329] learning_rate: 0.000100 loss_class: 0.531557 loss_bbox: 0.129203 loss_giou: 0.401159 loss_class_aux: 3.251357 loss_bbox_aux: 0.846823 loss_giou_aux: 2.595310 loss_class_dn: 0.318783 loss_bbox_dn: 0.131323 loss_giou_dn: 0.360063 loss_class_aux_dn: 1.706675 loss_bbox_aux_dn: 0.779566 loss_giou_aux_dn: 1.944803 loss: 13.730644 eta: 1 day, 4:56:03 batch_cost: 0.3564 data_cost: 0.0016 ips: 11.2243 images/s [04/16 06:51:51] ppdet.engine INFO: Epoch: [55] [6600/7329] learning_rate: 0.000100 loss_class: 0.518616 loss_bbox: 0.113768 loss_giou: 0.329838 loss_class_aux: 3.389411 loss_bbox_aux: 0.791906 loss_giou_aux: 2.111317 loss_class_dn: 0.313777 loss_bbox_dn: 0.120092 loss_giou_dn: 0.312408 loss_class_aux_dn: 1.686612 loss_bbox_aux_dn: 0.716212 loss_giou_aux_dn: 1.727384 loss: 12.566999 eta: 1 day, 4:55:28 batch_cost: 0.3591 data_cost: 0.0016 ips: 11.1387 images/s [04/16 06:52:30] ppdet.engine INFO: Epoch: [55] [6700/7329] learning_rate: 0.000100 loss_class: 0.575066 loss_bbox: 0.129810 loss_giou: 0.402324 loss_class_aux: 3.685700 loss_bbox_aux: 0.818980 loss_giou_aux: 2.553877 loss_class_dn: 0.346577 loss_bbox_dn: 0.125360 loss_giou_dn: 0.358676 loss_class_aux_dn: 1.836229 loss_bbox_aux_dn: 0.718535 loss_giou_aux_dn: 1.972756 loss: 14.082282 eta: 1 day, 4:54:52 batch_cost: 0.3501 data_cost: 0.0016 ips: 11.4257 images/s [04/16 06:53:09] ppdet.engine INFO: Epoch: [55] [6800/7329] learning_rate: 0.000100 loss_class: 0.522898 loss_bbox: 0.130917 loss_giou: 0.399874 loss_class_aux: 3.357419 loss_bbox_aux: 0.868701 loss_giou_aux: 2.500655 loss_class_dn: 0.324998 loss_bbox_dn: 0.136606 loss_giou_dn: 0.324641 loss_class_aux_dn: 1.780891 loss_bbox_aux_dn: 0.811580 loss_giou_aux_dn: 1.906749 loss: 12.495476 eta: 1 day, 4:54:17 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2836 images/s [04/16 06:53:48] ppdet.engine INFO: Epoch: [55] [6900/7329] learning_rate: 0.000100 loss_class: 0.554930 loss_bbox: 0.122543 loss_giou: 0.330737 loss_class_aux: 3.663682 loss_bbox_aux: 0.840714 loss_giou_aux: 2.077271 loss_class_dn: 0.311054 loss_bbox_dn: 0.135965 loss_giou_dn: 0.324780 loss_class_aux_dn: 1.692592 loss_bbox_aux_dn: 0.781030 loss_giou_aux_dn: 1.814741 loss: 12.269037 eta: 1 day, 4:53:41 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3326 images/s [04/16 06:54:28] ppdet.engine INFO: Epoch: [55] [7000/7329] learning_rate: 0.000100 loss_class: 0.582763 loss_bbox: 0.134608 loss_giou: 0.350948 loss_class_aux: 3.574951 loss_bbox_aux: 0.866538 loss_giou_aux: 2.219977 loss_class_dn: 0.339706 loss_bbox_dn: 0.144259 loss_giou_dn: 0.333696 loss_class_aux_dn: 1.826056 loss_bbox_aux_dn: 0.860803 loss_giou_aux_dn: 1.934812 loss: 14.146278 eta: 1 day, 4:53:06 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3100 images/s [04/16 06:55:07] ppdet.engine INFO: Epoch: [55] [7100/7329] learning_rate: 0.000100 loss_class: 0.541798 loss_bbox: 0.134589 loss_giou: 0.304147 loss_class_aux: 3.538526 loss_bbox_aux: 0.901406 loss_giou_aux: 1.925277 loss_class_dn: 0.312192 loss_bbox_dn: 0.139900 loss_giou_dn: 0.297945 loss_class_aux_dn: 1.667529 loss_bbox_aux_dn: 0.839338 loss_giou_aux_dn: 1.717531 loss: 13.204302 eta: 1 day, 4:52:30 batch_cost: 0.3562 data_cost: 0.0017 ips: 11.2285 images/s [04/16 06:55:46] ppdet.engine INFO: Epoch: [55] [7200/7329] learning_rate: 0.000100 loss_class: 0.587519 loss_bbox: 0.135840 loss_giou: 0.408964 loss_class_aux: 3.665306 loss_bbox_aux: 0.917713 loss_giou_aux: 2.566162 loss_class_dn: 0.355328 loss_bbox_dn: 0.128060 loss_giou_dn: 0.390561 loss_class_aux_dn: 1.892662 loss_bbox_aux_dn: 0.788474 loss_giou_aux_dn: 2.125706 loss: 14.013832 eta: 1 day, 4:51:55 batch_cost: 0.3513 data_cost: 0.0016 ips: 11.3868 images/s [04/16 06:56:26] ppdet.engine INFO: Epoch: [55] [7300/7329] learning_rate: 0.000100 loss_class: 0.574084 loss_bbox: 0.136942 loss_giou: 0.398595 loss_class_aux: 3.588158 loss_bbox_aux: 0.883800 loss_giou_aux: 2.491795 loss_class_dn: 0.340513 loss_bbox_dn: 0.146554 loss_giou_dn: 0.388944 loss_class_aux_dn: 1.823626 loss_bbox_aux_dn: 0.874388 loss_giou_aux_dn: 2.192221 loss: 14.540513 eta: 1 day, 4:51:19 batch_cost: 0.3573 data_cost: 0.0017 ips: 11.1945 images/s [04/16 06:56:40] ppdet.engine INFO: Eval iter: 0 [04/16 06:56:52] ppdet.engine INFO: Eval iter: 100 [04/16 06:57:04] ppdet.engine INFO: Eval iter: 200 [04/16 06:57:16] ppdet.engine INFO: Eval iter: 300 [04/16 06:57:28] ppdet.engine INFO: Eval iter: 400 [04/16 06:57:41] ppdet.engine INFO: Eval iter: 500 [04/16 06:57:53] ppdet.engine INFO: Eval iter: 600 [04/16 06:58:15] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/16 06:58:15] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.34s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.10s). Accumulating evaluation results... DONE (t=16.50s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.595 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.733 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 ] = 0.782 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 06:59:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.94101610897728 [04/16 06:59:59] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 07:00:01] ppdet.engine INFO: Epoch: [56] [ 0/7329] learning_rate: 0.000100 loss_class: 0.559170 loss_bbox: 0.125563 loss_giou: 0.423517 loss_class_aux: 3.596138 loss_bbox_aux: 0.831538 loss_giou_aux: 2.628702 loss_class_dn: 0.336349 loss_bbox_dn: 0.145807 loss_giou_dn: 0.401471 loss_class_aux_dn: 1.813456 loss_bbox_aux_dn: 0.862621 loss_giou_aux_dn: 2.189087 loss: 14.042120 eta: 1 day, 4:51:09 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1968 images/s [04/16 07:00:41] ppdet.engine INFO: Epoch: [56] [ 100/7329] learning_rate: 0.000100 loss_class: 0.520207 loss_bbox: 0.124850 loss_giou: 0.330471 loss_class_aux: 3.289898 loss_bbox_aux: 0.833536 loss_giou_aux: 2.036708 loss_class_dn: 0.320857 loss_bbox_dn: 0.119996 loss_giou_dn: 0.324183 loss_class_aux_dn: 1.731778 loss_bbox_aux_dn: 0.745164 loss_giou_aux_dn: 1.845298 loss: 13.478138 eta: 1 day, 4:50:34 batch_cost: 0.3580 data_cost: 0.0012 ips: 11.1739 images/s [04/16 07:01:21] ppdet.engine INFO: Epoch: [56] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565830 loss_bbox: 0.130116 loss_giou: 0.358839 loss_class_aux: 3.696713 loss_bbox_aux: 0.855011 loss_giou_aux: 2.309552 loss_class_dn: 0.322763 loss_bbox_dn: 0.120624 loss_giou_dn: 0.331195 loss_class_aux_dn: 1.753240 loss_bbox_aux_dn: 0.751657 loss_giou_aux_dn: 1.853603 loss: 13.548168 eta: 1 day, 4:49:59 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3047 images/s [04/16 07:02:00] ppdet.engine INFO: Epoch: [56] [ 300/7329] learning_rate: 0.000100 loss_class: 0.534941 loss_bbox: 0.125122 loss_giou: 0.341062 loss_class_aux: 3.306007 loss_bbox_aux: 0.805296 loss_giou_aux: 2.158205 loss_class_dn: 0.302562 loss_bbox_dn: 0.122032 loss_giou_dn: 0.330835 loss_class_aux_dn: 1.609776 loss_bbox_aux_dn: 0.749563 loss_giou_aux_dn: 1.823280 loss: 12.701509 eta: 1 day, 4:49:23 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3219 images/s [04/16 07:02:39] ppdet.engine INFO: Epoch: [56] [ 400/7329] learning_rate: 0.000100 loss_class: 0.518403 loss_bbox: 0.130257 loss_giou: 0.322785 loss_class_aux: 3.205338 loss_bbox_aux: 0.841974 loss_giou_aux: 2.131120 loss_class_dn: 0.308949 loss_bbox_dn: 0.147467 loss_giou_dn: 0.313908 loss_class_aux_dn: 1.674928 loss_bbox_aux_dn: 0.889567 loss_giou_aux_dn: 1.750744 loss: 12.481834 eta: 1 day, 4:48:47 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3770 images/s [04/16 07:03:19] ppdet.engine INFO: Epoch: [56] [ 500/7329] learning_rate: 0.000100 loss_class: 0.607406 loss_bbox: 0.131556 loss_giou: 0.376039 loss_class_aux: 3.766655 loss_bbox_aux: 0.838289 loss_giou_aux: 2.395325 loss_class_dn: 0.342866 loss_bbox_dn: 0.126322 loss_giou_dn: 0.399593 loss_class_aux_dn: 1.835001 loss_bbox_aux_dn: 0.762793 loss_giou_aux_dn: 2.207849 loss: 14.665607 eta: 1 day, 4:48:12 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3019 images/s [04/16 07:03:58] ppdet.engine INFO: Epoch: [56] [ 600/7329] learning_rate: 0.000100 loss_class: 0.586205 loss_bbox: 0.121360 loss_giou: 0.358296 loss_class_aux: 3.680831 loss_bbox_aux: 0.790512 loss_giou_aux: 2.339915 loss_class_dn: 0.347937 loss_bbox_dn: 0.124452 loss_giou_dn: 0.355193 loss_class_aux_dn: 1.906073 loss_bbox_aux_dn: 0.763396 loss_giou_aux_dn: 1.992802 loss: 13.722612 eta: 1 day, 4:47:36 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3860 images/s [04/16 07:04:38] ppdet.engine INFO: Epoch: [56] [ 700/7329] learning_rate: 0.000100 loss_class: 0.619423 loss_bbox: 0.135060 loss_giou: 0.384986 loss_class_aux: 3.849057 loss_bbox_aux: 0.900014 loss_giou_aux: 2.497338 loss_class_dn: 0.349536 loss_bbox_dn: 0.131036 loss_giou_dn: 0.370333 loss_class_aux_dn: 1.888395 loss_bbox_aux_dn: 0.791083 loss_giou_aux_dn: 2.022753 loss: 14.543777 eta: 1 day, 4:47:01 batch_cost: 0.3592 data_cost: 0.0013 ips: 11.1348 images/s [04/16 07:05:17] ppdet.engine INFO: Epoch: [56] [ 800/7329] learning_rate: 0.000100 loss_class: 0.538613 loss_bbox: 0.122940 loss_giou: 0.383010 loss_class_aux: 3.568064 loss_bbox_aux: 0.797484 loss_giou_aux: 2.375634 loss_class_dn: 0.314647 loss_bbox_dn: 0.114048 loss_giou_dn: 0.371815 loss_class_aux_dn: 1.688728 loss_bbox_aux_dn: 0.690904 loss_giou_aux_dn: 2.096697 loss: 13.665058 eta: 1 day, 4:46:26 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3070 images/s [04/16 07:05:56] ppdet.engine INFO: Epoch: [56] [ 900/7329] learning_rate: 0.000100 loss_class: 0.497736 loss_bbox: 0.118566 loss_giou: 0.304243 loss_class_aux: 3.154110 loss_bbox_aux: 0.805735 loss_giou_aux: 1.904182 loss_class_dn: 0.292146 loss_bbox_dn: 0.128746 loss_giou_dn: 0.294510 loss_class_aux_dn: 1.578854 loss_bbox_aux_dn: 0.763867 loss_giou_aux_dn: 1.641199 loss: 11.922207 eta: 1 day, 4:45:50 batch_cost: 0.3503 data_cost: 0.0012 ips: 11.4203 images/s [04/16 07:06:36] ppdet.engine INFO: Epoch: [56] [1000/7329] learning_rate: 0.000100 loss_class: 0.570266 loss_bbox: 0.132061 loss_giou: 0.345860 loss_class_aux: 3.733754 loss_bbox_aux: 0.858799 loss_giou_aux: 2.199455 loss_class_dn: 0.329036 loss_bbox_dn: 0.145951 loss_giou_dn: 0.347433 loss_class_aux_dn: 1.729593 loss_bbox_aux_dn: 0.839491 loss_giou_aux_dn: 1.942957 loss: 13.770651 eta: 1 day, 4:45:15 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3311 images/s [04/16 07:07:15] ppdet.engine INFO: Epoch: [56] [1100/7329] learning_rate: 0.000100 loss_class: 0.635545 loss_bbox: 0.149592 loss_giou: 0.374861 loss_class_aux: 4.116670 loss_bbox_aux: 0.948240 loss_giou_aux: 2.390790 loss_class_dn: 0.352829 loss_bbox_dn: 0.145770 loss_giou_dn: 0.343622 loss_class_aux_dn: 1.949948 loss_bbox_aux_dn: 0.876043 loss_giou_aux_dn: 1.935180 loss: 14.354851 eta: 1 day, 4:44:39 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3504 images/s [04/16 07:07:54] ppdet.engine INFO: Epoch: [56] [1200/7329] learning_rate: 0.000100 loss_class: 0.582395 loss_bbox: 0.139692 loss_giou: 0.338272 loss_class_aux: 3.800799 loss_bbox_aux: 0.890514 loss_giou_aux: 2.153123 loss_class_dn: 0.299084 loss_bbox_dn: 0.142233 loss_giou_dn: 0.336606 loss_class_aux_dn: 1.612861 loss_bbox_aux_dn: 0.880840 loss_giou_aux_dn: 1.843828 loss: 13.129454 eta: 1 day, 4:44:03 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3548 images/s [04/16 07:08:33] ppdet.engine INFO: Epoch: [56] [1300/7329] learning_rate: 0.000100 loss_class: 0.570570 loss_bbox: 0.138437 loss_giou: 0.409118 loss_class_aux: 3.698959 loss_bbox_aux: 0.853656 loss_giou_aux: 2.546843 loss_class_dn: 0.344577 loss_bbox_dn: 0.140665 loss_giou_dn: 0.373372 loss_class_aux_dn: 1.862243 loss_bbox_aux_dn: 0.820071 loss_giou_aux_dn: 2.180008 loss: 14.134537 eta: 1 day, 4:43:28 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4036 images/s [04/16 07:09:13] ppdet.engine INFO: Epoch: [56] [1400/7329] learning_rate: 0.000100 loss_class: 0.543633 loss_bbox: 0.127877 loss_giou: 0.366420 loss_class_aux: 3.479873 loss_bbox_aux: 0.854715 loss_giou_aux: 2.338982 loss_class_dn: 0.343234 loss_bbox_dn: 0.144808 loss_giou_dn: 0.365581 loss_class_aux_dn: 1.866019 loss_bbox_aux_dn: 0.819839 loss_giou_aux_dn: 2.094628 loss: 14.511574 eta: 1 day, 4:42:52 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3293 images/s [04/16 07:09:52] ppdet.engine INFO: Epoch: [56] [1500/7329] learning_rate: 0.000100 loss_class: 0.529553 loss_bbox: 0.115164 loss_giou: 0.327281 loss_class_aux: 3.487629 loss_bbox_aux: 0.739758 loss_giou_aux: 2.053813 loss_class_dn: 0.282105 loss_bbox_dn: 0.134754 loss_giou_dn: 0.298842 loss_class_aux_dn: 1.537701 loss_bbox_aux_dn: 0.808204 loss_giou_aux_dn: 1.686124 loss: 12.242458 eta: 1 day, 4:42:17 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2668 images/s [04/16 07:10:31] ppdet.engine INFO: Epoch: [56] [1600/7329] learning_rate: 0.000100 loss_class: 0.562522 loss_bbox: 0.135202 loss_giou: 0.367457 loss_class_aux: 3.651462 loss_bbox_aux: 0.909102 loss_giou_aux: 2.338198 loss_class_dn: 0.332083 loss_bbox_dn: 0.149479 loss_giou_dn: 0.345118 loss_class_aux_dn: 1.768006 loss_bbox_aux_dn: 0.906765 loss_giou_aux_dn: 2.000886 loss: 14.320486 eta: 1 day, 4:41:41 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3126 images/s [04/16 07:11:11] ppdet.engine INFO: Epoch: [56] [1700/7329] learning_rate: 0.000100 loss_class: 0.609017 loss_bbox: 0.127441 loss_giou: 0.429222 loss_class_aux: 3.807889 loss_bbox_aux: 0.836820 loss_giou_aux: 2.648152 loss_class_dn: 0.349326 loss_bbox_dn: 0.123532 loss_giou_dn: 0.390710 loss_class_aux_dn: 1.902057 loss_bbox_aux_dn: 0.710451 loss_giou_aux_dn: 2.213501 loss: 14.864494 eta: 1 day, 4:41:06 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2064 images/s [04/16 07:11:51] ppdet.engine INFO: Epoch: [56] [1800/7329] learning_rate: 0.000100 loss_class: 0.537412 loss_bbox: 0.123887 loss_giou: 0.410487 loss_class_aux: 3.586826 loss_bbox_aux: 0.844802 loss_giou_aux: 2.593516 loss_class_dn: 0.350755 loss_bbox_dn: 0.136960 loss_giou_dn: 0.348441 loss_class_aux_dn: 1.865075 loss_bbox_aux_dn: 0.810600 loss_giou_aux_dn: 1.938966 loss: 13.524069 eta: 1 day, 4:40:31 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2459 images/s [04/16 07:12:30] ppdet.engine INFO: Epoch: [56] [1900/7329] learning_rate: 0.000100 loss_class: 0.593020 loss_bbox: 0.127838 loss_giou: 0.400397 loss_class_aux: 3.659053 loss_bbox_aux: 0.842948 loss_giou_aux: 2.559853 loss_class_dn: 0.336297 loss_bbox_dn: 0.122230 loss_giou_dn: 0.379370 loss_class_aux_dn: 1.811524 loss_bbox_aux_dn: 0.726320 loss_giou_aux_dn: 2.106099 loss: 15.125923 eta: 1 day, 4:39:55 batch_cost: 0.3493 data_cost: 0.0013 ips: 11.4501 images/s [04/16 07:13:09] ppdet.engine INFO: Epoch: [56] [2000/7329] learning_rate: 0.000100 loss_class: 0.541281 loss_bbox: 0.131191 loss_giou: 0.366390 loss_class_aux: 3.468303 loss_bbox_aux: 0.876504 loss_giou_aux: 2.267540 loss_class_dn: 0.301464 loss_bbox_dn: 0.142256 loss_giou_dn: 0.334919 loss_class_aux_dn: 1.647313 loss_bbox_aux_dn: 0.869753 loss_giou_aux_dn: 1.871473 loss: 13.207325 eta: 1 day, 4:39:20 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2851 images/s [04/16 07:13:49] ppdet.engine INFO: Epoch: [56] [2100/7329] learning_rate: 0.000100 loss_class: 0.538824 loss_bbox: 0.125178 loss_giou: 0.335551 loss_class_aux: 3.517287 loss_bbox_aux: 0.823921 loss_giou_aux: 2.124909 loss_class_dn: 0.302807 loss_bbox_dn: 0.135426 loss_giou_dn: 0.320259 loss_class_aux_dn: 1.642662 loss_bbox_aux_dn: 0.812396 loss_giou_aux_dn: 1.826589 loss: 12.969049 eta: 1 day, 4:38:44 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2044 images/s [04/16 07:14:28] ppdet.engine INFO: Epoch: [56] [2200/7329] learning_rate: 0.000100 loss_class: 0.563205 loss_bbox: 0.128522 loss_giou: 0.368918 loss_class_aux: 3.620341 loss_bbox_aux: 0.846485 loss_giou_aux: 2.298244 loss_class_dn: 0.312164 loss_bbox_dn: 0.137497 loss_giou_dn: 0.348259 loss_class_aux_dn: 1.675539 loss_bbox_aux_dn: 0.848516 loss_giou_aux_dn: 1.937041 loss: 13.759925 eta: 1 day, 4:38:09 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3779 images/s [04/16 07:15:08] ppdet.engine INFO: Epoch: [56] [2300/7329] learning_rate: 0.000100 loss_class: 0.573415 loss_bbox: 0.116158 loss_giou: 0.313402 loss_class_aux: 3.597459 loss_bbox_aux: 0.778630 loss_giou_aux: 2.077112 loss_class_dn: 0.297900 loss_bbox_dn: 0.128630 loss_giou_dn: 0.322220 loss_class_aux_dn: 1.635640 loss_bbox_aux_dn: 0.763238 loss_giou_aux_dn: 1.755384 loss: 13.059257 eta: 1 day, 4:37:33 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2436 images/s [04/16 07:15:47] ppdet.engine INFO: Epoch: [56] [2400/7329] learning_rate: 0.000100 loss_class: 0.515012 loss_bbox: 0.137390 loss_giou: 0.360830 loss_class_aux: 3.369134 loss_bbox_aux: 0.859181 loss_giou_aux: 2.324391 loss_class_dn: 0.313350 loss_bbox_dn: 0.127712 loss_giou_dn: 0.333697 loss_class_aux_dn: 1.714426 loss_bbox_aux_dn: 0.776978 loss_giou_aux_dn: 1.823218 loss: 12.865183 eta: 1 day, 4:36:58 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3671 images/s [04/16 07:16:26] ppdet.engine INFO: Epoch: [56] [2500/7329] learning_rate: 0.000100 loss_class: 0.569359 loss_bbox: 0.127448 loss_giou: 0.426029 loss_class_aux: 3.596427 loss_bbox_aux: 0.816513 loss_giou_aux: 2.702461 loss_class_dn: 0.327015 loss_bbox_dn: 0.118778 loss_giou_dn: 0.382299 loss_class_aux_dn: 1.805825 loss_bbox_aux_dn: 0.720224 loss_giou_aux_dn: 2.107872 loss: 14.324422 eta: 1 day, 4:36:22 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3416 images/s [04/16 07:17:06] ppdet.engine INFO: Epoch: [56] [2600/7329] learning_rate: 0.000100 loss_class: 0.621582 loss_bbox: 0.140791 loss_giou: 0.422878 loss_class_aux: 4.128962 loss_bbox_aux: 0.958363 loss_giou_aux: 2.683536 loss_class_dn: 0.359360 loss_bbox_dn: 0.164602 loss_giou_dn: 0.386098 loss_class_aux_dn: 1.953891 loss_bbox_aux_dn: 0.971310 loss_giou_aux_dn: 2.201026 loss: 15.445942 eta: 1 day, 4:35:47 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3314 images/s [04/16 07:17:45] ppdet.engine INFO: Epoch: [56] [2700/7329] learning_rate: 0.000100 loss_class: 0.533894 loss_bbox: 0.120180 loss_giou: 0.317926 loss_class_aux: 3.380001 loss_bbox_aux: 0.814239 loss_giou_aux: 1.993980 loss_class_dn: 0.290098 loss_bbox_dn: 0.129393 loss_giou_dn: 0.298041 loss_class_aux_dn: 1.543754 loss_bbox_aux_dn: 0.795586 loss_giou_aux_dn: 1.704365 loss: 11.970695 eta: 1 day, 4:35:11 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3618 images/s [04/16 07:18:24] ppdet.engine INFO: Epoch: [56] [2800/7329] learning_rate: 0.000100 loss_class: 0.563310 loss_bbox: 0.112120 loss_giou: 0.394571 loss_class_aux: 3.497933 loss_bbox_aux: 0.750668 loss_giou_aux: 2.475556 loss_class_dn: 0.320450 loss_bbox_dn: 0.121059 loss_giou_dn: 0.341903 loss_class_aux_dn: 1.727596 loss_bbox_aux_dn: 0.718653 loss_giou_aux_dn: 1.927201 loss: 12.873131 eta: 1 day, 4:34:36 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3745 images/s [04/16 07:19:04] ppdet.engine INFO: Epoch: [56] [2900/7329] learning_rate: 0.000100 loss_class: 0.532109 loss_bbox: 0.120654 loss_giou: 0.324597 loss_class_aux: 3.350501 loss_bbox_aux: 0.783181 loss_giou_aux: 2.086569 loss_class_dn: 0.293610 loss_bbox_dn: 0.122433 loss_giou_dn: 0.310214 loss_class_aux_dn: 1.590285 loss_bbox_aux_dn: 0.741140 loss_giou_aux_dn: 1.712729 loss: 12.186808 eta: 1 day, 4:34:00 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2294 images/s [04/16 07:19:43] ppdet.engine INFO: Epoch: [56] [3000/7329] learning_rate: 0.000100 loss_class: 0.592492 loss_bbox: 0.131807 loss_giou: 0.407958 loss_class_aux: 3.955544 loss_bbox_aux: 0.870568 loss_giou_aux: 2.521423 loss_class_dn: 0.346176 loss_bbox_dn: 0.140082 loss_giou_dn: 0.373551 loss_class_aux_dn: 1.865105 loss_bbox_aux_dn: 0.819326 loss_giou_aux_dn: 2.015332 loss: 14.829747 eta: 1 day, 4:33:25 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3592 images/s [04/16 07:20:23] ppdet.engine INFO: Epoch: [56] [3100/7329] learning_rate: 0.000100 loss_class: 0.526412 loss_bbox: 0.142343 loss_giou: 0.352869 loss_class_aux: 3.505566 loss_bbox_aux: 0.925062 loss_giou_aux: 2.151774 loss_class_dn: 0.328736 loss_bbox_dn: 0.128266 loss_giou_dn: 0.330762 loss_class_aux_dn: 1.764594 loss_bbox_aux_dn: 0.768966 loss_giou_aux_dn: 1.810880 loss: 13.313937 eta: 1 day, 4:32:49 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2388 images/s [04/16 07:21:02] ppdet.engine INFO: Epoch: [56] [3200/7329] learning_rate: 0.000100 loss_class: 0.497625 loss_bbox: 0.114201 loss_giou: 0.261951 loss_class_aux: 3.114542 loss_bbox_aux: 0.754816 loss_giou_aux: 1.707900 loss_class_dn: 0.257537 loss_bbox_dn: 0.121612 loss_giou_dn: 0.249427 loss_class_aux_dn: 1.389476 loss_bbox_aux_dn: 0.738191 loss_giou_aux_dn: 1.424402 loss: 10.884612 eta: 1 day, 4:32:14 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3116 images/s [04/16 07:21:41] ppdet.engine INFO: Epoch: [56] [3300/7329] learning_rate: 0.000100 loss_class: 0.552043 loss_bbox: 0.125460 loss_giou: 0.407907 loss_class_aux: 3.452558 loss_bbox_aux: 0.824229 loss_giou_aux: 2.606752 loss_class_dn: 0.323756 loss_bbox_dn: 0.118869 loss_giou_dn: 0.387874 loss_class_aux_dn: 1.717145 loss_bbox_aux_dn: 0.714861 loss_giou_aux_dn: 2.174886 loss: 13.952776 eta: 1 day, 4:31:38 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3447 images/s [04/16 07:22:21] ppdet.engine INFO: Epoch: [56] [3400/7329] learning_rate: 0.000100 loss_class: 0.563123 loss_bbox: 0.125668 loss_giou: 0.358936 loss_class_aux: 3.528233 loss_bbox_aux: 0.836955 loss_giou_aux: 2.321878 loss_class_dn: 0.314280 loss_bbox_dn: 0.121961 loss_giou_dn: 0.332354 loss_class_aux_dn: 1.740358 loss_bbox_aux_dn: 0.731809 loss_giou_aux_dn: 1.893420 loss: 13.563688 eta: 1 day, 4:31:03 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2628 images/s [04/16 07:23:01] ppdet.engine INFO: Epoch: [56] [3500/7329] learning_rate: 0.000100 loss_class: 0.593547 loss_bbox: 0.118415 loss_giou: 0.388315 loss_class_aux: 3.777729 loss_bbox_aux: 0.794572 loss_giou_aux: 2.436192 loss_class_dn: 0.333210 loss_bbox_dn: 0.134022 loss_giou_dn: 0.349447 loss_class_aux_dn: 1.772431 loss_bbox_aux_dn: 0.809790 loss_giou_aux_dn: 1.956212 loss: 13.575531 eta: 1 day, 4:30:28 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2682 images/s [04/16 07:23:40] ppdet.engine INFO: Epoch: [56] [3600/7329] learning_rate: 0.000100 loss_class: 0.542002 loss_bbox: 0.132875 loss_giou: 0.358022 loss_class_aux: 3.571769 loss_bbox_aux: 0.878118 loss_giou_aux: 2.280811 loss_class_dn: 0.321735 loss_bbox_dn: 0.125013 loss_giou_dn: 0.358181 loss_class_aux_dn: 1.751171 loss_bbox_aux_dn: 0.795039 loss_giou_aux_dn: 2.001011 loss: 13.458707 eta: 1 day, 4:29:52 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4050 images/s [04/16 07:24:19] ppdet.engine INFO: Epoch: [56] [3700/7329] learning_rate: 0.000100 loss_class: 0.543061 loss_bbox: 0.134540 loss_giou: 0.326200 loss_class_aux: 3.563858 loss_bbox_aux: 0.903010 loss_giou_aux: 2.095905 loss_class_dn: 0.310314 loss_bbox_dn: 0.139561 loss_giou_dn: 0.328019 loss_class_aux_dn: 1.642333 loss_bbox_aux_dn: 0.805109 loss_giou_aux_dn: 1.838081 loss: 13.374308 eta: 1 day, 4:29:16 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3627 images/s [04/16 07:24:58] ppdet.engine INFO: Epoch: [56] [3800/7329] learning_rate: 0.000100 loss_class: 0.564591 loss_bbox: 0.121492 loss_giou: 0.342932 loss_class_aux: 3.647808 loss_bbox_aux: 0.843147 loss_giou_aux: 2.246506 loss_class_dn: 0.299480 loss_bbox_dn: 0.128675 loss_giou_dn: 0.327127 loss_class_aux_dn: 1.610060 loss_bbox_aux_dn: 0.845775 loss_giou_aux_dn: 1.791259 loss: 12.498117 eta: 1 day, 4:28:41 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3238 images/s [04/16 07:25:38] ppdet.engine INFO: Epoch: [56] [3900/7329] learning_rate: 0.000100 loss_class: 0.517169 loss_bbox: 0.118557 loss_giou: 0.365134 loss_class_aux: 3.436699 loss_bbox_aux: 0.771544 loss_giou_aux: 2.244079 loss_class_dn: 0.317607 loss_bbox_dn: 0.124337 loss_giou_dn: 0.324449 loss_class_aux_dn: 1.705861 loss_bbox_aux_dn: 0.773470 loss_giou_aux_dn: 1.815316 loss: 12.424692 eta: 1 day, 4:28:05 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2517 images/s [04/16 07:26:17] ppdet.engine INFO: Epoch: [56] [4000/7329] learning_rate: 0.000100 loss_class: 0.585927 loss_bbox: 0.118548 loss_giou: 0.428252 loss_class_aux: 3.788390 loss_bbox_aux: 0.787613 loss_giou_aux: 2.675759 loss_class_dn: 0.328653 loss_bbox_dn: 0.124942 loss_giou_dn: 0.384805 loss_class_aux_dn: 1.760965 loss_bbox_aux_dn: 0.792640 loss_giou_aux_dn: 2.162894 loss: 14.802719 eta: 1 day, 4:27:30 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2801 images/s [04/16 07:26:57] ppdet.engine INFO: Epoch: [56] [4100/7329] learning_rate: 0.000100 loss_class: 0.612227 loss_bbox: 0.119593 loss_giou: 0.411226 loss_class_aux: 4.187005 loss_bbox_aux: 0.808127 loss_giou_aux: 2.552350 loss_class_dn: 0.368640 loss_bbox_dn: 0.134642 loss_giou_dn: 0.390986 loss_class_aux_dn: 1.974683 loss_bbox_aux_dn: 0.793493 loss_giou_aux_dn: 2.175272 loss: 15.086130 eta: 1 day, 4:26:55 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3146 images/s [04/16 07:27:36] ppdet.engine INFO: Epoch: [56] [4200/7329] learning_rate: 0.000100 loss_class: 0.532928 loss_bbox: 0.140720 loss_giou: 0.358161 loss_class_aux: 3.539660 loss_bbox_aux: 0.940135 loss_giou_aux: 2.255173 loss_class_dn: 0.327081 loss_bbox_dn: 0.135235 loss_giou_dn: 0.324555 loss_class_aux_dn: 1.762800 loss_bbox_aux_dn: 0.764399 loss_giou_aux_dn: 1.829727 loss: 13.848848 eta: 1 day, 4:26:19 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2082 images/s [04/16 07:28:16] ppdet.engine INFO: Epoch: [56] [4300/7329] learning_rate: 0.000100 loss_class: 0.583578 loss_bbox: 0.136287 loss_giou: 0.353505 loss_class_aux: 3.572952 loss_bbox_aux: 0.846532 loss_giou_aux: 2.209506 loss_class_dn: 0.330770 loss_bbox_dn: 0.145375 loss_giou_dn: 0.336630 loss_class_aux_dn: 1.770935 loss_bbox_aux_dn: 0.854996 loss_giou_aux_dn: 1.878301 loss: 14.026338 eta: 1 day, 4:25:44 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2494 images/s [04/16 07:28:56] ppdet.engine INFO: Epoch: [56] [4400/7329] learning_rate: 0.000100 loss_class: 0.546559 loss_bbox: 0.137409 loss_giou: 0.406609 loss_class_aux: 3.460230 loss_bbox_aux: 0.892514 loss_giou_aux: 2.672298 loss_class_dn: 0.315719 loss_bbox_dn: 0.117166 loss_giou_dn: 0.365955 loss_class_aux_dn: 1.674352 loss_bbox_aux_dn: 0.747775 loss_giou_aux_dn: 1.979900 loss: 12.926057 eta: 1 day, 4:25:09 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2394 images/s [04/16 07:29:35] ppdet.engine INFO: Epoch: [56] [4500/7329] learning_rate: 0.000100 loss_class: 0.582414 loss_bbox: 0.137303 loss_giou: 0.419137 loss_class_aux: 3.708607 loss_bbox_aux: 0.876685 loss_giou_aux: 2.653740 loss_class_dn: 0.343720 loss_bbox_dn: 0.137345 loss_giou_dn: 0.402252 loss_class_aux_dn: 1.818902 loss_bbox_aux_dn: 0.806131 loss_giou_aux_dn: 2.252298 loss: 14.493011 eta: 1 day, 4:24:33 batch_cost: 0.3493 data_cost: 0.0012 ips: 11.4509 images/s [04/16 07:30:14] ppdet.engine INFO: Epoch: [56] [4600/7329] learning_rate: 0.000100 loss_class: 0.543555 loss_bbox: 0.122520 loss_giou: 0.365582 loss_class_aux: 3.416262 loss_bbox_aux: 0.788924 loss_giou_aux: 2.398954 loss_class_dn: 0.322745 loss_bbox_dn: 0.137451 loss_giou_dn: 0.361052 loss_class_aux_dn: 1.740158 loss_bbox_aux_dn: 0.785307 loss_giou_aux_dn: 1.972926 loss: 13.192976 eta: 1 day, 4:23:57 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3394 images/s [04/16 07:30:54] ppdet.engine INFO: Epoch: [56] [4700/7329] learning_rate: 0.000100 loss_class: 0.602634 loss_bbox: 0.135948 loss_giou: 0.395665 loss_class_aux: 3.885567 loss_bbox_aux: 0.861910 loss_giou_aux: 2.537690 loss_class_dn: 0.352423 loss_bbox_dn: 0.133521 loss_giou_dn: 0.367465 loss_class_aux_dn: 1.900499 loss_bbox_aux_dn: 0.833332 loss_giou_aux_dn: 2.059036 loss: 14.877104 eta: 1 day, 4:23:22 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2043 images/s [04/16 07:31:33] ppdet.engine INFO: Epoch: [56] [4800/7329] learning_rate: 0.000100 loss_class: 0.509138 loss_bbox: 0.142414 loss_giou: 0.376248 loss_class_aux: 3.281333 loss_bbox_aux: 0.848633 loss_giou_aux: 2.374084 loss_class_dn: 0.297236 loss_bbox_dn: 0.142247 loss_giou_dn: 0.319532 loss_class_aux_dn: 1.584581 loss_bbox_aux_dn: 0.823183 loss_giou_aux_dn: 1.810058 loss: 12.584642 eta: 1 day, 4:22:47 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2923 images/s [04/16 07:32:12] ppdet.engine INFO: Epoch: [56] [4900/7329] learning_rate: 0.000100 loss_class: 0.604995 loss_bbox: 0.139671 loss_giou: 0.452827 loss_class_aux: 3.903487 loss_bbox_aux: 0.901954 loss_giou_aux: 2.883532 loss_class_dn: 0.364941 loss_bbox_dn: 0.129419 loss_giou_dn: 0.406259 loss_class_aux_dn: 1.953011 loss_bbox_aux_dn: 0.791228 loss_giou_aux_dn: 2.249017 loss: 15.509546 eta: 1 day, 4:22:11 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4394 images/s [04/16 07:32:51] ppdet.engine INFO: Epoch: [56] [5000/7329] learning_rate: 0.000100 loss_class: 0.627314 loss_bbox: 0.120482 loss_giou: 0.387186 loss_class_aux: 4.000176 loss_bbox_aux: 0.761537 loss_giou_aux: 2.444777 loss_class_dn: 0.359043 loss_bbox_dn: 0.129852 loss_giou_dn: 0.369597 loss_class_aux_dn: 1.939917 loss_bbox_aux_dn: 0.762920 loss_giou_aux_dn: 2.069062 loss: 14.616852 eta: 1 day, 4:21:35 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4100 images/s [04/16 07:33:30] ppdet.engine INFO: Epoch: [56] [5100/7329] learning_rate: 0.000100 loss_class: 0.580824 loss_bbox: 0.130799 loss_giou: 0.365351 loss_class_aux: 3.708700 loss_bbox_aux: 0.844208 loss_giou_aux: 2.253768 loss_class_dn: 0.319426 loss_bbox_dn: 0.142364 loss_giou_dn: 0.346694 loss_class_aux_dn: 1.749762 loss_bbox_aux_dn: 0.855511 loss_giou_aux_dn: 1.935613 loss: 14.045242 eta: 1 day, 4:20:59 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4190 images/s [04/16 07:34:09] ppdet.engine INFO: Epoch: [56] [5200/7329] learning_rate: 0.000100 loss_class: 0.547174 loss_bbox: 0.120712 loss_giou: 0.319643 loss_class_aux: 3.456604 loss_bbox_aux: 0.805201 loss_giou_aux: 2.024935 loss_class_dn: 0.280774 loss_bbox_dn: 0.125908 loss_giou_dn: 0.298176 loss_class_aux_dn: 1.487570 loss_bbox_aux_dn: 0.740289 loss_giou_aux_dn: 1.624979 loss: 12.452545 eta: 1 day, 4:20:24 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4106 images/s [04/16 07:34:49] ppdet.engine INFO: Epoch: [56] [5300/7329] learning_rate: 0.000100 loss_class: 0.482376 loss_bbox: 0.122739 loss_giou: 0.329301 loss_class_aux: 3.070044 loss_bbox_aux: 0.814764 loss_giou_aux: 2.086327 loss_class_dn: 0.311582 loss_bbox_dn: 0.119281 loss_giou_dn: 0.334240 loss_class_aux_dn: 1.679484 loss_bbox_aux_dn: 0.721796 loss_giou_aux_dn: 1.844461 loss: 12.646065 eta: 1 day, 4:19:48 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2639 images/s [04/16 07:35:28] ppdet.engine INFO: Epoch: [56] [5400/7329] learning_rate: 0.000100 loss_class: 0.578204 loss_bbox: 0.132131 loss_giou: 0.332321 loss_class_aux: 3.701876 loss_bbox_aux: 0.903367 loss_giou_aux: 2.160421 loss_class_dn: 0.326734 loss_bbox_dn: 0.144316 loss_giou_dn: 0.340920 loss_class_aux_dn: 1.751718 loss_bbox_aux_dn: 0.898208 loss_giou_aux_dn: 1.865069 loss: 13.421799 eta: 1 day, 4:19:13 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3435 images/s [04/16 07:36:08] ppdet.engine INFO: Epoch: [56] [5500/7329] learning_rate: 0.000100 loss_class: 0.553052 loss_bbox: 0.132756 loss_giou: 0.315232 loss_class_aux: 3.542885 loss_bbox_aux: 0.868625 loss_giou_aux: 2.029153 loss_class_dn: 0.306900 loss_bbox_dn: 0.149090 loss_giou_dn: 0.309163 loss_class_aux_dn: 1.675031 loss_bbox_aux_dn: 0.899809 loss_giou_aux_dn: 1.720555 loss: 12.749338 eta: 1 day, 4:18:37 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2791 images/s [04/16 07:36:47] ppdet.engine INFO: Epoch: [56] [5600/7329] learning_rate: 0.000100 loss_class: 0.555880 loss_bbox: 0.137011 loss_giou: 0.321885 loss_class_aux: 3.622222 loss_bbox_aux: 0.896053 loss_giou_aux: 2.024507 loss_class_dn: 0.302323 loss_bbox_dn: 0.149009 loss_giou_dn: 0.320456 loss_class_aux_dn: 1.653319 loss_bbox_aux_dn: 0.885132 loss_giou_aux_dn: 1.774355 loss: 12.762169 eta: 1 day, 4:18:02 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2621 images/s [04/16 07:37:27] ppdet.engine INFO: Epoch: [56] [5700/7329] learning_rate: 0.000100 loss_class: 0.556766 loss_bbox: 0.126700 loss_giou: 0.377987 loss_class_aux: 3.632466 loss_bbox_aux: 0.828510 loss_giou_aux: 2.450893 loss_class_dn: 0.307944 loss_bbox_dn: 0.138263 loss_giou_dn: 0.350787 loss_class_aux_dn: 1.672797 loss_bbox_aux_dn: 0.825169 loss_giou_aux_dn: 1.952143 loss: 14.181393 eta: 1 day, 4:17:27 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2936 images/s [04/16 07:38:06] ppdet.engine INFO: Epoch: [56] [5800/7329] learning_rate: 0.000100 loss_class: 0.548408 loss_bbox: 0.130213 loss_giou: 0.373873 loss_class_aux: 3.565763 loss_bbox_aux: 0.837243 loss_giou_aux: 2.283977 loss_class_dn: 0.322808 loss_bbox_dn: 0.132570 loss_giou_dn: 0.339889 loss_class_aux_dn: 1.728309 loss_bbox_aux_dn: 0.805777 loss_giou_aux_dn: 1.906610 loss: 13.934269 eta: 1 day, 4:16:51 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3358 images/s [04/16 07:38:45] ppdet.engine INFO: Epoch: [56] [5900/7329] learning_rate: 0.000100 loss_class: 0.596936 loss_bbox: 0.130224 loss_giou: 0.366066 loss_class_aux: 3.819802 loss_bbox_aux: 0.823707 loss_giou_aux: 2.350130 loss_class_dn: 0.340843 loss_bbox_dn: 0.140353 loss_giou_dn: 0.348892 loss_class_aux_dn: 1.867123 loss_bbox_aux_dn: 0.834747 loss_giou_aux_dn: 1.955157 loss: 13.788988 eta: 1 day, 4:16:16 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3297 images/s [04/16 07:39:25] ppdet.engine INFO: Epoch: [56] [6000/7329] learning_rate: 0.000100 loss_class: 0.538514 loss_bbox: 0.130671 loss_giou: 0.371450 loss_class_aux: 3.531209 loss_bbox_aux: 0.843033 loss_giou_aux: 2.267542 loss_class_dn: 0.296501 loss_bbox_dn: 0.139528 loss_giou_dn: 0.328954 loss_class_aux_dn: 1.624809 loss_bbox_aux_dn: 0.857053 loss_giou_aux_dn: 1.852389 loss: 12.110524 eta: 1 day, 4:15:40 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3425 images/s [04/16 07:40:04] ppdet.engine INFO: Epoch: [56] [6100/7329] learning_rate: 0.000100 loss_class: 0.606277 loss_bbox: 0.134697 loss_giou: 0.435514 loss_class_aux: 3.849877 loss_bbox_aux: 0.864163 loss_giou_aux: 2.716218 loss_class_dn: 0.376390 loss_bbox_dn: 0.138297 loss_giou_dn: 0.396031 loss_class_aux_dn: 2.022702 loss_bbox_aux_dn: 0.785718 loss_giou_aux_dn: 2.248852 loss: 15.788937 eta: 1 day, 4:15:05 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2148 images/s [04/16 07:40:44] ppdet.engine INFO: Epoch: [56] [6200/7329] learning_rate: 0.000100 loss_class: 0.591042 loss_bbox: 0.146048 loss_giou: 0.406066 loss_class_aux: 3.793664 loss_bbox_aux: 0.943194 loss_giou_aux: 2.550226 loss_class_dn: 0.357241 loss_bbox_dn: 0.140580 loss_giou_dn: 0.361991 loss_class_aux_dn: 1.929660 loss_bbox_aux_dn: 0.815990 loss_giou_aux_dn: 1.992048 loss: 14.644949 eta: 1 day, 4:14:29 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2813 images/s [04/16 07:41:24] ppdet.engine INFO: Epoch: [56] [6300/7329] learning_rate: 0.000100 loss_class: 0.613540 loss_bbox: 0.127713 loss_giou: 0.377650 loss_class_aux: 3.789125 loss_bbox_aux: 0.864603 loss_giou_aux: 2.446802 loss_class_dn: 0.324935 loss_bbox_dn: 0.121859 loss_giou_dn: 0.350503 loss_class_aux_dn: 1.745759 loss_bbox_aux_dn: 0.780923 loss_giou_aux_dn: 1.978560 loss: 13.794871 eta: 1 day, 4:13:54 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2196 images/s [04/16 07:42:03] ppdet.engine INFO: Epoch: [56] [6400/7329] learning_rate: 0.000100 loss_class: 0.552134 loss_bbox: 0.129053 loss_giou: 0.339243 loss_class_aux: 3.488192 loss_bbox_aux: 0.815925 loss_giou_aux: 2.150037 loss_class_dn: 0.312109 loss_bbox_dn: 0.140690 loss_giou_dn: 0.324462 loss_class_aux_dn: 1.684646 loss_bbox_aux_dn: 0.813494 loss_giou_aux_dn: 1.798940 loss: 12.908966 eta: 1 day, 4:13:18 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3749 images/s [04/16 07:42:42] ppdet.engine INFO: Epoch: [56] [6500/7329] learning_rate: 0.000100 loss_class: 0.551097 loss_bbox: 0.138238 loss_giou: 0.351370 loss_class_aux: 3.632331 loss_bbox_aux: 0.928320 loss_giou_aux: 2.185327 loss_class_dn: 0.312336 loss_bbox_dn: 0.145639 loss_giou_dn: 0.330520 loss_class_aux_dn: 1.682836 loss_bbox_aux_dn: 0.894893 loss_giou_aux_dn: 1.848121 loss: 13.543968 eta: 1 day, 4:12:43 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2956 images/s [04/16 07:43:22] ppdet.engine INFO: Epoch: [56] [6600/7329] learning_rate: 0.000100 loss_class: 0.555616 loss_bbox: 0.127362 loss_giou: 0.394849 loss_class_aux: 3.594559 loss_bbox_aux: 0.832965 loss_giou_aux: 2.551373 loss_class_dn: 0.341023 loss_bbox_dn: 0.137162 loss_giou_dn: 0.370113 loss_class_aux_dn: 1.824671 loss_bbox_aux_dn: 0.861266 loss_giou_aux_dn: 2.051967 loss: 14.189795 eta: 1 day, 4:12:08 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2455 images/s [04/16 07:44:01] ppdet.engine INFO: Epoch: [56] [6700/7329] learning_rate: 0.000100 loss_class: 0.598625 loss_bbox: 0.134492 loss_giou: 0.410765 loss_class_aux: 3.790241 loss_bbox_aux: 0.858738 loss_giou_aux: 2.609168 loss_class_dn: 0.355706 loss_bbox_dn: 0.142340 loss_giou_dn: 0.385701 loss_class_aux_dn: 1.896972 loss_bbox_aux_dn: 0.829460 loss_giou_aux_dn: 2.111495 loss: 14.672400 eta: 1 day, 4:11:32 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3318 images/s [04/16 07:44:41] ppdet.engine INFO: Epoch: [56] [6800/7329] learning_rate: 0.000100 loss_class: 0.609532 loss_bbox: 0.136480 loss_giou: 0.439184 loss_class_aux: 3.801217 loss_bbox_aux: 0.898615 loss_giou_aux: 2.812400 loss_class_dn: 0.364533 loss_bbox_dn: 0.147964 loss_giou_dn: 0.402749 loss_class_aux_dn: 1.969716 loss_bbox_aux_dn: 0.882180 loss_giou_aux_dn: 2.209653 loss: 15.005875 eta: 1 day, 4:10:57 batch_cost: 0.3581 data_cost: 0.0008 ips: 11.1703 images/s [04/16 07:45:21] ppdet.engine INFO: Epoch: [56] [6900/7329] learning_rate: 0.000100 loss_class: 0.492634 loss_bbox: 0.136159 loss_giou: 0.343514 loss_class_aux: 3.196074 loss_bbox_aux: 0.882934 loss_giou_aux: 2.078680 loss_class_dn: 0.298595 loss_bbox_dn: 0.132320 loss_giou_dn: 0.314125 loss_class_aux_dn: 1.597878 loss_bbox_aux_dn: 0.802576 loss_giou_aux_dn: 1.808907 loss: 12.213408 eta: 1 day, 4:10:22 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2522 images/s [04/16 07:46:00] ppdet.engine INFO: Epoch: [56] [7000/7329] learning_rate: 0.000100 loss_class: 0.547698 loss_bbox: 0.128037 loss_giou: 0.352764 loss_class_aux: 3.367061 loss_bbox_aux: 0.833153 loss_giou_aux: 2.253358 loss_class_dn: 0.284380 loss_bbox_dn: 0.122446 loss_giou_dn: 0.340372 loss_class_aux_dn: 1.541307 loss_bbox_aux_dn: 0.773316 loss_giou_aux_dn: 1.889281 loss: 12.700298 eta: 1 day, 4:09:46 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2352 images/s [04/16 07:46:40] ppdet.engine INFO: Epoch: [56] [7100/7329] learning_rate: 0.000100 loss_class: 0.493715 loss_bbox: 0.137921 loss_giou: 0.310560 loss_class_aux: 3.317777 loss_bbox_aux: 0.855115 loss_giou_aux: 1.903946 loss_class_dn: 0.276852 loss_bbox_dn: 0.138593 loss_giou_dn: 0.275533 loss_class_aux_dn: 1.523666 loss_bbox_aux_dn: 0.803913 loss_giou_aux_dn: 1.584549 loss: 11.007217 eta: 1 day, 4:09:11 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2774 images/s [04/16 07:47:19] ppdet.engine INFO: Epoch: [56] [7200/7329] learning_rate: 0.000100 loss_class: 0.558969 loss_bbox: 0.147507 loss_giou: 0.361674 loss_class_aux: 3.590685 loss_bbox_aux: 0.958356 loss_giou_aux: 2.245839 loss_class_dn: 0.314148 loss_bbox_dn: 0.148483 loss_giou_dn: 0.324613 loss_class_aux_dn: 1.684400 loss_bbox_aux_dn: 0.887955 loss_giou_aux_dn: 1.793510 loss: 13.020184 eta: 1 day, 4:08:35 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3440 images/s [04/16 07:47:58] ppdet.engine INFO: Epoch: [56] [7300/7329] learning_rate: 0.000100 loss_class: 0.526837 loss_bbox: 0.107956 loss_giou: 0.300214 loss_class_aux: 3.286803 loss_bbox_aux: 0.722562 loss_giou_aux: 1.927560 loss_class_dn: 0.283277 loss_bbox_dn: 0.112600 loss_giou_dn: 0.288648 loss_class_aux_dn: 1.501060 loss_bbox_aux_dn: 0.680278 loss_giou_aux_dn: 1.620875 loss: 11.730936 eta: 1 day, 4:08:00 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3511 images/s [04/16 07:48:12] ppdet.engine INFO: Eval iter: 0 [04/16 07:48:25] ppdet.engine INFO: Eval iter: 100 [04/16 07:48:37] ppdet.engine INFO: Eval iter: 200 [04/16 07:48:50] ppdet.engine INFO: Eval iter: 300 [04/16 07:49:02] ppdet.engine INFO: Eval iter: 400 [04/16 07:49:15] ppdet.engine INFO: Eval iter: 500 [04/16 07:49:27] ppdet.engine INFO: Eval iter: 600 [04/16 07:49:49] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 07:49:50] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.53s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.67s). Accumulating evaluation results... DONE (t=16.58s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.729 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.397 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.732 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 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 [04/16 07:51:34] ppdet.engine INFO: Total sample number: 5000, average FPS: 63.96946047824452 [04/16 07:51:34] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 07:51:35] ppdet.engine INFO: Epoch: [57] [ 0/7329] learning_rate: 0.000100 loss_class: 0.471868 loss_bbox: 0.107956 loss_giou: 0.307213 loss_class_aux: 3.200583 loss_bbox_aux: 0.732046 loss_giou_aux: 1.948903 loss_class_dn: 0.277429 loss_bbox_dn: 0.106896 loss_giou_dn: 0.285295 loss_class_aux_dn: 1.464820 loss_bbox_aux_dn: 0.655729 loss_giou_aux_dn: 1.620875 loss: 11.695896 eta: 1 day, 4:07:49 batch_cost: 0.3511 data_cost: 0.0014 ips: 11.3920 images/s [04/16 07:52:14] ppdet.engine INFO: Epoch: [57] [ 100/7329] learning_rate: 0.000100 loss_class: 0.553818 loss_bbox: 0.123027 loss_giou: 0.344328 loss_class_aux: 3.417983 loss_bbox_aux: 0.822316 loss_giou_aux: 2.202511 loss_class_dn: 0.297913 loss_bbox_dn: 0.122855 loss_giou_dn: 0.335251 loss_class_aux_dn: 1.580003 loss_bbox_aux_dn: 0.750017 loss_giou_aux_dn: 1.881848 loss: 12.643762 eta: 1 day, 4:07:14 batch_cost: 0.3541 data_cost: 0.0011 ips: 11.2957 images/s [04/16 07:52:54] ppdet.engine INFO: Epoch: [57] [ 200/7329] learning_rate: 0.000100 loss_class: 0.585911 loss_bbox: 0.132396 loss_giou: 0.424664 loss_class_aux: 3.592997 loss_bbox_aux: 0.867876 loss_giou_aux: 2.710237 loss_class_dn: 0.341396 loss_bbox_dn: 0.134416 loss_giou_dn: 0.396970 loss_class_aux_dn: 1.842920 loss_bbox_aux_dn: 0.758555 loss_giou_aux_dn: 2.204765 loss: 14.608311 eta: 1 day, 4:06:39 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3284 images/s [04/16 07:53:33] ppdet.engine INFO: Epoch: [57] [ 300/7329] learning_rate: 0.000100 loss_class: 0.494114 loss_bbox: 0.109292 loss_giou: 0.311230 loss_class_aux: 3.173594 loss_bbox_aux: 0.767194 loss_giou_aux: 1.948410 loss_class_dn: 0.290927 loss_bbox_dn: 0.117411 loss_giou_dn: 0.297687 loss_class_aux_dn: 1.591653 loss_bbox_aux_dn: 0.725801 loss_giou_aux_dn: 1.644743 loss: 11.929538 eta: 1 day, 4:06:03 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3135 images/s [04/16 07:54:13] ppdet.engine INFO: Epoch: [57] [ 400/7329] learning_rate: 0.000100 loss_class: 0.560692 loss_bbox: 0.133821 loss_giou: 0.362512 loss_class_aux: 3.731063 loss_bbox_aux: 0.829895 loss_giou_aux: 2.285564 loss_class_dn: 0.326958 loss_bbox_dn: 0.131532 loss_giou_dn: 0.315017 loss_class_aux_dn: 1.745332 loss_bbox_aux_dn: 0.798871 loss_giou_aux_dn: 1.816684 loss: 13.329551 eta: 1 day, 4:05:28 batch_cost: 0.3572 data_cost: 0.0012 ips: 11.1986 images/s [04/16 07:54:53] ppdet.engine INFO: Epoch: [57] [ 500/7329] learning_rate: 0.000100 loss_class: 0.518507 loss_bbox: 0.123252 loss_giou: 0.419877 loss_class_aux: 3.309049 loss_bbox_aux: 0.822238 loss_giou_aux: 2.658489 loss_class_dn: 0.330704 loss_bbox_dn: 0.138015 loss_giou_dn: 0.378731 loss_class_aux_dn: 1.735214 loss_bbox_aux_dn: 0.811930 loss_giou_aux_dn: 2.180167 loss: 14.527468 eta: 1 day, 4:04:52 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2302 images/s [04/16 07:55:32] ppdet.engine INFO: Epoch: [57] [ 600/7329] learning_rate: 0.000100 loss_class: 0.594027 loss_bbox: 0.129852 loss_giou: 0.442554 loss_class_aux: 3.836372 loss_bbox_aux: 0.831747 loss_giou_aux: 2.841224 loss_class_dn: 0.346347 loss_bbox_dn: 0.126151 loss_giou_dn: 0.390730 loss_class_aux_dn: 1.885756 loss_bbox_aux_dn: 0.780740 loss_giou_aux_dn: 2.186963 loss: 14.616435 eta: 1 day, 4:04:17 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3022 images/s [04/16 07:56:11] ppdet.engine INFO: Epoch: [57] [ 700/7329] learning_rate: 0.000100 loss_class: 0.504712 loss_bbox: 0.127368 loss_giou: 0.307616 loss_class_aux: 3.121481 loss_bbox_aux: 0.778273 loss_giou_aux: 1.891791 loss_class_dn: 0.282785 loss_bbox_dn: 0.123249 loss_giou_dn: 0.292686 loss_class_aux_dn: 1.553806 loss_bbox_aux_dn: 0.752335 loss_giou_aux_dn: 1.618421 loss: 11.428469 eta: 1 day, 4:03:41 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3471 images/s [04/16 07:56:51] ppdet.engine INFO: Epoch: [57] [ 800/7329] learning_rate: 0.000100 loss_class: 0.502042 loss_bbox: 0.116570 loss_giou: 0.297153 loss_class_aux: 3.223360 loss_bbox_aux: 0.754770 loss_giou_aux: 1.951146 loss_class_dn: 0.283304 loss_bbox_dn: 0.119458 loss_giou_dn: 0.300565 loss_class_aux_dn: 1.488197 loss_bbox_aux_dn: 0.728835 loss_giou_aux_dn: 1.679242 loss: 11.878110 eta: 1 day, 4:03:06 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2677 images/s [04/16 07:57:31] ppdet.engine INFO: Epoch: [57] [ 900/7329] learning_rate: 0.000100 loss_class: 0.510755 loss_bbox: 0.121049 loss_giou: 0.328053 loss_class_aux: 3.360863 loss_bbox_aux: 0.779791 loss_giou_aux: 2.110439 loss_class_dn: 0.316556 loss_bbox_dn: 0.116352 loss_giou_dn: 0.299440 loss_class_aux_dn: 1.787954 loss_bbox_aux_dn: 0.680580 loss_giou_aux_dn: 1.722157 loss: 12.711824 eta: 1 day, 4:02:31 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2018 images/s [04/16 07:58:10] ppdet.engine INFO: Epoch: [57] [1000/7329] learning_rate: 0.000100 loss_class: 0.499433 loss_bbox: 0.109800 loss_giou: 0.310175 loss_class_aux: 3.128709 loss_bbox_aux: 0.695373 loss_giou_aux: 2.004476 loss_class_dn: 0.290599 loss_bbox_dn: 0.109341 loss_giou_dn: 0.326572 loss_class_aux_dn: 1.606324 loss_bbox_aux_dn: 0.658782 loss_giou_aux_dn: 1.816859 loss: 12.514996 eta: 1 day, 4:01:55 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2871 images/s [04/16 07:58:49] ppdet.engine INFO: Epoch: [57] [1100/7329] learning_rate: 0.000100 loss_class: 0.538639 loss_bbox: 0.145749 loss_giou: 0.327157 loss_class_aux: 3.482259 loss_bbox_aux: 0.934567 loss_giou_aux: 2.067878 loss_class_dn: 0.294051 loss_bbox_dn: 0.139897 loss_giou_dn: 0.319443 loss_class_aux_dn: 1.583117 loss_bbox_aux_dn: 0.813612 loss_giou_aux_dn: 1.776192 loss: 12.903563 eta: 1 day, 4:01:20 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3551 images/s [04/16 07:59:29] ppdet.engine INFO: Epoch: [57] [1200/7329] learning_rate: 0.000100 loss_class: 0.559072 loss_bbox: 0.130634 loss_giou: 0.390082 loss_class_aux: 3.512303 loss_bbox_aux: 0.843511 loss_giou_aux: 2.483678 loss_class_dn: 0.328439 loss_bbox_dn: 0.125570 loss_giou_dn: 0.335701 loss_class_aux_dn: 1.780911 loss_bbox_aux_dn: 0.774225 loss_giou_aux_dn: 1.880178 loss: 13.628216 eta: 1 day, 4:00:45 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2101 images/s [04/16 08:00:09] ppdet.engine INFO: Epoch: [57] [1300/7329] learning_rate: 0.000100 loss_class: 0.608577 loss_bbox: 0.141175 loss_giou: 0.347459 loss_class_aux: 3.861059 loss_bbox_aux: 0.893570 loss_giou_aux: 2.282841 loss_class_dn: 0.323469 loss_bbox_dn: 0.150461 loss_giou_dn: 0.325063 loss_class_aux_dn: 1.740152 loss_bbox_aux_dn: 0.874856 loss_giou_aux_dn: 1.849998 loss: 14.120770 eta: 1 day, 4:00:10 batch_cost: 0.3592 data_cost: 0.0013 ips: 11.1366 images/s [04/16 08:00:49] ppdet.engine INFO: Epoch: [57] [1400/7329] learning_rate: 0.000100 loss_class: 0.546071 loss_bbox: 0.122807 loss_giou: 0.347785 loss_class_aux: 3.501425 loss_bbox_aux: 0.796651 loss_giou_aux: 2.183192 loss_class_dn: 0.313850 loss_bbox_dn: 0.122998 loss_giou_dn: 0.316968 loss_class_aux_dn: 1.676019 loss_bbox_aux_dn: 0.715543 loss_giou_aux_dn: 1.776173 loss: 13.426203 eta: 1 day, 3:59:34 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2423 images/s [04/16 08:01:27] ppdet.engine INFO: Epoch: [57] [1500/7329] learning_rate: 0.000100 loss_class: 0.524599 loss_bbox: 0.121096 loss_giou: 0.319626 loss_class_aux: 3.318307 loss_bbox_aux: 0.803478 loss_giou_aux: 2.117429 loss_class_dn: 0.305132 loss_bbox_dn: 0.114728 loss_giou_dn: 0.302394 loss_class_aux_dn: 1.652994 loss_bbox_aux_dn: 0.746384 loss_giou_aux_dn: 1.746662 loss: 12.602064 eta: 1 day, 3:58:58 batch_cost: 0.3477 data_cost: 0.0013 ips: 11.5045 images/s [04/16 08:02:07] ppdet.engine INFO: Epoch: [57] [1600/7329] learning_rate: 0.000100 loss_class: 0.544519 loss_bbox: 0.127132 loss_giou: 0.339050 loss_class_aux: 3.532374 loss_bbox_aux: 0.792586 loss_giou_aux: 2.202497 loss_class_dn: 0.307643 loss_bbox_dn: 0.128096 loss_giou_dn: 0.327648 loss_class_aux_dn: 1.693078 loss_bbox_aux_dn: 0.737143 loss_giou_aux_dn: 1.867433 loss: 12.792538 eta: 1 day, 3:58:23 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2934 images/s [04/16 08:02:46] ppdet.engine INFO: Epoch: [57] [1700/7329] learning_rate: 0.000100 loss_class: 0.509162 loss_bbox: 0.121038 loss_giou: 0.324796 loss_class_aux: 3.380655 loss_bbox_aux: 0.791049 loss_giou_aux: 2.013100 loss_class_dn: 0.291698 loss_bbox_dn: 0.115507 loss_giou_dn: 0.276467 loss_class_aux_dn: 1.539429 loss_bbox_aux_dn: 0.746025 loss_giou_aux_dn: 1.591021 loss: 11.790568 eta: 1 day, 3:57:47 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3692 images/s [04/16 08:03:26] ppdet.engine INFO: Epoch: [57] [1800/7329] learning_rate: 0.000100 loss_class: 0.581461 loss_bbox: 0.120400 loss_giou: 0.389742 loss_class_aux: 3.603645 loss_bbox_aux: 0.806346 loss_giou_aux: 2.415137 loss_class_dn: 0.308201 loss_bbox_dn: 0.126043 loss_giou_dn: 0.343753 loss_class_aux_dn: 1.673958 loss_bbox_aux_dn: 0.760326 loss_giou_aux_dn: 1.919168 loss: 12.985875 eta: 1 day, 3:57:12 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2207 images/s [04/16 08:04:05] ppdet.engine INFO: Epoch: [57] [1900/7329] learning_rate: 0.000100 loss_class: 0.566254 loss_bbox: 0.132077 loss_giou: 0.356916 loss_class_aux: 3.648268 loss_bbox_aux: 0.900616 loss_giou_aux: 2.361687 loss_class_dn: 0.313456 loss_bbox_dn: 0.160114 loss_giou_dn: 0.352813 loss_class_aux_dn: 1.717446 loss_bbox_aux_dn: 0.975538 loss_giou_aux_dn: 1.940653 loss: 13.875751 eta: 1 day, 3:56:36 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3821 images/s [04/16 08:04:44] ppdet.engine INFO: Epoch: [57] [2000/7329] learning_rate: 0.000100 loss_class: 0.539851 loss_bbox: 0.133640 loss_giou: 0.389101 loss_class_aux: 3.661928 loss_bbox_aux: 0.874808 loss_giou_aux: 2.457615 loss_class_dn: 0.318471 loss_bbox_dn: 0.150278 loss_giou_dn: 0.366651 loss_class_aux_dn: 1.714783 loss_bbox_aux_dn: 0.892100 loss_giou_aux_dn: 2.062914 loss: 13.520267 eta: 1 day, 3:56:01 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3559 images/s [04/16 08:05:24] ppdet.engine INFO: Epoch: [57] [2100/7329] learning_rate: 0.000100 loss_class: 0.509401 loss_bbox: 0.119931 loss_giou: 0.361599 loss_class_aux: 3.248115 loss_bbox_aux: 0.790778 loss_giou_aux: 2.281893 loss_class_dn: 0.285765 loss_bbox_dn: 0.127391 loss_giou_dn: 0.327098 loss_class_aux_dn: 1.549258 loss_bbox_aux_dn: 0.766187 loss_giou_aux_dn: 1.797308 loss: 12.406282 eta: 1 day, 3:55:25 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2963 images/s [04/16 08:06:03] ppdet.engine INFO: Epoch: [57] [2200/7329] learning_rate: 0.000100 loss_class: 0.452526 loss_bbox: 0.111345 loss_giou: 0.327330 loss_class_aux: 2.962848 loss_bbox_aux: 0.744407 loss_giou_aux: 1.964498 loss_class_dn: 0.257613 loss_bbox_dn: 0.121687 loss_giou_dn: 0.261382 loss_class_aux_dn: 1.396182 loss_bbox_aux_dn: 0.733007 loss_giou_aux_dn: 1.480668 loss: 11.379435 eta: 1 day, 3:54:50 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2734 images/s [04/16 08:06:43] ppdet.engine INFO: Epoch: [57] [2300/7329] learning_rate: 0.000100 loss_class: 0.558075 loss_bbox: 0.121722 loss_giou: 0.314548 loss_class_aux: 3.580143 loss_bbox_aux: 0.811514 loss_giou_aux: 1.988886 loss_class_dn: 0.311073 loss_bbox_dn: 0.128779 loss_giou_dn: 0.304095 loss_class_aux_dn: 1.639864 loss_bbox_aux_dn: 0.777218 loss_giou_aux_dn: 1.704159 loss: 13.176123 eta: 1 day, 3:54:15 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3009 images/s [04/16 08:07:22] ppdet.engine INFO: Epoch: [57] [2400/7329] learning_rate: 0.000100 loss_class: 0.526500 loss_bbox: 0.132435 loss_giou: 0.367176 loss_class_aux: 3.469254 loss_bbox_aux: 0.826221 loss_giou_aux: 2.344304 loss_class_dn: 0.303760 loss_bbox_dn: 0.129689 loss_giou_dn: 0.334878 loss_class_aux_dn: 1.627901 loss_bbox_aux_dn: 0.781796 loss_giou_aux_dn: 1.937213 loss: 13.174267 eta: 1 day, 3:53:39 batch_cost: 0.3490 data_cost: 0.0012 ips: 11.4625 images/s [04/16 08:08:01] ppdet.engine INFO: Epoch: [57] [2500/7329] learning_rate: 0.000100 loss_class: 0.584600 loss_bbox: 0.117001 loss_giou: 0.414611 loss_class_aux: 3.738411 loss_bbox_aux: 0.762748 loss_giou_aux: 2.607789 loss_class_dn: 0.346060 loss_bbox_dn: 0.116069 loss_giou_dn: 0.370381 loss_class_aux_dn: 1.838856 loss_bbox_aux_dn: 0.709509 loss_giou_aux_dn: 2.061098 loss: 13.966890 eta: 1 day, 3:53:03 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3757 images/s [04/16 08:08:40] ppdet.engine INFO: Epoch: [57] [2600/7329] learning_rate: 0.000100 loss_class: 0.588074 loss_bbox: 0.133745 loss_giou: 0.371469 loss_class_aux: 3.845024 loss_bbox_aux: 0.845090 loss_giou_aux: 2.352116 loss_class_dn: 0.323733 loss_bbox_dn: 0.131985 loss_giou_dn: 0.337361 loss_class_aux_dn: 1.772586 loss_bbox_aux_dn: 0.819352 loss_giou_aux_dn: 1.913053 loss: 13.233659 eta: 1 day, 3:52:28 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2276 images/s [04/16 08:09:20] ppdet.engine INFO: Epoch: [57] [2700/7329] learning_rate: 0.000100 loss_class: 0.548541 loss_bbox: 0.132588 loss_giou: 0.418813 loss_class_aux: 3.545321 loss_bbox_aux: 0.885552 loss_giou_aux: 2.630797 loss_class_dn: 0.349162 loss_bbox_dn: 0.135793 loss_giou_dn: 0.400805 loss_class_aux_dn: 1.836931 loss_bbox_aux_dn: 0.816193 loss_giou_aux_dn: 2.250973 loss: 15.089800 eta: 1 day, 3:51:52 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3356 images/s [04/16 08:09:59] ppdet.engine INFO: Epoch: [57] [2800/7329] learning_rate: 0.000100 loss_class: 0.565166 loss_bbox: 0.121291 loss_giou: 0.319777 loss_class_aux: 3.706117 loss_bbox_aux: 0.871748 loss_giou_aux: 2.129261 loss_class_dn: 0.293275 loss_bbox_dn: 0.126774 loss_giou_dn: 0.290071 loss_class_aux_dn: 1.572971 loss_bbox_aux_dn: 0.746425 loss_giou_aux_dn: 1.685712 loss: 12.818763 eta: 1 day, 3:51:17 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4387 images/s [04/16 08:10:38] ppdet.engine INFO: Epoch: [57] [2900/7329] learning_rate: 0.000100 loss_class: 0.645129 loss_bbox: 0.158827 loss_giou: 0.466817 loss_class_aux: 4.037451 loss_bbox_aux: 1.005349 loss_giou_aux: 2.975070 loss_class_dn: 0.396471 loss_bbox_dn: 0.165436 loss_giou_dn: 0.442707 loss_class_aux_dn: 2.099680 loss_bbox_aux_dn: 0.983052 loss_giou_aux_dn: 2.464691 loss: 16.555676 eta: 1 day, 3:50:41 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2763 images/s [04/16 08:11:17] ppdet.engine INFO: Epoch: [57] [3000/7329] learning_rate: 0.000100 loss_class: 0.615381 loss_bbox: 0.141090 loss_giou: 0.381673 loss_class_aux: 3.765726 loss_bbox_aux: 0.939472 loss_giou_aux: 2.395926 loss_class_dn: 0.331613 loss_bbox_dn: 0.150399 loss_giou_dn: 0.346187 loss_class_aux_dn: 1.784336 loss_bbox_aux_dn: 0.877538 loss_giou_aux_dn: 1.956543 loss: 13.870588 eta: 1 day, 3:50:06 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3329 images/s [04/16 08:11:57] ppdet.engine INFO: Epoch: [57] [3100/7329] learning_rate: 0.000100 loss_class: 0.536502 loss_bbox: 0.125074 loss_giou: 0.404504 loss_class_aux: 3.504673 loss_bbox_aux: 0.812600 loss_giou_aux: 2.489366 loss_class_dn: 0.346540 loss_bbox_dn: 0.122036 loss_giou_dn: 0.356952 loss_class_aux_dn: 1.829332 loss_bbox_aux_dn: 0.777783 loss_giou_aux_dn: 1.990849 loss: 14.013269 eta: 1 day, 3:49:30 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3344 images/s [04/16 08:12:36] ppdet.engine INFO: Epoch: [57] [3200/7329] learning_rate: 0.000100 loss_class: 0.552832 loss_bbox: 0.126149 loss_giou: 0.354987 loss_class_aux: 3.441388 loss_bbox_aux: 0.836559 loss_giou_aux: 2.198591 loss_class_dn: 0.308950 loss_bbox_dn: 0.132080 loss_giou_dn: 0.369283 loss_class_aux_dn: 1.651706 loss_bbox_aux_dn: 0.798457 loss_giou_aux_dn: 2.055944 loss: 12.859716 eta: 1 day, 3:48:54 batch_cost: 0.3504 data_cost: 0.0012 ips: 11.4149 images/s [04/16 08:13:15] ppdet.engine INFO: Epoch: [57] [3300/7329] learning_rate: 0.000100 loss_class: 0.584588 loss_bbox: 0.128280 loss_giou: 0.383334 loss_class_aux: 3.741244 loss_bbox_aux: 0.856339 loss_giou_aux: 2.463399 loss_class_dn: 0.327826 loss_bbox_dn: 0.146192 loss_giou_dn: 0.361448 loss_class_aux_dn: 1.798340 loss_bbox_aux_dn: 0.857559 loss_giou_aux_dn: 2.082597 loss: 13.772735 eta: 1 day, 3:48:19 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3917 images/s [04/16 08:13:55] ppdet.engine INFO: Epoch: [57] [3400/7329] learning_rate: 0.000100 loss_class: 0.593582 loss_bbox: 0.128259 loss_giou: 0.412499 loss_class_aux: 3.829605 loss_bbox_aux: 0.852127 loss_giou_aux: 2.528230 loss_class_dn: 0.337910 loss_bbox_dn: 0.147886 loss_giou_dn: 0.369023 loss_class_aux_dn: 1.849609 loss_bbox_aux_dn: 0.884053 loss_giou_aux_dn: 2.069228 loss: 14.248461 eta: 1 day, 3:47:43 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2293 images/s [04/16 08:14:34] ppdet.engine INFO: Epoch: [57] [3500/7329] learning_rate: 0.000100 loss_class: 0.497167 loss_bbox: 0.103721 loss_giou: 0.285107 loss_class_aux: 3.353696 loss_bbox_aux: 0.701224 loss_giou_aux: 1.839011 loss_class_dn: 0.276312 loss_bbox_dn: 0.115134 loss_giou_dn: 0.273317 loss_class_aux_dn: 1.515338 loss_bbox_aux_dn: 0.720932 loss_giou_aux_dn: 1.489976 loss: 11.635904 eta: 1 day, 3:47:08 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2143 images/s [04/16 08:15:13] ppdet.engine INFO: Epoch: [57] [3600/7329] learning_rate: 0.000100 loss_class: 0.643576 loss_bbox: 0.126792 loss_giou: 0.383409 loss_class_aux: 4.058502 loss_bbox_aux: 0.848395 loss_giou_aux: 2.454581 loss_class_dn: 0.342562 loss_bbox_dn: 0.136300 loss_giou_dn: 0.368369 loss_class_aux_dn: 1.848874 loss_bbox_aux_dn: 0.814066 loss_giou_aux_dn: 1.996446 loss: 14.512837 eta: 1 day, 3:46:32 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4268 images/s [04/16 08:15:53] ppdet.engine INFO: Epoch: [57] [3700/7329] learning_rate: 0.000100 loss_class: 0.521697 loss_bbox: 0.123061 loss_giou: 0.305766 loss_class_aux: 3.458053 loss_bbox_aux: 0.797757 loss_giou_aux: 1.921847 loss_class_dn: 0.292527 loss_bbox_dn: 0.132361 loss_giou_dn: 0.295135 loss_class_aux_dn: 1.611194 loss_bbox_aux_dn: 0.801300 loss_giou_aux_dn: 1.668127 loss: 12.508264 eta: 1 day, 3:45:57 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2673 images/s [04/16 08:16:33] ppdet.engine INFO: Epoch: [57] [3800/7329] learning_rate: 0.000100 loss_class: 0.590151 loss_bbox: 0.128857 loss_giou: 0.374731 loss_class_aux: 3.704315 loss_bbox_aux: 0.834670 loss_giou_aux: 2.371943 loss_class_dn: 0.335825 loss_bbox_dn: 0.135371 loss_giou_dn: 0.353246 loss_class_aux_dn: 1.780585 loss_bbox_aux_dn: 0.797315 loss_giou_aux_dn: 1.986289 loss: 14.037613 eta: 1 day, 3:45:22 batch_cost: 0.3574 data_cost: 0.0015 ips: 11.1930 images/s [04/16 08:17:12] ppdet.engine INFO: Epoch: [57] [3900/7329] learning_rate: 0.000100 loss_class: 0.527944 loss_bbox: 0.122944 loss_giou: 0.325245 loss_class_aux: 3.247514 loss_bbox_aux: 0.810201 loss_giou_aux: 2.135207 loss_class_dn: 0.281520 loss_bbox_dn: 0.139222 loss_giou_dn: 0.312275 loss_class_aux_dn: 1.547915 loss_bbox_aux_dn: 0.817525 loss_giou_aux_dn: 1.745104 loss: 11.820669 eta: 1 day, 3:44:46 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3085 images/s [04/16 08:17:52] ppdet.engine INFO: Epoch: [57] [4000/7329] learning_rate: 0.000100 loss_class: 0.499525 loss_bbox: 0.130150 loss_giou: 0.369075 loss_class_aux: 3.159565 loss_bbox_aux: 0.802070 loss_giou_aux: 2.317496 loss_class_dn: 0.313762 loss_bbox_dn: 0.115172 loss_giou_dn: 0.322222 loss_class_aux_dn: 1.683936 loss_bbox_aux_dn: 0.703561 loss_giou_aux_dn: 1.820248 loss: 12.342707 eta: 1 day, 3:44:11 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3263 images/s [04/16 08:18:31] ppdet.engine INFO: Epoch: [57] [4100/7329] learning_rate: 0.000100 loss_class: 0.507965 loss_bbox: 0.127554 loss_giou: 0.348449 loss_class_aux: 3.281407 loss_bbox_aux: 0.818348 loss_giou_aux: 2.199074 loss_class_dn: 0.297079 loss_bbox_dn: 0.133586 loss_giou_dn: 0.338959 loss_class_aux_dn: 1.578195 loss_bbox_aux_dn: 0.823423 loss_giou_aux_dn: 1.882039 loss: 13.315576 eta: 1 day, 3:43:35 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3010 images/s [04/16 08:19:10] ppdet.engine INFO: Epoch: [57] [4200/7329] learning_rate: 0.000100 loss_class: 0.623633 loss_bbox: 0.148163 loss_giou: 0.422875 loss_class_aux: 3.894470 loss_bbox_aux: 0.985627 loss_giou_aux: 2.733072 loss_class_dn: 0.356944 loss_bbox_dn: 0.148959 loss_giou_dn: 0.395843 loss_class_aux_dn: 1.904474 loss_bbox_aux_dn: 0.922497 loss_giou_aux_dn: 2.222340 loss: 15.218219 eta: 1 day, 3:43:00 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2740 images/s [04/16 08:19:50] ppdet.engine INFO: Epoch: [57] [4300/7329] learning_rate: 0.000100 loss_class: 0.528104 loss_bbox: 0.111547 loss_giou: 0.297020 loss_class_aux: 3.390793 loss_bbox_aux: 0.763131 loss_giou_aux: 1.852864 loss_class_dn: 0.292364 loss_bbox_dn: 0.133145 loss_giou_dn: 0.290966 loss_class_aux_dn: 1.594492 loss_bbox_aux_dn: 0.778532 loss_giou_aux_dn: 1.694566 loss: 11.880575 eta: 1 day, 3:42:25 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2302 images/s [04/16 08:20:30] ppdet.engine INFO: Epoch: [57] [4400/7329] learning_rate: 0.000100 loss_class: 0.496830 loss_bbox: 0.125119 loss_giou: 0.323733 loss_class_aux: 3.262113 loss_bbox_aux: 0.819252 loss_giou_aux: 2.121386 loss_class_dn: 0.294041 loss_bbox_dn: 0.131520 loss_giou_dn: 0.311251 loss_class_aux_dn: 1.609777 loss_bbox_aux_dn: 0.775577 loss_giou_aux_dn: 1.770210 loss: 11.907091 eta: 1 day, 3:41:50 batch_cost: 0.3581 data_cost: 0.0014 ips: 11.1715 images/s [04/16 08:21:09] ppdet.engine INFO: Epoch: [57] [4500/7329] learning_rate: 0.000100 loss_class: 0.532420 loss_bbox: 0.126185 loss_giou: 0.348829 loss_class_aux: 3.402343 loss_bbox_aux: 0.870991 loss_giou_aux: 2.196835 loss_class_dn: 0.300697 loss_bbox_dn: 0.133534 loss_giou_dn: 0.311011 loss_class_aux_dn: 1.621988 loss_bbox_aux_dn: 0.795619 loss_giou_aux_dn: 1.723721 loss: 12.837711 eta: 1 day, 3:41:14 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3596 images/s [04/16 08:21:49] ppdet.engine INFO: Epoch: [57] [4600/7329] learning_rate: 0.000100 loss_class: 0.589640 loss_bbox: 0.126803 loss_giou: 0.401239 loss_class_aux: 3.705523 loss_bbox_aux: 0.872249 loss_giou_aux: 2.535975 loss_class_dn: 0.328539 loss_bbox_dn: 0.121395 loss_giou_dn: 0.359442 loss_class_aux_dn: 1.783755 loss_bbox_aux_dn: 0.759052 loss_giou_aux_dn: 2.004776 loss: 13.598219 eta: 1 day, 3:40:39 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3092 images/s [04/16 08:22:28] ppdet.engine INFO: Epoch: [57] [4700/7329] learning_rate: 0.000100 loss_class: 0.623468 loss_bbox: 0.149201 loss_giou: 0.355042 loss_class_aux: 4.132072 loss_bbox_aux: 1.014141 loss_giou_aux: 2.253834 loss_class_dn: 0.328607 loss_bbox_dn: 0.162770 loss_giou_dn: 0.353372 loss_class_aux_dn: 1.820804 loss_bbox_aux_dn: 0.901574 loss_giou_aux_dn: 2.036613 loss: 14.646950 eta: 1 day, 3:40:03 batch_cost: 0.3520 data_cost: 0.0012 ips: 11.3624 images/s [04/16 08:23:07] ppdet.engine INFO: Epoch: [57] [4800/7329] learning_rate: 0.000100 loss_class: 0.563435 loss_bbox: 0.138582 loss_giou: 0.331129 loss_class_aux: 3.639261 loss_bbox_aux: 0.875610 loss_giou_aux: 2.148501 loss_class_dn: 0.319928 loss_bbox_dn: 0.151139 loss_giou_dn: 0.325783 loss_class_aux_dn: 1.748043 loss_bbox_aux_dn: 0.888885 loss_giou_aux_dn: 1.856101 loss: 13.862070 eta: 1 day, 3:39:28 batch_cost: 0.3550 data_cost: 0.0012 ips: 11.2687 images/s [04/16 08:23:47] ppdet.engine INFO: Epoch: [57] [4900/7329] learning_rate: 0.000100 loss_class: 0.564029 loss_bbox: 0.134935 loss_giou: 0.439493 loss_class_aux: 3.566588 loss_bbox_aux: 0.864304 loss_giou_aux: 2.735822 loss_class_dn: 0.327420 loss_bbox_dn: 0.128582 loss_giou_dn: 0.368196 loss_class_aux_dn: 1.767502 loss_bbox_aux_dn: 0.760042 loss_giou_aux_dn: 2.076141 loss: 13.719946 eta: 1 day, 3:38:52 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3351 images/s [04/16 08:24:26] ppdet.engine INFO: Epoch: [57] [5000/7329] learning_rate: 0.000100 loss_class: 0.552643 loss_bbox: 0.121476 loss_giou: 0.385017 loss_class_aux: 3.573720 loss_bbox_aux: 0.812705 loss_giou_aux: 2.566251 loss_class_dn: 0.336299 loss_bbox_dn: 0.134187 loss_giou_dn: 0.358647 loss_class_aux_dn: 1.802981 loss_bbox_aux_dn: 0.776371 loss_giou_aux_dn: 1.943782 loss: 13.771046 eta: 1 day, 3:38:17 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2427 images/s [04/16 08:25:06] ppdet.engine INFO: Epoch: [57] [5100/7329] learning_rate: 0.000100 loss_class: 0.593893 loss_bbox: 0.140286 loss_giou: 0.326622 loss_class_aux: 3.858218 loss_bbox_aux: 0.929379 loss_giou_aux: 2.043104 loss_class_dn: 0.320379 loss_bbox_dn: 0.140670 loss_giou_dn: 0.326274 loss_class_aux_dn: 1.692623 loss_bbox_aux_dn: 0.813584 loss_giou_aux_dn: 1.839377 loss: 13.879407 eta: 1 day, 3:37:42 batch_cost: 0.3577 data_cost: 0.0013 ips: 11.1815 images/s [04/16 08:25:45] ppdet.engine INFO: Epoch: [57] [5200/7329] learning_rate: 0.000100 loss_class: 0.585916 loss_bbox: 0.136415 loss_giou: 0.405886 loss_class_aux: 3.701026 loss_bbox_aux: 0.865221 loss_giou_aux: 2.492910 loss_class_dn: 0.350137 loss_bbox_dn: 0.130306 loss_giou_dn: 0.373161 loss_class_aux_dn: 1.874185 loss_bbox_aux_dn: 0.782309 loss_giou_aux_dn: 2.123845 loss: 14.275988 eta: 1 day, 3:37:06 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3091 images/s [04/16 08:26:25] ppdet.engine INFO: Epoch: [57] [5300/7329] learning_rate: 0.000100 loss_class: 0.583291 loss_bbox: 0.133511 loss_giou: 0.365366 loss_class_aux: 3.763505 loss_bbox_aux: 0.882852 loss_giou_aux: 2.365670 loss_class_dn: 0.312804 loss_bbox_dn: 0.130281 loss_giou_dn: 0.344760 loss_class_aux_dn: 1.715477 loss_bbox_aux_dn: 0.759947 loss_giou_aux_dn: 1.939872 loss: 14.039578 eta: 1 day, 3:36:30 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3432 images/s [04/16 08:27:04] ppdet.engine INFO: Epoch: [57] [5400/7329] learning_rate: 0.000100 loss_class: 0.550432 loss_bbox: 0.115192 loss_giou: 0.406153 loss_class_aux: 3.618593 loss_bbox_aux: 0.799962 loss_giou_aux: 2.603003 loss_class_dn: 0.326602 loss_bbox_dn: 0.122296 loss_giou_dn: 0.376846 loss_class_aux_dn: 1.764253 loss_bbox_aux_dn: 0.736884 loss_giou_aux_dn: 2.143132 loss: 14.076847 eta: 1 day, 3:35:55 batch_cost: 0.3508 data_cost: 0.0012 ips: 11.4011 images/s [04/16 08:27:44] ppdet.engine INFO: Epoch: [57] [5500/7329] learning_rate: 0.000100 loss_class: 0.522018 loss_bbox: 0.140676 loss_giou: 0.408426 loss_class_aux: 3.418426 loss_bbox_aux: 0.884991 loss_giou_aux: 2.645424 loss_class_dn: 0.320110 loss_bbox_dn: 0.140968 loss_giou_dn: 0.387838 loss_class_aux_dn: 1.699995 loss_bbox_aux_dn: 0.816396 loss_giou_aux_dn: 2.179598 loss: 14.005721 eta: 1 day, 3:35:20 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1934 images/s [04/16 08:28:23] ppdet.engine INFO: Epoch: [57] [5600/7329] learning_rate: 0.000100 loss_class: 0.572273 loss_bbox: 0.130935 loss_giou: 0.394758 loss_class_aux: 3.632398 loss_bbox_aux: 0.834193 loss_giou_aux: 2.501523 loss_class_dn: 0.339646 loss_bbox_dn: 0.137223 loss_giou_dn: 0.393978 loss_class_aux_dn: 1.830367 loss_bbox_aux_dn: 0.826434 loss_giou_aux_dn: 2.199167 loss: 14.152328 eta: 1 day, 3:34:44 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2327 images/s [04/16 08:29:03] ppdet.engine INFO: Epoch: [57] [5700/7329] learning_rate: 0.000100 loss_class: 0.556800 loss_bbox: 0.121489 loss_giou: 0.329364 loss_class_aux: 3.586347 loss_bbox_aux: 0.815855 loss_giou_aux: 2.082099 loss_class_dn: 0.305669 loss_bbox_dn: 0.128578 loss_giou_dn: 0.309798 loss_class_aux_dn: 1.651967 loss_bbox_aux_dn: 0.802509 loss_giou_aux_dn: 1.778327 loss: 12.850151 eta: 1 day, 3:34:09 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3572 images/s [04/16 08:29:42] ppdet.engine INFO: Epoch: [57] [5800/7329] learning_rate: 0.000100 loss_class: 0.532412 loss_bbox: 0.116639 loss_giou: 0.393693 loss_class_aux: 3.425189 loss_bbox_aux: 0.803378 loss_giou_aux: 2.467012 loss_class_dn: 0.326982 loss_bbox_dn: 0.123233 loss_giou_dn: 0.358714 loss_class_aux_dn: 1.749627 loss_bbox_aux_dn: 0.721414 loss_giou_aux_dn: 1.955019 loss: 13.423210 eta: 1 day, 3:33:33 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3975 images/s [04/16 08:30:21] ppdet.engine INFO: Epoch: [57] [5900/7329] learning_rate: 0.000100 loss_class: 0.524113 loss_bbox: 0.126684 loss_giou: 0.381290 loss_class_aux: 3.308423 loss_bbox_aux: 0.810843 loss_giou_aux: 2.381808 loss_class_dn: 0.310906 loss_bbox_dn: 0.116325 loss_giou_dn: 0.329012 loss_class_aux_dn: 1.675175 loss_bbox_aux_dn: 0.692176 loss_giou_aux_dn: 1.840748 loss: 12.676333 eta: 1 day, 3:32:58 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3276 images/s [04/16 08:31:01] ppdet.engine INFO: Epoch: [57] [6000/7329] learning_rate: 0.000100 loss_class: 0.579317 loss_bbox: 0.133945 loss_giou: 0.374597 loss_class_aux: 3.718954 loss_bbox_aux: 0.887789 loss_giou_aux: 2.374833 loss_class_dn: 0.306526 loss_bbox_dn: 0.132351 loss_giou_dn: 0.322825 loss_class_aux_dn: 1.658287 loss_bbox_aux_dn: 0.776755 loss_giou_aux_dn: 1.835460 loss: 13.250373 eta: 1 day, 3:32:22 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2256 images/s [04/16 08:31:40] ppdet.engine INFO: Epoch: [57] [6100/7329] learning_rate: 0.000100 loss_class: 0.564176 loss_bbox: 0.119370 loss_giou: 0.332342 loss_class_aux: 3.602826 loss_bbox_aux: 0.773777 loss_giou_aux: 2.142570 loss_class_dn: 0.313126 loss_bbox_dn: 0.131715 loss_giou_dn: 0.318053 loss_class_aux_dn: 1.759275 loss_bbox_aux_dn: 0.771848 loss_giou_aux_dn: 1.826665 loss: 13.077163 eta: 1 day, 3:31:47 batch_cost: 0.3565 data_cost: 0.0011 ips: 11.2211 images/s [04/16 08:32:20] ppdet.engine INFO: Epoch: [57] [6200/7329] learning_rate: 0.000100 loss_class: 0.530627 loss_bbox: 0.142100 loss_giou: 0.381359 loss_class_aux: 3.471369 loss_bbox_aux: 0.938751 loss_giou_aux: 2.468060 loss_class_dn: 0.339347 loss_bbox_dn: 0.135442 loss_giou_dn: 0.394076 loss_class_aux_dn: 1.831593 loss_bbox_aux_dn: 0.809272 loss_giou_aux_dn: 2.185441 loss: 15.149213 eta: 1 day, 3:31:12 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2949 images/s [04/16 08:32:59] ppdet.engine INFO: Epoch: [57] [6300/7329] learning_rate: 0.000100 loss_class: 0.637679 loss_bbox: 0.147713 loss_giou: 0.394742 loss_class_aux: 4.133383 loss_bbox_aux: 0.937933 loss_giou_aux: 2.553404 loss_class_dn: 0.379514 loss_bbox_dn: 0.141438 loss_giou_dn: 0.374446 loss_class_aux_dn: 2.066546 loss_bbox_aux_dn: 0.869786 loss_giou_aux_dn: 2.087280 loss: 15.323727 eta: 1 day, 3:30:36 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2720 images/s [04/16 08:33:39] ppdet.engine INFO: Epoch: [57] [6400/7329] learning_rate: 0.000100 loss_class: 0.585412 loss_bbox: 0.140918 loss_giou: 0.363139 loss_class_aux: 3.681534 loss_bbox_aux: 0.932870 loss_giou_aux: 2.289719 loss_class_dn: 0.339394 loss_bbox_dn: 0.147332 loss_giou_dn: 0.353031 loss_class_aux_dn: 1.886461 loss_bbox_aux_dn: 0.857044 loss_giou_aux_dn: 1.949263 loss: 14.533226 eta: 1 day, 