[2021-03-10 12:02:07,843][root][INFO] - train: phase: train is_train: true exp_name: finetune50 log_dir: /checkpoint/jihou/finetune50 batch_size: 8 report_batch: 10 report_epoch: 5 workers: 4 write_result: false optimizer: optimizer: SGD lr: 0.01 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0 bn_momentum: 0.02 scheduler: scheduler: PolyLR max_epochs: 80 decay_epochs: - 80 - 120 - 160 lr_decay: 0.1 poly_power: 0.9 distributed: num_gpus: 1 finetune: model: Semantic2D weights: /checkpoint/jihou/clip3d_checkpoint/moco_R50_ScanNet_IN_sup.pth pretrained: none backbone: Res50UNet dataset: name: NYUv2 augment: false chunk: false npoints: 80000 colorjitter: false [2021-03-10 12:02:11,954][root][INFO] - Loss weights from content: tensor([0.0000, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990, 0.9990]) [2021-03-10 12:02:14,224][root][INFO] - Ignoring class 0 in IoU evaluation [2021-03-10 12:02:15,716][root][INFO] - ===> Number of trainable parameters: Semantic2D: 175319118 [2021-03-10 12:02:15,716][root][INFO] - ===> Loading weights: /checkpoint/jihou/clip3d_checkpoint/moco_R50_ScanNet_IN_sup.pth [2021-03-10 12:02:38,681][root][INFO] - Loading weights:module.queue, module.queue_ptr, backbone.encoder.conv1.weight, backbone.encoder.bn1.weight, backbone.encoder.bn1.bias, backbone.encoder.bn1.running_mean, backbone.encoder.bn1.running_var, backbone.encoder.bn1.num_batches_tracked, backbone.encoder.layer1.0.conv1.weight, backbone.encoder.layer1.0.bn1.weight, backbone.encoder.layer1.0.bn1.bias, backbone.encoder.layer1.0.bn1.running_mean, backbone.encoder.layer1.0.bn1.running_var, backbone.encoder.layer1.0.bn1.num_batches_tracked, backbone.encoder.layer1.0.conv2.weight, backbone.encoder.layer1.0.bn2.weight, backbone.encoder.layer1.0.bn2.bias, backbone.encoder.layer1.0.bn2.running_mean, backbone.encoder.layer1.0.bn2.running_var, 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backbone.encoder.layer3.5.bn1.running_mean, backbone.encoder.layer3.5.bn1.running_var, backbone.encoder.layer3.5.bn1.num_batches_tracked, backbone.encoder.layer3.5.conv2.weight, backbone.encoder.layer3.5.bn2.weight, backbone.encoder.layer3.5.bn2.bias, backbone.encoder.layer3.5.bn2.running_mean, backbone.encoder.layer3.5.bn2.running_var, backbone.encoder.layer3.5.bn2.num_batches_tracked, backbone.encoder.layer3.5.conv3.weight, backbone.encoder.layer3.5.bn3.weight, backbone.encoder.layer3.5.bn3.bias, backbone.encoder.layer3.5.bn3.running_mean, backbone.encoder.layer3.5.bn3.running_var, backbone.encoder.layer3.5.bn3.num_batches_tracked, backbone.encoder.layer4.0.conv1.weight, backbone.encoder.layer4.0.bn1.weight, backbone.encoder.layer4.0.bn1.bias, backbone.encoder.layer4.0.bn1.running_mean, backbone.encoder.layer4.0.bn1.running_var, backbone.encoder.layer4.0.bn1.num_batches_tracked, backbone.encoder.layer4.0.conv2.weight, backbone.encoder.layer4.0.bn2.weight, backbone.encoder.layer4.0.bn2.bias, backbone.encoder.layer4.0.bn2.running_mean, backbone.encoder.layer4.0.bn2.running_var, backbone.encoder.layer4.0.bn2.num_batches_tracked, backbone.encoder.layer4.0.conv3.weight, backbone.encoder.layer4.0.bn3.weight, backbone.encoder.layer4.0.bn3.bias, backbone.encoder.layer4.0.bn3.running_mean, backbone.encoder.layer4.0.bn3.running_var, backbone.encoder.layer4.0.bn3.num_batches_tracked, backbone.encoder.layer4.0.downsample.0.weight, backbone.encoder.layer4.0.downsample.1.weight, backbone.encoder.layer4.0.downsample.1.bias, backbone.encoder.layer4.0.downsample.1.running_mean, backbone.encoder.layer4.0.downsample.1.running_var, backbone.encoder.layer4.0.downsample.1.num_batches_tracked, backbone.encoder.layer4.1.conv1.weight, backbone.encoder.layer4.1.bn1.weight, backbone.encoder.layer4.1.bn1.bias, backbone.encoder.layer4.1.bn1.running_mean, backbone.encoder.layer4.