3:30:01 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2040 images/s [04/16 08:34:18] ppdet.engine INFO: Epoch: [57] [6500/7329] learning_rate: 0.000100 loss_class: 0.557296 loss_bbox: 0.123003 loss_giou: 0.429530 loss_class_aux: 3.438414 loss_bbox_aux: 0.831196 loss_giou_aux: 2.627092 loss_class_dn: 0.320520 loss_bbox_dn: 0.122246 loss_giou_dn: 0.384616 loss_class_aux_dn: 1.756501 loss_bbox_aux_dn: 0.748185 loss_giou_aux_dn: 2.154524 loss: 14.450374 eta: 1 day, 3:29:26 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2791 images/s [04/16 08:34:58] ppdet.engine INFO: Epoch: [57] [6600/7329] learning_rate: 0.000100 loss_class: 0.557521 loss_bbox: 0.127586 loss_giou: 0.342460 loss_class_aux: 3.483794 loss_bbox_aux: 0.845722 loss_giou_aux: 2.243289 loss_class_dn: 0.302997 loss_bbox_dn: 0.132556 loss_giou_dn: 0.326561 loss_class_aux_dn: 1.634057 loss_bbox_aux_dn: 0.824478 loss_giou_aux_dn: 1.854384 loss: 13.764854 eta: 1 day, 3:28:50 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2393 images/s [04/16 08:35:37] ppdet.engine INFO: Epoch: [57] [6700/7329] learning_rate: 0.000100 loss_class: 0.553790 loss_bbox: 0.128213 loss_giou: 0.322295 loss_class_aux: 3.730155 loss_bbox_aux: 0.846783 loss_giou_aux: 2.073226 loss_class_dn: 0.317367 loss_bbox_dn: 0.141859 loss_giou_dn: 0.315317 loss_class_aux_dn: 1.697779 loss_bbox_aux_dn: 0.842251 loss_giou_aux_dn: 1.822381 loss: 13.306211 eta: 1 day, 3:28:15 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3753 images/s [04/16 08:36:17] ppdet.engine INFO: Epoch: [57] [6800/7329] learning_rate: 0.000100 loss_class: 0.572498 loss_bbox: 0.124445 loss_giou: 0.379133 loss_class_aux: 3.629886 loss_bbox_aux: 0.802418 loss_giou_aux: 2.368270 loss_class_dn: 0.338972 loss_bbox_dn: 0.123684 loss_giou_dn: 0.368983 loss_class_aux_dn: 1.826627 loss_bbox_aux_dn: 0.738715 loss_giou_aux_dn: 2.049324 loss: 13.983511 eta: 1 day, 3:27:39 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2653 images/s [04/16 08:36:56] ppdet.engine INFO: Epoch: [57] [6900/7329] learning_rate: 0.000100 loss_class: 0.607298 loss_bbox: 0.142453 loss_giou: 0.396225 loss_class_aux: 3.896924 loss_bbox_aux: 0.876780 loss_giou_aux: 2.476953 loss_class_dn: 0.358057 loss_bbox_dn: 0.152116 loss_giou_dn: 0.382585 loss_class_aux_dn: 1.918027 loss_bbox_aux_dn: 0.898815 loss_giou_aux_dn: 2.126588 loss: 15.274601 eta: 1 day, 3:27:04 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2401 images/s [04/16 08:37:36] ppdet.engine INFO: Epoch: [57] [7000/7329] learning_rate: 0.000100 loss_class: 0.574506 loss_bbox: 0.149174 loss_giou: 0.388548 loss_class_aux: 3.613037 loss_bbox_aux: 0.930120 loss_giou_aux: 2.340547 loss_class_dn: 0.324898 loss_bbox_dn: 0.144210 loss_giou_dn: 0.348676 loss_class_aux_dn: 1.734284 loss_bbox_aux_dn: 0.877562 loss_giou_aux_dn: 1.976450 loss: 13.699816 eta: 1 day, 3:26:28 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3778 images/s [04/16 08:38:15] ppdet.engine INFO: Epoch: [57] [7100/7329] learning_rate: 0.000100 loss_class: 0.523909 loss_bbox: 0.115534 loss_giou: 0.350238 loss_class_aux: 3.354584 loss_bbox_aux: 0.756925 loss_giou_aux: 2.251954 loss_class_dn: 0.312365 loss_bbox_dn: 0.115947 loss_giou_dn: 0.344375 loss_class_aux_dn: 1.689932 loss_bbox_aux_dn: 0.710701 loss_giou_aux_dn: 1.916230 loss: 13.677496 eta: 1 day, 3:25:53 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2273 images/s [04/16 08:38:55] ppdet.engine INFO: Epoch: [57] [7200/7329] learning_rate: 0.000100 loss_class: 0.626110 loss_bbox: 0.126761 loss_giou: 0.397474 loss_class_aux: 4.057523 loss_bbox_aux: 0.818615 loss_giou_aux: 2.531328 loss_class_dn: 0.345721 loss_bbox_dn: 0.136822 loss_giou_dn: 0.381100 loss_class_aux_dn: 1.858376 loss_bbox_aux_dn: 0.801273 loss_giou_aux_dn: 2.083650 loss: 14.274004 eta: 1 day, 3:25:18 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2966 images/s [04/16 08:39:34] ppdet.engine INFO: Epoch: [57] [7300/7329] learning_rate: 0.000100 loss_class: 0.573871 loss_bbox: 0.112913 loss_giou: 0.386868 loss_class_aux: 3.670639 loss_bbox_aux: 0.752073 loss_giou_aux: 2.336651 loss_class_dn: 0.318344 loss_bbox_dn: 0.110226 loss_giou_dn: 0.334420 loss_class_aux_dn: 1.717147 loss_bbox_aux_dn: 0.687715 loss_giou_aux_dn: 1.866746 loss: 13.436339 eta: 1 day, 3:24:42 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2084 images/s [04/16 08:39:48] ppdet.engine INFO: Eval iter: 0 [04/16 08:40:01] ppdet.engine INFO: Eval iter: 100 [04/16 08:40:14] ppdet.engine INFO: Eval iter: 200 [04/16 08:40:26] ppdet.engine INFO: Eval iter: 300 [04/16 08:40:38] ppdet.engine INFO: Eval iter: 400 [04/16 08:40:50] ppdet.engine INFO: Eval iter: 500 [04/16 08:41:03] ppdet.engine INFO: Eval iter: 600 [04/16 08:41:25] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.37s) creating index... index created! [04/16 08:41:25] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.33s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.07s). Accumulating evaluation results... DONE (t=19.08s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.729 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.733 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 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.897 [04/16 08:43:11] ppdet.engine INFO: Total sample number: 5000, average FPS: 64.44140296102978 [04/16 08:43:11] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 08:43:12] ppdet.engine INFO: Epoch: [58] [ 0/7329] learning_rate: 0.000100 loss_class: 0.570782 loss_bbox: 0.117729 loss_giou: 0.401637 loss_class_aux: 3.646801 loss_bbox_aux: 0.779519 loss_giou_aux: 2.527371 loss_class_dn: 0.334628 loss_bbox_dn: 0.124309 loss_giou_dn: 0.353149 loss_class_aux_dn: 1.769175 loss_bbox_aux_dn: 0.758276 loss_giou_aux_dn: 1.959670 loss: 13.935884 eta: 1 day, 3:24:32 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1997 images/s [04/16 08:43:51] ppdet.engine INFO: Epoch: [58] [ 100/7329] learning_rate: 0.000100 loss_class: 0.548435 loss_bbox: 0.130119 loss_giou: 0.382950 loss_class_aux: 3.638407 loss_bbox_aux: 0.874568 loss_giou_aux: 2.465065 loss_class_dn: 0.321405 loss_bbox_dn: 0.140525 loss_giou_dn: 0.350539 loss_class_aux_dn: 1.757434 loss_bbox_aux_dn: 0.881584 loss_giou_aux_dn: 1.937584 loss: 13.817083 eta: 1 day, 3:23:57 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3144 images/s [04/16 08:44:30] ppdet.engine INFO: Epoch: [58] [ 200/7329] learning_rate: 0.000100 loss_class: 0.557596 loss_bbox: 0.136070 loss_giou: 0.392188 loss_class_aux: 3.496006 loss_bbox_aux: 0.844532 loss_giou_aux: 2.482771 loss_class_dn: 0.323089 loss_bbox_dn: 0.141986 loss_giou_dn: 0.374885 loss_class_aux_dn: 1.714096 loss_bbox_aux_dn: 0.830248 loss_giou_aux_dn: 2.086040 loss: 14.042803 eta: 1 day, 3:23:21 batch_cost: 0.3511 data_cost: 0.0015 ips: 11.3929 images/s [04/16 08:45:10] ppdet.engine INFO: Epoch: [58] [ 300/7329] learning_rate: 0.000100 loss_class: 0.543823 loss_bbox: 0.141762 loss_giou: 0.345434 loss_class_aux: 3.581872 loss_bbox_aux: 0.917373 loss_giou_aux: 2.130293 loss_class_dn: 0.309886 loss_bbox_dn: 0.147102 loss_giou_dn: 0.302955 loss_class_aux_dn: 1.664745 loss_bbox_aux_dn: 0.879851 loss_giou_aux_dn: 1.795584 loss: 13.074913 eta: 1 day, 3:22:45 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3180 images/s [04/16 08:45:49] ppdet.engine INFO: Epoch: [58] [ 400/7329] learning_rate: 0.000100 loss_class: 0.507393 loss_bbox: 0.124497 loss_giou: 0.381752 loss_class_aux: 3.291897 loss_bbox_aux: 0.778374 loss_giou_aux: 2.396585 loss_class_dn: 0.293217 loss_bbox_dn: 0.122267 loss_giou_dn: 0.359979 loss_class_aux_dn: 1.586112 loss_bbox_aux_dn: 0.758300 loss_giou_aux_dn: 2.011405 loss: 12.313860 eta: 1 day, 3:22:10 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3687 images/s [04/16 08:46:29] ppdet.engine INFO: Epoch: [58] [ 500/7329] learning_rate: 0.000100 loss_class: 0.455761 loss_bbox: 0.118533 loss_giou: 0.319322 loss_class_aux: 3.006986 loss_bbox_aux: 0.780778 loss_giou_aux: 2.052270 loss_class_dn: 0.278665 loss_bbox_dn: 0.111898 loss_giou_dn: 0.285551 loss_class_aux_dn: 1.504835 loss_bbox_aux_dn: 0.685598 loss_giou_aux_dn: 1.612983 loss: 10.964548 eta: 1 day, 3:21:35 batch_cost: 0.3581 data_cost: 0.0015 ips: 11.1694 images/s [04/16 08:47:08] ppdet.engine INFO: Epoch: [58] [ 600/7329] learning_rate: 0.000100 loss_class: 0.552927 loss_bbox: 0.136151 loss_giou: 0.405800 loss_class_aux: 3.566950 loss_bbox_aux: 0.858734 loss_giou_aux: 2.595656 loss_class_dn: 0.317348 loss_bbox_dn: 0.119554 loss_giou_dn: 0.371857 loss_class_aux_dn: 1.704036 loss_bbox_aux_dn: 0.746306 loss_giou_aux_dn: 2.073400 loss: 13.886836 eta: 1 day, 3:20:59 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3359 images/s [04/16 08:47:48] ppdet.engine INFO: Epoch: [58] [ 700/7329] learning_rate: 0.000100 loss_class: 0.533990 loss_bbox: 0.126958 loss_giou: 0.286245 loss_class_aux: 3.519390 loss_bbox_aux: 0.826310 loss_giou_aux: 1.772913 loss_class_dn: 0.294213 loss_bbox_dn: 0.134199 loss_giou_dn: 0.280605 loss_class_aux_dn: 1.577685 loss_bbox_aux_dn: 0.807695 loss_giou_aux_dn: 1.577451 loss: 11.899445 eta: 1 day, 3:20:24 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2830 images/s [04/16 08:48:27] ppdet.engine INFO: Epoch: [58] [ 800/7329] learning_rate: 0.000100 loss_class: 0.501127 loss_bbox: 0.111999 loss_giou: 0.303480 loss_class_aux: 3.407332 loss_bbox_aux: 0.736860 loss_giou_aux: 1.977338 loss_class_dn: 0.317282 loss_bbox_dn: 0.128925 loss_giou_dn: 0.311473 loss_class_aux_dn: 1.687496 loss_bbox_aux_dn: 0.799960 loss_giou_aux_dn: 1.700685 loss: 12.441277 eta: 1 day, 3:19:48 batch_cost: 0.3529 data_cost: 0.0015 ips: 11.3344 images/s [04/16 08:49:06] ppdet.engine INFO: Epoch: [58] [ 900/7329] learning_rate: 0.000100 loss_class: 0.578518 loss_bbox: 0.134694 loss_giou: 0.405569 loss_class_aux: 3.679513 loss_bbox_aux: 0.834931 loss_giou_aux: 2.622339 loss_class_dn: 0.334417 loss_bbox_dn: 0.138170 loss_giou_dn: 0.368002 loss_class_aux_dn: 1.773820 loss_bbox_aux_dn: 0.793473 loss_giou_aux_dn: 2.099940 loss: 13.463428 eta: 1 day, 3:19:12 batch_cost: 0.3499 data_cost: 0.0015 ips: 11.4331 images/s [04/16 08:49:45] ppdet.engine INFO: Epoch: [58] [1000/7329] learning_rate: 0.000100 loss_class: 0.550457 loss_bbox: 0.147046 loss_giou: 0.361959 loss_class_aux: 3.661824 loss_bbox_aux: 0.924355 loss_giou_aux: 2.288451 loss_class_dn: 0.334705 loss_bbox_dn: 0.138010 loss_giou_dn: 0.348919 loss_class_aux_dn: 1.792531 loss_bbox_aux_dn: 0.813049 loss_giou_aux_dn: 1.956223 loss: 14.108355 eta: 1 day, 3:18:37 batch_cost: 0.3511 data_cost: 0.0016 ips: 11.3941 images/s [04/16 08:50:25] ppdet.engine INFO: Epoch: [58] [1100/7329] learning_rate: 0.000100 loss_class: 0.537778 loss_bbox: 0.121383 loss_giou: 0.344957 loss_class_aux: 3.445622 loss_bbox_aux: 0.784449 loss_giou_aux: 2.157477 loss_class_dn: 0.306507 loss_bbox_dn: 0.114934 loss_giou_dn: 0.317018 loss_class_aux_dn: 1.644704 loss_bbox_aux_dn: 0.694107 loss_giou_aux_dn: 1.762171 loss: 12.079115 eta: 1 day, 3:18:02 batch_cost: 0.3580 data_cost: 0.0016 ips: 11.1745 images/s [04/16 08:51:04] ppdet.engine INFO: Epoch: [58] [1200/7329] learning_rate: 0.000100 loss_class: 0.638245 loss_bbox: 0.150248 loss_giou: 0.440278 loss_class_aux: 4.026465 loss_bbox_aux: 0.953734 loss_giou_aux: 2.860676 loss_class_dn: 0.370937 loss_bbox_dn: 0.162294 loss_giou_dn: 0.417248 loss_class_aux_dn: 1.974419 loss_bbox_aux_dn: 0.969431 loss_giou_aux_dn: 2.353518 loss: 15.207195 eta: 1 day, 3:17:26 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2648 images/s [04/16 08:51:44] ppdet.engine INFO: Epoch: [58] [1300/7329] learning_rate: 0.000100 loss_class: 0.560687 loss_bbox: 0.125101 loss_giou: 0.403897 loss_class_aux: 3.582388 loss_bbox_aux: 0.787470 loss_giou_aux: 2.564943 loss_class_dn: 0.319151 loss_bbox_dn: 0.130204 loss_giou_dn: 0.363017 loss_class_aux_dn: 1.681608 loss_bbox_aux_dn: 0.766356 loss_giou_aux_dn: 1.964841 loss: 13.517916 eta: 1 day, 3:16:51 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2592 images/s [04/16 08:52:23] ppdet.engine INFO: Epoch: [58] [1400/7329] learning_rate: 0.000100 loss_class: 0.534153 loss_bbox: 0.134093 loss_giou: 0.345319 loss_class_aux: 3.463229 loss_bbox_aux: 0.865482 loss_giou_aux: 2.159043 loss_class_dn: 0.324916 loss_bbox_dn: 0.132434 loss_giou_dn: 0.308964 loss_class_aux_dn: 1.763673 loss_bbox_aux_dn: 0.790705 loss_giou_aux_dn: 1.772599 loss: 13.390493 eta: 1 day, 3:16:15 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2670 images/s [04/16 08:53:03] ppdet.engine INFO: Epoch: [58] [1500/7329] learning_rate: 0.000100 loss_class: 0.534915 loss_bbox: 0.129803 loss_giou: 0.330663 loss_class_aux: 3.396902 loss_bbox_aux: 0.879259 loss_giou_aux: 2.137690 loss_class_dn: 0.315161 loss_bbox_dn: 0.137575 loss_giou_dn: 0.337380 loss_class_aux_dn: 1.679309 loss_bbox_aux_dn: 0.813726 loss_giou_aux_dn: 1.900488 loss: 12.927134 eta: 1 day, 3:15:40 batch_cost: 0.3576 data_cost: 0.0016 ips: 11.1843 images/s [04/16 08:53:43] ppdet.engine INFO: Epoch: [58] [1600/7329] learning_rate: 0.000100 loss_class: 0.519100 loss_bbox: 0.138838 loss_giou: 0.322198 loss_class_aux: 3.371255 loss_bbox_aux: 0.902352 loss_giou_aux: 2.064609 loss_class_dn: 0.299345 loss_bbox_dn: 0.137598 loss_giou_dn: 0.283907 loss_class_aux_dn: 1.614680 loss_bbox_aux_dn: 0.854677 loss_giou_aux_dn: 1.598476 loss: 12.301970 eta: 1 day, 3:15:05 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2657 images/s [04/16 08:54:22] ppdet.engine INFO: Epoch: [58] [1700/7329] learning_rate: 0.000100 loss_class: 0.502624 loss_bbox: 0.120433 loss_giou: 0.349701 loss_class_aux: 3.215961 loss_bbox_aux: 0.789295 loss_giou_aux: 2.235796 loss_class_dn: 0.294523 loss_bbox_dn: 0.118770 loss_giou_dn: 0.320822 loss_class_aux_dn: 1.633401 loss_bbox_aux_dn: 0.703105 loss_giou_aux_dn: 1.773898 loss: 12.469643 eta: 1 day, 3:14:30 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2568 images/s [04/16 08:55:02] ppdet.engine INFO: Epoch: [58] [1800/7329] learning_rate: 0.000100 loss_class: 0.516173 loss_bbox: 0.128531 loss_giou: 0.303735 loss_class_aux: 3.468756 loss_bbox_aux: 0.846411 loss_giou_aux: 1.926281 loss_class_dn: 0.295480 loss_bbox_dn: 0.126445 loss_giou_dn: 0.286056 loss_class_aux_dn: 1.582997 loss_bbox_aux_dn: 0.779114 loss_giou_aux_dn: 1.657500 loss: 12.751332 eta: 1 day, 3:13:54 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2996 images/s [04/16 08:55:41] ppdet.engine INFO: Epoch: [58] [1900/7329] learning_rate: 0.000100 loss_class: 0.536972 loss_bbox: 0.139642 loss_giou: 0.341340 loss_class_aux: 3.473987 loss_bbox_aux: 0.899620 loss_giou_aux: 2.142508 loss_class_dn: 0.318438 loss_bbox_dn: 0.125686 loss_giou_dn: 0.323744 loss_class_aux_dn: 1.742620 loss_bbox_aux_dn: 0.772717 loss_giou_aux_dn: 1.771741 loss: 13.160936 eta: 1 day, 3:13:19 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3299 images/s [04/16 08:56:20] ppdet.engine INFO: Epoch: [58] [2000/7329] learning_rate: 0.000100 loss_class: 0.574507 loss_bbox: 0.129672 loss_giou: 0.372796 loss_class_aux: 3.645553 loss_bbox_aux: 0.880055 loss_giou_aux: 2.397501 loss_class_dn: 0.360775 loss_bbox_dn: 0.128889 loss_giou_dn: 0.347564 loss_class_aux_dn: 1.892979 loss_bbox_aux_dn: 0.764410 loss_giou_aux_dn: 1.981566 loss: 13.645138 eta: 1 day, 3:12:43 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3518 images/s [04/16 08:57:00] ppdet.engine INFO: Epoch: [58] [2100/7329] learning_rate: 0.000100 loss_class: 0.589760 loss_bbox: 0.131810 loss_giou: 0.450730 loss_class_aux: 3.723660 loss_bbox_aux: 0.843564 loss_giou_aux: 2.916319 loss_class_dn: 0.337635 loss_bbox_dn: 0.124336 loss_giou_dn: 0.398020 loss_class_aux_dn: 1.775926 loss_bbox_aux_dn: 0.727356 loss_giou_aux_dn: 2.284475 loss: 14.326533 eta: 1 day, 3:12:07 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3701 images/s [04/16 08:57:39] ppdet.engine INFO: Epoch: [58] [2200/7329] learning_rate: 0.000100 loss_class: 0.567294 loss_bbox: 0.138715 loss_giou: 0.428098 loss_class_aux: 3.613731 loss_bbox_aux: 0.886133 loss_giou_aux: 2.711060 loss_class_dn: 0.354384 loss_bbox_dn: 0.133651 loss_giou_dn: 0.399692 loss_class_aux_dn: 1.886644 loss_bbox_aux_dn: 0.804208 loss_giou_aux_dn: 2.237205 loss: 15.041914 eta: 1 day, 3:11:32 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2766 images/s [04/16 08:58:19] ppdet.engine INFO: Epoch: [58] [2300/7329] learning_rate: 0.000100 loss_class: 0.547317 loss_bbox: 0.137262 loss_giou: 0.383677 loss_class_aux: 3.466798 loss_bbox_aux: 0.838001 loss_giou_aux: 2.442894 loss_class_dn: 0.323524 loss_bbox_dn: 0.135386 loss_giou_dn: 0.348389 loss_class_aux_dn: 1.805052 loss_bbox_aux_dn: 0.822862 loss_giou_aux_dn: 1.957857 loss: 13.864713 eta: 1 day, 3:10:57 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2659 images/s [04/16 08:58:58] ppdet.engine INFO: Epoch: [58] [2400/7329] learning_rate: 0.000100 loss_class: 0.475102 loss_bbox: 0.114339 loss_giou: 0.347149 loss_class_aux: 3.071886 loss_bbox_aux: 0.720801 loss_giou_aux: 2.212317 loss_class_dn: 0.291715 loss_bbox_dn: 0.111465 loss_giou_dn: 0.325117 loss_class_aux_dn: 1.561950 loss_bbox_aux_dn: 0.669465 loss_giou_aux_dn: 1.769507 loss: 11.902233 eta: 1 day, 3:10:21 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2772 images/s [04/16 08:59:37] ppdet.engine INFO: Epoch: [58] [2500/7329] learning_rate: 0.000100 loss_class: 0.538536 loss_bbox: 0.116427 loss_giou: 0.333109 loss_class_aux: 3.474334 loss_bbox_aux: 0.747450 loss_giou_aux: 2.018579 loss_class_dn: 0.311999 loss_bbox_dn: 0.107006 loss_giou_dn: 0.310722 loss_class_aux_dn: 1.709103 loss_bbox_aux_dn: 0.638364 loss_giou_aux_dn: 1.783239 loss: 13.246420 eta: 1 day, 3:09:46 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3400 images/s [04/16 09:00:16] ppdet.engine INFO: Epoch: [58] [2600/7329] learning_rate: 0.000100 loss_class: 0.577919 loss_bbox: 0.139776 loss_giou: 0.356976 loss_class_aux: 3.721445 loss_bbox_aux: 0.894727 loss_giou_aux: 2.312523 loss_class_dn: 0.325120 loss_bbox_dn: 0.147940 loss_giou_dn: 0.333217 loss_class_aux_dn: 1.739623 loss_bbox_aux_dn: 0.908395 loss_giou_aux_dn: 1.867265 loss: 13.790028 eta: 1 day, 3:09:10 batch_cost: 0.3507 data_cost: 0.0015 ips: 11.4043 images/s [04/16 09:00:56] ppdet.engine INFO: Epoch: [58] [2700/7329] learning_rate: 0.000100 loss_class: 0.469208 loss_bbox: 0.124064 loss_giou: 0.341664 loss_class_aux: 3.084686 loss_bbox_aux: 0.804453 loss_giou_aux: 2.132856 loss_class_dn: 0.274815 loss_bbox_dn: 0.120406 loss_giou_dn: 0.301156 loss_class_aux_dn: 1.487709 loss_bbox_aux_dn: 0.708459 loss_giou_aux_dn: 1.685628 loss: 12.103987 eta: 1 day, 3:08:35 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2570 images/s [04/16 09:01:35] ppdet.engine INFO: Epoch: [58] [2800/7329] learning_rate: 0.000100 loss_class: 0.578117 loss_bbox: 0.118448 loss_giou: 0.372045 loss_class_aux: 3.589258 loss_bbox_aux: 0.785797 loss_giou_aux: 2.356385 loss_class_dn: 0.332111 loss_bbox_dn: 0.134866 loss_giou_dn: 0.355552 loss_class_aux_dn: 1.758199 loss_bbox_aux_dn: 0.809516 loss_giou_aux_dn: 1.979554 loss: 13.662272 eta: 1 day, 3:07:59 batch_cost: 0.3530 data_cost: 0.0015 ips: 11.3325 images/s [04/16 09:02:15] ppdet.engine INFO: Epoch: [58] [2900/7329] learning_rate: 0.000100 loss_class: 0.606004 loss_bbox: 0.128768 loss_giou: 0.363532 loss_class_aux: 3.839489 loss_bbox_aux: 0.834664 loss_giou_aux: 2.378583 loss_class_dn: 0.326701 loss_bbox_dn: 0.132736 loss_giou_dn: 0.361718 loss_class_aux_dn: 1.796387 loss_bbox_aux_dn: 0.777606 loss_giou_aux_dn: 2.034767 loss: 14.359335 eta: 1 day, 3:07:24 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3365 images/s [04/16 09:02:54] ppdet.engine INFO: Epoch: [58] [3000/7329] learning_rate: 0.000100 loss_class: 0.557294 loss_bbox: 0.122820 loss_giou: 0.351146 loss_class_aux: 3.575550 loss_bbox_aux: 0.821843 loss_giou_aux: 2.321599 loss_class_dn: 0.308861 loss_bbox_dn: 0.127296 loss_giou_dn: 0.334440 loss_class_aux_dn: 1.628510 loss_bbox_aux_dn: 0.774680 loss_giou_aux_dn: 1.879307 loss: 13.106489 eta: 1 day, 3:06:48 batch_cost: 0.3502 data_cost: 0.0015 ips: 11.4218 images/s [04/16 09:03:34] ppdet.engine INFO: Epoch: [58] [3100/7329] learning_rate: 0.000100 loss_class: 0.542846 loss_bbox: 0.126262 loss_giou: 0.371760 loss_class_aux: 3.425807 loss_bbox_aux: 0.815013 loss_giou_aux: 2.325875 loss_class_dn: 0.312336 loss_bbox_dn: 0.127006 loss_giou_dn: 0.366619 loss_class_aux_dn: 1.663872 loss_bbox_aux_dn: 0.750797 loss_giou_aux_dn: 2.066681 loss: 13.864444 eta: 1 day, 3:06:13 batch_cost: 0.3601 data_cost: 0.0015 ips: 11.1065 images/s [04/16 09:04:13] ppdet.engine INFO: Epoch: [58] [3200/7329] learning_rate: 0.000100 loss_class: 0.589379 loss_bbox: 0.131261 loss_giou: 0.451465 loss_class_aux: 3.885621 loss_bbox_aux: 0.874162 loss_giou_aux: 2.776795 loss_class_dn: 0.366888 loss_bbox_dn: 0.136872 loss_giou_dn: 0.396585 loss_class_aux_dn: 1.946444 loss_bbox_aux_dn: 0.849286 loss_giou_aux_dn: 2.215888 loss: 15.643409 eta: 1 day, 3:05:38 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2284 images/s [04/16 09:04:52] ppdet.engine INFO: Epoch: [58] [3300/7329] learning_rate: 0.000100 loss_class: 0.544864 loss_bbox: 0.126765 loss_giou: 0.402019 loss_class_aux: 3.597028 loss_bbox_aux: 0.804074 loss_giou_aux: 2.679328 loss_class_dn: 0.324340 loss_bbox_dn: 0.115899 loss_giou_dn: 0.353949 loss_class_aux_dn: 1.790479 loss_bbox_aux_dn: 0.715521 loss_giou_aux_dn: 2.019689 loss: 13.890686 eta: 1 day, 3:05:02 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3737 images/s [04/16 09:05:32] ppdet.engine INFO: Epoch: [58] [3400/7329] learning_rate: 0.000100 loss_class: 0.564794 loss_bbox: 0.125783 loss_giou: 0.348215 loss_class_aux: 3.588288 loss_bbox_aux: 0.835347 loss_giou_aux: 2.271534 loss_class_dn: 0.313081 loss_bbox_dn: 0.138967 loss_giou_dn: 0.351043 loss_class_aux_dn: 1.690762 loss_bbox_aux_dn: 0.805221 loss_giou_aux_dn: 2.003982 loss: 13.838518 eta: 1 day, 3:04:27 batch_cost: 0.3561 data_cost: 0.0016 ips: 11.2332 images/s [04/16 09:06:11] ppdet.engine INFO: Epoch: [58] [3500/7329] learning_rate: 0.000100 loss_class: 0.520520 loss_bbox: 0.129890 loss_giou: 0.380659 loss_class_aux: 3.402288 loss_bbox_aux: 0.879256 loss_giou_aux: 2.429803 loss_class_dn: 0.340731 loss_bbox_dn: 0.125559 loss_giou_dn: 0.369856 loss_class_aux_dn: 1.803439 loss_bbox_aux_dn: 0.758210 loss_giou_aux_dn: 2.040760 loss: 13.551112 eta: 1 day, 3:03:51 batch_cost: 0.3503 data_cost: 0.0014 ips: 11.4187 images/s [04/16 09:06:51] ppdet.engine INFO: Epoch: [58] [3600/7329] learning_rate: 0.000100 loss_class: 0.570045 loss_bbox: 0.127923 loss_giou: 0.366650 loss_class_aux: 3.605874 loss_bbox_aux: 0.907112 loss_giou_aux: 2.389822 loss_class_dn: 0.332648 loss_bbox_dn: 0.141743 loss_giou_dn: 0.326207 loss_class_aux_dn: 1.796358 loss_bbox_aux_dn: 0.855824 loss_giou_aux_dn: 1.872667 loss: 13.186975 eta: 1 day, 3:03:16 batch_cost: 0.3554 data_cost: 0.0015 ips: 11.2543 images/s [04/16 09:07:30] ppdet.engine INFO: Epoch: [58] [3700/7329] learning_rate: 0.000100 loss_class: 0.569292 loss_bbox: 0.136632 loss_giou: 0.424343 loss_class_aux: 3.595364 loss_bbox_aux: 0.869776 loss_giou_aux: 2.589590 loss_class_dn: 0.329830 loss_bbox_dn: 0.133860 loss_giou_dn: 0.350492 loss_class_aux_dn: 1.785884 loss_bbox_aux_dn: 0.819973 loss_giou_aux_dn: 2.038535 loss: 14.050301 eta: 1 day, 3:02:40 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2868 images/s [04/16 09:08:10] ppdet.engine INFO: Epoch: [58] [3800/7329] learning_rate: 0.000100 loss_class: 0.563464 loss_bbox: 0.132055 loss_giou: 0.378731 loss_class_aux: 3.621227 loss_bbox_aux: 0.874393 loss_giou_aux: 2.348324 loss_class_dn: 0.317613 loss_bbox_dn: 0.136661 loss_giou_dn: 0.327718 loss_class_aux_dn: 1.726591 loss_bbox_aux_dn: 0.808271 loss_giou_aux_dn: 1.945450 loss: 12.871314 eta: 1 day, 3:02:05 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2927 images/s [04/16 09:08:49] ppdet.engine INFO: Epoch: [58] [3900/7329] learning_rate: 0.000100 loss_class: 0.526766 loss_bbox: 0.120303 loss_giou: 0.366251 loss_class_aux: 3.436144 loss_bbox_aux: 0.779615 loss_giou_aux: 2.377779 loss_class_dn: 0.326958 loss_bbox_dn: 0.127761 loss_giou_dn: 0.333950 loss_class_aux_dn: 1.754426 loss_bbox_aux_dn: 0.774992 loss_giou_aux_dn: 1.846188 loss: 13.677050 eta: 1 day, 3:01:29 batch_cost: 0.3536 data_cost: 0.0016 ips: 11.3107 images/s [04/16 09:09:28] ppdet.engine INFO: Epoch: [58] [4000/7329] learning_rate: 0.000100 loss_class: 0.555803 loss_bbox: 0.142324 loss_giou: 0.392278 loss_class_aux: 3.621529 loss_bbox_aux: 0.914289 loss_giou_aux: 2.486386 loss_class_dn: 0.333194 loss_bbox_dn: 0.136712 loss_giou_dn: 0.355734 loss_class_aux_dn: 1.753459 loss_bbox_aux_dn: 0.805759 loss_giou_aux_dn: 2.019644 loss: 14.250425 eta: 1 day, 3:00:54 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3202 images/s [04/16 09:10:08] ppdet.engine INFO: Epoch: [58] [4100/7329] learning_rate: 0.000100 loss_class: 0.545284 loss_bbox: 0.129120 loss_giou: 0.405387 loss_class_aux: 3.612468 loss_bbox_aux: 0.878527 loss_giou_aux: 2.584393 loss_class_dn: 0.360210 loss_bbox_dn: 0.135110 loss_giou_dn: 0.371093 loss_class_aux_dn: 1.902964 loss_bbox_aux_dn: 0.822599 loss_giou_aux_dn: 2.137706 loss: 14.774840 eta: 1 day, 3:00:19 batch_cost: 0.3580 data_cost: 0.0015 ips: 11.1718 images/s [04/16 09:10:47] ppdet.engine INFO: Epoch: [58] [4200/7329] learning_rate: 0.000100 loss_class: 0.565267 loss_bbox: 0.130083 loss_giou: 0.406256 loss_class_aux: 3.704923 loss_bbox_aux: 0.811446 loss_giou_aux: 2.633367 loss_class_dn: 0.352069 loss_bbox_dn: 0.131169 loss_giou_dn: 0.379592 loss_class_aux_dn: 1.868235 loss_bbox_aux_dn: 0.810242 loss_giou_aux_dn: 2.158114 loss: 14.138222 eta: 1 day, 2:59:43 batch_cost: 0.3517 data_cost: 0.0015 ips: 11.3725 images/s [04/16 09:11:27] ppdet.engine INFO: Epoch: [58] [4300/7329] learning_rate: 0.000100 loss_class: 0.556220 loss_bbox: 0.133638 loss_giou: 0.346211 loss_class_aux: 3.712003 loss_bbox_aux: 0.825855 loss_giou_aux: 2.137941 loss_class_dn: 0.295588 loss_bbox_dn: 0.132733 loss_giou_dn: 0.297666 loss_class_aux_dn: 1.604844 loss_bbox_aux_dn: 0.798377 loss_giou_aux_dn: 1.680025 loss: 12.696961 eta: 1 day, 2:59:08 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3446 images/s [04/16 09:12:06] ppdet.engine INFO: Epoch: [58] [4400/7329] learning_rate: 0.000100 loss_class: 0.581602 loss_bbox: 0.130161 loss_giou: 0.370823 loss_class_aux: 3.710058 loss_bbox_aux: 0.916438 loss_giou_aux: 2.346889 loss_class_dn: 0.324384 loss_bbox_dn: 0.135416 loss_giou_dn: 0.353173 loss_class_aux_dn: 1.767327 loss_bbox_aux_dn: 0.847256 loss_giou_aux_dn: 1.975995 loss: 13.971640 eta: 1 day, 2:58:32 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3344 images/s [04/16 09:12:45] ppdet.engine INFO: Epoch: [58] [4500/7329] learning_rate: 0.000100 loss_class: 0.523670 loss_bbox: 0.118599 loss_giou: 0.392279 loss_class_aux: 3.439409 loss_bbox_aux: 0.791091 loss_giou_aux: 2.477091 loss_class_dn: 0.322461 loss_bbox_dn: 0.123865 loss_giou_dn: 0.343712 loss_class_aux_dn: 1.723212 loss_bbox_aux_dn: 0.751899 loss_giou_aux_dn: 1.917257 loss: 12.815154 eta: 1 day, 2:57:56 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3506 images/s [04/16 09:13:25] ppdet.engine INFO: Epoch: [58] [4600/7329] learning_rate: 0.000100 loss_class: 0.583921 loss_bbox: 0.119486 loss_giou: 0.327820 loss_class_aux: 3.674299 loss_bbox_aux: 0.769314 loss_giou_aux: 2.074059 loss_class_dn: 0.310819 loss_bbox_dn: 0.129375 loss_giou_dn: 0.315193 loss_class_aux_dn: 1.682326 loss_bbox_aux_dn: 0.800482 loss_giou_aux_dn: 1.806888 loss: 12.927355 eta: 1 day, 2:57:21 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2275 images/s [04/16 09:14:05] ppdet.engine INFO: Epoch: [58] [4700/7329] learning_rate: 0.000100 loss_class: 0.542234 loss_bbox: 0.126454 loss_giou: 0.351030 loss_class_aux: 3.532576 loss_bbox_aux: 0.785124 loss_giou_aux: 2.299594 loss_class_dn: 0.318890 loss_bbox_dn: 0.122800 loss_giou_dn: 0.330363 loss_class_aux_dn: 1.773296 loss_bbox_aux_dn: 0.752391 loss_giou_aux_dn: 1.897413 loss: 13.254950 eta: 1 day, 2:56:46 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2186 images/s [04/16 09:14:44] ppdet.engine INFO: Epoch: [58] [4800/7329] learning_rate: 0.000100 loss_class: 0.529549 loss_bbox: 0.126192 loss_giou: 0.327301 loss_class_aux: 3.466854 loss_bbox_aux: 0.829552 loss_giou_aux: 2.073340 loss_class_dn: 0.302607 loss_bbox_dn: 0.132813 loss_giou_dn: 0.312896 loss_class_aux_dn: 1.646704 loss_bbox_aux_dn: 0.814198 loss_giou_aux_dn: 1.736631 loss: 12.399237 eta: 1 day, 2:56:11 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2441 images/s [04/16 09:15:24] ppdet.engine INFO: Epoch: [58] [4900/7329] learning_rate: 0.000100 loss_class: 0.539237 loss_bbox: 0.122466 loss_giou: 0.313746 loss_class_aux: 3.397594 loss_bbox_aux: 0.812533 loss_giou_aux: 2.025596 loss_class_dn: 0.311282 loss_bbox_dn: 0.122411 loss_giou_dn: 0.311445 loss_class_aux_dn: 1.661319 loss_bbox_aux_dn: 0.746609 loss_giou_aux_dn: 1.752922 loss: 12.827158 eta: 1 day, 2:55:35 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2535 images/s [04/16 09:16:04] ppdet.engine INFO: Epoch: [58] [5000/7329] learning_rate: 0.000100 loss_class: 0.553146 loss_bbox: 0.121275 loss_giou: 0.304928 loss_class_aux: 3.497367 loss_bbox_aux: 0.783462 loss_giou_aux: 1.961851 loss_class_dn: 0.292278 loss_bbox_dn: 0.133188 loss_giou_dn: 0.300491 loss_class_aux_dn: 1.575628 loss_bbox_aux_dn: 0.812635 loss_giou_aux_dn: 1.719263 loss: 12.199535 eta: 1 day, 2:55:00 batch_cost: 0.3586 data_cost: 0.0017 ips: 11.1547 images/s [04/16 09:16:43] ppdet.engine INFO: Epoch: [58] [5100/7329] learning_rate: 0.000100 loss_class: 0.552546 loss_bbox: 0.127610 loss_giou: 0.344811 loss_class_aux: 3.436909 loss_bbox_aux: 0.878398 loss_giou_aux: 2.193116 loss_class_dn: 0.301850 loss_bbox_dn: 0.135487 loss_giou_dn: 0.318917 loss_class_aux_dn: 1.668167 loss_bbox_aux_dn: 0.801134 loss_giou_aux_dn: 1.780956 loss: 12.746336 eta: 1 day, 2:54:25 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3033 images/s [04/16 09:17:22] ppdet.engine INFO: Epoch: [58] [5200/7329] learning_rate: 0.000100 loss_class: 0.582139 loss_bbox: 0.133860 loss_giou: 0.371867 loss_class_aux: 3.665846 loss_bbox_aux: 0.846575 loss_giou_aux: 2.263479 loss_class_dn: 0.331222 loss_bbox_dn: 0.134416 loss_giou_dn: 0.366912 loss_class_aux_dn: 1.777726 loss_bbox_aux_dn: 0.786288 loss_giou_aux_dn: 2.002209 loss: 13.686441 eta: 1 day, 2:53:49 batch_cost: 0.3505 data_cost: 0.0015 ips: 11.4107 images/s [04/16 09:18:02] ppdet.engine INFO: Epoch: [58] [5300/7329] learning_rate: 0.000100 loss_class: 0.621412 loss_bbox: 0.129687 loss_giou: 0.399238 loss_class_aux: 3.910431 loss_bbox_aux: 0.862142 loss_giou_aux: 2.569122 loss_class_dn: 0.346190 loss_bbox_dn: 0.157114 loss_giou_dn: 0.368056 loss_class_aux_dn: 1.853921 loss_bbox_aux_dn: 0.904178 loss_giou_aux_dn: 2.088727 loss: 14.387064 eta: 1 day, 2:53:14 batch_cost: 0.3553 data_cost: 0.0016 ips: 11.2573 images/s [04/16 09:18:41] ppdet.engine INFO: Epoch: [58] [5400/7329] learning_rate: 0.000100 loss_class: 0.500516 loss_bbox: 0.109020 loss_giou: 0.301750 loss_class_aux: 3.167523 loss_bbox_aux: 0.714504 loss_giou_aux: 1.967806 loss_class_dn: 0.274259 loss_bbox_dn: 0.102390 loss_giou_dn: 0.287835 loss_class_aux_dn: 1.477825 loss_bbox_aux_dn: 0.641691 loss_giou_aux_dn: 1.668719 loss: 11.907225 eta: 1 day, 2:52:38 batch_cost: 0.3564 data_cost: 0.0015 ips: 11.2236 images/s [04/16 09:19:20] ppdet.engine INFO: Epoch: [58] [5500/7329] learning_rate: 0.000100 loss_class: 0.527170 loss_bbox: 0.122290 loss_giou: 0.332592 loss_class_aux: 3.380080 loss_bbox_aux: 0.788006 loss_giou_aux: 2.098426 loss_class_dn: 0.312126 loss_bbox_dn: 0.114977 loss_giou_dn: 0.299238 loss_class_aux_dn: 1.683370 loss_bbox_aux_dn: 0.671569 loss_giou_aux_dn: 1.703856 loss: 12.927719 eta: 1 day, 2:52:03 batch_cost: 0.3497 data_cost: 0.0015 ips: 11.4375 images/s [04/16 09:20:00] ppdet.engine INFO: Epoch: [58] [5600/7329] learning_rate: 0.000100 loss_class: 0.517812 loss_bbox: 0.132697 loss_giou: 0.343050 loss_class_aux: 3.367199 loss_bbox_aux: 0.884050 loss_giou_aux: 2.187629 loss_class_dn: 0.293256 loss_bbox_dn: 0.139533 loss_giou_dn: 0.328566 loss_class_aux_dn: 1.613493 loss_bbox_aux_dn: 0.820861 loss_giou_aux_dn: 1.828483 loss: 12.871470 eta: 1 day, 2:51:27 batch_cost: 0.3572 data_cost: 0.0015 ips: 11.1988 images/s [04/16 09:20:40] ppdet.engine INFO: Epoch: [58] [5700/7329] learning_rate: 0.000100 loss_class: 0.596922 loss_bbox: 0.108848 loss_giou: 0.401323 loss_class_aux: 3.737705 loss_bbox_aux: 0.718912 loss_giou_aux: 2.484532 loss_class_dn: 0.350634 loss_bbox_dn: 0.121557 loss_giou_dn: 0.372052 loss_class_aux_dn: 1.911586 loss_bbox_aux_dn: 0.720775 loss_giou_aux_dn: 2.100096 loss: 14.111377 eta: 1 day, 2:50:52 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2450 images/s [04/16 09:21:19] ppdet.engine INFO: Epoch: [58] [5800/7329] learning_rate: 0.000100 loss_class: 0.587603 loss_bbox: 0.127398 loss_giou: 0.364469 loss_class_aux: 3.784140 loss_bbox_aux: 0.849468 loss_giou_aux: 2.309492 loss_class_dn: 0.337234 loss_bbox_dn: 0.132378 loss_giou_dn: 0.332199 loss_class_aux_dn: 1.883351 loss_bbox_aux_dn: 0.748064 loss_giou_aux_dn: 1.898449 loss: 13.541240 eta: 1 day, 2:50:17 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2674 images/s [04/16 09:21:59] ppdet.engine INFO: Epoch: [58] [5900/7329] learning_rate: 0.000100 loss_class: 0.600712 loss_bbox: 0.136903 loss_giou: 0.394435 loss_class_aux: 3.751806 loss_bbox_aux: 0.903964 loss_giou_aux: 2.510361 loss_class_dn: 0.352090 loss_bbox_dn: 0.147461 loss_giou_dn: 0.398302 loss_class_aux_dn: 1.852815 loss_bbox_aux_dn: 0.835842 loss_giou_aux_dn: 2.196408 loss: 14.968066 eta: 1 day, 2:49:41 batch_cost: 0.3537 data_cost: 0.0015 ips: 11.3089 images/s [04/16 09:22:38] ppdet.engine INFO: Epoch: [58] [6000/7329] learning_rate: 0.000100 loss_class: 0.559971 loss_bbox: 0.142474 loss_giou: 0.363127 loss_class_aux: 3.619693 loss_bbox_aux: 0.891515 loss_giou_aux: 2.278769 loss_class_dn: 0.321698 loss_bbox_dn: 0.127981 loss_giou_dn: 0.321995 loss_class_aux_dn: 1.729327 loss_bbox_aux_dn: 0.766316 loss_giou_aux_dn: 1.856378 loss: 13.277979 eta: 1 day, 2:49:06 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2014 images/s [04/16 09:23:18] ppdet.engine INFO: Epoch: [58] [6100/7329] learning_rate: 0.000100 loss_class: 0.553249 loss_bbox: 0.117649 loss_giou: 0.370044 loss_class_aux: 3.510399 loss_bbox_aux: 0.844938 loss_giou_aux: 2.441200 loss_class_dn: 0.319009 loss_bbox_dn: 0.125607 loss_giou_dn: 0.357954 loss_class_aux_dn: 1.670483 loss_bbox_aux_dn: 0.770559 loss_giou_aux_dn: 2.002378 loss: 12.943157 eta: 1 day, 2:48:30 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2454 images/s [04/16 09:23:57] ppdet.engine INFO: Epoch: [58] [6200/7329] learning_rate: 0.000100 loss_class: 0.574759 loss_bbox: 0.138477 loss_giou: 0.340915 loss_class_aux: 3.619690 loss_bbox_aux: 0.891687 loss_giou_aux: 2.176605 loss_class_dn: 0.332906 loss_bbox_dn: 0.137439 loss_giou_dn: 0.328350 loss_class_aux_dn: 1.807211 loss_bbox_aux_dn: 0.829430 loss_giou_aux_dn: 1.945143 loss: 13.955271 eta: 1 day, 2:47:55 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2828 images/s [04/16 09:24:37] ppdet.engine INFO: Epoch: [58] [6300/7329] learning_rate: 0.000100 loss_class: 0.545621 loss_bbox: 0.118438 loss_giou: 0.348028 loss_class_aux: 3.592031 loss_bbox_aux: 0.800400 loss_giou_aux: 2.215673 loss_class_dn: 0.313825 loss_bbox_dn: 0.129757 loss_giou_dn: 0.316692 loss_class_aux_dn: 1.667236 loss_bbox_aux_dn: 0.790394 loss_giou_aux_dn: 1.748306 loss: 12.943412 eta: 1 day, 2:47:19 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3599 images/s [04/16 09:25:16] ppdet.engine INFO: Epoch: [58] [6400/7329] learning_rate: 0.000100 loss_class: 0.530609 loss_bbox: 0.142576 loss_giou: 0.352513 loss_class_aux: 3.300575 loss_bbox_aux: 0.896117 loss_giou_aux: 2.234791 loss_class_dn: 0.323978 loss_bbox_dn: 0.134127 loss_giou_dn: 0.332575 loss_class_aux_dn: 1.788386 loss_bbox_aux_dn: 0.819949 loss_giou_aux_dn: 1.893458 loss: 13.514285 eta: 1 day, 2:46:44 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2407 images/s [04/16 09:25:56] ppdet.engine INFO: Epoch: [58] [6500/7329] learning_rate: 0.000100 loss_class: 0.517804 loss_bbox: 0.129849 loss_giou: 0.332044 loss_class_aux: 3.327142 loss_bbox_aux: 0.843563 loss_giou_aux: 2.060317 loss_class_dn: 0.292010 loss_bbox_dn: 0.128395 loss_giou_dn: 0.292234 loss_class_aux_dn: 1.618689 loss_bbox_aux_dn: 0.766028 loss_giou_aux_dn: 1.670513 loss: 12.589184 eta: 1 day, 2:46:09 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2023 images/s [04/16 09:26:35] ppdet.engine INFO: Epoch: [58] [6600/7329] learning_rate: 0.000100 loss_class: 0.551563 loss_bbox: 0.123443 loss_giou: 0.449284 loss_class_aux: 3.519263 loss_bbox_aux: 0.770378 loss_giou_aux: 2.837797 loss_class_dn: 0.336652 loss_bbox_dn: 0.121208 loss_giou_dn: 0.396774 loss_class_aux_dn: 1.756452 loss_bbox_aux_dn: 0.744407 loss_giou_aux_dn: 2.275756 loss: 14.122982 eta: 1 day, 2:45:33 batch_cost: 0.3516 data_cost: 0.0015 ips: 11.3771 images/s [04/16 09:27:15] ppdet.engine INFO: Epoch: [58] [6700/7329] learning_rate: 0.000100 loss_class: 0.556826 loss_bbox: 0.132522 loss_giou: 0.360749 loss_class_aux: 3.522735 loss_bbox_aux: 0.848822 loss_giou_aux: 2.327645 loss_class_dn: 0.322054 loss_bbox_dn: 0.142141 loss_giou_dn: 0.344037 loss_class_aux_dn: 1.743260 loss_bbox_aux_dn: 0.850205 loss_giou_aux_dn: 1.951760 loss: 13.110577 eta: 1 day, 2:44:58 batch_cost: 0.3557 data_cost: 0.0015 ips: 11.2462 images/s [04/16 09:27:54] ppdet.engine INFO: Epoch: [58] [6800/7329] learning_rate: 0.000100 loss_class: 0.595313 loss_bbox: 0.136203 loss_giou: 0.433227 loss_class_aux: 3.670751 loss_bbox_aux: 0.900994 loss_giou_aux: 2.741345 loss_class_dn: 0.346432 loss_bbox_dn: 0.131243 loss_giou_dn: 0.401854 loss_class_aux_dn: 1.891062 loss_bbox_aux_dn: 0.770022 loss_giou_aux_dn: 2.325298 loss: 14.867480 eta: 1 day, 2:44:22 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3188 images/s [04/16 09:28:34] ppdet.engine INFO: Epoch: [58] [6900/7329] learning_rate: 0.000100 loss_class: 0.531032 loss_bbox: 0.131509 loss_giou: 0.347686 loss_class_aux: 3.378597 loss_bbox_aux: 0.861372 loss_giou_aux: 2.226628 loss_class_dn: 0.315646 loss_bbox_dn: 0.121387 loss_giou_dn: 0.342889 loss_class_aux_dn: 1.661573 loss_bbox_aux_dn: 0.748872 loss_giou_aux_dn: 1.927276 loss: 13.045208 eta: 1 day, 2:43:47 batch_cost: 0.3585 data_cost: 0.0016 ips: 11.1591 images/s [04/16 09:29:13] ppdet.engine INFO: Epoch: [58] [7000/7329] learning_rate: 0.000100 loss_class: 0.582538 loss_bbox: 0.121530 loss_giou: 0.350108 loss_class_aux: 3.725417 loss_bbox_aux: 0.809765 loss_giou_aux: 2.125022 loss_class_dn: 0.316625 loss_bbox_dn: 0.131459 loss_giou_dn: 0.329346 loss_class_aux_dn: 1.706983 loss_bbox_aux_dn: 0.761056 loss_giou_aux_dn: 1.878192 loss: 13.368130 eta: 1 day, 2:43:12 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.2983 images/s [04/16 09:29:53] ppdet.engine INFO: Epoch: [58] [7100/7329] learning_rate: 0.000100 loss_class: 0.488977 loss_bbox: 0.110196 loss_giou: 0.319291 loss_class_aux: 3.236400 loss_bbox_aux: 0.742064 loss_giou_aux: 2.027853 loss_class_dn: 0.293693 loss_bbox_dn: 0.110387 loss_giou_dn: 0.266280 loss_class_aux_dn: 1.543186 loss_bbox_aux_dn: 0.652356 loss_giou_aux_dn: 1.533863 loss: 11.979355 eta: 1 day, 2:42:36 batch_cost: 0.3523 data_cost: 0.0015 ips: 11.3537 images/s [04/16 09:30:32] ppdet.engine INFO: Epoch: [58] [7200/7329] learning_rate: 0.000100 loss_class: 0.588769 loss_bbox: 0.134967 loss_giou: 0.418247 loss_class_aux: 3.780455 loss_bbox_aux: 0.876904 loss_giou_aux: 2.580681 loss_class_dn: 0.339614 loss_bbox_dn: 0.131381 loss_giou_dn: 0.387859 loss_class_aux_dn: 1.827150 loss_bbox_aux_dn: 0.779620 loss_giou_aux_dn: 2.161069 loss: 13.936251 eta: 1 day, 2:42:01 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2976 images/s [04/16 09:31:12] ppdet.engine INFO: Epoch: [58] [7300/7329] learning_rate: 0.000100 loss_class: 0.608584 loss_bbox: 0.135125 loss_giou: 0.411653 loss_class_aux: 3.881819 loss_bbox_aux: 0.879489 loss_giou_aux: 2.651542 loss_class_dn: 0.342352 loss_bbox_dn: 0.128762 loss_giou_dn: 0.377925 loss_class_aux_dn: 1.824064 loss_bbox_aux_dn: 0.770438 loss_giou_aux_dn: 2.120607 loss: 14.303032 eta: 1 day, 2:41:26 batch_cost: 0.3572 data_cost: 0.0016 ips: 11.1985 images/s [04/16 09:31:26] ppdet.engine INFO: Eval iter: 0 [04/16 09:31:38] ppdet.engine INFO: Eval iter: 100 [04/16 09:31:50] ppdet.engine INFO: Eval iter: 200 [04/16 09:32:01] ppdet.engine INFO: Eval iter: 300 [04/16 09:32:13] ppdet.engine INFO: Eval iter: 400 [04/16 09:32:25] ppdet.engine INFO: Eval iter: 500 [04/16 09:32:37] ppdet.engine INFO: Eval iter: 600 [04/16 09:32:59] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.02s) creating index... index created! [04/16 09:33:00] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.47s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.52s). Accumulating evaluation results... DONE (t=16.33s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 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 ] = 0.595 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.733 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 ] = 0.783 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/16 09:34:45] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.08392230502128 [04/16 09:34:45] ppdet.engine INFO: Best test bbox ap is 0.546. [04/16 09:34:47] ppdet.engine INFO: Epoch: [59] [ 0/7329] learning_rate: 0.000100 loss_class: 0.629176 loss_bbox: 0.138791 loss_giou: 0.421760 loss_class_aux: 4.142303 loss_bbox_aux: 0.892999 loss_giou_aux: 2.700263 loss_class_dn: 0.351053 loss_bbox_dn: 0.131690 loss_giou_dn: 0.379421 loss_class_aux_dn: 1.879920 loss_bbox_aux_dn: 0.794773 loss_giou_aux_dn: 2.133645 loss: 15.459692 eta: 1 day, 2:41:15 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2946 images/s [04/16 09:35:26] ppdet.engine INFO: Epoch: [59] [ 100/7329] learning_rate: 0.000100 loss_class: 0.570385 loss_bbox: 0.132136 loss_giou: 0.388707 loss_class_aux: 3.678368 loss_bbox_aux: 0.876097 loss_giou_aux: 2.500302 loss_class_dn: 0.349603 loss_bbox_dn: 0.139462 loss_giou_dn: 0.362692 loss_class_aux_dn: 1.894212 loss_bbox_aux_dn: 0.842482 loss_giou_aux_dn: 2.051088 loss: 14.233359 eta: 1 day, 2:40:40 batch_cost: 0.3537 data_cost: 0.0011 ips: 11.3078 images/s [04/16 09:36:06] ppdet.engine INFO: Epoch: [59] [ 200/7329] learning_rate: 0.000100 loss_class: 0.526372 loss_bbox: 0.107494 loss_giou: 0.345079 loss_class_aux: 3.306565 loss_bbox_aux: 0.742924 loss_giou_aux: 2.219267 loss_class_dn: 0.309378 loss_bbox_dn: 0.125175 loss_giou_dn: 0.343892 loss_class_aux_dn: 1.656792 loss_bbox_aux_dn: 0.748975 loss_giou_aux_dn: 1.955060 loss: 13.042547 eta: 1 day, 2:40:04 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2530 images/s [04/16 09:36:45] ppdet.engine INFO: Epoch: [59] [ 300/7329] learning_rate: 0.000100 loss_class: 0.545294 loss_bbox: 0.128121 loss_giou: 0.328952 loss_class_aux: 3.527774 loss_bbox_aux: 0.889398 loss_giou_aux: 2.151080 loss_class_dn: 0.301475 loss_bbox_dn: 0.134422 loss_giou_dn: 0.322508 loss_class_aux_dn: 1.600143 loss_bbox_aux_dn: 0.859579 loss_giou_aux_dn: 1.858041 loss: 12.585913 eta: 1 day, 2:39:29 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3230 images/s [04/16 09:37:25] ppdet.engine INFO: Epoch: [59] [ 400/7329] learning_rate: 0.000100 loss_class: 0.547437 loss_bbox: 0.126025 loss_giou: 0.334789 loss_class_aux: 3.376776 loss_bbox_aux: 0.873518 loss_giou_aux: 2.261170 loss_class_dn: 0.305370 loss_bbox_dn: 0.137040 loss_giou_dn: 0.339360 loss_class_aux_dn: 1.635101 loss_bbox_aux_dn: 0.797534 loss_giou_aux_dn: 1.900967 loss: 13.816819 eta: 1 day, 2:38:53 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3010 images/s [04/16 09:38:04] ppdet.engine INFO: Epoch: [59] [ 500/7329] learning_rate: 0.000100 loss_class: 0.603732 loss_bbox: 0.141225 loss_giou: 0.390604 loss_class_aux: 3.824136 loss_bbox_aux: 0.949408 loss_giou_aux: 2.335748 loss_class_dn: 0.341379 loss_bbox_dn: 0.143270 loss_giou_dn: 0.369300 loss_class_aux_dn: 1.870977 loss_bbox_aux_dn: 0.803070 loss_giou_aux_dn: 2.057195 loss: 14.017429 eta: 1 day, 2:38:18 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2608 images/s [04/16 09:38:44] ppdet.engine INFO: Epoch: [59] [ 600/7329] learning_rate: 0.000100 loss_class: 0.576733 loss_bbox: 0.137090 loss_giou: 0.342252 loss_class_aux: 3.710993 loss_bbox_aux: 0.897822 loss_giou_aux: 2.188239 loss_class_dn: 0.322942 loss_bbox_dn: 0.121888 loss_giou_dn: 0.332171 loss_class_aux_dn: 1.773729 loss_bbox_aux_dn: 0.753011 loss_giou_aux_dn: 1.890173 loss: 13.981983 eta: 1 day, 2:37:43 batch_cost: 0.3574 data_cost: 0.0012 ips: 11.1931 images/s [04/16 09:39:23] ppdet.engine INFO: Epoch: [59] [ 700/7329] learning_rate: 0.000100 loss_class: 0.554633 loss_bbox: 0.142846 loss_giou: 0.360562 loss_class_aux: 3.613463 loss_bbox_aux: 0.922154 loss_giou_aux: 2.280692 loss_class_dn: 0.320932 loss_bbox_dn: 0.138289 loss_giou_dn: 0.334707 loss_class_aux_dn: 1.725196 loss_bbox_aux_dn: 0.852972 loss_giou_aux_dn: 1.862946 loss: 13.613626 eta: 1 day, 2:37:07 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3528 images/s [04/16 09:40:02] ppdet.engine INFO: Epoch: [59] [ 800/7329] learning_rate: 0.000100 loss_class: 0.599650 loss_bbox: 0.128574 loss_giou: 0.344305 loss_class_aux: 3.766386 loss_bbox_aux: 0.864067 loss_giou_aux: 2.232417 loss_class_dn: 0.318536 loss_bbox_dn: 0.132246 loss_giou_dn: 0.320645 loss_class_aux_dn: 1.698334 loss_bbox_aux_dn: 0.758794 loss_giou_aux_dn: 1.780908 loss: 13.171547 eta: 1 day, 2:36:32 batch_cost: 0.3504 data_cost: 0.0014 ips: 11.4153 images/s [04/16 09:40:42] ppdet.engine INFO: Epoch: [59] [ 900/7329] learning_rate: 0.000100 loss_class: 0.627962 loss_bbox: 0.128661 loss_giou: 0.421681 loss_class_aux: 3.992995 loss_bbox_aux: 0.845720 loss_giou_aux: 2.650391 loss_class_dn: 0.368661 loss_bbox_dn: 0.118935 loss_giou_dn: 0.410725 loss_class_aux_dn: 1.961723 loss_bbox_aux_dn: 0.693651 loss_giou_aux_dn: 2.272241 loss: 15.342432 eta: 1 day, 2:35:56 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3676 images/s [04/16 09:41:21] ppdet.engine INFO: Epoch: [59] [1000/7329] learning_rate: 0.000100 loss_class: 0.570592 loss_bbox: 0.136169 loss_giou: 0.342893 loss_class_aux: 3.584835 loss_bbox_aux: 0.864906 loss_giou_aux: 2.149578 loss_class_dn: 0.328154 loss_bbox_dn: 0.138271 loss_giou_dn: 0.325657 loss_class_aux_dn: 1.750238 loss_bbox_aux_dn: 0.851961 loss_giou_aux_dn: 1.867917 loss: 13.403324 eta: 1 day, 2:35:20 batch_cost: 0.3497 data_cost: 0.0013 ips: 11.4370 images/s [04/16 09:42:00] ppdet.engine INFO: Epoch: [59] [1100/7329] learning_rate: 0.000100 loss_class: 0.543952 loss_bbox: 0.123993 loss_giou: 0.367628 loss_class_aux: 3.562324 loss_bbox_aux: 0.817797 loss_giou_aux: 2.291458 loss_class_dn: 0.298053 loss_bbox_dn: 0.124601 loss_giou_dn: 0.328782 loss_class_aux_dn: 1.606618 loss_bbox_aux_dn: 0.702319 loss_giou_aux_dn: 1.848129 loss: 12.684444 eta: 1 day, 2:34:45 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3164 images/s [04/16 09:42:39] ppdet.engine INFO: Epoch: [59] [1200/7329] learning_rate: 0.000100 loss_class: 0.528655 loss_bbox: 0.132790 loss_giou: 0.347683 loss_class_aux: 3.455827 loss_bbox_aux: 0.942905 loss_giou_aux: 2.212489 loss_class_dn: 0.327282 loss_bbox_dn: 0.146150 loss_giou_dn: 0.332314 loss_class_aux_dn: 1.745374 loss_bbox_aux_dn: 0.883960 loss_giou_aux_dn: 1.845334 loss: 13.408625 eta: 1 day, 2:34:09 batch_cost: 0.3516 data_cost: 0.0012 ips: 11.3781 images/s [04/16 09:43:18] ppdet.engine INFO: Epoch: [59] [1300/7329] learning_rate: 0.000100 loss_class: 0.547941 loss_bbox: 0.122537 loss_giou: 0.313814 loss_class_aux: 3.546657 loss_bbox_aux: 0.803264 loss_giou_aux: 2.094289 loss_class_dn: 0.297747 loss_bbox_dn: 0.133566 loss_giou_dn: 0.320154 loss_class_aux_dn: 1.624263 loss_bbox_aux_dn: 0.793731 loss_giou_aux_dn: 1.765998 loss: 12.964342 eta: 1 day, 2:33:34 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3597 images/s [04/16 09:43:57] ppdet.engine INFO: Epoch: [59] [1400/7329] learning_rate: 0.000100 loss_class: 0.532442 loss_bbox: 0.116668 loss_giou: 0.328782 loss_class_aux: 3.474686 loss_bbox_aux: 0.788376 loss_giou_aux: 2.040255 loss_class_dn: 0.290469 loss_bbox_dn: 0.120873 loss_giou_dn: 0.296460 loss_class_aux_dn: 1.553530 loss_bbox_aux_dn: 0.728863 loss_giou_aux_dn: 1.673396 loss: 12.145389 eta: 1 day, 2:32:58 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4610 images/s [04/16 09:44:37] ppdet.engine INFO: Epoch: [59] [1500/7329] learning_rate: 0.000100 loss_class: 0.576293 loss_bbox: 0.123746 loss_giou: 0.371009 loss_class_aux: 3.633759 loss_bbox_aux: 0.762585 loss_giou_aux: 2.325909 loss_class_dn: 0.332202 loss_bbox_dn: 0.127342 loss_giou_dn: 0.345851 loss_class_aux_dn: 1.798327 loss_bbox_aux_dn: 0.754329 loss_giou_aux_dn: 1.964844 loss: 13.965292 eta: 1 day, 2:32:22 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3047 images/s [04/16 09:45:16] ppdet.engine INFO: Epoch: [59] [1600/7329] learning_rate: 0.000100 loss_class: 0.547277 loss_bbox: 0.119911 loss_giou: 0.373239 loss_class_aux: 3.371737 loss_bbox_aux: 0.860580 loss_giou_aux: 2.397300 loss_class_dn: 0.302658 loss_bbox_dn: 0.152245 loss_giou_dn: 0.356800 loss_class_aux_dn: 1.646721 loss_bbox_aux_dn: 0.915579 loss_giou_aux_dn: 2.081959 loss: 13.216238 eta: 1 day, 2:31:47 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3403 images/s [04/16 09:45:56] ppdet.engine INFO: Epoch: [59] [1700/7329] learning_rate: 0.000100 loss_class: 0.513315 loss_bbox: 0.130112 loss_giou: 0.350711 loss_class_aux: 3.354472 loss_bbox_aux: 0.841786 loss_giou_aux: 2.225629 loss_class_dn: 0.306029 loss_bbox_dn: 0.128778 loss_giou_dn: 0.334412 loss_class_aux_dn: 1.648578 loss_bbox_aux_dn: 0.745332 loss_giou_aux_dn: 1.884323 loss: 13.574004 eta: 1 day, 2:31:12 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2690 images/s [04/16 09:46:35] ppdet.engine INFO: Epoch: [59] [1800/7329] learning_rate: 0.000100 loss_class: 0.596186 loss_bbox: 0.144993 loss_giou: 0.376215 loss_class_aux: 3.827667 loss_bbox_aux: 0.987828 loss_giou_aux: 2.391104 loss_class_dn: 0.344263 loss_bbox_dn: 0.143966 loss_giou_dn: 0.378518 loss_class_aux_dn: 1.871818 loss_bbox_aux_dn: 0.878748 loss_giou_aux_dn: 2.109690 loss: 14.701124 eta: 1 day, 2:30:36 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2303 images/s [04/16 09:47:14] ppdet.engine INFO: Epoch: [59] [1900/7329] learning_rate: 0.000100 loss_class: 0.540655 loss_bbox: 0.123242 loss_giou: 0.388000 loss_class_aux: 3.311742 loss_bbox_aux: 0.792354 loss_giou_aux: 2.472698 loss_class_dn: 0.306832 loss_bbox_dn: 0.106136 loss_giou_dn: 0.352440 loss_class_aux_dn: 1.643765 loss_bbox_aux_dn: 0.628462 loss_giou_aux_dn: 1.927025 loss: 13.029475 eta: 1 day, 2:30:01 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3736 images/s [04/16 09:47:54] ppdet.engine INFO: Epoch: [59] [2000/7329] learning_rate: 0.000100 loss_class: 0.586471 loss_bbox: 0.136038 loss_giou: 0.371460 loss_class_aux: 3.785506 loss_bbox_aux: 0.898822 loss_giou_aux: 2.379726 loss_class_dn: 0.342793 loss_bbox_dn: 0.147480 loss_giou_dn: 0.381928 loss_class_aux_dn: 1.841156 loss_bbox_aux_dn: 0.812401 loss_giou_aux_dn: 2.151202 loss: 14.857939 eta: 1 day, 2:29:25 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3848 images/s [04/16 09:48:33] ppdet.engine INFO: Epoch: [59] [2100/7329] learning_rate: 0.000100 loss_class: 0.610679 loss_bbox: 0.131387 loss_giou: 0.393086 loss_class_aux: 3.839621 loss_bbox_aux: 0.862877 loss_giou_aux: 2.469828 loss_class_dn: 0.340037 loss_bbox_dn: 0.149515 loss_giou_dn: 0.375563 loss_class_aux_dn: 1.841768 loss_bbox_aux_dn: 0.860586 loss_giou_aux_dn: 2.108254 loss: 14.520023 eta: 1 day, 2:28:50 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2900 images/s [04/16 09:49:12] ppdet.engine INFO: Epoch: [59] [2200/7329] learning_rate: 0.000100 loss_class: 0.492979 loss_bbox: 0.121953 loss_giou: 0.304004 loss_class_aux: 3.100232 loss_bbox_aux: 0.772707 loss_giou_aux: 1.886085 loss_class_dn: 0.272088 loss_bbox_dn: 0.126344 loss_giou_dn: 0.296833 loss_class_aux_dn: 1.463443 loss_bbox_aux_dn: 0.771996 loss_giou_aux_dn: 1.686820 loss: 11.658560 eta: 1 day, 2:28:14 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2643 images/s [04/16 09:49:52] ppdet.engine INFO: Epoch: [59] [2300/7329] learning_rate: 0.000100 loss_class: 0.543149 loss_bbox: 0.128544 loss_giou: 0.348579 loss_class_aux: 3.546650 loss_bbox_aux: 0.802289 loss_giou_aux: 2.216624 loss_class_dn: 0.311003 loss_bbox_dn: 0.136968 loss_giou_dn: 0.341748 loss_class_aux_dn: 1.692345 loss_bbox_aux_dn: 0.837036 loss_giou_aux_dn: 1.905454 loss: 12.871843 eta: 1 day, 2:27:39 batch_cost: 0.3596 data_cost: 0.0014 ips: 11.1237 images/s [04/16 09:50:32] ppdet.engine INFO: Epoch: [59] [2400/7329] learning_rate: 0.000100 loss_class: 0.596413 loss_bbox: 0.133796 loss_giou: 0.388955 loss_class_aux: 3.726896 loss_bbox_aux: 0.900319 loss_giou_aux: 2.463391 loss_class_dn: 0.345097 loss_bbox_dn: 0.135399 loss_giou_dn: 0.357270 loss_class_aux_dn: 1.855400 loss_bbox_aux_dn: 0.795909 loss_giou_aux_dn: 1.995483 loss: 14.047564 eta: 1 day, 2:27:04 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2820 images/s [04/16 09:51:12] ppdet.engine INFO: Epoch: [59] [2500/7329] learning_rate: 0.000100 loss_class: 0.612699 loss_bbox: 0.140026 loss_giou: 0.351657 loss_class_aux: 3.745604 loss_bbox_aux: 0.918272 loss_giou_aux: 2.227163 loss_class_dn: 0.336973 loss_bbox_dn: 0.139738 loss_giou_dn: 0.332526 loss_class_aux_dn: 1.829001 loss_bbox_aux_dn: 0.877445 loss_giou_aux_dn: 1.840931 loss: 13.417255 eta: 1 day, 2:26:28 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1906 images/s [04/16 09:51:51] ppdet.engine INFO: Epoch: [59] [2600/7329] learning_rate: 0.000100 loss_class: 0.568110 loss_bbox: 0.121687 loss_giou: 0.373735 loss_class_aux: 3.585094 loss_bbox_aux: 0.788099 loss_giou_aux: 2.358683 loss_class_dn: 0.324945 loss_bbox_dn: 0.136956 loss_giou_dn: 0.354787 loss_class_aux_dn: 1.768149 loss_bbox_aux_dn: 0.812498 loss_giou_aux_dn: 1.930435 loss: 13.676934 eta: 1 day, 2:25:53 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2549 images/s [04/16 09:52:30] ppdet.engine INFO: Epoch: [59] [2700/7329] learning_rate: 0.000100 loss_class: 0.502790 loss_bbox: 0.121550 loss_giou: 0.330782 loss_class_aux: 3.110167 loss_bbox_aux: 0.803788 loss_giou_aux: 2.113003 loss_class_dn: 0.290935 loss_bbox_dn: 0.124415 loss_giou_dn: 0.318687 loss_class_aux_dn: 1.584871 loss_bbox_aux_dn: 0.734837 loss_giou_aux_dn: 1.754865 loss: 12.288587 eta: 1 day, 2:25:17 batch_cost: 0.3507 data_cost: 0.0012 ips: 11.4069 images/s [04/16 09:53:10] ppdet.engine INFO: Epoch: [59] [2800/7329] learning_rate: 0.000100 loss_class: 0.551977 loss_bbox: 0.124271 loss_giou: 0.349886 loss_class_aux: 3.490333 loss_bbox_aux: 0.843219 loss_giou_aux: 2.263832 loss_class_dn: 0.304206 loss_bbox_dn: 0.128835 loss_giou_dn: 0.324032 loss_class_aux_dn: 1.604087 loss_bbox_aux_dn: 0.828918 loss_giou_aux_dn: 1.777109 loss: 12.396486 eta: 1 day, 2:24:42 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2864 images/s [04/16 09:53:49] ppdet.engine INFO: Epoch: [59] [2900/7329] learning_rate: 0.000100 loss_class: 0.522945 loss_bbox: 0.124943 loss_giou: 0.360937 loss_class_aux: 3.464306 loss_bbox_aux: 0.805859 loss_giou_aux: 2.325336 loss_class_dn: 0.323484 loss_bbox_dn: 0.127571 loss_giou_dn: 0.338564 loss_class_aux_dn: 1.740438 loss_bbox_aux_dn: 0.773588 loss_giou_aux_dn: 1.874036 loss: 13.624727 eta: 1 day, 2:24:07 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2575 images/s [04/16 09:54:29] ppdet.engine INFO: Epoch: [59] [3000/7329] learning_rate: 0.000100 loss_class: 0.573403 loss_bbox: 0.125064 loss_giou: 0.352378 loss_class_aux: 3.663135 loss_bbox_aux: 0.776042 loss_giou_aux: 2.240222 loss_class_dn: 0.321209 loss_bbox_dn: 0.130885 loss_giou_dn: 0.339223 loss_class_aux_dn: 1.726968 loss_bbox_aux_dn: 0.782085 loss_giou_aux_dn: 1.901307 loss: 13.478221 eta: 1 day, 2:23:31 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3435 images/s [04/16 09:55:08] ppdet.engine INFO: Epoch: [59] [3100/7329] learning_rate: 0.000100 loss_class: 0.528917 loss_bbox: 0.115601 loss_giou: 0.344497 loss_class_aux: 3.443404 loss_bbox_aux: 0.732918 loss_giou_aux: 2.141090 loss_class_dn: 0.291181 loss_bbox_dn: 0.121747 loss_giou_dn: 0.323417 loss_class_aux_dn: 1.540205 loss_bbox_aux_dn: 0.762184 loss_giou_aux_dn: 1.857073 loss: 12.887599 eta: 1 day, 2:22:56 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2626 images/s [04/16 09:55:48] ppdet.engine INFO: Epoch: [59] [3200/7329] learning_rate: 0.000100 loss_class: 0.556362 loss_bbox: 0.135546 loss_giou: 0.388257 loss_class_aux: 3.587048 loss_bbox_aux: 0.860971 loss_giou_aux: 2.552844 loss_class_dn: 0.329729 loss_bbox_dn: 0.128478 loss_giou_dn: 0.372992 loss_class_aux_dn: 1.745896 loss_bbox_aux_dn: 0.815486 loss_giou_aux_dn: 2.142318 loss: 14.714902 eta: 1 day, 2:22:21 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2031 images/s [04/16 09:56:27] ppdet.engine INFO: Epoch: [59] [3300/7329] learning_rate: 0.000100 loss_class: 0.536932 loss_bbox: 0.138020 loss_giou: 0.343269 loss_class_aux: 3.459204 loss_bbox_aux: 0.923915 loss_giou_aux: 2.121965 loss_class_dn: 0.293427 loss_bbox_dn: 0.137380 loss_giou_dn: 0.304772 loss_class_aux_dn: 1.641599 loss_bbox_aux_dn: 0.825957 loss_giou_aux_dn: 1.715729 loss: 11.861645 eta: 1 day, 2:21:45 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2823 images/s [04/16 09:57:07] ppdet.engine INFO: Epoch: [59] [3400/7329] learning_rate: 0.000100 loss_class: 0.615724 loss_bbox: 0.134658 loss_giou: 0.440026 loss_class_aux: 3.837155 loss_bbox_aux: 0.885159 loss_giou_aux: 2.731789 loss_class_dn: 0.383482 loss_bbox_dn: 0.134409 loss_giou_dn: 0.430254 loss_class_aux_dn: 2.036157 loss_bbox_aux_dn: 0.776235 loss_giou_aux_dn: 2.342223 loss: 15.722294 eta: 1 day, 2:21:10 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3726 images/s [04/16 09:57:46] ppdet.engine INFO: Epoch: [59] [3500/7329] learning_rate: 0.000100 loss_class: 0.553643 loss_bbox: 0.120713 loss_giou: 0.494869 loss_class_aux: 3.489670 loss_bbox_aux: 0.802625 loss_giou_aux: 3.033574 loss_class_dn: 0.356494 loss_bbox_dn: 0.115032 loss_giou_dn: 0.406039 loss_class_aux_dn: 1.898083 loss_bbox_aux_dn: 0.668315 loss_giou_aux_dn: 2.235585 loss: 14.458632 eta: 1 day, 2:20:34 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2906 images/s [04/16 09:58:26] ppdet.engine INFO: Epoch: [59] [3600/7329] learning_rate: 0.000100 loss_class: 0.605710 loss_bbox: 0.148848 loss_giou: 0.400321 loss_class_aux: 3.868206 loss_bbox_aux: 0.963533 loss_giou_aux: 2.458264 loss_class_dn: 0.345827 loss_bbox_dn: 0.158185 loss_giou_dn: 0.362782 loss_class_aux_dn: 1.882134 loss_bbox_aux_dn: 0.952572 loss_giou_aux_dn: 2.085029 loss: 15.119460 eta: 1 day, 2:19:59 batch_cost: 0.3593 data_cost: 0.0014 ips: 11.1338 images/s [04/16 09:59:05] ppdet.engine INFO: Epoch: [59] [3700/7329] learning_rate: 0.000100 loss_class: 0.518658 loss_bbox: 0.140416 loss_giou: 0.345630 loss_class_aux: 3.379269 loss_bbox_aux: 0.916499 loss_giou_aux: 2.161817 loss_class_dn: 0.308736 loss_bbox_dn: 0.140517 loss_giou_dn: 0.311012 loss_class_aux_dn: 1.724870 loss_bbox_aux_dn: 0.821666 loss_giou_aux_dn: 1.807684 loss: 13.342059 eta: 1 day, 2:19:23 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3101 images/s [04/16 09:59:45] ppdet.engine INFO: Epoch: [59] [3800/7329] learning_rate: 0.000100 loss_class: 0.557872 loss_bbox: 0.125339 loss_giou: 0.340887 loss_class_aux: 3.430963 loss_bbox_aux: 0.821877 loss_giou_aux: 2.115644 loss_class_dn: 0.314515 loss_bbox_dn: 0.131433 loss_giou_dn: 0.327349 loss_class_aux_dn: 1.680299 loss_bbox_aux_dn: 0.795810 loss_giou_aux_dn: 1.852968 loss: 12.752504 eta: 1 day, 2:18:48 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2906 images/s [04/16 10:00:24] ppdet.engine INFO: Epoch: [59] [3900/7329] learning_rate: 0.000100 loss_class: 0.469408 loss_bbox: 0.117646 loss_giou: 0.302640 loss_class_aux: 3.161750 loss_bbox_aux: 0.781230 loss_giou_aux: 1.893887 loss_class_dn: 0.286141 loss_bbox_dn: 0.125136 loss_giou_dn: 0.266336 loss_class_aux_dn: 1.533992 loss_bbox_aux_dn: 0.735691 loss_giou_aux_dn: 1.538310 loss: 11.579442 eta: 1 day, 2:18:13 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2629 images/s [04/16 10:01:04] ppdet.engine INFO: Epoch: [59] [4000/7329] learning_rate: 0.000100 loss_class: 0.556551 loss_bbox: 0.124133 loss_giou: 0.359590 loss_class_aux: 3.545573 loss_bbox_aux: 0.788980 loss_giou_aux: 2.228709 loss_class_dn: 0.310009 loss_bbox_dn: 0.113498 loss_giou_dn: 0.347120 loss_class_aux_dn: 1.682976 loss_bbox_aux_dn: 0.674656 loss_giou_aux_dn: 1.937216 loss: 13.350813 eta: 1 day, 2:17:37 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3625 images/s [04/16 10:01:43] ppdet.engine INFO: Epoch: [59] [4100/7329] learning_rate: 0.000100 loss_class: 0.523424 loss_bbox: 0.128052 loss_giou: 0.378358 loss_class_aux: 3.405028 loss_bbox_aux: 0.790575 loss_giou_aux: 2.425844 loss_class_dn: 0.318430 loss_bbox_dn: 0.123552 loss_giou_dn: 0.362384 loss_class_aux_dn: 1.688570 loss_bbox_aux_dn: 0.736788 loss_giou_aux_dn: 2.030268 loss: 13.389780 eta: 1 day, 2:17:02 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3116 images/s [04/16 10:02:22] ppdet.engine INFO: Epoch: [59] [4200/7329] learning_rate: 0.000100 loss_class: 0.594152 loss_bbox: 0.139599 loss_giou: 0.388072 loss_class_aux: 3.896388 loss_bbox_aux: 0.885045 loss_giou_aux: 2.386695 loss_class_dn: 0.363654 loss_bbox_dn: 0.137850 loss_giou_dn: 0.369257 loss_class_aux_dn: 1.944252 loss_bbox_aux_dn: 0.784493 loss_giou_aux_dn: 1.992843 loss: 14.657166 eta: 1 day, 2:16:26 batch_cost: 0.3507 data_cost: 0.0013 ips: 11.4050 images/s [04/16 10:03:01] ppdet.engine INFO: Epoch: [59] [4300/7329] learning_rate: 0.000100 loss_class: 0.542152 loss_bbox: 0.123097 loss_giou: 0.377236 loss_class_aux: 3.434137 loss_bbox_aux: 0.852135 loss_giou_aux: 2.399327 loss_class_dn: 0.319621 loss_bbox_dn: 0.130609 loss_giou_dn: 0.340273 loss_class_aux_dn: 1.721157 loss_bbox_aux_dn: 0.792013 loss_giou_aux_dn: 1.894852 loss: 13.122234 eta: 1 day, 2:15:51 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3042 images/s [04/16 10:03:41] ppdet.engine INFO: Epoch: [59] [4400/7329] learning_rate: 0.000100 loss_class: 0.490422 loss_bbox: 0.114298 loss_giou: 0.225894 loss_class_aux: 3.054500 loss_bbox_aux: 0.739943 loss_giou_aux: 1.544360 loss_class_dn: 0.252530 loss_bbox_dn: 0.118852 loss_giou_dn: 0.233281 loss_class_aux_dn: 1.362403 loss_bbox_aux_dn: 0.681243 loss_giou_aux_dn: 1.334559 loss: 10.446297 eta: 1 day, 2:15:15 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4037 images/s [04/16 10:04:20] ppdet.engine INFO: Epoch: [59] [4500/7329] learning_rate: 0.000100 loss_class: 0.567935 loss_bbox: 0.135963 loss_giou: 0.388550 loss_class_aux: 3.587755 loss_bbox_aux: 0.865807 loss_giou_aux: 2.396442 loss_class_dn: 0.324387 loss_bbox_dn: 0.136694 loss_giou_dn: 0.343125 loss_class_aux_dn: 1.764080 loss_bbox_aux_dn: 0.822506 loss_giou_aux_dn: 1.924876 loss: 13.496081 eta: 1 day, 2:14:39 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3322 images/s [04/16 10:04:59] ppdet.engine INFO: Epoch: [59] [4600/7329] learning_rate: 0.000100 loss_class: 0.635341 loss_bbox: 0.126994 loss_giou: 0.388403 loss_class_aux: 4.048102 loss_bbox_aux: 0.839518 loss_giou_aux: 2.411234 loss_class_dn: 0.345501 loss_bbox_dn: 0.127352 loss_giou_dn: 0.355703 loss_class_aux_dn: 1.857521 loss_bbox_aux_dn: 0.769963 loss_giou_aux_dn: 1.993868 loss: 14.348958 eta: 1 day, 2:14:04 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3087 images/s [04/16 10:05:38] ppdet.engine INFO: Epoch: [59] [4700/7329] learning_rate: 0.000100 loss_class: 0.563115 loss_bbox: 0.132389 loss_giou: 0.402103 loss_class_aux: 3.609110 loss_bbox_aux: 0.811012 loss_giou_aux: 2.500322 loss_class_dn: 0.331681 loss_bbox_dn: 0.136991 loss_giou_dn: 0.370605 loss_class_aux_dn: 1.745800 loss_bbox_aux_dn: 0.821528 loss_giou_aux_dn: 2.044947 loss: 13.890980 eta: 1 day, 2:13:28 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3518 images/s [04/16 10:06:18] ppdet.engine INFO: Epoch: [59] [4800/7329] learning_rate: 0.000100 loss_class: 0.513723 loss_bbox: 0.137804 loss_giou: 0.346094 loss_class_aux: 3.292694 loss_bbox_aux: 0.900400 loss_giou_aux: 2.175412 loss_class_dn: 0.305720 loss_bbox_dn: 0.137160 loss_giou_dn: 0.328250 loss_class_aux_dn: 1.622669 loss_bbox_aux_dn: 0.851900 loss_giou_aux_dn: 1.882787 loss: 13.120815 eta: 1 day, 2:12:53 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2962 images/s [04/16 10:06:57] ppdet.engine INFO: Epoch: [59] [4900/7329] learning_rate: 0.000100 loss_class: 0.592971 loss_bbox: 0.128826 loss_giou: 0.321920 loss_class_aux: 3.735343 loss_bbox_aux: 0.861305 loss_giou_aux: 2.022221 loss_class_dn: 0.315102 loss_bbox_dn: 0.129890 loss_giou_dn: 0.310584 loss_class_aux_dn: 1.751031 loss_bbox_aux_dn: 0.798130 loss_giou_aux_dn: 1.759594 loss: 12.964038 eta: 1 day, 2:12:18 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2647 images/s [04/16 10:07:37] ppdet.engine INFO: Epoch: [59] [5000/7329] learning_rate: 0.000100 loss_class: 0.517930 loss_bbox: 0.133281 loss_giou: 0.374063 loss_class_aux: 3.458704 loss_bbox_aux: 0.900008 loss_giou_aux: 2.320580 loss_class_dn: 0.293856 loss_bbox_dn: 0.130285 loss_giou_dn: 0.322345 loss_class_aux_dn: 1.639786 loss_bbox_aux_dn: 0.803960 loss_giou_aux_dn: 1.825311 loss: 12.610244 eta: 1 day, 2:11:42 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2705 images/s [04/16 10:08:16] ppdet.engine INFO: Epoch: [59] [5100/7329] learning_rate: 0.000100 loss_class: 0.622812 loss_bbox: 0.150056 loss_giou: 0.440365 loss_class_aux: 3.982878 loss_bbox_aux: 0.953772 loss_giou_aux: 2.740531 loss_class_dn: 0.347642 loss_bbox_dn: 0.152805 loss_giou_dn: 0.387669 loss_class_aux_dn: 1.876000 loss_bbox_aux_dn: 0.913156 loss_giou_aux_dn: 2.110495 loss: 14.861028 eta: 1 day, 2:11:07 batch_cost: 0.3557 data_cost: 0.0012 ips: 11.2466 images/s [04/16 10:08:56] ppdet.engine INFO: Epoch: [59] [5200/7329] learning_rate: 0.000100 loss_class: 0.495976 loss_bbox: 0.120235 loss_giou: 0.326110 loss_class_aux: 3.096812 loss_bbox_aux: 0.765963 loss_giou_aux: 2.005267 loss_class_dn: 0.288750 loss_bbox_dn: 0.117478 loss_giou_dn: 0.301752 loss_class_aux_dn: 1.563790 loss_bbox_aux_dn: 0.688190 loss_giou_aux_dn: 1.669643 loss: 11.766866 eta: 1 day, 2:10:31 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2946 images/s [04/16 10:09:35] ppdet.engine INFO: Epoch: [59] [5300/7329] learning_rate: 0.000100 loss_class: 0.581577 loss_bbox: 0.119548 loss_giou: 0.385594 loss_class_aux: 3.746902 loss_bbox_aux: 0.797387 loss_giou_aux: 2.462734 loss_class_dn: 0.336326 loss_bbox_dn: 0.121538 loss_giou_dn: 0.339055 loss_class_aux_dn: 1.797005 loss_bbox_aux_dn: 0.732715 loss_giou_aux_dn: 1.915367 loss: 14.302032 eta: 1 day, 2:09:56 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2401 images/s [04/16 10:10:15] ppdet.engine INFO: Epoch: [59] [5400/7329] learning_rate: 0.000100 loss_class: 0.526913 loss_bbox: 0.130743 loss_giou: 0.354245 loss_class_aux: 3.356066 loss_bbox_aux: 0.860957 loss_giou_aux: 2.277500 loss_class_dn: 0.305884 loss_bbox_dn: 0.135993 loss_giou_dn: 0.341184 loss_class_aux_dn: 1.682492 loss_bbox_aux_dn: 0.781554 loss_giou_aux_dn: 1.905463 loss: 13.186043 eta: 1 day, 2:09:20 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4039 images/s [04/16 10:10:54] ppdet.engine INFO: Epoch: [59] [5500/7329] learning_rate: 0.000100 loss_class: 0.538739 loss_bbox: 0.146130 loss_giou: 0.292545 loss_class_aux: 3.182149 loss_bbox_aux: 0.993085 loss_giou_aux: 1.868184 loss_class_dn: 0.297983 loss_bbox_dn: 0.148780 loss_giou_dn: 0.285260 loss_class_aux_dn: 1.582828 loss_bbox_aux_dn: 0.901674 loss_giou_aux_dn: 1.574137 loss: 12.262271 eta: 1 day, 2:08:45 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3363 images/s [04/16 10:11:33] ppdet.engine INFO: Epoch: [59] [5600/7329] learning_rate: 0.000100 loss_class: 0.527630 loss_bbox: 0.122370 loss_giou: 0.374910 loss_class_aux: 3.369282 loss_bbox_aux: 0.835354 loss_giou_aux: 2.398038 loss_class_dn: 0.309526 loss_bbox_dn: 0.122757 loss_giou_dn: 0.336996 loss_class_aux_dn: 1.670266 loss_bbox_aux_dn: 0.715988 loss_giou_aux_dn: 1.833561 loss: 12.964651 eta: 1 day, 2:08:09 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3234 images/s [04/16 10:12:13] ppdet.engine INFO: Epoch: [59] [5700/7329] learning_rate: 0.000100 loss_class: 0.567451 loss_bbox: 0.140588 loss_giou: 0.403872 loss_class_aux: 3.684704 loss_bbox_aux: 0.946851 loss_giou_aux: 2.575340 loss_class_dn: 0.325417 loss_bbox_dn: 0.131732 loss_giou_dn: 0.366718 loss_class_aux_dn: 1.766458 loss_bbox_aux_dn: 0.801878 loss_giou_aux_dn: 2.046489 loss: 13.917773 eta: 1 day, 2:07:34 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2838 images/s [04/16 10:12:52] ppdet.engine INFO: Epoch: [59] [5800/7329] learning_rate: 0.000100 loss_class: 0.546599 loss_bbox: 0.109323 loss_giou: 0.348581 loss_class_aux: 3.474787 loss_bbox_aux: 0.760925 loss_giou_aux: 2.232596 loss_class_dn: 0.328067 loss_bbox_dn: 0.137217 loss_giou_dn: 0.323830 loss_class_aux_dn: 1.773636 loss_bbox_aux_dn: 0.785876 loss_giou_aux_dn: 1.831087 loss: 13.359724 eta: 1 day, 2:06:59 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3203 images/s [04/16 10:13:31] ppdet.engine INFO: Epoch: [59] [5900/7329] learning_rate: 0.000100 loss_class: 0.568115 loss_bbox: 0.132611 loss_giou: 0.412987 loss_class_aux: 3.669816 loss_bbox_aux: 0.863498 loss_giou_aux: 2.621933 loss_class_dn: 0.306007 loss_bbox_dn: 0.123645 loss_giou_dn: 0.368609 loss_class_aux_dn: 1.665624 loss_bbox_aux_dn: 0.749844 loss_giou_aux_dn: 2.021235 loss: 13.895650 eta: 1 day, 2:06:23 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3102 images/s [04/16 10:14:11] ppdet.engine INFO: Epoch: [59] [6000/7329] learning_rate: 0.000100 loss_class: 0.552207 loss_bbox: 0.118868 loss_giou: 0.318909 loss_class_aux: 3.480663 loss_bbox_aux: 0.796402 loss_giou_aux: 2.117945 loss_class_dn: 0.299292 loss_bbox_dn: 0.127789 loss_giou_dn: 0.313582 loss_class_aux_dn: 1.595106 loss_bbox_aux_dn: 0.776304 loss_giou_aux_dn: 1.777102 loss: 13.086323 eta: 1 day, 2:05:48 batch_cost: 0.3584 data_cost: 0.0014 ips: 11.1604 images/s [04/16 10:14:51] ppdet.engine INFO: Epoch: [59] [6100/7329] learning_rate: 0.000100 loss_class: 0.515639 loss_bbox: 0.116305 loss_giou: 0.312439 loss_class_aux: 3.303924 loss_bbox_aux: 0.774775 loss_giou_aux: 1.972302 loss_class_dn: 0.314275 loss_bbox_dn: 0.115006 loss_giou_dn: 0.323001 loss_class_aux_dn: 1.655575 loss_bbox_aux_dn: 0.687343 loss_giou_aux_dn: 1.795096 loss: 12.258808 eta: 1 day, 2:05:12 batch_cost: 0.3516 data_cost: 0.0014 ips: 11.3763 images/s [04/16 10:15:30] ppdet.engine INFO: Epoch: [59] [6200/7329] learning_rate: 0.000100 loss_class: 0.592231 loss_bbox: 0.130360 loss_giou: 0.347825 loss_class_aux: 3.689807 loss_bbox_aux: 0.837844 loss_giou_aux: 2.261272 loss_class_dn: 0.332013 loss_bbox_dn: 0.119112 loss_giou_dn: 0.348167 loss_class_aux_dn: 1.774085 loss_bbox_aux_dn: 0.744611 loss_giou_aux_dn: 1.956735 loss: 14.095776 eta: 1 day, 2:04:37 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2317 images/s [04/16 10:16:10] ppdet.engine INFO: Epoch: [59] [6300/7329] learning_rate: 0.000100 loss_class: 0.579726 loss_bbox: 0.134354 loss_giou: 0.381217 loss_class_aux: 3.681215 loss_bbox_aux: 0.914858 loss_giou_aux: 2.480272 loss_class_dn: 0.307081 loss_bbox_dn: 0.151710 loss_giou_dn: 0.381182 loss_class_aux_dn: 1.680508 loss_bbox_aux_dn: 0.887725 loss_giou_aux_dn: 2.078943 loss: 14.608162 eta: 1 day, 2:04:02 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2348 images/s [04/16 10:16:49] ppdet.engine INFO: Epoch: [59] [6400/7329] learning_rate: 0.000100 loss_class: 0.577226 loss_bbox: 0.132437 loss_giou: 0.341151 loss_class_aux: 3.734179 loss_bbox_aux: 0.859424 loss_giou_aux: 2.086336 loss_class_dn: 0.332860 loss_bbox_dn: 0.143056 loss_giou_dn: 0.319456 loss_class_aux_dn: 1.793101 loss_bbox_aux_dn: 0.886855 loss_giou_aux_dn: 1.847410 loss: 13.608795 eta: 1 day, 2:03:26 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2680 images/s [04/16 10:17:29] ppdet.engine INFO: Epoch: [59] [6500/7329] learning_rate: 0.000100 loss_class: 0.561043 loss_bbox: 0.128282 loss_giou: 0.389147 loss_class_aux: 3.528047 loss_bbox_aux: 0.802494 loss_giou_aux: 2.454315 loss_class_dn: 0.330501 loss_bbox_dn: 0.128578 loss_giou_dn: 0.356553 loss_class_aux_dn: 1.788928 loss_bbox_aux_dn: 0.775998 loss_giou_aux_dn: 1.986991 loss: 13.370262 eta: 1 day, 2:02:51 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2975 images/s [04/16 10:18:08] ppdet.engine INFO: Epoch: [59] [6600/7329] learning_rate: 0.000100 loss_class: 0.475825 loss_bbox: 0.119591 loss_giou: 0.325519 loss_class_aux: 3.001431 loss_bbox_aux: 0.800861 loss_giou_aux: 2.072849 loss_class_dn: 0.293302 loss_bbox_dn: 0.116514 loss_giou_dn: 0.301179 loss_class_aux_dn: 1.567199 loss_bbox_aux_dn: 0.688790 loss_giou_aux_dn: 1.711828 loss: 11.970976 eta: 1 day, 2:02:15 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2252 images/s [04/16 10:18:48] ppdet.engine INFO: Epoch: [59] [6700/7329] learning_rate: 0.000100 loss_class: 0.509066 loss_bbox: 0.114998 loss_giou: 0.364058 loss_class_aux: 3.245421 loss_bbox_aux: 0.797654 loss_giou_aux: 2.255308 loss_class_dn: 0.290816 loss_bbox_dn: 0.115428 loss_giou_dn: 0.310867 loss_class_aux_dn: 1.616560 loss_bbox_aux_dn: 0.659452 loss_giou_aux_dn: 1.746488 loss: 12.321140 eta: 1 day, 2:01:40 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3906 images/s [04/16 10:19:27] ppdet.engine INFO: Epoch: [59] [6800/7329] learning_rate: 0.000100 loss_class: 0.571594 loss_bbox: 0.127980 loss_giou: 0.341847 loss_class_aux: 3.711818 loss_bbox_aux: 0.869429 loss_giou_aux: 2.233885 loss_class_dn: 0.314381 loss_bbox_dn: 0.126469 loss_giou_dn: 0.313908 loss_class_aux_dn: 1.712705 loss_bbox_aux_dn: 0.772206 loss_giou_aux_dn: 1.807204 loss: 13.518644 eta: 1 day, 2:01:05 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2386 images/s [04/16 10:20:06] ppdet.engine INFO: Epoch: [59] [6900/7329] learning_rate: 0.000100 loss_class: 0.599973 loss_bbox: 0.129049 loss_giou: 0.410111 loss_class_aux: 3.759367 loss_bbox_aux: 0.854297 loss_giou_aux: 2.594062 loss_class_dn: 0.345173 loss_bbox_dn: 0.139030 loss_giou_dn: 0.392507 loss_class_aux_dn: 1.867634 loss_bbox_aux_dn: 0.819956 loss_giou_aux_dn: 2.233501 loss: 14.133787 eta: 1 day, 2:00:29 batch_cost: 0.3490 data_cost: 0.0012 ips: 11.4627 images/s [04/16 10:20:46] ppdet.engine INFO: Epoch: [59] [7000/7329] learning_rate: 0.000100 loss_class: 0.548667 loss_bbox: 0.120274 loss_giou: 0.356805 loss_class_aux: 3.478596 loss_bbox_aux: 0.794909 loss_giou_aux: 2.292270 loss_class_dn: 0.316362 loss_bbox_dn: 0.121386 loss_giou_dn: 0.335665 loss_class_aux_dn: 1.695608 loss_bbox_aux_dn: 0.744306 loss_giou_aux_dn: 1.947445 loss: 13.352134 eta: 1 day, 1:59:53 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2542 images/s [04/16 10:21:25] ppdet.engine INFO: Epoch: [59] [7100/7329] learning_rate: 0.000100 loss_class: 0.574952 loss_bbox: 0.128073 loss_giou: 0.438960 loss_class_aux: 3.738062 loss_bbox_aux: 0.848644 loss_giou_aux: 2.688131 loss_class_dn: 0.358246 loss_bbox_dn: 0.128795 loss_giou_dn: 0.393029 loss_class_aux_dn: 1.908226 loss_bbox_aux_dn: 0.800292 loss_giou_aux_dn: 2.195852 loss: 14.749035 eta: 1 day, 1:59:18 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2863 images/s [04/16 10:22:05] ppdet.engine INFO: Epoch: [59] [7200/7329] learning_rate: 0.000100 loss_class: 0.563101 loss_bbox: 0.148384 loss_giou: 0.385272 loss_class_aux: 3.720941 loss_bbox_aux: 0.936137 loss_giou_aux: 2.437883 loss_class_dn: 0.339498 loss_bbox_dn: 0.132314 loss_giou_dn: 0.349780 loss_class_aux_dn: 1.839785 loss_bbox_aux_dn: 0.785004 loss_giou_aux_dn: 1.960152 loss: 13.769354 eta: 1 day, 1:58:43 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2136 images/s [04/16 10:22:44] ppdet.engine INFO: Epoch: [59] [7300/7329] learning_rate: 0.000100 loss_class: 0.572886 loss_bbox: 0.135911 loss_giou: 0.341972 loss_class_aux: 3.688121 loss_bbox_aux: 0.908480 loss_giou_aux: 2.141166 loss_class_dn: 0.320876 loss_bbox_dn: 0.135900 loss_giou_dn: 0.321112 loss_class_aux_dn: 1.722975 loss_bbox_aux_dn: 0.830810 loss_giou_aux_dn: 1.813402 loss: 12.895300 eta: 1 day, 1:58:07 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2575 images/s [04/16 10:22:58] ppdet.engine INFO: Eval iter: 0 [04/16 10:23:10] ppdet.engine INFO: Eval iter: 100 [04/16 10:23:22] ppdet.engine INFO: Eval iter: 200 [04/16 10:23:34] ppdet.engine INFO: Eval iter: 300 [04/16 10:23:46] ppdet.engine INFO: Eval iter: 400 [04/16 10:23:58] ppdet.engine INFO: Eval iter: 500 [04/16 10:24:11] ppdet.engine INFO: Eval iter: 600 [04/16 10:24:33] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 10:24:34] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.59s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.42s). Accumulating evaluation results... DONE (t=19.33s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.593 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 ] = 0.597 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 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 ] = 0.786 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 10:26:20] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.73904778602765 [04/16 10:26:20] ppdet.engine INFO: Best test bbox ap is 0.547. [04/16 10:26:23] ppdet.engine INFO: Epoch: [60] [ 0/7329] learning_rate: 0.000100 loss_class: 0.584696 loss_bbox: 0.133884 loss_giou: 0.312387 loss_class_aux: 3.670160 loss_bbox_aux: 0.897048 loss_giou_aux: 2.030179 loss_class_dn: 0.319790 loss_bbox_dn: 0.135819 loss_giou_dn: 0.308671 loss_class_aux_dn: 1.717505 loss_bbox_aux_dn: 0.813601 loss_giou_aux_dn: 1.728072 loss: 13.160197 eta: 1 day, 1:57:57 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3651 images/s [04/16 10:27:02] ppdet.engine INFO: Epoch: [60] [ 100/7329] learning_rate: 0.000100 loss_class: 0.530326 loss_bbox: 0.114032 loss_giou: 0.300108 loss_class_aux: 3.349225 loss_bbox_aux: 0.768541 loss_giou_aux: 1.999936 loss_class_dn: 0.289119 loss_bbox_dn: 0.120020 loss_giou_dn: 0.289362 loss_class_aux_dn: 1.573975 loss_bbox_aux_dn: 0.746848 loss_giou_aux_dn: 1.598746 loss: 11.484602 eta: 1 day, 1:57:22 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2719 images/s [04/16 10:27:42] ppdet.engine INFO: Epoch: [60] [ 200/7329] learning_rate: 0.000100 loss_class: 0.600266 loss_bbox: 0.140047 loss_giou: 0.352623 loss_class_aux: 3.992751 loss_bbox_aux: 0.946560 loss_giou_aux: 2.245144 loss_class_dn: 0.338581 loss_bbox_dn: 0.141058 loss_giou_dn: 0.349188 loss_class_aux_dn: 1.834964 loss_bbox_aux_dn: 0.858030 loss_giou_aux_dn: 1.967819 loss: 14.349079 eta: 1 day, 1:56:46 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2695 images/s [04/16 10:28:21] ppdet.engine INFO: Epoch: [60] [ 300/7329] learning_rate: 0.000100 loss_class: 0.506001 loss_bbox: 0.121089 loss_giou: 0.374697 loss_class_aux: 3.243889 loss_bbox_aux: 0.751691 loss_giou_aux: 2.352344 loss_class_dn: 0.325893 loss_bbox_dn: 0.120504 loss_giou_dn: 0.342646 loss_class_aux_dn: 1.730407 loss_bbox_aux_dn: 0.721595 loss_giou_aux_dn: 1.963930 loss: 13.227693 eta: 1 day, 1:56:11 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2570 images/s [04/16 10:29:01] ppdet.engine INFO: Epoch: [60] [ 400/7329] learning_rate: 0.000100 loss_class: 0.512086 loss_bbox: 0.125083 loss_giou: 0.308394 loss_class_aux: 3.396217 loss_bbox_aux: 0.823491 loss_giou_aux: 1.987997 loss_class_dn: 0.292415 loss_bbox_dn: 0.134810 loss_giou_dn: 0.301733 loss_class_aux_dn: 1.572047 loss_bbox_aux_dn: 0.838207 loss_giou_aux_dn: 1.672396 loss: 12.548727 eta: 1 day, 1:55:36 batch_cost: 0.3573 data_cost: 0.0015 ips: 11.1955 images/s [04/16 10:29:40] ppdet.engine INFO: Epoch: [60] [ 500/7329] learning_rate: 0.000100 loss_class: 0.564496 loss_bbox: 0.138482 loss_giou: 0.365889 loss_class_aux: 3.581375 loss_bbox_aux: 0.900486 loss_giou_aux: 2.333404 loss_class_dn: 0.335057 loss_bbox_dn: 0.127030 loss_giou_dn: 0.366143 loss_class_aux_dn: 1.804068 loss_bbox_aux_dn: 0.785724 loss_giou_aux_dn: 2.030572 loss: 14.167318 eta: 1 day, 1:55:00 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2728 images/s [04/16 10:30:20] ppdet.engine INFO: Epoch: [60] [ 600/7329] learning_rate: 0.000100 loss_class: 0.512804 loss_bbox: 0.134432 loss_giou: 0.384643 loss_class_aux: 3.254836 loss_bbox_aux: 0.875706 loss_giou_aux: 2.531460 loss_class_dn: 0.299843 loss_bbox_dn: 0.130775 loss_giou_dn: 0.351146 loss_class_aux_dn: 1.638570 loss_bbox_aux_dn: 0.798252 loss_giou_aux_dn: 1.958659 loss: 13.281633 eta: 1 day, 1:54:25 batch_cost: 0.3511 data_cost: 0.0014 ips: 11.3928 images/s [04/16 10:30:59] ppdet.engine INFO: Epoch: [60] [ 700/7329] learning_rate: 0.000100 loss_class: 0.497683 loss_bbox: 0.128875 loss_giou: 0.304702 loss_class_aux: 3.124149 loss_bbox_aux: 0.812445 loss_giou_aux: 1.997712 loss_class_dn: 0.279086 loss_bbox_dn: 0.122422 loss_giou_dn: 0.287106 loss_class_aux_dn: 1.521525 loss_bbox_aux_dn: 0.734377 loss_giou_aux_dn: 1.640478 loss: 11.766653 eta: 1 day, 1:53:49 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2630 images/s [04/16 10:31:38] ppdet.engine INFO: Epoch: [60] [ 800/7329] learning_rate: 0.000100 loss_class: 0.527497 loss_bbox: 0.124963 loss_giou: 0.364890 loss_class_aux: 3.258841 loss_bbox_aux: 0.791585 loss_giou_aux: 2.319338 loss_class_dn: 0.311147 loss_bbox_dn: 0.120690 loss_giou_dn: 0.354018 loss_class_aux_dn: 1.678572 loss_bbox_aux_dn: 0.749120 loss_giou_aux_dn: 1.963028 loss: 13.345273 eta: 1 day, 1:53:14 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3716 images/s [04/16 10:32:18] ppdet.engine INFO: Epoch: [60] [ 900/7329] learning_rate: 0.000100 loss_class: 0.517791 loss_bbox: 0.117765 loss_giou: 0.305933 loss_class_aux: 3.269759 loss_bbox_aux: 0.787332 loss_giou_aux: 1.962568 loss_class_dn: 0.283975 loss_bbox_dn: 0.135928 loss_giou_dn: 0.289268 loss_class_aux_dn: 1.530804 loss_bbox_aux_dn: 0.838871 loss_giou_aux_dn: 1.687510 loss: 12.599767 eta: 1 day, 1:52:38 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2968 images/s [04/16 10:32:57] ppdet.engine INFO: Epoch: [60] [1000/7329] learning_rate: 0.000100 loss_class: 0.544081 loss_bbox: 0.140327 loss_giou: 0.345568 loss_class_aux: 3.478789 loss_bbox_aux: 0.897771 loss_giou_aux: 2.139829 loss_class_dn: 0.313370 loss_bbox_dn: 0.134481 loss_giou_dn: 0.307031 loss_class_aux_dn: 1.698816 loss_bbox_aux_dn: 0.805829 loss_giou_aux_dn: 1.749242 loss: 12.696117 eta: 1 day, 1:52:03 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3007 images/s [04/16 10:33:37] ppdet.engine INFO: Epoch: [60] [1100/7329] learning_rate: 0.000100 loss_class: 0.574277 loss_bbox: 0.118842 loss_giou: 0.390117 loss_class_aux: 3.693881 loss_bbox_aux: 0.781053 loss_giou_aux: 2.418768 loss_class_dn: 0.325203 loss_bbox_dn: 0.127573 loss_giou_dn: 0.329909 loss_class_aux_dn: 1.813523 loss_bbox_aux_dn: 0.786874 loss_giou_aux_dn: 1.926439 loss: 13.763449 eta: 1 day, 1:51:27 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2382 images/s [04/16 10:34:17] ppdet.engine INFO: Epoch: [60] [1200/7329] learning_rate: 0.000100 loss_class: 0.540323 loss_bbox: 0.122773 loss_giou: 0.345831 loss_class_aux: 3.338298 loss_bbox_aux: 0.807889 loss_giou_aux: 2.195711 loss_class_dn: 0.309820 loss_bbox_dn: 0.128941 loss_giou_dn: 0.341516 loss_class_aux_dn: 1.730375 loss_bbox_aux_dn: 0.771702 loss_giou_aux_dn: 1.873156 loss: 13.193908 eta: 1 day, 1:50:52 batch_cost: 0.3561 data_cost: 0.0014 ips: 11.2330 images/s [04/16 10:34:56] ppdet.engine INFO: Epoch: [60] [1300/7329] learning_rate: 0.000100 loss_class: 0.537320 loss_bbox: 0.137081 loss_giou: 0.371415 loss_class_aux: 3.494764 loss_bbox_aux: 0.890555 loss_giou_aux: 2.326082 loss_class_dn: 0.323509 loss_bbox_dn: 0.144818 loss_giou_dn: 0.345399 loss_class_aux_dn: 1.706275 loss_bbox_aux_dn: 0.862168 loss_giou_aux_dn: 1.887389 loss: 12.523518 eta: 1 day, 1:50:17 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3458 images/s [04/16 10:35:35] ppdet.engine INFO: Epoch: [60] [1400/7329] learning_rate: 0.000100 loss_class: 0.512824 loss_bbox: 0.127411 loss_giou: 0.372118 loss_class_aux: 3.389310 loss_bbox_aux: 0.811771 loss_giou_aux: 2.336817 loss_class_dn: 0.316513 loss_bbox_dn: 0.118653 loss_giou_dn: 0.336129 loss_class_aux_dn: 1.722978 loss_bbox_aux_dn: 0.712827 loss_giou_aux_dn: 1.975053 loss: 13.749208 eta: 1 day, 1:49:41 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3289 images/s [04/16 10:36:14] ppdet.engine INFO: Epoch: [60] [1500/7329] learning_rate: 0.000100 loss_class: 0.483674 loss_bbox: 0.119774 loss_giou: 0.378041 loss_class_aux: 3.237402 loss_bbox_aux: 0.755618 loss_giou_aux: 2.224725 loss_class_dn: 0.298128 loss_bbox_dn: 0.109547 loss_giou_dn: 0.334472 loss_class_aux_dn: 1.621447 loss_bbox_aux_dn: 0.661154 loss_giou_aux_dn: 1.845441 loss: 12.356889 eta: 1 day, 1:49:05 batch_cost: 0.3509 data_cost: 0.0015 ips: 11.3979 images/s [04/16 10:36:54] ppdet.engine INFO: Epoch: [60] [1600/7329] learning_rate: 0.000100 loss_class: 0.533712 loss_bbox: 0.112150 loss_giou: 0.395342 loss_class_aux: 3.304529 loss_bbox_aux: 0.712430 loss_giou_aux: 2.522602 loss_class_dn: 0.311044 loss_bbox_dn: 0.112374 loss_giou_dn: 0.367543 loss_class_aux_dn: 1.660950 loss_bbox_aux_dn: 0.680953 loss_giou_aux_dn: 2.012056 loss: 12.868246 eta: 1 day, 1:48:30 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2232 images/s [04/16 10:37:33] ppdet.engine INFO: Epoch: [60] [1700/7329] learning_rate: 0.000100 loss_class: 0.513171 loss_bbox: 0.126661 loss_giou: 0.334114 loss_class_aux: 3.213264 loss_bbox_aux: 0.859854 loss_giou_aux: 2.170139 loss_class_dn: 0.305708 loss_bbox_dn: 0.141024 loss_giou_dn: 0.314959 loss_class_aux_dn: 1.660162 loss_bbox_aux_dn: 0.827593 loss_giou_aux_dn: 1.752402 loss: 12.731710 eta: 1 day, 1:47:55 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.3010 images/s [04/16 10:38:13] ppdet.engine INFO: Epoch: [60] [1800/7329] learning_rate: 0.000100 loss_class: 0.525493 loss_bbox: 0.132648 loss_giou: 0.368801 loss_class_aux: 3.311981 loss_bbox_aux: 0.882193 loss_giou_aux: 2.334235 loss_class_dn: 0.308068 loss_bbox_dn: 0.142168 loss_giou_dn: 0.328870 loss_class_aux_dn: 1.674893 loss_bbox_aux_dn: 0.829188 loss_giou_aux_dn: 1.830723 loss: 12.820762 eta: 1 day, 1:47:19 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2879 images/s [04/16 10:38:52] ppdet.engine INFO: Epoch: [60] [1900/7329] learning_rate: 0.000100 loss_class: 0.501668 loss_bbox: 0.129883 loss_giou: 0.303771 loss_class_aux: 3.291689 loss_bbox_aux: 0.812171 loss_giou_aux: 1.982757 loss_class_dn: 0.277321 loss_bbox_dn: 0.131936 loss_giou_dn: 0.296269 loss_class_aux_dn: 1.504971 loss_bbox_aux_dn: 0.783183 loss_giou_aux_dn: 1.644757 loss: 11.746550 eta: 1 day, 1:46:44 batch_cost: 0.3504 data_cost: 0.0015 ips: 11.4143 images/s [04/16 10:39:31] ppdet.engine INFO: Epoch: [60] [2000/7329] learning_rate: 0.000100 loss_class: 0.506674 loss_bbox: 0.131639 loss_giou: 0.355537 loss_class_aux: 3.244919 loss_bbox_aux: 0.855726 loss_giou_aux: 2.151846 loss_class_dn: 0.301071 loss_bbox_dn: 0.132099 loss_giou_dn: 0.301142 loss_class_aux_dn: 1.647752 loss_bbox_aux_dn: 0.799296 loss_giou_aux_dn: 1.744237 loss: 12.283045 eta: 1 day, 1:46:08 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3747 images/s [04/16 10:40:11] ppdet.engine INFO: Epoch: [60] [2100/7329] learning_rate: 0.000100 loss_class: 0.511485 loss_bbox: 0.118822 loss_giou: 0.350849 loss_class_aux: 3.256853 loss_bbox_aux: 0.753701 loss_giou_aux: 2.339090 loss_class_dn: 0.294559 loss_bbox_dn: 0.108194 loss_giou_dn: 0.321564 loss_class_aux_dn: 1.635087 loss_bbox_aux_dn: 0.683328 loss_giou_aux_dn: 1.786329 loss: 12.386183 eta: 1 day, 1:45:33 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2504 images/s [04/16 10:40:50] ppdet.engine INFO: Epoch: [60] [2200/7329] learning_rate: 0.000100 loss_class: 0.593420 loss_bbox: 0.136008 loss_giou: 0.371104 loss_class_aux: 3.807516 loss_bbox_aux: 0.908847 loss_giou_aux: 2.476987 loss_class_dn: 0.332016 loss_bbox_dn: 0.150709 loss_giou_dn: 0.376891 loss_class_aux_dn: 1.809632 loss_bbox_aux_dn: 0.896908 loss_giou_aux_dn: 2.113008 loss: 14.169033 eta: 1 day, 1:44:57 batch_cost: 0.3561 data_cost: 0.0014 ips: 11.2314 images/s [04/16 10:41:30] ppdet.engine INFO: Epoch: [60] [2300/7329] learning_rate: 0.000100 loss_class: 0.621109 loss_bbox: 0.137886 loss_giou: 0.356254 loss_class_aux: 3.874042 loss_bbox_aux: 0.892685 loss_giou_aux: 2.219310 loss_class_dn: 0.346699 loss_bbox_dn: 0.130893 loss_giou_dn: 0.343210 loss_class_aux_dn: 1.862998 loss_bbox_aux_dn: 0.802538 loss_giou_aux_dn: 1.937933 loss: 14.400349 eta: 1 day, 1:44:22 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3079 images/s [04/16 10:42:09] ppdet.engine INFO: Epoch: [60] [2400/7329] learning_rate: 0.000100 loss_class: 0.526855 loss_bbox: 0.128723 loss_giou: 0.425738 loss_class_aux: 3.396178 loss_bbox_aux: 0.824053 loss_giou_aux: 2.711524 loss_class_dn: 0.320213 loss_bbox_dn: 0.131091 loss_giou_dn: 0.361723 loss_class_aux_dn: 1.683937 loss_bbox_aux_dn: 0.831529 loss_giou_aux_dn: 1.979465 loss: 13.914525 eta: 1 day, 1:43:46 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3021 images/s [04/16 10:42:48] ppdet.engine INFO: Epoch: [60] [2500/7329] learning_rate: 0.000100 loss_class: 0.491758 loss_bbox: 0.116945 loss_giou: 0.322004 loss_class_aux: 3.238295 loss_bbox_aux: 0.765497 loss_giou_aux: 1.938624 loss_class_dn: 0.290071 loss_bbox_dn: 0.112028 loss_giou_dn: 0.289705 loss_class_aux_dn: 1.593345 loss_bbox_aux_dn: 0.704617 loss_giou_aux_dn: 1.635231 loss: 12.052629 eta: 1 day, 1:43:11 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3572 images/s [04/16 10:43:28] ppdet.engine INFO: Epoch: [60] [2600/7329] learning_rate: 0.000100 loss_class: 0.549413 loss_bbox: 0.140464 loss_giou: 0.411543 loss_class_aux: 3.429337 loss_bbox_aux: 0.904202 loss_giou_aux: 2.639071 loss_class_dn: 0.344593 loss_bbox_dn: 0.151693 loss_giou_dn: 0.371125 loss_class_aux_dn: 1.869331 loss_bbox_aux_dn: 0.918979 loss_giou_aux_dn: 2.073628 loss: 14.871553 eta: 1 day, 1:42:35 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2872 images/s [04/16 10:44:07] ppdet.engine INFO: Epoch: [60] [2700/7329] learning_rate: 0.000100 loss_class: 0.534796 loss_bbox: 0.140180 loss_giou: 0.356260 loss_class_aux: 3.349780 loss_bbox_aux: 0.898285 loss_giou_aux: 2.161777 loss_class_dn: 0.302006 loss_bbox_dn: 0.147140 loss_giou_dn: 0.315334 loss_class_aux_dn: 1.609427 loss_bbox_aux_dn: 0.871791 loss_giou_aux_dn: 1.788236 loss: 12.855010 eta: 1 day, 1:42:00 batch_cost: 0.3497 data_cost: 0.0014 ips: 11.4372 images/s [04/16 10:44:46] ppdet.engine INFO: Epoch: [60] [2800/7329] learning_rate: 0.000100 loss_class: 0.521097 loss_bbox: 0.125546 loss_giou: 0.355752 loss_class_aux: 3.251640 loss_bbox_aux: 0.833789 loss_giou_aux: 2.281914 loss_class_dn: 0.309998 loss_bbox_dn: 0.119913 loss_giou_dn: 0.340663 loss_class_aux_dn: 1.657638 loss_bbox_aux_dn: 0.708514 loss_giou_aux_dn: 1.871062 loss: 12.971597 eta: 1 day, 1:41:24 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2744 images/s [04/16 10:45:26] ppdet.engine INFO: Epoch: [60] [2900/7329] learning_rate: 0.000100 loss_class: 0.593660 loss_bbox: 0.120265 loss_giou: 0.412041 loss_class_aux: 3.708693 loss_bbox_aux: 0.805993 loss_giou_aux: 2.617223 loss_class_dn: 0.356333 loss_bbox_dn: 0.132282 loss_giou_dn: 0.391464 loss_class_aux_dn: 1.936142 loss_bbox_aux_dn: 0.823714 loss_giou_aux_dn: 2.177794 loss: 14.683207 eta: 1 day, 1:40:49 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2144 images/s [04/16 10:46:05] ppdet.engine INFO: Epoch: [60] [3000/7329] learning_rate: 0.000100 loss_class: 0.601170 loss_bbox: 0.135575 loss_giou: 0.395921 loss_class_aux: 3.743863 loss_bbox_aux: 0.923739 loss_giou_aux: 2.451075 loss_class_dn: 0.345056 loss_bbox_dn: 0.136306 loss_giou_dn: 0.367028 loss_class_aux_dn: 1.875526 loss_bbox_aux_dn: 0.844059 loss_giou_aux_dn: 2.107923 loss: 14.435139 eta: 1 day, 1:40:13 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3566 images/s [04/16 10:46:45] ppdet.engine INFO: Epoch: [60] [3100/7329] learning_rate: 0.000100 loss_class: 0.528993 loss_bbox: 0.115506 loss_giou: 0.367019 loss_class_aux: 3.301174 loss_bbox_aux: 0.759569 loss_giou_aux: 2.280269 loss_class_dn: 0.300021 loss_bbox_dn: 0.127733 loss_giou_dn: 0.313013 loss_class_aux_dn: 1.639277 loss_bbox_aux_dn: 0.755515 loss_giou_aux_dn: 1.740019 loss: 12.277979 eta: 1 day, 1:39:38 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3235 images/s [04/16 10:47:24] ppdet.engine INFO: Epoch: [60] [3200/7329] learning_rate: 0.000100 loss_class: 0.560488 loss_bbox: 0.131747 loss_giou: 0.332587 loss_class_aux: 3.655406 loss_bbox_aux: 0.814244 loss_giou_aux: 2.049961 loss_class_dn: 0.317944 loss_bbox_dn: 0.131468 loss_giou_dn: 0.307287 loss_class_aux_dn: 1.705598 loss_bbox_aux_dn: 0.791978 loss_giou_aux_dn: 1.673374 loss: 13.110883 eta: 1 day, 1:39:03 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2726 images/s [04/16 10:48:04] ppdet.engine INFO: Epoch: [60] [3300/7329] learning_rate: 0.000100 loss_class: 0.578271 loss_bbox: 0.124362 loss_giou: 0.413250 loss_class_aux: 3.629027 loss_bbox_aux: 0.802737 loss_giou_aux: 2.504493 loss_class_dn: 0.338281 loss_bbox_dn: 0.126320 loss_giou_dn: 0.347734 loss_class_aux_dn: 1.813469 loss_bbox_aux_dn: 0.739987 loss_giou_aux_dn: 1.987961 loss: 14.038176 eta: 1 day, 1:38:27 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2602 images/s [04/16 10:48:43] ppdet.engine INFO: Epoch: [60] [3400/7329] learning_rate: 0.000100 loss_class: 0.614800 loss_bbox: 0.136993 loss_giou: 0.422729 loss_class_aux: 4.000163 loss_bbox_aux: 0.862920 loss_giou_aux: 2.653447 loss_class_dn: 0.364146 loss_bbox_dn: 0.134329 loss_giou_dn: 0.400110 loss_class_aux_dn: 2.002569 loss_bbox_aux_dn: 0.801257 loss_giou_aux_dn: 2.212139 loss: 15.440046 eta: 1 day, 1:37:52 batch_cost: 0.3550 data_cost: 0.0015 ips: 11.2666 images/s [04/16 10:49:23] ppdet.engine INFO: Epoch: [60] [3500/7329] learning_rate: 0.000100 loss_class: 0.559532 loss_bbox: 0.127601 loss_giou: 0.383599 loss_class_aux: 3.480586 loss_bbox_aux: 0.813723 loss_giou_aux: 2.413560 loss_class_dn: 0.325686 loss_bbox_dn: 0.120999 loss_giou_dn: 0.342576 loss_class_aux_dn: 1.719904 loss_bbox_aux_dn: 0.707881 loss_giou_aux_dn: 1.943261 loss: 13.043427 eta: 1 day, 1:37:17 batch_cost: 0.3577 data_cost: 0.0015 ips: 11.1837 images/s [04/16 10:50:02] ppdet.engine INFO: Epoch: [60] [3600/7329] learning_rate: 0.000100 loss_class: 0.577803 loss_bbox: 0.130763 loss_giou: 0.368746 loss_class_aux: 3.576762 loss_bbox_aux: 0.871680 loss_giou_aux: 2.287822 loss_class_dn: 0.338121 loss_bbox_dn: 0.115403 loss_giou_dn: 0.358896 loss_class_aux_dn: 1.859411 loss_bbox_aux_dn: 0.709700 loss_giou_aux_dn: 1.967704 loss: 13.433975 eta: 1 day, 1:36:41 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3029 images/s [04/16 10:50:42] ppdet.engine INFO: Epoch: [60] [3700/7329] learning_rate: 0.000100 loss_class: 0.540533 loss_bbox: 0.120403 loss_giou: 0.328193 loss_class_aux: 3.385198 loss_bbox_aux: 0.765239 loss_giou_aux: 2.077084 loss_class_dn: 0.306011 loss_bbox_dn: 0.123133 loss_giou_dn: 0.335328 loss_class_aux_dn: 1.676766 loss_bbox_aux_dn: 0.745405 loss_giou_aux_dn: 1.881915 loss: 12.902998 eta: 1 day, 1:36:06 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3797 images/s [04/16 10:51:21] ppdet.engine INFO: Epoch: [60] [3800/7329] learning_rate: 0.000100 loss_class: 0.580489 loss_bbox: 0.149494 loss_giou: 0.361418 loss_class_aux: 3.585589 loss_bbox_aux: 0.952168 loss_giou_aux: 2.298096 loss_class_dn: 0.307585 loss_bbox_dn: 0.151686 loss_giou_dn: 0.324978 loss_class_aux_dn: 1.646355 loss_bbox_aux_dn: 0.886310 loss_giou_aux_dn: 1.883377 loss: 13.521084 eta: 1 day, 1:35:30 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2278 images/s [04/16 10:52:01] ppdet.engine INFO: Epoch: [60] [3900/7329] learning_rate: 0.000100 loss_class: 0.605317 loss_bbox: 0.126303 loss_giou: 0.334161 loss_class_aux: 3.598164 loss_bbox_aux: 0.823482 loss_giou_aux: 2.181068 loss_class_dn: 0.321718 loss_bbox_dn: 0.125798 loss_giou_dn: 0.320027 loss_class_aux_dn: 1.726798 loss_bbox_aux_dn: 0.777053 loss_giou_aux_dn: 1.806532 loss: 13.495715 eta: 1 day, 1:34:55 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2773 images/s [04/16 10:52:40] ppdet.engine INFO: Epoch: [60] [4000/7329] learning_rate: 0.000100 loss_class: 0.604665 loss_bbox: 0.136975 loss_giou: 0.378988 loss_class_aux: 3.852686 loss_bbox_aux: 0.875984 loss_giou_aux: 2.404175 loss_class_dn: 0.360559 loss_bbox_dn: 0.143667 loss_giou_dn: 0.347953 loss_class_aux_dn: 1.917961 loss_bbox_aux_dn: 0.855127 loss_giou_aux_dn: 1.946686 loss: 14.898615 eta: 1 day, 1:34:20 batch_cost: 0.3571 data_cost: 0.0015 ips: 11.2003 images/s [04/16 10:53:20] ppdet.engine INFO: Epoch: [60] [4100/7329] learning_rate: 0.000100 loss_class: 0.498858 loss_bbox: 0.120518 loss_giou: 0.308626 loss_class_aux: 3.282698 loss_bbox_aux: 0.778241 loss_giou_aux: 2.018045 loss_class_dn: 0.294941 loss_bbox_dn: 0.116778 loss_giou_dn: 0.292490 loss_class_aux_dn: 1.592572 loss_bbox_aux_dn: 0.703159 loss_giou_aux_dn: 1.678888 loss: 12.110416 eta: 1 day, 1:33:44 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2570 images/s [04/16 10:54:00] ppdet.engine INFO: Epoch: [60] [4200/7329] learning_rate: 0.000100 loss_class: 0.604859 loss_bbox: 0.133417 loss_giou: 0.378513 loss_class_aux: 3.645321 loss_bbox_aux: 0.871702 loss_giou_aux: 2.269328 loss_class_dn: 0.346773 loss_bbox_dn: 0.127018 loss_giou_dn: 0.351323 loss_class_aux_dn: 1.828182 loss_bbox_aux_dn: 0.793062 loss_giou_aux_dn: 1.985988 loss: 14.706755 eta: 1 day, 1:33:09 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1800 images/s [04/16 10:54:39] ppdet.engine INFO: Epoch: [60] [4300/7329] learning_rate: 0.000100 loss_class: 0.551644 loss_bbox: 0.121563 loss_giou: 0.375539 loss_class_aux: 3.561563 loss_bbox_aux: 0.807124 loss_giou_aux: 2.349988 loss_class_dn: 0.333121 loss_bbox_dn: 0.115621 loss_giou_dn: 0.350093 loss_class_aux_dn: 1.750822 loss_bbox_aux_dn: 0.727895 loss_giou_aux_dn: 1.956281 loss: 13.721665 eta: 1 day, 1:32:34 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3142 images/s [04/16 10:55:18] ppdet.engine INFO: Epoch: [60] [4400/7329] learning_rate: 0.000100 loss_class: 0.527326 loss_bbox: 0.112837 loss_giou: 0.306777 loss_class_aux: 3.320941 loss_bbox_aux: 0.766276 loss_giou_aux: 1.938678 loss_class_dn: 0.302613 loss_bbox_dn: 0.109899 loss_giou_dn: 0.292175 loss_class_aux_dn: 1.580885 loss_bbox_aux_dn: 0.685721 loss_giou_aux_dn: 1.726252 loss: 12.799774 eta: 1 day, 1:31:58 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.3983 images/s [04/16 10:55:58] ppdet.engine INFO: Epoch: [60] [4500/7329] learning_rate: 0.000100 loss_class: 0.511274 loss_bbox: 0.132363 loss_giou: 0.294216 loss_class_aux: 3.348125 loss_bbox_aux: 0.871966 loss_giou_aux: 1.814041 loss_class_dn: 0.294448 loss_bbox_dn: 0.128713 loss_giou_dn: 0.279362 loss_class_aux_dn: 1.645545 loss_bbox_aux_dn: 0.809166 loss_giou_aux_dn: 1.603874 loss: 11.956209 eta: 1 day, 1:31:22 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3271 images/s [04/16 10:56:37] ppdet.engine INFO: Epoch: [60] [4600/7329] learning_rate: 0.000100 loss_class: 0.498946 loss_bbox: 0.129976 loss_giou: 0.366870 loss_class_aux: 3.285366 loss_bbox_aux: 0.823673 loss_giou_aux: 2.267317 loss_class_dn: 0.284858 loss_bbox_dn: 0.138862 loss_giou_dn: 0.331140 loss_class_aux_dn: 1.552573 loss_bbox_aux_dn: 0.829218 loss_giou_aux_dn: 1.819130 loss: 12.658676 eta: 1 day, 1:30:47 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3732 images/s [04/16 10:57:16] ppdet.engine INFO: Epoch: [60] [4700/7329] learning_rate: 0.000100 loss_class: 0.556858 loss_bbox: 0.132432 loss_giou: 0.357622 loss_class_aux: 3.490066 loss_bbox_aux: 0.886436 loss_giou_aux: 2.180560 loss_class_dn: 0.294641 loss_bbox_dn: 0.135500 loss_giou_dn: 0.314292 loss_class_aux_dn: 1.581112 loss_bbox_aux_dn: 0.798884 loss_giou_aux_dn: 1.806170 loss: 12.814392 eta: 1 day, 1:30:11 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2656 images/s [04/16 10:57:56] ppdet.engine INFO: Epoch: [60] [4800/7329] learning_rate: 0.000100 loss_class: 0.611278 loss_bbox: 0.146793 loss_giou: 0.384149 loss_class_aux: 3.883602 loss_bbox_aux: 0.927972 loss_giou_aux: 2.471128 loss_class_dn: 0.356743 loss_bbox_dn: 0.139202 loss_giou_dn: 0.364464 loss_class_aux_dn: 1.930637 loss_bbox_aux_dn: 0.837418 loss_giou_aux_dn: 2.015828 loss: 13.925224 eta: 1 day, 1:29:36 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2277 images/s [04/16 10:58:35] ppdet.engine INFO: Epoch: [60] [4900/7329] learning_rate: 0.000100 loss_class: 0.642083 loss_bbox: 0.127228 loss_giou: 0.416666 loss_class_aux: 4.154807 loss_bbox_aux: 0.840186 loss_giou_aux: 2.669411 loss_class_dn: 0.351291 loss_bbox_dn: 0.136297 loss_giou_dn: 0.382566 loss_class_aux_dn: 1.913856 loss_bbox_aux_dn: 0.806445 loss_giou_aux_dn: 2.161908 loss: 15.039339 eta: 1 day, 1:29:01 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3500 images/s [04/16 10:59:14] ppdet.engine INFO: Epoch: [60] [5000/7329] learning_rate: 0.000100 loss_class: 0.541695 loss_bbox: 0.122013 loss_giou: 0.353249 loss_class_aux: 3.462681 loss_bbox_aux: 0.811626 loss_giou_aux: 2.232442 loss_class_dn: 0.304783 loss_bbox_dn: 0.135986 loss_giou_dn: 0.359293 loss_class_aux_dn: 1.632188 loss_bbox_aux_dn: 0.849391 loss_giou_aux_dn: 2.029591 loss: 13.144322 eta: 1 day, 1:28:25 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4038 images/s [04/16 10:59:54] ppdet.engine INFO: Epoch: [60] [5100/7329] learning_rate: 0.000100 loss_class: 0.521960 loss_bbox: 0.122406 loss_giou: 0.350424 loss_class_aux: 3.372573 loss_bbox_aux: 0.811763 loss_giou_aux: 2.175163 loss_class_dn: 0.306947 loss_bbox_dn: 0.134215 loss_giou_dn: 0.323718 loss_class_aux_dn: 1.629687 loss_bbox_aux_dn: 0.794216 loss_giou_aux_dn: 1.786771 loss: 12.357243 eta: 1 day, 1:27:50 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2041 images/s [04/16 11:00:34] ppdet.engine INFO: Epoch: [60] [5200/7329] learning_rate: 0.000100 loss_class: 0.614663 loss_bbox: 0.140935 loss_giou: 0.376157 loss_class_aux: 3.928661 loss_bbox_aux: 0.897224 loss_giou_aux: 2.455626 loss_class_dn: 0.350504 loss_bbox_dn: 0.138003 loss_giou_dn: 0.380133 loss_class_aux_dn: 1.839788 loss_bbox_aux_dn: 0.793602 loss_giou_aux_dn: 2.137365 loss: 14.472589 eta: 1 day, 1:27:14 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2570 images/s [04/16 11:01:13] ppdet.engine INFO: Epoch: [60] [5300/7329] learning_rate: 0.000100 loss_class: 0.579549 loss_bbox: 0.127147 loss_giou: 0.373119 loss_class_aux: 3.816776 loss_bbox_aux: 0.884104 loss_giou_aux: 2.357490 loss_class_dn: 0.308289 loss_bbox_dn: 0.134163 loss_giou_dn: 0.347239 loss_class_aux_dn: 1.708135 loss_bbox_aux_dn: 0.838535 loss_giou_aux_dn: 1.882151 loss: 13.231572 eta: 1 day, 1:26:39 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3433 images/s [04/16 11:01:52] ppdet.engine INFO: Epoch: [60] [5400/7329] learning_rate: 0.000100 loss_class: 0.456826 loss_bbox: 0.105888 loss_giou: 0.283788 loss_class_aux: 3.006384 loss_bbox_aux: 0.720389 loss_giou_aux: 1.790301 loss_class_dn: 0.274896 loss_bbox_dn: 0.122563 loss_giou_dn: 0.292054 loss_class_aux_dn: 1.462003 loss_bbox_aux_dn: 0.727365 loss_giou_aux_dn: 1.650824 loss: 11.221663 eta: 1 day, 1:26:03 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3434 images/s [04/16 11:02:32] ppdet.engine INFO: Epoch: [60] [5500/7329] learning_rate: 0.000100 loss_class: 0.502792 loss_bbox: 0.122588 loss_giou: 0.350125 loss_class_aux: 3.287768 loss_bbox_aux: 0.776365 loss_giou_aux: 2.188612 loss_class_dn: 0.296760 loss_bbox_dn: 0.112236 loss_giou_dn: 0.307189 loss_class_aux_dn: 1.610429 loss_bbox_aux_dn: 0.670471 loss_giou_aux_dn: 1.666187 loss: 12.236657 eta: 1 day, 1:25:28 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2507 images/s [04/16 11:03:11] ppdet.engine INFO: Epoch: [60] [5600/7329] learning_rate: 0.000100 loss_class: 0.577901 loss_bbox: 0.118484 loss_giou: 0.389274 loss_class_aux: 3.670804 loss_bbox_aux: 0.802118 loss_giou_aux: 2.445020 loss_class_dn: 0.323306 loss_bbox_dn: 0.117384 loss_giou_dn: 0.375327 loss_class_aux_dn: 1.783510 loss_bbox_aux_dn: 0.730548 loss_giou_aux_dn: 2.063593 loss: 14.159965 eta: 1 day, 1:24:52 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2953 images/s [04/16 11:03:51] ppdet.engine INFO: Epoch: [60] [5700/7329] learning_rate: 0.000100 loss_class: 0.588647 loss_bbox: 0.133913 loss_giou: 0.389315 loss_class_aux: 3.751974 loss_bbox_aux: 0.911236 loss_giou_aux: 2.476750 loss_class_dn: 0.350888 loss_bbox_dn: 0.133709 loss_giou_dn: 0.355023 loss_class_aux_dn: 1.855213 loss_bbox_aux_dn: 0.796939 loss_giou_aux_dn: 1.985570 loss: 13.818117 eta: 1 day, 1:24:17 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3230 images/s [04/16 11:04:30] ppdet.engine INFO: Epoch: [60] [5800/7329] learning_rate: 0.000100 loss_class: 0.584377 loss_bbox: 0.138496 loss_giou: 0.313184 loss_class_aux: 3.600137 loss_bbox_aux: 0.856117 loss_giou_aux: 2.048374 loss_class_dn: 0.308858 loss_bbox_dn: 0.140398 loss_giou_dn: 0.316481 loss_class_aux_dn: 1.646468 loss_bbox_aux_dn: 0.826599 loss_giou_aux_dn: 1.774224 loss: 12.775066 eta: 1 day, 1:23:41 batch_cost: 0.3516 data_cost: 0.0014 ips: 11.3752 images/s [04/16 11:05:09] ppdet.engine INFO: Epoch: [60] [5900/7329] learning_rate: 0.000100 loss_class: 0.561728 loss_bbox: 0.129950 loss_giou: 0.379288 loss_class_aux: 3.674035 loss_bbox_aux: 0.877282 loss_giou_aux: 2.399268 loss_class_dn: 0.358214 loss_bbox_dn: 0.122914 loss_giou_dn: 0.360546 loss_class_aux_dn: 1.908673 loss_bbox_aux_dn: 0.747281 loss_giou_aux_dn: 2.019039 loss: 14.801294 eta: 1 day, 1:23:06 batch_cost: 0.3559 data_cost: 0.0015 ips: 11.2384 images/s [04/16 11:05:49] ppdet.engine INFO: Epoch: [60] [6000/7329] learning_rate: 0.000100 loss_class: 0.474828 loss_bbox: 0.113971 loss_giou: 0.270642 loss_class_aux: 3.049423 loss_bbox_aux: 0.739787 loss_giou_aux: 1.669700 loss_class_dn: 0.272160 loss_bbox_dn: 0.119037 loss_giou_dn: 0.247133 loss_class_aux_dn: 1.477764 loss_bbox_aux_dn: 0.724092 loss_giou_aux_dn: 1.388708 loss: 10.868499 eta: 1 day, 1:22:30 batch_cost: 0.3511 data_cost: 0.0014 ips: 11.3944 images/s [04/16 11:06:28] ppdet.engine INFO: Epoch: [60] [6100/7329] learning_rate: 0.000100 loss_class: 0.535393 loss_bbox: 0.121643 loss_giou: 0.288785 loss_class_aux: 3.545000 loss_bbox_aux: 0.813166 loss_giou_aux: 1.840037 loss_class_dn: 0.290934 loss_bbox_dn: 0.129157 loss_giou_dn: 0.277707 loss_class_aux_dn: 1.582895 loss_bbox_aux_dn: 0.757447 loss_giou_aux_dn: 1.564895 loss: 12.025985 eta: 1 day, 1:21:55 batch_cost: 0.3516 data_cost: 0.0014 ips: 11.3758 images/s [04/16 11:07:07] ppdet.engine INFO: Epoch: [60] [6200/7329] learning_rate: 0.000100 loss_class: 0.602401 loss_bbox: 0.137280 loss_giou: 0.485390 loss_class_aux: 3.757996 loss_bbox_aux: 0.909196 loss_giou_aux: 3.030354 loss_class_dn: 0.355048 loss_bbox_dn: 0.130922 loss_giou_dn: 0.410473 loss_class_aux_dn: 1.944741 loss_bbox_aux_dn: 0.800769 loss_giou_aux_dn: 2.283207 loss: 14.818533 eta: 1 day, 1:21:19 batch_cost: 0.3514 data_cost: 0.0015 ips: 11.3818 images/s [04/16 11:07:46] ppdet.engine INFO: Epoch: [60] [6300/7329] learning_rate: 0.000100 loss_class: 0.580941 loss_bbox: 0.128764 loss_giou: 0.375355 loss_class_aux: 3.702518 loss_bbox_aux: 0.852145 loss_giou_aux: 2.398110 loss_class_dn: 0.325976 loss_bbox_dn: 0.137011 loss_giou_dn: 0.371623 loss_class_aux_dn: 1.759007 loss_bbox_aux_dn: 0.810966 loss_giou_aux_dn: 2.047871 loss: 14.807504 eta: 1 day, 1:20:44 batch_cost: 0.3498 data_cost: 0.0014 ips: 11.4355 images/s [04/16 11:08:25] ppdet.engine INFO: Epoch: [60] [6400/7329] learning_rate: 0.000100 loss_class: 0.545308 loss_bbox: 0.128139 loss_giou: 0.364265 loss_class_aux: 3.505749 loss_bbox_aux: 0.860254 loss_giou_aux: 2.344090 loss_class_dn: 0.341000 loss_bbox_dn: 0.138547 loss_giou_dn: 0.336391 loss_class_aux_dn: 1.767334 loss_bbox_aux_dn: 0.814139 loss_giou_aux_dn: 1.899536 loss: 14.261309 eta: 1 day, 1:20:08 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2878 images/s [04/16 11:09:05] ppdet.engine INFO: Epoch: [60] [6500/7329] learning_rate: 0.000100 loss_class: 0.573969 loss_bbox: 0.122980 loss_giou: 0.356214 loss_class_aux: 3.617698 loss_bbox_aux: 0.768437 loss_giou_aux: 2.228751 loss_class_dn: 0.320010 loss_bbox_dn: 0.116993 loss_giou_dn: 0.326698 loss_class_aux_dn: 1.705149 loss_bbox_aux_dn: 0.695617 loss_giou_aux_dn: 1.824661 loss: 13.496241 eta: 1 day, 1:19:33 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3334 images/s [04/16 11:09:44] ppdet.engine INFO: Epoch: [60] [6600/7329] learning_rate: 0.000100 loss_class: 0.578166 loss_bbox: 0.142305 loss_giou: 0.362363 loss_class_aux: 3.709736 loss_bbox_aux: 0.881283 loss_giou_aux: 2.255690 loss_class_dn: 0.314184 loss_bbox_dn: 0.126166 loss_giou_dn: 0.342742 loss_class_aux_dn: 1.728976 loss_bbox_aux_dn: 0.730010 loss_giou_aux_dn: 1.882408 loss: 13.068304 eta: 1 day, 1:18:57 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3601 images/s [04/16 11:10:23] ppdet.engine INFO: Epoch: [60] [6700/7329] learning_rate: 0.000100 loss_class: 0.516879 loss_bbox: 0.130760 loss_giou: 0.315065 loss_class_aux: 3.289135 loss_bbox_aux: 0.831190 loss_giou_aux: 2.003070 loss_class_dn: 0.299376 loss_bbox_dn: 0.136766 loss_giou_dn: 0.301990 loss_class_aux_dn: 1.636258 loss_bbox_aux_dn: 0.819231 loss_giou_aux_dn: 1.710831 loss: 12.427183 eta: 1 day, 1:18:22 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2723 images/s [04/16 11:11:03] ppdet.engine INFO: Epoch: [60] [6800/7329] learning_rate: 0.000100 loss_class: 0.516536 loss_bbox: 0.110096 loss_giou: 0.341185 loss_class_aux: 3.142014 loss_bbox_aux: 0.755026 loss_giou_aux: 2.170472 loss_class_dn: 0.301778 loss_bbox_dn: 0.118093 loss_giou_dn: 0.320287 loss_class_aux_dn: 1.626033 loss_bbox_aux_dn: 0.722488 loss_giou_aux_dn: 1.765469 loss: 12.590441 eta: 1 day, 1:17:46 batch_cost: 0.3513 data_cost: 0.0014 ips: 11.3870 images/s [04/16 11:11:42] ppdet.engine INFO: Epoch: [60] [6900/7329] learning_rate: 0.000100 loss_class: 0.561519 loss_bbox: 0.113661 loss_giou: 0.317486 loss_class_aux: 3.536199 loss_bbox_aux: 0.746068 loss_giou_aux: 2.023488 loss_class_dn: 0.301365 loss_bbox_dn: 0.122178 loss_giou_dn: 0.299349 loss_class_aux_dn: 1.645069 loss_bbox_aux_dn: 0.755600 loss_giou_aux_dn: 1.695156 loss: 12.580622 eta: 1 day, 1:17:11 batch_cost: 0.3554 data_cost: 0.0014 ips: 11.2541 images/s [04/16 11:12:22] ppdet.engine INFO: Epoch: [60] [7000/7329] learning_rate: 0.000100 loss_class: 0.558001 loss_bbox: 0.119992 loss_giou: 0.374570 loss_class_aux: 3.597335 loss_bbox_aux: 0.818748 loss_giou_aux: 2.343639 loss_class_dn: 0.319679 loss_bbox_dn: 0.131464 loss_giou_dn: 0.331389 loss_class_aux_dn: 1.701318 loss_bbox_aux_dn: 0.769675 loss_giou_aux_dn: 1.841753 loss: 13.296557 eta: 1 day, 1:16:35 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3080 images/s [04/16 11:13:01] ppdet.engine INFO: Epoch: [60] [7100/7329] learning_rate: 0.000100 loss_class: 0.597236 loss_bbox: 0.120922 loss_giou: 0.338686 loss_class_aux: 3.704953 loss_bbox_aux: 0.846876 loss_giou_aux: 2.212988 loss_class_dn: 0.322993 loss_bbox_dn: 0.142992 loss_giou_dn: 0.299650 loss_class_aux_dn: 1.738624 loss_bbox_aux_dn: 0.852048 loss_giou_aux_dn: 1.740616 loss: 13.306347 eta: 1 day, 1:16:00 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3455 images/s [04/16 11:13:40] ppdet.engine INFO: Epoch: [60] [7200/7329] learning_rate: 0.000100 loss_class: 0.533466 loss_bbox: 0.138536 loss_giou: 0.372869 loss_class_aux: 3.379532 loss_bbox_aux: 0.884355 loss_giou_aux: 2.316727 loss_class_dn: 0.295981 loss_bbox_dn: 0.143958 loss_giou_dn: 0.335776 loss_class_aux_dn: 1.615440 loss_bbox_aux_dn: 0.857267 loss_giou_aux_dn: 1.908599 loss: 12.689814 eta: 1 day, 1:15:24 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3410 images/s [04/16 11:14:20] ppdet.engine INFO: Epoch: [60] [7300/7329] learning_rate: 0.000100 loss_class: 0.551612 loss_bbox: 0.121869 loss_giou: 0.423977 loss_class_aux: 3.509953 loss_bbox_aux: 0.771136 loss_giou_aux: 2.631896 loss_class_dn: 0.337373 loss_bbox_dn: 0.101779 loss_giou_dn: 0.368862 loss_class_aux_dn: 1.749699 loss_bbox_aux_dn: 0.650555 loss_giou_aux_dn: 2.020282 loss: 13.764957 eta: 1 day, 1:14:49 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2716 images/s [04/16 11:14:34] ppdet.engine INFO: Eval iter: 0 [04/16 11:14:46] ppdet.engine INFO: Eval iter: 100 [04/16 11:14:57] ppdet.engine INFO: Eval iter: 200 [04/16 11:15:09] ppdet.engine INFO: Eval iter: 300 [04/16 11:15:21] ppdet.engine INFO: Eval iter: 400 [04/16 11:15:33] ppdet.engine INFO: Eval iter: 500 [04/16 11:15:45] ppdet.engine INFO: Eval iter: 600 [04/16 11:16:07] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.99s) creating index... index created! [04/16 11:16:08] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.67s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.60s). Accumulating evaluation results... DONE (t=16.41s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.594 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 ] = 0.596 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 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 ] = 0.784 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 11:17:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.23482958276846 [04/16 11:17:53] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 11:17:55] ppdet.engine INFO: Epoch: [61] [ 0/7329] learning_rate: 0.000100 loss_class: 0.529172 loss_bbox: 0.125200 loss_giou: 0.376140 loss_class_aux: 3.387897 loss_bbox_aux: 0.806874 loss_giou_aux: 2.307928 loss_class_dn: 0.307545 loss_bbox_dn: 0.109302 loss_giou_dn: 0.349247 loss_class_aux_dn: 1.655816 loss_bbox_aux_dn: 0.650555 loss_giou_aux_dn: 1.932391 loss: 13.001640 eta: 1 day, 1:14:39 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2442 images/s [04/16 11:18:35] ppdet.engine INFO: Epoch: [61] [ 100/7329] learning_rate: 0.000100 loss_class: 0.548298 loss_bbox: 0.132542 loss_giou: 0.341792 loss_class_aux: 3.525768 loss_bbox_aux: 0.856245 loss_giou_aux: 2.103281 loss_class_dn: 0.297472 loss_bbox_dn: 0.127978 loss_giou_dn: 0.317174 loss_class_aux_dn: 1.656274 loss_bbox_aux_dn: 0.778846 loss_giou_aux_dn: 1.790934 loss: 12.776684 eta: 1 day, 1:14:03 batch_cost: 0.3596 data_cost: 0.0008 ips: 11.1222 images/s [04/16 11:19:15] ppdet.engine INFO: Epoch: [61] [ 200/7329] learning_rate: 0.000100 loss_class: 0.567133 loss_bbox: 0.123822 loss_giou: 0.396395 loss_class_aux: 3.624220 loss_bbox_aux: 0.823964 loss_giou_aux: 2.531802 loss_class_dn: 0.339873 loss_bbox_dn: 0.129862 loss_giou_dn: 0.369990 loss_class_aux_dn: 1.822308 loss_bbox_aux_dn: 0.769274 loss_giou_aux_dn: 2.066053 loss: 14.127184 eta: 1 day, 1:13:28 batch_cost: 0.3532 data_cost: 0.0012 ips: 11.3240 images/s [04/16 11:19:54] ppdet.engine INFO: Epoch: [61] [ 300/7329] learning_rate: 0.000100 loss_class: 0.641530 loss_bbox: 0.132331 loss_giou: 0.525873 loss_class_aux: 3.979750 loss_bbox_aux: 0.890926 loss_giou_aux: 3.204924 loss_class_dn: 0.373625 loss_bbox_dn: 0.140082 loss_giou_dn: 0.477697 loss_class_aux_dn: 1.999439 loss_bbox_aux_dn: 0.819583 loss_giou_aux_dn: 2.635817 loss: 16.733730 eta: 1 day, 1:12:52 batch_cost: 0.3509 data_cost: 0.0012 ips: 11.3994 images/s [04/16 11:20:33] ppdet.engine INFO: Epoch: [61] [ 400/7329] learning_rate: 0.000100 loss_class: 0.542951 loss_bbox: 0.122446 loss_giou: 0.401660 loss_class_aux: 3.353538 loss_bbox_aux: 0.790956 loss_giou_aux: 2.494140 loss_class_dn: 0.309629 loss_bbox_dn: 0.117663 loss_giou_dn: 0.356014 loss_class_aux_dn: 1.672791 loss_bbox_aux_dn: 0.741519 loss_giou_aux_dn: 2.000090 loss: 13.267284 eta: 1 day, 1:12:17 batch_cost: 0.3497 data_cost: 0.0012 ips: 11.4375 images/s [04/16 11:21:12] ppdet.engine INFO: Epoch: [61] [ 500/7329] learning_rate: 0.000100 loss_class: 0.548773 loss_bbox: 0.141748 loss_giou: 0.439697 loss_class_aux: 3.556811 loss_bbox_aux: 0.872112 loss_giou_aux: 2.778661 loss_class_dn: 0.333653 loss_bbox_dn: 0.137338 loss_giou_dn: 0.358412 loss_class_aux_dn: 1.731816 loss_bbox_aux_dn: 0.779965 loss_giou_aux_dn: 2.047878 loss: 14.405595 eta: 1 day, 1:11:41 batch_cost: 0.3498 data_cost: 0.0012 ips: 11.4338 images/s [04/16 11:21:51] ppdet.engine INFO: Epoch: [61] [ 600/7329] learning_rate: 0.000100 loss_class: 0.493021 loss_bbox: 0.122834 loss_giou: 0.375362 loss_class_aux: 3.327940 loss_bbox_aux: 0.796393 loss_giou_aux: 2.448411 loss_class_dn: 0.323891 loss_bbox_dn: 0.123637 loss_giou_dn: 0.346753 loss_class_aux_dn: 1.742301 loss_bbox_aux_dn: 0.725242 loss_giou_aux_dn: 1.963193 loss: 13.594325 eta: 1 day, 1:11:06 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2644 images/s [04/16 11:22:31] ppdet.engine INFO: Epoch: [61] [ 700/7329] learning_rate: 0.000100 loss_class: 0.529738 loss_bbox: 0.113094 loss_giou: 0.364568 loss_class_aux: 3.400253 loss_bbox_aux: 0.780920 loss_giou_aux: 2.313300 loss_class_dn: 0.317857 loss_bbox_dn: 0.122154 loss_giou_dn: 0.344873 loss_class_aux_dn: 1.707539 loss_bbox_aux_dn: 0.697712 loss_giou_aux_dn: 1.970624 loss: 13.031427 eta: 1 day, 1:10:30 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2657 images/s [04/16 11:23:10] ppdet.engine INFO: Epoch: [61] [ 800/7329] learning_rate: 0.000100 loss_class: 0.473235 loss_bbox: 0.123592 loss_giou: 0.326262 loss_class_aux: 3.066720 loss_bbox_aux: 0.808323 loss_giou_aux: 2.105033 loss_class_dn: 0.279146 loss_bbox_dn: 0.116176 loss_giou_dn: 0.293155 loss_class_aux_dn: 1.522433 loss_bbox_aux_dn: 0.704741 loss_giou_aux_dn: 1.677279 loss: 12.081087 eta: 1 day, 1:09:55 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3292 images/s [04/16 11:23:50] ppdet.engine INFO: Epoch: [61] [ 900/7329] learning_rate: 0.000100 loss_class: 0.593450 loss_bbox: 0.133296 loss_giou: 0.445066 loss_class_aux: 3.789289 loss_bbox_aux: 0.893860 loss_giou_aux: 2.799365 loss_class_dn: 0.362579 loss_bbox_dn: 0.125131 loss_giou_dn: 0.413175 loss_class_aux_dn: 1.904683 loss_bbox_aux_dn: 0.748256 loss_giou_aux_dn: 2.256835 loss: 15.244946 eta: 1 day, 1:09:19 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2802 images/s [04/16 11:24:29] ppdet.engine INFO: Epoch: [61] [1000/7329] learning_rate: 0.000100 loss_class: 0.486384 loss_bbox: 0.120330 loss_giou: 0.354041 loss_class_aux: 3.086136 loss_bbox_aux: 0.807471 loss_giou_aux: 2.158800 loss_class_dn: 0.302176 loss_bbox_dn: 0.129448 loss_giou_dn: 0.328446 loss_class_aux_dn: 1.598391 loss_bbox_aux_dn: 0.758381 loss_giou_aux_dn: 1.802488 loss: 12.278402 eta: 1 day, 1:08:44 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3690 images/s [04/16 11:25:08] ppdet.engine INFO: Epoch: [61] [1100/7329] learning_rate: 0.000100 loss_class: 0.578231 loss_bbox: 0.136858 loss_giou: 0.398964 loss_class_aux: 3.662966 loss_bbox_aux: 0.854057 loss_giou_aux: 2.536132 loss_class_dn: 0.347842 loss_bbox_dn: 0.124449 loss_giou_dn: 0.392291 loss_class_aux_dn: 1.850180 loss_bbox_aux_dn: 0.728610 loss_giou_aux_dn: 2.187812 loss: 13.727839 eta: 1 day, 1:08:08 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2825 images/s [04/16 11:25:48] ppdet.engine INFO: Epoch: [61] [1200/7329] learning_rate: 0.000100 loss_class: 0.532544 loss_bbox: 0.120028 loss_giou: 0.329298 loss_class_aux: 3.424842 loss_bbox_aux: 0.827022 loss_giou_aux: 2.035476 loss_class_dn: 0.308144 loss_bbox_dn: 0.119191 loss_giou_dn: 0.317682 loss_class_aux_dn: 1.636645 loss_bbox_aux_dn: 0.707940 loss_giou_aux_dn: 1.764208 loss: 13.154804 eta: 1 day, 1:07:33 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2882 images/s [04/16 11:26:27] ppdet.engine INFO: Epoch: [61] [1300/7329] learning_rate: 0.000100 loss_class: 0.566166 loss_bbox: 0.132279 loss_giou: 0.339385 loss_class_aux: 3.534972 loss_bbox_aux: 0.824664 loss_giou_aux: 2.166757 loss_class_dn: 0.310749 loss_bbox_dn: 0.131950 loss_giou_dn: 0.322637 loss_class_aux_dn: 1.674109 loss_bbox_aux_dn: 0.791279 loss_giou_aux_dn: 1.848420 loss: 14.200169 eta: 1 day, 1:06:58 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2252 images/s [04/16 11:27:07] ppdet.engine INFO: Epoch: [61] [1400/7329] learning_rate: 0.000100 loss_class: 0.503247 loss_bbox: 0.128721 loss_giou: 0.323452 loss_class_aux: 3.290832 loss_bbox_aux: 0.832355 loss_giou_aux: 2.083494 loss_class_dn: 0.309158 loss_bbox_dn: 0.122089 loss_giou_dn: 0.304941 loss_class_aux_dn: 1.671346 loss_bbox_aux_dn: 0.731200 loss_giou_aux_dn: 1.745434 loss: 13.425564 eta: 1 day, 1:06:22 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2434 images/s [04/16 11:27:46] ppdet.engine INFO: Epoch: [61] [1500/7329] learning_rate: 0.000100 loss_class: 0.522259 loss_bbox: 0.149539 loss_giou: 0.358300 loss_class_aux: 3.381905 loss_bbox_aux: 0.952117 loss_giou_aux: 2.318003 loss_class_dn: 0.322891 loss_bbox_dn: 0.138342 loss_giou_dn: 0.327608 loss_class_aux_dn: 1.750150 loss_bbox_aux_dn: 0.814638 loss_giou_aux_dn: 1.840165 loss: 13.426695 eta: 1 day, 1:05:47 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3038 images/s [04/16 11:28:26] ppdet.engine INFO: Epoch: [61] [1600/7329] learning_rate: 0.000100 loss_class: 0.566731 loss_bbox: 0.129547 loss_giou: 0.312182 loss_class_aux: 3.619372 loss_bbox_aux: 0.846583 loss_giou_aux: 2.012346 loss_class_dn: 0.320525 loss_bbox_dn: 0.129471 loss_giou_dn: 0.300704 loss_class_aux_dn: 1.727726 loss_bbox_aux_dn: 0.795768 loss_giou_aux_dn: 1.753772 loss: 13.054296 eta: 1 day, 1:05:11 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3030 images/s [04/16 11:29:05] ppdet.engine INFO: Epoch: [61] [1700/7329] learning_rate: 0.000100 loss_class: 0.526480 loss_bbox: 0.114974 loss_giou: 0.314012 loss_class_aux: 3.284068 loss_bbox_aux: 0.744206 loss_giou_aux: 2.084636 loss_class_dn: 0.298822 loss_bbox_dn: 0.128779 loss_giou_dn: 0.296931 loss_class_aux_dn: 1.598159 loss_bbox_aux_dn: 0.777884 loss_giou_aux_dn: 1.663679 loss: 12.097765 eta: 1 day, 1:04:36 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3084 images/s [04/16 11:29:44] ppdet.engine INFO: Epoch: [61] [1800/7329] learning_rate: 0.000100 loss_class: 0.528096 loss_bbox: 0.114576 loss_giou: 0.392436 loss_class_aux: 3.345797 loss_bbox_aux: 0.772704 loss_giou_aux: 2.462214 loss_class_dn: 0.340775 loss_bbox_dn: 0.120344 loss_giou_dn: 0.373042 loss_class_aux_dn: 1.816802 loss_bbox_aux_dn: 0.714542 loss_giou_aux_dn: 2.108960 loss: 14.256821 eta: 1 day, 1:04:00 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3686 images/s [04/16 11:30:24] ppdet.engine INFO: Epoch: [61] [1900/7329] learning_rate: 0.000100 loss_class: 0.492941 loss_bbox: 0.113903 loss_giou: 0.313464 loss_class_aux: 3.233734 loss_bbox_aux: 0.752441 loss_giou_aux: 2.032610 loss_class_dn: 0.294884 loss_bbox_dn: 0.119440 loss_giou_dn: 0.281552 loss_class_aux_dn: 1.611100 loss_bbox_aux_dn: 0.688263 loss_giou_aux_dn: 1.624428 loss: 12.085153 eta: 1 day, 1:03:25 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3221 images/s [04/16 11:31:03] ppdet.engine INFO: Epoch: [61] [2000/7329] learning_rate: 0.000100 loss_class: 0.522223 loss_bbox: 0.117536 loss_giou: 0.297133 loss_class_aux: 3.300659 loss_bbox_aux: 0.803778 loss_giou_aux: 1.891314 loss_class_dn: 0.287209 loss_bbox_dn: 0.127869 loss_giou_dn: 0.305293 loss_class_aux_dn: 1.638805 loss_bbox_aux_dn: 0.791158 loss_giou_aux_dn: 1.716053 loss: 11.715800 eta: 1 day, 1:02:49 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2255 images/s [04/16 11:31:43] ppdet.engine INFO: Epoch: [61] [2100/7329] learning_rate: 0.000100 loss_class: 0.529889 loss_bbox: 0.114752 loss_giou: 0.369450 loss_class_aux: 3.314959 loss_bbox_aux: 0.780827 loss_giou_aux: 2.267485 loss_class_dn: 0.295822 loss_bbox_dn: 0.121327 loss_giou_dn: 0.327057 loss_class_aux_dn: 1.587941 loss_bbox_aux_dn: 0.780713 loss_giou_aux_dn: 1.818009 loss: 12.234416 eta: 1 day, 1:02:14 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3083 images/s [04/16 11:32:22] ppdet.engine INFO: Epoch: [61] [2200/7329] learning_rate: 0.000100 loss_class: 0.562958 loss_bbox: 0.132445 loss_giou: 0.352528 loss_class_aux: 3.581398 loss_bbox_aux: 0.825099 loss_giou_aux: 2.233705 loss_class_dn: 0.301385 loss_bbox_dn: 0.121271 loss_giou_dn: 0.326301 loss_class_aux_dn: 1.671034 loss_bbox_aux_dn: 0.777405 loss_giou_aux_dn: 1.811898 loss: 12.911055 eta: 1 day, 1:01:39 batch_cost: 0.3570 data_cost: 0.0013 ips: 11.2039 images/s [04/16 11:33:02] ppdet.engine INFO: Epoch: [61] [2300/7329] learning_rate: 0.000100 loss_class: 0.598781 loss_bbox: 0.140309 loss_giou: 0.399416 loss_class_aux: 3.826297 loss_bbox_aux: 0.885670 loss_giou_aux: 2.543461 loss_class_dn: 0.335344 loss_bbox_dn: 0.129570 loss_giou_dn: 0.373980 loss_class_aux_dn: 1.806864 loss_bbox_aux_dn: 0.814276 loss_giou_aux_dn: 2.046836 loss: 14.247549 eta: 1 day, 1:01:03 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3238 images/s [04/16 11:33:41] ppdet.engine INFO: Epoch: [61] [2400/7329] learning_rate: 0.000100 loss_class: 0.499103 loss_bbox: 0.130711 loss_giou: 0.339020 loss_class_aux: 3.295465 loss_bbox_aux: 0.802222 loss_giou_aux: 2.146928 loss_class_dn: 0.307227 loss_bbox_dn: 0.136154 loss_giou_dn: 0.307804 loss_class_aux_dn: 1.641688 loss_bbox_aux_dn: 0.781213 loss_giou_aux_dn: 1.778713 loss: 12.873103 eta: 1 day, 1:00:28 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3312 images/s [04/16 11:34:21] ppdet.engine INFO: Epoch: [61] [2500/7329] learning_rate: 0.000100 loss_class: 0.582883 loss_bbox: 0.134333 loss_giou: 0.397721 loss_class_aux: 3.699673 loss_bbox_aux: 0.852449 loss_giou_aux: 2.459269 loss_class_dn: 0.335465 loss_bbox_dn: 0.128011 loss_giou_dn: 0.353119 loss_class_aux_dn: 1.797745 loss_bbox_aux_dn: 0.749331 loss_giou_aux_dn: 2.027958 loss: 14.059044 eta: 1 day, 0:59:52 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3081 images/s [04/16 11:35:01] ppdet.engine INFO: Epoch: [61] [2600/7329] learning_rate: 0.000100 loss_class: 0.528851 loss_bbox: 0.122459 loss_giou: 0.337697 loss_class_aux: 3.342945 loss_bbox_aux: 0.830202 loss_giou_aux: 2.100703 loss_class_dn: 0.320554 loss_bbox_dn: 0.122605 loss_giou_dn: 0.320429 loss_class_aux_dn: 1.745994 loss_bbox_aux_dn: 0.732706 loss_giou_aux_dn: 1.804289 loss: 12.675968 eta: 1 day, 0:59:17 batch_cost: 0.3602 data_cost: 0.0013 ips: 11.1062 images/s [04/16 11:35:40] ppdet.engine INFO: Epoch: [61] [2700/7329] learning_rate: 0.000100 loss_class: 0.536811 loss_bbox: 0.116397 loss_giou: 0.410512 loss_class_aux: 3.478355 loss_bbox_aux: 0.757856 loss_giou_aux: 2.517724 loss_class_dn: 0.323805 loss_bbox_dn: 0.120555 loss_giou_dn: 0.365334 loss_class_aux_dn: 1.784272 loss_bbox_aux_dn: 0.727147 loss_giou_aux_dn: 2.006783 loss: 13.533776 eta: 1 day, 0:58:42 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3658 images/s [04/16 11:36:19] ppdet.engine INFO: Epoch: [61] [2800/7329] learning_rate: 0.000100 loss_class: 0.585888 loss_bbox: 0.138602 loss_giou: 0.420373 loss_class_aux: 3.687363 loss_bbox_aux: 0.905736 loss_giou_aux: 2.669675 loss_class_dn: 0.372115 loss_bbox_dn: 0.143401 loss_giou_dn: 0.394915 loss_class_aux_dn: 1.998383 loss_bbox_aux_dn: 0.830709 loss_giou_aux_dn: 2.169502 loss: 15.090297 eta: 1 day, 0:58:06 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4333 images/s [04/16 11:36:58] ppdet.engine INFO: Epoch: [61] [2900/7329] learning_rate: 0.000100 loss_class: 0.516706 loss_bbox: 0.122861 loss_giou: 0.298808 loss_class_aux: 3.401359 loss_bbox_aux: 0.848131 loss_giou_aux: 1.965672 loss_class_dn: 0.283199 loss_bbox_dn: 0.123466 loss_giou_dn: 0.281208 loss_class_aux_dn: 1.496743 loss_bbox_aux_dn: 0.784896 loss_giou_aux_dn: 1.637326 loss: 12.476961 eta: 1 day, 0:57:30 batch_cost: 0.3488 data_cost: 0.0012 ips: 11.4679 images/s [04/16 11:37:37] ppdet.engine INFO: Epoch: [61] [3000/7329] learning_rate: 0.000100 loss_class: 0.576380 loss_bbox: 0.139648 loss_giou: 0.419722 loss_class_aux: 3.589326 loss_bbox_aux: 0.900576 loss_giou_aux: 2.564185 loss_class_dn: 0.333956 loss_bbox_dn: 0.130173 loss_giou_dn: 0.376169 loss_class_aux_dn: 1.719986 loss_bbox_aux_dn: 0.772161 loss_giou_aux_dn: 2.086474 loss: 14.359712 eta: 1 day, 0:56:55 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3516 images/s [04/16 11:38:16] ppdet.engine INFO: Epoch: [61] [3100/7329] learning_rate: 0.000100 loss_class: 0.600645 loss_bbox: 0.154906 loss_giou: 0.357324 loss_class_aux: 3.651315 loss_bbox_aux: 0.988220 loss_giou_aux: 2.228148 loss_class_dn: 0.337983 loss_bbox_dn: 0.167098 loss_giou_dn: 0.352715 loss_class_aux_dn: 1.798374 loss_bbox_aux_dn: 0.972369 loss_giou_aux_dn: 1.980679 loss: 14.761675 eta: 1 day, 0:56:19 batch_cost: 0.3485 data_cost: 0.0013 ips: 11.4793 images/s [04/16 11:38:55] ppdet.engine INFO: Epoch: [61] [3200/7329] learning_rate: 0.000100 loss_class: 0.574598 loss_bbox: 0.123845 loss_giou: 0.379965 loss_class_aux: 3.771876 loss_bbox_aux: 0.807176 loss_giou_aux: 2.357636 loss_class_dn: 0.333534 loss_bbox_dn: 0.129461 loss_giou_dn: 0.338981 loss_class_aux_dn: 1.842818 loss_bbox_aux_dn: 0.772479 loss_giou_aux_dn: 1.908112 loss: 13.898987 eta: 1 day, 0:55:44 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2844 images/s [04/16 11:39:35] ppdet.engine INFO: Epoch: [61] [3300/7329] learning_rate: 0.000100 loss_class: 0.588503 loss_bbox: 0.130555 loss_giou: 0.376927 loss_class_aux: 3.696565 loss_bbox_aux: 0.844191 loss_giou_aux: 2.345313 loss_class_dn: 0.343729 loss_bbox_dn: 0.124312 loss_giou_dn: 0.374323 loss_class_aux_dn: 1.843239 loss_bbox_aux_dn: 0.795607 loss_giou_aux_dn: 2.049442 loss: 13.991587 eta: 1 day, 0:55:08 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3010 images/s [04/16 11:40:14] ppdet.engine INFO: Epoch: [61] [3400/7329] learning_rate: 0.000100 loss_class: 0.502556 loss_bbox: 0.112817 loss_giou: 0.318828 loss_class_aux: 3.211898 loss_bbox_aux: 0.763368 loss_giou_aux: 2.026228 loss_class_dn: 0.293507 loss_bbox_dn: 0.124322 loss_giou_dn: 0.303759 loss_class_aux_dn: 1.611515 loss_bbox_aux_dn: 0.749854 loss_giou_aux_dn: 1.713139 loss: 12.205816 eta: 1 day, 0:54:33 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3452 images/s [04/16 11:40:54] ppdet.engine INFO: Epoch: [61] [3500/7329] learning_rate: 0.000100 loss_class: 0.607481 loss_bbox: 0.121836 loss_giou: 0.402753 loss_class_aux: 3.673286 loss_bbox_aux: 0.817448 loss_giou_aux: 2.526027 loss_class_dn: 0.331155 loss_bbox_dn: 0.144267 loss_giou_dn: 0.364716 loss_class_aux_dn: 1.776280 loss_bbox_aux_dn: 0.863363 loss_giou_aux_dn: 2.059807 loss: 14.397797 eta: 1 day, 0:53:57 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2197 images/s [04/16 11:41:33] ppdet.engine INFO: Epoch: [61] [3600/7329] learning_rate: 0.000100 loss_class: 0.596934 loss_bbox: 0.139821 loss_giou: 0.412545 loss_class_aux: 3.562778 loss_bbox_aux: 0.888939 loss_giou_aux: 2.587333 loss_class_dn: 0.346140 loss_bbox_dn: 0.130348 loss_giou_dn: 0.386017 loss_class_aux_dn: 1.837402 loss_bbox_aux_dn: 0.780202 loss_giou_aux_dn: 2.179455 loss: 15.054453 eta: 1 day, 0:53:22 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3318 images/s [04/16 11:42:12] ppdet.engine INFO: Epoch: [61] [3700/7329] learning_rate: 0.000100 loss_class: 0.536417 loss_bbox: 0.121672 loss_giou: 0.339784 loss_class_aux: 3.424094 loss_bbox_aux: 0.846996 loss_giou_aux: 2.169362 loss_class_dn: 0.302331 loss_bbox_dn: 0.145332 loss_giou_dn: 0.327187 loss_class_aux_dn: 1.701921 loss_bbox_aux_dn: 0.851755 loss_giou_aux_dn: 1.891506 loss: 12.635629 eta: 1 day, 0:52:46 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3663 images/s [04/16 11:42:51] ppdet.engine INFO: Epoch: [61] [3800/7329] learning_rate: 0.000100 loss_class: 0.615666 loss_bbox: 0.130726 loss_giou: 0.394119 loss_class_aux: 3.929250 loss_bbox_aux: 0.889813 loss_giou_aux: 2.445691 loss_class_dn: 0.348293 loss_bbox_dn: 0.138592 loss_giou_dn: 0.365713 loss_class_aux_dn: 1.819907 loss_bbox_aux_dn: 0.840219 loss_giou_aux_dn: 2.051348 loss: 14.082130 eta: 1 day, 0:52:11 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3105 images/s [04/16 11:43:31] ppdet.engine INFO: Epoch: [61] [3900/7329] learning_rate: 0.000100 loss_class: 0.549035 loss_bbox: 0.118450 loss_giou: 0.333356 loss_class_aux: 3.537084 loss_bbox_aux: 0.771830 loss_giou_aux: 2.200720 loss_class_dn: 0.314781 loss_bbox_dn: 0.121688 loss_giou_dn: 0.294177 loss_class_aux_dn: 1.678367 loss_bbox_aux_dn: 0.736724 loss_giou_aux_dn: 1.679127 loss: 12.794476 eta: 1 day, 0:51:35 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3569 images/s [04/16 11:44:10] ppdet.engine INFO: Epoch: [61] [4000/7329] learning_rate: 0.000100 loss_class: 0.535974 loss_bbox: 0.136492 loss_giou: 0.372432 loss_class_aux: 3.393225 loss_bbox_aux: 0.875030 loss_giou_aux: 2.348517 loss_class_dn: 0.309945 loss_bbox_dn: 0.127032 loss_giou_dn: 0.325011 loss_class_aux_dn: 1.641364 loss_bbox_aux_dn: 0.750483 loss_giou_aux_dn: 1.806585 loss: 12.904627 eta: 1 day, 0:51:00 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2903 images/s [04/16 11:44:50] ppdet.engine INFO: Epoch: [61] [4100/7329] learning_rate: 0.000100 loss_class: 0.591138 loss_bbox: 0.126701 loss_giou: 0.379973 loss_class_aux: 3.827074 loss_bbox_aux: 0.834135 loss_giou_aux: 2.401421 loss_class_dn: 0.333057 loss_bbox_dn: 0.127995 loss_giou_dn: 0.355608 loss_class_aux_dn: 1.789841 loss_bbox_aux_dn: 0.771472 loss_giou_aux_dn: 1.951952 loss: 13.689301 eta: 1 day, 0:50:24 batch_cost: 0.3562 data_cost: 0.0014 ips: 11.2305 images/s [04/16 11:45:29] ppdet.engine INFO: Epoch: [61] [4200/7329] learning_rate: 0.000100 loss_class: 0.557025 loss_bbox: 0.129188 loss_giou: 0.364861 loss_class_aux: 3.589012 loss_bbox_aux: 0.871594 loss_giou_aux: 2.303250 loss_class_dn: 0.318218 loss_bbox_dn: 0.140722 loss_giou_dn: 0.332104 loss_class_aux_dn: 1.752586 loss_bbox_aux_dn: 0.847466 loss_giou_aux_dn: 1.888989 loss: 13.264565 eta: 1 day, 0:49:49 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3416 images/s [04/16 11:46:08] ppdet.engine INFO: Epoch: [61] [4300/7329] learning_rate: 0.000100 loss_class: 0.579064 loss_bbox: 0.129001 loss_giou: 0.344597 loss_class_aux: 3.624825 loss_bbox_aux: 0.821722 loss_giou_aux: 2.235698 loss_class_dn: 0.326858 loss_bbox_dn: 0.125082 loss_giou_dn: 0.322754 loss_class_aux_dn: 1.760036 loss_bbox_aux_dn: 0.761255 loss_giou_aux_dn: 1.823215 loss: 13.464243 eta: 1 day, 0:49:13 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3236 images/s [04/16 11:46:48] ppdet.engine INFO: Epoch: [61] [4400/7329] learning_rate: 0.000100 loss_class: 0.524262 loss_bbox: 0.117231 loss_giou: 0.370665 loss_class_aux: 3.360231 loss_bbox_aux: 0.790559 loss_giou_aux: 2.253115 loss_class_dn: 0.303822 loss_bbox_dn: 0.128686 loss_giou_dn: 0.323179 loss_class_aux_dn: 1.623123 loss_bbox_aux_dn: 0.797635 loss_giou_aux_dn: 1.814908 loss: 12.618405 eta: 1 day, 0:48:38 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2714 images/s [04/16 11:47:27] ppdet.engine INFO: Epoch: [61] [4500/7329] learning_rate: 0.000100 loss_class: 0.556256 loss_bbox: 0.131694 loss_giou: 0.343093 loss_class_aux: 3.514099 loss_bbox_aux: 0.837348 loss_giou_aux: 2.188768 loss_class_dn: 0.317675 loss_bbox_dn: 0.135498 loss_giou_dn: 0.340429 loss_class_aux_dn: 1.690003 loss_bbox_aux_dn: 0.809703 loss_giou_aux_dn: 1.845052 loss: 12.723641 eta: 1 day, 0:48:03 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2708 images/s [04/16 11:48:07] ppdet.engine INFO: Epoch: [61] [4600/7329] learning_rate: 0.000100 loss_class: 0.612089 loss_bbox: 0.141352 loss_giou: 0.378703 loss_class_aux: 3.935265 loss_bbox_aux: 0.880682 loss_giou_aux: 2.394760 loss_class_dn: 0.324844 loss_bbox_dn: 0.139953 loss_giou_dn: 0.357809 loss_class_aux_dn: 1.772631 loss_bbox_aux_dn: 0.828717 loss_giou_aux_dn: 1.983884 loss: 14.365780 eta: 1 day, 0:47:27 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2430 images/s [04/16 11:48:46] ppdet.engine INFO: Epoch: [61] [4700/7329] learning_rate: 0.000100 loss_class: 0.536367 loss_bbox: 0.119007 loss_giou: 0.333483 loss_class_aux: 3.393260 loss_bbox_aux: 0.781242 loss_giou_aux: 2.151349 loss_class_dn: 0.303698 loss_bbox_dn: 0.124228 loss_giou_dn: 0.329388 loss_class_aux_dn: 1.633812 loss_bbox_aux_dn: 0.733170 loss_giou_aux_dn: 1.839002 loss: 13.098425 eta: 1 day, 0:46:52 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2801 images/s [04/16 11:49:26] ppdet.engine INFO: Epoch: [61] [4800/7329] learning_rate: 0.000100 loss_class: 0.601884 loss_bbox: 0.126686 loss_giou: 0.432725 loss_class_aux: 3.841411 loss_bbox_aux: 0.840136 loss_giou_aux: 2.730144 loss_class_dn: 0.359798 loss_bbox_dn: 0.120787 loss_giou_dn: 0.404207 loss_class_aux_dn: 1.952184 loss_bbox_aux_dn: 0.751018 loss_giou_aux_dn: 2.247526 loss: 14.836636 eta: 1 day, 0:46:16 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2780 images/s [04/16 11:50:05] ppdet.engine INFO: Epoch: [61] [4900/7329] learning_rate: 0.000100 loss_class: 0.581548 loss_bbox: 0.119393 loss_giou: 0.415727 loss_class_aux: 3.738425 loss_bbox_aux: 0.772270 loss_giou_aux: 2.629669 loss_class_dn: 0.343842 loss_bbox_dn: 0.121506 loss_giou_dn: 0.396472 loss_class_aux_dn: 1.832302 loss_bbox_aux_dn: 0.743165 loss_giou_aux_dn: 2.203389 loss: 14.150642 eta: 1 day, 0:45:41 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3549 images/s [04/16 11:50:44] ppdet.engine INFO: Epoch: [61] [5000/7329] learning_rate: 0.000100 loss_class: 0.596162 loss_bbox: 0.144221 loss_giou: 0.316278 loss_class_aux: 3.807485 loss_bbox_aux: 0.955642 loss_giou_aux: 2.070993 loss_class_dn: 0.312339 loss_bbox_dn: 0.148929 loss_giou_dn: 0.322095 loss_class_aux_dn: 1.699102 loss_bbox_aux_dn: 0.873437 loss_giou_aux_dn: 1.837322 loss: 13.374930 eta: 1 day, 0:45:05 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3975 images/s [04/16 11:51:23] ppdet.engine INFO: Epoch: [61] [5100/7329] learning_rate: 0.000100 loss_class: 0.590498 loss_bbox: 0.136067 loss_giou: 0.320835 loss_class_aux: 3.699715 loss_bbox_aux: 0.966628 loss_giou_aux: 2.002057 loss_class_dn: 0.330795 loss_bbox_dn: 0.144796 loss_giou_dn: 0.311438 loss_class_aux_dn: 1.810539 loss_bbox_aux_dn: 0.911931 loss_giou_aux_dn: 1.800633 loss: 13.792520 eta: 1 day, 0:44:30 batch_cost: 0.3482 data_cost: 0.0013 ips: 11.4891 images/s [04/16 11:52:02] ppdet.engine INFO: Epoch: [61] [5200/7329] learning_rate: 0.000100 loss_class: 0.515671 loss_bbox: 0.118359 loss_giou: 0.316936 loss_class_aux: 3.417587 loss_bbox_aux: 0.764573 loss_giou_aux: 1.977601 loss_class_dn: 0.284659 loss_bbox_dn: 0.123812 loss_giou_dn: 0.281057 loss_class_aux_dn: 1.565653 loss_bbox_aux_dn: 0.737326 loss_giou_aux_dn: 1.533032 loss: 11.511562 eta: 1 day, 0:43:54 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3071 images/s [04/16 11:52:42] ppdet.engine INFO: Epoch: [61] [5300/7329] learning_rate: 0.000100 loss_class: 0.615216 loss_bbox: 0.136670 loss_giou: 0.381732 loss_class_aux: 3.883172 loss_bbox_aux: 0.885405 loss_giou_aux: 2.385013 loss_class_dn: 0.329015 loss_bbox_dn: 0.143417 loss_giou_dn: 0.373853 loss_class_aux_dn: 1.773064 loss_bbox_aux_dn: 0.881795 loss_giou_aux_dn: 2.112388 loss: 14.180824 eta: 1 day, 0:43:19 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3229 images/s [04/16 11:53:21] ppdet.engine INFO: Epoch: [61] [5400/7329] learning_rate: 0.000100 loss_class: 0.537402 loss_bbox: 0.121402 loss_giou: 0.383182 loss_class_aux: 3.422197 loss_bbox_aux: 0.783177 loss_giou_aux: 2.456295 loss_class_dn: 0.312272 loss_bbox_dn: 0.114996 loss_giou_dn: 0.349148 loss_class_aux_dn: 1.736361 loss_bbox_aux_dn: 0.688487 loss_giou_aux_dn: 1.918839 loss: 13.249773 eta: 1 day, 0:42:43 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3336 images/s [04/16 11:54:01] ppdet.engine INFO: Epoch: [61] [5500/7329] learning_rate: 0.000100 loss_class: 0.536720 loss_bbox: 0.121600 loss_giou: 0.293176 loss_class_aux: 3.388581 loss_bbox_aux: 0.800297 loss_giou_aux: 1.922523 loss_class_dn: 0.282283 loss_bbox_dn: 0.126363 loss_giou_dn: 0.300724 loss_class_aux_dn: 1.559242 loss_bbox_aux_dn: 0.784346 loss_giou_aux_dn: 1.698737 loss: 11.990404 eta: 1 day, 0:42:08 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2704 images/s [04/16 11:54:40] ppdet.engine INFO: Epoch: [61] [5600/7329] learning_rate: 0.000100 loss_class: 0.604567 loss_bbox: 0.132725 loss_giou: 0.360895 loss_class_aux: 3.864147 loss_bbox_aux: 0.852178 loss_giou_aux: 2.285400 loss_class_dn: 0.332141 loss_bbox_dn: 0.137271 loss_giou_dn: 0.344007 loss_class_aux_dn: 1.834834 loss_bbox_aux_dn: 0.846158 loss_giou_aux_dn: 2.044358 loss: 14.079711 eta: 1 day, 0:41:32 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3149 images/s [04/16 11:55:19] ppdet.engine INFO: Epoch: [61] [5700/7329] learning_rate: 0.000100 loss_class: 0.531222 loss_bbox: 0.134244 loss_giou: 0.316755 loss_class_aux: 3.390891 loss_bbox_aux: 0.845782 loss_giou_aux: 2.006038 loss_class_dn: 0.292848 loss_bbox_dn: 0.138687 loss_giou_dn: 0.311692 loss_class_aux_dn: 1.607672 loss_bbox_aux_dn: 0.779289 loss_giou_aux_dn: 1.742243 loss: 12.349953 eta: 1 day, 0:40:57 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3226 images/s [04/16 11:55:59] ppdet.engine INFO: Epoch: [61] [5800/7329] learning_rate: 0.000100 loss_class: 0.571321 loss_bbox: 0.118971 loss_giou: 0.390611 loss_class_aux: 3.669442 loss_bbox_aux: 0.750201 loss_giou_aux: 2.494388 loss_class_dn: 0.338155 loss_bbox_dn: 0.124323 loss_giou_dn: 0.371118 loss_class_aux_dn: 1.841698 loss_bbox_aux_dn: 0.779381 loss_giou_aux_dn: 2.055234 loss: 14.450447 eta: 1 day, 0:40:21 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2656 images/s [04/16 11:56:38] ppdet.engine INFO: Epoch: [61] [5900/7329] learning_rate: 0.000100 loss_class: 0.595269 loss_bbox: 0.128352 loss_giou: 0.349734 loss_class_aux: 3.700753 loss_bbox_aux: 0.860787 loss_giou_aux: 2.234524 loss_class_dn: 0.325737 loss_bbox_dn: 0.132148 loss_giou_dn: 0.329956 loss_class_aux_dn: 1.844907 loss_bbox_aux_dn: 0.761264 loss_giou_aux_dn: 1.933484 loss: 13.819875 eta: 1 day, 0:39:46 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2613 images/s [04/16 11:57:17] ppdet.engine INFO: Epoch: [61] [6000/7329] learning_rate: 0.000100 loss_class: 0.584082 loss_bbox: 0.129382 loss_giou: 0.348582 loss_class_aux: 3.789996 loss_bbox_aux: 0.851429 loss_giou_aux: 2.165311 loss_class_dn: 0.313150 loss_bbox_dn: 0.125702 loss_giou_dn: 0.337442 loss_class_aux_dn: 1.730566 loss_bbox_aux_dn: 0.814998 loss_giou_aux_dn: 1.885173 loss: 13.653758 eta: 1 day, 0:39:10 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3587 images/s [04/16 11:57:57] ppdet.engine INFO: Epoch: [61] [6100/7329] learning_rate: 0.000100 loss_class: 0.569705 loss_bbox: 0.117273 loss_giou: 0.356789 loss_class_aux: 3.759296 loss_bbox_aux: 0.795336 loss_giou_aux: 2.228078 loss_class_dn: 0.335891 loss_bbox_dn: 0.125963 loss_giou_dn: 0.358410 loss_class_aux_dn: 1.758340 loss_bbox_aux_dn: 0.761970 loss_giou_aux_dn: 1.982751 loss: 13.620751 eta: 1 day, 0:38:35 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2818 images/s [04/16 11:58:36] ppdet.engine INFO: Epoch: [61] [6200/7329] learning_rate: 0.000100 loss_class: 0.497905 loss_bbox: 0.116864 loss_giou: 0.349316 loss_class_aux: 3.080660 loss_bbox_aux: 0.762976 loss_giou_aux: 2.257961 loss_class_dn: 0.288036 loss_bbox_dn: 0.113593 loss_giou_dn: 0.319864 loss_class_aux_dn: 1.591744 loss_bbox_aux_dn: 0.692395 loss_giou_aux_dn: 1.766930 loss: 12.654116 eta: 1 day, 0:38:00 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3365 images/s [04/16 11:59:15] ppdet.engine INFO: Epoch: [61] [6300/7329] learning_rate: 0.000100 loss_class: 0.543428 loss_bbox: 0.110740 loss_giou: 0.293771 loss_class_aux: 3.293998 loss_bbox_aux: 0.743260 loss_giou_aux: 1.990797 loss_class_dn: 0.279356 loss_bbox_dn: 0.115458 loss_giou_dn: 0.308224 loss_class_aux_dn: 1.535347 loss_bbox_aux_dn: 0.695693 loss_giou_aux_dn: 1.706640 loss: 12.064827 eta: 1 day, 0:37:24 batch_cost: 0.3523 data_cost: 0.0013 ips: 11.3555 images/s [04/16 11:59:54] ppdet.engine INFO: Epoch: [61] [6400/7329] learning_rate: 0.000100 loss_class: 