1.bn1.running_var, backbone.encoder.layer4.1.bn1.num_batches_tracked, backbone.encoder.layer4.1.conv2.weight, backbone.encoder.layer4.1.bn2.weight, backbone.encoder.layer4.1.bn2.bias, backbone.encoder.layer4.1.bn2.running_mean, backbone.encoder.layer4.1.bn2.running_var, backbone.encoder.layer4.1.bn2.num_batches_tracked, backbone.encoder.layer4.1.conv3.weight, backbone.encoder.layer4.1.bn3.weight, backbone.encoder.layer4.1.bn3.bias, backbone.encoder.layer4.1.bn3.running_mean, backbone.encoder.layer4.1.bn3.running_var, backbone.encoder.layer4.1.bn3.num_batches_tracked, backbone.encoder.layer4.2.conv1.weight, backbone.encoder.layer4.2.bn1.weight, backbone.encoder.layer4.2.bn1.bias, backbone.encoder.layer4.2.bn1.running_mean, backbone.encoder.layer4.2.bn1.running_var, backbone.encoder.layer4.2.bn1.num_batches_tracked, backbone.encoder.layer4.2.conv2.weight, backbone.encoder.layer4.2.bn2.weight, backbone.encoder.layer4.2.bn2.bias, backbone.encoder.layer4.2.bn2.running_mean, backbone.encoder.layer4.2.bn2.running_var, backbone.encoder.layer4.2.bn2.num_batches_tracked, backbone.encoder.layer4.2.conv3.weight, backbone.encoder.layer4.2.bn3.weight, backbone.encoder.layer4.2.bn3.bias, backbone.encoder.layer4.2.bn3.running_mean, backbone.encoder.layer4.2.bn3.running_var, backbone.encoder.layer4.2.bn3.num_batches_tracked [2021-03-10 12:02:38,859][root][INFO] - Training in device: cuda [2021-03-10 12:02:41,701][root][INFO] - Lr: 9.999e-03 | Epoch: [0][0/100] | Time 2.617 | Data 1.576 | Loss 2.9931 | IoU 0.011 [2021-03-10 12:02:46,075][root][INFO] - Lr: 9.988e-03 | Epoch: [0][10/100] | Time 0.652 | Data 0.189 | Loss 2.1011 | IoU 0.088 [2021-03-10 12:02:50,454][root][INFO] - Lr: 9.976e-03 | Epoch: [0][20/100] | Time 0.550 | Data 0.115 | Loss 1.8627 | IoU 0.103 [2021-03-10 12:02:54,852][root][INFO] - Lr: 9.965e-03 | Epoch: [0][30/100] | Time 0.515 | Data 0.088 | Loss 1.7539 | IoU 0.123 [2021-03-10 12:02:59,253][root][INFO] - Lr: 9.954e-03 | Epoch: [0][40/100] | Time 0.496 | Data 0.075 | Loss 1.6633 | IoU 0.140 [2021-03-10 12:03:03,659][root][INFO] - Lr: 9.943e-03 | Epoch: [0][50/100] | Time 0.485 | Data 0.067 | Loss 1.6209 | IoU 0.152 [2021-03-10 12:03:08,077][root][INFO] - Lr: 9.931e-03 | Epoch: [0][60/100] | Time 0.478 | Data 0.061 | Loss 1.5762 | IoU 0.159 [2021-03-10 12:03:12,494][root][INFO] - Lr: 9.920e-03 | Epoch: [0][70/100] | Time 0.473 | Data 0.057 | Loss 1.5304 | IoU 0.169 [2021-03-10 12:03:16,922][root][INFO] - Lr: 9.909e-03 | Epoch: [0][80/100] | Time 0.469 | Data 0.054 | Loss 1.4941 | IoU 0.180 [2021-03-10 12:03:21,352][root][INFO] - Lr: 9.898e-03 | Epoch: [0][90/100] | Time 0.466 | Data 0.052 | Loss 1.4605 | IoU 0.189 [2021-03-10 12:03:25,746][root][INFO] - 0/82 [2021-03-10 12:03:25,950][root][INFO] - 1/82 [2021-03-10 12:03:26,133][root][INFO] - 2/82 [2021-03-10 12:03:26,319][root][INFO] - 3/82 [2021-03-10 12:03:26,662][root][INFO] - 4/82 [2021-03-10 12:03:27,109][root][INFO] - 5/82 [2021-03-10 12:03:27,286][root][INFO] - 6/82 [2021-03-10 12:03:27,489][root][INFO] - 7/82 [2021-03-10 12:03:27,690][root][INFO] - 8/82 [2021-03-10 12:03:27,871][root][INFO] - 9/82 [2021-03-10 12:03:28,050][root][INFO] - 10/82 [2021-03-10 12:03:28,229][root][INFO] - 11/82 [2021-03-10 12:03:28,411][root][INFO] - 12/82 [2021-03-10 12:03:28,605][root][INFO] - 13/82 [2021-03-10 12:03:28,786][root][INFO] - 14/82 [2021-03-10 12:03:28,967][root][INFO] - 15/82 [2021-03-10 12:03:29,149][root][INFO] - 16/82 [2021-03-10 12:03:29,345][root][INFO] - 17/82 [2021-03-10 12:03:29,524][root][INFO] - 18/82 [2021-03-10 12:03:29,720][root][INFO] - 19/82 [2021-03-10 12:03:29,900][root][INFO] - 20/82 [2021-03-10 12:03:30,083][root][INFO] - 21/82 [2021-03-10 12:03:30,263][root][INFO] - 22/82 [2021-03-10 12:03:30,447][root][INFO] - 23/82 [2021-03-10 12:03:30,641][root][INFO] - 