0.549662 loss_bbox: 0.131406 loss_giou: 0.338028 loss_class_aux: 3.608679 loss_bbox_aux: 0.874274 loss_giou_aux: 2.215098 loss_class_dn: 0.320472 loss_bbox_dn: 0.133308 loss_giou_dn: 0.312602 loss_class_aux_dn: 1.709128 loss_bbox_aux_dn: 0.842306 loss_giou_aux_dn: 1.758185 loss: 13.850039 eta: 1 day, 0:36:48 batch_cost: 0.3495 data_cost: 0.0013 ips: 11.4458 images/s [04/16 12:00:34] ppdet.engine INFO: Epoch: [61] [6500/7329] learning_rate: 0.000100 loss_class: 0.503858 loss_bbox: 0.122921 loss_giou: 0.319515 loss_class_aux: 3.430110 loss_bbox_aux: 0.815928 loss_giou_aux: 2.019061 loss_class_dn: 0.305415 loss_bbox_dn: 0.128633 loss_giou_dn: 0.289374 loss_class_aux_dn: 1.634312 loss_bbox_aux_dn: 0.733885 loss_giou_aux_dn: 1.686178 loss: 12.354366 eta: 1 day, 0:36:13 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1994 images/s [04/16 12:01:14] ppdet.engine INFO: Epoch: [61] [6600/7329] learning_rate: 0.000100 loss_class: 0.622371 loss_bbox: 0.138835 loss_giou: 0.404615 loss_class_aux: 4.065550 loss_bbox_aux: 0.909477 loss_giou_aux: 2.666658 loss_class_dn: 0.352893 loss_bbox_dn: 0.136496 loss_giou_dn: 0.388328 loss_class_aux_dn: 1.857235 loss_bbox_aux_dn: 0.840299 loss_giou_aux_dn: 2.110107 loss: 14.587875 eta: 1 day, 0:35:38 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2802 images/s [04/16 12:01:53] ppdet.engine INFO: Epoch: [61] [6700/7329] learning_rate: 0.000100 loss_class: 0.551048 loss_bbox: 0.125624 loss_giou: 0.354319 loss_class_aux: 3.622190 loss_bbox_aux: 0.863138 loss_giou_aux: 2.243910 loss_class_dn: 0.324486 loss_bbox_dn: 0.145944 loss_giou_dn: 0.331563 loss_class_aux_dn: 1.767914 loss_bbox_aux_dn: 0.883022 loss_giou_aux_dn: 1.896947 loss: 14.066861 eta: 1 day, 0:35:02 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2794 images/s [04/16 12:02:33] ppdet.engine INFO: Epoch: [61] [6800/7329] learning_rate: 0.000100 loss_class: 0.559091 loss_bbox: 0.139580 loss_giou: 0.378411 loss_class_aux: 3.638648 loss_bbox_aux: 0.833267 loss_giou_aux: 2.382011 loss_class_dn: 0.322311 loss_bbox_dn: 0.113901 loss_giou_dn: 0.349088 loss_class_aux_dn: 1.736127 loss_bbox_aux_dn: 0.731033 loss_giou_aux_dn: 1.959390 loss: 13.095951 eta: 1 day, 0:34:27 batch_cost: 0.3563 data_cost: 0.0013 ips: 11.2261 images/s [04/16 12:03:12] ppdet.engine INFO: Epoch: [61] [6900/7329] learning_rate: 0.000100 loss_class: 0.601626 loss_bbox: 0.124986 loss_giou: 0.391770 loss_class_aux: 3.730999 loss_bbox_aux: 0.807477 loss_giou_aux: 2.399752 loss_class_dn: 0.349981 loss_bbox_dn: 0.126158 loss_giou_dn: 0.354635 loss_class_aux_dn: 1.892281 loss_bbox_aux_dn: 0.743930 loss_giou_aux_dn: 2.098811 loss: 15.278803 eta: 1 day, 0:33:51 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3042 images/s [04/16 12:03:51] ppdet.engine INFO: Epoch: [61] [7000/7329] learning_rate: 0.000100 loss_class: 0.533487 loss_bbox: 0.132563 loss_giou: 0.338686 loss_class_aux: 3.352839 loss_bbox_aux: 0.862931 loss_giou_aux: 2.139765 loss_class_dn: 0.312704 loss_bbox_dn: 0.123455 loss_giou_dn: 0.295686 loss_class_aux_dn: 1.659717 loss_bbox_aux_dn: 0.767641 loss_giou_aux_dn: 1.688344 loss: 12.833496 eta: 1 day, 0:33:16 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3165 images/s [04/16 12:04:31] ppdet.engine INFO: Epoch: [61] [7100/7329] learning_rate: 0.000100 loss_class: 0.533455 loss_bbox: 0.135135 loss_giou: 0.394465 loss_class_aux: 3.470172 loss_bbox_aux: 0.868114 loss_giou_aux: 2.444256 loss_class_dn: 0.312619 loss_bbox_dn: 0.127474 loss_giou_dn: 0.351918 loss_class_aux_dn: 1.698104 loss_bbox_aux_dn: 0.810279 loss_giou_aux_dn: 2.006374 loss: 13.833506 eta: 1 day, 0:32:41 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2788 images/s [04/16 12:05:10] ppdet.engine INFO: Epoch: [61] [7200/7329] learning_rate: 0.000100 loss_class: 0.571853 loss_bbox: 0.117900 loss_giou: 0.341001 loss_class_aux: 3.385202 loss_bbox_aux: 0.780995 loss_giou_aux: 2.186919 loss_class_dn: 0.318348 loss_bbox_dn: 0.120692 loss_giou_dn: 0.324374 loss_class_aux_dn: 1.711541 loss_bbox_aux_dn: 0.711977 loss_giou_aux_dn: 1.816848 loss: 12.919407 eta: 1 day, 0:32:05 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3728 images/s [04/16 12:05:50] ppdet.engine INFO: Epoch: [61] [7300/7329] learning_rate: 0.000100 loss_class: 0.591656 loss_bbox: 0.127192 loss_giou: 0.392977 loss_class_aux: 3.838234 loss_bbox_aux: 0.841319 loss_giou_aux: 2.459355 loss_class_dn: 0.365216 loss_bbox_dn: 0.130831 loss_giou_dn: 0.371170 loss_class_aux_dn: 1.957235 loss_bbox_aux_dn: 0.808931 loss_giou_aux_dn: 2.067975 loss: 15.169842 eta: 1 day, 0:31:30 batch_cost: 0.3567 data_cost: 0.0014 ips: 11.2132 images/s [04/16 12:06:04] ppdet.engine INFO: Eval iter: 0 [04/16 12:06:15] ppdet.engine INFO: Eval iter: 100 [04/16 12:06:27] ppdet.engine INFO: Eval iter: 200 [04/16 12:06:39] ppdet.engine INFO: Eval iter: 300 [04/16 12:06:51] ppdet.engine INFO: Eval iter: 400 [04/16 12:07:03] ppdet.engine INFO: Eval iter: 500 [04/16 12:07:15] ppdet.engine INFO: Eval iter: 600 [04/16 12:07:38] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 12:07:38] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=10.09s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.81s). Accumulating evaluation results... DONE (t=16.31s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.595 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 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 ] = 0.782 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 12:09:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.57833078945504 [04/16 12:09:23] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 12:09:24] ppdet.engine INFO: Epoch: [62] [ 0/7329] learning_rate: 0.000100 loss_class: 0.614736 loss_bbox: 0.136059 loss_giou: 0.406717 loss_class_aux: 3.929708 loss_bbox_aux: 0.857893 loss_giou_aux: 2.535931 loss_class_dn: 0.352502 loss_bbox_dn: 0.148584 loss_giou_dn: 0.396281 loss_class_aux_dn: 1.874198 loss_bbox_aux_dn: 0.882616 loss_giou_aux_dn: 2.144384 loss: 15.264725 eta: 1 day, 0:31:19 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2376 images/s [04/16 12:10:03] ppdet.engine INFO: Epoch: [62] [ 100/7329] learning_rate: 0.000100 loss_class: 0.506767 loss_bbox: 0.124611 loss_giou: 0.375889 loss_class_aux: 3.274106 loss_bbox_aux: 0.850993 loss_giou_aux: 2.353450 loss_class_dn: 0.307397 loss_bbox_dn: 0.128482 loss_giou_dn: 0.353027 loss_class_aux_dn: 1.674172 loss_bbox_aux_dn: 0.785066 loss_giou_aux_dn: 1.995532 loss: 12.301476 eta: 1 day, 0:30:44 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2299 images/s [04/16 12:10:42] ppdet.engine INFO: Epoch: [62] [ 200/7329] learning_rate: 0.000100 loss_class: 0.565050 loss_bbox: 0.125239 loss_giou: 0.374802 loss_class_aux: 3.546287 loss_bbox_aux: 0.807289 loss_giou_aux: 2.415229 loss_class_dn: 0.335950 loss_bbox_dn: 0.130130 loss_giou_dn: 0.347063 loss_class_aux_dn: 1.781793 loss_bbox_aux_dn: 0.801338 loss_giou_aux_dn: 2.006524 loss: 13.568506 eta: 1 day, 0:30:08 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3519 images/s [04/16 12:11:21] ppdet.engine INFO: Epoch: [62] [ 300/7329] learning_rate: 0.000100 loss_class: 0.558683 loss_bbox: 0.129501 loss_giou: 0.368286 loss_class_aux: 3.621797 loss_bbox_aux: 0.836558 loss_giou_aux: 2.239394 loss_class_dn: 0.313085 loss_bbox_dn: 0.138249 loss_giou_dn: 0.313776 loss_class_aux_dn: 1.712278 loss_bbox_aux_dn: 0.851726 loss_giou_aux_dn: 1.742039 loss: 12.657031 eta: 1 day, 0:29:33 batch_cost: 0.3479 data_cost: 0.0015 ips: 11.4968 images/s [04/16 12:12:00] ppdet.engine INFO: Epoch: [62] [ 400/7329] learning_rate: 0.000100 loss_class: 0.552606 loss_bbox: 0.124646 loss_giou: 0.456336 loss_class_aux: 3.605246 loss_bbox_aux: 0.812824 loss_giou_aux: 2.830875 loss_class_dn: 0.342279 loss_bbox_dn: 0.117928 loss_giou_dn: 0.403989 loss_class_aux_dn: 1.828434 loss_bbox_aux_dn: 0.694767 loss_giou_aux_dn: 2.168267 loss: 14.329503 eta: 1 day, 0:28:57 batch_cost: 0.3504 data_cost: 0.0017 ips: 11.4162 images/s [04/16 12:12:40] ppdet.engine INFO: Epoch: [62] [ 500/7329] learning_rate: 0.000100 loss_class: 0.534142 loss_bbox: 0.123787 loss_giou: 0.364761 loss_class_aux: 3.450286 loss_bbox_aux: 0.793983 loss_giou_aux: 2.275961 loss_class_dn: 0.310713 loss_bbox_dn: 0.123488 loss_giou_dn: 0.341007 loss_class_aux_dn: 1.643531 loss_bbox_aux_dn: 0.739888 loss_giou_aux_dn: 1.909553 loss: 13.266380 eta: 1 day, 0:28:22 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2836 images/s [04/16 12:13:19] ppdet.engine INFO: Epoch: [62] [ 600/7329] learning_rate: 0.000100 loss_class: 0.523107 loss_bbox: 0.124634 loss_giou: 0.340684 loss_class_aux: 3.439828 loss_bbox_aux: 0.839095 loss_giou_aux: 2.268901 loss_class_dn: 0.311000 loss_bbox_dn: 0.124868 loss_giou_dn: 0.316551 loss_class_aux_dn: 1.708903 loss_bbox_aux_dn: 0.767613 loss_giou_aux_dn: 1.782955 loss: 12.592487 eta: 1 day, 0:27:46 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3194 images/s [04/16 12:13:58] ppdet.engine INFO: Epoch: [62] [ 700/7329] learning_rate: 0.000100 loss_class: 0.563696 loss_bbox: 0.129947 loss_giou: 0.342064 loss_class_aux: 3.593009 loss_bbox_aux: 0.883246 loss_giou_aux: 2.170880 loss_class_dn: 0.327677 loss_bbox_dn: 0.132114 loss_giou_dn: 0.316172 loss_class_aux_dn: 1.727100 loss_bbox_aux_dn: 0.817569 loss_giou_aux_dn: 1.787126 loss: 13.273068 eta: 1 day, 0:27:11 batch_cost: 0.3512 data_cost: 0.0016 ips: 11.3885 images/s [04/16 12:14:38] ppdet.engine INFO: Epoch: [62] [ 800/7329] learning_rate: 0.000100 loss_class: 0.557030 loss_bbox: 0.133901 loss_giou: 0.416446 loss_class_aux: 3.465922 loss_bbox_aux: 0.822468 loss_giou_aux: 2.553900 loss_class_dn: 0.322890 loss_bbox_dn: 0.120948 loss_giou_dn: 0.360020 loss_class_aux_dn: 1.748713 loss_bbox_aux_dn: 0.714472 loss_giou_aux_dn: 2.039496 loss: 13.970988 eta: 1 day, 0:26:35 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2189 images/s [04/16 12:15:17] ppdet.engine INFO: Epoch: [62] [ 900/7329] learning_rate: 0.000100 loss_class: 0.590069 loss_bbox: 0.121718 loss_giou: 0.356144 loss_class_aux: 3.704337 loss_bbox_aux: 0.816813 loss_giou_aux: 2.226848 loss_class_dn: 0.317240 loss_bbox_dn: 0.137957 loss_giou_dn: 0.327975 loss_class_aux_dn: 1.710632 loss_bbox_aux_dn: 0.856735 loss_giou_aux_dn: 1.844684 loss: 13.840154 eta: 1 day, 0:26:00 batch_cost: 0.3543 data_cost: 0.0015 ips: 11.2913 images/s [04/16 12:15:57] ppdet.engine INFO: Epoch: [62] [1000/7329] learning_rate: 0.000100 loss_class: 0.547246 loss_bbox: 0.124577 loss_giou: 0.346052 loss_class_aux: 3.563256 loss_bbox_aux: 0.842283 loss_giou_aux: 2.127270 loss_class_dn: 0.313664 loss_bbox_dn: 0.125580 loss_giou_dn: 0.328696 loss_class_aux_dn: 1.696253 loss_bbox_aux_dn: 0.771724 loss_giou_aux_dn: 1.821534 loss: 12.781523 eta: 1 day, 0:25:24 batch_cost: 0.3539 data_cost: 0.0016 ips: 11.3027 images/s [04/16 12:16:36] ppdet.engine INFO: Epoch: [62] [1100/7329] learning_rate: 0.000100 loss_class: 0.542324 loss_bbox: 0.123784 loss_giou: 0.344116 loss_class_aux: 3.425134 loss_bbox_aux: 0.898641 loss_giou_aux: 2.233193 loss_class_dn: 0.321085 loss_bbox_dn: 0.140755 loss_giou_dn: 0.334503 loss_class_aux_dn: 1.763641 loss_bbox_aux_dn: 0.857383 loss_giou_aux_dn: 1.912202 loss: 13.197081 eta: 1 day, 0:24:49 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3592 images/s [04/16 12:17:15] ppdet.engine INFO: Epoch: [62] [1200/7329] learning_rate: 0.000100 loss_class: 0.523688 loss_bbox: 0.106517 loss_giou: 0.359412 loss_class_aux: 3.326325 loss_bbox_aux: 0.724144 loss_giou_aux: 2.226660 loss_class_dn: 0.315397 loss_bbox_dn: 0.133272 loss_giou_dn: 0.336549 loss_class_aux_dn: 1.666288 loss_bbox_aux_dn: 0.777180 loss_giou_aux_dn: 1.830472 loss: 13.187724 eta: 1 day, 0:24:13 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3441 images/s [04/16 12:17:55] ppdet.engine INFO: Epoch: [62] [1300/7329] learning_rate: 0.000100 loss_class: 0.538799 loss_bbox: 0.146222 loss_giou: 0.376564 loss_class_aux: 3.549106 loss_bbox_aux: 0.947493 loss_giou_aux: 2.363469 loss_class_dn: 0.320795 loss_bbox_dn: 0.139849 loss_giou_dn: 0.340122 loss_class_aux_dn: 1.708962 loss_bbox_aux_dn: 0.874993 loss_giou_aux_dn: 1.950945 loss: 14.287781 eta: 1 day, 0:23:38 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2641 images/s [04/16 12:18:35] ppdet.engine INFO: Epoch: [62] [1400/7329] learning_rate: 0.000100 loss_class: 0.559638 loss_bbox: 0.127679 loss_giou: 0.395226 loss_class_aux: 3.538946 loss_bbox_aux: 0.783877 loss_giou_aux: 2.381265 loss_class_dn: 0.320507 loss_bbox_dn: 0.134281 loss_giou_dn: 0.358548 loss_class_aux_dn: 1.701847 loss_bbox_aux_dn: 0.862093 loss_giou_aux_dn: 1.983136 loss: 13.337440 eta: 1 day, 0:23:03 batch_cost: 0.3601 data_cost: 0.0016 ips: 11.1073 images/s [04/16 12:19:14] ppdet.engine INFO: Epoch: [62] [1500/7329] learning_rate: 0.000100 loss_class: 0.557949 loss_bbox: 0.127842 loss_giou: 0.359118 loss_class_aux: 3.624456 loss_bbox_aux: 0.851289 loss_giou_aux: 2.305451 loss_class_dn: 0.317002 loss_bbox_dn: 0.146002 loss_giou_dn: 0.351004 loss_class_aux_dn: 1.697236 loss_bbox_aux_dn: 0.881424 loss_giou_aux_dn: 1.969360 loss: 14.039783 eta: 1 day, 0:22:27 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2890 images/s [04/16 12:19:54] ppdet.engine INFO: Epoch: [62] [1600/7329] learning_rate: 0.000100 loss_class: 0.593807 loss_bbox: 0.134282 loss_giou: 0.365942 loss_class_aux: 3.693470 loss_bbox_aux: 0.873341 loss_giou_aux: 2.417135 loss_class_dn: 0.351421 loss_bbox_dn: 0.133650 loss_giou_dn: 0.367876 loss_class_aux_dn: 1.880596 loss_bbox_aux_dn: 0.822549 loss_giou_aux_dn: 2.064341 loss: 15.067434 eta: 1 day, 0:21:52 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2148 images/s [04/16 12:20:33] ppdet.engine INFO: Epoch: [62] [1700/7329] learning_rate: 0.000100 loss_class: 0.559323 loss_bbox: 0.129111 loss_giou: 0.374050 loss_class_aux: 3.571948 loss_bbox_aux: 0.837119 loss_giou_aux: 2.353379 loss_class_dn: 0.329736 loss_bbox_dn: 0.142818 loss_giou_dn: 0.352959 loss_class_aux_dn: 1.775734 loss_bbox_aux_dn: 0.852462 loss_giou_aux_dn: 2.029582 loss: 13.963007 eta: 1 day, 0:21:17 batch_cost: 0.3515 data_cost: 0.0015 ips: 11.3784 images/s [04/16 12:21:13] ppdet.engine INFO: Epoch: [62] [1800/7329] learning_rate: 0.000100 loss_class: 0.537714 loss_bbox: 0.119870 loss_giou: 0.345520 loss_class_aux: 3.562816 loss_bbox_aux: 0.796269 loss_giou_aux: 2.176604 loss_class_dn: 0.297465 loss_bbox_dn: 0.124832 loss_giou_dn: 0.320334 loss_class_aux_dn: 1.604638 loss_bbox_aux_dn: 0.781715 loss_giou_aux_dn: 1.832145 loss: 12.898098 eta: 1 day, 0:20:41 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3161 images/s [04/16 12:21:52] ppdet.engine INFO: Epoch: [62] [1900/7329] learning_rate: 0.000100 loss_class: 0.515565 loss_bbox: 0.122894 loss_giou: 0.332126 loss_class_aux: 3.457672 loss_bbox_aux: 0.824630 loss_giou_aux: 2.125372 loss_class_dn: 0.308877 loss_bbox_dn: 0.127766 loss_giou_dn: 0.316996 loss_class_aux_dn: 1.678093 loss_bbox_aux_dn: 0.765022 loss_giou_aux_dn: 1.782773 loss: 12.917587 eta: 1 day, 0:20:06 batch_cost: 0.3578 data_cost: 0.0016 ips: 11.1787 images/s [04/16 12:22:32] ppdet.engine INFO: Epoch: [62] [2000/7329] learning_rate: 0.000100 loss_class: 0.574691 loss_bbox: 0.134548 loss_giou: 0.365760 loss_class_aux: 3.676838 loss_bbox_aux: 0.845841 loss_giou_aux: 2.260013 loss_class_dn: 0.323340 loss_bbox_dn: 0.129795 loss_giou_dn: 0.366342 loss_class_aux_dn: 1.748398 loss_bbox_aux_dn: 0.810408 loss_giou_aux_dn: 2.054068 loss: 14.120128 eta: 1 day, 0:19:31 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2379 images/s [04/16 12:23:11] ppdet.engine INFO: Epoch: [62] [2100/7329] learning_rate: 0.000100 loss_class: 0.520773 loss_bbox: 0.134360 loss_giou: 0.338110 loss_class_aux: 3.244293 loss_bbox_aux: 0.873867 loss_giou_aux: 2.102555 loss_class_dn: 0.298049 loss_bbox_dn: 0.140788 loss_giou_dn: 0.314464 loss_class_aux_dn: 1.640799 loss_bbox_aux_dn: 0.806660 loss_giou_aux_dn: 1.775054 loss: 12.935169 eta: 1 day, 0:18:55 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3497 images/s [04/16 12:23:51] ppdet.engine INFO: Epoch: [62] [2200/7329] learning_rate: 0.000100 loss_class: 0.557500 loss_bbox: 0.131544 loss_giou: 0.368522 loss_class_aux: 3.553840 loss_bbox_aux: 0.852728 loss_giou_aux: 2.267590 loss_class_dn: 0.308700 loss_bbox_dn: 0.129589 loss_giou_dn: 0.310496 loss_class_aux_dn: 1.667900 loss_bbox_aux_dn: 0.776047 loss_giou_aux_dn: 1.788265 loss: 13.350227 eta: 1 day, 0:18:19 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3519 images/s [04/16 12:24:30] ppdet.engine INFO: Epoch: [62] [2300/7329] learning_rate: 0.000100 loss_class: 0.570264 loss_bbox: 0.122225 loss_giou: 0.428824 loss_class_aux: 3.502748 loss_bbox_aux: 0.815731 loss_giou_aux: 2.794794 loss_class_dn: 0.338404 loss_bbox_dn: 0.123581 loss_giou_dn: 0.407282 loss_class_aux_dn: 1.798473 loss_bbox_aux_dn: 0.728770 loss_giou_aux_dn: 2.292267 loss: 14.361469 eta: 1 day, 0:17:44 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1951 images/s [04/16 12:25:10] ppdet.engine INFO: Epoch: [62] [2400/7329] learning_rate: 0.000100 loss_class: 0.579300 loss_bbox: 0.123165 loss_giou: 0.326317 loss_class_aux: 3.658377 loss_bbox_aux: 0.826392 loss_giou_aux: 2.019237 loss_class_dn: 0.328300 loss_bbox_dn: 0.125219 loss_giou_dn: 0.290782 loss_class_aux_dn: 1.772179 loss_bbox_aux_dn: 0.772643 loss_giou_aux_dn: 1.664967 loss: 13.686827 eta: 1 day, 0:17:09 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2823 images/s [04/16 12:25:50] ppdet.engine INFO: Epoch: [62] [2500/7329] learning_rate: 0.000100 loss_class: 0.572777 loss_bbox: 0.133372 loss_giou: 0.397642 loss_class_aux: 3.770918 loss_bbox_aux: 0.883772 loss_giou_aux: 2.543647 loss_class_dn: 0.355176 loss_bbox_dn: 0.137697 loss_giou_dn: 0.398279 loss_class_aux_dn: 1.934887 loss_bbox_aux_dn: 0.798589 loss_giou_aux_dn: 2.197786 loss: 14.349195 eta: 1 day, 0:16:34 batch_cost: 0.3593 data_cost: 0.0016 ips: 11.1341 images/s [04/16 12:26:29] ppdet.engine INFO: Epoch: [62] [2600/7329] learning_rate: 0.000100 loss_class: 0.499524 loss_bbox: 0.116101 loss_giou: 0.287947 loss_class_aux: 3.289929 loss_bbox_aux: 0.776822 loss_giou_aux: 1.808128 loss_class_dn: 0.281423 loss_bbox_dn: 0.122801 loss_giou_dn: 0.266402 loss_class_aux_dn: 1.527567 loss_bbox_aux_dn: 0.731081 loss_giou_aux_dn: 1.513837 loss: 11.348254 eta: 1 day, 0:15:58 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2523 images/s [04/16 12:27:09] ppdet.engine INFO: Epoch: [62] [2700/7329] learning_rate: 0.000100 loss_class: 0.567897 loss_bbox: 0.131286 loss_giou: 0.412679 loss_class_aux: 3.560374 loss_bbox_aux: 0.838657 loss_giou_aux: 2.624799 loss_class_dn: 0.325755 loss_bbox_dn: 0.134859 loss_giou_dn: 0.361261 loss_class_aux_dn: 1.803887 loss_bbox_aux_dn: 0.802386 loss_giou_aux_dn: 2.027850 loss: 13.907791 eta: 1 day, 0:15:23 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2968 images/s [04/16 12:27:48] ppdet.engine INFO: Epoch: [62] [2800/7329] learning_rate: 0.000100 loss_class: 0.481519 loss_bbox: 0.115072 loss_giou: 0.315026 loss_class_aux: 3.108614 loss_bbox_aux: 0.800395 loss_giou_aux: 2.026639 loss_class_dn: 0.292189 loss_bbox_dn: 0.110673 loss_giou_dn: 0.282348 loss_class_aux_dn: 1.576734 loss_bbox_aux_dn: 0.666925 loss_giou_aux_dn: 1.607979 loss: 11.590063 eta: 1 day, 0:14:47 batch_cost: 0.3533 data_cost: 0.0015 ips: 11.3212 images/s [04/16 12:28:28] ppdet.engine INFO: Epoch: [62] [2900/7329] learning_rate: 0.000100 loss_class: 0.486821 loss_bbox: 0.124551 loss_giou: 0.290441 loss_class_aux: 3.178037 loss_bbox_aux: 0.795468 loss_giou_aux: 1.818775 loss_class_dn: 0.271019 loss_bbox_dn: 0.135536 loss_giou_dn: 0.268071 loss_class_aux_dn: 1.422077 loss_bbox_aux_dn: 0.765779 loss_giou_aux_dn: 1.502178 loss: 11.396572 eta: 1 day, 0:14:12 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3040 images/s [04/16 12:29:07] ppdet.engine INFO: Epoch: [62] [3000/7329] learning_rate: 0.000100 loss_class: 0.535861 loss_bbox: 0.119804 loss_giou: 0.334550 loss_class_aux: 3.477585 loss_bbox_aux: 0.816151 loss_giou_aux: 2.160710 loss_class_dn: 0.292521 loss_bbox_dn: 0.126444 loss_giou_dn: 0.309728 loss_class_aux_dn: 1.596454 loss_bbox_aux_dn: 0.746732 loss_giou_aux_dn: 1.732542 loss: 12.446602 eta: 1 day, 0:13:36 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.3001 images/s [04/16 12:29:47] ppdet.engine INFO: Epoch: [62] [3100/7329] learning_rate: 0.000100 loss_class: 0.601033 loss_bbox: 0.128394 loss_giou: 0.404008 loss_class_aux: 3.740839 loss_bbox_aux: 0.865740 loss_giou_aux: 2.488339 loss_class_dn: 0.338630 loss_bbox_dn: 0.124318 loss_giou_dn: 0.351868 loss_class_aux_dn: 1.768009 loss_bbox_aux_dn: 0.765792 loss_giou_aux_dn: 2.028927 loss: 14.510456 eta: 1 day, 0:13:01 batch_cost: 0.3577 data_cost: 0.0017 ips: 11.1826 images/s [04/16 12:30:26] ppdet.engine INFO: Epoch: [62] [3200/7329] learning_rate: 0.000100 loss_class: 0.559837 loss_bbox: 0.117904 loss_giou: 0.335478 loss_class_aux: 3.545132 loss_bbox_aux: 0.799636 loss_giou_aux: 2.124829 loss_class_dn: 0.306784 loss_bbox_dn: 0.145636 loss_giou_dn: 0.324750 loss_class_aux_dn: 1.675355 loss_bbox_aux_dn: 0.858118 loss_giou_aux_dn: 1.869890 loss: 12.888113 eta: 1 day, 0:12:26 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3611 images/s [04/16 12:31:05] ppdet.engine INFO: Epoch: [62] [3300/7329] learning_rate: 0.000100 loss_class: 0.545819 loss_bbox: 0.130043 loss_giou: 0.449765 loss_class_aux: 3.755238 loss_bbox_aux: 0.874802 loss_giou_aux: 2.869712 loss_class_dn: 0.366479 loss_bbox_dn: 0.116224 loss_giou_dn: 0.421075 loss_class_aux_dn: 1.957611 loss_bbox_aux_dn: 0.733338 loss_giou_aux_dn: 2.349206 loss: 15.045462 eta: 1 day, 0:11:50 batch_cost: 0.3536 data_cost: 0.0015 ips: 11.3119 images/s [04/16 12:31:45] ppdet.engine INFO: Epoch: [62] [3400/7329] learning_rate: 0.000100 loss_class: 0.606590 loss_bbox: 0.136252 loss_giou: 0.365930 loss_class_aux: 3.899636 loss_bbox_aux: 0.891070 loss_giou_aux: 2.386942 loss_class_dn: 0.348536 loss_bbox_dn: 0.144082 loss_giou_dn: 0.365440 loss_class_aux_dn: 1.894508 loss_bbox_aux_dn: 0.865097 loss_giou_aux_dn: 2.072982 loss: 14.971249 eta: 1 day, 0:11:15 batch_cost: 0.3534 data_cost: 0.0015 ips: 11.3201 images/s [04/16 12:32:24] ppdet.engine INFO: Epoch: [62] [3500/7329] learning_rate: 0.000100 loss_class: 0.564369 loss_bbox: 0.116004 loss_giou: 0.364096 loss_class_aux: 3.519538 loss_bbox_aux: 0.802762 loss_giou_aux: 2.299717 loss_class_dn: 0.334489 loss_bbox_dn: 0.129747 loss_giou_dn: 0.349010 loss_class_aux_dn: 1.768108 loss_bbox_aux_dn: 0.806575 loss_giou_aux_dn: 1.943912 loss: 13.149942 eta: 1 day, 0:10:39 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3323 images/s [04/16 12:33:04] ppdet.engine INFO: Epoch: [62] [3600/7329] learning_rate: 0.000100 loss_class: 0.596658 loss_bbox: 0.136708 loss_giou: 0.348035 loss_class_aux: 3.854251 loss_bbox_aux: 0.906610 loss_giou_aux: 2.323294 loss_class_dn: 0.348179 loss_bbox_dn: 0.147211 loss_giou_dn: 0.324390 loss_class_aux_dn: 1.889426 loss_bbox_aux_dn: 0.861364 loss_giou_aux_dn: 1.869986 loss: 13.996494 eta: 1 day, 0:10:04 batch_cost: 0.3547 data_cost: 0.0017 ips: 11.2779 images/s [04/16 12:33:43] ppdet.engine INFO: Epoch: [62] [3700/7329] learning_rate: 0.000100 loss_class: 0.634682 loss_bbox: 0.135897 loss_giou: 0.499307 loss_class_aux: 4.073420 loss_bbox_aux: 0.873573 loss_giou_aux: 2.982997 loss_class_dn: 0.362806 loss_bbox_dn: 0.128701 loss_giou_dn: 0.425829 loss_class_aux_dn: 1.961600 loss_bbox_aux_dn: 0.785797 loss_giou_aux_dn: 2.359275 loss: 15.572847 eta: 1 day, 0:09:29 batch_cost: 0.3559 data_cost: 0.0016 ips: 11.2383 images/s [04/16 12:34:23] ppdet.engine INFO: Epoch: [62] [3800/7329] learning_rate: 0.000100 loss_class: 0.567337 loss_bbox: 0.130396 loss_giou: 0.318543 loss_class_aux: 3.572824 loss_bbox_aux: 0.848497 loss_giou_aux: 2.064799 loss_class_dn: 0.305700 loss_bbox_dn: 0.131456 loss_giou_dn: 0.305915 loss_class_aux_dn: 1.660495 loss_bbox_aux_dn: 0.799513 loss_giou_aux_dn: 1.788272 loss: 12.661083 eta: 1 day, 0:08:53 batch_cost: 0.3570 data_cost: 0.0017 ips: 11.2053 images/s [04/16 12:35:02] ppdet.engine INFO: Epoch: [62] [3900/7329] learning_rate: 0.000100 loss_class: 0.518340 loss_bbox: 0.119961 loss_giou: 0.360119 loss_class_aux: 3.334152 loss_bbox_aux: 0.793394 loss_giou_aux: 2.324795 loss_class_dn: 0.320051 loss_bbox_dn: 0.120098 loss_giou_dn: 0.326941 loss_class_aux_dn: 1.733591 loss_bbox_aux_dn: 0.758201 loss_giou_aux_dn: 1.819359 loss: 13.181242 eta: 1 day, 0:08:18 batch_cost: 0.3514 data_cost: 0.0016 ips: 11.3819 images/s [04/16 12:35:42] ppdet.engine INFO: Epoch: [62] [4000/7329] learning_rate: 0.000100 loss_class: 0.543154 loss_bbox: 0.145752 loss_giou: 0.368138 loss_class_aux: 3.337832 loss_bbox_aux: 0.922872 loss_giou_aux: 2.360783 loss_class_dn: 0.308989 loss_bbox_dn: 0.141872 loss_giou_dn: 0.357247 loss_class_aux_dn: 1.659019 loss_bbox_aux_dn: 0.820993 loss_giou_aux_dn: 1.952567 loss: 12.866870 eta: 1 day, 0:07:42 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2008 images/s [04/16 12:36:21] ppdet.engine INFO: Epoch: [62] [4100/7329] learning_rate: 0.000100 loss_class: 0.543951 loss_bbox: 0.125859 loss_giou: 0.337436 loss_class_aux: 3.508160 loss_bbox_aux: 0.837812 loss_giou_aux: 2.179650 loss_class_dn: 0.319443 loss_bbox_dn: 0.121284 loss_giou_dn: 0.302776 loss_class_aux_dn: 1.691971 loss_bbox_aux_dn: 0.758223 loss_giou_aux_dn: 1.713546 loss: 12.451052 eta: 1 day, 0:07:07 batch_cost: 0.3541 data_cost: 0.0015 ips: 11.2955 images/s [04/16 12:37:01] ppdet.engine INFO: Epoch: [62] [4200/7329] learning_rate: 0.000100 loss_class: 0.530938 loss_bbox: 0.112484 loss_giou: 0.337890 loss_class_aux: 3.386375 loss_bbox_aux: 0.740387 loss_giou_aux: 2.234562 loss_class_dn: 0.301875 loss_bbox_dn: 0.118429 loss_giou_dn: 0.329429 loss_class_aux_dn: 1.661886 loss_bbox_aux_dn: 0.723863 loss_giou_aux_dn: 1.872637 loss: 12.631769 eta: 1 day, 0:06:32 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2857 images/s [04/16 12:37:40] ppdet.engine INFO: Epoch: [62] [4300/7329] learning_rate: 0.000100 loss_class: 0.640435 loss_bbox: 0.140063 loss_giou: 0.438061 loss_class_aux: 3.934135 loss_bbox_aux: 0.897061 loss_giou_aux: 2.787302 loss_class_dn: 0.367038 loss_bbox_dn: 0.147541 loss_giou_dn: 0.413016 loss_class_aux_dn: 1.945652 loss_bbox_aux_dn: 0.879256 loss_giou_aux_dn: 2.290538 loss: 15.131963 eta: 1 day, 0:05:56 batch_cost: 0.3525 data_cost: 0.0016 ips: 11.3479 images/s [04/16 12:38:19] ppdet.engine INFO: Epoch: [62] [4400/7329] learning_rate: 0.000100 loss_class: 0.616184 loss_bbox: 0.138860 loss_giou: 0.443497 loss_class_aux: 4.045330 loss_bbox_aux: 0.929087 loss_giou_aux: 2.718896 loss_class_dn: 0.369228 loss_bbox_dn: 0.141814 loss_giou_dn: 0.411872 loss_class_aux_dn: 1.971628 loss_bbox_aux_dn: 0.833251 loss_giou_aux_dn: 2.299659 loss: 15.703903 eta: 1 day, 0:05:20 batch_cost: 0.3506 data_cost: 0.0016 ips: 11.4106 images/s [04/16 12:38:58] ppdet.engine INFO: Epoch: [62] [4500/7329] learning_rate: 0.000100 loss_class: 0.505438 loss_bbox: 0.113380 loss_giou: 0.304594 loss_class_aux: 3.327635 loss_bbox_aux: 0.745200 loss_giou_aux: 2.025658 loss_class_dn: 0.279581 loss_bbox_dn: 0.132086 loss_giou_dn: 0.308151 loss_class_aux_dn: 1.479973 loss_bbox_aux_dn: 0.748107 loss_giou_aux_dn: 1.661631 loss: 12.105709 eta: 1 day, 0:04:45 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2821 images/s [04/16 12:39:38] ppdet.engine INFO: Epoch: [62] [4600/7329] learning_rate: 0.000100 loss_class: 0.550247 loss_bbox: 0.121637 loss_giou: 0.367321 loss_class_aux: 3.613639 loss_bbox_aux: 0.737900 loss_giou_aux: 2.342351 loss_class_dn: 0.314611 loss_bbox_dn: 0.104771 loss_giou_dn: 0.339618 loss_class_aux_dn: 1.707999 loss_bbox_aux_dn: 0.663360 loss_giou_aux_dn: 1.895977 loss: 13.027332 eta: 1 day, 0:04:09 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3414 images/s [04/16 12:40:17] ppdet.engine INFO: Epoch: [62] [4700/7329] learning_rate: 0.000100 loss_class: 0.556604 loss_bbox: 0.143812 loss_giou: 0.409433 loss_class_aux: 3.651865 loss_bbox_aux: 0.940937 loss_giou_aux: 2.560057 loss_class_dn: 0.331511 loss_bbox_dn: 0.152705 loss_giou_dn: 0.371865 loss_class_aux_dn: 1.770931 loss_bbox_aux_dn: 0.906924 loss_giou_aux_dn: 2.059345 loss: 13.573195 eta: 1 day, 0:03:34 batch_cost: 0.3497 data_cost: 0.0015 ips: 11.4372 images/s [04/16 12:40:56] ppdet.engine INFO: Epoch: [62] [4800/7329] learning_rate: 0.000100 loss_class: 0.536134 loss_bbox: 0.130292 loss_giou: 0.332254 loss_class_aux: 3.240144 loss_bbox_aux: 0.814960 loss_giou_aux: 2.197113 loss_class_dn: 0.308146 loss_bbox_dn: 0.122152 loss_giou_dn: 0.336967 loss_class_aux_dn: 1.649659 loss_bbox_aux_dn: 0.738006 loss_giou_aux_dn: 1.902842 loss: 13.231640 eta: 1 day, 0:02:58 batch_cost: 0.3548 data_cost: 0.0015 ips: 11.2724 images/s [04/16 12:41:35] ppdet.engine INFO: Epoch: [62] [4900/7329] learning_rate: 0.000100 loss_class: 0.497730 loss_bbox: 0.124701 loss_giou: 0.314866 loss_class_aux: 3.154436 loss_bbox_aux: 0.836824 loss_giou_aux: 1.976548 loss_class_dn: 0.300283 loss_bbox_dn: 0.138019 loss_giou_dn: 0.293153 loss_class_aux_dn: 1.641448 loss_bbox_aux_dn: 0.792954 loss_giou_aux_dn: 1.679801 loss: 12.337615 eta: 1 day, 0:02:23 batch_cost: 0.3507 data_cost: 0.0015 ips: 11.4067 images/s [04/16 12:42:15] ppdet.engine INFO: Epoch: [62] [5000/7329] learning_rate: 0.000100 loss_class: 0.541650 loss_bbox: 0.132329 loss_giou: 0.427197 loss_class_aux: 3.680430 loss_bbox_aux: 0.922149 loss_giou_aux: 2.682749 loss_class_dn: 0.338512 loss_bbox_dn: 0.156374 loss_giou_dn: 0.375496 loss_class_aux_dn: 1.837221 loss_bbox_aux_dn: 0.906693 loss_giou_aux_dn: 2.096080 loss: 14.421275 eta: 1 day, 0:01:47 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3333 images/s [04/16 12:42:54] ppdet.engine INFO: Epoch: [62] [5100/7329] learning_rate: 0.000100 loss_class: 0.530064 loss_bbox: 0.107212 loss_giou: 0.369986 loss_class_aux: 3.348394 loss_bbox_aux: 0.705466 loss_giou_aux: 2.425227 loss_class_dn: 0.298189 loss_bbox_dn: 0.102237 loss_giou_dn: 0.335414 loss_class_aux_dn: 1.615394 loss_bbox_aux_dn: 0.677424 loss_giou_aux_dn: 1.857632 loss: 12.432618 eta: 1 day, 0:01:12 batch_cost: 0.3506 data_cost: 0.0015 ips: 11.4103 images/s [04/16 12:43:33] ppdet.engine INFO: Epoch: [62] [5200/7329] learning_rate: 0.000100 loss_class: 0.603232 loss_bbox: 0.140697 loss_giou: 0.367627 loss_class_aux: 3.820993 loss_bbox_aux: 0.922343 loss_giou_aux: 2.390634 loss_class_dn: 0.335821 loss_bbox_dn: 0.145078 loss_giou_dn: 0.350177 loss_class_aux_dn: 1.806889 loss_bbox_aux_dn: 0.829865 loss_giou_aux_dn: 1.996309 loss: 14.539431 eta: 1 day, 0:00:36 batch_cost: 0.3533 data_cost: 0.0015 ips: 11.3217 images/s [04/16 12:44:13] ppdet.engine INFO: Epoch: [62] [5300/7329] learning_rate: 0.000100 loss_class: 0.540102 loss_bbox: 0.134195 loss_giou: 0.449997 loss_class_aux: 3.492011 loss_bbox_aux: 0.864812 loss_giou_aux: 2.874665 loss_class_dn: 0.326284 loss_bbox_dn: 0.126040 loss_giou_dn: 0.393785 loss_class_aux_dn: 1.727084 loss_bbox_aux_dn: 0.738597 loss_giou_aux_dn: 2.160399 loss: 14.173427 eta: 1 day, 0:00:01 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3015 images/s [04/16 12:44:52] ppdet.engine INFO: Epoch: [62] [5400/7329] learning_rate: 0.000100 loss_class: 0.595493 loss_bbox: 0.115575 loss_giou: 0.406986 loss_class_aux: 3.830929 loss_bbox_aux: 0.806647 loss_giou_aux: 2.549973 loss_class_dn: 0.351149 loss_bbox_dn: 0.125626 loss_giou_dn: 0.381082 loss_class_aux_dn: 1.844700 loss_bbox_aux_dn: 0.769853 loss_giou_aux_dn: 2.168215 loss: 14.679549 eta: 23:59:25 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3696 images/s [04/16 12:45:31] ppdet.engine INFO: Epoch: [62] [5500/7329] learning_rate: 0.000100 loss_class: 0.575219 loss_bbox: 0.117410 loss_giou: 0.415417 loss_class_aux: 3.593723 loss_bbox_aux: 0.776436 loss_giou_aux: 2.670904 loss_class_dn: 0.351878 loss_bbox_dn: 0.124848 loss_giou_dn: 0.393159 loss_class_aux_dn: 1.876594 loss_bbox_aux_dn: 0.736772 loss_giou_aux_dn: 2.173926 loss: 14.181244 eta: 23:58:50 batch_cost: 0.3516 data_cost: 0.0015 ips: 11.3778 images/s [04/16 12:46:11] ppdet.engine INFO: Epoch: [62] [5600/7329] learning_rate: 0.000100 loss_class: 0.596252 loss_bbox: 0.139943 loss_giou: 0.378897 loss_class_aux: 3.834705 loss_bbox_aux: 0.911729 loss_giou_aux: 2.387383 loss_class_dn: 0.345849 loss_bbox_dn: 0.158287 loss_giou_dn: 0.353484 loss_class_aux_dn: 1.846355 loss_bbox_aux_dn: 0.893716 loss_giou_aux_dn: 1.903393 loss: 14.621552 eta: 23:58:14 batch_cost: 0.3582 data_cost: 0.0016 ips: 11.1658 images/s [04/16 12:46:50] ppdet.engine INFO: Epoch: [62] [5700/7329] learning_rate: 0.000100 loss_class: 0.582308 loss_bbox: 0.152106 loss_giou: 0.373592 loss_class_aux: 3.693302 loss_bbox_aux: 0.974470 loss_giou_aux: 2.402577 loss_class_dn: 0.327268 loss_bbox_dn: 0.154311 loss_giou_dn: 0.323426 loss_class_aux_dn: 1.769328 loss_bbox_aux_dn: 0.870888 loss_giou_aux_dn: 1.806822 loss: 13.911641 eta: 23:57:39 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2509 images/s [04/16 12:47:30] ppdet.engine INFO: Epoch: [62] [5800/7329] learning_rate: 0.000100 loss_class: 0.539536 loss_bbox: 0.110808 loss_giou: 0.306716 loss_class_aux: 3.488402 loss_bbox_aux: 0.694212 loss_giou_aux: 1.990642 loss_class_dn: 0.284767 loss_bbox_dn: 0.116443 loss_giou_dn: 0.285357 loss_class_aux_dn: 1.600070 loss_bbox_aux_dn: 0.685885 loss_giou_aux_dn: 1.611777 loss: 12.880742 eta: 23:57:03 batch_cost: 0.3527 data_cost: 0.0015 ips: 11.3403 images/s [04/16 12:48:09] ppdet.engine INFO: Epoch: [62] [5900/7329] learning_rate: 0.000100 loss_class: 0.515775 loss_bbox: 0.110991 loss_giou: 0.306431 loss_class_aux: 3.210828 loss_bbox_aux: 0.734419 loss_giou_aux: 1.907781 loss_class_dn: 0.291507 loss_bbox_dn: 0.107990 loss_giou_dn: 0.292586 loss_class_aux_dn: 1.593452 loss_bbox_aux_dn: 0.669946 loss_giou_aux_dn: 1.667937 loss: 12.327312 eta: 23:56:28 batch_cost: 0.3511 data_cost: 0.0015 ips: 11.3925 images/s [04/16 12:48:48] ppdet.engine INFO: Epoch: [62] [6000/7329] learning_rate: 0.000100 loss_class: 0.517216 loss_bbox: 0.119414 loss_giou: 0.314047 loss_class_aux: 3.286673 loss_bbox_aux: 0.820349 loss_giou_aux: 1.958802 loss_class_dn: 0.292169 loss_bbox_dn: 0.134984 loss_giou_dn: 0.272538 loss_class_aux_dn: 1.588386 loss_bbox_aux_dn: 0.821805 loss_giou_aux_dn: 1.562361 loss: 11.605576 eta: 23:55:52 batch_cost: 0.3530 data_cost: 0.0016 ips: 11.3303 images/s [04/16 12:49:27] ppdet.engine INFO: Epoch: [62] [6100/7329] learning_rate: 0.000100 loss_class: 0.537323 loss_bbox: 0.119947 loss_giou: 0.385800 loss_class_aux: 3.473305 loss_bbox_aux: 0.794632 loss_giou_aux: 2.443730 loss_class_dn: 0.315160 loss_bbox_dn: 0.131080 loss_giou_dn: 0.356114 loss_class_aux_dn: 1.708768 loss_bbox_aux_dn: 0.805199 loss_giou_aux_dn: 1.989168 loss: 13.308860 eta: 23:55:17 batch_cost: 0.3502 data_cost: 0.0015 ips: 11.4219 images/s [04/16 12:50:07] ppdet.engine INFO: Epoch: [62] [6200/7329] learning_rate: 0.000100 loss_class: 0.552714 loss_bbox: 0.130219 loss_giou: 0.343788 loss_class_aux: 3.656995 loss_bbox_aux: 0.847882 loss_giou_aux: 2.099391 loss_class_dn: 0.323194 loss_bbox_dn: 0.130897 loss_giou_dn: 0.324471 loss_class_aux_dn: 1.735776 loss_bbox_aux_dn: 0.782078 loss_giou_aux_dn: 1.840998 loss: 13.549321 eta: 23:54:41 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2643 images/s [04/16 12:50:46] ppdet.engine INFO: Epoch: [62] [6300/7329] learning_rate: 0.000100 loss_class: 0.624449 loss_bbox: 0.135454 loss_giou: 0.431792 loss_class_aux: 4.041434 loss_bbox_aux: 0.880516 loss_giou_aux: 2.698414 loss_class_dn: 0.352871 loss_bbox_dn: 0.143777 loss_giou_dn: 0.404170 loss_class_aux_dn: 1.912915 loss_bbox_aux_dn: 0.833993 loss_giou_aux_dn: 2.279174 loss: 14.731058 eta: 23:54:06 batch_cost: 0.3558 data_cost: 0.0015 ips: 11.2428 images/s [04/16 12:51:26] ppdet.engine INFO: Epoch: [62] [6400/7329] learning_rate: 0.000100 loss_class: 0.519178 loss_bbox: 0.135324 loss_giou: 0.323898 loss_class_aux: 3.346238 loss_bbox_aux: 0.871694 loss_giou_aux: 2.075255 loss_class_dn: 0.289817 loss_bbox_dn: 0.129558 loss_giou_dn: 0.296659 loss_class_aux_dn: 1.645108 loss_bbox_aux_dn: 0.776882 loss_giou_aux_dn: 1.691577 loss: 12.237196 eta: 23:53:31 batch_cost: 0.3565 data_cost: 0.0017 ips: 11.2208 images/s [04/16 12:52:06] ppdet.engine INFO: Epoch: [62] [6500/7329] learning_rate: 0.000100 loss_class: 0.556031 loss_bbox: 0.130558 loss_giou: 0.391371 loss_class_aux: 3.505235 loss_bbox_aux: 0.864344 loss_giou_aux: 2.516143 loss_class_dn: 0.337854 loss_bbox_dn: 0.128058 loss_giou_dn: 0.358455 loss_class_aux_dn: 1.769693 loss_bbox_aux_dn: 0.755405 loss_giou_aux_dn: 2.044647 loss: 13.675529 eta: 23:52:56 batch_cost: 0.3589 data_cost: 0.0015 ips: 11.1449 images/s [04/16 12:52:45] ppdet.engine INFO: Epoch: [62] [6600/7329] learning_rate: 0.000100 loss_class: 0.582460 loss_bbox: 0.120854 loss_giou: 0.361118 loss_class_aux: 3.756376 loss_bbox_aux: 0.798386 loss_giou_aux: 2.268046 loss_class_dn: 0.337191 loss_bbox_dn: 0.128308 loss_giou_dn: 0.329980 loss_class_aux_dn: 1.846516 loss_bbox_aux_dn: 0.747245 loss_giou_aux_dn: 1.881747 loss: 13.733309 eta: 23:52:20 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3745 images/s [04/16 12:53:24] ppdet.engine INFO: Epoch: [62] [6700/7329] learning_rate: 0.000100 loss_class: 0.538943 loss_bbox: 0.129230 loss_giou: 0.329759 loss_class_aux: 3.417958 loss_bbox_aux: 0.793574 loss_giou_aux: 2.208717 loss_class_dn: 0.326074 loss_bbox_dn: 0.132394 loss_giou_dn: 0.343997 loss_class_aux_dn: 1.767951 loss_bbox_aux_dn: 0.770661 loss_giou_aux_dn: 1.929705 loss: 13.822025 eta: 23:51:45 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2922 images/s [04/16 12:54:03] ppdet.engine INFO: Epoch: [62] [6800/7329] learning_rate: 0.000100 loss_class: 0.545437 loss_bbox: 0.116710 loss_giou: 0.334283 loss_class_aux: 3.507634 loss_bbox_aux: 0.732094 loss_giou_aux: 2.169428 loss_class_dn: 0.309721 loss_bbox_dn: 0.107324 loss_giou_dn: 0.332273 loss_class_aux_dn: 1.678410 loss_bbox_aux_dn: 0.661685 loss_giou_aux_dn: 1.882931 loss: 12.976093 eta: 23:51:09 batch_cost: 0.3494 data_cost: 0.0016 ips: 11.4486 images/s [04/16 12:54:43] ppdet.engine INFO: Epoch: [62] [6900/7329] learning_rate: 0.000100 loss_class: 0.566665 loss_bbox: 0.140240 loss_giou: 0.394325 loss_class_aux: 3.602718 loss_bbox_aux: 0.901518 loss_giou_aux: 2.516046 loss_class_dn: 0.329544 loss_bbox_dn: 0.133906 loss_giou_dn: 0.378501 loss_class_aux_dn: 1.788488 loss_bbox_aux_dn: 0.795270 loss_giou_aux_dn: 2.089453 loss: 14.438808 eta: 23:50:34 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2555 images/s [04/16 12:55:22] ppdet.engine INFO: Epoch: [62] [7000/7329] learning_rate: 0.000100 loss_class: 0.542925 loss_bbox: 0.141356 loss_giou: 0.345513 loss_class_aux: 3.499547 loss_bbox_aux: 0.895610 loss_giou_aux: 2.090760 loss_class_dn: 0.327331 loss_bbox_dn: 0.136351 loss_giou_dn: 0.319816 loss_class_aux_dn: 1.795679 loss_bbox_aux_dn: 0.832789 loss_giou_aux_dn: 1.802039 loss: 13.315699 eta: 23:49:58 batch_cost: 0.3526 data_cost: 0.0015 ips: 11.3439 images/s [04/16 12:56:01] ppdet.engine INFO: Epoch: [62] [7100/7329] learning_rate: 0.000100 loss_class: 0.533298 loss_bbox: 0.126681 loss_giou: 0.341784 loss_class_aux: 3.557811 loss_bbox_aux: 0.814260 loss_giou_aux: 2.124768 loss_class_dn: 0.304550 loss_bbox_dn: 0.136619 loss_giou_dn: 0.334303 loss_class_aux_dn: 1.667653 loss_bbox_aux_dn: 0.815270 loss_giou_aux_dn: 1.876043 loss: 13.429842 eta: 23:49:22 batch_cost: 0.3473 data_cost: 0.0015 ips: 11.5187 images/s [04/16 12:56:41] ppdet.engine INFO: Epoch: [62] [7200/7329] learning_rate: 0.000100 loss_class: 0.572018 loss_bbox: 0.137288 loss_giou: 0.398311 loss_class_aux: 3.714379 loss_bbox_aux: 0.879513 loss_giou_aux: 2.507180 loss_class_dn: 0.329943 loss_bbox_dn: 0.144673 loss_giou_dn: 0.363737 loss_class_aux_dn: 1.767968 loss_bbox_aux_dn: 0.843567 loss_giou_aux_dn: 2.011725 loss: 13.497314 eta: 23:48:47 batch_cost: 0.3554 data_cost: 0.0016 ips: 11.2536 images/s [04/16 12:57:20] ppdet.engine INFO: Epoch: [62] [7300/7329] learning_rate: 0.000100 loss_class: 0.543312 loss_bbox: 0.126346 loss_giou: 0.353854 loss_class_aux: 3.472546 loss_bbox_aux: 0.792256 loss_giou_aux: 2.257222 loss_class_dn: 0.327105 loss_bbox_dn: 0.111668 loss_giou_dn: 0.347446 loss_class_aux_dn: 1.741455 loss_bbox_aux_dn: 0.699851 loss_giou_aux_dn: 1.944253 loss: 13.095072 eta: 23:48:11 batch_cost: 0.3551 data_cost: 0.0016 ips: 11.2652 images/s [04/16 12:57:34] ppdet.engine INFO: Eval iter: 0 [04/16 12:57:46] ppdet.engine INFO: Eval iter: 100 [04/16 12:57:58] ppdet.engine INFO: Eval iter: 200 [04/16 12:58:10] ppdet.engine INFO: Eval iter: 300 [04/16 12:58:22] ppdet.engine INFO: Eval iter: 400 [04/16 12:58:34] ppdet.engine INFO: Eval iter: 500 [04/16 12:58:46] ppdet.engine INFO: Eval iter: 600 [04/16 12:59:08] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 12:59:09] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.74s). Accumulating evaluation results... DONE (t=16.54s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 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 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.733 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 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 13:00:53] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.91141535596006 [04/16 13:00:53] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 13:00:54] ppdet.engine INFO: Epoch: [63] [ 0/7329] learning_rate: 0.000100 loss_class: 0.510907 loss_bbox: 0.122162 loss_giou: 0.353854 loss_class_aux: 3.388943 loss_bbox_aux: 0.780548 loss_giou_aux: 2.226191 loss_class_dn: 0.331393 loss_bbox_dn: 0.112695 loss_giou_dn: 0.330287 loss_class_aux_dn: 1.749991 loss_bbox_aux_dn: 0.699641 loss_giou_aux_dn: 1.836657 loss: 13.020901 eta: 23:48:01 batch_cost: 0.3540 data_cost: 0.0015 ips: 11.3004 images/s [04/16 13:01:34] ppdet.engine INFO: Epoch: [63] [ 100/7329] learning_rate: 0.000100 loss_class: 0.605341 loss_bbox: 0.128140 loss_giou: 0.391658 loss_class_aux: 3.868507 loss_bbox_aux: 0.823954 loss_giou_aux: 2.442463 loss_class_dn: 0.328203 loss_bbox_dn: 0.134363 loss_giou_dn: 0.355620 loss_class_aux_dn: 1.749846 loss_bbox_aux_dn: 0.808210 loss_giou_aux_dn: 1.973175 loss: 14.177622 eta: 23:47:26 batch_cost: 0.3575 data_cost: 0.0015 ips: 11.1893 images/s [04/16 13:02:14] ppdet.engine INFO: Epoch: [63] [ 200/7329] learning_rate: 0.000100 loss_class: 0.562168 loss_bbox: 0.115302 loss_giou: 0.368631 loss_class_aux: 3.585757 loss_bbox_aux: 0.825400 loss_giou_aux: 2.329078 loss_class_dn: 0.339781 loss_bbox_dn: 0.121521 loss_giou_dn: 0.346211 loss_class_aux_dn: 1.829403 loss_bbox_aux_dn: 0.700703 loss_giou_aux_dn: 1.941345 loss: 13.141605 eta: 23:46:51 batch_cost: 0.3582 data_cost: 0.0015 ips: 11.1658 images/s [04/16 13:02:53] ppdet.engine INFO: Epoch: [63] [ 300/7329] learning_rate: 0.000100 loss_class: 0.582386 loss_bbox: 0.132120 loss_giou: 0.406381 loss_class_aux: 3.649882 loss_bbox_aux: 0.871263 loss_giou_aux: 2.530428 loss_class_dn: 0.360074 loss_bbox_dn: 0.130051 loss_giou_dn: 0.371037 loss_class_aux_dn: 1.914399 loss_bbox_aux_dn: 0.780636 loss_giou_aux_dn: 2.111201 loss: 14.367783 eta: 23:46:15 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3161 images/s [04/16 13:03:32] ppdet.engine INFO: Epoch: [63] [ 400/7329] learning_rate: 0.000100 loss_class: 0.550970 loss_bbox: 0.129570 loss_giou: 0.320907 loss_class_aux: 3.457833 loss_bbox_aux: 0.832249 loss_giou_aux: 1.983126 loss_class_dn: 0.318120 loss_bbox_dn: 0.122696 loss_giou_dn: 0.291935 loss_class_aux_dn: 1.754906 loss_bbox_aux_dn: 0.730410 loss_giou_aux_dn: 1.669463 loss: 12.616931 eta: 23:45:40 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.2984 images/s [04/16 13:04:12] ppdet.engine INFO: Epoch: [63] [ 500/7329] learning_rate: 0.000100 loss_class: 0.535801 loss_bbox: 0.141950 loss_giou: 0.359714 loss_class_aux: 3.501055 loss_bbox_aux: 0.861915 loss_giou_aux: 2.252593 loss_class_dn: 0.314045 loss_bbox_dn: 0.140517 loss_giou_dn: 0.313936 loss_class_aux_dn: 1.672948 loss_bbox_aux_dn: 0.884966 loss_giou_aux_dn: 1.825290 loss: 13.142954 eta: 23:45:04 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3105 images/s [04/16 13:04:52] ppdet.engine INFO: Epoch: [63] [ 600/7329] learning_rate: 0.000100 loss_class: 0.569600 loss_bbox: 0.122793 loss_giou: 0.310601 loss_class_aux: 3.682574 loss_bbox_aux: 0.831551 loss_giou_aux: 1.946881 loss_class_dn: 0.284997 loss_bbox_dn: 0.135996 loss_giou_dn: 0.284787 loss_class_aux_dn: 1.536039 loss_bbox_aux_dn: 0.809187 loss_giou_aux_dn: 1.614121 loss: 12.761110 eta: 23:44:29 batch_cost: 0.3556 data_cost: 0.0015 ips: 11.2490 images/s [04/16 13:05:31] ppdet.engine INFO: Epoch: [63] [ 700/7329] learning_rate: 0.000100 loss_class: 0.648311 loss_bbox: 0.140545 loss_giou: 0.446539 loss_class_aux: 4.130221 loss_bbox_aux: 0.939420 loss_giou_aux: 2.816652 loss_class_dn: 0.380428 loss_bbox_dn: 0.149540 loss_giou_dn: 0.434062 loss_class_aux_dn: 2.000697 loss_bbox_aux_dn: 0.897992 loss_giou_aux_dn: 2.458656 loss: 15.405184 eta: 23:43:53 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2691 images/s [04/16 13:06:10] ppdet.engine INFO: Epoch: [63] [ 800/7329] learning_rate: 0.000100 loss_class: 0.600244 loss_bbox: 0.136060 loss_giou: 0.387613 loss_class_aux: 3.810715 loss_bbox_aux: 0.855235 loss_giou_aux: 2.494219 loss_class_dn: 0.349780 loss_bbox_dn: 0.133981 loss_giou_dn: 0.363330 loss_class_aux_dn: 1.840985 loss_bbox_aux_dn: 0.833110 loss_giou_aux_dn: 2.121470 loss: 14.578552 eta: 23:43:18 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3398 images/s [04/16 13:06:50] ppdet.engine INFO: Epoch: [63] [ 900/7329] learning_rate: 0.000100 loss_class: 0.565684 loss_bbox: 0.122933 loss_giou: 0.347479 loss_class_aux: 3.631212 loss_bbox_aux: 0.821229 loss_giou_aux: 2.166640 loss_class_dn: 0.319959 loss_bbox_dn: 0.124163 loss_giou_dn: 0.309486 loss_class_aux_dn: 1.740574 loss_bbox_aux_dn: 0.768337 loss_giou_aux_dn: 1.784002 loss: 12.183907 eta: 23:42:42 batch_cost: 0.3514 data_cost: 0.0015 ips: 11.3833 images/s [04/16 13:07:29] ppdet.engine INFO: Epoch: [63] [1000/7329] learning_rate: 0.000100 loss_class: 0.618040 loss_bbox: 0.130350 loss_giou: 0.396854 loss_class_aux: 4.093378 loss_bbox_aux: 0.834683 loss_giou_aux: 2.517282 loss_class_dn: 0.348713 loss_bbox_dn: 0.149763 loss_giou_dn: 0.376161 loss_class_aux_dn: 1.855550 loss_bbox_aux_dn: 0.894801 loss_giou_aux_dn: 2.120420 loss: 14.415171 eta: 23:42:07 batch_cost: 0.3547 data_cost: 0.0015 ips: 11.2770 images/s [04/16 13:08:08] ppdet.engine INFO: Epoch: [63] [1100/7329] learning_rate: 0.000100 loss_class: 0.555794 loss_bbox: 0.137921 loss_giou: 0.341744 loss_class_aux: 3.467534 loss_bbox_aux: 0.899700 loss_giou_aux: 2.190192 loss_class_dn: 0.314024 loss_bbox_dn: 0.137265 loss_giou_dn: 0.334820 loss_class_aux_dn: 1.710721 loss_bbox_aux_dn: 0.820150 loss_giou_aux_dn: 1.854560 loss: 13.653674 eta: 23:41:32 batch_cost: 0.3537 data_cost: 0.0015 ips: 11.3088 images/s [04/16 13:08:48] ppdet.engine INFO: Epoch: [63] [1200/7329] learning_rate: 0.000100 loss_class: 0.472771 loss_bbox: 0.114899 loss_giou: 0.344743 loss_class_aux: 3.124130 loss_bbox_aux: 0.746017 loss_giou_aux: 2.237463 loss_class_dn: 0.288962 loss_bbox_dn: 0.131635 loss_giou_dn: 0.323345 loss_class_aux_dn: 1.563684 loss_bbox_aux_dn: 0.752259 loss_giou_aux_dn: 1.808373 loss: 11.914241 eta: 23:40:56 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3590 images/s [04/16 13:09:27] ppdet.engine INFO: Epoch: [63] [1300/7329] learning_rate: 0.000100 loss_class: 0.598461 loss_bbox: 0.132612 loss_giou: 0.362556 loss_class_aux: 3.725912 loss_bbox_aux: 0.853281 loss_giou_aux: 2.330451 loss_class_dn: 0.351094 loss_bbox_dn: 0.129415 loss_giou_dn: 0.358139 loss_class_aux_dn: 1.876178 loss_bbox_aux_dn: 0.795858 loss_giou_aux_dn: 2.003878 loss: 14.190626 eta: 23:40:21 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2870 images/s [04/16 13:10:06] ppdet.engine INFO: Epoch: [63] [1400/7329] learning_rate: 0.000100 loss_class: 0.542039 loss_bbox: 0.124413 loss_giou: 0.365727 loss_class_aux: 3.517901 loss_bbox_aux: 0.757285 loss_giou_aux: 2.194075 loss_class_dn: 0.309636 loss_bbox_dn: 0.125986 loss_giou_dn: 0.334062 loss_class_aux_dn: 1.661678 loss_bbox_aux_dn: 0.778978 loss_giou_aux_dn: 1.863195 loss: 12.895916 eta: 23:39:45 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3640 images/s [04/16 13:10:46] ppdet.engine INFO: Epoch: [63] [1500/7329] learning_rate: 0.000100 loss_class: 0.558134 loss_bbox: 0.128753 loss_giou: 0.369473 loss_class_aux: 3.739190 loss_bbox_aux: 0.852256 loss_giou_aux: 2.362156 loss_class_dn: 0.326309 loss_bbox_dn: 0.129485 loss_giou_dn: 0.339697 loss_class_aux_dn: 1.756244 loss_bbox_aux_dn: 0.764529 loss_giou_aux_dn: 1.927427 loss: 13.529114 eta: 23:39:10 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3338 images/s [04/16 13:11:25] ppdet.engine INFO: Epoch: [63] [1600/7329] learning_rate: 0.000100 loss_class: 0.503989 loss_bbox: 0.123103 loss_giou: 0.349388 loss_class_aux: 3.390270 loss_bbox_aux: 0.814831 loss_giou_aux: 2.210775 loss_class_dn: 0.327651 loss_bbox_dn: 0.124268 loss_giou_dn: 0.307103 loss_class_aux_dn: 1.761693 loss_bbox_aux_dn: 0.740511 loss_giou_aux_dn: 1.722795 loss: 12.379372 eta: 23:38:34 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3037 images/s [04/16 13:12:05] ppdet.engine INFO: Epoch: [63] [1700/7329] learning_rate: 0.000100 loss_class: 0.512557 loss_bbox: 0.112568 loss_giou: 0.349874 loss_class_aux: 3.287424 loss_bbox_aux: 0.765337 loss_giou_aux: 2.236588 loss_class_dn: 0.301463 loss_bbox_dn: 0.114779 loss_giou_dn: 0.314260 loss_class_aux_dn: 1.585498 loss_bbox_aux_dn: 0.690472 loss_giou_aux_dn: 1.784976 loss: 11.203598 eta: 23:37:59 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2778 images/s [04/16 13:12:44] ppdet.engine INFO: Epoch: [63] [1800/7329] learning_rate: 0.000100 loss_class: 0.552094 loss_bbox: 0.119382 loss_giou: 0.330912 loss_class_aux: 3.626576 loss_bbox_aux: 0.741636 loss_giou_aux: 2.066861 loss_class_dn: 0.320348 loss_bbox_dn: 0.114985 loss_giou_dn: 0.315749 loss_class_aux_dn: 1.747588 loss_bbox_aux_dn: 0.671983 loss_giou_aux_dn: 1.780349 loss: 12.870348 eta: 23:37:23 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2938 images/s [04/16 13:13:23] ppdet.engine INFO: Epoch: [63] [1900/7329] learning_rate: 0.000100 loss_class: 0.542896 loss_bbox: 0.118148 loss_giou: 0.383645 loss_class_aux: 3.364838 loss_bbox_aux: 0.757796 loss_giou_aux: 2.399489 loss_class_dn: 0.311575 loss_bbox_dn: 0.123377 loss_giou_dn: 0.358526 loss_class_aux_dn: 1.677105 loss_bbox_aux_dn: 0.742457 loss_giou_aux_dn: 2.025171 loss: 13.141397 eta: 23:36:48 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3475 images/s [04/16 13:14:03] ppdet.engine INFO: Epoch: [63] [2000/7329] learning_rate: 0.000100 loss_class: 0.491836 loss_bbox: 0.135427 loss_giou: 0.366497 loss_class_aux: 3.203385 loss_bbox_aux: 0.898421 loss_giou_aux: 2.350126 loss_class_dn: 0.294476 loss_bbox_dn: 0.124490 loss_giou_dn: 0.348546 loss_class_aux_dn: 1.610507 loss_bbox_aux_dn: 0.708581 loss_giou_aux_dn: 1.918071 loss: 13.278777 eta: 23:36:12 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3686 images/s [04/16 13:14:42] ppdet.engine INFO: Epoch: [63] [2100/7329] learning_rate: 0.000100 loss_class: 0.545886 loss_bbox: 0.128089 loss_giou: 0.333657 loss_class_aux: 3.625200 loss_bbox_aux: 0.835541 loss_giou_aux: 2.113724 loss_class_dn: 0.305735 loss_bbox_dn: 0.126495 loss_giou_dn: 0.324537 loss_class_aux_dn: 1.648866 loss_bbox_aux_dn: 0.747656 loss_giou_aux_dn: 1.773797 loss: 12.225358 eta: 23:35:37 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1913 images/s [04/16 13:15:22] ppdet.engine INFO: Epoch: [63] [2200/7329] learning_rate: 0.000100 loss_class: 0.615083 loss_bbox: 0.123327 loss_giou: 0.416017 loss_class_aux: 3.800651 loss_bbox_aux: 0.816215 loss_giou_aux: 2.625496 loss_class_dn: 0.339992 loss_bbox_dn: 0.129649 loss_giou_dn: 0.380146 loss_class_aux_dn: 1.844554 loss_bbox_aux_dn: 0.750430 loss_giou_aux_dn: 2.107919 loss: 15.134045 eta: 23:35:01 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2918 images/s [04/16 13:16:01] ppdet.engine INFO: Epoch: [63] [2300/7329] learning_rate: 0.000100 loss_class: 0.526840 loss_bbox: 0.115046 loss_giou: 0.298199 loss_class_aux: 3.338173 loss_bbox_aux: 0.777005 loss_giou_aux: 1.885595 loss_class_dn: 0.277059 loss_bbox_dn: 0.114984 loss_giou_dn: 0.299422 loss_class_aux_dn: 1.548060 loss_bbox_aux_dn: 0.697069 loss_giou_aux_dn: 1.630766 loss: 11.570312 eta: 23:34:26 batch_cost: 0.3478 data_cost: 0.0013 ips: 11.5019 images/s [04/16 13:16:40] ppdet.engine INFO: Epoch: [63] [2400/7329] learning_rate: 0.000100 loss_class: 0.537667 loss_bbox: 0.131108 loss_giou: 0.381167 loss_class_aux: 3.341066 loss_bbox_aux: 0.879638 loss_giou_aux: 2.347211 loss_class_dn: 0.303036 loss_bbox_dn: 0.125396 loss_giou_dn: 0.328114 loss_class_aux_dn: 1.618649 loss_bbox_aux_dn: 0.766850 loss_giou_aux_dn: 1.836076 loss: 13.333794 eta: 23:33:50 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3039 images/s [04/16 13:17:20] ppdet.engine INFO: Epoch: [63] [2500/7329] learning_rate: 0.000100 loss_class: 0.585950 loss_bbox: 0.127686 loss_giou: 0.375965 loss_class_aux: 3.775560 loss_bbox_aux: 0.842511 loss_giou_aux: 2.276056 loss_class_dn: 0.336997 loss_bbox_dn: 0.134879 loss_giou_dn: 0.347715 loss_class_aux_dn: 1.810620 loss_bbox_aux_dn: 0.791444 loss_giou_aux_dn: 1.962415 loss: 14.575405 eta: 23:33:15 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2714 images/s [04/16 13:18:00] ppdet.engine INFO: Epoch: [63] [2600/7329] learning_rate: 0.000100 loss_class: 0.564202 loss_bbox: 0.122337 loss_giou: 0.397580 loss_class_aux: 3.650016 loss_bbox_aux: 0.845386 loss_giou_aux: 2.511517 loss_class_dn: 0.339211 loss_bbox_dn: 0.122922 loss_giou_dn: 0.344893 loss_class_aux_dn: 1.850231 loss_bbox_aux_dn: 0.708780 loss_giou_aux_dn: 1.966292 loss: 13.625879 eta: 23:32:40 batch_cost: 0.3612 data_cost: 0.0014 ips: 11.0738 images/s [04/16 13:18:39] ppdet.engine INFO: Epoch: [63] [2700/7329] learning_rate: 0.000100 loss_class: 0.550840 loss_bbox: 0.132992 loss_giou: 0.383934 loss_class_aux: 3.595496 loss_bbox_aux: 0.874215 loss_giou_aux: 2.436743 loss_class_dn: 0.324903 loss_bbox_dn: 0.132337 loss_giou_dn: 0.354585 loss_class_aux_dn: 1.741867 loss_bbox_aux_dn: 0.793503 loss_giou_aux_dn: 2.013402 loss: 13.937311 eta: 23:32:04 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3012 images/s [04/16 13:19:19] ppdet.engine INFO: Epoch: [63] [2800/7329] learning_rate: 0.000100 loss_class: 0.549495 loss_bbox: 0.134789 loss_giou: 0.385489 loss_class_aux: 3.543286 loss_bbox_aux: 0.863850 loss_giou_aux: 2.483911 loss_class_dn: 0.330616 loss_bbox_dn: 0.123868 loss_giou_dn: 0.363884 loss_class_aux_dn: 1.795818 loss_bbox_aux_dn: 0.789810 loss_giou_aux_dn: 2.047978 loss: 14.337557 eta: 23:31:29 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2327 images/s [04/16 13:19:58] ppdet.engine INFO: Epoch: [63] [2900/7329] learning_rate: 0.000100 loss_class: 0.599684 loss_bbox: 0.130786 loss_giou: 0.458728 loss_class_aux: 3.651498 loss_bbox_aux: 0.857770 loss_giou_aux: 2.864951 loss_class_dn: 0.375549 loss_bbox_dn: 0.130887 loss_giou_dn: 0.418933 loss_class_aux_dn: 1.994853 loss_bbox_aux_dn: 0.759313 loss_giou_aux_dn: 2.315224 loss: 15.758553 eta: 23:30:53 batch_cost: 0.3506 data_cost: 0.0014 ips: 11.4077 images/s [04/16 13:20:37] ppdet.engine INFO: Epoch: [63] [3000/7329] learning_rate: 0.000100 loss_class: 0.568230 loss_bbox: 0.144826 loss_giou: 0.344117 loss_class_aux: 3.648206 loss_bbox_aux: 0.934186 loss_giou_aux: 2.237929 loss_class_dn: 0.333772 loss_bbox_dn: 0.145051 loss_giou_dn: 0.325787 loss_class_aux_dn: 1.806893 loss_bbox_aux_dn: 0.881704 loss_giou_aux_dn: 1.852685 loss: 14.044531 eta: 23:30:18 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3414 images/s [04/16 13:21:16] ppdet.engine INFO: Epoch: [63] [3100/7329] learning_rate: 0.000100 loss_class: 0.461894 loss_bbox: 0.111832 loss_giou: 0.319850 loss_class_aux: 3.004581 loss_bbox_aux: 0.725231 loss_giou_aux: 1.992007 loss_class_dn: 0.281272 loss_bbox_dn: 0.115148 loss_giou_dn: 0.277517 loss_class_aux_dn: 1.513398 loss_bbox_aux_dn: 0.700222 loss_giou_aux_dn: 1.599073 loss: 11.040266 eta: 23:29:42 batch_cost: 0.3497 data_cost: 0.0014 ips: 11.4370 images/s [04/16 13:21:55] ppdet.engine INFO: Epoch: [63] [3200/7329] learning_rate: 0.000100 loss_class: 0.553357 loss_bbox: 0.123209 loss_giou: 0.374945 loss_class_aux: 3.421911 loss_bbox_aux: 0.823951 loss_giou_aux: 2.441381 loss_class_dn: 0.343484 loss_bbox_dn: 0.122961 loss_giou_dn: 0.342385 loss_class_aux_dn: 1.838405 loss_bbox_aux_dn: 0.736437 loss_giou_aux_dn: 2.019274 loss: 13.165041 eta: 23:29:07 batch_cost: 0.3524 data_cost: 0.0014 ips: 11.3502 images/s [04/16 13:22:35] ppdet.engine INFO: Epoch: [63] [3300/7329] learning_rate: 0.000100 loss_class: 0.596829 loss_bbox: 0.137016 loss_giou: 0.414355 loss_class_aux: 3.868868 loss_bbox_aux: 0.860767 loss_giou_aux: 2.669910 loss_class_dn: 0.363920 loss_bbox_dn: 0.121455 loss_giou_dn: 0.406754 loss_class_aux_dn: 1.999343 loss_bbox_aux_dn: 0.721130 loss_giou_aux_dn: 2.292103 loss: 15.440104 eta: 23:28:31 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2846 images/s [04/16 13:23:14] ppdet.engine INFO: Epoch: [63] [3400/7329] learning_rate: 0.000100 loss_class: 0.543757 loss_bbox: 0.128122 loss_giou: 0.362650 loss_class_aux: 3.384021 loss_bbox_aux: 0.846261 loss_giou_aux: 2.276797 loss_class_dn: 0.316221 loss_bbox_dn: 0.131029 loss_giou_dn: 0.326659 loss_class_aux_dn: 1.691219 loss_bbox_aux_dn: 0.800483 loss_giou_aux_dn: 1.868888 loss: 13.061115 eta: 23:27:56 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3192 images/s [04/16 13:23:54] ppdet.engine INFO: Epoch: [63] [3500/7329] learning_rate: 0.000100 loss_class: 0.587522 loss_bbox: 0.130109 loss_giou: 0.339214 loss_class_aux: 3.610354 loss_bbox_aux: 0.851845 loss_giou_aux: 2.126840 loss_class_dn: 0.325004 loss_bbox_dn: 0.128701 loss_giou_dn: 0.306790 loss_class_aux_dn: 1.735749 loss_bbox_aux_dn: 0.811639 loss_giou_aux_dn: 1.719081 loss: 13.343903 eta: 23:27:21 batch_cost: 0.3592 data_cost: 0.0014 ips: 11.1358 images/s [04/16 13:24:34] ppdet.engine INFO: Epoch: [63] [3600/7329] learning_rate: 0.000100 loss_class: 0.573224 loss_bbox: 0.126283 loss_giou: 0.382087 loss_class_aux: 3.580570 loss_bbox_aux: 0.862143 loss_giou_aux: 2.397426 loss_class_dn: 0.322135 loss_bbox_dn: 0.121196 loss_giou_dn: 0.333597 loss_class_aux_dn: 1.738100 loss_bbox_aux_dn: 0.745031 loss_giou_aux_dn: 1.874064 loss: 12.989858 eta: 23:26:45 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2624 images/s [04/16 13:25:13] ppdet.engine INFO: Epoch: [63] [3700/7329] learning_rate: 0.000100 loss_class: 0.540503 loss_bbox: 0.110173 loss_giou: 0.363717 loss_class_aux: 3.510911 loss_bbox_aux: 0.762954 loss_giou_aux: 2.402885 loss_class_dn: 0.311456 loss_bbox_dn: 0.117533 loss_giou_dn: 0.328079 loss_class_aux_dn: 1.676278 loss_bbox_aux_dn: 0.704412 loss_giou_aux_dn: 1.943805 loss: 13.206774 eta: 23:26:10 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3251 images/s [04/16 13:25:53] ppdet.engine INFO: Epoch: [63] [3800/7329] learning_rate: 0.000100 loss_class: 0.495882 loss_bbox: 0.115881 loss_giou: 0.348942 loss_class_aux: 3.132381 loss_bbox_aux: 0.789859 loss_giou_aux: 2.210587 loss_class_dn: 0.296638 loss_bbox_dn: 0.127140 loss_giou_dn: 0.293064 loss_class_aux_dn: 1.589889 loss_bbox_aux_dn: 0.770308 loss_giou_aux_dn: 1.679660 loss: 12.293400 eta: 23:25:34 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2656 images/s [04/16 13:26:32] ppdet.engine INFO: Epoch: [63] [3900/7329] learning_rate: 0.000100 loss_class: 0.557508 loss_bbox: 0.128202 loss_giou: 0.404291 loss_class_aux: 3.558630 loss_bbox_aux: 0.814924 loss_giou_aux: 2.565144 loss_class_dn: 0.342540 loss_bbox_dn: 0.125461 loss_giou_dn: 0.361485 loss_class_aux_dn: 1.824940 loss_bbox_aux_dn: 0.750611 loss_giou_aux_dn: 2.056063 loss: 13.937300 eta: 23:24:59 batch_cost: 0.3524 data_cost: 0.0015 ips: 11.3502 images/s [04/16 13:27:11] ppdet.engine INFO: Epoch: [63] [4000/7329] learning_rate: 0.000100 loss_class: 0.520941 loss_bbox: 0.129776 loss_giou: 0.392088 loss_class_aux: 3.340755 loss_bbox_aux: 0.851335 loss_giou_aux: 2.493974 loss_class_dn: 0.326554 loss_bbox_dn: 0.128479 loss_giou_dn: 0.360864 loss_class_aux_dn: 1.787853 loss_bbox_aux_dn: 0.770203 loss_giou_aux_dn: 2.029263 loss: 14.030306 eta: 23:24:23 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3302 images/s [04/16 13:27:51] ppdet.engine INFO: Epoch: [63] [4100/7329] learning_rate: 0.000100 loss_class: 0.515923 loss_bbox: 0.119013 loss_giou: 0.309514 loss_class_aux: 3.366487 loss_bbox_aux: 0.786194 loss_giou_aux: 1.891126 loss_class_dn: 0.310368 loss_bbox_dn: 0.123281 loss_giou_dn: 0.300697 loss_class_aux_dn: 1.705780 loss_bbox_aux_dn: 0.778183 loss_giou_aux_dn: 1.742320 loss: 12.459558 eta: 23:23:48 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2609 images/s [04/16 13:28:30] ppdet.engine INFO: Epoch: [63] [4200/7329] learning_rate: 0.000100 loss_class: 0.672473 loss_bbox: 0.155710 loss_giou: 0.509799 loss_class_aux: 4.311040 loss_bbox_aux: 0.988145 loss_giou_aux: 3.168055 loss_class_dn: 0.380869 loss_bbox_dn: 0.134694 loss_giou_dn: 0.454635 loss_class_aux_dn: 2.069997 loss_bbox_aux_dn: 0.836205 loss_giou_aux_dn: 2.510716 loss: 16.860123 eta: 23:23:12 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4010 images/s [04/16 13:29:09] ppdet.engine INFO: Epoch: [63] [4300/7329] learning_rate: 0.000100 loss_class: 0.624287 loss_bbox: 0.117201 loss_giou: 0.417219 loss_class_aux: 3.935662 loss_bbox_aux: 0.804415 loss_giou_aux: 2.622989 loss_class_dn: 0.363707 loss_bbox_dn: 0.125640 loss_giou_dn: 0.408255 loss_class_aux_dn: 1.942732 loss_bbox_aux_dn: 0.796519 loss_giou_aux_dn: 2.246044 loss: 14.830471 eta: 23:22:37 batch_cost: 0.3491 data_cost: 0.0014 ips: 11.4579 images/s [04/16 13:29:48] ppdet.engine INFO: Epoch: [63] [4400/7329] learning_rate: 0.000100 loss_class: 0.629141 loss_bbox: 0.134599 loss_giou: 0.415921 loss_class_aux: 4.058635 loss_bbox_aux: 0.920392 loss_giou_aux: 2.705913 loss_class_dn: 0.343513 loss_bbox_dn: 0.137493 loss_giou_dn: 0.369044 loss_class_aux_dn: 1.866374 loss_bbox_aux_dn: 0.837517 loss_giou_aux_dn: 2.086204 loss: 14.656046 eta: 23:22:01 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3331 images/s [04/16 13:30:27] ppdet.engine INFO: Epoch: [63] [4500/7329] learning_rate: 0.000100 loss_class: 0.574117 loss_bbox: 0.146808 loss_giou: 0.464355 loss_class_aux: 3.597168 loss_bbox_aux: 0.943026 loss_giou_aux: 2.883694 loss_class_dn: 0.334787 loss_bbox_dn: 0.138268 loss_giou_dn: 0.410206 loss_class_aux_dn: 1.773345 loss_bbox_aux_dn: 0.853234 loss_giou_aux_dn: 2.249609 loss: 14.977676 eta: 23:21:26 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3676 images/s [04/16 13:31:06] ppdet.engine INFO: Epoch: [63] [4600/7329] learning_rate: 0.000100 loss_class: 0.561220 loss_bbox: 0.115289 loss_giou: 0.339627 loss_class_aux: 3.503803 loss_bbox_aux: 0.779375 loss_giou_aux: 2.093122 loss_class_dn: 0.311936 loss_bbox_dn: 0.125129 loss_giou_dn: 0.322161 loss_class_aux_dn: 1.670604 loss_bbox_aux_dn: 0.776003 loss_giou_aux_dn: 1.793686 loss: 12.943957 eta: 23:20:50 batch_cost: 0.3480 data_cost: 0.0013 ips: 11.4930 images/s [04/16 13:31:45] ppdet.engine INFO: Epoch: [63] [4700/7329] learning_rate: 0.000100 loss_class: 0.516622 loss_bbox: 0.131670 loss_giou: 0.351323 loss_class_aux: 3.275631 loss_bbox_aux: 0.829351 loss_giou_aux: 2.254027 loss_class_dn: 0.302375 loss_bbox_dn: 0.123830 loss_giou_dn: 0.329615 loss_class_aux_dn: 1.667595 loss_bbox_aux_dn: 0.788183 loss_giou_aux_dn: 1.855917 loss: 12.737345 eta: 23:20:14 batch_cost: 0.3505 data_cost: 0.0014 ips: 11.4120 images/s [04/16 13:32:25] ppdet.engine INFO: Epoch: [63] [4800/7329] learning_rate: 0.000100 loss_class: 0.584593 loss_bbox: 0.127862 loss_giou: 0.376460 loss_class_aux: 3.659974 loss_bbox_aux: 0.828293 loss_giou_aux: 2.379116 loss_class_dn: 0.331309 loss_bbox_dn: 0.136641 loss_giou_dn: 0.344768 loss_class_aux_dn: 1.761574 loss_bbox_aux_dn: 0.816574 loss_giou_aux_dn: 1.942338 loss: 13.254797 eta: 23:19:39 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3383 images/s [04/16 13:33:04] ppdet.engine INFO: Epoch: [63] [4900/7329] learning_rate: 0.000100 loss_class: 0.533513 loss_bbox: 0.126977 loss_giou: 0.405519 loss_class_aux: 3.453908 loss_bbox_aux: 0.817795 loss_giou_aux: 2.515522 loss_class_dn: 0.325911 loss_bbox_dn: 0.118938 loss_giou_dn: 0.344911 loss_class_aux_dn: 1.734119 loss_bbox_aux_dn: 0.713724 loss_giou_aux_dn: 1.939076 loss: 13.151400 eta: 23:19:03 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2692 images/s [04/16 13:33:43] ppdet.engine INFO: Epoch: [63] [5000/7329] learning_rate: 0.000100 loss_class: 0.540507 loss_bbox: 0.131764 loss_giou: 0.352156 loss_class_aux: 3.520488 loss_bbox_aux: 0.890442 loss_giou_aux: 2.268269 loss_class_dn: 0.308682 loss_bbox_dn: 0.134030 loss_giou_dn: 0.323780 loss_class_aux_dn: 1.677158 loss_bbox_aux_dn: 0.815062 loss_giou_aux_dn: 1.818948 loss: 13.145621 eta: 23:18:28 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3936 images/s [04/16 13:34:23] ppdet.engine INFO: Epoch: [63] [5100/7329] learning_rate: 0.000100 loss_class: 0.574044 loss_bbox: 0.130700 loss_giou: 0.405934 loss_class_aux: 3.593782 loss_bbox_aux: 0.861113 loss_giou_aux: 2.603625 loss_class_dn: 0.354723 loss_bbox_dn: 0.126001 loss_giou_dn: 0.360584 loss_class_aux_dn: 1.872107 loss_bbox_aux_dn: 0.786347 loss_giou_aux_dn: 2.036875 loss: 14.461185 eta: 23:17:52 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2961 images/s [04/16 13:35:02] ppdet.engine INFO: Epoch: [63] [5200/7329] learning_rate: 0.000100 loss_class: 0.579899 loss_bbox: 0.120014 loss_giou: 0.398496 loss_class_aux: 3.832584 loss_bbox_aux: 0.783046 loss_giou_aux: 2.463978 loss_class_dn: 0.326689 loss_bbox_dn: 0.119830 loss_giou_dn: 0.353472 loss_class_aux_dn: 1.790003 loss_bbox_aux_dn: 0.751745 loss_giou_aux_dn: 1.968742 loss: 14.328670 eta: 23:17:17 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2594 images/s [04/16 13:35:42] ppdet.engine INFO: Epoch: [63] [5300/7329] learning_rate: 0.000100 loss_class: 0.556085 loss_bbox: 0.125774 loss_giou: 0.323512 loss_class_aux: 3.589298 loss_bbox_aux: 0.822459 loss_giou_aux: 2.126264 loss_class_dn: 0.297624 loss_bbox_dn: 0.130764 loss_giou_dn: 0.291926 loss_class_aux_dn: 1.640682 loss_bbox_aux_dn: 0.751205 loss_giou_aux_dn: 1.690442 loss: 12.349953 eta: 23:16:42 batch_cost: 0.3540 data_cost: 0.0014 ips: 11.2980 images/s [04/16 13:36:21] ppdet.engine INFO: Epoch: [63] [5400/7329] learning_rate: 0.000100 loss_class: 0.599081 loss_bbox: 0.124874 loss_giou: 0.381480 loss_class_aux: 3.784368 loss_bbox_aux: 0.821092 loss_giou_aux: 2.328496 loss_class_dn: 0.339068 loss_bbox_dn: 0.133117 loss_giou_dn: 0.330916 loss_class_aux_dn: 1.849430 loss_bbox_aux_dn: 0.817098 loss_giou_aux_dn: 1.914361 loss: 14.178685 eta: 23:16:06 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4267 images/s [04/16 13:37:00] ppdet.engine INFO: Epoch: [63] [5500/7329] learning_rate: 0.000100 loss_class: 0.610757 loss_bbox: 0.126154 loss_giou: 0.426413 loss_class_aux: 3.955658 loss_bbox_aux: 0.829272 loss_giou_aux: 2.693646 loss_class_dn: 0.380271 loss_bbox_dn: 0.129945 loss_giou_dn: 0.410755 loss_class_aux_dn: 2.012724 loss_bbox_aux_dn: 0.777087 loss_giou_aux_dn: 2.290460 loss: 15.190619 eta: 23:15:30 batch_cost: 0.3499 data_cost: 0.0014 ips: 11.4318 images/s [04/16 13:37:39] ppdet.engine INFO: Epoch: [63] [5600/7329] learning_rate: 0.000100 loss_class: 0.582999 loss_bbox: 0.134780 loss_giou: 0.384432 loss_class_aux: 3.648186 loss_bbox_aux: 0.857472 loss_giou_aux: 2.396598 loss_class_dn: 0.335110 loss_bbox_dn: 0.145857 loss_giou_dn: 0.383399 loss_class_aux_dn: 1.796172 loss_bbox_aux_dn: 0.905276 loss_giou_aux_dn: 2.101690 loss: 14.424255 eta: 23:14:55 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3101 images/s [04/16 13:38:19] ppdet.engine INFO: Epoch: [63] [5700/7329] learning_rate: 0.000100 loss_class: 0.613166 loss_bbox: 0.119539 loss_giou: 0.461776 loss_class_aux: 3.860857 loss_bbox_aux: 0.774792 loss_giou_aux: 2.974072 loss_class_dn: 0.346712 loss_bbox_dn: 0.121829 loss_giou_dn: 0.417351 loss_class_aux_dn: 1.889557 loss_bbox_aux_dn: 0.716766 loss_giou_aux_dn: 2.298710 loss: 14.945745 eta: 23:14:19 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3378 images/s [04/16 13:38:58] ppdet.engine INFO: Epoch: [63] [5800/7329] learning_rate: 0.000100 loss_class: 0.515397 loss_bbox: 0.115655 loss_giou: 0.383041 loss_class_aux: 3.248760 loss_bbox_aux: 0.753650 loss_giou_aux: 2.330178 loss_class_dn: 0.306985 loss_bbox_dn: 0.117744 loss_giou_dn: 0.334675 loss_class_aux_dn: 1.642295 loss_bbox_aux_dn: 0.713210 loss_giou_aux_dn: 1.890151 loss: 12.656384 eta: 23:13:44 batch_cost: 0.3514 data_cost: 0.0014 ips: 11.3820 images/s [04/16 13:39:37] ppdet.engine INFO: Epoch: [63] [5900/7329] learning_rate: 0.000100 loss_class: 0.577780 loss_bbox: 0.126026 loss_giou: 0.344307 loss_class_aux: 3.699844 loss_bbox_aux: 0.829022 loss_giou_aux: 2.208452 loss_class_dn: 0.307846 loss_bbox_dn: 0.134768 loss_giou_dn: 0.310384 loss_class_aux_dn: 1.674498 loss_bbox_aux_dn: 0.799694 loss_giou_aux_dn: 1.806592 loss: 12.943472 eta: 23:13:08 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3137 images/s [04/16 13:40:16] ppdet.engine INFO: Epoch: [63] [6000/7329] learning_rate: 0.000100 loss_class: 0.613277 loss_bbox: 0.151174 loss_giou: 0.404527 loss_class_aux: 3.906790 loss_bbox_aux: 0.972458 loss_giou_aux: 2.538194 loss_class_dn: 0.354929 loss_bbox_dn: 0.146498 loss_giou_dn: 0.371318 loss_class_aux_dn: 1.925647 loss_bbox_aux_dn: 0.874958 loss_giou_aux_dn: 2.063342 loss: 14.781685 eta: 23:12:33 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3306 images/s [04/16 13:40:56] ppdet.engine INFO: Epoch: [63] [6100/7329] learning_rate: 0.000100 loss_class: 0.483243 loss_bbox: 0.113225 loss_giou: 0.318590 loss_class_aux: 2.973588 loss_bbox_aux: 0.746507 loss_giou_aux: 2.023001 loss_class_dn: 0.297217 loss_bbox_dn: 0.105584 loss_giou_dn: 0.282979 loss_class_aux_dn: 1.629232 loss_bbox_aux_dn: 0.643926 loss_giou_aux_dn: 1.608498 loss: 11.936626 eta: 23:11:57 batch_cost: 0.3516 data_cost: 0.0014 ips: 11.3752 images/s [04/16 13:41:35] ppdet.engine INFO: Epoch: [63] [6200/7329] learning_rate: 0.000100 loss_class: 0.511953 loss_bbox: 0.114082 loss_giou: 0.341045 loss_class_aux: 3.303334 loss_bbox_aux: 0.768506 loss_giou_aux: 2.113482 loss_class_dn: 0.290472 loss_bbox_dn: 0.132288 loss_giou_dn: 0.299727 loss_class_aux_dn: 1.627745 loss_bbox_aux_dn: 0.807428 loss_giou_aux_dn: 1.644599 loss: 12.368161 eta: 23:11:22 batch_cost: 0.3497 data_cost: 0.0014 ips: 11.4386 images/s [04/16 13:42:14] ppdet.engine INFO: Epoch: [63] [6300/7329] learning_rate: 0.000100 loss_class: 0.585839 loss_bbox: 0.132433 loss_giou: 0.409766 loss_class_aux: 3.811800 loss_bbox_aux: 0.861765 loss_giou_aux: 2.633281 loss_class_dn: 0.357072 loss_bbox_dn: 0.131316 loss_giou_dn: 0.385494 loss_class_aux_dn: 1.917216 loss_bbox_aux_dn: 0.817281 loss_giou_aux_dn: 2.157657 loss: 14.395860 eta: 23:10:46 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2442 images/s [04/16 13:42:53] ppdet.engine INFO: Epoch: [63] [6400/7329] learning_rate: 0.000100 loss_class: 0.564516 loss_bbox: 0.130154 loss_giou: 0.415739 loss_class_aux: 3.624322 loss_bbox_aux: 0.836828 loss_giou_aux: 2.570276 loss_class_dn: 0.316485 loss_bbox_dn: 0.128218 loss_giou_dn: 0.360466 loss_class_aux_dn: 1.740189 loss_bbox_aux_dn: 0.774528 loss_giou_aux_dn: 1.976610 loss: 13.657070 eta: 23:10:11 batch_cost: 0.3507 data_cost: 0.0014 ips: 11.4065 images/s [04/16 13:43:33] ppdet.engine INFO: Epoch: [63] [6500/7329] learning_rate: 0.000100 loss_class: 0.611658 loss_bbox: 0.144163 loss_giou: 0.448300 loss_class_aux: 3.896977 loss_bbox_aux: 0.929060 loss_giou_aux: 2.739511 loss_class_dn: 0.345526 loss_bbox_dn: 0.135672 loss_giou_dn: 0.400568 loss_class_aux_dn: 1.829147 loss_bbox_aux_dn: 0.829325 loss_giou_aux_dn: 2.232041 loss: 14.725302 eta: 23:09:35 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3064 images/s [04/16 13:44:13] ppdet.engine INFO: Epoch: [63] [6600/7329] learning_rate: 0.000100 loss_class: 0.538430 loss_bbox: 0.129890 loss_giou: 0.340432 loss_class_aux: 3.552538 loss_bbox_aux: 0.888673 loss_giou_aux: 2.140897 loss_class_dn: 0.331123 loss_bbox_dn: 0.133141 loss_giou_dn: 0.320560 loss_class_aux_dn: 1.796077 loss_bbox_aux_dn: 0.820879 loss_giou_aux_dn: 1.843144 loss: 13.442928 eta: 23:09:00 batch_cost: 0.3588 data_cost: 0.0014 ips: 11.1491 images/s [04/16 13:44:52] ppdet.engine INFO: Epoch: [63] [6700/7329] learning_rate: 0.000100 loss_class: 0.630168 loss_bbox: 0.141708 loss_giou: 0.396851 loss_class_aux: 4.139180 loss_bbox_aux: 0.954123 loss_giou_aux: 2.508180 loss_class_dn: 0.331095 loss_bbox_dn: 0.139005 loss_giou_dn: 0.345518 loss_class_aux_dn: 1.820902 loss_bbox_aux_dn: 0.845025 loss_giou_aux_dn: 1.947698 loss: 14.629611 eta: 23:08:25 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2727 images/s [04/16 13:45:32] ppdet.engine INFO: Epoch: [63] [6800/7329] learning_rate: 0.000100 loss_class: 0.584317 loss_bbox: 0.132097 loss_giou: 0.402652 loss_class_aux: 3.813582 loss_bbox_aux: 0.869691 loss_giou_aux: 2.500818 loss_class_dn: 0.331129 loss_bbox_dn: 0.138740 loss_giou_dn: 0.361692 loss_class_aux_dn: 1.770420 loss_bbox_aux_dn: 0.820514 loss_giou_aux_dn: 1.981453 loss: 14.154652 eta: 23:07:49 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3157 images/s [04/16 13:46:11] ppdet.engine INFO: Epoch: [63] [6900/7329] learning_rate: 0.000100 loss_class: 0.580326 loss_bbox: 0.123063 loss_giou: 0.316419 loss_class_aux: 3.577104 loss_bbox_aux: 0.828194 loss_giou_aux: 1.975372 loss_class_dn: 0.316049 loss_bbox_dn: 0.133994 loss_giou_dn: 0.296831 loss_class_aux_dn: 1.735739 loss_bbox_aux_dn: 0.805911 loss_giou_aux_dn: 1.682155 loss: 13.522272 eta: 23:07:14 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3783 images/s [04/16 13:46:51] ppdet.engine INFO: Epoch: [63] [7000/7329] learning_rate: 0.000100 loss_class: 0.617602 loss_bbox: 0.129646 loss_giou: 0.446908 loss_class_aux: 3.839796 loss_bbox_aux: 0.864565 loss_giou_aux: 2.708897 loss_class_dn: 0.355494 loss_bbox_dn: 0.148471 loss_giou_dn: 0.380931 loss_class_aux_dn: 1.902779 loss_bbox_aux_dn: 0.850951 loss_giou_aux_dn: 2.137005 loss: 15.243717 eta: 23:06:38 batch_cost: 0.3584 data_cost: 0.0014 ips: 11.1617 images/s [04/16 13:47:30] ppdet.engine INFO: Epoch: [63] [7100/7329] learning_rate: 0.000100 loss_class: 0.601176 loss_bbox: 0.133843 loss_giou: 0.358397 loss_class_aux: 3.595456 loss_bbox_aux: 0.846385 loss_giou_aux: 2.324457 loss_class_dn: 0.331648 loss_bbox_dn: 0.135874 loss_giou_dn: 0.343322 loss_class_aux_dn: 1.800542 loss_bbox_aux_dn: 0.827045 loss_giou_aux_dn: 1.977886 loss: 14.088978 eta: 23:06:03 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3899 images/s [04/16 13:48:09] ppdet.engine INFO: Epoch: [63] [7200/7329] learning_rate: 0.000100 loss_class: 0.502078 loss_bbox: 0.119246 loss_giou: 0.332778 loss_class_aux: 3.121107 loss_bbox_aux: 0.775836 loss_giou_aux: 2.138110 loss_class_dn: 0.281985 loss_bbox_dn: 0.124563 loss_giou_dn: 0.306974 loss_class_aux_dn: 1.538478 loss_bbox_aux_dn: 0.717241 loss_giou_aux_dn: 1.706041 loss: 12.312675 eta: 23:05:27 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3572 images/s [04/16 13:48:48] ppdet.engine INFO: Epoch: [63] [7300/7329] learning_rate: 0.000100 loss_class: 0.561667 loss_bbox: 0.135580 loss_giou: 0.327135 loss_class_aux: 3.577222 loss_bbox_aux: 0.891641 loss_giou_aux: 2.063620 loss_class_dn: 0.319985 loss_bbox_dn: 0.144332 loss_giou_dn: 0.313727 loss_class_aux_dn: 1.761368 loss_bbox_aux_dn: 0.868861 loss_giou_aux_dn: 1.785161 loss: 13.001698 eta: 23:04:52 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3225 images/s [04/16 13:49:02] ppdet.engine INFO: Eval iter: 0 [04/16 13:49:14] ppdet.engine INFO: Eval iter: 100 [04/16 13:49:26] ppdet.engine INFO: Eval iter: 200 [04/16 13:49:38] ppdet.engine INFO: Eval iter: 300 [04/16 13:49:50] ppdet.engine INFO: Eval iter: 400 [04/16 13:50:03] ppdet.engine INFO: Eval iter: 500 [04/16 13:50:15] ppdet.engine INFO: Eval iter: 600 [04/16 13:50:37] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.40s) creating index... index created! [04/16 13:50:37] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=10.21s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=76.13s). Accumulating evaluation results... DONE (t=16.71s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.595 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.667 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/16 13:52:23] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.87205017512136 [04/16 13:52:23] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 13:52:24] ppdet.engine INFO: Epoch: [64] [ 0/7329] learning_rate: 0.000100 loss_class: 0.557148 loss_bbox: 0.130716 loss_giou: 0.347998 loss_class_aux: 3.552544 loss_bbox_aux: 0.874475 loss_giou_aux: 2.199694 loss_class_dn: 0.318098 loss_bbox_dn: 0.139849 loss_giou_dn: 0.318177 loss_class_aux_dn: 1.718910 loss_bbox_aux_dn: 0.824337 loss_giou_aux_dn: 1.793139 loss: 13.156090 eta: 23:04:42 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2892 images/s [04/16 13:53:04] ppdet.engine INFO: Epoch: [64] [ 100/7329] learning_rate: 0.000100 loss_class: 0.568043 loss_bbox: 0.136587 loss_giou: 0.320465 loss_class_aux: 3.482560 loss_bbox_aux: 0.872908 loss_giou_aux: 1.987568 loss_class_dn: 0.286259 loss_bbox_dn: 0.135373 loss_giou_dn: 0.306119 loss_class_aux_dn: 1.573824 loss_bbox_aux_dn: 0.824872 loss_giou_aux_dn: 1.680687 loss: 12.347756 eta: 23:04:06 batch_cost: 0.3581 data_cost: 0.0010 ips: 11.1693 images/s [04/16 13:53:43] ppdet.engine INFO: Epoch: [64] [ 200/7329] learning_rate: 0.000100 loss_class: 0.571685 loss_bbox: 0.147845 loss_giou: 0.413783 loss_class_aux: 3.669366 loss_bbox_aux: 0.959073 loss_giou_aux: 2.614436 loss_class_dn: 0.359143 loss_bbox_dn: 0.142518 loss_giou_dn: 0.394415 loss_class_aux_dn: 1.918336 loss_bbox_aux_dn: 0.870902 loss_giou_aux_dn: 2.226591 loss: 15.601681 eta: 23:03:31 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2926 images/s [04/16 13:54:23] ppdet.engine INFO: Epoch: [64] [ 300/7329] learning_rate: 0.000100 loss_class: 0.517284 loss_bbox: 0.119613 loss_giou: 0.297977 loss_class_aux: 3.235634 loss_bbox_aux: 0.775326 loss_giou_aux: 1.916092 loss_class_dn: 0.280588 loss_bbox_dn: 0.127742 loss_giou_dn: 0.274013 loss_class_aux_dn: 1.528811 loss_bbox_aux_dn: 0.768398 loss_giou_aux_dn: 1.557789 loss: 11.781905 eta: 23:02:56 batch_cost: 0.3579 data_cost: 0.0014 ips: 11.1774 images/s [04/16 13:55:03] ppdet.engine INFO: Epoch: [64] [ 400/7329] learning_rate: 0.000100 loss_class: 0.566159 loss_bbox: 0.146212 loss_giou: 0.431308 loss_class_aux: 3.780199 loss_bbox_aux: 0.966645 loss_giou_aux: 2.775430 loss_class_dn: 0.326502 loss_bbox_dn: 0.153878 loss_giou_dn: 0.407362 loss_class_aux_dn: 1.778856 loss_bbox_aux_dn: 0.897656 loss_giou_aux_dn: 2.274736 loss: 14.740589 eta: 23:02:20 batch_cost: 0.3569 data_cost: 0.0014 ips: 11.2087 images/s [04/16 13:55:42] ppdet.engine INFO: Epoch: [64] [ 500/7329] learning_rate: 0.000100 loss_class: 0.546075 loss_bbox: 0.129204 loss_giou: 0.348483 loss_class_aux: 3.490008 loss_bbox_aux: 0.824753 loss_giou_aux: 2.253304 loss_class_dn: 0.318944 loss_bbox_dn: 0.130379 loss_giou_dn: 0.354101 loss_class_aux_dn: 1.693723 loss_bbox_aux_dn: 0.780013 loss_giou_aux_dn: 1.934868 loss: 13.330487 eta: 23:01:45 batch_cost: 0.3555 data_cost: 0.0015 ips: 11.2505 images/s [04/16 13:56:22] ppdet.engine INFO: Epoch: [64] [ 600/7329] learning_rate: 0.000100 loss_class: 0.527353 loss_bbox: 0.123433 loss_giou: 0.345003 loss_class_aux: 3.451381 loss_bbox_aux: 0.816102 loss_giou_aux: 2.233944 loss_class_dn: 0.319579 loss_bbox_dn: 0.114344 loss_giou_dn: 0.317928 loss_class_aux_dn: 1.704510 loss_bbox_aux_dn: 0.680213 loss_giou_aux_dn: 1.790892 loss: 12.829643 eta: 23:01:09 batch_cost: 0.3515 data_cost: 0.0014 ips: 11.3788 images/s [04/16 13:57:01] ppdet.engine INFO: Epoch: [64] [ 700/7329] learning_rate: 0.000100 loss_class: 0.516358 loss_bbox: 0.116810 loss_giou: 0.300715 loss_class_aux: 3.183967 loss_bbox_aux: 0.788288 loss_giou_aux: 1.988493 loss_class_dn: 0.283329 loss_bbox_dn: 0.119813 loss_giou_dn: 0.290817 loss_class_aux_dn: 1.568385 loss_bbox_aux_dn: 0.757499 loss_giou_aux_dn: 1.723047 loss: 11.418200 eta: 23:00:34 batch_cost: 0.3575 data_cost: 0.0015 ips: 11.1889 images/s [04/16 13:57:41] ppdet.engine INFO: Epoch: [64] [ 800/7329] learning_rate: 0.000100 loss_class: 0.522930 loss_bbox: 0.123455 loss_giou: 0.312647 loss_class_aux: 3.471577 loss_bbox_aux: 0.804244 loss_giou_aux: 2.009470 loss_class_dn: 0.297795 loss_bbox_dn: 0.128567 loss_giou_dn: 0.314237 loss_class_aux_dn: 1.592210 loss_bbox_aux_dn: 0.786441 loss_giou_aux_dn: 1.768989 loss: 12.510276 eta: 22:59:59 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4255 images/s [04/16 13:58:20] ppdet.engine INFO: Epoch: [64] [ 900/7329] learning_rate: 0.000100 loss_class: 0.567526 loss_bbox: 0.121295 loss_giou: 0.396941 loss_class_aux: 3.502568 loss_bbox_aux: 0.810702 loss_giou_aux: 2.490878 loss_class_dn: 0.328807 loss_bbox_dn: 0.141679 loss_giou_dn: 0.343665 loss_class_aux_dn: 1.760271 loss_bbox_aux_dn: 0.812412 loss_giou_aux_dn: 1.945415 loss: 13.879786 eta: 22:59:23 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2815 images/s [04/16 13:59:00] ppdet.engine INFO: Epoch: [64] [1000/7329] learning_rate: 0.000100 loss_class: 0.594209 loss_bbox: 0.121481 loss_giou: 0.435985 loss_class_aux: 3.831103 loss_bbox_aux: 0.842408 loss_giou_aux: 2.731673 loss_class_dn: 0.348380 loss_bbox_dn: 0.122101 loss_giou_dn: 0.392260 loss_class_aux_dn: 1.891296 loss_bbox_aux_dn: 0.760710 loss_giou_aux_dn: 2.220636 loss: 14.523838 eta: 22:58:48 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2188 images/s [04/16 13:59:39] ppdet.engine INFO: Epoch: [64] [1100/7329] learning_rate: 0.000100 loss_class: 0.565130 loss_bbox: 0.119880 loss_giou: 0.292835 loss_class_aux: 3.565975 loss_bbox_aux: 0.788750 loss_giou_aux: 1.913832 loss_class_dn: 0.307895 loss_bbox_dn: 0.122240 loss_giou_dn: 0.298183 loss_class_aux_dn: 1.677247 loss_bbox_aux_dn: 0.750168 loss_giou_aux_dn: 1.666533 loss: 12.505136 eta: 22:58:12 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3307 images/s [04/16 14:00:18] ppdet.engine INFO: Epoch: [64] [1200/7329] learning_rate: 0.000100 loss_class: 0.568793 loss_bbox: 0.126884 loss_giou: 0.343613 loss_class_aux: 3.549427 loss_bbox_aux: 0.857162 loss_giou_aux: 2.161970 loss_class_dn: 0.322430 loss_bbox_dn: 0.128960 loss_giou_dn: 0.340137 loss_class_aux_dn: 1.719467 loss_bbox_aux_dn: 0.768232 loss_giou_aux_dn: 1.898787 loss: 13.331465 eta: 22:57:37 batch_cost: 0.3520 data_cost: 0.0014 ips: 11.3638 images/s [04/16 14:00:57] ppdet.engine INFO: Epoch: [64] [1300/7329] learning_rate: 0.000100 loss_class: 0.562775 loss_bbox: 0.141924 loss_giou: 0.419557 loss_class_aux: 3.625344 loss_bbox_aux: 0.954822 loss_giou_aux: 2.591133 loss_class_dn: 0.334593 loss_bbox_dn: 0.139273 loss_giou_dn: 0.350646 loss_class_aux_dn: 1.799663 loss_bbox_aux_dn: 0.841819 loss_giou_aux_dn: 1.944414 loss: 13.827341 eta: 22:57:01 batch_cost: 0.3492 data_cost: 0.0014 ips: 11.4562 images/s [04/16 14:01:37] ppdet.engine INFO: Epoch: [64] [1400/7329] learning_rate: 0.000100 loss_class: 0.514111 loss_bbox: 0.117419 loss_giou: 0.353738 loss_class_aux: 3.391342 loss_bbox_aux: 0.791577 loss_giou_aux: 2.329193 loss_class_dn: 0.313867 loss_bbox_dn: 0.119650 loss_giou_dn: 0.321916 loss_class_aux_dn: 1.674688 loss_bbox_aux_dn: 0.716865 loss_giou_aux_dn: 1.809658 loss: 12.680777 eta: 22:56:26 batch_cost: 0.3558 data_cost: 0.0014 ips: 11.2437 images/s [04/16 14:02:16] ppdet.engine INFO: Epoch: [64] [1500/7329] learning_rate: 0.000100 loss_class: 0.533947 loss_bbox: 0.134783 loss_giou: 0.353219 loss_class_aux: 3.473980 loss_bbox_aux: 0.836964 loss_giou_aux: 2.286350 loss_class_dn: 0.321202 loss_bbox_dn: 0.135037 loss_giou_dn: 0.352612 loss_class_aux_dn: 1.747607 loss_bbox_aux_dn: 0.788508 loss_giou_aux_dn: 1.960899 loss: 13.403950 eta: 22:55:50 batch_cost: 0.3556 data_cost: 0.0014 ips: 11.2488 images/s [04/16 14:02:56] ppdet.engine INFO: Epoch: [64] [1600/7329] learning_rate: 0.000100 loss_class: 0.572830 loss_bbox: 0.119587 loss_giou: 0.330670 loss_class_aux: 3.703165 loss_bbox_aux: 0.786182 loss_giou_aux: 2.047439 loss_class_dn: 0.315676 loss_bbox_dn: 0.118218 loss_giou_dn: 0.318938 loss_class_aux_dn: 1.708983 loss_bbox_aux_dn: 0.730935 loss_giou_aux_dn: 1.764048 loss: 12.584317 eta: 22:55:15 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2691 images/s [04/16 14:03:35] ppdet.engine INFO: Epoch: [64] [1700/7329] learning_rate: 0.000100 loss_class: 0.509526 loss_bbox: 0.121266 loss_giou: 0.335237 loss_class_aux: 3.261424 loss_bbox_aux: 0.807524 loss_giou_aux: 2.170426 loss_class_dn: 0.282524 loss_bbox_dn: 0.130114 loss_giou_dn: 0.326445 loss_class_aux_dn: 1.547932 loss_bbox_aux_dn: 0.799577 loss_giou_aux_dn: 1.819640 loss: 12.643169 eta: 22:54:40 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2912 images/s [04/16 14:04:15] ppdet.engine INFO: Epoch: [64] [1800/7329] learning_rate: 0.000100 loss_class: 0.545063 loss_bbox: 0.134949 loss_giou: 0.418525 loss_class_aux: 3.590688 loss_bbox_aux: 0.874771 loss_giou_aux: 2.627709 loss_class_dn: 0.306934 loss_bbox_dn: 0.143820 loss_giou_dn: 0.357567 loss_class_aux_dn: 1.686093 loss_bbox_aux_dn: 0.848303 loss_giou_aux_dn: 2.008159 loss: 13.826008 eta: 22:54:04 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3182 images/s [04/16 14:04:54] ppdet.engine INFO: Epoch: [64] [1900/7329] learning_rate: 0.000100 loss_class: 0.564767 loss_bbox: 0.123854 loss_giou: 0.367578 loss_class_aux: 3.692825 loss_bbox_aux: 0.792337 loss_giou_aux: 2.326443 loss_class_dn: 0.332657 loss_bbox_dn: 0.122961 loss_giou_dn: 0.342445 loss_class_aux_dn: 1.807959 loss_bbox_aux_dn: 0.728273 loss_giou_aux_dn: 1.913742 loss: 14.203207 eta: 22:53:29 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3176 images/s [04/16 14:05:34] ppdet.engine INFO: Epoch: [64] [2000/7329] learning_rate: 0.000100 loss_class: 0.531891 loss_bbox: 0.116108 loss_giou: 0.284229 loss_class_aux: 3.451470 loss_bbox_aux: 0.766582 loss_giou_aux: 1.842261 loss_class_dn: 0.294519 loss_bbox_dn: 0.123138 loss_giou_dn: 0.298297 loss_class_aux_dn: 1.595244 loss_bbox_aux_dn: 0.751500 loss_giou_aux_dn: 1.680196 loss: 11.833752 eta: 22:52:53 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2445 images/s [04/16 14:06:13] ppdet.engine INFO: Epoch: [64] [2100/7329] learning_rate: 0.000100 loss_class: 0.551816 loss_bbox: 0.122719 loss_giou: 0.369835 loss_class_aux: 3.645064 loss_bbox_aux: 0.786217 loss_giou_aux: 2.281882 loss_class_dn: 0.324310 loss_bbox_dn: 0.121621 loss_giou_dn: 0.348120 loss_class_aux_dn: 1.738696 loss_bbox_aux_dn: 0.726810 loss_giou_aux_dn: 2.008874 loss: 13.581829 eta: 22:52:18 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2192 images/s [04/16 14:06:53] ppdet.engine INFO: Epoch: [64] [2200/7329] learning_rate: 0.000100 loss_class: 0.504595 loss_bbox: 0.128302 loss_giou: 0.317584 loss_class_aux: 3.231735 loss_bbox_aux: 0.821040 loss_giou_aux: 2.075798 loss_class_dn: 0.297968 loss_bbox_dn: 0.124497 loss_giou_dn: 0.307616 loss_class_aux_dn: 1.650299 loss_bbox_aux_dn: 0.778183 loss_giou_aux_dn: 1.757362 loss: 12.186581 eta: 22:51:43 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3022 images/s [04/16 14:07:32] ppdet.engine INFO: Epoch: [64] [2300/7329] learning_rate: 0.000100 loss_class: 0.566435 loss_bbox: 0.129250 loss_giou: 0.466239 loss_class_aux: 3.545514 loss_bbox_aux: 0.858990 loss_giou_aux: 2.900423 loss_class_dn: 0.344058 loss_bbox_dn: 0.124390 loss_giou_dn: 0.390762 loss_class_aux_dn: 1.811335 loss_bbox_aux_dn: 0.754088 loss_giou_aux_dn: 2.230514 loss: 13.791096 eta: 22:51:07 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2643 images/s [04/16 14:08:12] ppdet.engine INFO: Epoch: [64] [2400/7329] learning_rate: 0.000100 loss_class: 0.564462 loss_bbox: 0.124630 loss_giou: 0.361517 loss_class_aux: 3.689369 loss_bbox_aux: 0.815249 loss_giou_aux: 2.296868 loss_class_dn: 0.330827 loss_bbox_dn: 0.122872 loss_giou_dn: 0.352882 loss_class_aux_dn: 1.807110 loss_bbox_aux_dn: 0.713162 loss_giou_aux_dn: 2.005848 loss: 14.120686 eta: 22:50:32 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3360 images/s [04/16 14:08:51] ppdet.engine INFO: Epoch: [64] [2500/7329] learning_rate: 0.000100 loss_class: 0.457145 loss_bbox: 0.107548 loss_giou: 0.298484 loss_class_aux: 3.038124 loss_bbox_aux: 0.695672 loss_giou_aux: 1.875811 loss_class_dn: 0.267394 loss_bbox_dn: 0.106271 loss_giou_dn: 0.260477 loss_class_aux_dn: 1.426572 loss_bbox_aux_dn: 0.639353 loss_giou_aux_dn: 1.497887 loss: 10.788189 eta: 22:49:56 batch_cost: 0.3502 data_cost: 0.0014 ips: 11.4232 images/s [04/16 14:09:31] ppdet.engine INFO: Epoch: [64] [2600/7329] learning_rate: 0.000100 loss_class: 0.560197 loss_bbox: 0.122677 loss_giou: 0.385952 loss_class_aux: 3.538117 loss_bbox_aux: 0.788013 loss_giou_aux: 2.389387 loss_class_dn: 0.331593 loss_bbox_dn: 0.124637 loss_giou_dn: 0.355571 loss_class_aux_dn: 1.791595 loss_bbox_aux_dn: 0.757373 loss_giou_aux_dn: 1.992116 loss: 13.511645 eta: 22:49:21 batch_cost: 0.3598 data_cost: 0.0014 ips: 11.1176 images/s [04/16 14:10:10] ppdet.engine INFO: Epoch: [64] [2700/7329] learning_rate: 0.000100 loss_class: 0.487339 loss_bbox: 0.118313 loss_giou: 0.356121 loss_class_aux: 3.180557 loss_bbox_aux: 0.783070 loss_giou_aux: 2.308974 loss_class_dn: 0.298686 loss_bbox_dn: 0.118478 loss_giou_dn: 0.316699 loss_class_aux_dn: 1.602872 loss_bbox_aux_dn: 0.717052 loss_giou_aux_dn: 1.791939 loss: 12.245040 eta: 22:48:46 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1995 images/s [04/16 14:10:50] ppdet.engine INFO: Epoch: [64] [2800/7329] learning_rate: 0.000100 loss_class: 0.557101 loss_bbox: 0.135562 loss_giou: 0.408939 loss_class_aux: 3.452983 loss_bbox_aux: 0.877402 loss_giou_aux: 2.614416 loss_class_dn: 0.318438 loss_bbox_dn: 0.129447 loss_giou_dn: 0.355904 loss_class_aux_dn: 1.725085 loss_bbox_aux_dn: 0.750844 loss_giou_aux_dn: 2.019886 loss: 13.396500 eta: 22:48:10 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4078 images/s [04/16 14:11:29] ppdet.engine INFO: Epoch: [64] [2900/7329] learning_rate: 0.000100 loss_class: 0.527028 loss_bbox: 0.115415 loss_giou: 0.317710 loss_class_aux: 3.360759 loss_bbox_aux: 0.778291 loss_giou_aux: 2.102980 loss_class_dn: 0.297841 loss_bbox_dn: 0.127600 loss_giou_dn: 0.306111 loss_class_aux_dn: 1.560150 loss_bbox_aux_dn: 0.751471 loss_giou_aux_dn: 1.720744 loss: 12.566772 eta: 22:47:35 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2952 images/s [04/16 14:12:08] ppdet.engine INFO: Epoch: [64] [3000/7329] learning_rate: 0.000100 loss_class: 0.583423 loss_bbox: 0.127601 loss_giou: 0.445820 loss_class_aux: 3.689758 loss_bbox_aux: 0.840037 loss_giou_aux: 2.828697 loss_class_dn: 0.339169 loss_bbox_dn: 0.128909 loss_giou_dn: 0.373279 loss_class_aux_dn: 1.789426 loss_bbox_aux_dn: 0.769049 loss_giou_aux_dn: 2.179450 loss: 14.476721 eta: 22:46:59 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3112 images/s [04/16 14:12:48] ppdet.engine INFO: Epoch: [64] [3100/7329] learning_rate: 0.000100 loss_class: 0.597008 loss_bbox: 0.129384 loss_giou: 0.435285 loss_class_aux: 3.790049 loss_bbox_aux: 0.835314 loss_giou_aux: 2.736390 loss_class_dn: 0.349129 loss_bbox_dn: 0.137147 loss_giou_dn: 0.399599 loss_class_aux_dn: 1.865999 loss_bbox_aux_dn: 0.803107 loss_giou_aux_dn: 2.293341 loss: 15.170616 eta: 22:46:24 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2915 images/s [04/16 14:13:27] ppdet.engine INFO: Epoch: [64] [3200/7329] learning_rate: 0.000100 loss_class: 0.518094 loss_bbox: 0.128698 loss_giou: 0.322003 loss_class_aux: 3.295729 loss_bbox_aux: 0.829077 loss_giou_aux: 2.082878 loss_class_dn: 0.316738 loss_bbox_dn: 0.122942 loss_giou_dn: 0.295077 loss_class_aux_dn: 1.705936 loss_bbox_aux_dn: 0.731475 loss_giou_aux_dn: 1.632984 loss: 12.452986 eta: 22:45:48 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2951 images/s [04/16 14:14:07] ppdet.engine INFO: Epoch: [64] [3300/7329] learning_rate: 0.000100 loss_class: 0.552684 loss_bbox: 0.119795 loss_giou: 0.386079 loss_class_aux: 3.581630 loss_bbox_aux: 0.761795 loss_giou_aux: 2.416190 loss_class_dn: 0.316885 loss_bbox_dn: 0.117766 loss_giou_dn: 0.361309 loss_class_aux_dn: 1.717566 loss_bbox_aux_dn: 0.710502 loss_giou_aux_dn: 1.977839 loss: 13.698100 eta: 22:45:13 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2451 images/s [04/16 14:14:46] ppdet.engine INFO: Epoch: [64] [3400/7329] learning_rate: 0.000100 loss_class: 0.594723 loss_bbox: 0.129351 loss_giou: 0.392857 loss_class_aux: 3.610541 loss_bbox_aux: 0.863475 loss_giou_aux: 2.531623 loss_class_dn: 0.351018 loss_bbox_dn: 0.137708 loss_giou_dn: 0.352676 loss_class_aux_dn: 1.871212 loss_bbox_aux_dn: 0.824839 loss_giou_aux_dn: 1.957657 loss: 14.477465 eta: 22:44:37 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2797 images/s [04/16 14:15:26] ppdet.engine INFO: Epoch: [64] [3500/7329] learning_rate: 0.000100 loss_class: 0.550303 loss_bbox: 0.124333 loss_giou: 0.411755 loss_class_aux: 3.544199 loss_bbox_aux: 0.817383 loss_giou_aux: 2.605993 loss_class_dn: 0.311173 loss_bbox_dn: 0.112754 loss_giou_dn: 0.356905 loss_class_aux_dn: 1.663721 loss_bbox_aux_dn: 0.731572 loss_giou_aux_dn: 1.957173 loss: 13.527022 eta: 22:44:02 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3237 images/s [04/16 14:16:05] ppdet.engine INFO: Epoch: [64] [3600/7329] learning_rate: 0.000100 loss_class: 0.637138 loss_bbox: 0.154941 loss_giou: 0.444291 loss_class_aux: 3.800148 loss_bbox_aux: 1.012457 loss_giou_aux: 2.743811 loss_class_dn: 0.358402 loss_bbox_dn: 0.141999 loss_giou_dn: 0.420431 loss_class_aux_dn: 1.855033 loss_bbox_aux_dn: 0.845775 loss_giou_aux_dn: 2.319263 loss: 16.204947 eta: 22:43:27 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2265 images/s [04/16 14:16:44] ppdet.engine INFO: Epoch: [64] [3700/7329] learning_rate: 0.000100 loss_class: 0.538719 loss_bbox: 0.133611 loss_giou: 0.386625 loss_class_aux: 3.453301 loss_bbox_aux: 0.856986 loss_giou_aux: 2.473618 loss_class_dn: 0.330945 loss_bbox_dn: 0.133841 loss_giou_dn: 0.384244 loss_class_aux_dn: 1.790660 loss_bbox_aux_dn: 0.797384 loss_giou_aux_dn: 2.128828 loss: 13.991442 eta: 22:42:51 batch_cost: 0.3495 data_cost: 0.0013 ips: 11.4443 images/s [04/16 14:17:24] ppdet.engine INFO: Epoch: [64] [3800/7329] learning_rate: 0.000100 loss_class: 0.522207 loss_bbox: 0.114245 loss_giou: 0.353211 loss_class_aux: 3.432061 loss_bbox_aux: 0.774236 loss_giou_aux: 2.281125 loss_class_dn: 0.295344 loss_bbox_dn: 0.118192 loss_giou_dn: 0.344577 loss_class_aux_dn: 1.622138 loss_bbox_aux_dn: 0.737820 loss_giou_aux_dn: 1.886888 loss: 13.193930 eta: 22:42:16 batch_cost: 0.3526 data_cost: 0.0014 ips: 11.3437 images/s [04/16 14:18:03] ppdet.engine INFO: Epoch: [64] [3900/7329] learning_rate: 0.000100 loss_class: 0.558438 loss_bbox: 0.127662 loss_giou: 0.347069 loss_class_aux: 3.484917 loss_bbox_aux: 0.779638 loss_giou_aux: 2.118029 loss_class_dn: 0.303360 loss_bbox_dn: 0.132042 loss_giou_dn: 0.319046 loss_class_aux_dn: 1.635495 loss_bbox_aux_dn: 0.745266 loss_giou_aux_dn: 1.792375 loss: 12.209415 eta: 22:41:40 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2114 images/s [04/16 14:18:43] ppdet.engine INFO: Epoch: [64] [4000/7329] learning_rate: 0.000100 loss_class: 0.481972 loss_bbox: 0.110766 loss_giou: 0.245783 loss_class_aux: 3.045632 loss_bbox_aux: 0.741535 loss_giou_aux: 1.555167 loss_class_dn: 0.253751 loss_bbox_dn: 0.118302 loss_giou_dn: 0.223162 loss_class_aux_dn: 1.365512 loss_bbox_aux_dn: 0.762085 loss_giou_aux_dn: 1.294642 loss: 10.782267 eta: 22:41:05 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2713 images/s [04/16 14:19:22] ppdet.engine INFO: Epoch: [64] [4100/7329] learning_rate: 0.000100 loss_class: 0.578393 loss_bbox: 0.132842 loss_giou: 0.408513 loss_class_aux: 3.626246 loss_bbox_aux: 0.843829 loss_giou_aux: 2.602139 loss_class_dn: 0.332859 loss_bbox_dn: 0.133934 loss_giou_dn: 0.364511 loss_class_aux_dn: 1.723276 loss_bbox_aux_dn: 0.818179 loss_giou_aux_dn: 2.085515 loss: 13.360419 eta: 22:40:29 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3681 images/s [04/16 14:20:01] ppdet.engine INFO: Epoch: [64] [4200/7329] learning_rate: 0.000100 loss_class: 0.504222 loss_bbox: 0.124189 loss_giou: 0.354088 loss_class_aux: 3.182589 loss_bbox_aux: 0.807631 loss_giou_aux: 2.249201 loss_class_dn: 0.309375 loss_bbox_dn: 0.125277 loss_giou_dn: 0.325780 loss_class_aux_dn: 1.641504 loss_bbox_aux_dn: 0.781829 loss_giou_aux_dn: 1.860743 loss: 13.149839 eta: 22:39:54 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3376 images/s [04/16 14:20:40] ppdet.engine INFO: Epoch: [64] [4300/7329] learning_rate: 0.000100 loss_class: 0.559052 loss_bbox: 0.143200 loss_giou: 0.377785 loss_class_aux: 3.673686 loss_bbox_aux: 0.902260 loss_giou_aux: 2.432868 loss_class_dn: 0.338208 loss_bbox_dn: 0.140079 loss_giou_dn: 0.371877 loss_class_aux_dn: 1.845178 loss_bbox_aux_dn: 0.828145 loss_giou_aux_dn: 2.051390 loss: 14.847429 eta: 22:39:18 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3888 images/s [04/16 14:21:20] ppdet.engine INFO: Epoch: [64] [4400/7329] learning_rate: 0.000100 loss_class: 0.583257 loss_bbox: 0.125015 loss_giou: 0.388254 loss_class_aux: 3.581392 loss_bbox_aux: 0.802323 loss_giou_aux: 2.463202 loss_class_dn: 0.316878 loss_bbox_dn: 0.134475 loss_giou_dn: 0.348904 loss_class_aux_dn: 1.754085 loss_bbox_aux_dn: 0.768184 loss_giou_aux_dn: 1.947254 loss: 14.009496 eta: 22:38:43 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1969 images/s [04/16 14:22:00] ppdet.engine INFO: Epoch: [64] [4500/7329] learning_rate: 0.000100 loss_class: 0.499586 loss_bbox: 0.119026 loss_giou: 0.299448 loss_class_aux: 3.170484 loss_bbox_aux: 0.773027 loss_giou_aux: 1.916077 loss_class_dn: 0.283109 loss_bbox_dn: 0.109063 loss_giou_dn: 0.275315 loss_class_aux_dn: 1.575925 loss_bbox_aux_dn: 0.661752 loss_giou_aux_dn: 1.577221 loss: 11.780144 eta: 22:38:07 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3325 images/s [04/16 14:22:39] ppdet.engine INFO: Epoch: [64] [4600/7329] learning_rate: 0.000100 loss_class: 0.485992 loss_bbox: 0.110034 loss_giou: 0.319736 loss_class_aux: 3.158768 loss_bbox_aux: 0.723243 loss_giou_aux: 2.095125 loss_class_dn: 0.296237 loss_bbox_dn: 0.117914 loss_giou_dn: 0.302593 loss_class_aux_dn: 1.608112 loss_bbox_aux_dn: 0.658812 loss_giou_aux_dn: 1.705597 loss: 11.738901 eta: 22:37:32 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1972 images/s [04/16 14:23:19] ppdet.engine INFO: Epoch: [64] [4700/7329] learning_rate: 0.000100 loss_class: 0.542013 loss_bbox: 0.127259 loss_giou: 0.341962 loss_class_aux: 3.331505 loss_bbox_aux: 0.822671 loss_giou_aux: 2.233053 loss_class_dn: 0.277254 loss_bbox_dn: 0.131984 loss_giou_dn: 0.311047 loss_class_aux_dn: 1.512720 loss_bbox_aux_dn: 0.768608 loss_giou_aux_dn: 1.736336 loss: 12.033989 eta: 22:36:57 batch_cost: 0.3521 data_cost: 0.0014 ips: 11.3590 images/s [04/16 14:23:58] ppdet.engine INFO: Epoch: [64] [4800/7329] learning_rate: 0.000100 loss_class: 0.498277 loss_bbox: 0.121963 loss_giou: 0.283739 loss_class_aux: 3.258509 loss_bbox_aux: 0.790181 loss_giou_aux: 1.899925 loss_class_dn: 0.300232 loss_bbox_dn: 0.126093 loss_giou_dn: 0.272607 loss_class_aux_dn: 1.607133 loss_bbox_aux_dn: 0.781218 loss_giou_aux_dn: 1.553223 loss: 11.804937 eta: 22:36:21 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2717 images/s [04/16 14:24:38] ppdet.engine INFO: Epoch: [64] [4900/7329] learning_rate: 0.000100 loss_class: 0.564559 loss_bbox: 0.117710 loss_giou: 0.391634 loss_class_aux: 3.568223 loss_bbox_aux: 0.780055 loss_giou_aux: 2.500154 loss_class_dn: 0.313809 loss_bbox_dn: 0.116600 loss_giou_dn: 0.352744 loss_class_aux_dn: 1.631580 loss_bbox_aux_dn: 0.700468 loss_giou_aux_dn: 1.981294 loss: 13.087074 eta: 22:35:46 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2710 images/s [04/16 14:25:17] ppdet.engine INFO: Epoch: [64] [5000/7329] learning_rate: 0.000100 loss_class: 0.574962 loss_bbox: 0.129598 loss_giou: 0.388627 loss_class_aux: 3.582271 loss_bbox_aux: 0.821301 loss_giou_aux: 2.386704 loss_class_dn: 0.332253 loss_bbox_dn: 0.148971 loss_giou_dn: 0.364669 loss_class_aux_dn: 1.787966 loss_bbox_aux_dn: 0.869869 loss_giou_aux_dn: 2.080346 loss: 13.688992 eta: 22:35:10 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3186 images/s [04/16 14:25:56] ppdet.engine INFO: Epoch: [64] [5100/7329] learning_rate: 0.000100 loss_class: 0.524182 loss_bbox: 0.129473 loss_giou: 0.336460 loss_class_aux: 3.285880 loss_bbox_aux: 0.853073 loss_giou_aux: 2.129337 loss_class_dn: 0.291718 loss_bbox_dn: 0.131531 loss_giou_dn: 0.315375 loss_class_aux_dn: 1.577201 loss_bbox_aux_dn: 0.770804 loss_giou_aux_dn: 1.795164 loss: 12.680307 eta: 22:34:35 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3290 images/s [04/16 14:26:36] ppdet.engine INFO: Epoch: [64] [5200/7329] learning_rate: 0.000100 loss_class: 0.504711 loss_bbox: 0.104949 loss_giou: 0.313528 loss_class_aux: 3.420677 loss_bbox_aux: 0.740485 loss_giou_aux: 1.974887 loss_class_dn: 0.312344 loss_bbox_dn: 0.121789 loss_giou_dn: 0.288870 loss_class_aux_dn: 1.683391 loss_bbox_aux_dn: 0.735298 loss_giou_aux_dn: 1.631948 loss: 12.451898 eta: 22:33:59 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3418 images/s [04/16 14:27:15] ppdet.engine INFO: Epoch: [64] [5300/7329] learning_rate: 0.000100 loss_class: 0.567963 loss_bbox: 0.111498 loss_giou: 0.349562 loss_class_aux: 3.576350 loss_bbox_aux: 0.742403 loss_giou_aux: 2.206639 loss_class_dn: 0.315556 loss_bbox_dn: 0.114692 loss_giou_dn: 0.337507 loss_class_aux_dn: 1.708528 loss_bbox_aux_dn: 0.738942 loss_giou_aux_dn: 1.890306 loss: 13.133879 eta: 22:33:24 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3314 images/s [04/16 14:27:54] ppdet.engine INFO: Epoch: [64] [5400/7329] learning_rate: 0.000100 loss_class: 0.585796 loss_bbox: 0.136846 loss_giou: 0.388242 loss_class_aux: 3.765264 loss_bbox_aux: 0.892696 loss_giou_aux: 2.474613 loss_class_dn: 0.352420 loss_bbox_dn: 0.146342 loss_giou_dn: 0.360650 loss_class_aux_dn: 1.953171 loss_bbox_aux_dn: 0.828964 loss_giou_aux_dn: 2.071470 loss: 14.537578 eta: 22:32:48 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3375 images/s [04/16 14:28:34] ppdet.engine INFO: Epoch: [64] [5500/7329] learning_rate: 0.000100 loss_class: 0.517011 loss_bbox: 0.144992 loss_giou: 0.354042 loss_class_aux: 3.346836 loss_bbox_aux: 0.884956 loss_giou_aux: 2.265785 loss_class_dn: 0.325289 loss_bbox_dn: 0.146646 loss_giou_dn: 0.322900 loss_class_aux_dn: 1.808717 loss_bbox_aux_dn: 0.927155 loss_giou_aux_dn: 1.869067 loss: 13.473019 eta: 22:32:13 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2761 images/s [04/16 14:29:13] ppdet.engine INFO: Epoch: [64] [5600/7329] learning_rate: 0.000100 loss_class: 0.526442 loss_bbox: 0.118227 loss_giou: 0.325123 loss_class_aux: 3.355642 loss_bbox_aux: 0.791046 loss_giou_aux: 2.051465 loss_class_dn: 0.311811 loss_bbox_dn: 0.123197 loss_giou_dn: 0.313847 loss_class_aux_dn: 1.674527 loss_bbox_aux_dn: 0.729364 loss_giou_aux_dn: 1.777575 loss: 12.625048 eta: 22:31:37 batch_cost: 0.3517 data_cost: 0.0014 ips: 11.3736 images/s [04/16 14:29:52] ppdet.engine INFO: Epoch: [64] [5700/7329] learning_rate: 0.000100 loss_class: 0.583736 loss_bbox: 0.125350 loss_giou: 0.380665 loss_class_aux: 3.748429 loss_bbox_aux: 0.797617 loss_giou_aux: 2.390962 loss_class_dn: 0.324007 loss_bbox_dn: 0.119472 loss_giou_dn: 0.344472 loss_class_aux_dn: 1.790192 loss_bbox_aux_dn: 0.714219 loss_giou_aux_dn: 1.965336 loss: 13.211908 eta: 22:31:02 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2730 images/s [04/16 14:30:32] ppdet.engine INFO: Epoch: [64] [5800/7329] learning_rate: 0.000100 loss_class: 0.588017 loss_bbox: 0.134455 loss_giou: 0.351128 loss_class_aux: 3.586946 loss_bbox_aux: 0.872855 loss_giou_aux: 2.141463 loss_class_dn: 0.323520 loss_bbox_dn: 0.146345 loss_giou_dn: 0.327263 loss_class_aux_dn: 1.734030 loss_bbox_aux_dn: 0.809992 loss_giou_aux_dn: 1.834634 loss: 13.732683 eta: 22:30:27 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3258 images/s [04/16 14:31:11] ppdet.engine INFO: Epoch: [64] [5900/7329] learning_rate: 0.000100 loss_class: 0.563990 loss_bbox: 0.126438 loss_giou: 0.390496 loss_class_aux: 3.504088 loss_bbox_aux: 0.788924 loss_giou_aux: 2.509355 loss_class_dn: 0.309562 loss_bbox_dn: 0.132255 loss_giou_dn: 0.343826 loss_class_aux_dn: 1.674906 loss_bbox_aux_dn: 0.768775 loss_giou_aux_dn: 1.885399 loss: 13.589577 eta: 22:29:51 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2844 images/s [04/16 14:31:51] ppdet.engine INFO: Epoch: [64] [6000/7329] learning_rate: 0.000100 loss_class: 0.617913 loss_bbox: 0.142594 loss_giou: 0.375307 loss_class_aux: 3.860835 loss_bbox_aux: 0.940530 loss_giou_aux: 2.492793 loss_class_dn: 0.324702 loss_bbox_dn: 0.142540 loss_giou_dn: 0.357252 loss_class_aux_dn: 1.765012 loss_bbox_aux_dn: 0.874550 loss_giou_aux_dn: 2.005976 loss: 14.192762 eta: 22:29:16 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3082 images/s [04/16 14:32:30] ppdet.engine INFO: Epoch: [64] [6100/7329] learning_rate: 0.000100 loss_class: 0.565828 loss_bbox: 0.133919 loss_giou: 0.336889 loss_class_aux: 3.451691 loss_bbox_aux: 0.850088 loss_giou_aux: 2.209095 loss_class_dn: 0.313643 loss_bbox_dn: 0.148997 loss_giou_dn: 0.324842 loss_class_aux_dn: 1.681892 loss_bbox_aux_dn: 0.886831 loss_giou_aux_dn: 1.817912 loss: 13.310094 eta: 22:28:40 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3510 images/s [04/16 14:33:09] ppdet.engine INFO: Epoch: [64] [6200/7329] learning_rate: 0.000100 loss_class: 0.555976 loss_bbox: 0.126076 loss_giou: 0.369972 loss_class_aux: 3.505479 loss_bbox_aux: 0.845909 loss_giou_aux: 2.301222 loss_class_dn: 0.309542 loss_bbox_dn: 0.127210 loss_giou_dn: 0.334831 loss_class_aux_dn: 1.681084 loss_bbox_aux_dn: 0.785214 loss_giou_aux_dn: 1.843104 loss: 13.502863 eta: 22:28:05 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3909 images/s [04/16 14:33:49] ppdet.engine INFO: Epoch: [64] [6300/7329] learning_rate: 0.000100 loss_class: 0.553602 loss_bbox: 0.127337 loss_giou: 0.357397 loss_class_aux: 3.523358 loss_bbox_aux: 0.829135 loss_giou_aux: 2.228441 loss_class_dn: 0.313370 loss_bbox_dn: 0.132230 loss_giou_dn: 0.360545 loss_class_aux_dn: 1.656965 loss_bbox_aux_dn: 0.773774 loss_giou_aux_dn: 2.023497 loss: 13.372110 eta: 22:27:29 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2242 images/s [04/16 14:34:28] ppdet.engine INFO: Epoch: [64] [6400/7329] learning_rate: 0.000100 loss_class: 0.592516 loss_bbox: 0.134983 loss_giou: 0.410849 loss_class_aux: 3.650029 loss_bbox_aux: 0.874370 loss_giou_aux: 2.651057 loss_class_dn: 0.333427 loss_bbox_dn: 0.129499 loss_giou_dn: 0.367841 loss_class_aux_dn: 1.809687 loss_bbox_aux_dn: 0.792409 loss_giou_aux_dn: 2.058269 loss: 14.359843 eta: 22:26:54 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3901 images/s [04/16 14:35:08] ppdet.engine INFO: Epoch: [64] [6500/7329] learning_rate: 0.000100 loss_class: 0.603879 loss_bbox: 0.136395 loss_giou: 0.411498 loss_class_aux: 3.731321 loss_bbox_aux: 0.905618 loss_giou_aux: 2.636693 loss_class_dn: 0.353970 loss_bbox_dn: 0.144631 loss_giou_dn: 0.393923 loss_class_aux_dn: 1.930295 loss_bbox_aux_dn: 0.844442 loss_giou_aux_dn: 2.267065 loss: 15.263152 eta: 22:26:19 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1781 images/s [04/16 14:35:47] ppdet.engine INFO: Epoch: [64] [6600/7329] learning_rate: 0.000100 loss_class: 0.525060 loss_bbox: 0.126090 loss_giou: 0.388769 loss_class_aux: 3.308059 loss_bbox_aux: 0.831956 loss_giou_aux: 2.515048 loss_class_dn: 0.311616 loss_bbox_dn: 0.132576 loss_giou_dn: 0.360109 loss_class_aux_dn: 1.691969 loss_bbox_aux_dn: 0.783109 loss_giou_aux_dn: 2.018246 loss: 13.205616 eta: 22:25:43 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3471 images/s [04/16 14:36:26] ppdet.engine INFO: Epoch: [64] [6700/7329] learning_rate: 0.000100 loss_class: 0.539053 loss_bbox: 0.111901 loss_giou: 0.333451 loss_class_aux: 3.459140 loss_bbox_aux: 0.700218 loss_giou_aux: 2.139663 loss_class_dn: 0.299982 loss_bbox_dn: 0.105364 loss_giou_dn: 0.301458 loss_class_aux_dn: 1.604687 loss_bbox_aux_dn: 0.620338 loss_giou_aux_dn: 1.667313 loss: 12.396706 eta: 22:25:07 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3710 images/s [04/16 14:37:05] ppdet.engine INFO: Epoch: [64] [6800/7329] learning_rate: 0.000100 loss_class: 0.455550 loss_bbox: 0.132733 loss_giou: 0.258587 loss_class_aux: 3.194751 loss_bbox_aux: 0.812131 loss_giou_aux: 1.638416 loss_class_dn: 0.270233 loss_bbox_dn: 0.130398 loss_giou_dn: 0.246518 loss_class_aux_dn: 1.456019 loss_bbox_aux_dn: 0.814970 loss_giou_aux_dn: 1.427390 loss: 11.125423 eta: 22:24:32 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3372 images/s [04/16 14:37:45] ppdet.engine INFO: Epoch: [64] [6900/7329] learning_rate: 0.000100 loss_class: 0.541537 loss_bbox: 0.130559 loss_giou: 0.414505 loss_class_aux: 3.496507 loss_bbox_aux: 0.848060 loss_giou_aux: 2.562696 loss_class_dn: 0.326843 loss_bbox_dn: 0.138475 loss_giou_dn: 0.353556 loss_class_aux_dn: 1.761947 loss_bbox_aux_dn: 0.805348 loss_giou_aux_dn: 1.950292 loss: 13.715826 eta: 22:23:57 batch_cost: 0.3559 data_cost: 0.0013 ips: 11.2386 images/s [04/16 14:38:24] ppdet.engine INFO: Epoch: [64] [7000/7329] learning_rate: 0.000100 loss_class: 0.497762 loss_bbox: 0.115895 loss_giou: 0.317719 loss_class_aux: 3.285916 loss_bbox_aux: 0.719787 loss_giou_aux: 2.085437 loss_class_dn: 0.298454 loss_bbox_dn: 0.114005 loss_giou_dn: 0.307095 loss_class_aux_dn: 1.576941 loss_bbox_aux_dn: 0.683182 loss_giou_aux_dn: 1.774341 loss: 12.411028 eta: 22:23:21 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2624 images/s [04/16 14:39:04] ppdet.engine INFO: Epoch: [64] [7100/7329] learning_rate: 0.000100 loss_class: 0.495916 loss_bbox: 0.126061 loss_giou: 0.357174 loss_class_aux: 3.212864 loss_bbox_aux: 0.777539 loss_giou_aux: 2.225262 loss_class_dn: 0.311244 loss_bbox_dn: 0.125778 loss_giou_dn: 0.323872 loss_class_aux_dn: 1.717117 loss_bbox_aux_dn: 0.738235 loss_giou_aux_dn: 1.827455 loss: 12.591439 eta: 22:22:46 batch_cost: 0.3582 data_cost: 0.0015 ips: 11.1683 images/s [04/16 14:39:44] ppdet.engine INFO: Epoch: [64] [7200/7329] learning_rate: 0.000100 loss_class: 0.634104 loss_bbox: 0.138767 loss_giou: 0.420278 loss_class_aux: 4.082745 loss_bbox_aux: 0.918548 loss_giou_aux: 2.658443 loss_class_dn: 0.369545 loss_bbox_dn: 0.144701 loss_giou_dn: 0.383633 loss_class_aux_dn: 1.996546 loss_bbox_aux_dn: 0.864309 loss_giou_aux_dn: 2.131402 loss: 15.640192 eta: 22:22:10 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3564 images/s [04/16 14:40:23] ppdet.engine INFO: Epoch: [64] [7300/7329] learning_rate: 0.000100 loss_class: 0.557292 loss_bbox: 0.120665 loss_giou: 0.351155 loss_class_aux: 3.435259 loss_bbox_aux: 0.846523 loss_giou_aux: 2.173415 loss_class_dn: 0.295012 loss_bbox_dn: 0.117262 loss_giou_dn: 0.314987 loss_class_aux_dn: 1.656288 loss_bbox_aux_dn: 0.707670 loss_giou_aux_dn: 1.779897 loss: 12.929289 eta: 22:21:35 batch_cost: 0.3564 data_cost: 0.0013 ips: 11.2246 images/s [04/16 14:40:37] ppdet.engine INFO: Eval iter: 0 [04/16 14:40:50] ppdet.engine INFO: Eval iter: 100 [04/16 14:41:02] ppdet.engine INFO: Eval iter: 200 [04/16 14:41:14] ppdet.engine INFO: Eval iter: 300 [04/16 14:41:27] ppdet.engine INFO: Eval iter: 400 [04/16 14:41:39] ppdet.engine INFO: Eval iter: 500 [04/16 14:41:50] ppdet.engine INFO: Eval iter: 600 [04/16 14:42:13] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.05s) creating index... index created! [04/16 14:42:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.51s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.31s). Accumulating evaluation results... DONE (t=16.19s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 [04/16 14:43:58] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.24685245644683 [04/16 14:43:58] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 14:43:59] ppdet.engine INFO: Epoch: [65] [ 0/7329] learning_rate: 0.000100 loss_class: 0.565780 loss_bbox: 0.135001 loss_giou: 0.348892 loss_class_aux: 3.603150 loss_bbox_aux: 0.914761 loss_giou_aux: 2.168020 loss_class_dn: 0.323632 loss_bbox_dn: 0.122682 loss_giou_dn: 0.314886 loss_class_aux_dn: 1.741491 loss_bbox_aux_dn: 0.778857 loss_giou_aux_dn: 1.764676 loss: 13.445499 eta: 22:21:25 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3260 images/s [04/16 14:44:38] ppdet.engine INFO: Epoch: [65] [ 100/7329] learning_rate: 0.000100 loss_class: 0.583991 loss_bbox: 0.145116 loss_giou: 0.427686 loss_class_aux: 3.742457 loss_bbox_aux: 0.932426 loss_giou_aux: 2.608571 loss_class_dn: 0.345936 loss_bbox_dn: 0.143507 loss_giou_dn: 0.378980 loss_class_aux_dn: 1.850104 loss_bbox_aux_dn: 0.832892 loss_giou_aux_dn: 2.087708 loss: 14.681238 eta: 22:20:49 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3622 images/s [04/16 14:45:18] ppdet.engine INFO: Epoch: [65] [ 200/7329] learning_rate: 0.000100 loss_class: 0.535751 loss_bbox: 0.132697 loss_giou: 0.358727 loss_class_aux: 3.463876 loss_bbox_aux: 0.871215 loss_giou_aux: 2.195585 loss_class_dn: 0.317514 loss_bbox_dn: 0.131786 loss_giou_dn: 0.311792 loss_class_aux_dn: 1.713827 loss_bbox_aux_dn: 0.830953 loss_giou_aux_dn: 1.743171 loss: 13.455603 eta: 22:20:14 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2013 images/s [04/16 14:45:57] ppdet.engine INFO: Epoch: [65] [ 300/7329] learning_rate: 0.000100 loss_class: 0.530573 loss_bbox: 0.124266 loss_giou: 0.309853 loss_class_aux: 3.425998 loss_bbox_aux: 0.812244 loss_giou_aux: 2.022956 loss_class_dn: 0.308916 loss_bbox_dn: 0.128275 loss_giou_dn: 0.315694 loss_class_aux_dn: 1.680373 loss_bbox_aux_dn: 0.757084 loss_giou_aux_dn: 1.770627 loss: 13.121046 eta: 22:19:38 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3962 images/s [04/16 14:46:36] ppdet.engine INFO: Epoch: [65] [ 400/7329] learning_rate: 0.000100 loss_class: 0.560576 loss_bbox: 0.118852 loss_giou: 0.386210 loss_class_aux: 3.550415 loss_bbox_aux: 0.738837 loss_giou_aux: 2.394135 loss_class_dn: 0.325273 loss_bbox_dn: 0.117531 loss_giou_dn: 0.353826 loss_class_aux_dn: 1.749836 loss_bbox_aux_dn: 0.710668 loss_giou_aux_dn: 1.952278 loss: 13.394489 eta: 22:19:03 batch_cost: 0.3530 data_cost: 0.0014 ips: 11.3303 images/s [04/16 14:47:16] ppdet.engine INFO: Epoch: [65] [ 500/7329] learning_rate: 0.000100 loss_class: 0.486041 loss_bbox: 0.124229 loss_giou: 0.355525 loss_class_aux: 3.207804 loss_bbox_aux: 0.832958 loss_giou_aux: 2.289243 loss_class_dn: 0.312633 loss_bbox_dn: 0.125625 loss_giou_dn: 0.317091 loss_class_aux_dn: 1.659265 loss_bbox_aux_dn: 0.758629 loss_giou_aux_dn: 1.738838 loss: 12.499300 eta: 22:18:27 batch_cost: 0.3529 data_cost: 0.0014 ips: 11.3353 images/s [04/16 14:47:55] ppdet.engine INFO: Epoch: [65] [ 600/7329] learning_rate: 0.000100 loss_class: 0.545847 loss_bbox: 0.121137 loss_giou: 0.391034 loss_class_aux: 3.541243 loss_bbox_aux: 0.808994 loss_giou_aux: 2.468628 loss_class_dn: 0.340202 loss_bbox_dn: 0.125660 loss_giou_dn: 0.322504 loss_class_aux_dn: 1.785177 loss_bbox_aux_dn: 0.771054 loss_giou_aux_dn: 1.848791 loss: 14.021035 eta: 22:17:52 batch_cost: 0.3508 data_cost: 0.0014 ips: 11.4014 images/s [04/16 14:48:35] ppdet.engine INFO: Epoch: [65] [ 700/7329] learning_rate: 0.000100 loss_class: 0.563019 loss_bbox: 0.120092 loss_giou: 0.313701 loss_class_aux: 3.539794 loss_bbox_aux: 0.761312 loss_giou_aux: 1.958534 loss_class_dn: 0.312335 loss_bbox_dn: 0.124661 loss_giou_dn: 0.304060 loss_class_aux_dn: 1.677734 loss_bbox_aux_dn: 0.739403 loss_giou_aux_dn: 1.710605 loss: 12.407688 eta: 22:17:17 batch_cost: 0.3570 data_cost: 0.0014 ips: 11.2032 images/s [04/16 14:49:14] ppdet.engine INFO: Epoch: [65] [ 800/7329] learning_rate: 0.000100 loss_class: 0.542114 loss_bbox: 0.135833 loss_giou: 0.386178 loss_class_aux: 3.388444 loss_bbox_aux: 0.902974 loss_giou_aux: 2.315531 loss_class_dn: 0.296008 loss_bbox_dn: 0.132531 loss_giou_dn: 0.317180 loss_class_aux_dn: 1.639419 loss_bbox_aux_dn: 0.762637 loss_giou_aux_dn: 1.811987 loss: 12.804751 eta: 22:16:41 batch_cost: 0.3495 data_cost: 0.0014 ips: 11.4462 images/s [04/16 14:49:53] ppdet.engine INFO: Epoch: [65] [ 900/7329] learning_rate: 0.000100 loss_class: 0.502386 loss_bbox: 0.117639 loss_giou: 0.293469 loss_class_aux: 3.123713 loss_bbox_aux: 0.728041 loss_giou_aux: 1.836327 loss_class_dn: 0.274898 loss_bbox_dn: 0.114882 loss_giou_dn: 0.291905 loss_class_aux_dn: 1.476989 loss_bbox_aux_dn: 0.686795 loss_giou_aux_dn: 1.573940 loss: 11.288719 eta: 22:16:05 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3092 images/s [04/16 14:50:32] ppdet.engine INFO: Epoch: [65] [1000/7329] learning_rate: 0.000100 loss_class: 0.608573 loss_bbox: 0.142193 loss_giou: 0.398006 loss_class_aux: 3.763973 loss_bbox_aux: 0.889635 loss_giou_aux: 2.530546 loss_class_dn: 0.345346 loss_bbox_dn: 0.133861 loss_giou_dn: 0.393333 loss_class_aux_dn: 1.860376 loss_bbox_aux_dn: 0.813582 loss_giou_aux_dn: 2.153897 loss: 14.931716 eta: 22:15:30 batch_cost: 0.3493 data_cost: 0.0013 ips: 11.4527 images/s [04/16 14:51:12] ppdet.engine INFO: Epoch: [65] [1100/7329] learning_rate: 0.000100 loss_class: 0.485364 loss_bbox: 0.112241 loss_giou: 0.308541 loss_class_aux: 2.874014 loss_bbox_aux: 0.744303 loss_giou_aux: 1.924139 loss_class_dn: 0.269825 loss_bbox_dn: 0.129401 loss_giou_dn: 0.275039 loss_class_aux_dn: 1.443616 loss_bbox_aux_dn: 0.747771 loss_giou_aux_dn: 1.545977 loss: 10.814102 eta: 22:14:54 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2370 images/s [04/16 14:51:51] ppdet.engine INFO: Epoch: [65] [1200/7329] learning_rate: 0.000100 loss_class: 0.517776 loss_bbox: 0.110127 loss_giou: 0.320601 loss_class_aux: 3.345295 loss_bbox_aux: 0.739202 loss_giou_aux: 2.100811 loss_class_dn: 0.300784 loss_bbox_dn: 0.114793 loss_giou_dn: 0.295977 loss_class_aux_dn: 1.636192 loss_bbox_aux_dn: 0.699546 loss_giou_aux_dn: 1.694037 loss: 12.180116 eta: 22:14:19 batch_cost: 0.3549 data_cost: 0.0013 ips: 11.2695 images/s [04/16 14:52:30] ppdet.engine INFO: Epoch: [65] [1300/7329] learning_rate: 0.000100 loss_class: 0.532504 loss_bbox: 0.127094 loss_giou: 0.328887 loss_class_aux: 3.240804 loss_bbox_aux: 0.819654 loss_giou_aux: 2.071232 loss_class_dn: 0.300628 loss_bbox_dn: 0.116151 loss_giou_dn: 0.317165 loss_class_aux_dn: 1.627396 loss_bbox_aux_dn: 0.693229 loss_giou_aux_dn: 1.747998 loss: 12.331310 eta: 22:13:43 batch_cost: 0.3497 data_cost: 0.0014 ips: 11.4385 images/s [04/16 14:53:09] ppdet.engine INFO: Epoch: [65] [1400/7329] learning_rate: 0.000100 loss_class: 0.479856 loss_bbox: 0.102797 loss_giou: 0.321243 loss_class_aux: 3.186425 loss_bbox_aux: 0.744471 loss_giou_aux: 2.076996 loss_class_dn: 0.281950 loss_bbox_dn: 0.116169 loss_giou_dn: 0.283313 loss_class_aux_dn: 1.499303 loss_bbox_aux_dn: 0.705274 loss_giou_aux_dn: 1.613047 loss: 12.245731 eta: 22:13:08 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3302 images/s [04/16 14:53:48] ppdet.engine INFO: Epoch: [65] [1500/7329] learning_rate: 0.000100 loss_class: 0.512128 loss_bbox: 0.129241 loss_giou: 0.372984 loss_class_aux: 3.355113 loss_bbox_aux: 0.853927 loss_giou_aux: 2.289937 loss_class_dn: 0.312683 loss_bbox_dn: 0.133282 loss_giou_dn: 0.333545 loss_class_aux_dn: 1.746652 loss_bbox_aux_dn: 0.825873 loss_giou_aux_dn: 1.874486 loss: 13.336685 eta: 22:12:32 batch_cost: 0.3495 data_cost: 0.0013 ips: 11.4460 images/s [04/16 14:54:28] ppdet.engine INFO: Epoch: [65] [1600/7329] learning_rate: 0.000100 loss_class: 0.553439 loss_bbox: 0.141305 loss_giou: 0.401598 loss_class_aux: 3.591019 loss_bbox_aux: 0.921024 loss_giou_aux: 2.551315 loss_class_dn: 0.332840 loss_bbox_dn: 0.146918 loss_giou_dn: 0.373821 loss_class_aux_dn: 1.799247 loss_bbox_aux_dn: 0.874534 loss_giou_aux_dn: 2.137309 loss: 14.056763 eta: 22:11:57 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3335 images/s [04/16 14:55:07] ppdet.engine INFO: Epoch: [65] [1700/7329] learning_rate: 0.000100 loss_class: 0.587673 loss_bbox: 0.132660 loss_giou: 0.358404 loss_class_aux: 3.764057 loss_bbox_aux: 0.904755 loss_giou_aux: 2.306347 loss_class_dn: 0.328522 loss_bbox_dn: 0.142110 loss_giou_dn: 0.331762 loss_class_aux_dn: 1.744278 loss_bbox_aux_dn: 0.828626 loss_giou_aux_dn: 1.897869 loss: 13.937569 eta: 22:11:21 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3753 images/s [04/16 14:55:46] ppdet.engine INFO: Epoch: [65] [1800/7329] learning_rate: 0.000100 loss_class: 0.456555 loss_bbox: 0.112310 loss_giou: 0.301460 loss_class_aux: 2.933617 loss_bbox_aux: 0.697961 loss_giou_aux: 1.895471 loss_class_dn: 0.274355 loss_bbox_dn: 0.111639 loss_giou_dn: 0.275943 loss_class_aux_dn: 1.494794 loss_bbox_aux_dn: 0.705631 loss_giou_aux_dn: 1.536590 loss: 11.246627 eta: 22:10:46 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3346 images/s [04/16 14:56:26] ppdet.engine INFO: Epoch: [65] [1900/7329] learning_rate: 0.000100 loss_class: 0.485421 loss_bbox: 0.124693 loss_giou: 0.313042 loss_class_aux: 3.261150 loss_bbox_aux: 0.802983 loss_giou_aux: 2.001567 loss_class_dn: 0.274522 loss_bbox_dn: 0.118705 loss_giou_dn: 0.303784 loss_class_aux_dn: 1.466761 loss_bbox_aux_dn: 0.718801 loss_giou_aux_dn: 1.715090 loss: 12.210525 eta: 22:10:10 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3225 images/s [04/16 14:57:05] ppdet.engine INFO: Epoch: [65] [2000/7329] learning_rate: 0.000100 loss_class: 0.609549 loss_bbox: 0.125853 loss_giou: 0.372917 loss_class_aux: 3.954693 loss_bbox_aux: 0.841882 loss_giou_aux: 2.353445 loss_class_dn: 0.339713 loss_bbox_dn: 0.134412 loss_giou_dn: 0.341511 loss_class_aux_dn: 1.855216 loss_bbox_aux_dn: 0.790873 loss_giou_aux_dn: 1.946243 loss: 13.502321 eta: 22:09:35 batch_cost: 0.3550 data_cost: 0.0014 ips: 11.2687 images/s [04/16 14:57:44] ppdet.engine INFO: Epoch: [65] [2100/7329] learning_rate: 0.000100 loss_class: 0.533660 loss_bbox: 0.118204 loss_giou: 0.344055 loss_class_aux: 3.460246 loss_bbox_aux: 0.786734 loss_giou_aux: 2.228853 loss_class_dn: 0.311882 loss_bbox_dn: 0.139045 loss_giou_dn: 0.330506 loss_class_aux_dn: 1.649717 loss_bbox_aux_dn: 0.806496 loss_giou_aux_dn: 1.867568 loss: 12.617081 eta: 22:08:59 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3101 images/s [04/16 14:58:24] ppdet.engine INFO: Epoch: [65] [2200/7329] learning_rate: 0.000100 loss_class: 0.485939 loss_bbox: 0.111965 loss_giou: 0.323474 loss_class_aux: 3.267710 loss_bbox_aux: 0.746917 loss_giou_aux: 2.006710 loss_class_dn: 0.277214 loss_bbox_dn: 0.113598 loss_giou_dn: 0.297990 loss_class_aux_dn: 1.537900 loss_bbox_aux_dn: 0.689536 loss_giou_aux_dn: 1.696019 loss: 12.065105 eta: 22:08:24 batch_cost: 0.3550 data_cost: 0.0013 ips: 11.2677 images/s [04/16 14:59:04] ppdet.engine INFO: Epoch: [65] [2300/7329] learning_rate: 0.000100 loss_class: 0.544465 loss_bbox: 0.123945 loss_giou: 0.347527 loss_class_aux: 3.590446 loss_bbox_aux: 0.783510 loss_giou_aux: 2.143752 loss_class_dn: 0.311434 loss_bbox_dn: 0.124867 loss_giou_dn: 0.315205 loss_class_aux_dn: 1.691328 loss_bbox_aux_dn: 0.709788 loss_giou_aux_dn: 1.796155 loss: 13.197399 eta: 22:07:49 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2581 images/s [04/16 14:59:43] ppdet.engine INFO: Epoch: [65] [2400/7329] learning_rate: 0.000100 loss_class: 0.595473 loss_bbox: 0.118658 loss_giou: 0.356245 loss_class_aux: 3.634100 loss_bbox_aux: 0.761431 loss_giou_aux: 2.257742 loss_class_dn: 0.315688 loss_bbox_dn: 0.128817 loss_giou_dn: 0.334093 loss_class_aux_dn: 1.667394 loss_bbox_aux_dn: 0.761875 loss_giou_aux_dn: 1.864097 loss: 12.576183 eta: 22:07:13 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3691 images/s [04/16 15:00:22] ppdet.engine INFO: Epoch: [65] [2500/7329] learning_rate: 0.000100 loss_class: 0.552622 loss_bbox: 0.130998 loss_giou: 0.375502 loss_class_aux: 3.479950 loss_bbox_aux: 0.874052 loss_giou_aux: 2.372126 loss_class_dn: 0.303242 loss_bbox_dn: 0.132052 loss_giou_dn: 0.352664 loss_class_aux_dn: 1.638854 loss_bbox_aux_dn: 0.843259 loss_giou_aux_dn: 2.023929 loss: 13.305260 eta: 22:06:38 batch_cost: 0.3519 data_cost: 0.0014 ips: 11.3660 images/s [04/16 15:01:01] ppdet.engine INFO: Epoch: [65] [2600/7329] learning_rate: 0.000100 loss_class: 0.626188 loss_bbox: 0.145277 loss_giou: 0.382650 loss_class_aux: 3.873537 loss_bbox_aux: 0.935728 loss_giou_aux: 2.440631 loss_class_dn: 0.359297 loss_bbox_dn: 0.151547 loss_giou_dn: 0.391140 loss_class_aux_dn: 1.936712 loss_bbox_aux_dn: 0.895377 loss_giou_aux_dn: 2.207587 loss: 15.869845 eta: 22:06:02 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3510 images/s [04/16 15:01:40] ppdet.engine INFO: Epoch: [65] [2700/7329] learning_rate: 0.000100 loss_class: 0.553397 loss_bbox: 0.115546 loss_giou: 0.348706 loss_class_aux: 3.398848 loss_bbox_aux: 0.769838 loss_giou_aux: 2.192328 loss_class_dn: 0.321498 loss_bbox_dn: 0.119092 loss_giou_dn: 0.334568 loss_class_aux_dn: 1.721671 loss_bbox_aux_dn: 0.687162 loss_giou_aux_dn: 1.864930 loss: 12.977085 eta: 22:05:26 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4235 images/s [04/16 15:02:20] ppdet.engine INFO: Epoch: [65] [2800/7329] learning_rate: 0.000100 loss_class: 0.562899 loss_bbox: 0.114080 loss_giou: 0.368853 loss_class_aux: 3.590792 loss_bbox_aux: 0.771947 loss_giou_aux: 2.373581 loss_class_dn: 0.333458 loss_bbox_dn: 0.121486 loss_giou_dn: 0.370542 loss_class_aux_dn: 1.762338 loss_bbox_aux_dn: 0.681075 loss_giou_aux_dn: 2.092805 loss: 13.895079 eta: 22:04:51 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3282 images/s [04/16 15:02:59] ppdet.engine INFO: Epoch: [65] [2900/7329] learning_rate: 0.000100 loss_class: 0.606811 loss_bbox: 0.144452 loss_giou: 0.386451 loss_class_aux: 3.803422 loss_bbox_aux: 0.956007 loss_giou_aux: 2.320365 loss_class_dn: 0.347776 loss_bbox_dn: 0.155213 loss_giou_dn: 0.389397 loss_class_aux_dn: 1.840029 loss_bbox_aux_dn: 0.952913 loss_giou_aux_dn: 2.155889 loss: 13.882031 eta: 22:04:16 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2732 images/s [04/16 15:03:39] ppdet.engine INFO: Epoch: [65] [3000/7329] learning_rate: 0.000100 loss_class: 0.570421 loss_bbox: 0.130261 loss_giou: 0.395552 loss_class_aux: 3.675261 loss_bbox_aux: 0.822093 loss_giou_aux: 2.386218 loss_class_dn: 0.328177 loss_bbox_dn: 0.149109 loss_giou_dn: 0.371372 loss_class_aux_dn: 1.790313 loss_bbox_aux_dn: 0.858698 loss_giou_aux_dn: 2.069409 loss: 13.633026 eta: 22:03:40 batch_cost: 0.3561 data_cost: 0.0015 ips: 11.2340 images/s [04/16 15:04:18] ppdet.engine INFO: Epoch: [65] [3100/7329] learning_rate: 0.000100 loss_class: 0.538919 loss_bbox: 0.130515 loss_giou: 0.354550 loss_class_aux: 3.373669 loss_bbox_aux: 0.865215 loss_giou_aux: 2.105619 loss_class_dn: 0.302402 loss_bbox_dn: 0.125565 loss_giou_dn: 0.330370 loss_class_aux_dn: 1.634828 loss_bbox_aux_dn: 0.778420 loss_giou_aux_dn: 1.829577 loss: 13.317591 eta: 22:03:05 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3035 images/s [04/16 15:04:57] ppdet.engine INFO: Epoch: [65] [3200/7329] learning_rate: 0.000100 loss_class: 0.576369 loss_bbox: 0.112550 loss_giou: 0.451607 loss_class_aux: 3.737003 loss_bbox_aux: 0.752434 loss_giou_aux: 2.812389 loss_class_dn: 0.362979 loss_bbox_dn: 0.111587 loss_giou_dn: 0.382820 loss_class_aux_dn: 1.903746 loss_bbox_aux_dn: 0.657798 loss_giou_aux_dn: 2.174817 loss: 15.167418 eta: 22:02:29 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2994 images/s [04/16 15:05:37] ppdet.engine INFO: Epoch: [65] [3300/7329] learning_rate: 0.000100 loss_class: 0.546579 loss_bbox: 0.128592 loss_giou: 0.370609 loss_class_aux: 3.493601 loss_bbox_aux: 0.810277 loss_giou_aux: 2.318392 loss_class_dn: 0.310109 loss_bbox_dn: 0.132126 loss_giou_dn: 0.328551 loss_class_aux_dn: 1.710265 loss_bbox_aux_dn: 0.773402 loss_giou_aux_dn: 1.835975 loss: 12.901244 eta: 22:01:54 batch_cost: 0.3555 data_cost: 0.0014 ips: 11.2515 images/s [04/16 15:06:16] ppdet.engine INFO: Epoch: [65] [3400/7329] learning_rate: 0.000100 loss_class: 0.553454 loss_bbox: 0.128290 loss_giou: 0.375326 loss_class_aux: 3.432848 loss_bbox_aux: 0.838751 loss_giou_aux: 2.403446 loss_class_dn: 0.328543 loss_bbox_dn: 0.115048 loss_giou_dn: 0.325515 loss_class_aux_dn: 1.719181 loss_bbox_aux_dn: 0.700752 loss_giou_aux_dn: 1.916390 loss: 13.239697 eta: 22:01:19 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3455 images/s [04/16 15:06:56] ppdet.engine INFO: Epoch: [65] [3500/7329] learning_rate: 0.000100 loss_class: 0.536485 loss_bbox: 0.124612 loss_giou: 0.368540 loss_class_aux: 3.498343 loss_bbox_aux: 0.833632 loss_giou_aux: 2.291083 loss_class_dn: 0.314560 loss_bbox_dn: 0.125170 loss_giou_dn: 0.327694 loss_class_aux_dn: 1.704545 loss_bbox_aux_dn: 0.746566 loss_giou_aux_dn: 1.824958 loss: 13.312667 eta: 22:00:43 batch_cost: 0.3582 data_cost: 0.0014 ips: 11.1681 images/s [04/16 15:07:36] ppdet.engine INFO: Epoch: [65] [3600/7329] learning_rate: 0.000100 loss_class: 0.544644 loss_bbox: 0.119401 loss_giou: 0.356494 loss_class_aux: 3.455149 loss_bbox_aux: 0.793792 loss_giou_aux: 2.228373 loss_class_dn: 0.323807 loss_bbox_dn: 0.121026 loss_giou_dn: 0.338664 loss_class_aux_dn: 1.740187 loss_bbox_aux_dn: 0.705521 loss_giou_aux_dn: 1.891347 loss: 13.565262 eta: 22:00:08 batch_cost: 0.3566 data_cost: 0.0014 ips: 11.2159 images/s [04/16 15:08:15] ppdet.engine INFO: Epoch: [65] [3700/7329] learning_rate: 0.000100 loss_class: 0.592528 loss_bbox: 0.139443 loss_giou: 0.384648 loss_class_aux: 3.794216 loss_bbox_aux: 0.947743 loss_giou_aux: 2.403975 loss_class_dn: 0.352827 loss_bbox_dn: 0.141478 loss_giou_dn: 0.351094 loss_class_aux_dn: 1.899747 loss_bbox_aux_dn: 0.874547 loss_giou_aux_dn: 1.992424 loss: 14.790636 eta: 21:59:33 batch_cost: 0.3551 data_cost: 0.0014 ips: 11.2654 images/s [04/16 15:08:55] ppdet.engine INFO: Epoch: [65] [3800/7329] learning_rate: 0.000100 loss_class: 0.586950 loss_bbox: 0.131670 loss_giou: 0.367239 loss_class_aux: 3.824578 loss_bbox_aux: 0.836467 loss_giou_aux: 2.393299 loss_class_dn: 0.345763 loss_bbox_dn: 0.134323 loss_giou_dn: 0.360674 loss_class_aux_dn: 1.833650 loss_bbox_aux_dn: 0.822848 loss_giou_aux_dn: 2.044241 loss: 14.242149 eta: 21:58:57 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2264 images/s [04/16 15:09:35] ppdet.engine INFO: Epoch: [65] [3900/7329] learning_rate: 0.000100 loss_class: 0.512680 loss_bbox: 0.119188 loss_giou: 0.308089 loss_class_aux: 3.218341 loss_bbox_aux: 0.810536 loss_giou_aux: 1.982720 loss_class_dn: 0.295694 loss_bbox_dn: 0.124444 loss_giou_dn: 0.309145 loss_class_aux_dn: 1.584821 loss_bbox_aux_dn: 0.739315 loss_giou_aux_dn: 1.733593 loss: 12.186853 eta: 21:58:22 batch_cost: 0.3563 data_cost: 0.0014 ips: 11.2274 images/s [04/16 15:10:15] ppdet.engine INFO: Epoch: [65] [4000/7329] learning_rate: 0.000100 loss_class: 0.573913 loss_bbox: 0.137410 loss_giou: 0.385496 loss_class_aux: 3.727033 loss_bbox_aux: 0.916759 loss_giou_aux: 2.414150 loss_class_dn: 0.330774 loss_bbox_dn: 0.140335 loss_giou_dn: 0.361970 loss_class_aux_dn: 1.748761 loss_bbox_aux_dn: 0.812907 loss_giou_aux_dn: 2.034114 loss: 14.571508 eta: 21:57:47 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1796 images/s [04/16 15:10:54] ppdet.engine INFO: Epoch: [65] [4100/7329] learning_rate: 0.000100 loss_class: 0.600401 loss_bbox: 0.137121 loss_giou: 0.377353 loss_class_aux: 3.759777 loss_bbox_aux: 0.893589 loss_giou_aux: 2.394898 loss_class_dn: 0.341663 loss_bbox_dn: 0.140724 loss_giou_dn: 0.379397 loss_class_aux_dn: 1.880114 loss_bbox_aux_dn: 0.829857 loss_giou_aux_dn: 2.169610 loss: 14.610601 eta: 21:57:11 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3695 images/s [04/16 15:11:33] ppdet.engine INFO: Epoch: [65] [4200/7329] learning_rate: 0.000100 loss_class: 0.632768 loss_bbox: 0.136896 loss_giou: 0.409347 loss_class_aux: 4.072760 loss_bbox_aux: 0.970819 loss_giou_aux: 2.574058 loss_class_dn: 0.337570 loss_bbox_dn: 0.144471 loss_giou_dn: 0.377381 loss_class_aux_dn: 1.840806 loss_bbox_aux_dn: 0.899299 loss_giou_aux_dn: 2.103636 loss: 14.459889 eta: 21:56:36 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3488 images/s [04/16 15:12:12] ppdet.engine INFO: Epoch: [65] [4300/7329] learning_rate: 0.000100 loss_class: 0.516879 loss_bbox: 0.121312 loss_giou: 0.328989 loss_class_aux: 3.247978 loss_bbox_aux: 0.807109 loss_giou_aux: 2.172150 loss_class_dn: 0.295018 loss_bbox_dn: 0.138753 loss_giou_dn: 0.328700 loss_class_aux_dn: 1.637524 loss_bbox_aux_dn: 0.803792 loss_giou_aux_dn: 1.853675 loss: 13.134356 eta: 21:56:00 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4259 images/s [04/16 15:12:52] ppdet.engine INFO: Epoch: [65] [4400/7329] learning_rate: 0.000100 loss_class: 0.499822 loss_bbox: 0.123554 loss_giou: 0.368657 loss_class_aux: 3.168038 loss_bbox_aux: 0.766500 loss_giou_aux: 2.370041 loss_class_dn: 0.295660 loss_bbox_dn: 0.123072 loss_giou_dn: 0.305131 loss_class_aux_dn: 1.570306 loss_bbox_aux_dn: 0.746319 loss_giou_aux_dn: 1.727758 loss: 12.366220 eta: 21:55:25 batch_cost: 0.3575 data_cost: 0.0014 ips: 11.1873 images/s [04/16 15:13:31] ppdet.engine INFO: Epoch: [65] [4500/7329] learning_rate: 0.000100 loss_class: 0.566601 loss_bbox: 0.120927 loss_giou: 0.347417 loss_class_aux: 3.521823 loss_bbox_aux: 0.818187 loss_giou_aux: 2.219515 loss_class_dn: 0.312186 loss_bbox_dn: 0.121502 loss_giou_dn: 0.346011 loss_class_aux_dn: 1.696796 loss_bbox_aux_dn: 0.720247 loss_giou_aux_dn: 1.900439 loss: 13.101158 eta: 21:54:49 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2579 images/s [04/16 15:14:11] ppdet.engine INFO: Epoch: [65] [4600/7329] learning_rate: 0.000100 loss_class: 0.585716 loss_bbox: 0.129372 loss_giou: 0.378123 loss_class_aux: 3.769067 loss_bbox_aux: 0.847287 loss_giou_aux: 2.372266 loss_class_dn: 0.332393 loss_bbox_dn: 0.137843 loss_giou_dn: 0.323846 loss_class_aux_dn: 1.748861 loss_bbox_aux_dn: 0.807214 loss_giou_aux_dn: 1.839222 loss: 13.414320 eta: 21:54:14 batch_cost: 0.3541 data_cost: 0.0014 ips: 11.2949 images/s [04/16 15:14:50] ppdet.engine INFO: Epoch: [65] [4700/7329] learning_rate: 0.000100 loss_class: 0.565088 loss_bbox: 0.131301 loss_giou: 0.374318 loss_class_aux: 3.650178 loss_bbox_aux: 0.859542 loss_giou_aux: 2.343001 loss_class_dn: 0.337308 loss_bbox_dn: 0.121761 loss_giou_dn: 0.341723 loss_class_aux_dn: 1.793689 loss_bbox_aux_dn: 0.780070 loss_giou_aux_dn: 1.932112 loss: 13.320770 eta: 21:53:39 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2877 images/s [04/16 15:15:30] ppdet.engine INFO: Epoch: [65] [4800/7329] learning_rate: 0.000100 loss_class: 0.556200 loss_bbox: 0.128996 loss_giou: 0.351430 loss_class_aux: 3.547328 loss_bbox_aux: 0.843672 loss_giou_aux: 2.208851 loss_class_dn: 0.294015 loss_bbox_dn: 0.139949 loss_giou_dn: 0.316285 loss_class_aux_dn: 1.612270 loss_bbox_aux_dn: 0.772802 loss_giou_aux_dn: 1.768086 loss: 12.840891 eta: 21:53:03 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2471 images/s [04/16 15:16:10] ppdet.engine INFO: Epoch: [65] [4900/7329] learning_rate: 0.000100 loss_class: 0.519065 loss_bbox: 0.117879 loss_giou: 0.316646 loss_class_aux: 3.220242 loss_bbox_aux: 0.779151 loss_giou_aux: 2.052001 loss_class_dn: 0.295632 loss_bbox_dn: 0.117665 loss_giou_dn: 0.302192 loss_class_aux_dn: 1.583745 loss_bbox_aux_dn: 0.711815 loss_giou_aux_dn: 1.738939 loss: 12.151873 eta: 21:52:28 batch_cost: 0.3598 data_cost: 0.0014 ips: 11.1182 images/s [04/16 15:16:49] ppdet.engine INFO: Epoch: [65] [5000/7329] learning_rate: 0.000100 loss_class: 0.491055 loss_bbox: 0.117193 loss_giou: 0.319151 loss_class_aux: 3.218635 loss_bbox_aux: 0.735290 loss_giou_aux: 1.956497 loss_class_dn: 0.294641 loss_bbox_dn: 0.114354 loss_giou_dn: 0.291734 loss_class_aux_dn: 1.617401 loss_bbox_aux_dn: 0.673734 loss_giou_aux_dn: 1.665431 loss: 11.871314 eta: 21:51:53 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3211 images/s [04/16 15:17:28] ppdet.engine INFO: Epoch: [65] [5100/7329] learning_rate: 0.000100 loss_class: 0.578354 loss_bbox: 0.143867 loss_giou: 0.396662 loss_class_aux: 3.616050 loss_bbox_aux: 0.917115 loss_giou_aux: 2.494653 loss_class_dn: 0.329895 loss_bbox_dn: 0.133437 loss_giou_dn: 0.379577 loss_class_aux_dn: 1.806432 loss_bbox_aux_dn: 0.775477 loss_giou_aux_dn: 2.113015 loss: 14.300988 eta: 21:51:17 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3309 images/s [04/16 15:18:08] ppdet.engine INFO: Epoch: [65] [5200/7329] learning_rate: 0.000100 loss_class: 0.552316 loss_bbox: 0.121559 loss_giou: 0.351761 loss_class_aux: 3.525157 loss_bbox_aux: 0.775094 loss_giou_aux: 2.215674 loss_class_dn: 0.313204 loss_bbox_dn: 0.124718 loss_giou_dn: 0.342435 loss_class_aux_dn: 1.632734 loss_bbox_aux_dn: 0.737949 loss_giou_aux_dn: 1.927564 loss: 13.362971 eta: 21:50:42 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2006 images/s [04/16 15:18:48] ppdet.engine INFO: Epoch: [65] [5300/7329] learning_rate: 0.000100 loss_class: 0.557779 loss_bbox: 0.123525 loss_giou: 0.358111 loss_class_aux: 3.699341 loss_bbox_aux: 0.772188 loss_giou_aux: 2.334742 loss_class_dn: 0.311200 loss_bbox_dn: 0.118145 loss_giou_dn: 0.317025 loss_class_aux_dn: 1.685070 loss_bbox_aux_dn: 0.752792 loss_giou_aux_dn: 1.798511 loss: 13.466211 eta: 21:50:06 batch_cost: 0.3532 data_cost: 0.0014 ips: 11.3266 images/s [04/16 15:19:27] ppdet.engine INFO: Epoch: [65] [5400/7329] learning_rate: 0.000100 loss_class: 0.572812 loss_bbox: 0.129980 loss_giou: 0.448738 loss_class_aux: 3.526274 loss_bbox_aux: 0.855540 loss_giou_aux: 2.771828 loss_class_dn: 0.340486 loss_bbox_dn: 0.119083 loss_giou_dn: 0.411706 loss_class_aux_dn: 1.761961 loss_bbox_aux_dn: 0.743425 loss_giou_aux_dn: 2.308873 loss: 14.866423 eta: 21:49:31 batch_cost: 0.3528 data_cost: 0.0014 ips: 11.3371 images/s [04/16 15:20:06] ppdet.engine INFO: Epoch: [65] [5500/7329] learning_rate: 0.000100 loss_class: 0.577055 loss_bbox: 0.120759 loss_giou: 0.380145 loss_class_aux: 3.716053 loss_bbox_aux: 0.807425 loss_giou_aux: 2.453151 loss_class_dn: 0.321827 loss_bbox_dn: 0.126197 loss_giou_dn: 0.355050 loss_class_aux_dn: 1.726887 loss_bbox_aux_dn: 0.745251 loss_giou_aux_dn: 2.008963 loss: 13.512553 eta: 21:48:55 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4182 images/s [04/16 15:20:45] ppdet.engine INFO: Epoch: [65] [5600/7329] learning_rate: 0.000100 loss_class: 0.503242 loss_bbox: 0.139631 loss_giou: 0.375021 loss_class_aux: 3.286662 loss_bbox_aux: 0.948388 loss_giou_aux: 2.372177 loss_class_dn: 0.302560 loss_bbox_dn: 0.130248 loss_giou_dn: 0.357940 loss_class_aux_dn: 1.632498 loss_bbox_aux_dn: 0.801930 loss_giou_aux_dn: 1.998451 loss: 12.937018 eta: 21:48:20 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2630 images/s [04/16 15:21:25] ppdet.engine INFO: Epoch: [65] [5700/7329] learning_rate: 0.000100 loss_class: 0.501174 loss_bbox: 0.122222 loss_giou: 0.334355 loss_class_aux: 3.047255 loss_bbox_aux: 0.839372 loss_giou_aux: 2.057527 loss_class_dn: 0.288991 loss_bbox_dn: 0.134965 loss_giou_dn: 0.281208 loss_class_aux_dn: 1.554317 loss_bbox_aux_dn: 0.800317 loss_giou_aux_dn: 1.603619 loss: 11.537066 eta: 21:47:44 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3216 images/s [04/16 15:22:04] ppdet.engine INFO: Epoch: [65] [5800/7329] learning_rate: 0.000100 loss_class: 0.535309 loss_bbox: 0.121740 loss_giou: 0.296977 loss_class_aux: 3.326240 loss_bbox_aux: 0.792696 loss_giou_aux: 1.876231 loss_class_dn: 0.302864 loss_bbox_dn: 0.129751 loss_giou_dn: 0.281260 loss_class_aux_dn: 1.689466 loss_bbox_aux_dn: 0.751078 loss_giou_aux_dn: 1.589082 loss: 12.547421 eta: 21:47:09 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3041 images/s [04/16 15:22:44] ppdet.engine INFO: Epoch: [65] [5900/7329] learning_rate: 0.000100 loss_class: 0.603366 loss_bbox: 0.142321 loss_giou: 0.475536 loss_class_aux: 3.961594 loss_bbox_aux: 0.906531 loss_giou_aux: 2.961461 loss_class_dn: 0.384568 loss_bbox_dn: 0.138654 loss_giou_dn: 0.430852 loss_class_aux_dn: 2.027500 loss_bbox_aux_dn: 0.829179 loss_giou_aux_dn: 2.433344 loss: 15.575064 eta: 21:46:33 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2913 images/s [04/16 15:23:23] ppdet.engine INFO: Epoch: [65] [6000/7329] learning_rate: 0.000100 loss_class: 0.541608 loss_bbox: 0.123760 loss_giou: 0.335202 loss_class_aux: 3.369801 loss_bbox_aux: 0.802945 loss_giou_aux: 2.227149 loss_class_dn: 0.294404 loss_bbox_dn: 0.122052 loss_giou_dn: 0.318343 loss_class_aux_dn: 1.618148 loss_bbox_aux_dn: 0.743488 loss_giou_aux_dn: 1.805712 loss: 12.378901 eta: 21:45:58 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4190 images/s [04/16 15:24:02] ppdet.engine INFO: Epoch: [65] [6100/7329] learning_rate: 0.000100 loss_class: 0.554393 loss_bbox: 0.123792 loss_giou: 0.336247 loss_class_aux: 3.461740 loss_bbox_aux: 0.806152 loss_giou_aux: 2.144512 loss_class_dn: 0.309982 loss_bbox_dn: 0.144045 loss_giou_dn: 0.307643 loss_class_aux_dn: 1.707424 loss_bbox_aux_dn: 0.839758 loss_giou_aux_dn: 1.727540 loss: 12.580397 eta: 21:45:22 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2846 images/s [04/16 15:24:42] ppdet.engine INFO: Epoch: [65] [6200/7329] learning_rate: 0.000100 loss_class: 0.551803 loss_bbox: 0.120732 loss_giou: 0.354768 loss_class_aux: 3.446666 loss_bbox_aux: 0.829055 loss_giou_aux: 2.257004 loss_class_dn: 0.320193 loss_bbox_dn: 0.132554 loss_giou_dn: 0.327529 loss_class_aux_dn: 1.739497 loss_bbox_aux_dn: 0.793645 loss_giou_aux_dn: 1.849074 loss: 13.002201 eta: 21:44:47 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3089 images/s [04/16 15:25:21] ppdet.engine INFO: Epoch: [65] [6300/7329] learning_rate: 0.000100 loss_class: 0.532427 loss_bbox: 0.116699 loss_giou: 0.384386 loss_class_aux: 3.371354 loss_bbox_aux: 0.743142 loss_giou_aux: 2.393097 loss_class_dn: 0.318813 loss_bbox_dn: 0.129378 loss_giou_dn: 0.322675 loss_class_aux_dn: 1.716524 loss_bbox_aux_dn: 0.763812 loss_giou_aux_dn: 1.818360 loss: 12.976936 eta: 21:44:11 batch_cost: 0.3518 data_cost: 0.0014 ips: 11.3710 images/s [04/16 15:26:00] ppdet.engine INFO: Epoch: [65] [6400/7329] learning_rate: 0.000100 loss_class: 0.516395 loss_bbox: 0.108890 loss_giou: 0.308057 loss_class_aux: 3.253667 loss_bbox_aux: 0.737877 loss_giou_aux: 1.962611 loss_class_dn: 0.288640 loss_bbox_dn: 0.110377 loss_giou_dn: 0.304081 loss_class_aux_dn: 1.564591 loss_bbox_aux_dn: 0.657280 loss_giou_aux_dn: 1.681264 loss: 11.708012 eta: 21:43:36 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2358 images/s [04/16 15:26:40] ppdet.engine INFO: Epoch: [65] [6500/7329] learning_rate: 0.000100 loss_class: 0.507285 loss_bbox: 0.124971 loss_giou: 0.376754 loss_class_aux: 3.306962 loss_bbox_aux: 0.826557 loss_giou_aux: 2.332980 loss_class_dn: 0.323359 loss_bbox_dn: 0.127109 loss_giou_dn: 0.345553 loss_class_aux_dn: 1.687960 loss_bbox_aux_dn: 0.747064 loss_giou_aux_dn: 1.935298 loss: 13.592028 eta: 21:43:01 batch_cost: 0.3522 data_cost: 0.0014 ips: 11.3564 images/s [04/16 15:27:19] ppdet.engine INFO: Epoch: [65] [6600/7329] learning_rate: 0.000100 loss_class: 0.508606 loss_bbox: 0.117968 loss_giou: 0.386520 loss_class_aux: 3.268022 loss_bbox_aux: 0.778184 loss_giou_aux: 2.411193 loss_class_dn: 0.301744 loss_bbox_dn: 0.118632 loss_giou_dn: 0.348151 loss_class_aux_dn: 1.625381 loss_bbox_aux_dn: 0.712755 loss_giou_aux_dn: 1.967526 loss: 12.542253 eta: 21:42:25 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3939 images/s [04/16 15:27:59] ppdet.engine INFO: Epoch: [65] [6700/7329] learning_rate: 0.000100 loss_class: 0.527665 loss_bbox: 0.129550 loss_giou: 0.380015 loss_class_aux: 3.304799 loss_bbox_aux: 0.816328 loss_giou_aux: 2.335514 loss_class_dn: 0.297962 loss_bbox_dn: 0.143439 loss_giou_dn: 0.329749 loss_class_aux_dn: 1.617949 loss_bbox_aux_dn: 0.835536 loss_giou_aux_dn: 1.795381 loss: 12.589140 eta: 21:41:50 batch_cost: 0.3578 data_cost: 0.0014 ips: 11.1790 images/s [04/16 15:28:38] ppdet.engine INFO: Epoch: [65] [6800/7329] learning_rate: 0.000100 loss_class: 0.608821 loss_bbox: 0.129668 loss_giou: 