24/82 [2021-03-10 12:03:30,832][root][INFO] - 25/82 [2021-03-10 12:03:31,011][root][INFO] - 26/82 [2021-03-10 12:03:31,191][root][INFO] - 27/82 [2021-03-10 12:03:31,376][root][INFO] - 28/82 [2021-03-10 12:03:31,569][root][INFO] - 29/82 [2021-03-10 12:03:31,747][root][INFO] - 30/82 [2021-03-10 12:03:31,927][root][INFO] - 31/82 [2021-03-10 12:03:32,111][root][INFO] - 32/82 [2021-03-10 12:03:32,292][root][INFO] - 33/82 [2021-03-10 12:03:32,486][root][INFO] - 34/82 [2021-03-10 12:03:32,666][root][INFO] - 35/82 [2021-03-10 12:03:32,860][root][INFO] - 36/82 [2021-03-10 12:03:33,039][root][INFO] - 37/82 [2021-03-10 12:03:33,235][root][INFO] - 38/82 [2021-03-10 12:03:33,422][root][INFO] - 39/82 [2021-03-10 12:03:33,601][root][INFO] - 40/82 [2021-03-10 12:03:33,787][root][INFO] - 41/82 [2021-03-10 12:03:33,978][root][INFO] - 42/82 [2021-03-10 12:03:34,156][root][INFO] - 43/82 [2021-03-10 12:03:34,352][root][INFO] - 44/82 [2021-03-10 12:03:34,534][root][INFO] - 45/82 [2021-03-10 12:03:34,715][root][INFO] - 46/82 [2021-03-10 12:03:34,913][root][INFO] - 47/82 [2021-03-10 12:03:35,092][root][INFO] - 48/82 [2021-03-10 12:03:35,283][root][INFO] - 49/82 [2021-03-10 12:03:35,468][root][INFO] - 50/82 [2021-03-10 12:03:35,648][root][INFO] - 51/82 [2021-03-10 12:03:35,830][root][INFO] - 52/82 [2021-03-10 12:03:36,012][root][INFO] - 53/82 [2021-03-10 12:03:36,195][root][INFO] - 54/82 [2021-03-10 12:03:36,382][root][INFO] - 55/82 [2021-03-10 12:03:36,561][root][INFO] - 56/82 [2021-03-10 12:03:36,765][root][INFO] - 57/82 [2021-03-10 12:03:36,961][root][INFO] - 58/82 [2021-03-10 12:03:37,156][root][INFO] - 59/82 [2021-03-10 12:03:37,349][root][INFO] - 60/82 [2021-03-10 12:03:37,545][root][INFO] - 61/82 [2021-03-10 12:03:37,741][root][INFO] - 62/82 [2021-03-10 12:03:37,922][root][INFO] - 63/82 [2021-03-10 12:03:38,108][root][INFO] - 64/82 [2021-03-10 12:03:38,288][root][INFO] - 65/82 [2021-03-10 12:03:38,482][root][INFO] - 66/82 [2021-03-10 12:03:38,661][root][INFO] - 67/82 [2021-03-10 12:03:38,841][root][INFO] - 68/82 [2021-03-10 12:03:39,044][root][INFO] - 69/82 [2021-03-10 12:03:39,241][root][INFO] - 70/82 [2021-03-10 12:03:39,421][root][INFO] - 71/82 [2021-03-10 12:03:39,602][root][INFO] - 72/82 [2021-03-10 12:03:39,783][root][INFO] - 73/82 [2021-03-10 12:03:39,969][root][INFO] - 74/82 [2021-03-10 12:03:40,152][root][INFO] - 75/82 [2021-03-10 12:03:40,331][root][INFO] - 76/82 [2021-03-10 12:03:40,510][root][INFO] - 77/82 [2021-03-10 12:03:40,690][root][INFO] - 78/82 [2021-03-10 12:03:40,871][root][INFO] - 79/82 [2021-03-10 12:03:41,052][root][INFO] - 80/82 [2021-03-10 12:03:41,232][root][INFO] - 81/82 [2021-03-10 12:03:41,436][root][INFO] - Validation set: Time avg per batch 0.196 Loss avg 1.3181 IoU avg 0.263 [2021-03-10 12:03:41,440][root][INFO] - ---> save checkpoint [2021-03-10 12:03:46,183][root][INFO] - Lr: 9.886e-03 | Epoch: [1][0/100] | Time 0.964 | Data 0.534 | Loss 1.4411 | IoU 0.194 [2021-03-10 12:03:50,621][root][INFO] - Lr: 9.875e-03 | Epoch: [1][10/100] | Time 0.491 | Data 0.079 | Loss 1.4039 | IoU 0.208 [2021-03-10 12:03:55,043][root][INFO] - Lr: 9.864e-03 | Epoch: [1][20/100] | Time 0.468 | Data 0.057 | Loss 1.3701 | IoU 0.218 [2021-03-10 12:03:59,474][root][INFO] - Lr: 9.853e-03 | Epoch: [1][30/100] | Time 0.460 | Data 0.049 | Loss 1.3430 | IoU 0.227 [2021-03-10 12:04:03,913][root][INFO] - Lr: 9.841e-03 | Epoch: [1][40/100] | Time 0.456 | Data 0.045 | Loss 1.3172 | IoU 0.236 [2021-03-10 12:04:08,350][root][INFO] - Lr: 9.830e-03 | Epoch: [1][50/100] | Time 0.454 | Data 0.043 | Loss 1.2949 | IoU 0.246 [2021-03-10 12:04:12,776][root][INFO] - Lr: 9.819e-03 | Epoch: [1][60/100] | Time 0.452 | Data 0.042 | Loss 1.2749 | IoU 0.252 [2021-03-10 12:04:17,200][root][INFO] - Lr: 9.807e-03 | Epoch: [1][70/100] | Time 0.450 | Data 0.040 | Loss 1.2611 | IoU 0.257 [2021-03-10 12:04:21,625][root][INFO] - Lr: 9.796e-03 | Epoch: [1][80/100] | Time 0.449 | Data 0.040 | Loss 1.2497 | IoU 0.261 [2021-03-10 12:04:26,049][root][INFO] - Lr: 9.785e-03 | Epoch: [1][90/100] | Time 0.449 | Data 0.039 | Loss 1.2389 | IoU 0.264 [2021-03-10 12:04:30,798][root][INFO] - Lr: 9.774e-03 | Epoch: [2][0/100] | Time 0.778 | Data 0.335 | Loss 1.2297 | IoU 0.268 [2021-03-10 12:04:35,238][root][INFO] - Lr: 9.762e-03 | Epoch: [2][10/100] | Time 0.474 | Data 0.061 | Loss 1.2103 | IoU 0.275 [2021-03-10 12:04:39,680][root][INFO] - Lr: 9.751e-03 | Epoch: [2][20/100] | Time 0.460 | Data 0.048 | Loss 1.1895 | IoU 0.282 [2021-03-10 12:04:44,109][root][INFO] - Lr: 9.740e-03 | Epoch: [2][30/100] | Time 0.454 | Data 0.043 | Loss 1.1724 | IoU 0.288 [2021-03-10 12:04:48,549][root][INFO] - Lr: 9.728e-03 | Epoch: [2][40/100] | Time 0.452 | Data 0.041 | Loss 1.1567 | IoU 0.294 [2021-03-10 12:04:52,987][root][INFO] - Lr: 9.717e-03 | Epoch: [2][50/100] | Time 0.450 | Data 0.039 | Loss 1.1405 | IoU 0.300 [2021-03-10 12:04:57,419][root][INFO] - Lr: 9.706e-03 | Epoch: [2][60/100] | Time 0.449 | Data 0.038 | Loss 1.1254 | IoU 0.306 [2021-03-10 12:05:01,871][root][INFO] - Lr: 9.695e-03 | Epoch: [2][70/100] | Time 0.449 | Data 0.038 | Loss 1.1124 | IoU 0.311 [2021-03-10 12:05:06,303][root][INFO] - Lr: 9.683e-03 | Epoch: [2][80/100] | Time 0.448 | Data 0.037 | Loss 1.1009 | IoU 0.315 [2021-03-10 12:05:10,728][root][INFO] - Lr: 9.672e-03 | Epoch: [2][90/100] | Time 0.447 | Data 0.037 | Loss 1.0910 | IoU 0.318 [2021-03-10 12:05:15,507][root][INFO] - Lr: 9.661e-03 | Epoch: [3][0/100] | Time 0.778 | Data 0.331 | Loss 1.0818 | IoU 0.322 [2021-03-10 12:05:19,942][root][INFO] - Lr: 9.649e-03 | Epoch: [3][10/100] | Time 0.474 | Data 0.060 | Loss 1.0680 | IoU 0.327 [2021-03-10 12:05:24,379][root][INFO] - Lr: 9.638e-03 | Epoch: [3][20/100] | Time 0.460 | Data 0.048 | Loss 1.0551 | IoU 0.332 [2021-03-10 12:05:28,813][root][INFO] - Lr: 9.627e-03 | Epoch: [3][30/100] | Time 0.454 | Data 0.043 | Loss 1.0416 | IoU 0.337 [2021-03-10 12:05:33,253][root][INFO] - Lr: 9.616e-03 | Epoch: [3][40/100] | Time 0.452 | Data 0.041 | Loss 1.0278 | IoU 0.341 [2021-03-10 12:05:37,703][root][INFO] - Lr: 9.604e-03 | Epoch: [3][50/100] | Time 0.450 | Data 0.039 | Loss 1.0157 | IoU 0.347 [2021-03-10 12:05:42,139][root][INFO] - Lr: 9.593e-03 | Epoch: [3][60/100] | Time 0.449 | Data 0.038 | Loss 1.0050 | IoU 0.350 [2021-03-10 12:05:46,574][root][INFO] - Lr: 9.582e-03 | Epoch: [3][70/100] | Time 0.449 | Data 0.038 | Loss 0.9952 | IoU 0.354 [2021-03-10 12:05:51,011][root][INFO] - Lr: 9.570e-03 | Epoch: [3][80/100] | Time 0.448 | Data 0.037 | Loss 0.9856 | IoU 0.358 [2021-03-10 12:05:55,452][root][INFO] - Lr: 9.559e-03 | Epoch: [3][90/100] | Time 0.448 | Data 0.037 | Loss 0.9759 | IoU 0.362 [2021-03-10 12:06:00,215][root][INFO] - Lr: 9.548e-03 | Epoch: [4][0/100] | Time 0.764 | Data 0.336 | Loss 0.9669 | IoU 0.365 [2021-03-10 12:06:04,656][root][INFO] - Lr: 9.536e-03 | Epoch: [4][10/100] | Time 0.473 | Data 0.061 | Loss 0.9555 | IoU 0.370 [2021-03-10 12:06:09,091][root][INFO] - Lr: 9.525e-03 | Epoch: [4][20/100] | Time 0.459 | Data 0.048 | Loss 0.9452 | IoU 0.374 [2021-03-10 12:06:13,538][root][INFO] - Lr: 9.514e-03 | Epoch: [4][30/100] | Time 0.454 | Data 0.043 | Loss 0.9349 | IoU 0.379 [2021-03-10 12:06:17,983][root][INFO] - Lr: 9.503e-03 | Epoch: [4][40/100] | Time 0.452 | Data 0.041 | Loss 0.9258 | IoU 0.382 [2021-03-10 12:06:22,424][root][INFO] - Lr: 9.491e-03 | Epoch: [4][50/100] | Time 0.450 | Data 0.039 | Loss 0.9168 | IoU 0.385 [2021-03-10 12:06:26,878][root][INFO] - Lr: 9.480e-03 | Epoch: [4][60/100] | Time 0.450 | Data 0.038 | Loss 0.9079 | IoU 0.388 [2021-03-10 12:06:31,325][root][INFO] - Lr: 9.469e-03 | Epoch: [4][70/100] | Time 0.449 | Data 