0.386507 loss_class_aux: 3.784310 loss_bbox_aux: 0.874722 loss_giou_aux: 2.468127 loss_class_dn: 0.350171 loss_bbox_dn: 0.127611 loss_giou_dn: 0.351655 loss_class_aux_dn: 1.855097 loss_bbox_aux_dn: 0.773040 loss_giou_aux_dn: 1.993268 loss: 14.536406 eta: 21:41:14 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3317 images/s [04/16 15:29:17] ppdet.engine INFO: Epoch: [65] [6900/7329] learning_rate: 0.000100 loss_class: 0.583654 loss_bbox: 0.123002 loss_giou: 0.378743 loss_class_aux: 3.617949 loss_bbox_aux: 0.880901 loss_giou_aux: 2.467088 loss_class_dn: 0.331902 loss_bbox_dn: 0.132833 loss_giou_dn: 0.349675 loss_class_aux_dn: 1.767746 loss_bbox_aux_dn: 0.836178 loss_giou_aux_dn: 2.011878 loss: 14.320007 eta: 21:40:39 batch_cost: 0.3491 data_cost: 0.0013 ips: 11.4589 images/s [04/16 15:29:56] ppdet.engine INFO: Epoch: [65] [7000/7329] learning_rate: 0.000100 loss_class: 0.555069 loss_bbox: 0.128338 loss_giou: 0.401372 loss_class_aux: 3.588813 loss_bbox_aux: 0.844393 loss_giou_aux: 2.476397 loss_class_dn: 0.352618 loss_bbox_dn: 0.120795 loss_giou_dn: 0.357654 loss_class_aux_dn: 1.909030 loss_bbox_aux_dn: 0.726939 loss_giou_aux_dn: 1.991817 loss: 14.610628 eta: 21:40:03 batch_cost: 0.3530 data_cost: 0.0012 ips: 11.3301 images/s [04/16 15:30:35] ppdet.engine INFO: Epoch: [65] [7100/7329] learning_rate: 0.000100 loss_class: 0.493467 loss_bbox: 0.127674 loss_giou: 0.322523 loss_class_aux: 3.175345 loss_bbox_aux: 0.781339 loss_giou_aux: 2.046359 loss_class_dn: 0.289108 loss_bbox_dn: 0.120917 loss_giou_dn: 0.327435 loss_class_aux_dn: 1.508251 loss_bbox_aux_dn: 0.707811 loss_giou_aux_dn: 1.829092 loss: 12.387239 eta: 21:39:28 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3161 images/s [04/16 15:31:15] ppdet.engine INFO: Epoch: [65] [7200/7329] learning_rate: 0.000100 loss_class: 0.585351 loss_bbox: 0.135477 loss_giou: 0.410340 loss_class_aux: 3.802663 loss_bbox_aux: 0.893893 loss_giou_aux: 2.547838 loss_class_dn: 0.341704 loss_bbox_dn: 0.123364 loss_giou_dn: 0.358442 loss_class_aux_dn: 1.836758 loss_bbox_aux_dn: 0.745836 loss_giou_aux_dn: 1.998707 loss: 14.170636 eta: 21:38:52 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3058 images/s [04/16 15:31:54] ppdet.engine INFO: Epoch: [65] [7300/7329] learning_rate: 0.000100 loss_class: 0.564749 loss_bbox: 0.124062 loss_giou: 0.367981 loss_class_aux: 3.570602 loss_bbox_aux: 0.822693 loss_giou_aux: 2.322898 loss_class_dn: 0.313464 loss_bbox_dn: 0.121092 loss_giou_dn: 0.341036 loss_class_aux_dn: 1.678260 loss_bbox_aux_dn: 0.734466 loss_giou_aux_dn: 1.887317 loss: 13.430393 eta: 21:38:17 batch_cost: 0.3539 data_cost: 0.0014 ips: 11.3037 images/s [04/16 15:32:08] ppdet.engine INFO: Eval iter: 0 [04/16 15:32:21] ppdet.engine INFO: Eval iter: 100 [04/16 15:32:33] ppdet.engine INFO: Eval iter: 200 [04/16 15:32:44] ppdet.engine INFO: Eval iter: 300 [04/16 15:32:56] ppdet.engine INFO: Eval iter: 400 [04/16 15:33:09] ppdet.engine INFO: Eval iter: 500 [04/16 15:33:21] ppdet.engine INFO: Eval iter: 600 [04/16 15:33:43] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 15:33:44] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.70s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.09s). Accumulating evaluation results... DONE (t=16.04s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.735 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/16 15:35:28] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.66222022880702 [04/16 15:35:28] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 15:35:29] ppdet.engine INFO: Epoch: [66] [ 0/7329] learning_rate: 0.000100 loss_class: 0.556620 loss_bbox: 0.128761 loss_giou: 0.341006 loss_class_aux: 3.541766 loss_bbox_aux: 0.843805 loss_giou_aux: 2.170335 loss_class_dn: 0.299580 loss_bbox_dn: 0.135351 loss_giou_dn: 0.292971 loss_class_aux_dn: 1.649092 loss_bbox_aux_dn: 0.821298 loss_giou_aux_dn: 1.648022 loss: 12.678484 eta: 21:38:07 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2792 images/s [04/16 15:36:08] ppdet.engine INFO: Epoch: [66] [ 100/7329] learning_rate: 0.000100 loss_class: 0.554789 loss_bbox: 0.119106 loss_giou: 0.340695 loss_class_aux: 3.514611 loss_bbox_aux: 0.737773 loss_giou_aux: 2.151554 loss_class_dn: 0.298518 loss_bbox_dn: 0.137975 loss_giou_dn: 0.308855 loss_class_aux_dn: 1.593861 loss_bbox_aux_dn: 0.821242 loss_giou_aux_dn: 1.748831 loss: 12.750795 eta: 21:37:31 batch_cost: 0.3544 data_cost: 0.0010 ips: 11.2855 images/s [04/16 15:36:48] ppdet.engine INFO: Epoch: [66] [ 200/7329] learning_rate: 0.000100 loss_class: 0.588996 loss_bbox: 0.139767 loss_giou: 0.425722 loss_class_aux: 3.686475 loss_bbox_aux: 0.900166 loss_giou_aux: 2.756899 loss_class_dn: 0.349536 loss_bbox_dn: 0.138713 loss_giou_dn: 0.380322 loss_class_aux_dn: 1.877591 loss_bbox_aux_dn: 0.789161 loss_giou_aux_dn: 2.115900 loss: 14.565336 eta: 21:36:56 batch_cost: 0.3553 data_cost: 0.0012 ips: 11.2588 images/s [04/16 15:37:28] ppdet.engine INFO: Epoch: [66] [ 300/7329] learning_rate: 0.000100 loss_class: 0.626252 loss_bbox: 0.126401 loss_giou: 0.405299 loss_class_aux: 3.922350 loss_bbox_aux: 0.836904 loss_giou_aux: 2.617981 loss_class_dn: 0.367714 loss_bbox_dn: 0.124717 loss_giou_dn: 0.384683 loss_class_aux_dn: 1.970937 loss_bbox_aux_dn: 0.735229 loss_giou_aux_dn: 2.131489 loss: 14.745987 eta: 21:36:20 batch_cost: 0.3570 data_cost: 0.0012 ips: 11.2046 images/s [04/16 15:38:07] ppdet.engine INFO: Epoch: [66] [ 400/7329] learning_rate: 0.000100 loss_class: 0.541315 loss_bbox: 0.119534 loss_giou: 0.320035 loss_class_aux: 3.345680 loss_bbox_aux: 0.803248 loss_giou_aux: 1.996025 loss_class_dn: 0.294038 loss_bbox_dn: 0.148598 loss_giou_dn: 0.296522 loss_class_aux_dn: 1.586239 loss_bbox_aux_dn: 0.858588 loss_giou_aux_dn: 1.699698 loss: 12.156427 eta: 21:35:45 batch_cost: 0.3582 data_cost: 0.0012 ips: 11.1663 images/s [04/16 15:38:47] ppdet.engine INFO: Epoch: [66] [ 500/7329] learning_rate: 0.000100 loss_class: 0.523293 loss_bbox: 0.137412 loss_giou: 0.330533 loss_class_aux: 3.212483 loss_bbox_aux: 0.842748 loss_giou_aux: 1.990346 loss_class_dn: 0.287202 loss_bbox_dn: 0.125580 loss_giou_dn: 0.288384 loss_class_aux_dn: 1.585086 loss_bbox_aux_dn: 0.770902 loss_giou_aux_dn: 1.576950 loss: 12.639219 eta: 21:35:10 batch_cost: 0.3542 data_cost: 0.0012 ips: 11.2932 images/s [04/16 15:39:26] ppdet.engine INFO: Epoch: [66] [ 600/7329] learning_rate: 0.000100 loss_class: 0.493280 loss_bbox: 0.113876 loss_giou: 0.332244 loss_class_aux: 3.184976 loss_bbox_aux: 0.727033 loss_giou_aux: 2.088535 loss_class_dn: 0.301085 loss_bbox_dn: 0.120361 loss_giou_dn: 0.333864 loss_class_aux_dn: 1.622923 loss_bbox_aux_dn: 0.762622 loss_giou_aux_dn: 1.819356 loss: 12.550089 eta: 21:34:34 batch_cost: 0.3498 data_cost: 0.0012 ips: 11.4339 images/s [04/16 15:40:06] ppdet.engine INFO: Epoch: [66] [ 700/7329] learning_rate: 0.000100 loss_class: 0.553411 loss_bbox: 0.116822 loss_giou: 0.347650 loss_class_aux: 3.455757 loss_bbox_aux: 0.823236 loss_giou_aux: 2.205800 loss_class_dn: 0.330740 loss_bbox_dn: 0.120321 loss_giou_dn: 0.332411 loss_class_aux_dn: 1.807465 loss_bbox_aux_dn: 0.733611 loss_giou_aux_dn: 1.867948 loss: 12.882741 eta: 21:33:59 batch_cost: 0.3574 data_cost: 0.0012 ips: 11.1923 images/s [04/16 15:40:45] ppdet.engine INFO: Epoch: [66] [ 800/7329] learning_rate: 0.000100 loss_class: 0.537731 loss_bbox: 0.125115 loss_giou: 0.372121 loss_class_aux: 3.528310 loss_bbox_aux: 0.779037 loss_giou_aux: 2.360015 loss_class_dn: 0.315553 loss_bbox_dn: 0.120038 loss_giou_dn: 0.322431 loss_class_aux_dn: 1.729865 loss_bbox_aux_dn: 0.710478 loss_giou_aux_dn: 1.809614 loss: 13.654066 eta: 21:33:23 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2759 images/s [04/16 15:41:25] ppdet.engine INFO: Epoch: [66] [ 900/7329] learning_rate: 0.000100 loss_class: 0.495822 loss_bbox: 0.133107 loss_giou: 0.334637 loss_class_aux: 3.169576 loss_bbox_aux: 0.858479 loss_giou_aux: 2.037382 loss_class_dn: 0.293302 loss_bbox_dn: 0.132227 loss_giou_dn: 0.298680 loss_class_aux_dn: 1.568275 loss_bbox_aux_dn: 0.740165 loss_giou_aux_dn: 1.728043 loss: 12.197963 eta: 21:32:48 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3105 images/s [04/16 15:42:04] ppdet.engine INFO: Epoch: [66] [1000/7329] learning_rate: 0.000100 loss_class: 0.545635 loss_bbox: 0.125794 loss_giou: 0.413697 loss_class_aux: 3.414991 loss_bbox_aux: 0.805658 loss_giou_aux: 2.636494 loss_class_dn: 0.309613 loss_bbox_dn: 0.130018 loss_giou_dn: 0.348031 loss_class_aux_dn: 1.659974 loss_bbox_aux_dn: 0.730952 loss_giou_aux_dn: 1.972155 loss: 13.356874 eta: 21:32:13 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3049 images/s [04/16 15:42:43] ppdet.engine INFO: Epoch: [66] [1100/7329] learning_rate: 0.000100 loss_class: 0.571381 loss_bbox: 0.118096 loss_giou: 0.346146 loss_class_aux: 3.623465 loss_bbox_aux: 0.771096 loss_giou_aux: 2.170250 loss_class_dn: 0.309527 loss_bbox_dn: 0.122125 loss_giou_dn: 0.308696 loss_class_aux_dn: 1.690196 loss_bbox_aux_dn: 0.724750 loss_giou_aux_dn: 1.769523 loss: 13.177010 eta: 21:31:37 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3968 images/s [04/16 15:43:23] ppdet.engine INFO: Epoch: [66] [1200/7329] learning_rate: 0.000100 loss_class: 0.532318 loss_bbox: 0.109569 loss_giou: 0.330758 loss_class_aux: 3.496412 loss_bbox_aux: 0.757927 loss_giou_aux: 2.114242 loss_class_dn: 0.315450 loss_bbox_dn: 0.120853 loss_giou_dn: 0.319917 loss_class_aux_dn: 1.723964 loss_bbox_aux_dn: 0.747647 loss_giou_aux_dn: 1.812494 loss: 13.364899 eta: 21:31:02 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2819 images/s [04/16 15:44:02] ppdet.engine INFO: Epoch: [66] [1300/7329] learning_rate: 0.000100 loss_class: 0.596995 loss_bbox: 0.129353 loss_giou: 0.347800 loss_class_aux: 3.795904 loss_bbox_aux: 0.837887 loss_giou_aux: 2.250068 loss_class_dn: 0.320870 loss_bbox_dn: 0.126180 loss_giou_dn: 0.331502 loss_class_aux_dn: 1.754070 loss_bbox_aux_dn: 0.786874 loss_giou_aux_dn: 1.883554 loss: 13.263646 eta: 21:30:26 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3026 images/s [04/16 15:44:41] ppdet.engine INFO: Epoch: [66] [1400/7329] learning_rate: 0.000100 loss_class: 0.554146 loss_bbox: 0.128360 loss_giou: 0.449004 loss_class_aux: 3.567507 loss_bbox_aux: 0.842770 loss_giou_aux: 2.771337 loss_class_dn: 0.350080 loss_bbox_dn: 0.118258 loss_giou_dn: 0.374019 loss_class_aux_dn: 1.881705 loss_bbox_aux_dn: 0.716531 loss_giou_aux_dn: 2.126944 loss: 14.476444 eta: 21:29:51 batch_cost: 0.3528 data_cost: 0.0012 ips: 11.3386 images/s [04/16 15:45:21] ppdet.engine INFO: Epoch: [66] [1500/7329] learning_rate: 0.000100 loss_class: 0.538120 loss_bbox: 0.137133 loss_giou: 0.379850 loss_class_aux: 3.583469 loss_bbox_aux: 0.841014 loss_giou_aux: 2.449281 loss_class_dn: 0.318744 loss_bbox_dn: 0.125564 loss_giou_dn: 0.322390 loss_class_aux_dn: 1.729484 loss_bbox_aux_dn: 0.757430 loss_giou_aux_dn: 1.774787 loss: 14.193263 eta: 21:29:15 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2832 images/s [04/16 15:46:00] ppdet.engine INFO: Epoch: [66] [1600/7329] learning_rate: 0.000100 loss_class: 0.524386 loss_bbox: 0.119270 loss_giou: 0.351847 loss_class_aux: 3.291760 loss_bbox_aux: 0.786385 loss_giou_aux: 2.271660 loss_class_dn: 0.284120 loss_bbox_dn: 0.131650 loss_giou_dn: 0.312457 loss_class_aux_dn: 1.585198 loss_bbox_aux_dn: 0.778743 loss_giou_aux_dn: 1.732156 loss: 11.962269 eta: 21:28:40 batch_cost: 0.3540 data_cost: 0.0012 ips: 11.3004 images/s [04/16 15:46:39] ppdet.engine INFO: Epoch: [66] [1700/7329] learning_rate: 0.000100 loss_class: 0.551123 loss_bbox: 0.121822 loss_giou: 0.365678 loss_class_aux: 3.491985 loss_bbox_aux: 0.757758 loss_giou_aux: 2.347391 loss_class_dn: 0.317341 loss_bbox_dn: 0.113100 loss_giou_dn: 0.318915 loss_class_aux_dn: 1.688859 loss_bbox_aux_dn: 0.713317 loss_giou_aux_dn: 1.816658 loss: 13.096164 eta: 21:28:04 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3708 images/s [04/16 15:47:19] ppdet.engine INFO: Epoch: [66] [1800/7329] learning_rate: 0.000100 loss_class: 0.513063 loss_bbox: 0.127999 loss_giou: 0.350644 loss_class_aux: 3.196311 loss_bbox_aux: 0.844048 loss_giou_aux: 2.212791 loss_class_dn: 0.292924 loss_bbox_dn: 0.122476 loss_giou_dn: 0.342524 loss_class_aux_dn: 1.582144 loss_bbox_aux_dn: 0.709885 loss_giou_aux_dn: 1.930236 loss: 12.561438 eta: 21:27:29 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3221 images/s [04/16 15:47:58] ppdet.engine INFO: Epoch: [66] [1900/7329] learning_rate: 0.000100 loss_class: 0.495641 loss_bbox: 0.129661 loss_giou: 0.361918 loss_class_aux: 3.374812 loss_bbox_aux: 0.860996 loss_giou_aux: 2.272319 loss_class_dn: 0.283086 loss_bbox_dn: 0.121793 loss_giou_dn: 0.339281 loss_class_aux_dn: 1.563827 loss_bbox_aux_dn: 0.734355 loss_giou_aux_dn: 1.840647 loss: 12.204087 eta: 21:26:53 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3335 images/s [04/16 15:48:37] ppdet.engine INFO: Epoch: [66] [2000/7329] learning_rate: 0.000100 loss_class: 0.670720 loss_bbox: 0.141381 loss_giou: 0.482328 loss_class_aux: 4.301615 loss_bbox_aux: 0.907244 loss_giou_aux: 2.948701 loss_class_dn: 0.427528 loss_bbox_dn: 0.142170 loss_giou_dn: 0.484014 loss_class_aux_dn: 2.243950 loss_bbox_aux_dn: 0.854938 loss_giou_aux_dn: 2.678144 loss: 17.799088 eta: 21:26:18 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3197 images/s [04/16 15:49:17] ppdet.engine INFO: Epoch: [66] [2100/7329] learning_rate: 0.000100 loss_class: 0.525831 loss_bbox: 0.121483 loss_giou: 0.353602 loss_class_aux: 3.373824 loss_bbox_aux: 0.807056 loss_giou_aux: 2.161618 loss_class_dn: 0.300015 loss_bbox_dn: 0.120818 loss_giou_dn: 0.307259 loss_class_aux_dn: 1.635979 loss_bbox_aux_dn: 0.702285 loss_giou_aux_dn: 1.737080 loss: 12.890236 eta: 21:25:43 batch_cost: 0.3554 data_cost: 0.0012 ips: 11.2560 images/s [04/16 15:49:56] ppdet.engine INFO: Epoch: [66] [2200/7329] learning_rate: 0.000100 loss_class: 0.530744 loss_bbox: 0.104774 loss_giou: 0.373568 loss_class_aux: 3.367979 loss_bbox_aux: 0.684598 loss_giou_aux: 2.412508 loss_class_dn: 0.312789 loss_bbox_dn: 0.112621 loss_giou_dn: 0.319973 loss_class_aux_dn: 1.686686 loss_bbox_aux_dn: 0.680057 loss_giou_aux_dn: 1.753030 loss: 12.666161 eta: 21:25:07 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3645 images/s [04/16 15:50:35] ppdet.engine INFO: Epoch: [66] [2300/7329] learning_rate: 0.000100 loss_class: 0.525194 loss_bbox: 0.127746 loss_giou: 0.355082 loss_class_aux: 3.406023 loss_bbox_aux: 0.849519 loss_giou_aux: 2.273669 loss_class_dn: 0.319900 loss_bbox_dn: 0.130495 loss_giou_dn: 0.320240 loss_class_aux_dn: 1.698665 loss_bbox_aux_dn: 0.786506 loss_giou_aux_dn: 1.809459 loss: 13.393797 eta: 21:24:31 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3672 images/s [04/16 15:51:15] ppdet.engine INFO: Epoch: [66] [2400/7329] learning_rate: 0.000100 loss_class: 0.495307 loss_bbox: 0.126856 loss_giou: 0.365242 loss_class_aux: 3.179806 loss_bbox_aux: 0.822141 loss_giou_aux: 2.246032 loss_class_dn: 0.297666 loss_bbox_dn: 0.132075 loss_giou_dn: 0.309213 loss_class_aux_dn: 1.611084 loss_bbox_aux_dn: 0.796674 loss_giou_aux_dn: 1.754658 loss: 12.441481 eta: 21:23:56 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3560 images/s [04/16 15:51:54] ppdet.engine INFO: Epoch: [66] [2500/7329] learning_rate: 0.000100 loss_class: 0.597407 loss_bbox: 0.143332 loss_giou: 0.344034 loss_class_aux: 3.865112 loss_bbox_aux: 0.943995 loss_giou_aux: 2.155767 loss_class_dn: 0.331544 loss_bbox_dn: 0.165468 loss_giou_dn: 0.339073 loss_class_aux_dn: 1.778832 loss_bbox_aux_dn: 0.983953 loss_giou_aux_dn: 1.895895 loss: 14.186314 eta: 21:23:21 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2176 images/s [04/16 15:52:33] ppdet.engine INFO: Epoch: [66] [2600/7329] learning_rate: 0.000100 loss_class: 0.572061 loss_bbox: 0.115220 loss_giou: 0.343841 loss_class_aux: 3.711246 loss_bbox_aux: 0.758436 loss_giou_aux: 2.237448 loss_class_dn: 0.311768 loss_bbox_dn: 0.112713 loss_giou_dn: 0.324322 loss_class_aux_dn: 1.749134 loss_bbox_aux_dn: 0.678003 loss_giou_aux_dn: 1.861774 loss: 13.304708 eta: 21:22:45 batch_cost: 0.3489 data_cost: 0.0013 ips: 11.4639 images/s [04/16 15:53:13] ppdet.engine INFO: Epoch: [66] [2700/7329] learning_rate: 0.000100 loss_class: 0.576126 loss_bbox: 0.131844 loss_giou: 0.386757 loss_class_aux: 3.755641 loss_bbox_aux: 0.873879 loss_giou_aux: 2.522918 loss_class_dn: 0.316336 loss_bbox_dn: 0.137167 loss_giou_dn: 0.356794 loss_class_aux_dn: 1.710683 loss_bbox_aux_dn: 0.866367 loss_giou_aux_dn: 2.017375 loss: 13.430569 eta: 21:22:10 batch_cost: 0.3548 data_cost: 0.0012 ips: 11.2727 images/s [04/16 15:53:52] ppdet.engine INFO: Epoch: [66] [2800/7329] learning_rate: 0.000100 loss_class: 0.528178 loss_bbox: 0.122868 loss_giou: 0.345422 loss_class_aux: 3.518391 loss_bbox_aux: 0.831574 loss_giou_aux: 2.177653 loss_class_dn: 0.307024 loss_bbox_dn: 0.125354 loss_giou_dn: 0.325334 loss_class_aux_dn: 1.675034 loss_bbox_aux_dn: 0.765949 loss_giou_aux_dn: 1.775045 loss: 12.539974 eta: 21:21:34 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2806 images/s [04/16 15:54:32] ppdet.engine INFO: Epoch: [66] [2900/7329] learning_rate: 0.000100 loss_class: 0.565238 loss_bbox: 0.135741 loss_giou: 0.293111 loss_class_aux: 3.649180 loss_bbox_aux: 0.850773 loss_giou_aux: 1.851080 loss_class_dn: 0.324784 loss_bbox_dn: 0.129696 loss_giou_dn: 0.296074 loss_class_aux_dn: 1.767530 loss_bbox_aux_dn: 0.805174 loss_giou_aux_dn: 1.738960 loss: 13.267508 eta: 21:20:59 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3077 images/s [04/16 15:55:11] ppdet.engine INFO: Epoch: [66] [3000/7329] learning_rate: 0.000100 loss_class: 0.570412 loss_bbox: 0.109488 loss_giou: 0.357496 loss_class_aux: 3.646607 loss_bbox_aux: 0.728264 loss_giou_aux: 2.316978 loss_class_dn: 0.312756 loss_bbox_dn: 0.127444 loss_giou_dn: 0.326767 loss_class_aux_dn: 1.747238 loss_bbox_aux_dn: 0.770366 loss_giou_aux_dn: 1.862421 loss: 13.001137 eta: 21:20:23 batch_cost: 0.3505 data_cost: 0.0012 ips: 11.4119 images/s [04/16 15:55:50] ppdet.engine INFO: Epoch: [66] [3100/7329] learning_rate: 0.000100 loss_class: 0.543728 loss_bbox: 0.124124 loss_giou: 0.360898 loss_class_aux: 3.522721 loss_bbox_aux: 0.807057 loss_giou_aux: 2.315843 loss_class_dn: 0.328160 loss_bbox_dn: 0.115772 loss_giou_dn: 0.333377 loss_class_aux_dn: 1.747821 loss_bbox_aux_dn: 0.703367 loss_giou_aux_dn: 1.878798 loss: 13.074046 eta: 21:19:48 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2956 images/s [04/16 15:56:29] ppdet.engine INFO: Epoch: [66] [3200/7329] learning_rate: 0.000100 loss_class: 0.490356 loss_bbox: 0.117027 loss_giou: 0.293542 loss_class_aux: 3.125375 loss_bbox_aux: 0.797794 loss_giou_aux: 1.864226 loss_class_dn: 0.263520 loss_bbox_dn: 0.119737 loss_giou_dn: 0.275124 loss_class_aux_dn: 1.457281 loss_bbox_aux_dn: 0.755854 loss_giou_aux_dn: 1.539400 loss: 10.890413 eta: 21:19:12 batch_cost: 0.3517 data_cost: 0.0013 ips: 11.3720 images/s [04/16 15:57:09] ppdet.engine INFO: Epoch: [66] [3300/7329] learning_rate: 0.000100 loss_class: 0.491440 loss_bbox: 0.113427 loss_giou: 0.309873 loss_class_aux: 3.215158 loss_bbox_aux: 0.734182 loss_giou_aux: 1.926955 loss_class_dn: 0.272729 loss_bbox_dn: 0.123041 loss_giou_dn: 0.307084 loss_class_aux_dn: 1.478618 loss_bbox_aux_dn: 0.729899 loss_giou_aux_dn: 1.694968 loss: 12.121090 eta: 21:18:37 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2911 images/s [04/16 15:57:48] ppdet.engine INFO: Epoch: [66] [3400/7329] learning_rate: 0.000100 loss_class: 0.561670 loss_bbox: 0.140946 loss_giou: 0.363261 loss_class_aux: 3.615366 loss_bbox_aux: 0.956842 loss_giou_aux: 2.249661 loss_class_dn: 0.317513 loss_bbox_dn: 0.134782 loss_giou_dn: 0.331967 loss_class_aux_dn: 1.660787 loss_bbox_aux_dn: 0.834228 loss_giou_aux_dn: 1.897483 loss: 13.076690 eta: 21:18:01 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3352 images/s [04/16 15:58:27] ppdet.engine INFO: Epoch: [66] [3500/7329] learning_rate: 0.000100 loss_class: 0.531917 loss_bbox: 0.126711 loss_giou: 0.342261 loss_class_aux: 3.434764 loss_bbox_aux: 0.830096 loss_giou_aux: 2.110235 loss_class_dn: 0.300679 loss_bbox_dn: 0.128845 loss_giou_dn: 0.303393 loss_class_aux_dn: 1.633184 loss_bbox_aux_dn: 0.796956 loss_giou_aux_dn: 1.729261 loss: 12.423775 eta: 21:17:26 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3816 images/s [04/16 15:59:07] ppdet.engine INFO: Epoch: [66] [3600/7329] learning_rate: 0.000100 loss_class: 0.589469 loss_bbox: 0.124137 loss_giou: 0.375291 loss_class_aux: 3.795925 loss_bbox_aux: 0.799266 loss_giou_aux: 2.337510 loss_class_dn: 0.338635 loss_bbox_dn: 0.130778 loss_giou_dn: 0.354485 loss_class_aux_dn: 1.822679 loss_bbox_aux_dn: 0.813548 loss_giou_aux_dn: 1.980849 loss: 14.105051 eta: 21:16:50 batch_cost: 0.3549 data_cost: 0.0012 ips: 11.2693 images/s [04/16 15:59:46] ppdet.engine INFO: Epoch: [66] [3700/7329] learning_rate: 0.000100 loss_class: 0.579465 loss_bbox: 0.111807 loss_giou: 0.403994 loss_class_aux: 3.755184 loss_bbox_aux: 0.759581 loss_giou_aux: 2.602708 loss_class_dn: 0.351267 loss_bbox_dn: 0.123428 loss_giou_dn: 0.371461 loss_class_aux_dn: 1.872101 loss_bbox_aux_dn: 0.734620 loss_giou_aux_dn: 2.083454 loss: 15.019873 eta: 21:16:15 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3119 images/s [04/16 16:00:26] ppdet.engine INFO: Epoch: [66] [3800/7329] learning_rate: 0.000100 loss_class: 0.528794 loss_bbox: 0.134727 loss_giou: 0.398572 loss_class_aux: 3.449658 loss_bbox_aux: 0.860886 loss_giou_aux: 2.525182 loss_class_dn: 0.302684 loss_bbox_dn: 0.126054 loss_giou_dn: 0.322969 loss_class_aux_dn: 1.645272 loss_bbox_aux_dn: 0.750920 loss_giou_aux_dn: 1.793700 loss: 12.594986 eta: 21:15:40 batch_cost: 0.3586 data_cost: 0.0013 ips: 11.1556 images/s [04/16 16:01:06] ppdet.engine INFO: Epoch: [66] [3900/7329] learning_rate: 0.000100 loss_class: 0.567685 loss_bbox: 0.142645 loss_giou: 0.360168 loss_class_aux: 3.556889 loss_bbox_aux: 0.903699 loss_giou_aux: 2.281009 loss_class_dn: 0.349043 loss_bbox_dn: 0.140444 loss_giou_dn: 0.348233 loss_class_aux_dn: 1.856900 loss_bbox_aux_dn: 0.841529 loss_giou_aux_dn: 1.895693 loss: 13.940937 eta: 21:15:04 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3081 images/s [04/16 16:01:45] ppdet.engine INFO: Epoch: [66] [4000/7329] learning_rate: 0.000100 loss_class: 0.539979 loss_bbox: 0.112347 loss_giou: 0.366239 loss_class_aux: 3.339187 loss_bbox_aux: 0.735592 loss_giou_aux: 2.202919 loss_class_dn: 0.302128 loss_bbox_dn: 0.115008 loss_giou_dn: 0.317536 loss_class_aux_dn: 1.632843 loss_bbox_aux_dn: 0.698624 loss_giou_aux_dn: 1.746214 loss: 12.406073 eta: 21:14:29 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3631 images/s [04/16 16:02:24] ppdet.engine INFO: Epoch: [66] [4100/7329] learning_rate: 0.000100 loss_class: 0.517656 loss_bbox: 0.126701 loss_giou: 0.325381 loss_class_aux: 3.307470 loss_bbox_aux: 0.823471 loss_giou_aux: 2.102777 loss_class_dn: 0.296380 loss_bbox_dn: 0.126104 loss_giou_dn: 0.302998 loss_class_aux_dn: 1.605992 loss_bbox_aux_dn: 0.788744 loss_giou_aux_dn: 1.679686 loss: 12.285486 eta: 21:13:53 batch_cost: 0.3557 data_cost: 0.0013 ips: 11.2439 images/s [04/16 16:03:04] ppdet.engine INFO: Epoch: [66] [4200/7329] learning_rate: 0.000100 loss_class: 0.531036 loss_bbox: 0.132731 loss_giou: 0.369690 loss_class_aux: 3.466843 loss_bbox_aux: 0.838071 loss_giou_aux: 2.396876 loss_class_dn: 0.318134 loss_bbox_dn: 0.119997 loss_giou_dn: 0.339415 loss_class_aux_dn: 1.739654 loss_bbox_aux_dn: 0.771503 loss_giou_aux_dn: 1.940986 loss: 13.577698 eta: 21:13:18 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3584 images/s [04/16 16:03:43] ppdet.engine INFO: Epoch: [66] [4300/7329] learning_rate: 0.000100 loss_class: 0.522845 loss_bbox: 0.113723 loss_giou: 0.355126 loss_class_aux: 3.285502 loss_bbox_aux: 0.737233 loss_giou_aux: 2.210997 loss_class_dn: 0.300160 loss_bbox_dn: 0.116527 loss_giou_dn: 0.308454 loss_class_aux_dn: 1.632666 loss_bbox_aux_dn: 0.684984 loss_giou_aux_dn: 1.702147 loss: 12.290152 eta: 21:12:42 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2204 images/s [04/16 16:04:23] ppdet.engine INFO: Epoch: [66] [4400/7329] learning_rate: 0.000100 loss_class: 0.562323 loss_bbox: 0.122655 loss_giou: 0.308963 loss_class_aux: 3.575955 loss_bbox_aux: 0.817826 loss_giou_aux: 2.060291 loss_class_dn: 0.315173 loss_bbox_dn: 0.151383 loss_giou_dn: 0.296530 loss_class_aux_dn: 1.668656 loss_bbox_aux_dn: 0.931863 loss_giou_aux_dn: 1.715103 loss: 13.124012 eta: 21:12:07 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3483 images/s [04/16 16:05:02] ppdet.engine INFO: Epoch: [66] [4500/7329] learning_rate: 0.000100 loss_class: 0.507364 loss_bbox: 0.113897 loss_giou: 0.329622 loss_class_aux: 3.139220 loss_bbox_aux: 0.709070 loss_giou_aux: 2.043181 loss_class_dn: 0.283159 loss_bbox_dn: 0.109685 loss_giou_dn: 0.292847 loss_class_aux_dn: 1.504840 loss_bbox_aux_dn: 0.677665 loss_giou_aux_dn: 1.682997 loss: 11.347212 eta: 21:11:32 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2011 images/s [04/16 16:05:42] ppdet.engine INFO: Epoch: [66] [4600/7329] learning_rate: 0.000100 loss_class: 0.588407 loss_bbox: 0.137389 loss_giou: 0.379630 loss_class_aux: 3.675497 loss_bbox_aux: 0.894294 loss_giou_aux: 2.377194 loss_class_dn: 0.335366 loss_bbox_dn: 0.124991 loss_giou_dn: 0.380842 loss_class_aux_dn: 1.790090 loss_bbox_aux_dn: 0.757736 loss_giou_aux_dn: 2.144390 loss: 13.974307 eta: 21:10:56 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3166 images/s [04/16 16:06:21] ppdet.engine INFO: Epoch: [66] [4700/7329] learning_rate: 0.000100 loss_class: 0.543218 loss_bbox: 0.130031 loss_giou: 0.407032 loss_class_aux: 3.506953 loss_bbox_aux: 0.845761 loss_giou_aux: 2.602877 loss_class_dn: 0.334467 loss_bbox_dn: 0.129066 loss_giou_dn: 0.365129 loss_class_aux_dn: 1.776171 loss_bbox_aux_dn: 0.763050 loss_giou_aux_dn: 2.013090 loss: 13.647406 eta: 21:10:21 batch_cost: 0.3534 data_cost: 0.0014 ips: 11.3183 images/s [04/16 16:07:01] ppdet.engine INFO: Epoch: [66] [4800/7329] learning_rate: 0.000100 loss_class: 0.540158 loss_bbox: 0.116907 loss_giou: 0.365352 loss_class_aux: 3.487805 loss_bbox_aux: 0.777100 loss_giou_aux: 2.338952 loss_class_dn: 0.309792 loss_bbox_dn: 0.114640 loss_giou_dn: 0.332936 loss_class_aux_dn: 1.689866 loss_bbox_aux_dn: 0.671376 loss_giou_aux_dn: 1.843847 loss: 12.369721 eta: 21:09:45 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2733 images/s [04/16 16:07:40] ppdet.engine INFO: Epoch: [66] [4900/7329] learning_rate: 0.000100 loss_class: 0.562051 loss_bbox: 0.119993 loss_giou: 0.349363 loss_class_aux: 3.635285 loss_bbox_aux: 0.785560 loss_giou_aux: 2.223041 loss_class_dn: 0.328304 loss_bbox_dn: 0.117257 loss_giou_dn: 0.316409 loss_class_aux_dn: 1.756320 loss_bbox_aux_dn: 0.693907 loss_giou_aux_dn: 1.763977 loss: 12.748713 eta: 21:09:10 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2356 images/s [04/16 16:08:19] ppdet.engine INFO: Epoch: [66] [5000/7329] learning_rate: 0.000100 loss_class: 0.498537 loss_bbox: 0.121018 loss_giou: 0.347756 loss_class_aux: 3.063825 loss_bbox_aux: 0.772764 loss_giou_aux: 2.200371 loss_class_dn: 0.305301 loss_bbox_dn: 0.120526 loss_giou_dn: 0.321479 loss_class_aux_dn: 1.660558 loss_bbox_aux_dn: 0.724594 loss_giou_aux_dn: 1.848179 loss: 12.521566 eta: 21:08:34 batch_cost: 0.3517 data_cost: 0.0012 ips: 11.3727 images/s [04/16 16:08:59] ppdet.engine INFO: Epoch: [66] [5100/7329] learning_rate: 0.000100 loss_class: 0.514528 loss_bbox: 0.121139 loss_giou: 0.350715 loss_class_aux: 3.230376 loss_bbox_aux: 0.768286 loss_giou_aux: 2.262093 loss_class_dn: 0.304001 loss_bbox_dn: 0.119490 loss_giou_dn: 0.312298 loss_class_aux_dn: 1.634117 loss_bbox_aux_dn: 0.732246 loss_giou_aux_dn: 1.809211 loss: 12.293776 eta: 21:07:59 batch_cost: 0.3537 data_cost: 0.0012 ips: 11.3090 images/s [04/16 16:09:38] ppdet.engine INFO: Epoch: [66] [5200/7329] learning_rate: 0.000100 loss_class: 0.517204 loss_bbox: 0.121099 loss_giou: 0.314642 loss_class_aux: 3.468983 loss_bbox_aux: 0.826484 loss_giou_aux: 1.953008 loss_class_dn: 0.317288 loss_bbox_dn: 0.121443 loss_giou_dn: 0.311373 loss_class_aux_dn: 1.760241 loss_bbox_aux_dn: 0.710738 loss_giou_aux_dn: 1.792095 loss: 13.261204 eta: 21:07:24 batch_cost: 0.3522 data_cost: 0.0013 ips: 11.3563 images/s [04/16 16:10:17] ppdet.engine INFO: Epoch: [66] [5300/7329] learning_rate: 0.000100 loss_class: 0.553508 loss_bbox: 0.138123 loss_giou: 0.415061 loss_class_aux: 3.486737 loss_bbox_aux: 0.914343 loss_giou_aux: 2.496248 loss_class_dn: 0.327623 loss_bbox_dn: 0.138126 loss_giou_dn: 0.384970 loss_class_aux_dn: 1.729530 loss_bbox_aux_dn: 0.814856 loss_giou_aux_dn: 2.154083 loss: 13.875484 eta: 21:06:48 batch_cost: 0.3506 data_cost: 0.0012 ips: 11.4098 images/s [04/16 16:10:56] ppdet.engine INFO: Epoch: [66] [5400/7329] learning_rate: 0.000100 loss_class: 0.590515 loss_bbox: 0.123452 loss_giou: 0.325595 loss_class_aux: 3.596629 loss_bbox_aux: 0.823803 loss_giou_aux: 2.163943 loss_class_dn: 0.301117 loss_bbox_dn: 0.140904 loss_giou_dn: 0.320256 loss_class_aux_dn: 1.630427 loss_bbox_aux_dn: 0.867082 loss_giou_aux_dn: 1.869857 loss: 12.704020 eta: 21:06:12 batch_cost: 0.3531 data_cost: 0.0012 ips: 11.3277 images/s [04/16 16:11:36] ppdet.engine INFO: Epoch: [66] [5500/7329] learning_rate: 0.000100 loss_class: 0.559924 loss_bbox: 0.127208 loss_giou: 0.373621 loss_class_aux: 3.610173 loss_bbox_aux: 0.797299 loss_giou_aux: 2.387324 loss_class_dn: 0.326772 loss_bbox_dn: 0.128797 loss_giou_dn: 0.350412 loss_class_aux_dn: 1.753443 loss_bbox_aux_dn: 0.782641 loss_giou_aux_dn: 1.910437 loss: 13.447399 eta: 21:05:37 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3067 images/s [04/16 16:12:16] ppdet.engine INFO: Epoch: [66] [5600/7329] learning_rate: 0.000100 loss_class: 0.557503 loss_bbox: 0.133191 loss_giou: 0.367337 loss_class_aux: 3.507074 loss_bbox_aux: 0.872914 loss_giou_aux: 2.362761 loss_class_dn: 0.316814 loss_bbox_dn: 0.137706 loss_giou_dn: 0.343953 loss_class_aux_dn: 1.701129 loss_bbox_aux_dn: 0.801833 loss_giou_aux_dn: 1.926163 loss: 13.071089 eta: 21:05:02 batch_cost: 0.3582 data_cost: 0.0013 ips: 11.1663 images/s [04/16 16:12:55] ppdet.engine INFO: Epoch: [66] [5700/7329] learning_rate: 0.000100 loss_class: 0.564569 loss_bbox: 0.131045 loss_giou: 0.364635 loss_class_aux: 3.602010 loss_bbox_aux: 0.850754 loss_giou_aux: 2.332654 loss_class_dn: 0.311654 loss_bbox_dn: 0.131509 loss_giou_dn: 0.333516 loss_class_aux_dn: 1.700035 loss_bbox_aux_dn: 0.787719 loss_giou_aux_dn: 1.849093 loss: 13.098991 eta: 21:04:26 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3190 images/s [04/16 16:13:34] ppdet.engine INFO: Epoch: [66] [5800/7329] learning_rate: 0.000100 loss_class: 0.526529 loss_bbox: 0.119145 loss_giou: 0.334517 loss_class_aux: 3.400753 loss_bbox_aux: 0.824950 loss_giou_aux: 2.123406 loss_class_dn: 0.300637 loss_bbox_dn: 0.129995 loss_giou_dn: 0.308211 loss_class_aux_dn: 1.616354 loss_bbox_aux_dn: 0.789405 loss_giou_aux_dn: 1.684441 loss: 12.507469 eta: 21:03:51 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3166 images/s [04/16 16:14:14] ppdet.engine INFO: Epoch: [66] [5900/7329] learning_rate: 0.000100 loss_class: 0.504778 loss_bbox: 0.119164 loss_giou: 0.312168 loss_class_aux: 3.152148 loss_bbox_aux: 0.780588 loss_giou_aux: 2.023343 loss_class_dn: 0.293695 loss_bbox_dn: 0.109696 loss_giou_dn: 0.271940 loss_class_aux_dn: 1.564463 loss_bbox_aux_dn: 0.655279 loss_giou_aux_dn: 1.536033 loss: 11.857908 eta: 21:03:15 batch_cost: 0.3524 data_cost: 0.0013 ips: 11.3506 images/s [04/16 16:14:53] ppdet.engine INFO: Epoch: [66] [6000/7329] learning_rate: 0.000100 loss_class: 0.469289 loss_bbox: 0.121410 loss_giou: 0.295215 loss_class_aux: 2.954576 loss_bbox_aux: 0.771505 loss_giou_aux: 1.778106 loss_class_dn: 0.284546 loss_bbox_dn: 0.122858 loss_giou_dn: 0.284276 loss_class_aux_dn: 1.534437 loss_bbox_aux_dn: 0.726510 loss_giou_aux_dn: 1.610584 loss: 11.826527 eta: 21:02:40 batch_cost: 0.3501 data_cost: 0.0013 ips: 11.4258 images/s [04/16 16:15:32] ppdet.engine INFO: Epoch: [66] [6100/7329] learning_rate: 0.000100 loss_class: 0.531358 loss_bbox: 0.135237 loss_giou: 0.346971 loss_class_aux: 3.504230 loss_bbox_aux: 0.860260 loss_giou_aux: 2.263143 loss_class_dn: 0.287164 loss_bbox_dn: 0.108423 loss_giou_dn: 0.320766 loss_class_aux_dn: 1.591886 loss_bbox_aux_dn: 0.655349 loss_giou_aux_dn: 1.833454 loss: 12.535184 eta: 21:02:04 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3874 images/s [04/16 16:16:11] ppdet.engine INFO: Epoch: [66] [6200/7329] learning_rate: 0.000100 loss_class: 0.529934 loss_bbox: 0.129450 loss_giou: 0.362554 loss_class_aux: 3.436041 loss_bbox_aux: 0.817586 loss_giou_aux: 2.276564 loss_class_dn: 0.303835 loss_bbox_dn: 0.129071 loss_giou_dn: 0.330890 loss_class_aux_dn: 1.583889 loss_bbox_aux_dn: 0.758612 loss_giou_aux_dn: 1.850372 loss: 13.119225 eta: 21:01:29 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3608 images/s [04/16 16:16:50] ppdet.engine INFO: Epoch: [66] [6300/7329] learning_rate: 0.000100 loss_class: 0.552211 loss_bbox: 0.122222 loss_giou: 0.344284 loss_class_aux: 3.488183 loss_bbox_aux: 0.787156 loss_giou_aux: 2.192686 loss_class_dn: 0.296240 loss_bbox_dn: 0.119898 loss_giou_dn: 0.313864 loss_class_aux_dn: 1.621619 loss_bbox_aux_dn: 0.722869 loss_giou_aux_dn: 1.753487 loss: 12.939308 eta: 21:00:53 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4079 images/s [04/16 16:17:29] ppdet.engine INFO: Epoch: [66] [6400/7329] learning_rate: 0.000100 loss_class: 0.578118 loss_bbox: 0.117310 loss_giou: 0.361596 loss_class_aux: 3.747436 loss_bbox_aux: 0.830330 loss_giou_aux: 2.373255 loss_class_dn: 0.327803 loss_bbox_dn: 0.127228 loss_giou_dn: 0.365962 loss_class_aux_dn: 1.776622 loss_bbox_aux_dn: 0.767467 loss_giou_aux_dn: 2.044670 loss: 13.872334 eta: 21:00:18 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3419 images/s [04/16 16:18:09] ppdet.engine INFO: Epoch: [66] [6500/7329] learning_rate: 0.000100 loss_class: 0.575593 loss_bbox: 0.131267 loss_giou: 0.386913 loss_class_aux: 3.587495 loss_bbox_aux: 0.817837 loss_giou_aux: 2.494110 loss_class_dn: 0.334093 loss_bbox_dn: 0.120590 loss_giou_dn: 0.345565 loss_class_aux_dn: 1.756572 loss_bbox_aux_dn: 0.727633 loss_giou_aux_dn: 1.948553 loss: 13.061621 eta: 20:59:42 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2979 images/s [04/16 16:18:49] ppdet.engine INFO: Epoch: [66] [6600/7329] learning_rate: 0.000100 loss_class: 0.531664 loss_bbox: 0.113883 loss_giou: 0.342532 loss_class_aux: 3.470606 loss_bbox_aux: 0.749424 loss_giou_aux: 2.134825 loss_class_dn: 0.287107 loss_bbox_dn: 0.107574 loss_giou_dn: 0.296146 loss_class_aux_dn: 1.584622 loss_bbox_aux_dn: 0.688158 loss_giou_aux_dn: 1.674347 loss: 12.157766 eta: 20:59:07 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1976 images/s [04/16 16:19:28] ppdet.engine INFO: Epoch: [66] [6700/7329] learning_rate: 0.000100 loss_class: 0.536369 loss_bbox: 0.127098 loss_giou: 0.323435 loss_class_aux: 3.531829 loss_bbox_aux: 0.821189 loss_giou_aux: 2.121791 loss_class_dn: 0.310607 loss_bbox_dn: 0.124049 loss_giou_dn: 0.298489 loss_class_aux_dn: 1.701360 loss_bbox_aux_dn: 0.748224 loss_giou_aux_dn: 1.718973 loss: 13.161415 eta: 20:58:31 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3512 images/s [04/16 16:20:08] ppdet.engine INFO: Epoch: [66] [6800/7329] learning_rate: 0.000100 loss_class: 0.554408 loss_bbox: 0.134201 loss_giou: 0.351568 loss_class_aux: 3.531739 loss_bbox_aux: 0.887706 loss_giou_aux: 2.243093 loss_class_dn: 0.314458 loss_bbox_dn: 0.139308 loss_giou_dn: 0.331709 loss_class_aux_dn: 1.711541 loss_bbox_aux_dn: 0.846917 loss_giou_aux_dn: 1.872737 loss: 13.242407 eta: 20:57:56 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1755 images/s [04/16 16:20:47] ppdet.engine INFO: Epoch: [66] [6900/7329] learning_rate: 0.000100 loss_class: 0.509035 loss_bbox: 0.123256 loss_giou: 0.343068 loss_class_aux: 3.196437 loss_bbox_aux: 0.808784 loss_giou_aux: 2.280280 loss_class_dn: 0.326108 loss_bbox_dn: 0.125298 loss_giou_dn: 0.340799 loss_class_aux_dn: 1.715795 loss_bbox_aux_dn: 0.797851 loss_giou_aux_dn: 1.930882 loss: 12.925938 eta: 20:57:21 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3533 images/s [04/16 16:21:26] ppdet.engine INFO: Epoch: [66] [7000/7329] learning_rate: 0.000100 loss_class: 0.569081 loss_bbox: 0.136363 loss_giou: 0.344125 loss_class_aux: 3.648388 loss_bbox_aux: 0.866076 loss_giou_aux: 2.130467 loss_class_dn: 0.320671 loss_bbox_dn: 0.152001 loss_giou_dn: 0.330754 loss_class_aux_dn: 1.691435 loss_bbox_aux_dn: 0.864659 loss_giou_aux_dn: 1.813814 loss: 12.883797 eta: 20:56:45 batch_cost: 0.3498 data_cost: 0.0012 ips: 11.4354 images/s [04/16 16:22:06] ppdet.engine INFO: Epoch: [66] [7100/7329] learning_rate: 0.000100 loss_class: 0.542585 loss_bbox: 0.127506 loss_giou: 0.331950 loss_class_aux: 3.445396 loss_bbox_aux: 0.884172 loss_giou_aux: 2.108682 loss_class_dn: 0.308969 loss_bbox_dn: 0.140246 loss_giou_dn: 0.318907 loss_class_aux_dn: 1.650984 loss_bbox_aux_dn: 0.803833 loss_giou_aux_dn: 1.852958 loss: 13.168011 eta: 20:56:10 batch_cost: 0.3584 data_cost: 0.0013 ips: 11.1601 images/s [04/16 16:22:45] ppdet.engine INFO: Epoch: [66] [7200/7329] learning_rate: 0.000100 loss_class: 0.559791 loss_bbox: 0.135198 loss_giou: 0.359674 loss_class_aux: 3.552057 loss_bbox_aux: 0.910871 loss_giou_aux: 2.305326 loss_class_dn: 0.322266 loss_bbox_dn: 0.129882 loss_giou_dn: 0.355837 loss_class_aux_dn: 1.719152 loss_bbox_aux_dn: 0.761230 loss_giou_aux_dn: 1.970146 loss: 13.581076 eta: 20:55:34 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3824 images/s [04/16 16:23:24] ppdet.engine INFO: Epoch: [66] [7300/7329] learning_rate: 0.000100 loss_class: 0.559027 loss_bbox: 0.133969 loss_giou: 0.349944 loss_class_aux: 3.666590 loss_bbox_aux: 0.849977 loss_giou_aux: 2.210392 loss_class_dn: 0.326817 loss_bbox_dn: 0.138312 loss_giou_dn: 0.331391 loss_class_aux_dn: 1.784613 loss_bbox_aux_dn: 0.814762 loss_giou_aux_dn: 1.839003 loss: 13.343136 eta: 20:54:59 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3626 images/s [04/16 16:23:38] ppdet.engine INFO: Eval iter: 0 [04/16 16:23:50] ppdet.engine INFO: Eval iter: 100 [04/16 16:24:02] ppdet.engine INFO: Eval iter: 200 [04/16 16:24:14] ppdet.engine INFO: Eval iter: 300 [04/16 16:24:26] ppdet.engine INFO: Eval iter: 400 [04/16 16:24:38] ppdet.engine INFO: Eval iter: 500 [04/16 16:24:50] ppdet.engine INFO: Eval iter: 600 [04/16 16:25:12] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.03s) creating index... index created! [04/16 16:25:14] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=8.58s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.61s). Accumulating evaluation results... DONE (t=16.61s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/16 16:26:59] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.99912181897416 [04/16 16:26:59] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 16:27:00] ppdet.engine INFO: Epoch: [67] [ 0/7329] learning_rate: 0.000100 loss_class: 0.553945 loss_bbox: 0.130116 loss_giou: 0.365862 loss_class_aux: 3.618143 loss_bbox_aux: 0.832006 loss_giou_aux: 2.368015 loss_class_dn: 0.331200 loss_bbox_dn: 0.136839 loss_giou_dn: 0.327917 loss_class_aux_dn: 1.788101 loss_bbox_aux_dn: 0.809264 loss_giou_aux_dn: 1.842477 loss: 13.163059 eta: 20:54:48 batch_cost: 0.3489 data_cost: 0.0013 ips: 11.4637 images/s [04/16 16:27:39] ppdet.engine INFO: Epoch: [67] [ 100/7329] learning_rate: 0.000100 loss_class: 0.523722 loss_bbox: 0.116288 loss_giou: 0.349548 loss_class_aux: 3.321001 loss_bbox_aux: 0.771758 loss_giou_aux: 2.152046 loss_class_dn: 0.323499 loss_bbox_dn: 0.131723 loss_giou_dn: 0.327179 loss_class_aux_dn: 1.709507 loss_bbox_aux_dn: 0.793328 loss_giou_aux_dn: 1.851064 loss: 12.743565 eta: 20:54:13 batch_cost: 0.3555 data_cost: 0.0018 ips: 11.2503 images/s [04/16 16:28:19] ppdet.engine INFO: Epoch: [67] [ 200/7329] learning_rate: 0.000100 loss_class: 0.572002 loss_bbox: 0.113035 loss_giou: 0.388727 loss_class_aux: 3.567446 loss_bbox_aux: 0.788169 loss_giou_aux: 2.431716 loss_class_dn: 0.305867 loss_bbox_dn: 0.137956 loss_giou_dn: 0.329264 loss_class_aux_dn: 1.640974 loss_bbox_aux_dn: 0.851342 loss_giou_aux_dn: 1.874578 loss: 13.222891 eta: 20:53:38 batch_cost: 0.3552 data_cost: 0.0017 ips: 11.2602 images/s [04/16 16:28:58] ppdet.engine INFO: Epoch: [67] [ 300/7329] learning_rate: 0.000100 loss_class: 0.496682 loss_bbox: 0.120093 loss_giou: 0.323631 loss_class_aux: 3.272075 loss_bbox_aux: 0.731373 loss_giou_aux: 2.072362 loss_class_dn: 0.290455 loss_bbox_dn: 0.112189 loss_giou_dn: 0.304887 loss_class_aux_dn: 1.599384 loss_bbox_aux_dn: 0.658937 loss_giou_aux_dn: 1.711299 loss: 11.797420 eta: 20:53:02 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2912 images/s [04/16 16:29:38] ppdet.engine INFO: Epoch: [67] [ 400/7329] learning_rate: 0.000100 loss_class: 0.551009 loss_bbox: 0.118722 loss_giou: 0.313025 loss_class_aux: 3.517017 loss_bbox_aux: 0.765767 loss_giou_aux: 2.153986 loss_class_dn: 0.321011 loss_bbox_dn: 0.121583 loss_giou_dn: 0.320231 loss_class_aux_dn: 1.737672 loss_bbox_aux_dn: 0.727039 loss_giou_aux_dn: 1.785740 loss: 12.814077 eta: 20:52:27 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3333 images/s [04/16 16:30:18] ppdet.engine INFO: Epoch: [67] [ 500/7329] learning_rate: 0.000100 loss_class: 0.610372 loss_bbox: 0.140268 loss_giou: 0.444729 loss_class_aux: 3.889694 loss_bbox_aux: 0.881210 loss_giou_aux: 2.755084 loss_class_dn: 0.365114 loss_bbox_dn: 0.127024 loss_giou_dn: 0.385857 loss_class_aux_dn: 1.947656 loss_bbox_aux_dn: 0.791923 loss_giou_aux_dn: 2.182606 loss: 14.957235 eta: 20:51:51 batch_cost: 0.3577 data_cost: 0.0016 ips: 11.1811 images/s [04/16 16:30:57] ppdet.engine INFO: Epoch: [67] [ 600/7329] learning_rate: 0.000100 loss_class: 0.512912 loss_bbox: 0.125496 loss_giou: 0.351995 loss_class_aux: 3.433634 loss_bbox_aux: 0.815125 loss_giou_aux: 2.234000 loss_class_dn: 0.303770 loss_bbox_dn: 0.116713 loss_giou_dn: 0.338944 loss_class_aux_dn: 1.636355 loss_bbox_aux_dn: 0.724392 loss_giou_aux_dn: 1.927831 loss: 12.935015 eta: 20:51:16 batch_cost: 0.3556 data_cost: 0.0016 ips: 11.2483 images/s [04/16 16:31:37] ppdet.engine INFO: Epoch: [67] [ 700/7329] learning_rate: 0.000100 loss_class: 0.522289 loss_bbox: 0.122660 loss_giou: 0.341297 loss_class_aux: 3.259741 loss_bbox_aux: 0.821504 loss_giou_aux: 2.234646 loss_class_dn: 0.308347 loss_bbox_dn: 0.125647 loss_giou_dn: 0.328234 loss_class_aux_dn: 1.658419 loss_bbox_aux_dn: 0.742177 loss_giou_aux_dn: 1.864793 loss: 12.823151 eta: 20:50:41 batch_cost: 0.3571 data_cost: 0.0017 ips: 11.2016 images/s [04/16 16:32:16] ppdet.engine INFO: Epoch: [67] [ 800/7329] learning_rate: 0.000100 loss_class: 0.595527 loss_bbox: 0.116553 loss_giou: 0.422801 loss_class_aux: 3.781919 loss_bbox_aux: 0.748103 loss_giou_aux: 2.680482 loss_class_dn: 0.348130 loss_bbox_dn: 0.120484 loss_giou_dn: 0.392608 loss_class_aux_dn: 1.891871 loss_bbox_aux_dn: 0.766348 loss_giou_aux_dn: 2.196077 loss: 14.592060 eta: 20:50:05 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3127 images/s [04/16 16:32:56] ppdet.engine INFO: Epoch: [67] [ 900/7329] learning_rate: 0.000100 loss_class: 0.572802 loss_bbox: 0.119765 loss_giou: 0.352426 loss_class_aux: 3.586627 loss_bbox_aux: 0.800188 loss_giou_aux: 2.249624 loss_class_dn: 0.316516 loss_bbox_dn: 0.122853 loss_giou_dn: 0.371291 loss_class_aux_dn: 1.741423 loss_bbox_aux_dn: 0.736031 loss_giou_aux_dn: 2.071536 loss: 14.023511 eta: 20:49:30 batch_cost: 0.3557 data_cost: 0.0017 ips: 11.2458 images/s [04/16 16:33:35] ppdet.engine INFO: Epoch: [67] [1000/7329] learning_rate: 0.000100 loss_class: 0.525850 loss_bbox: 0.124938 loss_giou: 0.392021 loss_class_aux: 3.453291 loss_bbox_aux: 0.760817 loss_giou_aux: 2.393338 loss_class_dn: 0.317166 loss_bbox_dn: 0.113264 loss_giou_dn: 0.332165 loss_class_aux_dn: 1.680930 loss_bbox_aux_dn: 0.657959 loss_giou_aux_dn: 1.928516 loss: 12.986658 eta: 20:48:54 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3356 images/s [04/16 16:34:15] ppdet.engine INFO: Epoch: [67] [1100/7329] learning_rate: 0.000100 loss_class: 0.501388 loss_bbox: 0.122979 loss_giou: 0.295500 loss_class_aux: 3.102793 loss_bbox_aux: 0.809988 loss_giou_aux: 1.889316 loss_class_dn: 0.278341 loss_bbox_dn: 0.124977 loss_giou_dn: 0.273467 loss_class_aux_dn: 1.498153 loss_bbox_aux_dn: 0.759159 loss_giou_aux_dn: 1.543483 loss: 11.356874 eta: 20:48:19 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2712 images/s [04/16 16:34:54] ppdet.engine INFO: Epoch: [67] [1200/7329] learning_rate: 0.000100 loss_class: 0.520268 loss_bbox: 0.121266 loss_giou: 0.330720 loss_class_aux: 3.355296 loss_bbox_aux: 0.783405 loss_giou_aux: 2.108495 loss_class_dn: 0.295630 loss_bbox_dn: 0.130514 loss_giou_dn: 0.305495 loss_class_aux_dn: 1.594345 loss_bbox_aux_dn: 0.814124 loss_giou_aux_dn: 1.725881 loss: 12.121058 eta: 20:47:44 batch_cost: 0.3565 data_cost: 0.0016 ips: 11.2197 images/s [04/16 16:35:34] ppdet.engine INFO: Epoch: [67] [1300/7329] learning_rate: 0.000100 loss_class: 0.524971 loss_bbox: 0.120970 loss_giou: 0.385696 loss_class_aux: 3.188057 loss_bbox_aux: 0.802340 loss_giou_aux: 2.407990 loss_class_dn: 0.325032 loss_bbox_dn: 0.118156 loss_giou_dn: 0.373129 loss_class_aux_dn: 1.749280 loss_bbox_aux_dn: 0.756876 loss_giou_aux_dn: 2.052627 loss: 12.948514 eta: 20:47:08 batch_cost: 0.3519 data_cost: 0.0016 ips: 11.3679 images/s [04/16 16:36:13] ppdet.engine INFO: Epoch: [67] [1400/7329] learning_rate: 0.000100 loss_class: 0.550683 loss_bbox: 0.109762 loss_giou: 0.297798 loss_class_aux: 3.507198 loss_bbox_aux: 0.733534 loss_giou_aux: 1.986672 loss_class_dn: 0.291725 loss_bbox_dn: 0.114052 loss_giou_dn: 0.298961 loss_class_aux_dn: 1.617438 loss_bbox_aux_dn: 0.656156 loss_giou_aux_dn: 1.664481 loss: 12.265108 eta: 20:46:33 batch_cost: 0.3522 data_cost: 0.0017 ips: 11.3568 images/s [04/16 16:36:53] ppdet.engine INFO: Epoch: [67] [1500/7329] learning_rate: 0.000100 loss_class: 0.615368 loss_bbox: 0.127836 loss_giou: 0.425774 loss_class_aux: 3.847181 loss_bbox_aux: 0.829534 loss_giou_aux: 2.734359 loss_class_dn: 0.344624 loss_bbox_dn: 0.125889 loss_giou_dn: 0.398818 loss_class_aux_dn: 1.882187 loss_bbox_aux_dn: 0.774778 loss_giou_aux_dn: 2.260725 loss: 14.496792 eta: 20:45:57 batch_cost: 0.3572 data_cost: 0.0017 ips: 11.1989 images/s [04/16 16:37:32] ppdet.engine INFO: Epoch: [67] [1600/7329] learning_rate: 0.000100 loss_class: 0.602811 loss_bbox: 0.132722 loss_giou: 0.414443 loss_class_aux: 3.725050 loss_bbox_aux: 0.886094 loss_giou_aux: 2.601872 loss_class_dn: 0.362956 loss_bbox_dn: 0.127712 loss_giou_dn: 0.414857 loss_class_aux_dn: 1.949061 loss_bbox_aux_dn: 0.806871 loss_giou_aux_dn: 2.341222 loss: 15.075023 eta: 20:45:22 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2946 images/s [04/16 16:38:11] ppdet.engine INFO: Epoch: [67] [1700/7329] learning_rate: 0.000100 loss_class: 0.541573 loss_bbox: 0.127968 loss_giou: 0.352048 loss_class_aux: 3.501740 loss_bbox_aux: 0.841089 loss_giou_aux: 2.292901 loss_class_dn: 0.300643 loss_bbox_dn: 0.134801 loss_giou_dn: 0.347192 loss_class_aux_dn: 1.652261 loss_bbox_aux_dn: 0.786323 loss_giou_aux_dn: 1.918319 loss: 13.371679 eta: 20:44:46 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3337 images/s [04/16 16:38:51] ppdet.engine INFO: Epoch: [67] [1800/7329] learning_rate: 0.000100 loss_class: 0.538746 loss_bbox: 0.114317 loss_giou: 0.330613 loss_class_aux: 3.372557 loss_bbox_aux: 0.805510 loss_giou_aux: 2.162453 loss_class_dn: 0.292048 loss_bbox_dn: 0.128957 loss_giou_dn: 0.330396 loss_class_aux_dn: 1.589906 loss_bbox_aux_dn: 0.766676 loss_giou_aux_dn: 1.856602 loss: 12.887205 eta: 20:44:11 batch_cost: 0.3535 data_cost: 0.0016 ips: 11.3143 images/s [04/16 16:39:30] ppdet.engine INFO: Epoch: [67] [1900/7329] learning_rate: 0.000100 loss_class: 0.571345 loss_bbox: 0.117023 loss_giou: 0.335611 loss_class_aux: 3.688159 loss_bbox_aux: 0.783406 loss_giou_aux: 2.102947 loss_class_dn: 0.315511 loss_bbox_dn: 0.128573 loss_giou_dn: 0.318436 loss_class_aux_dn: 1.728381 loss_bbox_aux_dn: 0.730262 loss_giou_aux_dn: 1.799006 loss: 13.008449 eta: 20:43:36 batch_cost: 0.3547 data_cost: 0.0018 ips: 11.2756 images/s [04/16 16:40:10] ppdet.engine INFO: Epoch: [67] [2000/7329] learning_rate: 0.000100 loss_class: 0.547009 loss_bbox: 0.132079 loss_giou: 0.368313 loss_class_aux: 3.414969 loss_bbox_aux: 0.843111 loss_giou_aux: 2.309832 loss_class_dn: 0.309443 loss_bbox_dn: 0.124865 loss_giou_dn: 0.329031 loss_class_aux_dn: 1.655717 loss_bbox_aux_dn: 0.774735 loss_giou_aux_dn: 1.818469 loss: 12.983013 eta: 20:43:00 batch_cost: 0.3567 data_cost: 0.0017 ips: 11.2141 images/s [04/16 16:40:50] ppdet.engine INFO: Epoch: [67] [2100/7329] learning_rate: 0.000100 loss_class: 0.527988 loss_bbox: 0.129606 loss_giou: 0.385701 loss_class_aux: 3.511068 loss_bbox_aux: 0.798581 loss_giou_aux: 2.453876 loss_class_dn: 0.321434 loss_bbox_dn: 0.138343 loss_giou_dn: 0.339877 loss_class_aux_dn: 1.726537 loss_bbox_aux_dn: 0.834549 loss_giou_aux_dn: 1.969349 loss: 12.727981 eta: 20:42:25 batch_cost: 0.3576 data_cost: 0.0017 ips: 11.1866 images/s [04/16 16:41:29] ppdet.engine INFO: Epoch: [67] [2200/7329] learning_rate: 0.000100 loss_class: 0.497412 loss_bbox: 0.131409 loss_giou: 0.314664 loss_class_aux: 3.287485 loss_bbox_aux: 0.849352 loss_giou_aux: 2.003011 loss_class_dn: 0.306387 loss_bbox_dn: 0.119357 loss_giou_dn: 0.306381 loss_class_aux_dn: 1.655352 loss_bbox_aux_dn: 0.761620 loss_giou_aux_dn: 1.761172 loss: 12.170658 eta: 20:41:49 batch_cost: 0.3522 data_cost: 0.0017 ips: 11.3568 images/s [04/16 16:42:08] ppdet.engine INFO: Epoch: [67] [2300/7329] learning_rate: 0.000100 loss_class: 0.515237 loss_bbox: 0.127965 loss_giou: 0.385411 loss_class_aux: 3.437966 loss_bbox_aux: 0.820101 loss_giou_aux: 2.445630 loss_class_dn: 0.320488 loss_bbox_dn: 0.131529 loss_giou_dn: 0.328586 loss_class_aux_dn: 1.696758 loss_bbox_aux_dn: 0.777456 loss_giou_aux_dn: 1.823781 loss: 13.745563 eta: 20:41:14 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2964 images/s [04/16 16:42:48] ppdet.engine INFO: Epoch: [67] [2400/7329] learning_rate: 0.000100 loss_class: 0.583653 loss_bbox: 0.151777 loss_giou: 0.431436 loss_class_aux: 3.766591 loss_bbox_aux: 0.979049 loss_giou_aux: 2.596197 loss_class_dn: 0.342812 loss_bbox_dn: 0.147851 loss_giou_dn: 0.367351 loss_class_aux_dn: 1.844860 loss_bbox_aux_dn: 0.859843 loss_giou_aux_dn: 2.003945 loss: 14.479071 eta: 20:40:39 batch_cost: 0.3557 data_cost: 0.0016 ips: 11.2457 images/s [04/16 16:43:27] ppdet.engine INFO: Epoch: [67] [2500/7329] learning_rate: 0.000100 loss_class: 0.492218 loss_bbox: 0.122563 loss_giou: 0.335141 loss_class_aux: 3.004865 loss_bbox_aux: 0.751140 loss_giou_aux: 2.197004 loss_class_dn: 0.278983 loss_bbox_dn: 0.103976 loss_giou_dn: 0.313941 loss_class_aux_dn: 1.483083 loss_bbox_aux_dn: 0.647935 loss_giou_aux_dn: 1.776771 loss: 12.417603 eta: 20:40:03 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3046 images/s [04/16 16:44:07] ppdet.engine INFO: Epoch: [67] [2600/7329] learning_rate: 0.000100 loss_class: 0.500296 loss_bbox: 0.132706 loss_giou: 0.334519 loss_class_aux: 3.168561 loss_bbox_aux: 0.856963 loss_giou_aux: 2.039915 loss_class_dn: 0.298816 loss_bbox_dn: 0.131093 loss_giou_dn: 0.298519 loss_class_aux_dn: 1.547006 loss_bbox_aux_dn: 0.787314 loss_giou_aux_dn: 1.691143 loss: 11.997143 eta: 20:39:28 batch_cost: 0.3586 data_cost: 0.0016 ips: 11.1541 images/s [04/16 16:44:47] ppdet.engine INFO: Epoch: [67] [2700/7329] learning_rate: 0.000100 loss_class: 0.534704 loss_bbox: 0.123740 loss_giou: 0.336131 loss_class_aux: 3.317078 loss_bbox_aux: 0.811600 loss_giou_aux: 2.135801 loss_class_dn: 0.268734 loss_bbox_dn: 0.123050 loss_giou_dn: 0.297693 loss_class_aux_dn: 1.468248 loss_bbox_aux_dn: 0.757244 loss_giou_aux_dn: 1.682794 loss: 12.464685 eta: 20:38:53 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2990 images/s [04/16 16:45:26] ppdet.engine INFO: Epoch: [67] [2800/7329] learning_rate: 0.000100 loss_class: 0.504699 loss_bbox: 0.125868 loss_giou: 0.340147 loss_class_aux: 3.359453 loss_bbox_aux: 0.796680 loss_giou_aux: 2.175650 loss_class_dn: 0.310511 loss_bbox_dn: 0.118557 loss_giou_dn: 0.329655 loss_class_aux_dn: 1.686976 loss_bbox_aux_dn: 0.726663 loss_giou_aux_dn: 1.869860 loss: 12.953312 eta: 20:38:17 batch_cost: 0.3587 data_cost: 0.0018 ips: 11.1522 images/s [04/16 16:46:06] ppdet.engine INFO: Epoch: [67] [2900/7329] learning_rate: 0.000100 loss_class: 0.521337 loss_bbox: 0.120131 loss_giou: 0.378759 loss_class_aux: 3.374228 loss_bbox_aux: 0.779298 loss_giou_aux: 2.377806 loss_class_dn: 0.301927 loss_bbox_dn: 0.128204 loss_giou_dn: 0.361341 loss_class_aux_dn: 1.616326 loss_bbox_aux_dn: 0.769069 loss_giou_aux_dn: 1.997874 loss: 12.723816 eta: 20:37:42 batch_cost: 0.3582 data_cost: 0.0016 ips: 11.1685 images/s [04/16 16:46:46] ppdet.engine INFO: Epoch: [67] [3000/7329] learning_rate: 0.000100 loss_class: 0.587839 loss_bbox: 0.125518 loss_giou: 0.363123 loss_class_aux: 3.724050 loss_bbox_aux: 0.842199 loss_giou_aux: 2.234994 loss_class_dn: 0.333326 loss_bbox_dn: 0.129499 loss_giou_dn: 0.344721 loss_class_aux_dn: 1.806939 loss_bbox_aux_dn: 0.742163 loss_giou_aux_dn: 1.917374 loss: 13.641617 eta: 20:37:07 batch_cost: 0.3528 data_cost: 0.0017 ips: 11.3379 images/s [04/16 16:47:25] ppdet.engine INFO: Epoch: [67] [3100/7329] learning_rate: 0.000100 loss_class: 0.556528 loss_bbox: 0.135361 loss_giou: 0.403334 loss_class_aux: 3.651043 loss_bbox_aux: 0.854740 loss_giou_aux: 2.566392 loss_class_dn: 0.319969 loss_bbox_dn: 0.119056 loss_giou_dn: 0.342692 loss_class_aux_dn: 1.750760 loss_bbox_aux_dn: 0.758474 loss_giou_aux_dn: 1.962751 loss: 13.233713 eta: 20:36:31 batch_cost: 0.3519 data_cost: 0.0016 ips: 11.3682 images/s [04/16 16:48:04] ppdet.engine INFO: Epoch: [67] [3200/7329] learning_rate: 0.000100 loss_class: 0.561182 loss_bbox: 0.133109 loss_giou: 0.352294 loss_class_aux: 3.461385 loss_bbox_aux: 0.900180 loss_giou_aux: 2.240064 loss_class_dn: 0.324692 loss_bbox_dn: 0.140950 loss_giou_dn: 0.372172 loss_class_aux_dn: 1.764542 loss_bbox_aux_dn: 0.819170 loss_giou_aux_dn: 2.110743 loss: 14.195597 eta: 20:35:56 batch_cost: 0.3536 data_cost: 0.0017 ips: 11.3129 images/s [04/16 16:48:44] ppdet.engine INFO: Epoch: [67] [3300/7329] learning_rate: 0.000100 loss_class: 0.613423 loss_bbox: 0.133695 loss_giou: 0.412498 loss_class_aux: 3.804495 loss_bbox_aux: 0.886277 loss_giou_aux: 2.694787 loss_class_dn: 0.364208 loss_bbox_dn: 0.143281 loss_giou_dn: 0.407838 loss_class_aux_dn: 1.944964 loss_bbox_aux_dn: 0.863617 loss_giou_aux_dn: 2.311953 loss: 15.322536 eta: 20:35:20 batch_cost: 0.3548 data_cost: 0.0017 ips: 11.2728 images/s [04/16 16:49:23] ppdet.engine INFO: Epoch: [67] [3400/7329] learning_rate: 0.000100 loss_class: 0.557492 loss_bbox: 0.141870 loss_giou: 0.312474 loss_class_aux: 3.453919 loss_bbox_aux: 0.928122 loss_giou_aux: 2.007691 loss_class_dn: 0.316930 loss_bbox_dn: 0.135449 loss_giou_dn: 0.327266 loss_class_aux_dn: 1.712794 loss_bbox_aux_dn: 0.809145 loss_giou_aux_dn: 1.897907 loss: 13.261769 eta: 20:34:45 batch_cost: 0.3537 data_cost: 0.0017 ips: 11.3077 images/s [04/16 16:50:03] ppdet.engine INFO: Epoch: [67] [3500/7329] learning_rate: 0.000100 loss_class: 0.580201 loss_bbox: 0.119425 loss_giou: 0.400403 loss_class_aux: 3.701843 loss_bbox_aux: 0.771321 loss_giou_aux: 2.530487 loss_class_dn: 0.329128 loss_bbox_dn: 0.127170 loss_giou_dn: 0.346405 loss_class_aux_dn: 1.773157 loss_bbox_aux_dn: 0.721009 loss_giou_aux_dn: 1.940698 loss: 13.260468 eta: 20:34:10 batch_cost: 0.3585 data_cost: 0.0017 ips: 11.1567 images/s [04/16 16:50:42] ppdet.engine INFO: Epoch: [67] [3600/7329] learning_rate: 0.000100 loss_class: 0.565700 loss_bbox: 0.121499 loss_giou: 0.348571 loss_class_aux: 3.559477 loss_bbox_aux: 0.789922 loss_giou_aux: 2.257658 loss_class_dn: 0.310789 loss_bbox_dn: 0.118369 loss_giou_dn: 0.321594 loss_class_aux_dn: 1.660960 loss_bbox_aux_dn: 0.703415 loss_giou_aux_dn: 1.804372 loss: 13.200580 eta: 20:33:34 batch_cost: 0.3535 data_cost: 0.0017 ips: 11.3139 images/s [04/16 16:51:22] ppdet.engine INFO: Epoch: [67] [3700/7329] learning_rate: 0.000100 loss_class: 0.531331 loss_bbox: 0.115869 loss_giou: 0.363593 loss_class_aux: 3.305602 loss_bbox_aux: 0.741326 loss_giou_aux: 2.301225 loss_class_dn: 0.315227 loss_bbox_dn: 0.128069 loss_giou_dn: 0.332923 loss_class_aux_dn: 1.667378 loss_bbox_aux_dn: 0.792933 loss_giou_aux_dn: 1.914547 loss: 13.160931 eta: 20:32:59 batch_cost: 0.3541 data_cost: 0.0016 ips: 11.2968 images/s [04/16 16:52:01] ppdet.engine INFO: Epoch: [67] [3800/7329] learning_rate: 0.000100 loss_class: 0.570324 loss_bbox: 0.134304 loss_giou: 0.397316 loss_class_aux: 3.615604 loss_bbox_aux: 0.848559 loss_giou_aux: 2.470307 loss_class_dn: 0.324179 loss_bbox_dn: 0.137753 loss_giou_dn: 0.363314 loss_class_aux_dn: 1.818115 loss_bbox_aux_dn: 0.822986 loss_giou_aux_dn: 2.090281 loss: 14.015018 eta: 20:32:23 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2677 images/s [04/16 16:52:41] ppdet.engine INFO: Epoch: [67] [3900/7329] learning_rate: 0.000100 loss_class: 0.572815 loss_bbox: 0.123813 loss_giou: 0.404543 loss_class_aux: 3.672343 loss_bbox_aux: 0.880338 loss_giou_aux: 2.589957 loss_class_dn: 0.315665 loss_bbox_dn: 0.125838 loss_giou_dn: 0.379323 loss_class_aux_dn: 1.712980 loss_bbox_aux_dn: 0.785298 loss_giou_aux_dn: 2.079713 loss: 13.611959 eta: 20:31:48 batch_cost: 0.3545 data_cost: 0.0016 ips: 11.2848 images/s [04/16 16:53:20] ppdet.engine INFO: Epoch: [67] [4000/7329] learning_rate: 0.000100 loss_class: 0.549214 loss_bbox: 0.118828 loss_giou: 0.353158 loss_class_aux: 3.423684 loss_bbox_aux: 0.825060 loss_giou_aux: 2.233854 loss_class_dn: 0.306159 loss_bbox_dn: 0.122808 loss_giou_dn: 0.312245 loss_class_aux_dn: 1.655100 loss_bbox_aux_dn: 0.770786 loss_giou_aux_dn: 1.784129 loss: 13.012371 eta: 20:31:12 batch_cost: 0.3530 data_cost: 0.0017 ips: 11.3314 images/s [04/16 16:53:59] ppdet.engine INFO: Epoch: [67] [4100/7329] learning_rate: 0.000100 loss_class: 0.544550 loss_bbox: 0.123875 loss_giou: 0.402944 loss_class_aux: 3.570774 loss_bbox_aux: 0.797890 loss_giou_aux: 2.484465 loss_class_dn: 0.331995 loss_bbox_dn: 0.111847 loss_giou_dn: 0.364425 loss_class_aux_dn: 1.860525 loss_bbox_aux_dn: 0.688155 loss_giou_aux_dn: 2.045197 loss: 13.625490 eta: 20:30:37 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3778 images/s [04/16 16:54:39] ppdet.engine INFO: Epoch: [67] [4200/7329] learning_rate: 0.000100 loss_class: 0.447916 loss_bbox: 0.108919 loss_giou: 0.289927 loss_class_aux: 2.951218 loss_bbox_aux: 0.765721 loss_giou_aux: 1.826808 loss_class_dn: 0.255057 loss_bbox_dn: 0.119301 loss_giou_dn: 0.263179 loss_class_aux_dn: 1.421921 loss_bbox_aux_dn: 0.728521 loss_giou_aux_dn: 1.461627 loss: 11.124025 eta: 20:30:01 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3497 images/s [04/16 16:55:18] ppdet.engine INFO: Epoch: [67] [4300/7329] learning_rate: 0.000100 loss_class: 0.543346 loss_bbox: 0.130214 loss_giou: 0.317771 loss_class_aux: 3.446100 loss_bbox_aux: 0.892070 loss_giou_aux: 2.071733 loss_class_dn: 0.304158 loss_bbox_dn: 0.139117 loss_giou_dn: 0.306821 loss_class_aux_dn: 1.701458 loss_bbox_aux_dn: 0.854314 loss_giou_aux_dn: 1.754178 loss: 12.505087 eta: 20:29:26 batch_cost: 0.3565 data_cost: 0.0017 ips: 11.2194 images/s [04/16 16:55:58] ppdet.engine INFO: Epoch: [67] [4400/7329] learning_rate: 0.000100 loss_class: 0.545907 loss_bbox: 0.122556 loss_giou: 0.329812 loss_class_aux: 3.444002 loss_bbox_aux: 0.817753 loss_giou_aux: 2.071797 loss_class_dn: 0.302208 loss_bbox_dn: 0.125973 loss_giou_dn: 0.305258 loss_class_aux_dn: 1.682240 loss_bbox_aux_dn: 0.744890 loss_giou_aux_dn: 1.709968 loss: 12.237926 eta: 20:28:51 batch_cost: 0.3539 data_cost: 0.0017 ips: 11.3029 images/s [04/16 16:56:37] ppdet.engine INFO: Epoch: [67] [4500/7329] learning_rate: 0.000100 loss_class: 0.532732 loss_bbox: 0.119081 loss_giou: 0.352872 loss_class_aux: 3.411649 loss_bbox_aux: 0.811168 loss_giou_aux: 2.292922 loss_class_dn: 0.314684 loss_bbox_dn: 0.128982 loss_giou_dn: 0.358907 loss_class_aux_dn: 1.707075 loss_bbox_aux_dn: 0.744150 loss_giou_aux_dn: 2.016142 loss: 13.068985 eta: 20:28:15 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2874 images/s [04/16 16:57:16] ppdet.engine INFO: Epoch: [67] [4600/7329] learning_rate: 0.000100 loss_class: 0.590483 loss_bbox: 0.119486 loss_giou: 0.338103 loss_class_aux: 3.779015 loss_bbox_aux: 0.802108 loss_giou_aux: 2.141155 loss_class_dn: 0.328033 loss_bbox_dn: 0.122976 loss_giou_dn: 0.306933 loss_class_aux_dn: 1.771069 loss_bbox_aux_dn: 0.701961 loss_giou_aux_dn: 1.824186 loss: 13.505555 eta: 20:27:40 batch_cost: 0.3514 data_cost: 0.0017 ips: 11.3817 images/s [04/16 16:57:56] ppdet.engine INFO: Epoch: [67] [4700/7329] learning_rate: 0.000100 loss_class: 0.564308 loss_bbox: 0.118366 loss_giou: 0.360691 loss_class_aux: 3.571912 loss_bbox_aux: 0.785208 loss_giou_aux: 2.358334 loss_class_dn: 0.315912 loss_bbox_dn: 0.118822 loss_giou_dn: 0.320760 loss_class_aux_dn: 1.707493 loss_bbox_aux_dn: 0.727236 loss_giou_aux_dn: 1.935257 loss: 13.120361 eta: 20:27:04 batch_cost: 0.3574 data_cost: 0.0017 ips: 11.1929 images/s [04/16 16:58:35] ppdet.engine INFO: Epoch: [67] [4800/7329] learning_rate: 0.000100 loss_class: 0.615336 loss_bbox: 0.132373 loss_giou: 0.429910 loss_class_aux: 3.844444 loss_bbox_aux: 0.872546 loss_giou_aux: 2.743865 loss_class_dn: 0.354788 loss_bbox_dn: 0.126660 loss_giou_dn: 0.381694 loss_class_aux_dn: 1.928252 loss_bbox_aux_dn: 0.801616 loss_giou_aux_dn: 2.163943 loss: 15.296887 eta: 20:26:29 batch_cost: 0.3517 data_cost: 0.0017 ips: 11.3742 images/s [04/16 16:59:14] ppdet.engine INFO: Epoch: [67] [4900/7329] learning_rate: 0.000100 loss_class: 0.563031 loss_bbox: 0.121786 loss_giou: 0.388007 loss_class_aux: 3.362378 loss_bbox_aux: 0.787256 loss_giou_aux: 2.417012 loss_class_dn: 0.303754 loss_bbox_dn: 0.128564 loss_giou_dn: 0.362087 loss_class_aux_dn: 1.623796 loss_bbox_aux_dn: 0.774043 loss_giou_aux_dn: 1.992494 loss: 12.790583 eta: 20:25:53 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3637 images/s [04/16 16:59:54] ppdet.engine INFO: Epoch: [67] [5000/7329] learning_rate: 0.000100 loss_class: 0.615774 loss_bbox: 0.122931 loss_giou: 0.373178 loss_class_aux: 3.873650 loss_bbox_aux: 0.817089 loss_giou_aux: 2.288723 loss_class_dn: 0.345838 loss_bbox_dn: 0.138527 loss_giou_dn: 0.335617 loss_class_aux_dn: 1.874251 loss_bbox_aux_dn: 0.809249 loss_giou_aux_dn: 1.888717 loss: 14.516531 eta: 20:25:18 batch_cost: 0.3523 data_cost: 0.0017 ips: 11.3524 images/s [04/16 17:00:33] ppdet.engine INFO: Epoch: [67] [5100/7329] learning_rate: 0.000100 loss_class: 0.540209 loss_bbox: 0.126186 loss_giou: 0.335615 loss_class_aux: 3.462048 loss_bbox_aux: 0.829775 loss_giou_aux: 2.187749 loss_class_dn: 0.316142 loss_bbox_dn: 0.137997 loss_giou_dn: 0.321966 loss_class_aux_dn: 1.693737 loss_bbox_aux_dn: 0.845568 loss_giou_aux_dn: 1.832095 loss: 13.241987 eta: 20:24:42 batch_cost: 0.3543 data_cost: 0.0017 ips: 11.2889 images/s [04/16 17:01:12] ppdet.engine INFO: Epoch: [67] [5200/7329] learning_rate: 0.000100 loss_class: 0.609031 loss_bbox: 0.142948 loss_giou: 0.421518 loss_class_aux: 3.890039 loss_bbox_aux: 0.924927 loss_giou_aux: 2.628204 loss_class_dn: 0.348128 loss_bbox_dn: 0.141771 loss_giou_dn: 0.371789 loss_class_aux_dn: 1.873946 loss_bbox_aux_dn: 0.816919 loss_giou_aux_dn: 2.083697 loss: 15.401012 eta: 20:24:07 batch_cost: 0.3532 data_cost: 0.0018 ips: 11.3236 images/s [04/16 17:01:52] ppdet.engine INFO: Epoch: [67] [5300/7329] learning_rate: 0.000100 loss_class: 0.582860 loss_bbox: 0.128303 loss_giou: 0.447489 loss_class_aux: 3.665641 loss_bbox_aux: 0.815957 loss_giou_aux: 2.809433 loss_class_dn: 0.361103 loss_bbox_dn: 0.134262 loss_giou_dn: 0.410622 loss_class_aux_dn: 1.916466 loss_bbox_aux_dn: 0.832252 loss_giou_aux_dn: 2.278075 loss: 15.111844 eta: 20:23:32 batch_cost: 0.3555 data_cost: 0.0016 ips: 11.2531 images/s [04/16 17:02:31] ppdet.engine INFO: Epoch: [67] [5400/7329] learning_rate: 0.000100 loss_class: 0.594372 loss_bbox: 0.130085 loss_giou: 0.403203 loss_class_aux: 3.787334 loss_bbox_aux: 0.886087 loss_giou_aux: 2.453252 loss_class_dn: 0.347226 loss_bbox_dn: 0.133718 loss_giou_dn: 0.383254 loss_class_aux_dn: 1.874370 loss_bbox_aux_dn: 0.811150 loss_giou_aux_dn: 2.185621 loss: 14.711607 eta: 20:22:56 batch_cost: 0.3496 data_cost: 0.0016 ips: 11.4423 images/s [04/16 17:03:11] ppdet.engine INFO: Epoch: [67] [5500/7329] learning_rate: 0.000100 loss_class: 0.576957 loss_bbox: 0.125664 loss_giou: 0.353145 loss_class_aux: 3.711866 loss_bbox_aux: 0.834193 loss_giou_aux: 2.241812 loss_class_dn: 0.335122 loss_bbox_dn: 0.144067 loss_giou_dn: 0.331614 loss_class_aux_dn: 1.812581 loss_bbox_aux_dn: 0.868749 loss_giou_aux_dn: 1.857240 loss: 13.917219 eta: 20:22:21 batch_cost: 0.3569 data_cost: 0.0017 ips: 11.2072 images/s [04/16 17:03:50] ppdet.engine INFO: Epoch: [67] [5600/7329] learning_rate: 0.000100 loss_class: 0.565675 loss_bbox: 0.122119 loss_giou: 0.349796 loss_class_aux: 3.726348 loss_bbox_aux: 0.812081 loss_giou_aux: 2.181793 loss_class_dn: 0.305060 loss_bbox_dn: 0.128710 loss_giou_dn: 0.329535 loss_class_aux_dn: 1.603082 loss_bbox_aux_dn: 0.755008 loss_giou_aux_dn: 1.870568 loss: 12.243803 eta: 20:21:45 batch_cost: 0.3527 data_cost: 0.0016 ips: 11.3422 images/s [04/16 17:04:29] ppdet.engine INFO: Epoch: [67] [5700/7329] learning_rate: 0.000100 loss_class: 0.594371 loss_bbox: 0.131652 loss_giou: 0.413881 loss_class_aux: 3.878188 loss_bbox_aux: 0.856295 loss_giou_aux: 2.603032 loss_class_dn: 0.354573 loss_bbox_dn: 0.144754 loss_giou_dn: 0.379743 loss_class_aux_dn: 1.885914 loss_bbox_aux_dn: 0.819174 loss_giou_aux_dn: 2.159586 loss: 14.174204 eta: 20:21:10 batch_cost: 0.3542 data_cost: 0.0017 ips: 11.2940 images/s [04/16 17:05:09] ppdet.engine INFO: Epoch: [67] [5800/7329] learning_rate: 0.000100 loss_class: 0.603019 loss_bbox: 0.144459 loss_giou: 0.395994 loss_class_aux: 3.862741 loss_bbox_aux: 0.883416 loss_giou_aux: 2.554500 loss_class_dn: 0.357256 loss_bbox_dn: 0.131467 loss_giou_dn: 0.378281 loss_class_aux_dn: 1.938137 loss_bbox_aux_dn: 0.802939 loss_giou_aux_dn: 2.111672 loss: 14.564147 eta: 20:20:34 batch_cost: 0.3547 data_cost: 0.0018 ips: 11.2763 images/s [04/16 17:05:48] ppdet.engine INFO: Epoch: [67] [5900/7329] learning_rate: 0.000100 loss_class: 0.529984 loss_bbox: 0.117203 loss_giou: 0.386989 loss_class_aux: 3.453679 loss_bbox_aux: 0.778430 loss_giou_aux: 2.494166 loss_class_dn: 0.316673 loss_bbox_dn: 0.123298 loss_giou_dn: 0.333013 loss_class_aux_dn: 1.659748 loss_bbox_aux_dn: 0.755807 loss_giou_aux_dn: 1.872195 loss: 13.020988 eta: 20:19:59 batch_cost: 0.3536 data_cost: 0.0018 ips: 11.3127 images/s [04/16 17:06:28] ppdet.engine INFO: Epoch: [67] [6000/7329] learning_rate: 0.000100 loss_class: 0.537652 loss_bbox: 0.121584 loss_giou: 0.351852 loss_class_aux: 3.468510 loss_bbox_aux: 0.808745 loss_giou_aux: 2.163310 loss_class_dn: 0.335675 loss_bbox_dn: 0.118849 loss_giou_dn: 0.360203 loss_class_aux_dn: 1.790046 loss_bbox_aux_dn: 0.716291 loss_giou_aux_dn: 1.992036 loss: 13.850463 eta: 20:19:23 batch_cost: 0.3554 data_cost: 0.0017 ips: 11.2547 images/s [04/16 17:07:07] ppdet.engine INFO: Epoch: [67] [6100/7329] learning_rate: 0.000100 loss_class: 0.586445 loss_bbox: 0.123024 loss_giou: 0.404796 loss_class_aux: 3.450835 loss_bbox_aux: 0.805885 loss_giou_aux: 2.639909 loss_class_dn: 0.326016 loss_bbox_dn: 0.118992 loss_giou_dn: 0.355120 loss_class_aux_dn: 1.773920 loss_bbox_aux_dn: 0.692243 loss_giou_aux_dn: 1.971731 loss: 14.292245 eta: 20:18:48 batch_cost: 0.3553 data_cost: 0.0016 ips: 11.2576 images/s [04/16 17:07:47] ppdet.engine INFO: Epoch: [67] [6200/7329] learning_rate: 0.000100 loss_class: 0.553339 loss_bbox: 0.123494 loss_giou: 0.400474 loss_class_aux: 3.528544 loss_bbox_aux: 0.830655 loss_giou_aux: 2.469098 loss_class_dn: 0.341731 loss_bbox_dn: 0.109961 loss_giou_dn: 0.359266 loss_class_aux_dn: 1.835511 loss_bbox_aux_dn: 0.690422 loss_giou_aux_dn: 2.030686 loss: 14.248272 eta: 20:18:13 batch_cost: 0.3539 data_cost: 0.0017 ips: 11.3023 images/s [04/16 17:08:26] ppdet.engine INFO: Epoch: [67] [6300/7329] learning_rate: 0.000100 loss_class: 0.544298 loss_bbox: 0.127631 loss_giou: 0.344229 loss_class_aux: 3.485180 loss_bbox_aux: 0.822799 loss_giou_aux: 2.155586 loss_class_dn: 0.303328 loss_bbox_dn: 0.115085 loss_giou_dn: 0.298909 loss_class_aux_dn: 1.651435 loss_bbox_aux_dn: 0.738437 loss_giou_aux_dn: 1.673229 loss: 12.913548 eta: 20:17:37 batch_cost: 0.3558 data_cost: 0.0017 ips: 11.2436 images/s [04/16 17:09:06] ppdet.engine INFO: Epoch: [67] [6400/7329] learning_rate: 0.000100 loss_class: 0.555004 loss_bbox: 0.121927 loss_giou: 0.333622 loss_class_aux: 3.509536 loss_bbox_aux: 0.800986 loss_giou_aux: 2.075978 loss_class_dn: 0.301919 loss_bbox_dn: 0.135921 loss_giou_dn: 0.319033 loss_class_aux_dn: 1.619737 loss_bbox_aux_dn: 0.799550 loss_giou_aux_dn: 1.791499 loss: 12.804144 eta: 20:17:02 batch_cost: 0.3545 data_cost: 0.0017 ips: 11.2831 images/s [04/16 17:09:45] ppdet.engine INFO: Epoch: [67] [6500/7329] learning_rate: 0.000100 loss_class: 0.523419 loss_bbox: 0.125462 loss_giou: 0.300221 loss_class_aux: 3.285186 loss_bbox_aux: 0.830760 loss_giou_aux: 1.928629 loss_class_dn: 0.282721 loss_bbox_dn: 0.124159 loss_giou_dn: 0.266070 loss_class_aux_dn: 1.578034 loss_bbox_aux_dn: 0.785274 loss_giou_aux_dn: 1.507807 loss: 11.882382 eta: 20:16:26 batch_cost: 0.3516 data_cost: 0.0016 ips: 11.3750 images/s [04/16 17:10:24] ppdet.engine INFO: Epoch: [67] [6600/7329] learning_rate: 0.000100 loss_class: 0.549213 loss_bbox: 0.122236 loss_giou: 0.360582 loss_class_aux: 3.427581 loss_bbox_aux: 0.795780 loss_giou_aux: 2.271419 loss_class_dn: 0.302922 loss_bbox_dn: 0.133009 loss_giou_dn: 0.323429 loss_class_aux_dn: 1.650322 loss_bbox_aux_dn: 0.800402 loss_giou_aux_dn: 1.801043 loss: 12.362495 eta: 20:15:51 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3335 images/s [04/16 17:11:04] ppdet.engine INFO: Epoch: [67] [6700/7329] learning_rate: 0.000100 loss_class: 0.491555 loss_bbox: 0.109432 loss_giou: 0.359721 loss_class_aux: 3.363460 loss_bbox_aux: 0.691408 loss_giou_aux: 2.271205 loss_class_dn: 0.300191 loss_bbox_dn: 0.113222 loss_giou_dn: 0.304726 loss_class_aux_dn: 1.620040 loss_bbox_aux_dn: 0.694806 loss_giou_aux_dn: 1.704468 loss: 12.232101 eta: 20:15:16 batch_cost: 0.3562 data_cost: 0.0016 ips: 11.2301 images/s [04/16 17:11:44] ppdet.engine INFO: Epoch: [67] [6800/7329] learning_rate: 0.000100 loss_class: 0.562919 loss_bbox: 0.123913 loss_giou: 0.395942 loss_class_aux: 3.629529 loss_bbox_aux: 0.774564 loss_giou_aux: 2.554523 loss_class_dn: 0.320542 loss_bbox_dn: 0.115746 loss_giou_dn: 0.366083 loss_class_aux_dn: 1.759342 loss_bbox_aux_dn: 0.666438 loss_giou_aux_dn: 1.996512 loss: 13.186437 eta: 20:14:40 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2371 images/s [04/16 17:12:23] ppdet.engine INFO: Epoch: [67] [6900/7329] learning_rate: 0.000100 loss_class: 0.572082 loss_bbox: 0.126085 loss_giou: 0.365095 loss_class_aux: 3.714576 loss_bbox_aux: 0.775409 loss_giou_aux: 2.210300 loss_class_dn: 0.320468 loss_bbox_dn: 0.123856 loss_giou_dn: 0.329397 loss_class_aux_dn: 1.727700 loss_bbox_aux_dn: 0.711385 loss_giou_aux_dn: 1.880655 loss: 13.691298 eta: 20:14:05 batch_cost: 0.3538 data_cost: 0.0017 ips: 11.3052 images/s [04/16 17:13:03] ppdet.engine INFO: Epoch: [67] [7000/7329] learning_rate: 0.000100 loss_class: 0.652395 loss_bbox: 0.134520 loss_giou: 0.399222 loss_class_aux: 4.022851 loss_bbox_aux: 0.883120 loss_giou_aux: 2.449530 loss_class_dn: 0.336379 loss_bbox_dn: 0.126440 loss_giou_dn: 0.351724 loss_class_aux_dn: 1.850388 loss_bbox_aux_dn: 0.774045 loss_giou_aux_dn: 2.058133 loss: 15.267792 eta: 20:13:29 batch_cost: 0.3552 data_cost: 0.0017 ips: 11.2603 images/s [04/16 17:13:42] ppdet.engine INFO: Epoch: [67] [7100/7329] learning_rate: 0.000100 loss_class: 0.553024 loss_bbox: 0.129292 loss_giou: 0.338617 loss_class_aux: 3.501665 loss_bbox_aux: 0.843293 loss_giou_aux: 2.173746 loss_class_dn: 0.329259 loss_bbox_dn: 0.130073 loss_giou_dn: 0.330293 loss_class_aux_dn: 1.776308 loss_bbox_aux_dn: 0.822782 loss_giou_aux_dn: 1.853111 loss: 13.277294 eta: 20:12:54 batch_cost: 0.3537 data_cost: 0.0016 ips: 11.3077 images/s [04/16 17:14:22] ppdet.engine INFO: Epoch: [67] [7200/7329] learning_rate: 0.000100 loss_class: 0.576626 loss_bbox: 0.127396 loss_giou: 0.388098 loss_class_aux: 3.533053 loss_bbox_aux: 0.818272 loss_giou_aux: 2.381907 loss_class_dn: 0.329303 loss_bbox_dn: 0.117462 loss_giou_dn: 0.350789 loss_class_aux_dn: 1.734158 loss_bbox_aux_dn: 0.733979 loss_giou_aux_dn: 1.951468 loss: 13.518357 eta: 20:12:19 batch_cost: 0.3561 data_cost: 0.0017 ips: 11.2339 images/s [04/16 17:15:01] ppdet.engine INFO: Epoch: [67] [7300/7329] learning_rate: 0.000100 loss_class: 0.561788 loss_bbox: 0.137323 loss_giou: 0.284613 loss_class_aux: 3.562860 loss_bbox_aux: 0.834381 loss_giou_aux: 1.826439 loss_class_dn: 0.298704 loss_bbox_dn: 0.139497 loss_giou_dn: 0.287081 loss_class_aux_dn: 1.612833 loss_bbox_aux_dn: 0.807484 loss_giou_aux_dn: 1.670892 loss: 12.745801 eta: 20:11:43 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3073 images/s [04/16 17:15:15] ppdet.engine INFO: Eval iter: 0 [04/16 17:15:27] ppdet.engine INFO: Eval iter: 100 [04/16 17:15:39] ppdet.engine INFO: Eval iter: 200 [04/16 17:15:50] ppdet.engine INFO: Eval iter: 300 [04/16 17:16:02] ppdet.engine INFO: Eval iter: 400 [04/16 17:16:14] ppdet.engine INFO: Eval iter: 500 [04/16 17:16:26] ppdet.engine INFO: Eval iter: 600 [04/16 17:16:48] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 17:16:49] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.71s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.65s). Accumulating evaluation results... DONE (t=16.30s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.547 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.591 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 ] = 0.593 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/16 17:18:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.01399534263163 [04/16 17:18:33] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 17:18:34] ppdet.engine INFO: Epoch: [68] [ 0/7329] learning_rate: 0.000100 loss_class: 0.583840 loss_bbox: 0.139261 loss_giou: 0.320068 loss_class_aux: 3.721961 loss_bbox_aux: 0.865643 loss_giou_aux: 2.063750 loss_class_dn: 0.316535 loss_bbox_dn: 0.140832 loss_giou_dn: 0.310302 loss_class_aux_dn: 1.714490 loss_bbox_aux_dn: 0.812042 loss_giou_aux_dn: 1.824733 loss: 13.482457 eta: 20:11:33 batch_cost: 0.3531 data_cost: 0.0016 ips: 11.3266 images/s [04/16 17:19:13] ppdet.engine INFO: Epoch: [68] [ 100/7329] learning_rate: 0.000100 loss_class: 0.594301 loss_bbox: 0.135444 loss_giou: 0.427334 loss_class_aux: 3.728473 loss_bbox_aux: 0.878268 loss_giou_aux: 2.747163 loss_class_dn: 0.346474 loss_bbox_dn: 0.133405 loss_giou_dn: 0.388672 loss_class_aux_dn: 1.823365 loss_bbox_aux_dn: 0.808843 loss_giou_aux_dn: 2.156663 loss: 14.795000 eta: 20:10:57 batch_cost: 0.3549 data_cost: 0.0014 ips: 11.2698 images/s [04/16 17:19:53] ppdet.engine INFO: Epoch: [68] [ 200/7329] learning_rate: 0.000100 loss_class: 0.582321 loss_bbox: 0.142175 loss_giou: 0.428087 loss_class_aux: 3.660642 loss_bbox_aux: 0.912515 loss_giou_aux: 2.610431 loss_class_dn: 0.354249 loss_bbox_dn: 0.131124 loss_giou_dn: 0.363380 loss_class_aux_dn: 1.931785 loss_bbox_aux_dn: 0.802633 loss_giou_aux_dn: 2.076914 loss: 14.767002 eta: 20:10:22 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3400 images/s [04/16 17:20:32] ppdet.engine INFO: Epoch: [68] [ 300/7329] learning_rate: 0.000100 loss_class: 0.536054 loss_bbox: 0.131492 loss_giou: 0.331749 loss_class_aux: 3.340740 loss_bbox_aux: 0.842693 loss_giou_aux: 2.081102 loss_class_dn: 0.296911 loss_bbox_dn: 0.122425 loss_giou_dn: 0.325928 loss_class_aux_dn: 1.623551 loss_bbox_aux_dn: 0.739012 loss_giou_aux_dn: 1.787141 loss: 12.480145 eta: 20:09:46 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3464 images/s [04/16 17:21:11] ppdet.engine INFO: Epoch: [68] [ 400/7329] learning_rate: 0.000100 loss_class: 0.488521 loss_bbox: 0.123173 loss_giou: 0.302128 loss_class_aux: 3.210908 loss_bbox_aux: 0.792174 loss_giou_aux: 1.993024 loss_class_dn: 0.295096 loss_bbox_dn: 0.122539 loss_giou_dn: 0.287046 loss_class_aux_dn: 1.621005 loss_bbox_aux_dn: 0.748226 loss_giou_aux_dn: 1.591223 loss: 11.773855 eta: 20:09:11 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3451 images/s [04/16 17:21:50] ppdet.engine INFO: Epoch: [68] [ 500/7329] learning_rate: 0.000100 loss_class: 0.549107 loss_bbox: 0.126281 loss_giou: 0.345711 loss_class_aux: 3.637004 loss_bbox_aux: 0.835806 loss_giou_aux: 2.201832 loss_class_dn: 0.317987 loss_bbox_dn: 0.134829 loss_giou_dn: 0.338961 loss_class_aux_dn: 1.707122 loss_bbox_aux_dn: 0.797481 loss_giou_aux_dn: 1.876613 loss: 13.063125 eta: 20:08:35 batch_cost: 0.3515 data_cost: 0.0012 ips: 11.3801 images/s [04/16 17:22:29] ppdet.engine INFO: Epoch: [68] [ 600/7329] learning_rate: 0.000100 loss_class: 0.551910 loss_bbox: 0.124995 loss_giou: 0.378230 loss_class_aux: 3.602800 loss_bbox_aux: 0.823914 loss_giou_aux: 2.385923 loss_class_dn: 0.328980 loss_bbox_dn: 0.114195 loss_giou_dn: 0.361368 loss_class_aux_dn: 1.829383 loss_bbox_aux_dn: 0.701225 loss_giou_aux_dn: 2.050893 loss: 13.777512 eta: 20:08:00 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4418 images/s [04/16 17:23:09] ppdet.engine INFO: Epoch: [68] [ 700/7329] learning_rate: 0.000100 loss_class: 0.565014 loss_bbox: 0.135620 loss_giou: 0.381761 loss_class_aux: 3.511906 loss_bbox_aux: 0.905975 loss_giou_aux: 2.380724 loss_class_dn: 0.340391 loss_bbox_dn: 0.130534 loss_giou_dn: 0.360430 loss_class_aux_dn: 1.777186 loss_bbox_aux_dn: 0.749146 loss_giou_aux_dn: 2.009148 loss: 13.989447 eta: 20:07:24 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3380 images/s [04/16 17:23:48] ppdet.engine INFO: Epoch: [68] [ 800/7329] learning_rate: 0.000100 loss_class: 0.540314 loss_bbox: 0.136581 loss_giou: 0.365150 loss_class_aux: 3.401664 loss_bbox_aux: 0.849969 loss_giou_aux: 2.315184 loss_class_dn: 0.299982 loss_bbox_dn: 0.123329 loss_giou_dn: 0.341676 loss_class_aux_dn: 1.617924 loss_bbox_aux_dn: 0.796316 loss_giou_aux_dn: 1.903639 loss: 12.872639 eta: 20:06:49 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2556 images/s [04/16 17:24:28] ppdet.engine INFO: Epoch: [68] [ 900/7329] learning_rate: 0.000100 loss_class: 0.568320 loss_bbox: 0.123800 loss_giou: 0.362362 loss_class_aux: 3.640178 loss_bbox_aux: 0.824416 loss_giou_aux: 2.294418 loss_class_dn: 0.311205 loss_bbox_dn: 0.125978 loss_giou_dn: 0.324343 loss_class_aux_dn: 1.642636 loss_bbox_aux_dn: 0.781917 loss_giou_aux_dn: 1.797881 loss: 12.999597 eta: 20:06:14 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.1999 images/s [04/16 17:25:07] ppdet.engine INFO: Epoch: [68] [1000/7329] learning_rate: 0.000100 loss_class: 0.511536 loss_bbox: 0.126384 loss_giou: 0.392478 loss_class_aux: 3.297956 loss_bbox_aux: 0.801336 loss_giou_aux: 2.537385 loss_class_dn: 0.327840 loss_bbox_dn: 0.108863 loss_giou_dn: 0.336524 loss_class_aux_dn: 1.765932 loss_bbox_aux_dn: 0.653126 loss_giou_aux_dn: 1.883943 loss: 13.859360 eta: 20:05:38 batch_cost: 0.3535 data_cost: 0.0012 ips: 11.3144 images/s [04/16 17:25:47] ppdet.engine INFO: Epoch: [68] [1100/7329] learning_rate: 0.000100 loss_class: 0.560855 loss_bbox: 0.131309 loss_giou: 0.428369 loss_class_aux: 3.643487 loss_bbox_aux: 0.853446 loss_giou_aux: 2.762795 loss_class_dn: 0.343749 loss_bbox_dn: 0.139271 loss_giou_dn: 0.365140 loss_class_aux_dn: 1.849473 loss_bbox_aux_dn: 0.799917 loss_giou_aux_dn: 2.123135 loss: 14.369255 eta: 20:05:03 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1974 images/s [04/16 17:26:27] ppdet.engine INFO: Epoch: [68] [1200/7329] learning_rate: 0.000100 loss_class: 0.551113 loss_bbox: 0.112741 loss_giou: 0.337961 loss_class_aux: 3.578644 loss_bbox_aux: 0.787525 loss_giou_aux: 2.123542 loss_class_dn: 0.305349 loss_bbox_dn: 0.130249 loss_giou_dn: 0.309305 loss_class_aux_dn: 1.667620 loss_bbox_aux_dn: 0.772047 loss_giou_aux_dn: 1.746937 loss: 12.975248 eta: 20:04:28 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2073 images/s [04/16 17:27:06] ppdet.engine INFO: Epoch: [68] [1300/7329] learning_rate: 0.000100 loss_class: 0.566985 loss_bbox: 0.123978 loss_giou: 0.337729 loss_class_aux: 3.677906 loss_bbox_aux: 0.825228 loss_giou_aux: 2.051881 loss_class_dn: 0.320593 loss_bbox_dn: 0.123908 loss_giou_dn: 0.320153 loss_class_aux_dn: 1.723096 loss_bbox_aux_dn: 0.732564 loss_giou_aux_dn: 1.815559 loss: 13.246211 eta: 20:03:52 batch_cost: 0.3512 data_cost: 0.0012 ips: 11.3890 images/s [04/16 17:27:46] ppdet.engine INFO: Epoch: [68] [1400/7329] learning_rate: 0.000100 loss_class: 0.579854 loss_bbox: 0.128114 loss_giou: 0.414774 loss_class_aux: 3.751576 loss_bbox_aux: 0.867402 loss_giou_aux: 2.587127 loss_class_dn: 0.336313 loss_bbox_dn: 0.141989 loss_giou_dn: 0.392050 loss_class_aux_dn: 1.854788 loss_bbox_aux_dn: 0.851598 loss_giou_aux_dn: 2.121280 loss: 13.795732 eta: 20:03:17 batch_cost: 0.3570 data_cost: 0.0012 ips: 11.2059 images/s [04/16 17:28:25] ppdet.engine INFO: Epoch: [68] [1500/7329] learning_rate: 0.000100 loss_class: 0.521888 loss_bbox: 0.116859 loss_giou: 0.354904 loss_class_aux: 3.320383 loss_bbox_aux: 0.774492 loss_giou_aux: 2.214520 loss_class_dn: 0.322189 loss_bbox_dn: 0.123918 loss_giou_dn: 0.339069 loss_class_aux_dn: 1.724226 loss_bbox_aux_dn: 0.761431 loss_giou_aux_dn: 1.885826 loss: 13.005636 eta: 20:02:41 batch_cost: 0.3545 data_cost: 0.0012 ips: 11.2824 images/s [04/16 17:29:05] ppdet.engine INFO: Epoch: [68] [1600/7329] learning_rate: 0.000100 loss_class: 0.549536 loss_bbox: 0.125140 loss_giou: 0.376683 loss_class_aux: 3.619626 loss_bbox_aux: 0.841425 loss_giou_aux: 2.328745 loss_class_dn: 0.328582 loss_bbox_dn: 0.134419 loss_giou_dn: 0.332784 loss_class_aux_dn: 1.781070 loss_bbox_aux_dn: 0.834756 loss_giou_aux_dn: 1.877155 loss: 13.683649 eta: 20:02:06 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2557 images/s [04/16 17:29:45] ppdet.engine INFO: Epoch: [68] [1700/7329] learning_rate: 0.000100 loss_class: 0.562655 loss_bbox: 0.135436 loss_giou: 0.372361 loss_class_aux: 3.572705 loss_bbox_aux: 0.839103 loss_giou_aux: 2.432359 loss_class_dn: 0.306060 loss_bbox_dn: 0.119936 loss_giou_dn: 0.348430 loss_class_aux_dn: 1.627192 loss_bbox_aux_dn: 0.739769 loss_giou_aux_dn: 1.929889 loss: 13.486605 eta: 20:01:31 batch_cost: 0.3579 data_cost: 0.0013 ips: 11.1767 images/s [04/16 17:30:23] ppdet.engine INFO: Epoch: [68] [1800/7329] learning_rate: 0.000100 loss_class: 0.518404 loss_bbox: 0.109117 loss_giou: 0.349608 loss_class_aux: 3.173567 loss_bbox_aux: 0.741035 loss_giou_aux: 2.260709 loss_class_dn: 0.298546 loss_bbox_dn: 0.108933 loss_giou_dn: 0.322072 loss_class_aux_dn: 1.611816 loss_bbox_aux_dn: 0.664285 loss_giou_aux_dn: 1.823639 loss: 12.710505 eta: 20:00:55 batch_cost: 0.3472 data_cost: 0.0013 ips: 11.5221 images/s [04/16 17:31:03] ppdet.engine INFO: Epoch: [68] [1900/7329] learning_rate: 0.000100 loss_class: 0.584924 loss_bbox: 0.122185 loss_giou: 0.453752 loss_class_aux: 3.734430 loss_bbox_aux: 0.850162 loss_giou_aux: 2.864167 loss_class_dn: 0.358073 loss_bbox_dn: 0.117237 loss_giou_dn: 0.402515 loss_class_aux_dn: 1.897097 loss_bbox_aux_dn: 0.730180 loss_giou_aux_dn: 2.254845 loss: 15.194711 eta: 20:00:19 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3298 images/s [04/16 17:31:42] ppdet.engine INFO: Epoch: [68] [2000/7329] learning_rate: 0.000100 loss_class: 0.620343 loss_bbox: 0.137350 loss_giou: 0.383354 loss_class_aux: 3.933231 loss_bbox_aux: 0.920347 loss_giou_aux: 2.462001 loss_class_dn: 0.346092 loss_bbox_dn: 0.144857 loss_giou_dn: 0.363240 loss_class_aux_dn: 1.872084 loss_bbox_aux_dn: 0.893381 loss_giou_aux_dn: 2.113479 loss: 14.593399 eta: 19:59:44 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2944 images/s [04/16 17:32:21] ppdet.engine INFO: Epoch: [68] [2100/7329] learning_rate: 0.000100 loss_class: 0.513381 loss_bbox: 0.120052 loss_giou: 0.328301 loss_class_aux: 3.376657 loss_bbox_aux: 0.762254 loss_giou_aux: 2.069248 loss_class_dn: 0.287277 loss_bbox_dn: 0.123133 loss_giou_dn: 0.298764 loss_class_aux_dn: 1.534165 loss_bbox_aux_dn: 0.787749 loss_giou_aux_dn: 1.690052 loss: 12.103025 eta: 19:59:09 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3062 images/s [04/16 17:33:00] ppdet.engine INFO: Epoch: [68] [2200/7329] learning_rate: 0.000100 loss_class: 0.592231 loss_bbox: 0.121706 loss_giou: 0.356010 loss_class_aux: 3.558744 loss_bbox_aux: 0.809406 loss_giou_aux: 2.455769 loss_class_dn: 0.335476 loss_bbox_dn: 0.121377 loss_giou_dn: 0.376260 loss_class_aux_dn: 1.816792 loss_bbox_aux_dn: 0.745858 loss_giou_aux_dn: 2.156360 loss: 14.216490 eta: 19:58:33 batch_cost: 0.3478 data_cost: 0.0012 ips: 11.5004 images/s [04/16 17:33:39] ppdet.engine INFO: Epoch: [68] [2300/7329] learning_rate: 0.000100 loss_class: 0.482296 loss_bbox: 0.116675 loss_giou: 0.321616 loss_class_aux: 3.040251 loss_bbox_aux: 0.751923 loss_giou_aux: 1.987478 loss_class_dn: 0.285126 loss_bbox_dn: 0.123512 loss_giou_dn: 0.306269 loss_class_aux_dn: 1.565154 loss_bbox_aux_dn: 0.729651 loss_giou_aux_dn: 1.679509 loss: 11.671255 eta: 19:57:57 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3422 images/s [04/16 17:34:19] ppdet.engine INFO: Epoch: [68] [2400/7329] learning_rate: 0.000100 loss_class: 0.544551 loss_bbox: 0.127019 loss_giou: 0.373422 loss_class_aux: 3.361111 loss_bbox_aux: 0.837603 loss_giou_aux: 2.427177 loss_class_dn: 0.323695 loss_bbox_dn: 0.122990 loss_giou_dn: 0.346882 loss_class_aux_dn: 1.768432 loss_bbox_aux_dn: 0.720686 loss_giou_aux_dn: 1.974633 loss: 13.763102 eta: 19:57:22 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3885 images/s [04/16 17:34:58] ppdet.engine INFO: Epoch: [68] [2500/7329] learning_rate: 0.000100 loss_class: 0.480020 loss_bbox: 0.108627 loss_giou: 0.309687 loss_class_aux: 3.158348 loss_bbox_aux: 0.736034 loss_giou_aux: 1.882135 loss_class_dn: 0.276670 loss_bbox_dn: 0.121497 loss_giou_dn: 0.273236 loss_class_aux_dn: 1.498353 loss_bbox_aux_dn: 0.737130 loss_giou_aux_dn: 1.565091 loss: 11.100285 eta: 19:56:46 batch_cost: 0.3545 data_cost: 0.0014 ips: 11.2849 images/s [04/16 17:35:37] ppdet.engine INFO: Epoch: [68] [2600/7329] learning_rate: 0.000100 loss_class: 0.503489 loss_bbox: 0.120450 loss_giou: 0.284572 loss_class_aux: 3.243726 loss_bbox_aux: 0.815427 loss_giou_aux: 1.749990 loss_class_dn: 0.284039 loss_bbox_dn: 0.112518 loss_giou_dn: 0.278042 loss_class_aux_dn: 1.545432 loss_bbox_aux_dn: 0.710667 loss_giou_aux_dn: 1.562371 loss: 11.319292 eta: 19:56:11 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3180 images/s [04/16 17:36:17] ppdet.engine INFO: Epoch: [68] [2700/7329] learning_rate: 0.000100 loss_class: 0.501226 loss_bbox: 0.125673 loss_giou: 0.356416 loss_class_aux: 3.254567 loss_bbox_aux: 0.800083 loss_giou_aux: 2.342143 loss_class_dn: 0.301383 loss_bbox_dn: 0.125810 loss_giou_dn: 0.330685 loss_class_aux_dn: 1.615132 loss_bbox_aux_dn: 0.790496 loss_giou_aux_dn: 1.846431 loss: 12.502527 eta: 19:55:36 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3121 images/s [04/16 17:36:56] ppdet.engine INFO: Epoch: [68] [2800/7329] learning_rate: 0.000100 loss_class: 0.528198 loss_bbox: 0.143574 loss_giou: 0.465808 loss_class_aux: 3.390171 loss_bbox_aux: 0.892623 loss_giou_aux: 2.935564 loss_class_dn: 0.351674 loss_bbox_dn: 0.139580 loss_giou_dn: 0.414100 loss_class_aux_dn: 1.889355 loss_bbox_aux_dn: 0.807415 loss_giou_aux_dn: 2.352903 loss: 14.454238 eta: 19:55:00 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4032 images/s [04/16 17:37:35] ppdet.engine INFO: Epoch: [68] [2900/7329] learning_rate: 0.000100 loss_class: 0.519165 loss_bbox: 0.129854 loss_giou: 0.365379 loss_class_aux: 3.366364 loss_bbox_aux: 0.857627 loss_giou_aux: 2.375028 loss_class_dn: 0.322598 loss_bbox_dn: 0.135537 loss_giou_dn: 0.329660 loss_class_aux_dn: 1.706320 loss_bbox_aux_dn: 0.779285 loss_giou_aux_dn: 1.946481 loss: 13.530186 eta: 19:54:25 batch_cost: 0.3552 data_cost: 0.0014 ips: 11.2611 images/s [04/16 17:38:15] ppdet.engine INFO: Epoch: [68] [3000/7329] learning_rate: 0.000100 loss_class: 0.599897 loss_bbox: 0.126168 loss_giou: 0.387243 loss_class_aux: 3.757920 loss_bbox_aux: 0.822805 loss_giou_aux: 2.352765 loss_class_dn: 0.333975 loss_bbox_dn: 0.143283 loss_giou_dn: 0.354132 loss_class_aux_dn: 1.754906 loss_bbox_aux_dn: 0.820374 loss_giou_aux_dn: 1.980230 loss: 13.317698 eta: 19:53:49 batch_cost: 0.3524 data_cost: 0.0012 ips: 11.3516 images/s [04/16 17:38:54] ppdet.engine INFO: Epoch: [68] [3100/7329] learning_rate: 0.000100 loss_class: 0.571639 loss_bbox: 0.117399 loss_giou: 0.356576 loss_class_aux: 3.581515 loss_bbox_aux: 0.811477 loss_giou_aux: 2.232216 loss_class_dn: 0.323690 loss_bbox_dn: 0.124279 loss_giou_dn: 0.347477 loss_class_aux_dn: 1.758808 loss_bbox_aux_dn: 0.758440 loss_giou_aux_dn: 1.924866 loss: 13.674231 eta: 19:53:14 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3248 images/s [04/16 17:39:33] ppdet.engine INFO: Epoch: [68] [3200/7329] learning_rate: 0.000100 loss_class: 0.547844 loss_bbox: 0.135933 loss_giou: 0.359059 loss_class_aux: 3.701619 loss_bbox_aux: 0.867785 loss_giou_aux: 2.230038 loss_class_dn: 0.326006 loss_bbox_dn: 0.148163 loss_giou_dn: 0.324153 loss_class_aux_dn: 1.779167 loss_bbox_aux_dn: 0.877433 loss_giou_aux_dn: 1.852696 loss: 12.839390 eta: 19:52:38 batch_cost: 0.3532 data_cost: 0.0013 ips: 11.3237 images/s [04/16 17:40:12] ppdet.engine INFO: Epoch: [68] [3300/7329] learning_rate: 0.000100 loss_class: 0.494625 loss_bbox: 0.135130 loss_giou: 0.342525 loss_class_aux: 3.158121 loss_bbox_aux: 0.912832 loss_giou_aux: 2.112727 loss_class_dn: 0.290868 loss_bbox_dn: 0.133712 loss_giou_dn: 0.309120 loss_class_aux_dn: 1.577231 loss_bbox_aux_dn: 0.780955 loss_giou_aux_dn: 1.774758 loss: 11.844912 eta: 19:52:03 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4319 images/s [04/16 17:40:52] ppdet.engine INFO: Epoch: [68] [3400/7329] learning_rate: 0.000100 loss_class: 0.522438 loss_bbox: 0.117334 loss_giou: 0.360772 loss_class_aux: 3.260804 loss_bbox_aux: 0.798034 loss_giou_aux: 2.367373 loss_class_dn: 0.316116 loss_bbox_dn: 0.113815 loss_giou_dn: 0.325938 loss_class_aux_dn: 1.720719 loss_bbox_aux_dn: 0.679309 loss_giou_aux_dn: 1.854935 loss: 12.379610 eta: 19:51:27 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2829 images/s [04/16 17:41:31] ppdet.engine INFO: Epoch: [68] [3500/7329] learning_rate: 0.000100 loss_class: 0.489102 loss_bbox: 0.133858 loss_giou: 0.301242 loss_class_aux: 3.131921 loss_bbox_aux: 0.881134 loss_giou_aux: 2.025894 loss_class_dn: 0.292996 loss_bbox_dn: 0.136631 loss_giou_dn: 0.279940 loss_class_aux_dn: 1.602976 loss_bbox_aux_dn: 0.812104 loss_giou_aux_dn: 1.591532 loss: 12.031944 eta: 19:50:52 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2775 images/s [04/16 17:42:11] ppdet.engine INFO: Epoch: [68] [3600/7329] learning_rate: 0.000100 loss_class: 0.575881 loss_bbox: 0.139020 loss_giou: 0.358150 loss_class_aux: 3.653426 loss_bbox_aux: 0.878915 loss_giou_aux: 2.321105 loss_class_dn: 0.328913 loss_bbox_dn: 0.142067 loss_giou_dn: 0.350470 loss_class_aux_dn: 1.779505 loss_bbox_aux_dn: 0.830286 loss_giou_aux_dn: 2.001722 loss: 13.491648 eta: 19:50:16 batch_cost: 0.3519 data_cost: 0.0012 ips: 11.3671 images/s [04/16 17:42:50] ppdet.engine INFO: Epoch: [68] [3700/7329] learning_rate: 0.000100 loss_class: 0.525760 loss_bbox: 0.106129 loss_giou: 0.306498 loss_class_aux: 3.339359 loss_bbox_aux: 0.732294 loss_giou_aux: 1.975364 loss_class_dn: 0.311876 loss_bbox_dn: 0.112204 loss_giou_dn: 0.307943 loss_class_aux_dn: 1.713885 loss_bbox_aux_dn: 0.742784 loss_giou_aux_dn: 1.751299 loss: 12.163303 eta: 19:49:41 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3907 images/s [04/16 17:43:29] ppdet.engine INFO: Epoch: [68] [3800/7329] learning_rate: 0.000100 loss_class: 0.515351 loss_bbox: 0.128964 loss_giou: 0.374767 loss_class_aux: 3.382432 loss_bbox_aux: 0.851346 loss_giou_aux: 2.352123 loss_class_dn: 0.338304 loss_bbox_dn: 0.130476 loss_giou_dn: 0.361654 loss_class_aux_dn: 1.812214 loss_bbox_aux_dn: 0.803855 loss_giou_aux_dn: 2.074126 loss: 14.787806 eta: 19:49:05 batch_cost: 0.3510 data_cost: 0.0013 ips: 11.3954 images/s [04/16 17:44:08] ppdet.engine INFO: Epoch: [68] [3900/7329] learning_rate: 0.000100 loss_class: 0.565184 loss_bbox: 0.131245 loss_giou: 0.350097 loss_class_aux: 3.625610 loss_bbox_aux: 0.859790 loss_giou_aux: 2.170321 loss_class_dn: 0.311359 loss_bbox_dn: 0.133686 loss_giou_dn: 0.314347 loss_class_aux_dn: 1.688948 loss_bbox_aux_dn: 0.785711 loss_giou_aux_dn: 1.757327 loss: 13.081333 eta: 19:48:30 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2724 images/s [04/16 17:44:48] ppdet.engine INFO: Epoch: [68] [4000/7329] learning_rate: 0.000100 loss_class: 0.523999 loss_bbox: 0.117026 loss_giou: 0.307304 loss_class_aux: 3.286162 loss_bbox_aux: 0.772067 loss_giou_aux: 1.983268 loss_class_dn: 0.314003 loss_bbox_dn: 0.114631 loss_giou_dn: 0.297720 loss_class_aux_dn: 1.666286 loss_bbox_aux_dn: 0.660448 loss_giou_aux_dn: 1.660782 loss: 12.407700 eta: 19:47:54 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2102 images/s [04/16 17:45:28] ppdet.engine INFO: Epoch: [68] [4100/7329] learning_rate: 0.000100 loss_class: 0.651741 loss_bbox: 0.156175 loss_giou: 0.450275 loss_class_aux: 4.152903 loss_bbox_aux: 1.041696 loss_giou_aux: 2.763149 loss_class_dn: 0.377795 loss_bbox_dn: 0.145844 loss_giou_dn: 0.412320 loss_class_aux_dn: 2.072456 loss_bbox_aux_dn: 0.876625 loss_giou_aux_dn: 2.319666 loss: 15.819323 eta: 19:47:19 batch_cost: 0.3583 data_cost: 0.0013 ips: 11.1644 images/s [04/16 17:46:07] ppdet.engine INFO: Epoch: [68] [4200/7329] learning_rate: 0.000100 loss_class: 0.573611 loss_bbox: 0.131130 loss_giou: 0.425992 loss_class_aux: 3.684505 loss_bbox_aux: 0.803730 loss_giou_aux: 2.644430 loss_class_dn: 0.350973 loss_bbox_dn: 0.112311 loss_giou_dn: 0.375105 loss_class_aux_dn: 1.899189 loss_bbox_aux_dn: 0.697573 loss_giou_aux_dn: 2.099980 loss: 13.808548 eta: 19:46:44 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3210 images/s [04/16 17:46:46] ppdet.engine INFO: Epoch: [68] [4300/7329] learning_rate: 0.000100 loss_class: 0.540971 loss_bbox: 0.122874 loss_giou: 0.389865 loss_class_aux: 3.470885 loss_bbox_aux: 0.823265 loss_giou_aux: 2.436281 loss_class_dn: 0.319719 loss_bbox_dn: 0.115155 loss_giou_dn: 0.334457 loss_class_aux_dn: 1.694409 loss_bbox_aux_dn: 0.693860 loss_giou_aux_dn: 1.893728 loss: 13.617662 eta: 19:46:08 batch_cost: 0.3508 data_cost: 0.0013 ips: 11.4010 images/s [04/16 17:47:26] ppdet.engine INFO: Epoch: [68] [4400/7329] learning_rate: 0.000100 loss_class: 0.544057 loss_bbox: 0.123314 loss_giou: 0.362712 loss_class_aux: 3.437150 loss_bbox_aux: 0.822304 loss_giou_aux: 2.243884 loss_class_dn: 0.325298 loss_bbox_dn: 0.116912 loss_giou_dn: 0.350539 loss_class_aux_dn: 1.745737 loss_bbox_aux_dn: 0.691538 loss_giou_aux_dn: 1.951488 loss: 13.612450 eta: 19:45:33 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2995 images/s [04/16 17:48:05] ppdet.engine INFO: Epoch: [68] [4500/7329] learning_rate: 0.000100 loss_class: 0.517554 loss_bbox: 0.117858 loss_giou: 0.380235 loss_class_aux: 3.411865 loss_bbox_aux: 0.817968 loss_giou_aux: 2.350022 loss_class_dn: 0.323063 loss_bbox_dn: 0.113242 loss_giou_dn: 0.323442 loss_class_aux_dn: 1.737591 loss_bbox_aux_dn: 0.749885 loss_giou_aux_dn: 1.808530 loss: 13.433012 eta: 19:44:57 batch_cost: 0.3544 data_cost: 0.0014 ips: 11.2862 images/s [04/16 17:48:44] ppdet.engine INFO: Epoch: [68] [4600/7329] learning_rate: 0.000100 loss_class: 0.541826 loss_bbox: 0.123493 loss_giou: 0.335208 loss_class_aux: 3.451792 loss_bbox_aux: 0.773361 loss_giou_aux: 2.135868 loss_class_dn: 0.298356 loss_bbox_dn: 0.125060 loss_giou_dn: 0.328986 loss_class_aux_dn: 1.617032 loss_bbox_aux_dn: 0.739867 loss_giou_aux_dn: 1.855595 loss: 13.136850 eta: 19:44:22 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4090 images/s [04/16 17:49:24] ppdet.engine INFO: Epoch: [68] [4700/7329] learning_rate: 0.000100 loss_class: 0.560449 loss_bbox: 0.136072 loss_giou: 0.361328 loss_class_aux: 3.694197 loss_bbox_aux: 0.893268 loss_giou_aux: 2.364455 loss_class_dn: 0.325504 loss_bbox_dn: 0.123986 loss_giou_dn: 0.333517 loss_class_aux_dn: 1.739409 loss_bbox_aux_dn: 0.776302 loss_giou_aux_dn: 1.892724 loss: 13.581852 eta: 19:43:46 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3019 images/s [04/16 17:50:03] ppdet.engine INFO: Epoch: [68] [4800/7329] learning_rate: 0.000100 loss_class: 0.516656 loss_bbox: 0.124314 loss_giou: 0.289268 loss_class_aux: 3.330107 loss_bbox_aux: 0.818091 loss_giou_aux: 1.823742 loss_class_dn: 0.291478 loss_bbox_dn: 0.125945 loss_giou_dn: 0.277209 loss_class_aux_dn: 1.625006 loss_bbox_aux_dn: 0.785553 loss_giou_aux_dn: 1.679226 loss: 12.405260 eta: 19:43:11 batch_cost: 0.3496 data_cost: 0.0013 ips: 11.4432 images/s [04/16 17:50:42] ppdet.engine INFO: Epoch: [68] [4900/7329] learning_rate: 0.000100 loss_class: 0.611806 loss_bbox: 0.129874 loss_giou: 0.317952 loss_class_aux: 3.891729 loss_bbox_aux: 0.898558 loss_giou_aux: 2.055661 loss_class_dn: 0.324653 loss_bbox_dn: 0.141390 loss_giou_dn: 0.305812 loss_class_aux_dn: 1.776492 loss_bbox_aux_dn: 0.831264 loss_giou_aux_dn: 1.715279 loss: 13.750571 eta: 19:42:35 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3896 images/s [04/16 17:51:21] ppdet.engine INFO: Epoch: [68] [5000/7329] learning_rate: 0.000100 loss_class: 0.560071 loss_bbox: 0.123677 loss_giou: 0.412352 loss_class_aux: 3.480938 loss_bbox_aux: 0.821184 loss_giou_aux: 2.643956 loss_class_dn: 0.348364 loss_bbox_dn: 0.121377 loss_giou_dn: 0.380137 loss_class_aux_dn: 1.874755 loss_bbox_aux_dn: 0.742413 loss_giou_aux_dn: 2.155835 loss: 13.877789 eta: 19:42:00 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2853 images/s [04/16 17:52:01] ppdet.engine INFO: Epoch: [68] [5100/7329] learning_rate: 0.000100 loss_class: 0.588787 loss_bbox: 0.121259 loss_giou: 0.391215 loss_class_aux: 3.769551 loss_bbox_aux: 0.828768 loss_giou_aux: 2.502989 loss_class_dn: 0.321181 loss_bbox_dn: 0.129501 loss_giou_dn: 0.342050 loss_class_aux_dn: 1.716841 loss_bbox_aux_dn: 0.786391 loss_giou_aux_dn: 1.886901 loss: 13.208814 eta: 19:41:24 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2948 images/s [04/16 17:52:40] ppdet.engine INFO: Epoch: [68] [5200/7329] learning_rate: 0.000100 loss_class: 0.528420 loss_bbox: 0.141798 loss_giou: 0.363745 loss_class_aux: 3.495655 loss_bbox_aux: 0.891855 loss_giou_aux: 2.289036 loss_class_dn: 0.319202 loss_bbox_dn: 0.138579 loss_giou_dn: 0.319228 loss_class_aux_dn: 1.674457 loss_bbox_aux_dn: 0.837583 loss_giou_aux_dn: 1.842139 loss: 12.692699 eta: 19:40:49 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1996 images/s [04/16 17:53:20] ppdet.engine INFO: Epoch: [68] [5300/7329] learning_rate: 0.000100 loss_class: 0.580577 loss_bbox: 0.127549 loss_giou: 0.391566 loss_class_aux: 3.745492 loss_bbox_aux: 0.823476 loss_giou_aux: 2.524549 loss_class_dn: 0.316492 loss_bbox_dn: 0.117112 loss_giou_dn: 0.371028 loss_class_aux_dn: 1.728556 loss_bbox_aux_dn: 0.681514 loss_giou_aux_dn: 2.064891 loss: 14.271861 eta: 19:40:14 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2195 images/s [04/16 17:54:00] ppdet.engine INFO: Epoch: [68] [5400/7329] learning_rate: 0.000100 loss_class: 0.567481 loss_bbox: 0.132865 loss_giou: 0.400219 loss_class_aux: 3.588867 loss_bbox_aux: 0.879200 loss_giou_aux: 2.507289 loss_class_dn: 0.321034 loss_bbox_dn: 0.121050 loss_giou_dn: 0.353359 loss_class_aux_dn: 1.751714 loss_bbox_aux_dn: 0.749064 loss_giou_aux_dn: 1.968590 loss: 13.538581 eta: 19:39:38 batch_cost: 0.3572 data_cost: 0.0014 ips: 11.1971 images/s [04/16 17:54:39] ppdet.engine INFO: Epoch: [68] [5500/7329] learning_rate: 0.000100 loss_class: 0.564793 loss_bbox: 0.113526 loss_giou: 0.413077 loss_class_aux: 3.614244 loss_bbox_aux: 0.786113 loss_giou_aux: 2.644729 loss_class_dn: 0.338207 loss_bbox_dn: 0.125293 loss_giou_dn: 0.368067 loss_class_aux_dn: 1.804196 loss_bbox_aux_dn: 0.760626 loss_giou_aux_dn: 2.038155 loss: 13.717507 eta: 19:39:03 batch_cost: 0.3520 data_cost: 0.0013 ips: 11.3639 images/s [04/16 17:55:18] ppdet.engine INFO: Epoch: [68] [5600/7329] learning_rate: 0.000100 loss_class: 0.498670 loss_bbox: 0.114454 loss_giou: 0.287443 loss_class_aux: 3.035461 loss_bbox_aux: 0.761009 loss_giou_aux: 1.812435 loss_class_dn: 0.284160 loss_bbox_dn: 0.117591 loss_giou_dn: 0.275630 loss_class_aux_dn: 1.493968 loss_bbox_aux_dn: 0.701752 loss_giou_aux_dn: 1.601803 loss: 11.383109 eta: 19:38:27 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2756 images/s [04/16 17:55:58] ppdet.engine INFO: Epoch: [68] [5700/7329] learning_rate: 0.000100 loss_class: 0.548320 loss_bbox: 0.140765 loss_giou: 0.356190 loss_class_aux: 3.479031 loss_bbox_aux: 0.964370 loss_giou_aux: 2.217638 loss_class_dn: 0.314484 loss_bbox_dn: 0.149116 loss_giou_dn: 0.328889 loss_class_aux_dn: 1.662425 loss_bbox_aux_dn: 0.863045 loss_giou_aux_dn: 1.792611 loss: 13.725684 eta: 19:37:52 batch_cost: 0.3576 data_cost: 0.0013 ips: 11.1843 images/s [04/16 17:56:38] ppdet.engine INFO: Epoch: [68] [5800/7329] learning_rate: 0.000100 loss_class: 0.578169 loss_bbox: 0.126069 loss_giou: 0.380931 loss_class_aux: 3.780769 loss_bbox_aux: 0.850217 loss_giou_aux: 2.485487 loss_class_dn: 0.328601 loss_bbox_dn: 0.144124 loss_giou_dn: 0.347649 loss_class_aux_dn: 1.719061 loss_bbox_aux_dn: 0.850142 loss_giou_aux_dn: 1.965680 loss: 14.093575 eta: 19:37:17 batch_cost: 0.3557 data_cost: 0.0014 ips: 11.2450 images/s [04/16 17:57:17] ppdet.engine INFO: Epoch: [68] [5900/7329] learning_rate: 0.000100 loss_class: 0.493292 loss_bbox: 0.108388 loss_giou: 0.298239 loss_class_aux: 3.147600 loss_bbox_aux: 0.696922 loss_giou_aux: 1.925011 loss_class_dn: 0.275444 loss_bbox_dn: 0.115419 loss_giou_dn: 0.270644 loss_class_aux_dn: 1.520349 loss_bbox_aux_dn: 0.691870 loss_giou_aux_dn: 1.545955 loss: 10.910109 eta: 19:36:41 batch_cost: 0.3560 data_cost: 0.0013 ips: 11.2348 images/s [04/16 17:57:57] ppdet.engine INFO: Epoch: [68] [6000/7329] learning_rate: 0.000100 loss_class: 0.536118 loss_bbox: 0.139546 loss_giou: 0.408847 loss_class_aux: 3.427013 loss_bbox_aux: 0.913893 loss_giou_aux: 2.510389 loss_class_dn: 0.326674 loss_bbox_dn: 0.152500 loss_giou_dn: 0.357991 loss_class_aux_dn: 1.734765 loss_bbox_aux_dn: 0.897176 loss_giou_aux_dn: 2.025806 loss: 13.388192 eta: 19:36:06 batch_cost: 0.3561 data_cost: 0.0014 ips: 11.2332 images/s [04/16 17:58:36] ppdet.engine INFO: Epoch: [68] [6100/7329] learning_rate: 0.000100 loss_class: 0.587266 loss_bbox: 0.127444 loss_giou: 0.397856 loss_class_aux: 3.711790 loss_bbox_aux: 0.831697 loss_giou_aux: 2.536747 loss_class_dn: 0.340815 loss_bbox_dn: 0.132628 loss_giou_dn: 0.372379 loss_class_aux_dn: 1.845623 loss_bbox_aux_dn: 0.817730 loss_giou_aux_dn: 2.129107 loss: 14.169177 eta: 19:35:31 batch_cost: 0.3531 data_cost: 0.0014 ips: 11.3270 images/s [04/16 17:59:16] ppdet.engine INFO: Epoch: [68] [6200/7329] learning_rate: 0.000100 loss_class: 0.523696 loss_bbox: 0.124113 loss_giou: 0.367254 loss_class_aux: 3.188370 loss_bbox_aux: 0.825590 loss_giou_aux: 2.277299 loss_class_dn: 0.299220 loss_bbox_dn: 0.118390 loss_giou_dn: 0.316282 loss_class_aux_dn: 1.581944 loss_bbox_aux_dn: 0.742225 loss_giou_aux_dn: 1.762620 loss: 12.394168 eta: 19:34:55 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3351 images/s [04/16 17:59:55] ppdet.engine INFO: Epoch: [68] [6300/7329] learning_rate: 0.000100 loss_class: 0.530713 loss_bbox: 0.117171 loss_giou: 0.336460 loss_class_aux: 3.513201 loss_bbox_aux: 0.780071 loss_giou_aux: 2.090599 loss_class_dn: 0.311396 loss_bbox_dn: 0.119631 loss_giou_dn: 0.316051 loss_class_aux_dn: 1.674055 loss_bbox_aux_dn: 0.741996 loss_giou_aux_dn: 1.813229 loss: 12.944602 eta: 19:34:20 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3866 images/s [04/16 18:00:34] ppdet.engine INFO: Epoch: [68] [6400/7329] learning_rate: 0.000100 loss_class: 0.513538 loss_bbox: 0.119152 loss_giou: 0.370321 loss_class_aux: 3.308070 loss_bbox_aux: 0.762734 loss_giou_aux: 2.349151 loss_class_dn: 0.314243 loss_bbox_dn: 0.115244 loss_giou_dn: 0.338972 loss_class_aux_dn: 1.693568 loss_bbox_aux_dn: 0.700198 loss_giou_aux_dn: 1.896011 loss: 13.091917 eta: 19:33:44 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2963 images/s [04/16 18:01:14] ppdet.engine INFO: Epoch: [68] [6500/7329] learning_rate: 0.000100 loss_class: 0.509594 loss_bbox: 0.120690 loss_giou: 0.338515 loss_class_aux: 3.182105 loss_bbox_aux: 0.772734 loss_giou_aux: 2.118133 loss_class_dn: 0.308762 loss_bbox_dn: 0.119472 loss_giou_dn: 0.318794 loss_class_aux_dn: 1.647915 loss_bbox_aux_dn: 0.701851 loss_giou_aux_dn: 1.852120 loss: 12.762226 eta: 19:33:09 batch_cost: 0.3536 data_cost: 0.0014 ips: 11.3127 images/s [04/16 18:01:53] ppdet.engine INFO: Epoch: [68] [6600/7329] learning_rate: 0.000100 loss_class: 0.607497 loss_bbox: 0.139984 loss_giou: 0.340401 loss_class_aux: 3.852852 loss_bbox_aux: 0.909554 loss_giou_aux: 2.193600 loss_class_dn: 0.318774 loss_bbox_dn: 0.124933 loss_giou_dn: 0.333201 loss_class_aux_dn: 1.720781 loss_bbox_aux_dn: 0.767604 loss_giou_aux_dn: 1.919116 loss: 13.581635 eta: 19:32:33 batch_cost: 0.3537 data_cost: 0.0014 ips: 11.3095 images/s [04/16 18:02:32] ppdet.engine INFO: Epoch: [68] [6700/7329] learning_rate: 0.000100 loss_class: 0.570098 loss_bbox: 0.137776 loss_giou: 0.392933 loss_class_aux: 3.452490 loss_bbox_aux: 0.903160 loss_giou_aux: 2.481067 loss_class_dn: 0.324488 loss_bbox_dn: 0.141161 loss_giou_dn: 0.348241 loss_class_aux_dn: 1.752557 loss_bbox_aux_dn: 0.864035 loss_giou_aux_dn: 2.016758 loss: 13.807560 eta: 19:31:58 batch_cost: 0.3516 data_cost: 0.0013 ips: 11.3759 images/s [04/16 18:03:12] ppdet.engine INFO: Epoch: [68] [6800/7329] learning_rate: 0.000100 loss_class: 0.461058 loss_bbox: 0.114215 loss_giou: 0.269878 loss_class_aux: 3.196622 loss_bbox_aux: 0.806474 loss_giou_aux: 1.717394 loss_class_dn: 0.273469 loss_bbox_dn: 0.112723 loss_giou_dn: 0.263018 loss_class_aux_dn: 1.489674 loss_bbox_aux_dn: 0.690053 loss_giou_aux_dn: 1.569202 loss: 12.415270 eta: 19:31:22 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.3004 images/s [04/16 18:03:51] ppdet.engine INFO: Epoch: [68] [6900/7329] learning_rate: 0.000100 loss_class: 0.587195 loss_bbox: 0.123121 loss_giou: 0.396985 loss_class_aux: 3.674345 loss_bbox_aux: 0.811667 loss_giou_aux: 2.515008 loss_class_dn: 0.324494 loss_bbox_dn: 0.122320 loss_giou_dn: 0.370734 loss_class_aux_dn: 1.748302 loss_bbox_aux_dn: 0.787258 loss_giou_aux_dn: 2.003453 loss: 13.981970 eta: 19:30:47 batch_cost: 0.3568 data_cost: 0.0013 ips: 11.2110 images/s [04/16 18:04:31] ppdet.engine INFO: Epoch: [68] [7000/7329] learning_rate: 0.000100 loss_class: 0.509169 loss_bbox: 0.118400 loss_giou: 0.379938 loss_class_aux: 3.231882 loss_bbox_aux: 0.767887 loss_giou_aux: 2.336692 loss_class_dn: 0.312928 loss_bbox_dn: 0.114611 loss_giou_dn: 0.335203 loss_class_aux_dn: 1.689087 loss_bbox_aux_dn: 0.691263 loss_giou_aux_dn: 1.872410 loss: 12.667250 eta: 19:30:12 batch_cost: 0.3533 data_cost: 0.0013 ips: 11.3222 images/s [04/16 18:05:10] ppdet.engine INFO: Epoch: [68] [7100/7329] learning_rate: 0.000100 loss_class: 0.580103 loss_bbox: 0.122298 loss_giou: 0.394563 loss_class_aux: 3.615421 loss_bbox_aux: 0.784580 loss_giou_aux: 2.456092 loss_class_dn: 0.334856 loss_bbox_dn: 0.117684 loss_giou_dn: 0.356171 loss_class_aux_dn: 1.758206 loss_bbox_aux_dn: 0.705317 loss_giou_aux_dn: 2.001736 loss: 13.601799 eta: 19:29:36 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2951 images/s [04/16 18:05:50] ppdet.engine INFO: Epoch: [68] [7200/7329] learning_rate: 0.000100 loss_class: 0.513723 loss_bbox: 0.119876 loss_giou: 0.310585 loss_class_aux: 3.105278 loss_bbox_aux: 0.795476 loss_giou_aux: 1.987744 loss_class_dn: 0.289382 loss_bbox_dn: 0.115655 loss_giou_dn: 0.287305 loss_class_aux_dn: 1.549900 loss_bbox_aux_dn: 0.693395 loss_giou_aux_dn: 1.644561 loss: 12.307082 eta: 19:29:01 batch_cost: 0.3553 data_cost: 0.0013 ips: 11.2577 images/s [04/16 18:06:29] ppdet.engine INFO: Epoch: [68] [7300/7329] learning_rate: 0.000100 loss_class: 0.554231 loss_bbox: 0.123442 loss_giou: 0.411314 loss_class_aux: 3.539714 loss_bbox_aux: 0.806050 loss_giou_aux: 2.606586 loss_class_dn: 0.319763 loss_bbox_dn: 0.130684 loss_giou_dn: 0.371462 loss_class_aux_dn: 1.696101 loss_bbox_aux_dn: 0.796961 loss_giou_aux_dn: 2.059741 loss: 14.191733 eta: 19:28:25 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3689 images/s [04/16 18:06:43] ppdet.engine INFO: Eval iter: 0 [04/16 18:06:55] ppdet.engine INFO: Eval iter: 100 [04/16 18:07:07] ppdet.engine INFO: Eval iter: 200 [04/16 18:07:19] ppdet.engine INFO: Eval iter: 300 [04/16 18:07:31] ppdet.engine INFO: Eval iter: 400 [04/16 18:07:43] ppdet.engine INFO: Eval iter: 500 [04/16 18:07:55] ppdet.engine INFO: Eval iter: 600 [04/16 18:08:18] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.39s) creating index... index created! [04/16 18:08:18] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.05s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=77.54s). Accumulating evaluation results... DONE (t=16.36s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.589 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 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.398 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.781 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 [04/16 18:10:04] ppdet.engine INFO: Total sample number: 5000, average FPS: 65.66017899276784 [04/16 18:10:04] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 18:10:05] ppdet.engine INFO: Epoch: [69] [ 0/7329] learning_rate: 0.000100 loss_class: 0.528706 loss_bbox: 0.127971 loss_giou: 0.359979 loss_class_aux: 3.381807 loss_bbox_aux: 0.804032 loss_giou_aux: 2.274798 loss_class_dn: 0.313122 loss_bbox_dn: 0.130684 loss_giou_dn: 0.341472 loss_class_aux_dn: 1.660382 loss_bbox_aux_dn: 0.780373 loss_giou_aux_dn: 1.932043 loss: 13.444933 eta: 19:28:15 batch_cost: 0.3533 data_cost: 0.0014 ips: 11.3233 images/s [04/16 18:10:45] ppdet.engine INFO: Epoch: [69] [ 100/7329] learning_rate: 0.000100 loss_class: 0.522819 loss_bbox: 0.120425 loss_giou: 0.339487 loss_class_aux: 3.286598 loss_bbox_aux: 0.780795 loss_giou_aux: 2.171851 loss_class_dn: 0.301426 loss_bbox_dn: 0.124212 loss_giou_dn: 0.326142 loss_class_aux_dn: 1.616844 loss_bbox_aux_dn: 0.744278 loss_giou_aux_dn: 1.820815 loss: 13.063027 eta: 19:27:40 batch_cost: 0.3581 data_cost: 0.0016 ips: 11.1700 images/s [04/16 18:11:24] ppdet.engine INFO: Epoch: [69] [ 200/7329] learning_rate: 0.000100 loss_class: 0.540435 loss_bbox: 0.150301 loss_giou: 0.370096 loss_class_aux: 3.527130 loss_bbox_aux: 0.936822 loss_giou_aux: 2.324449 loss_class_dn: 0.330282 loss_bbox_dn: 0.140474 loss_giou_dn: 0.352802 loss_class_aux_dn: 1.794477 loss_bbox_aux_dn: 0.840279 loss_giou_aux_dn: 1.916153 loss: 13.255291 eta: 19:27:04 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3557 images/s [04/16 18:12:03] ppdet.engine INFO: Epoch: [69] [ 300/7329] learning_rate: 0.000100 loss_class: 0.484199 loss_bbox: 0.122830 loss_giou: 0.336507 loss_class_aux: 3.124912 loss_bbox_aux: 0.805029 loss_giou_aux: 2.119721 loss_class_dn: 0.280150 loss_bbox_dn: 0.112806 loss_giou_dn: 0.315479 loss_class_aux_dn: 1.508012 loss_bbox_aux_dn: 0.669682 loss_giou_aux_dn: 1.764151 loss: 11.625880 eta: 19:26:29 batch_cost: 0.3511 data_cost: 0.0017 ips: 11.3926 images/s [04/16 18:12:43] ppdet.engine INFO: Epoch: [69] [ 400/7329] learning_rate: 0.000100 loss_class: 0.601795 loss_bbox: 0.124647 loss_giou: 0.363862 loss_class_aux: 3.867258 loss_bbox_aux: 0.811309 loss_giou_aux: 2.325093 loss_class_dn: 0.344733 loss_bbox_dn: 0.121822 loss_giou_dn: 0.345529 loss_class_aux_dn: 1.830245 loss_bbox_aux_dn: 0.735309 loss_giou_aux_dn: 1.943131 loss: 14.096931 eta: 19:25:53 batch_cost: 0.3582 data_cost: 0.0017 ips: 11.1677 images/s [04/16 18:13:22] ppdet.engine INFO: Epoch: [69] [ 500/7329] learning_rate: 0.000100 loss_class: 0.545607 loss_bbox: 0.116959 loss_giou: 0.341228 loss_class_aux: 3.551280 loss_bbox_aux: 0.741283 loss_giou_aux: 2.123427 loss_class_dn: 0.305093 loss_bbox_dn: 0.113206 loss_giou_dn: 0.312575 loss_class_aux_dn: 1.624257 loss_bbox_aux_dn: 0.690853 loss_giou_aux_dn: 1.763741 loss: 12.567107 eta: 19:25:18 batch_cost: 0.3553 data_cost: 0.0017 ips: 11.2576 images/s [04/16 18:14:02] ppdet.engine INFO: Epoch: [69] [ 600/7329] learning_rate: 0.000100 loss_class: 0.540216 loss_bbox: 0.129780 loss_giou: 0.333706 loss_class_aux: 3.479812 loss_bbox_aux: 0.807240 loss_giou_aux: 2.159986 loss_class_dn: 0.324454 loss_bbox_dn: 0.135666 loss_giou_dn: 0.334487 loss_class_aux_dn: 1.769994 loss_bbox_aux_dn: 0.803416 loss_giou_aux_dn: 1.868965 loss: 13.216666 eta: 19:24:43 batch_cost: 0.3573 data_cost: 0.0017 ips: 11.1953 images/s [04/16 18:14:42] ppdet.engine INFO: Epoch: [69] [ 700/7329] learning_rate: 0.000100 loss_class: 0.556965 loss_bbox: 0.114606 loss_giou: 0.349665 loss_class_aux: 3.559602 loss_bbox_aux: 0.780062 loss_giou_aux: 2.308397 loss_class_dn: 0.313712 loss_bbox_dn: 0.118226 loss_giou_dn: 0.327371 loss_class_aux_dn: 1.711232 loss_bbox_aux_dn: 0.703722 loss_giou_aux_dn: 1.830233 loss: 12.313910 eta: 19:24:07 batch_cost: 0.3555 data_cost: 0.0017 ips: 11.2529 images/s [04/16 18:15:21] ppdet.engine INFO: Epoch: [69] [ 800/7329] learning_rate: 0.000100 loss_class: 0.578952 loss_bbox: 0.130940 loss_giou: 0.408439 loss_class_aux: 3.601557 loss_bbox_aux: 0.849306 loss_giou_aux: 2.602611 loss_class_dn: 0.363147 loss_bbox_dn: 0.121355 loss_giou_dn: 0.376863 loss_class_aux_dn: 1.931983 loss_bbox_aux_dn: 0.705904 loss_giou_aux_dn: 2.089349 loss: 14.221255 eta: 19:23:32 batch_cost: 0.3565 data_cost: 0.0018 ips: 11.2192 images/s [04/16 18:16:01] ppdet.engine INFO: Epoch: [69] [ 900/7329] learning_rate: 0.000100 loss_class: 0.545619 loss_bbox: 0.125298 loss_giou: 0.393194 loss_class_aux: 3.429425 loss_bbox_aux: 0.816946 loss_giou_aux: 2.397289 loss_class_dn: 0.321159 loss_bbox_dn: 0.123189 loss_giou_dn: 0.337195 loss_class_aux_dn: 1.724997 loss_bbox_aux_dn: 0.716207 loss_giou_aux_dn: 1.919688 loss: 13.686972 eta: 19:22:57 batch_cost: 0.3534 data_cost: 0.0017 ips: 11.3176 images/s [04/16 18:16:40] ppdet.engine INFO: Epoch: [69] [1000/7329] learning_rate: 0.000100 loss_class: 0.563126 loss_bbox: 0.120198 loss_giou: 0.379282 loss_class_aux: 3.636510 loss_bbox_aux: 0.804941 loss_giou_aux: 2.431979 loss_class_dn: 0.319878 loss_bbox_dn: 0.117732 loss_giou_dn: 0.364773 loss_class_aux_dn: 1.754966 loss_bbox_aux_dn: 0.712870 loss_giou_aux_dn: 2.017322 loss: 14.406532 eta: 19:22:21 batch_cost: 0.3552 data_cost: 0.0016 ips: 11.2616 images/s [04/16 18:17:20] ppdet.engine INFO: Epoch: [69] [1100/7329] learning_rate: 0.000100 loss_class: 0.520987 loss_bbox: 0.122396 loss_giou: 0.402918 loss_class_aux: 3.443627 loss_bbox_aux: 0.779155 loss_giou_aux: 2.501977 loss_class_dn: 0.320526 loss_bbox_dn: 0.114275 loss_giou_dn: 0.357377 loss_class_aux_dn: 1.753323 loss_bbox_aux_dn: 0.702675 loss_giou_aux_dn: 1.994205 loss: 13.445457 eta: 19:21:46 batch_cost: 0.3522 data_cost: 0.0017 ips: 11.3558 images/s [04/16 18:17:59] ppdet.engine INFO: Epoch: [69] [1200/7329] learning_rate: 0.000100 loss_class: 0.488177 loss_bbox: 0.112903 loss_giou: 0.323701 loss_class_aux: 3.087793 loss_bbox_aux: 0.726660 loss_giou_aux: 2.083534 loss_class_dn: 0.299078 loss_bbox_dn: 0.109838 loss_giou_dn: 0.302482 loss_class_aux_dn: 1.596805 loss_bbox_aux_dn: 0.668533 loss_giou_aux_dn: 1.723127 loss: 12.091891 eta: 19:21:10 batch_cost: 0.3524 data_cost: 0.0016 ips: 11.3511 images/s [04/16 18:18:38] ppdet.engine INFO: Epoch: [69] [1300/7329] learning_rate: 0.000100 loss_class: 0.563497 loss_bbox: 0.119615 loss_giou: 0.336312 loss_class_aux: 3.483396 loss_bbox_aux: 0.854590 loss_giou_aux: 2.218476 loss_class_dn: 0.332542 loss_bbox_dn: 0.122420 loss_giou_dn: 0.341161 loss_class_aux_dn: 1.829733 loss_bbox_aux_dn: 0.779648 loss_giou_aux_dn: 1.928003 loss: 13.129123 eta: 19:20:35 batch_cost: 0.3544 data_cost: 0.0016 ips: 11.2865 images/s [04/16 18:19:17] ppdet.engine INFO: Epoch: [69] [1400/7329] learning_rate: 0.000100 loss_class: 0.510527 loss_bbox: 0.124004 loss_giou: 0.363565 loss_class_aux: 3.256651 loss_bbox_aux: 0.865809 loss_giou_aux: 2.297221 loss_class_dn: 0.308600 loss_bbox_dn: 0.122570 loss_giou_dn: 0.334412 loss_class_aux_dn: 1.638701 loss_bbox_aux_dn: 0.813252 loss_giou_aux_dn: 1.841839 loss: 12.894691 eta: 19:19:59 batch_cost: 0.3522 data_cost: 0.0016 ips: 11.3578 images/s [04/16 18:19:57] ppdet.engine INFO: Epoch: [69] [1500/7329] learning_rate: 0.000100 loss_class: 0.551627 loss_bbox: 0.114563 loss_giou: 0.319644 loss_class_aux: 3.553506 loss_bbox_aux: 0.771435 loss_giou_aux: 2.079286 loss_class_dn: 0.320926 loss_bbox_dn: 0.110275 loss_giou_dn: 0.293329 loss_class_aux_dn: 1.770269 loss_bbox_aux_dn: 0.707841 loss_giou_aux_dn: 1.709818 loss: 13.438861 eta: 19:19:24 batch_cost: 0.3546 data_cost: 0.0016 ips: 11.2815 images/s [04/16 18:20:36] ppdet.engine INFO: Epoch: [69] [1600/7329] learning_rate: 0.000100 loss_class: 0.566240 loss_bbox: 0.127800 loss_giou: 0.360724 loss_class_aux: 3.546555 loss_bbox_aux: 0.859922 loss_giou_aux: 2.329129 loss_class_dn: 0.312489 loss_bbox_dn: 0.132018 loss_giou_dn: 0.347312 loss_class_aux_dn: 1.700426 loss_bbox_aux_dn: 0.765616 loss_giou_aux_dn: 1.897093 loss: 13.562595 eta: 19:18:48 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3633 images/s [04/16 18:21:16] ppdet.engine INFO: Epoch: [69] [1700/7329] learning_rate: 0.000100 loss_class: 0.541313 loss_bbox: 0.119749 loss_giou: 0.339957 loss_class_aux: 3.566823 loss_bbox_aux: 0.770923 loss_giou_aux: 2.122042 loss_class_dn: 0.320116 loss_bbox_dn: 0.122431 loss_giou_dn: 0.303258 loss_class_aux_dn: 1.713753 loss_bbox_aux_dn: 0.724743 loss_giou_aux_dn: 1.720438 loss: 12.630194 eta: 19:18:13 batch_cost: 0.3533 data_cost: 0.0017 ips: 11.3209 images/s [04/16 18:21:55] ppdet.engine INFO: Epoch: [69] [1800/7329] learning_rate: 0.000100 loss_class: 0.462997 loss_bbox: 0.125130 loss_giou: 0.353730 loss_class_aux: 2.911429 loss_bbox_aux: 0.759864 loss_giou_aux: 2.240255 loss_class_dn: 0.288168 loss_bbox_dn: 0.127536 loss_giou_dn: 0.299507 loss_class_aux_dn: 1.580814 loss_bbox_aux_dn: 0.788055 loss_giou_aux_dn: 1.694905 loss: 11.855095 eta: 19:17:37 batch_cost: 0.3532 data_cost: 0.0016 ips: 11.3262 images/s [04/16 18:22:34] ppdet.engine INFO: Epoch: [69] [1900/7329] learning_rate: 0.000100 loss_class: 0.522987 loss_bbox: 0.121922 loss_giou: 0.264750 loss_class_aux: 3.409479 loss_bbox_aux: 0.804239 loss_giou_aux: 1.689754 loss_class_dn: 0.274173 loss_bbox_dn: 0.125965 loss_giou_dn: 0.264710 loss_class_aux_dn: 1.525189 loss_bbox_aux_dn: 0.754504 loss_giou_aux_dn: 1.461017 loss: 11.933266 eta: 19:17:02 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3450 images/s [04/16 18:23:14] ppdet.engine INFO: Epoch: [69] [2000/7329] learning_rate: 0.000100 loss_class: 0.541416 loss_bbox: 0.144250 loss_giou: 0.360524 loss_class_aux: 3.482262 loss_bbox_aux: 0.917604 loss_giou_aux: 2.278857 loss_class_dn: 0.305214 loss_bbox_dn: 0.127059 loss_giou_dn: 0.337884 loss_class_aux_dn: 1.633066 loss_bbox_aux_dn: 0.769874 loss_giou_aux_dn: 1.833345 loss: 13.316837 eta: 19:16:27 batch_cost: 0.3573 data_cost: 0.0015 ips: 11.1942 images/s [04/16 18:23:53] ppdet.engine INFO: Epoch: [69] [2100/7329] learning_rate: 0.000100 loss_class: 0.533412 loss_bbox: 0.121154 loss_giou: 0.336339 loss_class_aux: 3.430092 loss_bbox_aux: 0.799338 loss_giou_aux: 2.147219 loss_class_dn: 0.314824 loss_bbox_dn: 0.107052 loss_giou_dn: 0.325657 loss_class_aux_dn: 1.717432 loss_bbox_aux_dn: 0.656030 loss_giou_aux_dn: 1.778680 loss: 12.293137 eta: 19:15:51 batch_cost: 0.3534 data_cost: 0.0016 ips: 11.3191 images/s [04/16 18:24:32] ppdet.engine INFO: Epoch: [69] [2200/7329] learning_rate: 0.000100 loss_class: 0.459250 loss_bbox: 0.115854 loss_giou: 0.376042 loss_class_aux: 2.890630 loss_bbox_aux: 0.756693 loss_giou_aux: 2.298090 loss_class_dn: 0.286386 loss_bbox_dn: 0.111755 loss_giou_dn: 0.335290 loss_class_aux_dn: 1.590735 loss_bbox_aux_dn: 0.678751 loss_giou_aux_dn: 1.909855 loss: 12.489922 eta: 19:15:16 batch_cost: 0.3518 data_cost: 0.0016 ips: 11.3714 images/s [04/16 18:25:12] ppdet.engine INFO: Epoch: [69] [2300/7329] learning_rate: 0.000100 loss_class: 0.537395 loss_bbox: 0.121725 loss_giou: 0.354161 loss_class_aux: 3.315545 loss_bbox_aux: 0.782090 loss_giou_aux: 2.278867 loss_class_dn: 0.306156 loss_bbox_dn: 0.117666 loss_giou_dn: 0.325516 loss_class_aux_dn: 1.666751 loss_bbox_aux_dn: 0.746010 loss_giou_aux_dn: 1.861601 loss: 12.421309 eta: 19:14:40 batch_cost: 0.3539 data_cost: 0.0015 ips: 11.3039 images/s [04/16 18:25:52] ppdet.engine INFO: Epoch: [69] [2400/7329] learning_rate: 0.000100 loss_class: 0.498456 loss_bbox: 0.111184 loss_giou: 0.277983 loss_class_aux: 3.150071 loss_bbox_aux: 0.728985 loss_giou_aux: 1.743955 loss_class_dn: 0.273708 loss_bbox_dn: 0.114515 loss_giou_dn: 0.270894 loss_class_aux_dn: 1.537127 loss_bbox_aux_dn: 0.709368 loss_giou_aux_dn: 1.567541 loss: 11.348364 eta: 19:14:05 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2269 images/s [04/16 18:26:31] ppdet.engine INFO: Epoch: [69] [2500/7329] learning_rate: 0.000100 loss_class: 0.518092 loss_bbox: 0.130183 loss_giou: 0.348871 loss_class_aux: 3.526763 loss_bbox_aux: 0.827486 loss_giou_aux: 2.183194 loss_class_dn: 0.304444 loss_bbox_dn: 0.129560 loss_giou_dn: 0.307742 loss_class_aux_dn: 1.663203 loss_bbox_aux_dn: 0.773190 loss_giou_aux_dn: 1.805430 loss: 12.384851 eta: 19:13:29 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3615 images/s [04/16 18:27:10] ppdet.engine INFO: Epoch: [69] [2600/7329] learning_rate: 0.000100 loss_class: 0.533344 loss_bbox: 0.128147 loss_giou: 0.328121 loss_class_aux: 3.401773 loss_bbox_aux: 0.867014 loss_giou_aux: 2.066131 loss_class_dn: 0.314935 loss_bbox_dn: 0.133050 loss_giou_dn: 0.314298 loss_class_aux_dn: 1.700003 loss_bbox_aux_dn: 0.805124 loss_giou_aux_dn: 1.748371 loss: 12.737827 eta: 19:12:54 batch_cost: 0.3529 data_cost: 0.0016 ips: 11.3342 images/s [04/16 18:27:49] ppdet.engine INFO: Epoch: [69] [2700/7329] learning_rate: 0.000100 loss_class: 0.535275 loss_bbox: 0.124360 loss_giou: 0.338741 loss_class_aux: 3.552162 loss_bbox_aux: 0.774493 loss_giou_aux: 2.071567 loss_class_dn: 0.315619 loss_bbox_dn: 0.115327 loss_giou_dn: 0.314162 loss_class_aux_dn: 1.673903 loss_bbox_aux_dn: 0.677640 loss_giou_aux_dn: 1.750392 loss: 13.204159 eta: 19:12:18 batch_cost: 0.3537 data_cost: 0.0015 ips: 11.3086 images/s [04/16 18:28:29] ppdet.engine INFO: Epoch: [69] [2800/7329] learning_rate: 0.000100 loss_class: 0.532812 loss_bbox: 0.135258 loss_giou: 0.372438 loss_class_aux: 3.461038 loss_bbox_aux: 0.816983 loss_giou_aux: 2.365229 loss_class_dn: 0.320528 loss_bbox_dn: 0.128591 loss_giou_dn: 0.333148 loss_class_aux_dn: 1.691110 loss_bbox_aux_dn: 0.773928 loss_giou_aux_dn: 1.825039 loss: 13.873158 eta: 19:11:43 batch_cost: 0.3528 data_cost: 0.0015 ips: 11.3369 images/s [04/16 18:29:08] ppdet.engine INFO: Epoch: [69] [2900/7329] learning_rate: 0.000100 loss_class: 0.516559 loss_bbox: 0.124227 loss_giou: 0.311259 loss_class_aux: 3.205630 loss_bbox_aux: 0.833030 loss_giou_aux: 2.029064 loss_class_dn: 0.293265 loss_bbox_dn: 0.137277 loss_giou_dn: 0.300780 loss_class_aux_dn: 1.570399 loss_bbox_aux_dn: 0.801090 loss_giou_aux_dn: 1.689167 loss: 11.679451 eta: 19:11:08 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3442 images/s [04/16 18:29:47] ppdet.engine INFO: Epoch: [69] [3000/7329] learning_rate: 0.000100 loss_class: 0.600099 loss_bbox: 0.138538 loss_giou: 0.432553 loss_class_aux: 3.817935 loss_bbox_aux: 0.875115 loss_giou_aux: 2.830316 loss_class_dn: 0.350091 loss_bbox_dn: 0.129304 loss_giou_dn: 0.377996 loss_class_aux_dn: 1.855745 loss_bbox_aux_dn: 0.774392 loss_giou_aux_dn: 2.055592 loss: 14.449686 eta: 19:10:32 batch_cost: 0.3531 data_cost: 0.0017 ips: 11.3282 images/s [04/16 18:30:26] ppdet.engine INFO: Epoch: [69] [3100/7329] learning_rate: 0.000100 loss_class: 0.555680 loss_bbox: 0.132098 loss_giou: 0.350362 loss_class_aux: 3.481542 loss_bbox_aux: 0.864583 loss_giou_aux: 2.215816 loss_class_dn: 0.349677 loss_bbox_dn: 0.132405 loss_giou_dn: 0.354068 loss_class_aux_dn: 1.834039 loss_bbox_aux_dn: 0.785253 loss_giou_aux_dn: 2.052544 loss: 14.613203 eta: 19:09:56 batch_cost: 0.3498 data_cost: 0.0015 ips: 11.4350 images/s [04/16 18:31:06] ppdet.engine INFO: Epoch: [69] [3200/7329] learning_rate: 0.000100 loss_class: 0.555419 loss_bbox: 0.129877 loss_giou: 0.363279 loss_class_aux: 3.507336 loss_bbox_aux: 0.878501 loss_giou_aux: 2.335475 loss_class_dn: 0.328111 loss_bbox_dn: 0.125021 loss_giou_dn: 0.343436 loss_class_aux_dn: 1.735615 loss_bbox_aux_dn: 0.762736 loss_giou_aux_dn: 1.967885 loss: 13.928530 eta: 19:09:21 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1936 images/s [04/16 18:31:45] ppdet.engine INFO: Epoch: [69] [3300/7329] learning_rate: 0.000100 loss_class: 0.563062 loss_bbox: 0.144628 loss_giou: 0.387936 loss_class_aux: 3.552254 loss_bbox_aux: 0.941118 loss_giou_aux: 2.367047 loss_class_dn: 0.332661 loss_bbox_dn: 0.142646 loss_giou_dn: 0.349170 loss_class_aux_dn: 1.789391 loss_bbox_aux_dn: 0.862246 loss_giou_aux_dn: 1.973003 loss: 13.830519 eta: 19:08:46 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3478 images/s [04/16 18:32:25] ppdet.engine INFO: Epoch: [69] [3400/7329] learning_rate: 0.000100 loss_class: 0.561792 loss_bbox: 0.123562 loss_giou: 0.394335 loss_class_aux: 3.602017 loss_bbox_aux: 0.810647 loss_giou_aux: 2.513879 loss_class_dn: 0.357223 loss_bbox_dn: 0.122241 loss_giou_dn: 0.359136 loss_class_aux_dn: 1.928676 loss_bbox_aux_dn: 0.696629 loss_giou_aux_dn: 2.030156 loss: 14.264494 eta: 19:08:10 batch_cost: 0.3543 data_cost: 0.0016 ips: 11.2900 images/s [04/16 18:33:04] ppdet.engine INFO: Epoch: [69] [3500/7329] learning_rate: 0.000100 loss_class: 0.519181 loss_bbox: 0.110566 loss_giou: 0.381361 loss_class_aux: 3.319861 loss_bbox_aux: 0.751345 loss_giou_aux: 2.363269 loss_class_dn: 0.311915 loss_bbox_dn: 0.117985 loss_giou_dn: 0.329033 loss_class_aux_dn: 1.673465 loss_bbox_aux_dn: 0.723044 loss_giou_aux_dn: 1.835278 loss: 12.765733 eta: 19:07:35 batch_cost: 0.3497 data_cost: 0.0016 ips: 11.4394 images/s [04/16 18:33:44] ppdet.engine INFO: Epoch: [69] [3600/7329] learning_rate: 0.000100 loss_class: 0.521773 loss_bbox: 0.111980 loss_giou: 0.324480 loss_class_aux: 3.346350 loss_bbox_aux: 0.722973 loss_giou_aux: 2.065561 loss_class_dn: 0.291133 loss_bbox_dn: 0.112774 loss_giou_dn: 0.286813 loss_class_aux_dn: 1.603308 loss_bbox_aux_dn: 0.698081 loss_giou_aux_dn: 1.613947 loss: 11.804035 eta: 19:06:59 batch_cost: 0.3582 data_cost: 0.0017 ips: 11.1673 images/s [04/16 18:34:23] ppdet.engine INFO: Epoch: [69] [3700/7329] learning_rate: 0.000100 loss_class: 0.506979 loss_bbox: 0.118045 loss_giou: 0.360201 loss_class_aux: 3.232695 loss_bbox_aux: 0.812129 loss_giou_aux: 2.224503 loss_class_dn: 0.321702 loss_bbox_dn: 0.129047 loss_giou_dn: 0.327071 loss_class_aux_dn: 1.745621 loss_bbox_aux_dn: 0.757880 loss_giou_aux_dn: 1.748744 loss: 13.300665 eta: 19:06:24 batch_cost: 0.3529 data_cost: 0.0017 ips: 11.3355 images/s [04/16 18:35:02] ppdet.engine INFO: Epoch: [69] [3800/7329] learning_rate: 0.000100 loss_class: 0.533366 loss_bbox: 0.127640 loss_giou: 0.316674 loss_class_aux: 3.500537 loss_bbox_aux: 0.806117 loss_giou_aux: 2.028365 loss_class_dn: 0.301361 loss_bbox_dn: 0.128343 loss_giou_dn: 0.302235 loss_class_aux_dn: 1.648780 loss_bbox_aux_dn: 0.759907 loss_giou_aux_dn: 1.710240 loss: 13.101019 eta: 19:05:48 batch_cost: 0.3523 data_cost: 0.0016 ips: 11.3555 images/s [04/16 18:35:42] ppdet.engine INFO: Epoch: [69] [3900/7329] learning_rate: 0.000100 loss_class: 0.472791 loss_bbox: 0.114892 loss_giou: 0.265412 loss_class_aux: 3.143436 loss_bbox_aux: 0.797695 loss_giou_aux: 1.737679 loss_class_dn: 0.263819 loss_bbox_dn: 0.128520 loss_giou_dn: 0.257017 loss_class_aux_dn: 1.414846 loss_bbox_aux_dn: 0.749743 loss_giou_aux_dn: 1.516920 loss: 11.665649 eta: 19:05:13 batch_cost: 0.3549 data_cost: 0.0015 ips: 11.2698 images/s [04/16 18:36:21] ppdet.engine INFO: Epoch: [69] [4000/7329] learning_rate: 0.000100 loss_class: 0.518426 loss_bbox: 0.123589 loss_giou: 0.355533 loss_class_aux: 3.298354 loss_bbox_aux: 0.807430 loss_giou_aux: 2.106067 loss_class_dn: 0.300050 loss_bbox_dn: 0.129448 loss_giou_dn: 0.303652 loss_class_aux_dn: 1.615394 loss_bbox_aux_dn: 0.789028 loss_giou_aux_dn: 1.676536 loss: 11.591084 eta: 19:04:38 batch_cost: 0.3560 data_cost: 0.0017 ips: 11.2366 images/s [04/16 18:37:01] ppdet.engine INFO: Epoch: [69] [4100/7329] learning_rate: 0.000100 loss_class: 0.518977 loss_bbox: 0.124118 loss_giou: 0.321044 loss_class_aux: 3.423105 loss_bbox_aux: 0.824373 loss_giou_aux: 2.116358 loss_class_dn: 0.307721 loss_bbox_dn: 0.129824 loss_giou_dn: 0.311437 loss_class_aux_dn: 1.653856 loss_bbox_aux_dn: 0.764504 loss_giou_aux_dn: 1.809196 loss: 12.653708 eta: 19:04:02 batch_cost: 0.3569 data_cost: 0.0017 ips: 11.2078 images/s [04/16 18:37:41] ppdet.engine INFO: Epoch: [69] [4200/7329] learning_rate: 0.000100 loss_class: 0.595674 loss_bbox: 0.135284 loss_giou: 0.378258 loss_class_aux: 3.605823 loss_bbox_aux: 0.914230 loss_giou_aux: 2.409783 loss_class_dn: 0.334125 loss_bbox_dn: 0.144587 loss_giou_dn: 0.360777 loss_class_aux_dn: 1.795628 loss_bbox_aux_dn: 0.898749 loss_giou_aux_dn: 1.994998 loss: 13.953969 eta: 19:03:27 batch_cost: 0.3547 data_cost: 0.0016 ips: 11.2771 images/s [04/16 18:38:20] ppdet.engine INFO: Epoch: [69] [4300/7329] learning_rate: 0.000100 loss_class: 0.465872 loss_bbox: 0.108883 loss_giou: 0.297061 loss_class_aux: 2.898857 loss_bbox_aux: 0.733132 loss_giou_aux: 1.954263 loss_class_dn: 0.262489 loss_bbox_dn: 0.119675 loss_giou_dn: 0.283118 loss_class_aux_dn: 1.443689 loss_bbox_aux_dn: 0.747545 loss_giou_aux_dn: 1.573072 loss: 10.895617 eta: 19:02:51 batch_cost: 0.3523 data_cost: 0.0017 ips: 11.3546 images/s [04/16 18:38:59] ppdet.engine INFO: Epoch: [69] [4400/7329] learning_rate: 0.000100 loss_class: 0.438264 loss_bbox: 0.120361 loss_giou: 0.259168 loss_class_aux: 3.027059 loss_bbox_aux: 0.818441 loss_giou_aux: 1.624836 loss_class_dn: 0.252427 loss_bbox_dn: 0.115964 loss_giou_dn: 0.244980 loss_class_aux_dn: 1.378258 loss_bbox_aux_dn: 0.758665 loss_giou_aux_dn: 1.384328 loss: 10.688938 eta: 19:02:16 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2720 images/s [04/16 18:39:39] ppdet.engine INFO: Epoch: [69] [4500/7329] learning_rate: 0.000100 loss_class: 0.554838 loss_bbox: 0.128983 loss_giou: 0.334501 loss_class_aux: 3.625576 loss_bbox_aux: 0.834146 loss_giou_aux: 2.227982 loss_class_dn: 0.318986 loss_bbox_dn: 0.125219 loss_giou_dn: 0.316213 loss_class_aux_dn: 1.753171 loss_bbox_aux_dn: 0.726053 loss_giou_aux_dn: 1.739490 loss: 12.815229 eta: 19:01:41 batch_cost: 0.3573 data_cost: 0.0016 ips: 11.1937 images/s [04/16 18:40:18] ppdet.engine INFO: Epoch: [69] [4600/7329] learning_rate: 0.000100 loss_class: 0.545211 loss_bbox: 0.131171 loss_giou: 0.371102 loss_class_aux: 3.458437 loss_bbox_aux: 0.842280 loss_giou_aux: 2.335312 loss_class_dn: 0.317335 loss_bbox_dn: 0.129733 loss_giou_dn: 0.332621 loss_class_aux_dn: 1.706061 loss_bbox_aux_dn: 0.788454 loss_giou_aux_dn: 1.848519 loss: 12.959784 eta: 19:01:05 batch_cost: 0.3487 data_cost: 0.0016 ips: 11.4712 images/s [04/16 18:40:57] ppdet.engine INFO: Epoch: [69] [4700/7329] learning_rate: 0.000100 loss_class: 0.505759 loss_bbox: 0.124841 loss_giou: 0.367498 loss_class_aux: 3.357850 loss_bbox_aux: 0.821259 loss_giou_aux: 2.297420 loss_class_dn: 0.306045 loss_bbox_dn: 0.111687 loss_giou_dn: 0.323950 loss_class_aux_dn: 1.658517 loss_bbox_aux_dn: 0.693343 loss_giou_aux_dn: 1.818388 loss: 12.566712 eta: 19:00:30 batch_cost: 0.3521 data_cost: 0.0016 ips: 11.3592 images/s [04/16 18:41:37] ppdet.engine INFO: Epoch: [69] [4800/7329] learning_rate: 0.000100 loss_class: 0.515556 loss_bbox: 0.127413 loss_giou: 0.378418 loss_class_aux: 3.240504 loss_bbox_aux: 0.827650 loss_giou_aux: 2.453196 loss_class_dn: 0.291507 loss_bbox_dn: 0.128509 loss_giou_dn: 0.319604 loss_class_aux_dn: 1.619471 loss_bbox_aux_dn: 0.789206 loss_giou_aux_dn: 1.785999 loss: 12.656142 eta: 18:59:54 batch_cost: 0.3526 data_cost: 0.0017 ips: 11.3439 images/s [04/16 18:42:16] ppdet.engine INFO: Epoch: [69] [4900/7329] learning_rate: 0.000100 loss_class: 0.519271 loss_bbox: 0.115150 loss_giou: 0.351360 loss_class_aux: 3.254102 loss_bbox_aux: 0.772215 loss_giou_aux: 2.266316 loss_class_dn: 0.297087 loss_bbox_dn: 0.098244 loss_giou_dn: 0.317891 loss_class_aux_dn: 1.584782 loss_bbox_aux_dn: 0.603417 loss_giou_aux_dn: 1.849483 loss: 12.237825 eta: 18:59:19 batch_cost: 0.3493 data_cost: 0.0016 ips: 11.4517 images/s [04/16 18:42:55] ppdet.engine INFO: Epoch: [69] [5000/7329] learning_rate: 0.000100 loss_class: 0.516682 loss_bbox: 0.121332 loss_giou: 0.348684 loss_class_aux: 3.311548 loss_bbox_aux: 0.859155 loss_giou_aux: 2.160221 loss_class_dn: 0.304412 loss_bbox_dn: 0.126493 loss_giou_dn: 0.307126 loss_class_aux_dn: 1.651973 loss_bbox_aux_dn: 0.808472 loss_giou_aux_dn: 1.731367 loss: 12.410458 eta: 18:58:43 batch_cost: 0.3520 data_cost: 0.0016 ips: 11.3632 images/s [04/16 18:43:34] ppdet.engine INFO: Epoch: [69] [5100/7329] learning_rate: 0.000100 loss_class: 0.524077 loss_bbox: 0.127407 loss_giou: 0.269096 loss_class_aux: 3.264399 loss_bbox_aux: 0.831825 loss_giou_aux: 1.708716 loss_class_dn: 0.274309 loss_bbox_dn: 0.127596 loss_giou_dn: 0.269555 loss_class_aux_dn: 1.502697 loss_bbox_aux_dn: 0.791439 loss_giou_aux_dn: 1.575673 loss: 11.996101 eta: 18:58:08 batch_cost: 0.3550 data_cost: 0.0016 ips: 11.2686 images/s [04/16 18:44:14] ppdet.engine INFO: Epoch: [69] [5200/7329] learning_rate: 0.000100 loss_class: 0.545138 loss_bbox: 0.118991 loss_giou: 0.351725 loss_class_aux: 3.528809 loss_bbox_aux: 0.779160 loss_giou_aux: 2.250884 loss_class_dn: 0.303963 loss_bbox_dn: 0.127904 loss_giou_dn: 0.311131 loss_class_aux_dn: 1.678379 loss_bbox_aux_dn: 0.752348 loss_giou_aux_dn: 1.753535 loss: 12.472626 eta: 18:57:32 batch_cost: 0.3571 data_cost: 0.0016 ips: 11.2026 images/s [04/16 18:44:53] ppdet.engine INFO: Epoch: [69] [5300/7329] learning_rate: 0.000100 loss_class: 0.563982 loss_bbox: 0.137885 loss_giou: 0.411441 loss_class_aux: 3.587308 loss_bbox_aux: 0.904260 loss_giou_aux: 2.635286 loss_class_dn: 0.350408 loss_bbox_dn: 0.126822 loss_giou_dn: 0.371999 loss_class_aux_dn: 1.885144 loss_bbox_aux_dn: 0.797012 loss_giou_aux_dn: 2.100680 loss: 14.498894 eta: 18:56:57 batch_cost: 0.3477 data_cost: 0.0015 ips: 11.5054 images/s [04/16 18:45:32] ppdet.engine INFO: Epoch: [69] [5400/7329] learning_rate: 0.000100 loss_class: 0.500319 loss_bbox: 0.119055 loss_giou: 0.394555 loss_class_aux: 3.320769 loss_bbox_aux: 0.771854 loss_giou_aux: 2.512985 loss_class_dn: 0.316650 loss_bbox_dn: 0.122868 loss_giou_dn: 0.357237 loss_class_aux_dn: 1.678358 loss_bbox_aux_dn: 0.704004 loss_giou_aux_dn: 1.977723 loss: 13.619440 eta: 18:56:21 batch_cost: 0.3542 data_cost: 0.0015 ips: 11.2923 images/s [04/16 18:46:12] ppdet.engine INFO: Epoch: [69] [5500/7329] learning_rate: 0.000100 loss_class: 0.550521 loss_bbox: 0.129583 loss_giou: 0.341075 loss_class_aux: 3.384808 loss_bbox_aux: 0.877959 loss_giou_aux: 2.194341 loss_class_dn: 0.282940 loss_bbox_dn: 0.143827 loss_giou_dn: 0.325149 loss_class_aux_dn: 1.577413 loss_bbox_aux_dn: 0.825836 loss_giou_aux_dn: 1.822013 loss: 12.976666 eta: 18:55:46 batch_cost: 0.3531 data_cost: 0.0015 ips: 11.3292 images/s [04/16 18:46:51] ppdet.engine INFO: Epoch: [69] [5600/7329] learning_rate: 0.000100 loss_class: 0.529034 loss_bbox: 0.139121 loss_giou: 0.333798 loss_class_aux: 3.418842 loss_bbox_aux: 0.894196 loss_giou_aux: 2.004447 loss_class_dn: 0.306156 loss_bbox_dn: 0.140840 loss_giou_dn: 0.297250 loss_class_aux_dn: 1.680055 loss_bbox_aux_dn: 0.860210 loss_giou_aux_dn: 1.722997 loss: 12.741110 eta: 18:55:10 batch_cost: 0.3549 data_cost: 0.0016 ips: 11.2708 images/s [04/16 18:47:30] ppdet.engine INFO: Epoch: [69] [5700/7329] learning_rate: 0.000100 loss_class: 0.521013 loss_bbox: 0.108528 loss_giou: 0.376780 loss_class_aux: 3.329481 loss_bbox_aux: 0.775154 loss_giou_aux: 2.351952 loss_class_dn: 0.320013 loss_bbox_dn: 0.111655 loss_giou_dn: 0.327875 loss_class_aux_dn: 1.702965 loss_bbox_aux_dn: 0.697913 loss_giou_aux_dn: 1.784305 loss: 13.061586 eta: 18:54:35 batch_cost: 0.3506 data_cost: 0.0015 ips: 11.4101 images/s [04/16 18:48:10] ppdet.engine INFO: Epoch: [69] [5800/7329] learning_rate: 0.000100 loss_class: 0.487067 loss_bbox: 0.119671 loss_giou: 0.323174 loss_class_aux: 3.015939 loss_bbox_aux: 0.774657 loss_giou_aux: 1.991995 loss_class_dn: 0.298339 loss_bbox_dn: 0.122489 loss_giou_dn: 0.300368 loss_class_aux_dn: 1.566766 loss_bbox_aux_dn: 0.738512 loss_giou_aux_dn: 1.697003 loss: 12.533840 eta: 18:53:59 batch_cost: 0.3560 data_cost: 0.0015 ips: 11.2372 images/s [04/16 18:48:49] ppdet.engine INFO: Epoch: [69] [5900/7329] learning_rate: 0.000100 loss_class: 0.608350 loss_bbox: 0.140820 loss_giou: 0.392208 loss_class_aux: 3.748726 loss_bbox_aux: 0.907862 loss_giou_aux: 2.382259 loss_class_dn: 0.342878 loss_bbox_dn: 0.136620 loss_giou_dn: 0.366107 loss_class_aux_dn: 1.824866 loss_bbox_aux_dn: 0.821473 loss_giou_aux_dn: 2.087739 loss: 14.176908 eta: 18:53:24 batch_cost: 0.3538 data_cost: 0.0015 ips: 11.3066 images/s [04/16 18:49:29] ppdet.engine INFO: Epoch: [69] [6000/7329] learning_rate: 0.000100 loss_class: 0.515725 loss_bbox: 0.123748 loss_giou: 0.311971 loss_class_aux: 3.316065 loss_bbox_aux: 0.819742 loss_giou_aux: 1.902165 loss_class_dn: 0.277835 loss_bbox_dn: 0.141659 loss_giou_dn: 0.302089 loss_class_aux_dn: 1.475405 loss_bbox_aux_dn: 0.825443 loss_giou_aux_dn: 1.674747 loss: 11.397704 eta: 18:52:49 batch_cost: 0.3545 data_cost: 0.0015 ips: 11.2833 images/s [04/16 18:50:08] ppdet.engine INFO: Epoch: [69] [6100/7329] learning_rate: 0.000100 loss_class: 0.566832 loss_bbox: 0.124681 loss_giou: 0.354940 loss_class_aux: 3.569794 loss_bbox_aux: 0.854935 loss_giou_aux: 2.264909 loss_class_dn: 0.323141 loss_bbox_dn: 0.121624 loss_giou_dn: 0.330600 loss_class_aux_dn: 1.716751 loss_bbox_aux_dn: 0.759336 loss_giou_aux_dn: 1.880859 loss: 13.502623 eta: 18:52:13 batch_cost: 0.3553 data_cost: 0.0015 ips: 11.2578 images/s [04/16 18:50:48] ppdet.engine INFO: Epoch: [69] [6200/7329] learning_rate: 0.000100 loss_class: 0.555067 loss_bbox: 0.125175 loss_giou: 0.372149 loss_class_aux: 3.526964 loss_bbox_aux: 0.786251 loss_giou_aux: 2.413385 loss_class_dn: 0.343957 loss_bbox_dn: 0.131299 loss_giou_dn: 0.348284 loss_class_aux_dn: 1.854143 loss_bbox_aux_dn: 0.792992 loss_giou_aux_dn: 1.958582 loss: 13.624901 eta: 18:51:38 batch_cost: 0.3588 data_cost: 0.0016 ips: 11.1492 images/s [04/16 18:51:27] ppdet.engine INFO: Epoch: [69] [6300/7329] learning_rate: 0.000100 loss_class: 0.584843 loss_bbox: 0.138631 loss_giou: 0.399648 loss_class_aux: 3.704777 loss_bbox_aux: 0.943256 loss_giou_aux: 2.492548 loss_class_dn: 0.333604 loss_bbox_dn: 0.138577 loss_giou_dn: 0.374170 loss_class_aux_dn: 1.831144 loss_bbox_aux_dn: 0.815424 loss_giou_aux_dn: 2.096456 loss: 14.462353 eta: 18:51:02 batch_cost: 0.3517 data_cost: 0.0016 ips: 11.3724 images/s [04/16 18:52:07] ppdet.engine INFO: Epoch: [69] [6400/7329] learning_rate: 0.000100 loss_class: 0.642842 loss_bbox: 0.151693 loss_giou: 0.406410 loss_class_aux: 4.109112 loss_bbox_aux: 0.938963 loss_giou_aux: 2.581559 loss_class_dn: 0.367962 loss_bbox_dn: 0.155274 loss_giou_dn: 0.383616 loss_class_aux_dn: 2.000174 loss_bbox_aux_dn: 0.961794 loss_giou_aux_dn: 2.127095 loss: 16.018799 eta: 18:50:27 batch_cost: 0.3540 data_cost: 0.0016 ips: 11.2992 images/s [04/16 18:52:46] ppdet.engine INFO: Epoch: [69] [6500/7329] learning_rate: 0.000100 loss_class: 0.477031 loss_bbox: 0.116241 loss_giou: 0.273380 loss_class_aux: 3.134320 loss_bbox_aux: 0.761238 loss_giou_aux: 1.770789 loss_class_dn: 0.265046 loss_bbox_dn: 0.128955 loss_giou_dn: 0.263818 loss_class_aux_dn: 1.423457 loss_bbox_aux_dn: 0.778831 loss_giou_aux_dn: 1.522042 loss: 10.969879 eta: 18:49:52 batch_cost: 0.3551 data_cost: 0.0015 ips: 11.2632 images/s [04/16 18:53:25] ppdet.engine INFO: Epoch: [69] [6600/7329] learning_rate: 0.000100 loss_class: 0.575857 loss_bbox: 0.118261 loss_giou: 0.357056 loss_class_aux: 3.546909 loss_bbox_aux: 0.750314 loss_giou_aux: 2.339310 loss_class_dn: 0.301855 loss_bbox_dn: 0.113918 loss_giou_dn: 0.336083 loss_class_aux_dn: 1.624356 loss_bbox_aux_dn: 0.676043 loss_giou_aux_dn: 1.903640 loss: 13.095242 eta: 18:49:16 batch_cost: 0.3494 data_cost: 0.0016 ips: 11.4476 images/s [04/16 18:54:05] ppdet.engine INFO: Epoch: [69] [6700/7329] learning_rate: 0.000100 loss_class: 0.547884 loss_bbox: 0.117228 loss_giou: 0.348117 loss_class_aux: 3.477098 loss_bbox_aux: 0.795303 loss_giou_aux: 2.153603 loss_class_dn: 0.317686 loss_bbox_dn: 0.124291 loss_giou_dn: 0.332801 loss_class_aux_dn: 1.720326 loss_bbox_aux_dn: 0.758109 loss_giou_aux_dn: 1.888319 loss: 13.147278 eta: 18:48:41 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3467 images/s [04/16 18:54:44] ppdet.engine INFO: Epoch: [69] [6800/7329] learning_rate: 0.000100 loss_class: 0.515684 loss_bbox: 0.112386 loss_giou: 0.338742 loss_class_aux: 3.315975 loss_bbox_aux: 0.775117 loss_giou_aux: 2.131690 loss_class_dn: 0.305414 loss_bbox_dn: 0.113832 loss_giou_dn: 0.312830 loss_class_aux_dn: 1.653230 loss_bbox_aux_dn: 0.717339 loss_giou_aux_dn: 1.821939 loss: 13.161901 eta: 18:48:05 batch_cost: 0.3521 data_cost: 0.0015 ips: 11.3620 images/s [04/16 18:55:23] ppdet.engine INFO: Epoch: [69] [6900/7329] learning_rate: 0.000100 loss_class: 0.561527 loss_bbox: 0.125445 loss_giou: 0.365692 loss_class_aux: 3.480303 loss_bbox_aux: 0.821490 loss_giou_aux: 2.385516 loss_class_dn: 0.327692 loss_bbox_dn: 0.128289 loss_giou_dn: 0.354079 loss_class_aux_dn: 1.787086 loss_bbox_aux_dn: 0.762976 loss_giou_aux_dn: 1.969699 loss: 13.625952 eta: 18:47:29 batch_cost: 0.3508 data_cost: 0.0015 ips: 11.4010 images/s [04/16 18:56:02] ppdet.engine INFO: Epoch: [69] [7000/7329] learning_rate: 0.000100 loss_class: 0.541604 loss_bbox: 0.120990 loss_giou: 0.330767 loss_class_aux: 3.398127 loss_bbox_aux: 0.807180 loss_giou_aux: 2.092881 loss_class_dn: 0.323961 loss_bbox_dn: 0.116796 loss_giou_dn: 0.302612 loss_class_aux_dn: 1.689787 loss_bbox_aux_dn: 0.723881 loss_giou_aux_dn: 1.777477 loss: 12.982029 eta: 18:46:54 batch_cost: 0.3525 data_cost: 0.0015 ips: 11.3482 images/s [04/16 18:56:42] ppdet.engine INFO: Epoch: [69] [7100/7329] learning_rate: 0.000100 loss_class: 0.525246 loss_bbox: 0.124442 loss_giou: 0.358294 loss_class_aux: 3.421557 loss_bbox_aux: 0.769207 loss_giou_aux: 2.219153 loss_class_dn: 0.296640 loss_bbox_dn: 0.123417 loss_giou_dn: 0.317809 loss_class_aux_dn: 1.598310 loss_bbox_aux_dn: 0.752956 loss_giou_aux_dn: 1.789675 loss: 13.145767 eta: 18:46:19 batch_cost: 0.3563 data_cost: 0.0016 ips: 11.2280 images/s [04/16 18:57:21] ppdet.engine INFO: Epoch: [69] [7200/7329] learning_rate: 0.000100 loss_class: 0.560098 loss_bbox: 0.120674 loss_giou: 0.343486 loss_class_aux: 3.458214 loss_bbox_aux: 0.776320 loss_giou_aux: 2.163255 loss_class_dn: 0.309836 loss_bbox_dn: 0.127134 loss_giou_dn: 0.314664 loss_class_aux_dn: 1.675703 loss_bbox_aux_dn: 0.726351 loss_giou_aux_dn: 1.775373 loss: 12.713829 eta: 18:45:43 batch_cost: 0.3532 data_cost: 0.0015 ips: 11.3238 images/s [04/16 18:58:01] ppdet.engine INFO: Epoch: [69] [7300/7329] learning_rate: 0.000100 loss_class: 0.508677 loss_bbox: 0.127037 loss_giou: 0.349978 loss_class_aux: 3.258321 loss_bbox_aux: 0.912315 loss_giou_aux: 2.179041 loss_class_dn: 0.283813 loss_bbox_dn: 0.133974 loss_giou_dn: 0.330157 loss_class_aux_dn: 1.511754 loss_bbox_aux_dn: 0.769946 loss_giou_aux_dn: 1.803312 loss: 12.264532 eta: 18:45:08 batch_cost: 0.3538 data_cost: 0.0016 ips: 11.3062 images/s [04/16 18:58:15] ppdet.engine INFO: Eval iter: 0 [04/16 18:58:26] ppdet.engine INFO: Eval iter: 100 [04/16 18:58:38] ppdet.engine INFO: Eval iter: 200 [04/16 18:58:49] ppdet.engine INFO: Eval iter: 300 [04/16 18:59:01] ppdet.engine INFO: Eval iter: 400 [04/16 18:59:13] ppdet.engine INFO: Eval iter: 500 [04/16 18:59:25] ppdet.engine INFO: Eval iter: 600 [04/16 18:59:47] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/16 18:59:47] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.30s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=74.75s). Accumulating evaluation results... DONE (t=18.97s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.730 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.364 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.590 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.399 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.734 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.780 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 [04/16 19:01:33] ppdet.engine INFO: Total sample number: 5000, average FPS: 67.73760116258627 [04/16 19:01:33] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 19:01:33] ppdet.engine INFO: Epoch: [70] [ 0/7329] learning_rate: 0.000100 loss_class: 0.524030 loss_bbox: 0.120710 loss_giou: 0.374690 loss_class_aux: 3.371230 loss_bbox_aux: 0.760392 loss_giou_aux: 2.492790 loss_class_dn: 0.294044 loss_bbox_dn: 0.114852 loss_giou_dn: 0.339028 loss_class_aux_dn: 1.583311 loss_bbox_aux_dn: 0.690708 loss_giou_aux_dn: 1.858501 loss: 12.763956 eta: 18:44:57 batch_cost: 0.3526 data_cost: 0.0016 ips: 11.3434 images/s [04/16 19:02:13] ppdet.engine INFO: Epoch: [70] [ 100/7329] learning_rate: 0.000100 loss_class: 0.538495 loss_bbox: 0.125324 loss_giou: 0.414201 loss_class_aux: 3.561690 loss_bbox_aux: 0.805580 loss_giou_aux: 2.624895 loss_class_dn: 0.329792 loss_bbox_dn: 0.128804 loss_giou_dn: 0.360952 loss_class_aux_dn: 1.762553 loss_bbox_aux_dn: 0.760771 loss_giou_aux_dn: 2.077217 loss: 13.639540 eta: 18:44:22 batch_cost: 0.3519 data_cost: 0.0008 ips: 11.3678 images/s [04/16 19:02:52] ppdet.engine INFO: Epoch: [70] [ 200/7329] learning_rate: 0.000100 loss_class: 0.536018 loss_bbox: 0.127537 loss_giou: 0.380949 loss_class_aux: 3.502746 loss_bbox_aux: 0.830154 loss_giou_aux: 2.387692 loss_class_dn: 0.326981 loss_bbox_dn: 0.131952 loss_giou_dn: 0.346773 loss_class_aux_dn: 1.768672 loss_bbox_aux_dn: 0.756222 loss_giou_aux_dn: 1.977033 loss: 13.507103 eta: 18:43:46 batch_cost: 0.3521 data_cost: 0.0012 ips: 11.3604 images/s [04/16 19:03:31] ppdet.engine INFO: Epoch: [70] [ 300/7329] learning_rate: 0.000100 loss_class: 0.587617 loss_bbox: 0.129027 loss_giou: 0.378459 loss_class_aux: 3.620655 loss_bbox_aux: 0.838793 loss_giou_aux: 2.364900 loss_class_dn: 0.331165 loss_bbox_dn: 0.128313 loss_giou_dn: 0.338767 loss_class_aux_dn: 1.770317 loss_bbox_aux_dn: 0.764556 loss_giou_aux_dn: 1.926952 loss: 13.891356 eta: 18:43:11 batch_cost: 0.3515 data_cost: 0.0013 ips: 11.3800 images/s [04/16 19:04:10] ppdet.engine INFO: Epoch: [70] [ 400/7329] learning_rate: 0.000100 loss_class: 0.486198 loss_bbox: 0.120714 loss_giou: 0.336152 loss_class_aux: 3.219162 loss_bbox_aux: 0.830355 loss_giou_aux: 2.198384 loss_class_dn: 0.310566 loss_bbox_dn: 0.121979 loss_giou_dn: 0.305748 loss_class_aux_dn: 1.686533 loss_bbox_aux_dn: 0.734345 loss_giou_aux_dn: 1.738478 loss: 12.725157 eta: 18:42:35 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3401 images/s [04/16 19:04:50] ppdet.engine INFO: Epoch: [70] [ 500/7329] learning_rate: 0.000100 loss_class: 0.581270 loss_bbox: 0.131743 loss_giou: 0.381660 loss_class_aux: 3.822895 loss_bbox_aux: 0.875369 loss_giou_aux: 2.455481 loss_class_dn: 0.341525 loss_bbox_dn: 0.133647 loss_giou_dn: 0.369239 loss_class_aux_dn: 1.823948 loss_bbox_aux_dn: 0.794672 loss_giou_aux_dn: 2.029891 loss: 14.622900 eta: 18:42:00 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2556 images/s [04/16 19:05:29] ppdet.engine INFO: Epoch: [70] [ 600/7329] learning_rate: 0.000100 loss_class: 0.552495 loss_bbox: 0.130722 loss_giou: 0.344437 loss_class_aux: 3.476351 loss_bbox_aux: 0.812763 loss_giou_aux: 2.260550 loss_class_dn: 0.311952 loss_bbox_dn: 0.121262 loss_giou_dn: 0.334542 loss_class_aux_dn: 1.723971 loss_bbox_aux_dn: 0.742860 loss_giou_aux_dn: 1.913773 loss: 13.646042 eta: 18:41:25 batch_cost: 0.3554 data_cost: 0.0013 ips: 11.2547 images/s [04/16 19:06:09] ppdet.engine INFO: Epoch: [70] [ 700/7329] learning_rate: 0.000100 loss_class: 0.609724 loss_bbox: 0.142661 loss_giou: 0.460375 loss_class_aux: 4.021984 loss_bbox_aux: 0.896287 loss_giou_aux: 2.973237 loss_class_dn: 0.380029 loss_bbox_dn: 0.137209 loss_giou_dn: 0.415858 loss_class_aux_dn: 2.062664 loss_bbox_aux_dn: 0.822220 loss_giou_aux_dn: 2.340900 loss: 16.121273 eta: 18:40:49 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2131 images/s [04/16 19:06:48] ppdet.engine INFO: Epoch: [70] [ 800/7329] learning_rate: 0.000100 loss_class: 0.552553 loss_bbox: 0.117539 loss_giou: 0.323435 loss_class_aux: 3.510183 loss_bbox_aux: 0.813287 loss_giou_aux: 2.101260 loss_class_dn: 0.299871 loss_bbox_dn: 0.129954 loss_giou_dn: 0.315259 loss_class_aux_dn: 1.644583 loss_bbox_aux_dn: 0.777516 loss_giou_aux_dn: 1.787592 loss: 13.119776 eta: 18:40:14 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3839 images/s [04/16 19:07:27] ppdet.engine INFO: Epoch: [70] [ 900/7329] learning_rate: 0.000100 loss_class: 0.541935 loss_bbox: 0.128224 loss_giou: 0.362450 loss_class_aux: 3.525002 loss_bbox_aux: 0.850437 loss_giou_aux: 2.315290 loss_class_dn: 0.320939 loss_bbox_dn: 0.130111 loss_giou_dn: 0.309055 loss_class_aux_dn: 1.724830 loss_bbox_aux_dn: 0.792186 loss_giou_aux_dn: 1.832366 loss: 13.392894 eta: 18:39:38 batch_cost: 0.3494 data_cost: 0.0013 ips: 11.4490 images/s [04/16 19:08:07] ppdet.engine INFO: Epoch: [70] [1000/7329] learning_rate: 0.000100 loss_class: 0.550956 loss_bbox: 0.122008 loss_giou: 0.338139 loss_class_aux: 3.568481 loss_bbox_aux: 0.793676 loss_giou_aux: 2.186177 loss_class_dn: 0.324130 loss_bbox_dn: 0.140161 loss_giou_dn: 0.340186 loss_class_aux_dn: 1.764820 loss_bbox_aux_dn: 0.832254 loss_giou_aux_dn: 1.891858 loss: 13.507228 eta: 18:39:03 batch_cost: 0.3561 data_cost: 0.0013 ips: 11.2334 images/s [04/16 19:08:47] ppdet.engine INFO: Epoch: [70] [1100/7329] learning_rate: 0.000100 loss_class: 0.567611 loss_bbox: 0.130341 loss_giou: 0.362925 loss_class_aux: 3.589146 loss_bbox_aux: 0.829887 loss_giou_aux: 2.309163 loss_class_dn: 0.346451 loss_bbox_dn: 0.119714 loss_giou_dn: 0.349637 loss_class_aux_dn: 1.863190 loss_bbox_aux_dn: 0.730011 loss_giou_aux_dn: 1.973726 loss: 14.247303 eta: 18:38:28 batch_cost: 0.3566 data_cost: 0.0012 ips: 11.2173 images/s [04/16 19:09:26] ppdet.engine INFO: Epoch: [70] [1200/7329] learning_rate: 0.000100 loss_class: 0.491691 loss_bbox: 0.118881 loss_giou: 0.349215 loss_class_aux: 3.134629 loss_bbox_aux: 0.719909 loss_giou_aux: 2.247232 loss_class_dn: 0.295076 loss_bbox_dn: 0.110863 loss_giou_dn: 0.328937 loss_class_aux_dn: 1.595234 loss_bbox_aux_dn: 0.679421 loss_giou_aux_dn: 1.863424 loss: 12.541725 eta: 18:37:52 batch_cost: 0.3555 data_cost: 0.0013 ips: 11.2508 images/s [04/16 19:10:06] ppdet.engine INFO: Epoch: [70] [1300/7329] learning_rate: 0.000100 loss_class: 0.666644 loss_bbox: 0.139865 loss_giou: 0.409189 loss_class_aux: 4.104471 loss_bbox_aux: 0.939374 loss_giou_aux: 2.550332 loss_class_dn: 0.362883 loss_bbox_dn: 0.144752 loss_giou_dn: 0.392490 loss_class_aux_dn: 2.000755 loss_bbox_aux_dn: 0.851976 loss_giou_aux_dn: 2.187783 loss: 15.422157 eta: 18:37:17 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2781 images/s [04/16 19:10:45] ppdet.engine INFO: Epoch: [70] [1400/7329] learning_rate: 0.000100 loss_class: 0.543484 loss_bbox: 0.137290 loss_giou: 0.320713 loss_class_aux: 3.515831 loss_bbox_aux: 0.895076 loss_giou_aux: 1.949705 loss_class_dn: 0.293393 loss_bbox_dn: 0.137248 loss_giou_dn: 0.292022 loss_class_aux_dn: 1.583258 loss_bbox_aux_dn: 0.802993 loss_giou_aux_dn: 1.641278 loss: 12.484682 eta: 18:36:41 batch_cost: 0.3523 data_cost: 0.0012 ips: 11.3550 images/s [04/16 19:11:25] ppdet.engine INFO: Epoch: [70] [1500/7329] learning_rate: 0.000100 loss_class: 0.548647 loss_bbox: 0.131275 loss_giou: 0.351469 loss_class_aux: 3.538043 loss_bbox_aux: 0.858662 loss_giou_aux: 2.312357 loss_class_dn: 0.314977 loss_bbox_dn: 0.138512 loss_giou_dn: 0.323375 loss_class_aux_dn: 1.730587 loss_bbox_aux_dn: 0.816481 loss_giou_aux_dn: 1.784650 loss: 13.238811 eta: 18:36:06 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2008 images/s [04/16 19:12:04] ppdet.engine INFO: Epoch: [70] [1600/7329] learning_rate: 0.000100 loss_class: 0.614551 loss_bbox: 0.128657 loss_giou: 0.403126 loss_class_aux: 3.941564 loss_bbox_aux: 0.861003 loss_giou_aux: 2.652106 loss_class_dn: 0.348808 loss_bbox_dn: 0.131137 loss_giou_dn: 0.379773 loss_class_aux_dn: 1.923921 loss_bbox_aux_dn: 0.778721 loss_giou_aux_dn: 2.121182 loss: 14.333496 eta: 18:35:31 batch_cost: 0.3574 data_cost: 0.0014 ips: 11.1924 images/s [04/16 19:12:44] ppdet.engine INFO: Epoch: [70] [1700/7329] learning_rate: 0.000100 loss_class: 0.560378 loss_bbox: 0.125525 loss_giou: 0.385146 loss_class_aux: 3.450574 loss_bbox_aux: 0.822142 loss_giou_aux: 2.415153 loss_class_dn: 0.362177 loss_bbox_dn: 0.115838 loss_giou_dn: 0.351288 loss_class_aux_dn: 1.911229 loss_bbox_aux_dn: 0.724162 loss_giou_aux_dn: 1.980926 loss: 14.628355 eta: 18:34:55 batch_cost: 0.3518 data_cost: 0.0012 ips: 11.3702 images/s [04/16 19:13:24] ppdet.engine INFO: Epoch: [70] [1800/7329] learning_rate: 0.000100 loss_class: 0.547709 loss_bbox: 0.127642 loss_giou: 0.439198 loss_class_aux: 3.562916 loss_bbox_aux: 0.834871 loss_giou_aux: 2.744493 loss_class_dn: 0.320446 loss_bbox_dn: 0.119361 loss_giou_dn: 0.387205 loss_class_aux_dn: 1.756455 loss_bbox_aux_dn: 0.717360 loss_giou_aux_dn: 2.145644 loss: 14.059826 eta: 18:34:20 batch_cost: 0.3603 data_cost: 0.0013 ips: 11.1008 images/s [04/16 19:14:03] ppdet.engine INFO: Epoch: [70] [1900/7329] learning_rate: 0.000100 loss_class: 0.573495 loss_bbox: 0.135549 loss_giou: 0.327480 loss_class_aux: 3.611849 loss_bbox_aux: 0.892274 loss_giou_aux: 2.026424 loss_class_dn: 0.302605 loss_bbox_dn: 0.138245 loss_giou_dn: 0.295806 loss_class_aux_dn: 1.650776 loss_bbox_aux_dn: 0.807797 loss_giou_aux_dn: 1.656865 loss: 12.597594 eta: 18:33:45 batch_cost: 0.3569 data_cost: 0.0014 ips: 11.2061 images/s [04/16 19:14:43] ppdet.engine INFO: Epoch: [70] [2000/7329] learning_rate: 0.000100 loss_class: 0.528854 loss_bbox: 0.120018 loss_giou: 0.338887 loss_class_aux: 3.472265 loss_bbox_aux: 0.802049 loss_giou_aux: 2.175688 loss_class_dn: 0.308759 loss_bbox_dn: 0.122920 loss_giou_dn: 0.316111 loss_class_aux_dn: 1.672826 loss_bbox_aux_dn: 0.703667 loss_giou_aux_dn: 1.836227 loss: 12.302584 eta: 18:33:09 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2832 images/s [04/16 19:15:22] ppdet.engine INFO: Epoch: [70] [2100/7329] learning_rate: 0.000100 loss_class: 0.533267 loss_bbox: 0.110316 loss_giou: 0.318494 loss_class_aux: 3.344238 loss_bbox_aux: 0.742552 loss_giou_aux: 2.086620 loss_class_dn: 0.296956 loss_bbox_dn: 0.124111 loss_giou_dn: 0.322321 loss_class_aux_dn: 1.611840 loss_bbox_aux_dn: 0.751424 loss_giou_aux_dn: 1.795022 loss: 12.414576 eta: 18:32:34 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2853 images/s [04/16 19:16:02] ppdet.engine INFO: Epoch: [70] [2200/7329] learning_rate: 0.000100 loss_class: 0.559224 loss_bbox: 0.135861 loss_giou: 0.396208 loss_class_aux: 3.584194 loss_bbox_aux: 0.866693 loss_giou_aux: 2.381848 loss_class_dn: 0.318983 loss_bbox_dn: 0.135961 loss_giou_dn: 0.332501 loss_class_aux_dn: 1.708181 loss_bbox_aux_dn: 0.790959 loss_giou_aux_dn: 1.845564 loss: 13.371829 eta: 18:31:58 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3337 images/s [04/16 19:16:41] ppdet.engine INFO: Epoch: [70] [2300/7329] learning_rate: 0.000100 loss_class: 0.618432 loss_bbox: 0.124725 loss_giou: 0.402789 loss_class_aux: 3.915739 loss_bbox_aux: 0.833646 loss_giou_aux: 2.543032 loss_class_dn: 0.364786 loss_bbox_dn: 0.129729 loss_giou_dn: 0.379157 loss_class_aux_dn: 1.939302 loss_bbox_aux_dn: 0.792708 loss_giou_aux_dn: 2.129653 loss: 15.605906 eta: 18:31:23 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2997 images/s [04/16 19:17:20] ppdet.engine INFO: Epoch: [70] [2400/7329] learning_rate: 0.000100 loss_class: 0.579257 loss_bbox: 0.137661 loss_giou: 0.370787 loss_class_aux: 3.654985 loss_bbox_aux: 0.920020 loss_giou_aux: 2.301051 loss_class_dn: 0.320585 loss_bbox_dn: 0.133308 loss_giou_dn: 0.345850 loss_class_aux_dn: 1.714059 loss_bbox_aux_dn: 0.800692 loss_giou_aux_dn: 1.932101 loss: 13.316002 eta: 18:30:47 batch_cost: 0.3492 data_cost: 0.0013 ips: 11.4562 images/s [04/16 19:17:59] ppdet.engine INFO: Epoch: [70] [2500/7329] learning_rate: 0.000100 loss_class: 0.519867 loss_bbox: 0.113500 loss_giou: 0.329043 loss_class_aux: 3.404495 loss_bbox_aux: 0.774530 loss_giou_aux: 2.102291 loss_class_dn: 0.300432 loss_bbox_dn: 0.123528 loss_giou_dn: 0.317354 loss_class_aux_dn: 1.657280 loss_bbox_aux_dn: 0.729702 loss_giou_aux_dn: 1.733292 loss: 12.069560 eta: 18:30:12 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3417 images/s [04/16 19:18:39] ppdet.engine INFO: Epoch: [70] [2600/7329] learning_rate: 0.000100 loss_class: 0.542864 loss_bbox: 0.128872 loss_giou: 0.341740 loss_class_aux: 3.459119 loss_bbox_aux: 0.852189 loss_giou_aux: 2.243235 loss_class_dn: 0.321120 loss_bbox_dn: 0.135955 loss_giou_dn: 0.312995 loss_class_aux_dn: 1.689399 loss_bbox_aux_dn: 0.807038 loss_giou_aux_dn: 1.791933 loss: 13.557636 eta: 18:29:36 batch_cost: 0.3571 data_cost: 0.0014 ips: 11.2012 images/s [04/16 19:19:19] ppdet.engine INFO: Epoch: [70] [2700/7329] learning_rate: 0.000100 loss_class: 0.571213 loss_bbox: 0.136441 loss_giou: 0.359415 loss_class_aux: 3.687420 loss_bbox_aux: 0.916889 loss_giou_aux: 2.251054 loss_class_dn: 0.333380 loss_bbox_dn: 0.135551 loss_giou_dn: 0.323477 loss_class_aux_dn: 1.806508 loss_bbox_aux_dn: 0.831694 loss_giou_aux_dn: 1.840942 loss: 13.921737 eta: 18:29:01 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2025 images/s [04/16 19:19:58] ppdet.engine INFO: Epoch: [70] [2800/7329] learning_rate: 0.000100 loss_class: 0.531849 loss_bbox: 0.123787 loss_giou: 0.385890 loss_class_aux: 3.443492 loss_bbox_aux: 0.785819 loss_giou_aux: 2.467640 loss_class_dn: 0.330641 loss_bbox_dn: 0.118208 loss_giou_dn: 0.362590 loss_class_aux_dn: 1.738390 loss_bbox_aux_dn: 0.687436 loss_giou_aux_dn: 2.070217 loss: 13.331973 eta: 18:28:26 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2806 images/s [04/16 19:20:37] ppdet.engine INFO: Epoch: [70] [2900/7329] learning_rate: 0.000100 loss_class: 0.538076 loss_bbox: 0.133762 loss_giou: 0.319407 loss_class_aux: 3.427499 loss_bbox_aux: 0.841639 loss_giou_aux: 2.065126 loss_class_dn: 0.310539 loss_bbox_dn: 0.124235 loss_giou_dn: 0.320953 loss_class_aux_dn: 1.669671 loss_bbox_aux_dn: 0.765071 loss_giou_aux_dn: 1.772226 loss: 12.145000 eta: 18:27:50 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3410 images/s [04/16 19:21:17] ppdet.engine INFO: Epoch: [70] [3000/7329] learning_rate: 0.000100 loss_class: 0.522161 loss_bbox: 0.130611 loss_giou: 0.346581 loss_class_aux: 3.232920 loss_bbox_aux: 0.874490 loss_giou_aux: 2.193450 loss_class_dn: 0.307899 loss_bbox_dn: 0.129209 loss_giou_dn: 0.318053 loss_class_aux_dn: 1.650475 loss_bbox_aux_dn: 0.792446 loss_giou_aux_dn: 1.792714 loss: 12.697177 eta: 18:27:15 batch_cost: 0.3543 data_cost: 0.0012 ips: 11.2900 images/s [04/16 19:21:56] ppdet.engine INFO: Epoch: [70] [3100/7329] learning_rate: 0.000100 loss_class: 0.535519 loss_bbox: 0.120334 loss_giou: 0.369154 loss_class_aux: 3.543053 loss_bbox_aux: 0.791196 loss_giou_aux: 2.339671 loss_class_dn: 0.330960 loss_bbox_dn: 0.127722 loss_giou_dn: 0.346998 loss_class_aux_dn: 1.794687 loss_bbox_aux_dn: 0.737390 loss_giou_aux_dn: 1.954828 loss: 13.003515 eta: 18:26:39 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2646 images/s [04/16 19:22:36] ppdet.engine INFO: Epoch: [70] [3200/7329] learning_rate: 0.000100 loss_class: 0.490223 loss_bbox: 0.135727 loss_giou: 0.320165 loss_class_aux: 3.185704 loss_bbox_aux: 0.832256 loss_giou_aux: 2.018222 loss_class_dn: 0.281257 loss_bbox_dn: 0.131474 loss_giou_dn: 0.307751 loss_class_aux_dn: 1.538280 loss_bbox_aux_dn: 0.773999 loss_giou_aux_dn: 1.743664 loss: 11.548957 eta: 18:26:04 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3033 images/s [04/16 19:23:15] ppdet.engine INFO: Epoch: [70] [3300/7329] learning_rate: 0.000100 loss_class: 0.485766 loss_bbox: 0.109660 loss_giou: 0.302728 loss_class_aux: 3.089671 loss_bbox_aux: 0.760228 loss_giou_aux: 1.964344 loss_class_dn: 0.289263 loss_bbox_dn: 0.125828 loss_giou_dn: 0.281948 loss_class_aux_dn: 1.528016 loss_bbox_aux_dn: 0.748837 loss_giou_aux_dn: 1.627713 loss: 11.928992 eta: 18:25:29 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3887 images/s [04/16 19:23:54] ppdet.engine INFO: Epoch: [70] [3400/7329] learning_rate: 0.000100 loss_class: 0.519533 loss_bbox: 0.110645 loss_giou: 0.373305 loss_class_aux: 3.323042 loss_bbox_aux: 0.708506 loss_giou_aux: 2.373367 loss_class_dn: 0.312130 loss_bbox_dn: 0.113649 loss_giou_dn: 0.358608 loss_class_aux_dn: 1.653771 loss_bbox_aux_dn: 0.704688 loss_giou_aux_dn: 1.965452 loss: 12.902461 eta: 18:24:53 batch_cost: 0.3514 data_cost: 0.0013 ips: 11.3830 images/s [04/16 19:24:34] ppdet.engine INFO: Epoch: [70] [3500/7329] learning_rate: 0.000100 loss_class: 0.540135 loss_bbox: 0.140122 loss_giou: 0.347842 loss_class_aux: 3.492550 loss_bbox_aux: 0.871168 loss_giou_aux: 2.103976 loss_class_dn: 0.297762 loss_bbox_dn: 0.131700 loss_giou_dn: 0.320577 loss_class_aux_dn: 1.601085 loss_bbox_aux_dn: 0.773627 loss_giou_aux_dn: 1.814470 loss: 13.324102 eta: 18:24:18 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2840 images/s [04/16 19:25:13] ppdet.engine INFO: Epoch: [70] [3600/7329] learning_rate: 0.000100 loss_class: 0.620494 loss_bbox: 0.125198 loss_giou: 0.462367 loss_class_aux: 3.761312 loss_bbox_aux: 0.842315 loss_giou_aux: 2.883969 loss_class_dn: 0.339607 loss_bbox_dn: 0.118365 loss_giou_dn: 0.398942 loss_class_aux_dn: 1.823847 loss_bbox_aux_dn: 0.704422 loss_giou_aux_dn: 2.244989 loss: 14.354766 eta: 18:23:42 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4319 images/s [04/16 19:25:52] ppdet.engine INFO: Epoch: [70] [3700/7329] learning_rate: 0.000100 loss_class: 0.516413 loss_bbox: 0.113169 loss_giou: 0.314462 loss_class_aux: 3.300447 loss_bbox_aux: 0.735106 loss_giou_aux: 2.001392 loss_class_dn: 0.288335 loss_bbox_dn: 0.108205 loss_giou_dn: 0.305713 loss_class_aux_dn: 1.556615 loss_bbox_aux_dn: 0.654606 loss_giou_aux_dn: 1.743743 loss: 12.537879 eta: 18:23:07 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2990 images/s [04/16 19:26:32] ppdet.engine INFO: Epoch: [70] [3800/7329] learning_rate: 0.000100 loss_class: 0.477038 loss_bbox: 0.121002 loss_giou: 0.312145 loss_class_aux: 3.063441 loss_bbox_aux: 0.818693 loss_giou_aux: 2.030945 loss_class_dn: 0.303588 loss_bbox_dn: 0.117688 loss_giou_dn: 0.301929 loss_class_aux_dn: 1.625979 loss_bbox_aux_dn: 0.687197 loss_giou_aux_dn: 1.720909 loss: 12.548544 eta: 18:22:31 batch_cost: 0.3572 data_cost: 0.0013 ips: 11.1989 images/s [04/16 19:27:11] ppdet.engine INFO: Epoch: [70] [3900/7329] learning_rate: 0.000100 loss_class: 0.606134 loss_bbox: 0.130723 loss_giou: 0.480255 loss_class_aux: 3.809009 loss_bbox_aux: 0.858008 loss_giou_aux: 2.914809 loss_class_dn: 0.328701 loss_bbox_dn: 0.142807 loss_giou_dn: 0.421442 loss_class_aux_dn: 1.817075 loss_bbox_aux_dn: 0.821781 loss_giou_aux_dn: 2.251054 loss: 14.653583 eta: 18:21:56 batch_cost: 0.3506 data_cost: 0.0012 ips: 11.4079 images/s [04/16 19:27:50] ppdet.engine INFO: Epoch: [70] [4000/7329] learning_rate: 0.000100 loss_class: 0.614356 loss_bbox: 0.138596 loss_giou: 0.402947 loss_class_aux: 3.979418 loss_bbox_aux: 0.895375 loss_giou_aux: 2.626093 loss_class_dn: 0.359469 loss_bbox_dn: 0.144510 loss_giou_dn: 0.381056 loss_class_aux_dn: 1.925666 loss_bbox_aux_dn: 0.876124 loss_giou_aux_dn: 2.119674 loss: 15.253918 eta: 18:21:20 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2847 images/s [04/16 19:28:30] ppdet.engine INFO: Epoch: [70] [4100/7329] learning_rate: 0.000100 loss_class: 0.563169 loss_bbox: 0.112284 loss_giou: 0.325278 loss_class_aux: 3.734189 loss_bbox_aux: 0.716345 loss_giou_aux: 2.069501 loss_class_dn: 0.302860 loss_bbox_dn: 0.112811 loss_giou_dn: 0.323039 loss_class_aux_dn: 1.652217 loss_bbox_aux_dn: 0.650243 loss_giou_aux_dn: 1.795070 loss: 13.060314 eta: 18:20:45 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2926 images/s [04/16 19:29:09] ppdet.engine INFO: Epoch: [70] [4200/7329] learning_rate: 0.000100 loss_class: 0.537667 loss_bbox: 0.122580 loss_giou: 0.407967 loss_class_aux: 3.501908 loss_bbox_aux: 0.763779 loss_giou_aux: 2.518289 loss_class_dn: 0.333213 loss_bbox_dn: 0.120813 loss_giou_dn: 0.367757 loss_class_aux_dn: 1.771352 loss_bbox_aux_dn: 0.737107 loss_giou_aux_dn: 2.060164 loss: 13.508541 eta: 18:20:09 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3653 images/s [04/16 19:29:48] ppdet.engine INFO: Epoch: [70] [4300/7329] learning_rate: 0.000100 loss_class: 0.620084 loss_bbox: 0.120789 loss_giou: 0.391420 loss_class_aux: 3.948296 loss_bbox_aux: 0.782544 loss_giou_aux: 2.423107 loss_class_dn: 0.346675 loss_bbox_dn: 0.118770 loss_giou_dn: 0.369059 loss_class_aux_dn: 1.881685 loss_bbox_aux_dn: 0.750422 loss_giou_aux_dn: 2.039492 loss: 14.209201 eta: 18:19:34 batch_cost: 0.3488 data_cost: 0.0013 ips: 11.4682 images/s [04/16 19:30:27] ppdet.engine INFO: Epoch: [70] [4400/7329] learning_rate: 0.000100 loss_class: 0.536284 loss_bbox: 0.125531 loss_giou: 0.347311 loss_class_aux: 3.434465 loss_bbox_aux: 0.776101 loss_giou_aux: 2.313876 loss_class_dn: 0.324752 loss_bbox_dn: 0.109704 loss_giou_dn: 0.357378 loss_class_aux_dn: 1.729432 loss_bbox_aux_dn: 0.684140 loss_giou_aux_dn: 2.002439 loss: 13.222211 eta: 18:18:58 batch_cost: 0.3502 data_cost: 0.0013 ips: 11.4230 images/s [04/16 19:31:06] ppdet.engine INFO: Epoch: [70] [4500/7329] learning_rate: 0.000100 loss_class: 0.468058 loss_bbox: 0.109230 loss_giou: 0.310668 loss_class_aux: 3.079579 loss_bbox_aux: 0.731285 loss_giou_aux: 1.972392 loss_class_dn: 0.271054 loss_bbox_dn: 0.103181 loss_giou_dn: 0.271602 loss_class_aux_dn: 1.469224 loss_bbox_aux_dn: 0.622963 loss_giou_aux_dn: 1.535302 loss: 11.093193 eta: 18:18:23 batch_cost: 0.3513 data_cost: 0.0013 ips: 11.3862 images/s [04/16 19:31:46] ppdet.engine INFO: Epoch: [70] [4600/7329] learning_rate: 0.000100 loss_class: 0.629710 loss_bbox: 0.140753 loss_giou: 0.385716 loss_class_aux: 3.930806 loss_bbox_aux: 0.940315 loss_giou_aux: 2.484213 loss_class_dn: 0.349472 loss_bbox_dn: 0.149768 loss_giou_dn: 0.374635 loss_class_aux_dn: 1.884164 loss_bbox_aux_dn: 0.888758 loss_giou_aux_dn: 2.119672 loss: 15.281462 eta: 18:17:47 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2853 images/s [04/16 19:32:25] ppdet.engine INFO: Epoch: [70] [4700/7329] learning_rate: 0.000100 loss_class: 0.528992 loss_bbox: 0.119084 loss_giou: 0.319609 loss_class_aux: 3.403811 loss_bbox_aux: 0.783069 loss_giou_aux: 2.034512 loss_class_dn: 0.306079 loss_bbox_dn: 0.132083 loss_giou_dn: 0.294510 loss_class_aux_dn: 1.691007 loss_bbox_aux_dn: 0.769326 loss_giou_aux_dn: 1.685658 loss: 12.239594 eta: 18:17:12 batch_cost: 0.3505 data_cost: 0.0013 ips: 11.4136 images/s [04/16 19:33:04] ppdet.engine INFO: Epoch: [70] [4800/7329] learning_rate: 0.000100 loss_class: 0.516029 loss_bbox: 0.133403 loss_giou: 0.300715 loss_class_aux: 3.287281 loss_bbox_aux: 0.877159 loss_giou_aux: 1.856013 loss_class_dn: 0.310583 loss_bbox_dn: 0.142757 loss_giou_dn: 0.290754 loss_class_aux_dn: 1.681891 loss_bbox_aux_dn: 0.875434 loss_giou_aux_dn: 1.684264 loss: 13.075132 eta: 18:16:36 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3318 images/s [04/16 19:33:44] ppdet.engine INFO: Epoch: [70] [4900/7329] learning_rate: 0.000100 loss_class: 0.571795 loss_bbox: 0.131998 loss_giou: 0.358320 loss_class_aux: 3.668659 loss_bbox_aux: 0.892030 loss_giou_aux: 2.212963 loss_class_dn: 0.342226 loss_bbox_dn: 0.141992 loss_giou_dn: 0.347994 loss_class_aux_dn: 1.847904 loss_bbox_aux_dn: 0.848561 loss_giou_aux_dn: 1.953320 loss: 14.726193 eta: 18:16:01 batch_cost: 0.3590 data_cost: 0.0013 ips: 11.1410 images/s [04/16 19:34:23] ppdet.engine INFO: Epoch: [70] [5000/7329] learning_rate: 0.000100 loss_class: 0.585029 loss_bbox: 0.125089 loss_giou: 0.365488 loss_class_aux: 3.816380 loss_bbox_aux: 0.827090 loss_giou_aux: 2.284418 loss_class_dn: 0.350057 loss_bbox_dn: 0.133698 loss_giou_dn: 0.328437 loss_class_aux_dn: 1.862775 loss_bbox_aux_dn: 0.802361 loss_giou_aux_dn: 1.878824 loss: 14.469818 eta: 18:15:26 batch_cost: 0.3545 data_cost: 0.0013 ips: 11.2822 images/s [04/16 19:35:03] ppdet.engine INFO: Epoch: [70] [5100/7329] learning_rate: 0.000100 loss_class: 0.566601 loss_bbox: 0.120693 loss_giou: 0.346841 loss_class_aux: 3.585471 loss_bbox_aux: 0.837162 loss_giou_aux: 2.088811 loss_class_dn: 0.326235 loss_bbox_dn: 0.133204 loss_giou_dn: 0.343596 loss_class_aux_dn: 1.728223 loss_bbox_aux_dn: 0.789776 loss_giou_aux_dn: 1.937346 loss: 13.228611 eta: 18:14:50 batch_cost: 0.3566 data_cost: 0.0013 ips: 11.2168 images/s [04/16 19:35:42] ppdet.engine INFO: Epoch: [70] [5200/7329] learning_rate: 0.000100 loss_class: 0.587974 loss_bbox: 0.125092 loss_giou: 0.377027 loss_class_aux: 3.867098 loss_bbox_aux: 0.815450 loss_giou_aux: 2.363045 loss_class_dn: 0.356708 loss_bbox_dn: 0.120920 loss_giou_dn: 0.348528 loss_class_aux_dn: 1.939663 loss_bbox_aux_dn: 0.715648 loss_giou_aux_dn: 1.996933 loss: 14.449615 eta: 18:14:15 batch_cost: 0.3547 data_cost: 0.0014 ips: 11.2781 images/s [04/16 19:36:22] ppdet.engine INFO: Epoch: [70] [5300/7329] learning_rate: 0.000100 loss_class: 0.554828 loss_bbox: 0.125487 loss_giou: 0.402059 loss_class_aux: 3.575965 loss_bbox_aux: 0.829341 loss_giou_aux: 2.492922 loss_class_dn: 0.345618 loss_bbox_dn: 0.120855 loss_giou_dn: 0.328244 loss_class_aux_dn: 1.814902 loss_bbox_aux_dn: 0.694129 loss_giou_aux_dn: 1.836978 loss: 13.680792 eta: 18:13:39 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3102 images/s [04/16 19:37:01] ppdet.engine INFO: Epoch: [70] [5400/7329] learning_rate: 0.000100 loss_class: 0.554356 loss_bbox: 0.112821 loss_giou: 0.364681 loss_class_aux: 3.513986 loss_bbox_aux: 0.749519 loss_giou_aux: 2.242900 loss_class_dn: 0.305633 loss_bbox_dn: 0.124601 loss_giou_dn: 0.316141 loss_class_aux_dn: 1.655958 loss_bbox_aux_dn: 0.728582 loss_giou_aux_dn: 1.752776 loss: 13.088100 eta: 18:13:04 batch_cost: 0.3535 data_cost: 0.0013 ips: 11.3156 images/s [04/16 19:37:41] ppdet.engine INFO: Epoch: [70] [5500/7329] learning_rate: 0.000100 loss_class: 0.644698 loss_bbox: 0.132770 loss_giou: 0.422913 loss_class_aux: 4.074985 loss_bbox_aux: 0.874209 loss_giou_aux: 2.712357 loss_class_dn: 0.373116 loss_bbox_dn: 0.128590 loss_giou_dn: 0.376288 loss_class_aux_dn: 1.993298 loss_bbox_aux_dn: 0.791089 loss_giou_aux_dn: 2.116029 loss: 14.809464 eta: 18:12:28 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3098 images/s [04/16 19:38:20] ppdet.engine INFO: Epoch: [70] [5600/7329] learning_rate: 0.000100 loss_class: 0.524228 loss_bbox: 0.135538 loss_giou: 0.331002 loss_class_aux: 3.356883 loss_bbox_aux: 0.895605 loss_giou_aux: 2.172679 loss_class_dn: 0.292904 loss_bbox_dn: 0.142792 loss_giou_dn: 0.315267 loss_class_aux_dn: 1.629427 loss_bbox_aux_dn: 0.814451 loss_giou_aux_dn: 1.805548 loss: 12.694159 eta: 18:11:53 batch_cost: 0.3525 data_cost: 0.0013 ips: 11.3484 images/s [04/16 19:38:59] ppdet.engine INFO: Epoch: [70] [5700/7329] learning_rate: 0.000100 loss_class: 0.560152 loss_bbox: 0.115395 loss_giou: 0.345234 loss_class_aux: 3.573867 loss_bbox_aux: 0.807577 loss_giou_aux: 2.184944 loss_class_dn: 0.317353 loss_bbox_dn: 0.121647 loss_giou_dn: 0.328148 loss_class_aux_dn: 1.734600 loss_bbox_aux_dn: 0.718920 loss_giou_aux_dn: 1.847507 loss: 13.175423 eta: 18:11:17 batch_cost: 0.3511 data_cost: 0.0012 ips: 11.3940 images/s [04/16 19:39:38] ppdet.engine INFO: Epoch: [70] [5800/7329] learning_rate: 0.000100 loss_class: 0.565336 loss_bbox: 0.126566 loss_giou: 0.316764 loss_class_aux: 3.510244 loss_bbox_aux: 0.854828 loss_giou_aux: 2.048134 loss_class_dn: 0.318063 loss_bbox_dn: 0.135684 loss_giou_dn: 0.301791 loss_class_aux_dn: 1.733233 loss_bbox_aux_dn: 0.817721 loss_giou_aux_dn: 1.718041 loss: 12.926266 eta: 18:10:42 batch_cost: 0.3527 data_cost: 0.0013 ips: 11.3423 images/s [04/16 19:40:17] ppdet.engine INFO: Epoch: [70] [5900/7329] learning_rate: 0.000100 loss_class: 0.476627 loss_bbox: 0.118918 loss_giou: 0.315792 loss_class_aux: 3.174028 loss_bbox_aux: 0.748504 loss_giou_aux: 1.993097 loss_class_dn: 0.303164 loss_bbox_dn: 0.107758 loss_giou_dn: 0.282541 loss_class_aux_dn: 1.647789 loss_bbox_aux_dn: 0.660076 loss_giou_aux_dn: 1.556157 loss: 12.250942 eta: 18:10:06 batch_cost: 0.3511 data_cost: 0.0013 ips: 11.3931 images/s [04/16 19:40:57] ppdet.engine INFO: Epoch: [70] [6000/7329] learning_rate: 0.000100 loss_class: 0.569590 loss_bbox: 0.120776 loss_giou: 0.385412 loss_class_aux: 3.581753 loss_bbox_aux: 0.829619 loss_giou_aux: 2.477592 loss_class_dn: 0.329251 loss_bbox_dn: 0.122513 loss_giou_dn: 0.358159 loss_class_aux_dn: 1.757947 loss_bbox_aux_dn: 0.714675 loss_giou_aux_dn: 2.080812 loss: 13.520243 eta: 18:09:31 batch_cost: 0.3542 data_cost: 0.0013 ips: 11.2933 images/s [04/16 19:41:37] ppdet.engine INFO: Epoch: [70] [6100/7329] learning_rate: 0.000100 loss_class: 0.540378 loss_bbox: 0.125900 loss_giou: 0.300792 loss_class_aux: 3.522597 loss_bbox_aux: 0.810847 loss_giou_aux: 1.877788 loss_class_dn: 0.282847 loss_bbox_dn: 0.126360 loss_giou_dn: 0.301279 loss_class_aux_dn: 1.521053 loss_bbox_aux_dn: 0.744656 loss_giou_aux_dn: 1.647159 loss: 11.972532 eta: 18:08:56 batch_cost: 0.3597 data_cost: 0.0013 ips: 11.1200 images/s [04/16 19:42:16] ppdet.engine INFO: Epoch: [70] [6200/7329] learning_rate: 0.000100 loss_class: 0.570323 loss_bbox: 0.119268 loss_giou: 0.332510 loss_class_aux: 3.560381 loss_bbox_aux: 0.821820 loss_giou_aux: 2.142561 loss_class_dn: 0.307850 loss_bbox_dn: 0.130014 loss_giou_dn: 0.316860 loss_class_aux_dn: 1.647783 loss_bbox_aux_dn: 0.780414 loss_giou_aux_dn: 1.806293 loss: 12.936247 eta: 18:08:20 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3686 images/s [04/16 19:42:55] ppdet.engine INFO: Epoch: [70] [6300/7329] learning_rate: 0.000100 loss_class: 0.513129 loss_bbox: 0.120431 loss_giou: 0.347228 loss_class_aux: 3.251349 loss_bbox_aux: 0.814395 loss_giou_aux: 2.205847 loss_class_dn: 0.321799 loss_bbox_dn: 0.125787 loss_giou_dn: 0.339931 loss_class_aux_dn: 1.712907 loss_bbox_aux_dn: 0.751611 loss_giou_aux_dn: 1.946324 loss: 13.690754 eta: 18:07:45 batch_cost: 0.3533 data_cost: 0.0012 ips: 11.3222 images/s [04/16 19:43:35] ppdet.engine INFO: Epoch: [70] [6400/7329] learning_rate: 0.000100 loss_class: 0.503592 loss_bbox: 0.110776 loss_giou: 0.343015 loss_class_aux: 3.065207 loss_bbox_aux: 0.716783 loss_giou_aux: 2.170965 loss_class_dn: 0.295045 loss_bbox_dn: 0.114313 loss_giou_dn: 0.301445 loss_class_aux_dn: 1.589994 loss_bbox_aux_dn: 0.706257 loss_giou_aux_dn: 1.693652 loss: 12.228841 eta: 18:07:09 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2885 images/s [04/16 19:44:14] ppdet.engine INFO: Epoch: [70] [6500/7329] learning_rate: 0.000100 loss_class: 0.557294 loss_bbox: 0.127685 loss_giou: 0.347864 loss_class_aux: 3.482871 loss_bbox_aux: 0.842834 loss_giou_aux: 2.240599 loss_class_dn: 0.317857 loss_bbox_dn: 0.116600 loss_giou_dn: 0.314292 loss_class_aux_dn: 1.729098 loss_bbox_aux_dn: 0.736411 loss_giou_aux_dn: 1.791215 loss: 13.046310 eta: 18:06:34 batch_cost: 0.3536 data_cost: 0.0012 ips: 11.3111 images/s [04/16 19:44:53] ppdet.engine INFO: Epoch: [70] [6600/7329] learning_rate: 0.000100 loss_class: 0.589025 loss_bbox: 0.127440 loss_giou: 0.330013 loss_class_aux: 3.650285 loss_bbox_aux: 0.836301 loss_giou_aux: 2.065854 loss_class_dn: 0.317511 loss_bbox_dn: 0.141267 loss_giou_dn: 0.303168 loss_class_aux_dn: 1.705314 loss_bbox_aux_dn: 0.842070 loss_giou_aux_dn: 1.760397 loss: 13.117552 eta: 18:05:58 batch_cost: 0.3490 data_cost: 0.0013 ips: 11.4609 images/s [04/16 19:45:32] ppdet.engine INFO: Epoch: [70] [6700/7329] learning_rate: 0.000100 loss_class: 0.620214 loss_bbox: 0.155542 loss_giou: 0.426787 loss_class_aux: 3.819541 loss_bbox_aux: 1.023185 loss_giou_aux: 2.716056 loss_class_dn: 0.360615 loss_bbox_dn: 0.152234 loss_giou_dn: 0.363414 loss_class_aux_dn: 1.932699 loss_bbox_aux_dn: 0.923106 loss_giou_aux_dn: 2.008575 loss: 14.885294 eta: 18:05:23 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3601 images/s [04/16 19:46:12] ppdet.engine INFO: Epoch: [70] [6800/7329] learning_rate: 0.000100 loss_class: 0.513959 loss_bbox: 0.116204 loss_giou: 0.301902 loss_class_aux: 3.316040 loss_bbox_aux: 0.783459 loss_giou_aux: 1.880250 loss_class_dn: 0.277651 loss_bbox_dn: 0.113473 loss_giou_dn: 0.278636 loss_class_aux_dn: 1.510574 loss_bbox_aux_dn: 0.718387 loss_giou_aux_dn: 1.572335 loss: 11.645575 eta: 18:04:48 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2731 images/s [04/16 19:46:51] ppdet.engine INFO: Epoch: [70] [6900/7329] learning_rate: 0.000100 loss_class: 0.497945 loss_bbox: 0.112990 loss_giou: 0.299307 loss_class_aux: 3.203894 loss_bbox_aux: 0.742681 loss_giou_aux: 1.937887 loss_class_dn: 0.272039 loss_bbox_dn: 0.116395 loss_giou_dn: 0.263705 loss_class_aux_dn: 1.466106 loss_bbox_aux_dn: 0.717999 loss_giou_aux_dn: 1.511290 loss: 10.974314 eta: 18:04:12 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3681 images/s [04/16 19:47:31] ppdet.engine INFO: Epoch: [70] [7000/7329] learning_rate: 0.000100 loss_class: 0.557368 loss_bbox: 0.129895 loss_giou: 0.420084 loss_class_aux: 3.582061 loss_bbox_aux: 0.828758 loss_giou_aux: 2.678231 loss_class_dn: 0.358822 loss_bbox_dn: 0.126703 loss_giou_dn: 0.413463 loss_class_aux_dn: 1.922712 loss_bbox_aux_dn: 0.761872 loss_giou_aux_dn: 2.242880 loss: 14.752972 eta: 18:03:37 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2725 images/s [04/16 19:48:10] ppdet.engine INFO: Epoch: [70] [7100/7329] learning_rate: 0.000100 loss_class: 0.497219 loss_bbox: 0.125016 loss_giou: 0.341316 loss_class_aux: 3.131452 loss_bbox_aux: 0.783440 loss_giou_aux: 2.126727 loss_class_dn: 0.290335 loss_bbox_dn: 0.132227 loss_giou_dn: 0.312038 loss_class_aux_dn: 1.521520 loss_bbox_aux_dn: 0.776055 loss_giou_aux_dn: 1.747056 loss: 11.857325 eta: 18:03:01 batch_cost: 0.3499 data_cost: 0.0013 ips: 11.4328 images/s [04/16 19:48:49] ppdet.engine INFO: Epoch: [70] [7200/7329] learning_rate: 0.000100 loss_class: 0.539343 loss_bbox: 0.112985 loss_giou: 0.308223 loss_class_aux: 3.325283 loss_bbox_aux: 0.763279 loss_giou_aux: 1.935964 loss_class_dn: 0.284885 loss_bbox_dn: 0.112988 loss_giou_dn: 0.275032 loss_class_aux_dn: 1.572274 loss_bbox_aux_dn: 0.683308 loss_giou_aux_dn: 1.500128 loss: 12.113073 eta: 18:02:25 batch_cost: 0.3502 data_cost: 0.0012 ips: 11.4208 images/s [04/16 19:49:28] ppdet.engine INFO: Epoch: [70] [7300/7329] learning_rate: 0.000100 loss_class: 0.537280 loss_bbox: 0.141865 loss_giou: 0.424681 loss_class_aux: 3.517465 loss_bbox_aux: 0.894074 loss_giou_aux: 2.560437 loss_class_dn: 0.320485 loss_bbox_dn: 0.132659 loss_giou_dn: 0.315513 loss_class_aux_dn: 1.690638 loss_bbox_aux_dn: 0.782309 loss_giou_aux_dn: 1.783620 loss: 13.510050 eta: 18:01:50 batch_cost: 0.3569 data_cost: 0.0013 ips: 11.2063 images/s [04/16 19:49:42] ppdet.engine INFO: Eval iter: 0 [04/16 19:49:54] ppdet.engine INFO: Eval iter: 100 [04/16 19:50:06] ppdet.engine INFO: Eval iter: 200 [04/16 19:50:18] ppdet.engine INFO: Eval iter: 300 [04/16 19:50:30] ppdet.engine INFO: Eval iter: 400 [04/16 19:50:42] ppdet.engine INFO: Eval iter: 500 [04/16 19:50:54] ppdet.engine INFO: Eval iter: 600 [04/16 19:51:16] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=1.04s) creating index... index created! [04/16 19:51:17] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.03s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=78.32s). Accumulating evaluation results... DONE (t=15.99s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.783 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 [04/16 19:53:03] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.62243431322219 [04/16 19:53:03] ppdet.engine INFO: Best test bbox ap is 0.548. [04/16 19:53:04] ppdet.engine INFO: Epoch: [71] [ 0/7329] learning_rate: 0.000100 loss_class: 0.568793 loss_bbox: 0.141189 loss_giou: 0.478478 loss_class_aux: 3.544946 loss_bbox_aux: 0.905092 loss_giou_aux: 2.991063 loss_class_dn: 0.344532 loss_bbox_dn: 0.134017 loss_giou_dn: 0.407349 loss_class_aux_dn: 1.810170 loss_bbox_aux_dn: 0.764174 loss_giou_aux_dn: 2.235656 loss: 14.390738 eta: 18:01:40 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2360 images/s [04/16 19:53:43] ppdet.engine INFO: Epoch: [71] [ 100/7329] learning_rate: 0.000100 loss_class: 0.500750 loss_bbox: 0.102418 loss_giou: 0.348771 loss_class_aux: 3.252904 loss_bbox_aux: 0.670041 loss_giou_aux: 2.194442 loss_class_dn: 0.291883 loss_bbox_dn: 0.120848 loss_giou_dn: 0.330268 loss_class_aux_dn: 1.561722 loss_bbox_aux_dn: 0.719383 loss_giou_aux_dn: 1.830804 loss: 12.409647 eta: 18:01:05 batch_cost: 0.3558 data_cost: 0.0011 ips: 11.2429 images/s [04/16 19:54:23] ppdet.engine INFO: Epoch: [71] [ 200/7329] learning_rate: 0.000100 loss_class: 0.635488 loss_bbox: 0.131576 loss_giou: 0.430081 loss_class_aux: 3.826064 loss_bbox_aux: 0.874387 loss_giou_aux: 2.693047 loss_class_dn: 0.367282 loss_bbox_dn: 0.127585 loss_giou_dn: 0.399383 loss_class_aux_dn: 1.957803 loss_bbox_aux_dn: 0.756738 loss_giou_aux_dn: 2.247181 loss: 14.960904 eta: 18:00:29 batch_cost: 0.3538 data_cost: 0.0012 ips: 11.3059 images/s [04/16 19:55:02] ppdet.engine INFO: Epoch: [71] [ 300/7329] learning_rate: 0.000100 loss_class: 0.506731 loss_bbox: 0.109682 loss_giou: 0.335221 loss_class_aux: 3.156029 loss_bbox_aux: 0.711389 loss_giou_aux: 2.126057 loss_class_dn: 0.300823 loss_bbox_dn: 0.112091 loss_giou_dn: 0.305588 loss_class_aux_dn: 1.616915 loss_bbox_aux_dn: 0.689483 loss_giou_aux_dn: 1.753852 loss: 12.415937 eta: 17:59:54 batch_cost: 0.3526 data_cost: 0.0012 ips: 11.3453 images/s [04/16 19:55:41] ppdet.engine INFO: Epoch: [71] [ 400/7329] learning_rate: 0.000100 loss_class: 0.515469 loss_bbox: 0.130259 loss_giou: 0.382779 loss_class_aux: 3.315162 loss_bbox_aux: 0.837186 loss_giou_aux: 2.438141 loss_class_dn: 0.311701 loss_bbox_dn: 0.126123 loss_giou_dn: 0.335050 loss_class_aux_dn: 1.686173 loss_bbox_aux_dn: 0.738476 loss_giou_aux_dn: 1.870018 loss: 13.141925 eta: 17:59:18 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3024 images/s [04/16 19:56:21] ppdet.engine INFO: Epoch: [71] [ 500/7329] learning_rate: 0.000100 loss_class: 0.541501 loss_bbox: 0.133283 loss_giou: 0.370206 loss_class_aux: 3.415959 loss_bbox_aux: 0.861446 loss_giou_aux: 2.319271 loss_class_dn: 0.321908 loss_bbox_dn: 0.127696 loss_giou_dn: 0.349306 loss_class_aux_dn: 1.702517 loss_bbox_aux_dn: 0.795226 loss_giou_aux_dn: 1.949360 loss: 13.264638 eta: 17:58:43 batch_cost: 0.3561 data_cost: 0.0012 ips: 11.2316 images/s [04/16 19:57:00] ppdet.engine INFO: Epoch: [71] [ 600/7329] learning_rate: 0.000100 loss_class: 0.513769 loss_bbox: 0.107939 loss_giou: 0.353013 loss_class_aux: 3.164758 loss_bbox_aux: 0.787090 loss_giou_aux: 2.229410 loss_class_dn: 0.299726 loss_bbox_dn: 0.118819 loss_giou_dn: 0.320568 loss_class_aux_dn: 1.623520 loss_bbox_aux_dn: 0.757499 loss_giou_aux_dn: 1.748067 loss: 12.407229 eta: 17:58:07 batch_cost: 0.3525 data_cost: 0.0012 ips: 11.3472 images/s [04/16 19:57:40] ppdet.engine INFO: Epoch: [71] [ 700/7329] learning_rate: 0.000100 loss_class: 0.545195 loss_bbox: 0.109893 loss_giou: 0.305121 loss_class_aux: 3.547533 loss_bbox_aux: 0.786783 loss_giou_aux: 1.974767 loss_class_dn: 0.317562 loss_bbox_dn: 0.129882 loss_giou_dn: 0.301873 loss_class_aux_dn: 1.683276 loss_bbox_aux_dn: 0.768028 loss_giou_aux_dn: 1.734214 loss: 12.662085 eta: 17:57:32 batch_cost: 0.3527 data_cost: 0.0012 ips: 11.3400 images/s [04/16 19:58:19] ppdet.engine INFO: Epoch: [71] [ 800/7329] learning_rate: 0.000100 loss_class: 0.583966 loss_bbox: 0.117835 loss_giou: 0.383595 loss_class_aux: 3.749558 loss_bbox_aux: 0.777426 loss_giou_aux: 2.449212 loss_class_dn: 0.343611 loss_bbox_dn: 0.122214 loss_giou_dn: 0.393256 loss_class_aux_dn: 1.817729 loss_bbox_aux_dn: 0.740126 loss_giou_aux_dn: 2.151729 loss: 14.645855 eta: 17:56:56 batch_cost: 0.3539 data_cost: 0.0012 ips: 11.3014 images/s [04/16 19:58:58] ppdet.engine INFO: Epoch: [71] [ 900/7329] learning_rate: 0.000100 loss_class: 0.523871 loss_bbox: 0.123450 loss_giou: 0.378635 loss_class_aux: 3.311907 loss_bbox_aux: 0.819899 loss_giou_aux: 2.372297 loss_class_dn: 0.316715 loss_bbox_dn: 0.124524 loss_giou_dn: 0.333761 loss_class_aux_dn: 1.703269 loss_bbox_aux_dn: 0.757197 loss_giou_aux_dn: 1.853926 loss: 12.749646 eta: 17:56:21 batch_cost: 0.3512 data_cost: 0.0013 ips: 11.3889 images/s [04/16 19:59:38] ppdet.engine INFO: Epoch: [71] [1000/7329] learning_rate: 0.000100 loss_class: 0.558609 loss_bbox: 0.122106 loss_giou: 0.393753 loss_class_aux: 3.606696 loss_bbox_aux: 0.804545 loss_giou_aux: 2.482339 loss_class_dn: 0.331851 loss_bbox_dn: 0.116213 loss_giou_dn: 0.353031 loss_class_aux_dn: 1.778851 loss_bbox_aux_dn: 0.683601 loss_giou_aux_dn: 1.973647 loss: 13.345694 eta: 17:55:45 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3011 images/s [04/16 20:00:17] ppdet.engine INFO: Epoch: [71] [1100/7329] learning_rate: 0.000100 loss_class: 0.522878 loss_bbox: 0.130325 loss_giou: 0.375267 loss_class_aux: 3.390657 loss_bbox_aux: 0.859305 loss_giou_aux: 2.277924 loss_class_dn: 0.316621 loss_bbox_dn: 0.145829 loss_giou_dn: 0.325623 loss_class_aux_dn: 1.732332 loss_bbox_aux_dn: 0.881038 loss_giou_aux_dn: 1.805080 loss: 13.091051 eta: 17:55:10 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2911 images/s [04/16 20:00:56] ppdet.engine INFO: Epoch: [71] [1200/7329] learning_rate: 0.000100 loss_class: 0.560187 loss_bbox: 0.124336 loss_giou: 0.390984 loss_class_aux: 3.575185 loss_bbox_aux: 0.816384 loss_giou_aux: 2.422054 loss_class_dn: 0.342308 loss_bbox_dn: 0.122546 loss_giou_dn: 0.349769 loss_class_aux_dn: 1.827041 loss_bbox_aux_dn: 0.748226 loss_giou_aux_dn: 2.015918 loss: 13.905013 eta: 17:54:34 batch_cost: 0.3503 data_cost: 0.0013 ips: 11.4178 images/s [04/16 20:01:35] ppdet.engine INFO: Epoch: [71] [1300/7329] learning_rate: 0.000100 loss_class: 0.520407 loss_bbox: 0.128618 loss_giou: 0.322288 loss_class_aux: 3.324777 loss_bbox_aux: 0.828962 loss_giou_aux: 2.063449 loss_class_dn: 0.296665 loss_bbox_dn: 0.144421 loss_giou_dn: 0.297349 loss_class_aux_dn: 1.617289 loss_bbox_aux_dn: 0.827540 loss_giou_aux_dn: 1.706888 loss: 12.052868 eta: 17:53:59 batch_cost: 0.3519 data_cost: 0.0013 ips: 11.3655 images/s [04/16 20:02:15] ppdet.engine INFO: Epoch: [71] [1400/7329] learning_rate: 0.000100 loss_class: 0.571593 loss_bbox: 0.139683 loss_giou: 0.402505 loss_class_aux: 3.653653 loss_bbox_aux: 0.900174 loss_giou_aux: 2.495249 loss_class_dn: 0.342346 loss_bbox_dn: 0.131801 loss_giou_dn: 0.357405 loss_class_aux_dn: 1.906779 loss_bbox_aux_dn: 0.782459 loss_giou_aux_dn: 1.947685 loss: 14.105773 eta: 17:53:24 batch_cost: 0.3536 data_cost: 0.0013 ips: 11.3125 images/s [04/16 20:02:54] ppdet.engine INFO: Epoch: [71] [1500/7329] learning_rate: 0.000100 loss_class: 0.533328 loss_bbox: 0.115392 loss_giou: 0.288952 loss_class_aux: 3.456509 loss_bbox_aux: 0.771161 loss_giou_aux: 1.943479 loss_class_dn: 0.292665 loss_bbox_dn: 0.120874 loss_giou_dn: 0.311241 loss_class_aux_dn: 1.608588 loss_bbox_aux_dn: 0.735382 loss_giou_aux_dn: 1.794242 loss: 12.513338 eta: 17:52:48 batch_cost: 0.3579 data_cost: 0.0014 ips: 11.1771 images/s [04/16 20:03:34] ppdet.engine INFO: Epoch: [71] [1600/7329] learning_rate: 0.000100 loss_class: 0.588099 loss_bbox: 0.125189 loss_giou: 0.381728 loss_class_aux: 3.765689 loss_bbox_aux: 0.807704 loss_giou_aux: 2.435392 loss_class_dn: 0.317446 loss_bbox_dn: 0.121552 loss_giou_dn: 0.348389 loss_class_aux_dn: 1.698622 loss_bbox_aux_dn: 0.714051 loss_giou_aux_dn: 1.984554 loss: 13.945609 eta: 17:52:13 batch_cost: 0.3562 data_cost: 0.0013 ips: 11.2294 images/s [04/16 20:04:14] ppdet.engine INFO: Epoch: [71] [1700/7329] learning_rate: 0.000100 loss_class: 0.530036 loss_bbox: 0.116270 loss_giou: 0.399489 loss_class_aux: 3.498105 loss_bbox_aux: 0.721238 loss_giou_aux: 2.438056 loss_class_dn: 0.343891 loss_bbox_dn: 0.116064 loss_giou_dn: 0.355142 loss_class_aux_dn: 1.803259 loss_bbox_aux_dn: 0.693747 loss_giou_aux_dn: 1.979771 loss: 13.443536 eta: 17:51:38 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2637 images/s [04/16 20:04:53] ppdet.engine INFO: Epoch: [71] [1800/7329] learning_rate: 0.000100 loss_class: 0.571231 loss_bbox: 0.130800 loss_giou: 0.382681 loss_class_aux: 3.551222 loss_bbox_aux: 0.835200 loss_giou_aux: 2.386339 loss_class_dn: 0.332883 loss_bbox_dn: 0.117908 loss_giou_dn: 0.339308 loss_class_aux_dn: 1.757404 loss_bbox_aux_dn: 0.694368 loss_giou_aux_dn: 1.931114 loss: 14.111697 eta: 17:51:02 batch_cost: 0.3526 data_cost: 0.0013 ips: 11.3430 images/s [04/16 20:05:32] ppdet.engine INFO: Epoch: [71] [1900/7329] learning_rate: 0.000100 loss_class: 0.557379 loss_bbox: 0.125314 loss_giou: 0.350230 loss_class_aux: 3.466868 loss_bbox_aux: 0.846711 loss_giou_aux: 2.231915 loss_class_dn: 0.302957 loss_bbox_dn: 0.125781 loss_giou_dn: 0.328112 loss_class_aux_dn: 1.655456 loss_bbox_aux_dn: 0.812764 loss_giou_aux_dn: 1.829777 loss: 12.731155 eta: 17:50:27 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3291 images/s [04/16 20:06:11] ppdet.engine INFO: Epoch: [71] [2000/7329] learning_rate: 0.000100 loss_class: 0.610318 loss_bbox: 0.147116 loss_giou: 0.397169 loss_class_aux: 3.871578 loss_bbox_aux: 0.971063 loss_giou_aux: 2.499946 loss_class_dn: 0.370811 loss_bbox_dn: 0.149326 loss_giou_dn: 0.374744 loss_class_aux_dn: 2.046283 loss_bbox_aux_dn: 0.882245 loss_giou_aux_dn: 2.166462 loss: 15.238429 eta: 17:49:51 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4085 images/s [04/16 20:06:51] ppdet.engine INFO: Epoch: [71] [2100/7329] learning_rate: 0.000100 loss_class: 0.544755 loss_bbox: 0.118838 loss_giou: 0.352497 loss_class_aux: 3.529878 loss_bbox_aux: 0.780348 loss_giou_aux: 2.300263 loss_class_dn: 0.318370 loss_bbox_dn: 0.116809 loss_giou_dn: 0.322886 loss_class_aux_dn: 1.694455 loss_bbox_aux_dn: 0.740612 loss_giou_aux_dn: 1.837268 loss: 13.350353 eta: 17:49:16 batch_cost: 0.3556 data_cost: 0.0013 ips: 11.2494 images/s [04/16 20:07:30] ppdet.engine INFO: Epoch: [71] [2200/7329] learning_rate: 0.000100 loss_class: 0.526552 loss_bbox: 0.124017 loss_giou: 0.379278 loss_class_aux: 3.442937 loss_bbox_aux: 0.845710 loss_giou_aux: 2.400052 loss_class_dn: 0.324257 loss_bbox_dn: 0.138974 loss_giou_dn: 0.335815 loss_class_aux_dn: 1.740726 loss_bbox_aux_dn: 0.801061 loss_giou_aux_dn: 1.890268 loss: 12.991817 eta: 17:48:40 batch_cost: 0.3562 data_cost: 0.0015 ips: 11.2297 images/s [04/16 20:08:10] ppdet.engine INFO: Epoch: [71] [2300/7329] learning_rate: 0.000100 loss_class: 0.630189 loss_bbox: 0.125493 loss_giou: 0.392464 loss_class_aux: 3.939590 loss_bbox_aux: 0.850793 loss_giou_aux: 2.551894 loss_class_dn: 0.358546 loss_bbox_dn: 0.124736 loss_giou_dn: 0.381833 loss_class_aux_dn: 1.946914 loss_bbox_aux_dn: 0.746640 loss_giou_aux_dn: 2.093116 loss: 14.789901 eta: 17:48:05 batch_cost: 0.3547 data_cost: 0.0013 ips: 11.2757 images/s [04/16 20:08:49] ppdet.engine INFO: Epoch: [71] [2400/7329] learning_rate: 0.000100 loss_class: 0.562302 loss_bbox: 0.115026 loss_giou: 0.431400 loss_class_aux: 3.546448 loss_bbox_aux: 0.756522 loss_giou_aux: 2.693172 loss_class_dn: 0.347578 loss_bbox_dn: 0.106159 loss_giou_dn: 0.365329 loss_class_aux_dn: 1.853170 loss_bbox_aux_dn: 0.695547 loss_giou_aux_dn: 2.053355 loss: 13.949214 eta: 17:47:30 batch_cost: 0.3548 data_cost: 0.0014 ips: 11.2752 images/s [04/16 20:09:29] ppdet.engine INFO: Epoch: [71] [2500/7329] learning_rate: 0.000100 loss_class: 0.610850 loss_bbox: 0.118070 loss_giou: 0.446900 loss_class_aux: 3.815447 loss_bbox_aux: 0.798084 loss_giou_aux: 2.867794 loss_class_dn: 0.357916 loss_bbox_dn: 0.111473 loss_giou_dn: 0.395920 loss_class_aux_dn: 1.933452 loss_bbox_aux_dn: 0.720415 loss_giou_aux_dn: 2.237657 loss: 14.760124 eta: 17:46:54 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3055 images/s [04/16 20:10:08] ppdet.engine INFO: Epoch: [71] [2600/7329] learning_rate: 0.000100 loss_class: 0.551894 loss_bbox: 0.130274 loss_giou: 0.360843 loss_class_aux: 3.586447 loss_bbox_aux: 0.859508 loss_giou_aux: 2.275004 loss_class_dn: 0.338096 loss_bbox_dn: 0.132546 loss_giou_dn: 0.361662 loss_class_aux_dn: 1.806963 loss_bbox_aux_dn: 0.775866 loss_giou_aux_dn: 1.994009 loss: 14.430913 eta: 17:46:19 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2753 images/s [04/16 20:10:48] ppdet.engine INFO: Epoch: [71] [2700/7329] learning_rate: 0.000100 loss_class: 0.545647 loss_bbox: 0.130813 loss_giou: 0.316752 loss_class_aux: 3.520833 loss_bbox_aux: 0.957319 loss_giou_aux: 2.089604 loss_class_dn: 0.308589 loss_bbox_dn: 0.149331 loss_giou_dn: 0.293633 loss_class_aux_dn: 1.711926 loss_bbox_aux_dn: 0.915849 loss_giou_aux_dn: 1.673501 loss: 12.455219 eta: 17:45:43 batch_cost: 0.3518 data_cost: 0.0013 ips: 11.3716 images/s [04/16 20:11:27] ppdet.engine INFO: Epoch: [71] [2800/7329] learning_rate: 0.000100 loss_class: 0.609849 loss_bbox: 0.129036 loss_giou: 0.386669 loss_class_aux: 3.860905 loss_bbox_aux: 0.840894 loss_giou_aux: 2.420785 loss_class_dn: 0.351124 loss_bbox_dn: 0.123986 loss_giou_dn: 0.375697 loss_class_aux_dn: 1.887450 loss_bbox_aux_dn: 0.762507 loss_giou_aux_dn: 2.060226 loss: 14.237185 eta: 17:45:08 batch_cost: 0.3564 data_cost: 0.0014 ips: 11.2242 images/s [04/16 20:12:07] ppdet.engine INFO: Epoch: [71] [2900/7329] learning_rate: 0.000100 loss_class: 0.554455 loss_bbox: 0.126611 loss_giou: 0.414796 loss_class_aux: 3.523996 loss_bbox_aux: 0.821366 loss_giou_aux: 2.620678 loss_class_dn: 0.351590 loss_bbox_dn: 0.127901 loss_giou_dn: 0.381450 loss_class_aux_dn: 1.858910 loss_bbox_aux_dn: 0.783631 loss_giou_aux_dn: 2.169773 loss: 14.175043 eta: 17:44:32 batch_cost: 0.3531 data_cost: 0.0013 ips: 11.3290 images/s [04/16 20:12:46] ppdet.engine INFO: Epoch: [71] [3000/7329] learning_rate: 0.000100 loss_class: 0.640886 loss_bbox: 0.143438 loss_giou: 0.399154 loss_class_aux: 4.096366 loss_bbox_aux: 0.936557 loss_giou_aux: 2.484873 loss_class_dn: 0.363614 loss_bbox_dn: 0.138206 loss_giou_dn: 0.374715 loss_class_aux_dn: 1.964684 loss_bbox_aux_dn: 0.871153 loss_giou_aux_dn: 2.119398 loss: 15.571201 eta: 17:43:57 batch_cost: 0.3571 data_cost: 0.0013 ips: 11.2002 images/s [04/16 20:13:25] ppdet.engine INFO: Epoch: [71] [3100/7329] learning_rate: 0.000100 loss_class: 0.542145 loss_bbox: 0.126883 loss_giou: 0.341769 loss_class_aux: 3.475232 loss_bbox_aux: 0.824625 loss_giou_aux: 2.117297 loss_class_dn: 0.317735 loss_bbox_dn: 0.118852 loss_giou_dn: 0.316447 loss_class_aux_dn: 1.729703 loss_bbox_aux_dn: 0.711958 loss_giou_aux_dn: 1.784440 loss: 13.004776 eta: 17:43:22 batch_cost: 0.3521 data_cost: 0.0013 ips: 11.3592 images/s [04/16 20:14:05] ppdet.engine INFO: Epoch: [71] [3200/7329] learning_rate: 0.000100 loss_class: 0.510317 loss_bbox: 0.121490 loss_giou: 0.342827 loss_class_aux: 3.249410 loss_bbox_aux: 0.812205 loss_giou_aux: 2.182278 loss_class_dn: 0.301277 loss_bbox_dn: 0.114663 loss_giou_dn: 0.290127 loss_class_aux_dn: 1.635845 loss_bbox_aux_dn: 0.703403 loss_giou_aux_dn: 1.643951 loss: 12.521511 eta: 17:42:46 batch_cost: 0.3552 data_cost: 0.0013 ips: 11.2617 images/s [04/16 20:14:44] ppdet.engine INFO: Epoch: [71] [3300/7329] learning_rate: 0.000100 loss_class: 0.507806 loss_bbox: 0.121674 loss_giou: 0.321639 loss_class_aux: 3.292195 loss_bbox_aux: 0.794639 loss_giou_aux: 2.059897 loss_class_dn: 0.312566 loss_bbox_dn: 0.119650 loss_giou_dn: 0.287190 loss_class_aux_dn: 1.633855 loss_bbox_aux_dn: 0.706874 loss_giou_aux_dn: 1.627849 loss: 12.320215 eta: 17:42:11 batch_cost: 0.3537 data_cost: 0.0013 ips: 11.3096 images/s [04/16 20:15:24] ppdet.engine INFO: Epoch: [71] [3400/7329] learning_rate: 0.000100 loss_class: 0.540009 loss_bbox: 0.119668 loss_giou: 0.415631 loss_class_aux: 3.353709 loss_bbox_aux: 0.778926 loss_giou_aux: 2.609813 loss_class_dn: 0.332242 loss_bbox_dn: 0.103090 loss_giou_dn: 0.354539 loss_class_aux_dn: 1.819467 loss_bbox_aux_dn: 0.637154 loss_giou_aux_dn: 1.928541 loss: 14.298540 eta: 17:41:35 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2989 images/s [04/16 20:16:03] ppdet.engine INFO: Epoch: [71] [3500/7329] learning_rate: 0.000100 loss_class: 0.529625 loss_bbox: 0.121358 loss_giou: 0.354960 loss_class_aux: 3.336560 loss_bbox_aux: 0.810977 loss_giou_aux: 2.280780 loss_class_dn: 0.295783 loss_bbox_dn: 0.117875 loss_giou_dn: 0.323254 loss_class_aux_dn: 1.633214 loss_bbox_aux_dn: 0.744375 loss_giou_aux_dn: 1.815733 loss: 12.601929 eta: 17:41:00 batch_cost: 0.3546 data_cost: 0.0014 ips: 11.2799 images/s [04/16 20:16:43] ppdet.engine INFO: Epoch: [71] [3600/7329] learning_rate: 0.000100 loss_class: 0.582707 loss_bbox: 0.137603 loss_giou: 0.375738 loss_class_aux: 3.776768 loss_bbox_aux: 0.932127 loss_giou_aux: 2.354691 loss_class_dn: 0.351082 loss_bbox_dn: 0.150248 loss_giou_dn: 0.349989 loss_class_aux_dn: 1.967972 loss_bbox_aux_dn: 0.913733 loss_giou_aux_dn: 2.049594 loss: 14.241585 eta: 17:40:24 batch_cost: 0.3539 data_cost: 0.0013 ips: 11.3014 images/s [04/16 20:17:22] ppdet.engine INFO: Epoch: [71] [3700/7329] learning_rate: 0.000100 loss_class: 0.523587 loss_bbox: 0.140512 loss_giou: 0.373022 loss_class_aux: 3.377856 loss_bbox_aux: 0.901529 loss_giou_aux: 2.355177 loss_class_dn: 0.333882 loss_bbox_dn: 0.137297 loss_giou_dn: 0.358936 loss_class_aux_dn: 1.724448 loss_bbox_aux_dn: 0.858677 loss_giou_aux_dn: 1.999748 loss: 14.211243 eta: 17:39:49 batch_cost: 0.3538 data_cost: 0.0014 ips: 11.3048 images/s [04/16 20:18:02] ppdet.engine INFO: Epoch: [71] [3800/7329] learning_rate: 0.000100 loss_class: 0.558534 loss_bbox: 0.135825 loss_giou: 0.364904 loss_class_aux: 3.526844 loss_bbox_aux: 0.853256 loss_giou_aux: 2.307671 loss_class_dn: 0.317371 loss_bbox_dn: 0.129844 loss_giou_dn: 0.330144 loss_class_aux_dn: 1.727345 loss_bbox_aux_dn: 0.788841 loss_giou_aux_dn: 1.853238 loss: 13.339379 eta: 17:39:14 batch_cost: 0.3558 data_cost: 0.0013 ips: 11.2432 images/s [04/16 20:18:41] ppdet.engine INFO: Epoch: [71] [3900/7329] learning_rate: 0.000100 loss_class: 0.510282 loss_bbox: 0.119551 loss_giou: 0.345422 loss_class_aux: 3.324835 loss_bbox_aux: 0.788511 loss_giou_aux: 2.179530 loss_class_dn: 0.299947 loss_bbox_dn: 0.126737 loss_giou_dn: 0.313753 loss_class_aux_dn: 1.665599 loss_bbox_aux_dn: 0.752335 loss_giou_aux_dn: 1.791188 loss: 12.607147 eta: 17:38:38 batch_cost: 0.3544 data_cost: 0.0013 ips: 11.2870 images/s [04/16 20:19:21] ppdet.engine INFO: Epoch: [71] [4000/7329] learning_rate: 0.000100 loss_class: 0.537186 loss_bbox: 0.109891 loss_giou: 0.423016 loss_class_aux: 3.552463 loss_bbox_aux: 0.724917 loss_giou_aux: 2.511280 loss_class_dn: 0.310442 loss_bbox_dn: 0.113925 loss_giou_dn: 0.339708 loss_class_aux_dn: 1.617240 loss_bbox_aux_dn: 0.699712 loss_giou_aux_dn: 1.905996 loss: 12.651738 eta: 17:38:03 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2357 images/s [04/16 20:20:00] ppdet.engine INFO: Epoch: [71] [4100/7329] learning_rate: 0.000100 loss_class: 0.535708 loss_bbox: 0.120015 loss_giou: 0.326663 loss_class_aux: 3.350057 loss_bbox_aux: 0.808804 loss_giou_aux: 2.169739 loss_class_dn: 0.299252 loss_bbox_dn: 0.133380 loss_giou_dn: 0.308779 loss_class_aux_dn: 1.631690 loss_bbox_aux_dn: 0.768712 loss_giou_aux_dn: 1.778747 loss: 12.824024 eta: 17:37:27 batch_cost: 0.3553 data_cost: 0.0014 ips: 11.2570 images/s [04/16 20:20:40] ppdet.engine INFO: Epoch: [71] [4200/7329] learning_rate: 0.000100 loss_class: 0.545911 loss_bbox: 0.123364 loss_giou: 0.348919 loss_class_aux: 3.466128 loss_bbox_aux: 0.831842 loss_giou_aux: 2.191491 loss_class_dn: 0.323973 loss_bbox_dn: 0.152587 loss_giou_dn: 0.328030 loss_class_aux_dn: 1.787485 loss_bbox_aux_dn: 0.870598 loss_giou_aux_dn: 1.867422 loss: 13.847514 eta: 17:36:52 batch_cost: 0.3560 data_cost: 0.0014 ips: 11.2347 images/s [04/16 20:21:19] ppdet.engine INFO: Epoch: [71] [4300/7329] learning_rate: 0.000100 loss_class: 0.508025 loss_bbox: 0.114005 loss_giou: 0.323408 loss_class_aux: 3.376551 loss_bbox_aux: 0.730266 loss_giou_aux: 2.050580 loss_class_dn: 0.296782 loss_bbox_dn: 0.117688 loss_giou_dn: 0.292658 loss_class_aux_dn: 1.620118 loss_bbox_aux_dn: 0.699503 loss_giou_aux_dn: 1.660426 loss: 11.952189 eta: 17:36:17 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3353 images/s [04/16 20:21:58] ppdet.engine INFO: Epoch: [71] [4400/7329] learning_rate: 0.000100 loss_class: 0.558414 loss_bbox: 0.121228 loss_giou: 0.385243 loss_class_aux: 3.526136 loss_bbox_aux: 0.819089 loss_giou_aux: 2.465753 loss_class_dn: 0.337995 loss_bbox_dn: 0.127125 loss_giou_dn: 0.342618 loss_class_aux_dn: 1.811783 loss_bbox_aux_dn: 0.767619 loss_giou_aux_dn: 1.878071 loss: 13.194132 eta: 17:35:41 batch_cost: 0.3504 data_cost: 0.0013 ips: 11.4153 images/s [04/16 20:22:37] ppdet.engine INFO: Epoch: [71] [4500/7329] learning_rate: 0.000100 loss_class: 0.559786 loss_bbox: 0.124061 loss_giou: 0.362723 loss_class_aux: 3.387352 loss_bbox_aux: 0.826093 loss_giou_aux: 2.253686 loss_class_dn: 0.318176 loss_bbox_dn: 0.138444 loss_giou_dn: 0.338530 loss_class_aux_dn: 1.737361 loss_bbox_aux_dn: 0.811461 loss_giou_aux_dn: 1.919235 loss: 13.280939 eta: 17:35:06 batch_cost: 0.3529 data_cost: 0.0013 ips: 11.3359 images/s [04/16 20:23:17] ppdet.engine INFO: Epoch: [71] [4600/7329] learning_rate: 0.000100 loss_class: 0.560763 loss_bbox: 0.138078 loss_giou: 0.396665 loss_class_aux: 3.660710 loss_bbox_aux: 0.926286 loss_giou_aux: 2.528400 loss_class_dn: 0.314859 loss_bbox_dn: 0.131445 loss_giou_dn: 0.352127 loss_class_aux_dn: 1.697041 loss_bbox_aux_dn: 0.775301 loss_giou_aux_dn: 2.024111 loss: 13.899762 eta: 17:34:30 batch_cost: 0.3551 data_cost: 0.0013 ips: 11.2640 images/s [04/16 20:23:56] ppdet.engine INFO: Epoch: [71] [4700/7329] learning_rate: 0.000100 loss_class: 0.504624 loss_bbox: 0.119065 loss_giou: 0.325675 loss_class_aux: 3.337385 loss_bbox_aux: 0.808404 loss_giou_aux: 2.072147 loss_class_dn: 0.290502 loss_bbox_dn: 0.127360 loss_giou_dn: 0.298284 loss_class_aux_dn: 1.588497 loss_bbox_aux_dn: 0.773464 loss_giou_aux_dn: 1.683379 loss: 12.336748 eta: 17:33:55 batch_cost: 0.3506 data_cost: 0.0013 ips: 11.4100 images/s [04/16 20:24:36] ppdet.engine INFO: Epoch: [71] [4800/7329] learning_rate: 0.000100 loss_class: 0.505008 loss_bbox: 0.125874 loss_giou: 0.291058 loss_class_aux: 3.260507 loss_bbox_aux: 0.796820 loss_giou_aux: 1.908605 loss_class_dn: 0.289693 loss_bbox_dn: 0.124064 loss_giou_dn: 0.304554 loss_class_aux_dn: 1.608754 loss_bbox_aux_dn: 0.741195 loss_giou_aux_dn: 1.687386 loss: 12.312239 eta: 17:33:19 batch_cost: 0.3590 data_cost: 0.0014 ips: 11.1429 images/s [04/16 20:25:16] ppdet.engine INFO: Epoch: [71] [4900/7329] learning_rate: 0.000100 loss_class: 0.548915 loss_bbox: 0.126017 loss_giou: 0.393991 loss_class_aux: 3.486908 loss_bbox_aux: 0.808766 loss_giou_aux: 2.489008 loss_class_dn: 0.322607 loss_bbox_dn: 0.123109 loss_giou_dn: 0.350279 loss_class_aux_dn: 1.727407 loss_bbox_aux_dn: 0.713056 loss_giou_aux_dn: 1.924459 loss: 13.581297 eta: 17:32:44 batch_cost: 0.3559 data_cost: 0.0014 ips: 11.2381 images/s [04/16 20:25:55] ppdet.engine INFO: Epoch: [71] [5000/7329] learning_rate: 0.000100 loss_class: 0.572909 loss_bbox: 0.128492 loss_giou: 0.381880 loss_class_aux: 3.611246 loss_bbox_aux: 0.844054 loss_giou_aux: 2.438182 loss_class_dn: 0.330318 loss_bbox_dn: 0.128298 loss_giou_dn: 0.366994 loss_class_aux_dn: 1.820190 loss_bbox_aux_dn: 0.806282 loss_giou_aux_dn: 2.064999 loss: 13.788818 eta: 17:32:09 batch_cost: 0.3530 data_cost: 0.0013 ips: 11.3319 images/s [04/16 20:26:34] ppdet.engine INFO: Epoch: [71] [5100/7329] learning_rate: 0.000100 loss_class: 0.512484 loss_bbox: 0.122249 loss_giou: 0.321278 loss_class_aux: 3.349211 loss_bbox_aux: 0.783334 loss_giou_aux: 1.988680 loss_class_dn: 0.296192 loss_bbox_dn: 0.125999 loss_giou_dn: 0.312995 loss_class_aux_dn: 1.633275 loss_bbox_aux_dn: 0.731005 loss_giou_aux_dn: 1.768868 loss: 12.793806 eta: 17:31:33 batch_cost: 0.3503 data_cost: 0.0014 ips: 11.4186 images/s [04/16 20:27:13] ppdet.engine INFO: Epoch: [71] [5200/7329] learning_rate: 0.000100 loss_class: 0.532227 loss_bbox: 0.116884 loss_giou: 0.397569 loss_class_aux: 3.263047 loss_bbox_aux: 0.774912 loss_giou_aux: 2.410635 loss_class_dn: 0.308914 loss_bbox_dn: 0.130274 loss_giou_dn: 0.359445 loss_class_aux_dn: 1.633416 loss_bbox_aux_dn: 0.754733 loss_giou_aux_dn: 1.992018 loss: 13.253012 eta: 17:30:58 batch_cost: 0.3548 data_cost: 0.0013 ips: 11.2727 images/s [04/16 20:27:53] ppdet.engine INFO: Epoch: [71] [5300/7329] learning_rate: 0.000100 loss_class: 0.570431 loss_bbox: 0.134308 loss_giou: 0.383935 loss_class_aux: 3.658494 loss_bbox_aux: 0.917535 loss_giou_aux: 2.454085 loss_class_dn: 0.327197 loss_bbox_dn: 0.137464 loss_giou_dn: 0.361185 loss_class_aux_dn: 1.791725 loss_bbox_aux_dn: 0.820971 loss_giou_aux_dn: 2.005784 loss: 14.124209 eta: 17:30:22 batch_cost: 0.3541 data_cost: 0.0013 ips: 11.2950 images/s [04/16 20:28:33] ppdet.engine INFO: Epoch: [71] [5400/7329] learning_rate: 0.000100 loss_class: 0.596038 loss_bbox: 0.120674 loss_giou: 0.381777 loss_class_aux: 3.781390 loss_bbox_aux: 0.775887 loss_giou_aux: 2.454091 loss_class_dn: 0.356903 loss_bbox_dn: 0.125855 loss_giou_dn: 0.356861 loss_class_aux_dn: 1.825411 loss_bbox_aux_dn: 0.747685 loss_giou_aux_dn: 2.074457 loss: 14.938563 eta: 17:29:47 batch_cost: 0.3585 data_cost: 0.0013 ips: 11.1573 images/s [04/16 20:29:12] ppdet.engine INFO: Epoch: [71] [5500/7329] learning_rate: 0.000100 loss_class: 0.503576 loss_bbox: 0.118080 loss_giou: 0.354122 loss_class_aux: 3.148571 loss_bbox_aux: 0.794085 loss_giou_aux: 2.292494 loss_class_dn: 0.281790 loss_bbox_dn: 0.116570 loss_giou_dn: 0.318514 loss_class_aux_dn: 1.489212 loss_bbox_aux_dn: 0.688830 loss_giou_aux_dn: 1.791382 loss: 11.948621 eta: 17:29:12 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2911 images/s [04/16 20:29:52] ppdet.engine INFO: Epoch: [71] [5600/7329] learning_rate: 0.000100 loss_class: 0.561561 loss_bbox: 0.122543 loss_giou: 0.336002 loss_class_aux: 3.545189 loss_bbox_aux: 0.812008 loss_giou_aux: 2.109312 loss_class_dn: 0.293410 loss_bbox_dn: 0.121987 loss_giou_dn: 0.299724 loss_class_aux_dn: 1.570773 loss_bbox_aux_dn: 0.749556 loss_giou_aux_dn: 1.695884 loss: 12.648184 eta: 17:28:36 batch_cost: 0.3565 data_cost: 0.0014 ips: 11.2194 images/s [04/16 20:30:31] ppdet.engine INFO: Epoch: [71] [5700/7329] learning_rate: 0.000100 loss_class: 0.573719 loss_bbox: 0.120757 loss_giou: 0.392535 loss_class_aux: 3.670093 loss_bbox_aux: 0.799189 loss_giou_aux: 2.424982 loss_class_dn: 0.327061 loss_bbox_dn: 0.117358 loss_giou_dn: 0.337949 loss_class_aux_dn: 1.773663 loss_bbox_aux_dn: 0.728543 loss_giou_aux_dn: 1.916933 loss: 13.803153 eta: 17:28:01 batch_cost: 0.3543 data_cost: 0.0014 ips: 11.2907 images/s [04/16 20:31:11] ppdet.engine INFO: Epoch: [71] [5800/7329] learning_rate: 0.000100 loss_class: 0.524008 loss_bbox: 0.126647 loss_giou: 0.323550 loss_class_aux: 3.414956 loss_bbox_aux: 0.806738 loss_giou_aux: 2.096411 loss_class_dn: 0.302587 loss_bbox_dn: 0.122782 loss_giou_dn: 0.329769 loss_class_aux_dn: 1.646530 loss_bbox_aux_dn: 0.761127 loss_giou_aux_dn: 1.805738 loss: 12.636677 eta: 17:27:25 batch_cost: 0.3567 data_cost: 0.0013 ips: 11.2130 images/s [04/16 20:31:50] ppdet.engine INFO: Epoch: [71] [5900/7329] learning_rate: 0.000100 loss_class: 0.523078 loss_bbox: 0.124050 loss_giou: 0.339281 loss_class_aux: 3.305071 loss_bbox_aux: 0.816515 loss_giou_aux: 2.094115 loss_class_dn: 0.297643 loss_bbox_dn: 0.121100 loss_giou_dn: 0.306803 loss_class_aux_dn: 1.655454 loss_bbox_aux_dn: 0.770891 loss_giou_aux_dn: 1.696873 loss: 12.029942 eta: 17:26:50 batch_cost: 0.3543 data_cost: 0.0013 ips: 11.2885 images/s [04/16 20:32:30] ppdet.engine INFO: Epoch: [71] [6000/7329] learning_rate: 0.000100 loss_class: 0.540761 loss_bbox: 0.108014 loss_giou: 0.317309 loss_class_aux: 3.332685 loss_bbox_aux: 0.718480 loss_giou_aux: 1.997641 loss_class_dn: 0.290777 loss_bbox_dn: 0.115803 loss_giou_dn: 0.295711 loss_class_aux_dn: 1.609632 loss_bbox_aux_dn: 0.705963 loss_giou_aux_dn: 1.668550 loss: 12.132954 eta: 17:26:15 batch_cost: 0.3538 data_cost: 0.0013 ips: 11.3048 images/s [04/16 20:33:09] ppdet.engine INFO: Epoch: [71] [6100/7329] learning_rate: 0.000100 loss_class: 0.524438 loss_bbox: 0.122164 loss_giou: 0.341771 loss_class_aux: 3.414206 loss_bbox_aux: 0.777738 loss_giou_aux: 2.101399 loss_class_dn: 0.306924 loss_bbox_dn: 0.108271 loss_giou_dn: 0.337361 loss_class_aux_dn: 1.636300 loss_bbox_aux_dn: 0.678323 loss_giou_aux_dn: 1.896591 loss: 12.910329 eta: 17:25:39 batch_cost: 0.3535 data_cost: 0.0014 ips: 11.3145 images/s [04/16 20:33:48] ppdet.engine INFO: Epoch: [71] [6200/7329] learning_rate: 0.000100 loss_class: 0.570398 loss_bbox: 0.128079 loss_giou: 0.450008 loss_class_aux: 3.679862 loss_bbox_aux: 0.800349 loss_giou_aux: 2.878607 loss_class_dn: 0.344678 loss_bbox_dn: 0.118920 loss_giou_dn: 0.393792 loss_class_aux_dn: 1.880685 loss_bbox_aux_dn: 0.721634 loss_giou_aux_dn: 2.237409 loss: 15.105511 eta: 17:25:04 batch_cost: 0.3509 data_cost: 0.0013 ips: 11.4002 images/s [04/16 20:34:28] ppdet.engine INFO: Epoch: [71] [6300/7329] learning_rate: 0.000100 loss_class: 0.534116 loss_bbox: 0.124197 loss_giou: 0.333685 loss_class_aux: 3.444011 loss_bbox_aux: 0.806094 loss_giou_aux: 2.113778 loss_class_dn: 0.284815 loss_bbox_dn: 0.130733 loss_giou_dn: 0.309153 loss_class_aux_dn: 1.571423 loss_bbox_aux_dn: 0.754271 loss_giou_aux_dn: 1.759145 loss: 12.303536 eta: 17:24:28 batch_cost: 0.3540 data_cost: 0.0013 ips: 11.2989 images/s [04/16 20:35:07] ppdet.engine INFO: Epoch: [71] [6400/7329] learning_rate: 0.000100 loss_class: 0.561424 loss_bbox: 0.130925 loss_giou: 0.364183 loss_class_aux: 3.600584 loss_bbox_aux: 0.843830 loss_giou_aux: 2.259155 loss_class_dn: 0.328332 loss_bbox_dn: 0.135225 loss_giou_dn: 0.321139 loss_class_aux_dn: 1.785714 loss_bbox_aux_dn: 0.837289 loss_giou_aux_dn: 1.821811 loss: 13.425201 eta: 17:23:53 batch_cost: 0.3534 data_cost: 0.0013 ips: 11.3178 images/s [04/16 20:35:47] ppdet.engine INFO: Epoch: [71] [6500/7329] learning_rate: 0.000100 loss_class: 0.533121 loss_bbox: 0.126599 loss_giou: 0.316982 loss_class_aux: 3.551483 loss_bbox_aux: 0.847841 loss_giou_aux: 1.948609 loss_class_dn: 0.319589 loss_bbox_dn: 0.123580 loss_giou_dn: 0.289659 loss_class_aux_dn: 1.769373 loss_bbox_aux_dn: 0.742026 loss_giou_aux_dn: 1.706689 loss: 12.725347 eta: 17:23:17 batch_cost: 0.3554 data_cost: 0.0015 ips: 11.2543 images/s [04/16 20:36:26] ppdet.engine INFO: Epoch: [71] [6600/7329] learning_rate: 0.000100 loss_class: 0.575137 loss_bbox: 0.131417 loss_giou: 0.381168 loss_class_aux: 3.678898 loss_bbox_aux: 0.833581 loss_giou_aux: 2.403364 loss_class_dn: 0.335474 loss_bbox_dn: 0.114502 loss_giou_dn: 0.355319 loss_class_aux_dn: 1.845914 loss_bbox_aux_dn: 0.690460 loss_giou_aux_dn: 1.958502 loss: 14.030889 eta: 17:22:42 batch_cost: 0.3546 data_cost: 0.0013 ips: 11.2794 images/s [04/16 20:37:06] ppdet.engine INFO: Epoch: [71] [6700/7329] learning_rate: 0.000100 loss_class: 0.515595 loss_bbox: 0.120758 loss_giou: 0.389833 loss_class_aux: 3.283090 loss_bbox_aux: 0.774789 loss_giou_aux: 2.473217 loss_class_dn: 0.319569 loss_bbox_dn: 0.121209 loss_giou_dn: 0.338788 loss_class_aux_dn: 1.757780 loss_bbox_aux_dn: 0.726880 loss_giou_aux_dn: 1.881274 loss: 13.719151 eta: 17:22:07 batch_cost: 0.3565 data_cost: 0.0013 ips: 11.2194 images/s [04/16 20:37:45] ppdet.engine INFO: Epoch: [71] [6800/7329] learning_rate: 0.000100 loss_class: 0.569844 loss_bbox: 0.129183 loss_giou: 0.433033 loss_class_aux: 3.686921 loss_bbox_aux: 0.847537 loss_giou_aux: 2.665804 loss_class_dn: 0.332526 loss_bbox_dn: 0.125927 loss_giou_dn: 0.348671 loss_class_aux_dn: 1.763671 loss_bbox_aux_dn: 0.788542 loss_giou_aux_dn: 2.042983 loss: 14.061916 eta: 17:21:31 batch_cost: 0.3528 data_cost: 0.0013 ips: 11.3389 images/s [04/16 20:38:24] ppdet.engine INFO: Epoch: [71] [6900/7329] learning_rate: 0.000100 loss_class: 0.490765 loss_bbox: 0.114430 loss_giou: 0.288703 loss_class_aux: 3.174583 loss_bbox_aux: 0.766398 loss_giou_aux: 1.807086 loss_class_dn: 0.275607 loss_bbox_dn: 0.116459 loss_giou_dn: 0.274368 loss_class_aux_dn: 1.534439 loss_bbox_aux_dn: 0.689438 loss_giou_aux_dn: 1.565703 loss: 11.984516 eta: 17:20:56 batch_cost: 0.3522 data_cost: 0.0012 ips: 11.3561 images/s [04/16 20:39:04] ppdet.engine INFO: Epoch: [71] [7000/7329] learning_rate: 0.000100 loss_class: 0.554777 loss_bbox: 0.128169 loss_giou: 0.328219 loss_class_aux: 3.557645 loss_bbox_aux: 0.863717 loss_giou_aux: 2.126502 loss_class_dn: 0.318071 loss_bbox_dn: 0.142038 loss_giou_dn: 0.296507 loss_class_aux_dn: 1.700299 loss_bbox_aux_dn: 0.828270 loss_giou_aux_dn: 1.749435 loss: 13.403406 eta: 17:20:20 batch_cost: 0.3590 data_cost: 0.0013 ips: 11.1415 images/s [04/16 20:39:44] ppdet.engine INFO: Epoch: [71] [7100/7329] learning_rate: 0.000100 loss_class: 0.538637 loss_bbox: 0.114302 loss_giou: 0.331646 loss_class_aux: 3.464506 loss_bbox_aux: 0.794120 loss_giou_aux: 2.135576 loss_class_dn: 0.322197 loss_bbox_dn: 0.129457 loss_giou_dn: 0.322926 loss_class_aux_dn: 1.737370 loss_bbox_aux_dn: 0.748496 loss_giou_aux_dn: 1.828703 loss: 12.694198 eta: 17:19:45 batch_cost: 0.3542 data_cost: 0.0014 ips: 11.2934 images/s [04/16 20:40:22] ppdet.engine INFO: Epoch: [71] [7200/7329] learning_rate: 0.000100 loss_class: 0.563936 loss_bbox: 0.138053 loss_giou: 0.400034 loss_class_aux: 3.728004 loss_bbox_aux: 0.910121 loss_giou_aux: 2.473642 loss_class_dn: 0.335094 loss_bbox_dn: 0.124496 loss_giou_dn: 0.337967 loss_class_aux_dn: 1.848948 loss_bbox_aux_dn: 0.778335 loss_giou_aux_dn: 1.908196 loss: 14.684017 eta: 17:19:09 batch_cost: 0.3483 data_cost: 0.0013 ips: 11.4844 images/s [04/16 20:41:02] ppdet.engine INFO: Epoch: [71] [7300/7329] learning_rate: 0.000100 loss_class: 0.535796 loss_bbox: 0.117958 loss_giou: 0.366480 loss_class_aux: 3.574387 loss_bbox_aux: 0.764913 loss_giou_aux: 2.324537 loss_class_dn: 0.289685 loss_bbox_dn: 0.112632 loss_giou_dn: 0.304195 loss_class_aux_dn: 1.614600 loss_bbox_aux_dn: 0.687903 loss_giou_aux_dn: 1.765996 loss: 12.580039 eta: 17:18:34 batch_cost: 0.3527 data_cost: 0.0014 ips: 11.3403 images/s [04/16 20:41:16] ppdet.engine INFO: Eval iter: 0 [04/16 20:41:28] ppdet.engine INFO: Eval iter: 100 [04/16 20:41:40] ppdet.engine INFO: Eval iter: 200 [04/16 20:41:52] ppdet.engine INFO: Eval iter: 300 [04/16 20:42:04] ppdet.engine INFO: Eval iter: 400 [04/16 20:42:16] ppdet.engine INFO: Eval iter: 500 [04/16 20:42:28] ppdet.engine INFO: Eval iter: 600 [04/16 20:42:50] ppdet.metrics.metrics INFO: The bbox result is saved to bbox.json. loading annotations into memory... Done (t=0.38s) creating index... index created! [04/16 20:42:51] ppdet.metrics.coco_utils INFO: Start evaluate... Loading and preparing results... DONE (t=9.72s) creating index... index created! Running per image evaluation... Evaluate annotation type *bbox* DONE (t=75.57s). Accumulating evaluation results... DONE (t=16.13s). Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.546 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.731 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.590 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.366 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.592 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.400 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.669 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.785 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 [04/16 20:44:35] ppdet.engine INFO: Total sample number: 5000, average FPS: 66.00436927326326 [04/16 20:44:35] ppdet.engine INFO: Best test bbox ap is 0.548.