0.038 | Loss 0.8990 | IoU 0.392 [2021-03-10 12:06:35,778][root][INFO] - Lr: 9.457e-03 | Epoch: [4][80/100] | Time 0.448 | Data 0.037 | Loss 0.8906 | IoU 0.396 [2021-03-10 12:06:40,212][root][INFO] - Lr: 9.446e-03 | Epoch: [4][90/100] | Time 0.448 | Data 0.037 | Loss 0.8827 | IoU 0.399 [2021-03-10 12:06:45,006][root][INFO] - Lr: 9.435e-03 | Epoch: [5][0/100] | Time 0.773 | Data 0.325 | Loss 0.8758 | IoU 0.402 [2021-03-10 12:06:49,449][root][INFO] - Lr: 9.423e-03 | Epoch: [5][10/100] | Time 0.474 | Data 0.060 | Loss 0.8678 | IoU 0.406 [2021-03-10 12:06:53,884][root][INFO] - Lr: 9.412e-03 | Epoch: [5][20/100] | Time 0.460 | Data 0.047 | Loss 0.8594 | IoU 0.410 [2021-03-10 12:06:58,317][root][INFO] - Lr: 9.401e-03 | Epoch: [5][30/100] | Time 0.454 | Data 0.043 | Loss 0.8512 | IoU 0.413 [2021-03-10 12:07:02,757][root][INFO] - Lr: 9.389e-03 | Epoch: [5][40/100] | Time 0.452 | Data 0.040 | Loss 0.8435 | IoU 0.416 [2021-03-10 12:07:07,204][root][INFO] - Lr: 9.378e-03 | Epoch: [5][50/100] | Time 0.450 | Data 0.039 | Loss 0.8353 | IoU 0.419 [2021-03-10 12:07:11,653][root][INFO] - Lr: 9.367e-03 | Epoch: [5][60/100] | Time 0.450 | Data 0.038 | Loss 0.8282 | IoU 0.422 [2021-03-10 12:07:16,110][root][INFO] - Lr: 9.355e-03 | Epoch: [5][70/100] | Time 0.449 | Data 0.037 | Loss 0.8203 | IoU 0.425 [2021-03-10 12:07:20,554][root][INFO] - Lr: 9.344e-03 | Epoch: [5][80/100] | Time 0.448 | Data 0.037 | Loss 0.8130 | IoU 0.429 [2021-03-10 12:07:24,988][root][INFO] - Lr: 9.333e-03 | Epoch: [5][90/100] | Time 0.448 | Data 0.037 | Loss 0.8064 | IoU 0.431 [2021-03-10 12:07:29,258][root][INFO] - 0/82 [2021-03-10 12:07:29,484][root][INFO] - 1/82 [2021-03-10 12:07:29,674][root][INFO] - 2/82 [2021-03-10 12:07:29,856][root][INFO] - 3/82 [2021-03-10 12:07:30,035][root][INFO] - 4/82 [2021-03-10 12:07:30,234][root][INFO] - 5/82 [2021-03-10 12:07:30,414][root][INFO] - 6/82 [2021-03-10 12:07:30,596][root][INFO] - 7/82 [2021-03-10 12:07:30,792][root][INFO] - 8/82 [2021-03-10 12:07:30,971][root][INFO] - 9/82 [2021-03-10 12:07:31,152][root][INFO] - 10/82 [2021-03-10 12:07:31,336][root][INFO] - 11/82 [2021-03-10 12:07:31,519][root][INFO] - 12/82 [2021-03-10 12:07:31,713][root][INFO] - 13/82 [2021-03-10 12:07:31,900][root][INFO] - 14/82 [2021-03-10 12:07:32,082][root][INFO] - 15/82 [2021-03-10 12:07:32,262][root][INFO] - 16/82 [2021-03-10 12:07:32,443][root][INFO] - 17/82 [2021-03-10 12:07:32,623][root][INFO] - 18/82 [2021-03-10 12:07:32,804][root][INFO] - 19/82 [2021-03-10 12:07:32,984][root][INFO] - 20/82 [2021-03-10 12:07:33,165][root][INFO] - 21/82 [2021-03-10 12:07:33,347][root][INFO] - 22/82 [2021-03-10 12:07:33,528][root][INFO] - 23/82 [2021-03-10 12:07:33,710][root][INFO] - 24/82 [2021-03-10 12:07:33,891][root][INFO] - 25/82 [2021-03-10 12:07:34,072][root][INFO] - 26/82 [2021-03-10 12:07:34,255][root][INFO] - 27/82 [2021-03-10 12:07:34,435][root][INFO] - 28/82 [2021-03-10 12:07:34,617][root][INFO] - 29/82 [2021-03-10 12:07:34,798][root][INFO] - 30/82 [2021-03-10 12:07:34,979][root][INFO] - 31/82 [2021-03-10 12:07:35,159][root][INFO] - 32/82 [2021-03-10 12:07:35,339][root][INFO] - 33/82 [2021-03-10 12:07:35,520][root][INFO] - 34/82 [2021-03-10 12:07:35,702][root][INFO] - 35/82 [2021-03-10 12:07:35,885][root][INFO] - 36/82 [2021-03-10 12:07:36,067][root][INFO] - 37/82 [2021-03-10 12:07:36,248][root][INFO] - 38/82 [2021-03-10 12:07:36,430][root][INFO] - 39/82 [2021-03-10 12:07:36,611][root][INFO] - 40/82 [2021-03-10 12:07:36,806][root][INFO] - 41/82 [2021-03-10 12:07:36,987][root][INFO] - 42/82 [2021-03-10 12:07:37,168][root][INFO] - 43/82 [2021-03-10 12:07:37,350][root][INFO] - 44/82 [2021-03-10 12:07:37,544][root][INFO] - 45/82 [2021-03-10 12:07:37,725][root][INFO] - 46/82 [2021-03-10 12:07:37,907][root][INFO] - 47/82 [2021-03-10 12:07:38,092][root][INFO] - 48/82 [2021-03-10 12:07:38,277][root][INFO] - 49/82 [2021-03-10 12:07:38,459][root][INFO] - 50/82 [2021-03-10 12:07:38,640][root][INFO] - 51/82 [2021-03-10 12:07:38,837][root][INFO] - 52/82 [2021-03-10 12:07:39,034][root][INFO] - 53/82 [2021-03-10 12:07:39,216][root][INFO] - 54/82 [2021-03-10 12:07:39,397][root][INFO] - 55/82 [2021-03-10 12:07:39,580][root][INFO] - 56/82 [2021-03-10 12:07:39,761][root][INFO] - 57/82 [2021-03-10 12:07:39,941][root][INFO] - 58/82 [2021-03-10 12:07:40,121][root][INFO] - 59/82 [2021-03-10 12:07:40,302][root][INFO] - 60/82 [2021-03-10 12:07:40,482][root][INFO] - 61/82 [2021-03-10 12:07:40,661][root][INFO] - 62/82 [2021-03-10 12:07:40,841][root][INFO] - 63/82 [2021-03-10 12:07:41,020][root][INFO] - 64/82 [2021-03-10 12:07:41,214][root][INFO] - 65/82 [2021-03-10 12:07:41,397][root][INFO] - 66/82 [2021-03-10 12:07:41,578][root][INFO] - 67/82 [2021-03-10 12:07:41,759][root][INFO] - 68/82 [2021-03-10 12:07:41,941][root][INFO] - 69/82 [2021-03-10 12:07:42,123][root][INFO] - 70/82 [2021-03-10 12:07:42,311][root][INFO] - 71/82 [2021-03-10 12:07:42,491][root][INFO] - 72/82 [2021-03-10 12:07:42,672][root][INFO] - 73/82 [2021-03-10 12:07:42,852][root][INFO] - 74/82 [2021-03-10 12:07:43,032][root][INFO] - 75/82 [2021-03-10 12:07:43,211][root][INFO] - 76/82 [2021-03-10 12:07:43,391][root][INFO] - 77/82 [2021-03-10 12:07:43,572][root][INFO] - 78/82 [2021-03-10 12:07:43,752][root][INFO] - 79/82 [2021-03-10 12:07:43,934][root][INFO] - 80/82 [2021-03-10 12:07:44,115][root][INFO] - 81/82 [2021-03-10 12:07:44,316][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.5379 IoU avg 0.302 [2021-03-10 12:07:44,320][root][INFO] - ---> save checkpoint [2021-03-10 12:07:48,609][root][INFO] - Lr: 9.321e-03 | Epoch: [6][0/100] | Time 0.816 | Data 0.362 | Loss 0.8000 | IoU 0.434 [2021-03-10 12:07:53,033][root][INFO] - Lr: 9.310e-03 | Epoch: [6][10/100] | Time 0.476 | Data 0.063 | Loss 0.7931 | IoU 0.437 [2021-03-10 12:07:57,498][root][INFO] - Lr: 9.299e-03 | Epoch: [6][20/100] | Time 0.462 | Data 0.049 | Loss 0.7855 | IoU 0.440 [2021-03-10 12:08:01,935][root][INFO] - Lr: 9.287e-03 | Epoch: [6][30/100] | Time 0.456 | Data 0.044 | Loss 0.7785 | IoU 0.443 [2021-03-10 12:08:06,367][root][INFO] - Lr: 9.276e-03 | Epoch: [6][40/100] | Time 0.453 | Data 0.041 | Loss 0.7718 | IoU 0.446 [2021-03-10 12:08:10,807][root][INFO] - Lr: 9.265e-03 | Epoch: [6][50/100] | Time 0.451 | Data 0.040 | Loss 0.7656 | IoU 0.449 [2021-03-10 12:08:15,254][root][INFO] - Lr: 9.253e-03 | Epoch: [6][60/100] | Time 0.450 | Data 0.039 | Loss 0.7595 | IoU 0.452 [2021-03-10 12:08:19,707][root][INFO] - Lr: 9.242e-03 | Epoch: [6][70/100] | Time 0.449 | Data 0.038 | Loss 0.7536 | IoU 0.454 [2021-03-10 12:08:24,153][root][INFO] - Lr: 9.231e-03 | Epoch: [6][80/100] | Time 0.449 | Data 0.037 | Loss 0.7476 | IoU 0.457 [2021-03-10 12:08:28,610][root][INFO] - Lr: 9.219e-03 | Epoch: [6][90/100] | Time 0.449 | Data 0.037 | Loss 0.7418 | IoU 0.460 [2021-03-10 12:08:33,418][root][INFO] - Lr: 9.208e-03 | Epoch: [7][0/100] | Time 0.813 | Data 0.368 | Loss 0.7359 | IoU 0.462 [2021-03-10 12:08:37,899][root][INFO] - Lr: 9.197e-03 | Epoch: [7][10/100] | Time 0.481 | Data 0.064 | Loss 0.7301 | IoU 0.465 [2021-03-10 12:08:42,337][root][INFO] - Lr: 9.185e-03 | Epoch: [7][20/100] | Time 0.463 | Data 0.049 | Loss 0.7242 | IoU 0.468 [2021-03-10 12:08:46,781][root][INFO] - Lr: 9.174e-03 | Epoch: [7][30/100] | Time 0.457 | Data 0.044 | Loss 0.7186 | IoU 0.471 [2021-03-10 12:08:51,228][root][INFO] - Lr: 9.162e-03 | Epoch: [7][40/100] | Time 0.454 | Data 0.042 | Loss 0.7129 | IoU 0.474 [2021-03-10 12:08:55,679][root][INFO] - Lr: 9.151e-03 | Epoch: [7][50/100] | Time 0.452 | Data 0.040 | Loss 0.7072 | IoU 0.476 [2021-03-10 12:09:00,130][root][INFO] - Lr: 9.140e-03 | Epoch: [7][60/100] | Time 0.451 | Data 0.039 | Loss 0.7019 | IoU 0.478 [2021-03-10 12:09:04,583][root][INFO] - Lr: 9.128e-03 | Epoch: [7][70/100] | Time 0.450 | Data 0.038 | Loss 0.6966 | IoU 0.481 [2021-03-10 12:09:09,031][root][INFO] - Lr: 9.117e-03 | Epoch: [7][80/100] | Time 0.450 | Data 0.038 | Loss 0.6915 | IoU 0.484 [2021-03-10 12:09:13,480][root][INFO] - Lr: 9.106e-03 | Epoch: [7][90/100] | Time 0.449 | Data 0.037 | Loss 0.6865 | IoU 0.486 [2021-03-10 12:09:18,243][root][INFO] - Lr: 9.094e-03 | Epoch: [8][0/100] | Time 0.740 | Data 0.308 | Loss 0.6817 | IoU 0.488 [2021-03-10 12:09:22,690][root][INFO] - Lr: 9.083e-03 | Epoch: [8][10/100] | Time 0.472 | Data 0.058 | Loss 0.6765 | IoU 0.491 [2021-03-10 12:09:27,137][root][INFO] - Lr: 9.072e-03 | Epoch: [8][20/100] | Time 0.459 | Data 0.047 | Loss 0.6716 | IoU 0.493 [2021-03-10 12:09:31,581][root][INFO] - Lr: 9.060e-03 | Epoch: [8][30/100] | Time 0.454 | Data 0.042 | Loss 0.6669 | IoU 0.495 [2021-03-10 12:09:36,028][root][INFO] - Lr: 9.049e-03 | Epoch: [8][40/100] | Time 0.452 | Data 0.040 | Loss 0.6620 | IoU 0.497 [2021-03-10 12:09:40,477][root][INFO] - Lr: 9.037e-03 | Epoch: [8][50/100] | Time 0.450 | Data 0.039 | Loss 0.6573 | IoU 0.499 [2021-03-10 12:09:44,926][root][INFO] - Lr: 9.026e-03 | Epoch: [8][60/100] | Time 0.450 | Data 0.038 | Loss 0.6526 | IoU 0.501 [2021-03-10 12:09:49,372][root][INFO] - Lr: 9.015e-03 | Epoch: [8][70/100] | Time 0.449 | Data 0.037 | Loss 0.6481 | IoU 0.504 [2021-03-10 12:09:53,814][root][INFO] - Lr: 9.003e-03 | Epoch: [8][80/100] | Time 0.448 | Data 0.037 | Loss 0.6436 | IoU 0.506 [2021-03-10 12:09:58,263][root][INFO] - Lr: 8.992e-03 | Epoch: [8][90/100] | Time 0.448 | Data 0.036 | Loss 0.6396 | IoU 0.508 [2021-03-10 12:10:03,040][root][INFO] - Lr: 8.981e-03 | Epoch: [9][0/100] | Time 0.768 | Data 0.320 | Loss 0.6355 | IoU 0.510 [2021-03-10 12:10:07,480][root][INFO] - Lr: 8.969e-03 | Epoch: [9][10/100] | Time 0.474 | Data 0.059 | Loss 0.6310 | IoU 0.511 [2021-03-10 12:10:11,937][root][INFO] - Lr: 8.958e-03 | Epoch: [9][20/100] | Time 0.460 | Data 0.047 | Loss 0.6267 | IoU 0.513 [2021-03-10 12:10:16,382][root][INFO] - Lr: 8.946e-03 | Epoch: [9][30/100] | Time 0.455 | Data 0.043 | Loss 0.6226 | IoU 0.516 [2021-03-10 12:10:20,828][root][INFO] - Lr: 8.935e-03 | Epoch: [9][40/100] | Time 0.453 | Data 0.040 | Loss 0.6183 | IoU 0.518 [2021-03-10 12:10:25,281][root][INFO] - Lr: 8.924e-03 | Epoch: [9][50/100] | Time 0.451 | Data 0.039 | Loss 0.6142 | IoU 0.520 [2021-03-10 12:10:29,731][root][INFO] - Lr: 8.912e-03 | Epoch: [9][60/100] | Time 0.450 | Data 0.038 | Loss 0.6103 | IoU 0.522 [2021-03-10 12:10:34,175][root][INFO] - Lr: 8.901e-03 | Epoch: [9][70/100] | Time 0.449 | Data 0.037 | Loss 0.6063 | IoU 0.524 [2021-03-10 12:10:38,625][root][INFO] - Lr: 8.889e-03 | Epoch: [9][80/100] | Time 0.449 | Data 0.037 | Loss 0.6023 | IoU 0.526 [2021-03-10 12:10:43,073][root][INFO] - Lr: 8.878e-03 | Epoch: [9][90/100] | Time 0.448 | Data 0.037 | Loss 0.5988 | IoU 0.528 [2021-03-10 12:10:47,878][root][INFO] - Lr: 8.867e-03 | Epoch: [10][0/100] | Time 0.789 | Data 0.363 | Loss 0.5952 | IoU 0.529 [2021-03-10 12:10:52,322][root][INFO] - Lr: 8.855e-03 | Epoch: [10][10/100] | Time 0.476 | Data 0.063 | Loss 0.5914 | IoU 0.531 [2021-03-10 12:10:56,772][root][INFO] - Lr: 8.844e-03 | Epoch: [10][20/100] | Time 0.461 | Data 0.049 | Loss 0.5876 | IoU 0.533 [2021-03-10 12:11:01,218][root][INFO] - Lr: 8.832e-03 | Epoch: [10][30/100] | Time 0.456 | Data 0.044 | Loss 0.5842 | IoU 0.535 [2021-03-10 12:11:05,662][root][INFO] - Lr: 8.821e-03 | Epoch: [10][40/100] | Time 0.453 | Data 0.042 | Loss 0.5804 | IoU 0.537 [2021-03-10 12:11:10,112][root][INFO] - Lr: 8.810e-03 | Epoch: [10][50/100] | Time 0.451 | Data 0.040 | Loss 0.5768 | IoU 0.539 [2021-03-10 12:11:14,551][root][INFO] - Lr: 8.798e-03 | Epoch: [10][60/100] | Time 0.450 | Data 0.039 | Loss 0.5732 | IoU 0.540 [2021-03-10 12:11:19,026][root][INFO] - Lr: 8.787e-03 | Epoch: [10][70/100] | Time 0.450 | Data 0.038 | Loss 0.5698 | IoU 0.542 [2021-03-10 12:11:23,478][root][INFO] - Lr: 8.775e-03 | Epoch: [10][80/100] | Time 0.449 | Data 0.038 | Loss 0.5666 | IoU 0.544 [2021-03-10 12:11:27,926][root][INFO] - Lr: 8.764e-03 | Epoch: [10][90/100] | Time 0.449 | Data 0.037 | Loss 0.5632 | IoU 0.546 [2021-03-10 12:11:32,233][root][INFO] - 0/82 [2021-03-10 12:11:32,440][root][INFO] - 1/82 [2021-03-10 12:11:32,624][root][INFO] - 2/82 [2021-03-10 12:11:32,806][root][INFO] - 3/82 [2021-03-10 12:11:33,002][root][INFO] - 4/82 [2021-03-10 12:11:33,183][root][INFO] - 5/82 [2021-03-10 12:11:33,364][root][INFO] - 6/82 [2021-03-10 12:11:33,548][root][INFO] - 7/82 [2021-03-10 12:11:33,728][root][INFO] - 8/82 [2021-03-10 12:11:33,907][root][INFO] - 9/82 [2021-03-10 12:11:34,086][root][INFO] - 10/82 [2021-03-10 12:11:34,266][root][INFO] - 11/82 [2021-03-10 12:11:34,455][root][INFO] - 12/82 [2021-03-10 12:11:34,636][root][INFO] - 13/82 [2021-03-10 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[2021-03-10 12:11:38,820][root][INFO] - 36/82 [2021-03-10 12:11:39,001][root][INFO] - 37/82 [2021-03-10 12:11:39,182][root][INFO] - 38/82 [2021-03-10 12:11:39,367][root][INFO] - 39/82 [2021-03-10 12:11:39,550][root][INFO] - 40/82 [2021-03-10 12:11:39,747][root][INFO] - 41/82 [2021-03-10 12:11:39,940][root][INFO] - 42/82 [2021-03-10 12:11:40,133][root][INFO] - 43/82 [2021-03-10 12:11:40,316][root][INFO] - 44/82 [2021-03-10 12:11:40,501][root][INFO] - 45/82 [2021-03-10 12:11:40,682][root][INFO] - 46/82 [2021-03-10 12:11:40,863][root][INFO] - 47/82 [2021-03-10 12:11:41,059][root][INFO] - 48/82 [2021-03-10 12:11:41,243][root][INFO] - 49/82 [2021-03-10 12:11:41,430][root][INFO] - 50/82 [2021-03-10 12:11:41,613][root][INFO] - 51/82 [2021-03-10 12:11:41,794][root][INFO] - 52/82 [2021-03-10 12:11:41,976][root][INFO] - 53/82 [2021-03-10 12:11:42,171][root][INFO] - 54/82 [2021-03-10 12:11:42,368][root][INFO] - 55/82 [2021-03-10 12:11:42,550][root][INFO] - 56/82 [2021-03-10 12:11:42,732][root][INFO] - 57/82 [2021-03-10 12:11:42,913][root][INFO] - 58/82 [2021-03-10 12:11:43,095][root][INFO] - 59/82 [2021-03-10 12:11:43,292][root][INFO] - 60/82 [2021-03-10 12:11:43,475][root][INFO] - 61/82 [2021-03-10 12:11:43,656][root][INFO] - 62/82 [2021-03-10 12:11:43,837][root][INFO] - 63/82 [2021-03-10 12:11:44,019][root][INFO] - 64/82 [2021-03-10 12:11:44,201][root][INFO] - 65/82 [2021-03-10 12:11:44,387][root][INFO] - 66/82 [2021-03-10 12:11:44,573][root][INFO] - 67/82 [2021-03-10 12:11:44,753][root][INFO] - 68/82 [2021-03-10 12:11:44,933][root][INFO] - 69/82 [2021-03-10 12:11:45,114][root][INFO] - 70/82 [2021-03-10 12:11:45,293][root][INFO] - 71/82 [2021-03-10 12:11:45,477][root][INFO] - 72/82 [2021-03-10 12:11:45,659][root][INFO] - 73/82 [2021-03-10 12:11:45,842][root][INFO] - 74/82 [2021-03-10 12:11:46,022][root][INFO] - 75/82 [2021-03-10 12:11:46,202][root][INFO] - 76/82 [2021-03-10 12:11:46,383][root][INFO] - 77/82 [2021-03-10 12:11:46,563][root][INFO] - 78/82 [2021-03-10 12:11:46,742][root][INFO] - 79/82 [2021-03-10 12:11:46,921][root][INFO] - 80/82 [2021-03-10 12:11:47,100][root][INFO] - 81/82 [2021-03-10 12:11:47,301][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.3204 IoU avg 0.356 [2021-03-10 12:11:47,340][root][INFO] - ---> save checkpoint [2021-03-10 12:11:51,725][root][INFO] - Lr: 8.753e-03 | Epoch: [11][0/100] | Time 0.769 | Data 0.324 | Loss 0.5600 | IoU 0.548 [2021-03-10 12:11:56,168][root][INFO] - Lr: 8.741e-03 | Epoch: [11][10/100] | Time 0.474 | Data 0.060 | Loss 0.5566 | IoU 0.549 [2021-03-10 12:12:00,599][root][INFO] - Lr: 8.730e-03 | Epoch: [11][20/100] | Time 0.459 | Data 0.047 | Loss 0.5534 | IoU 0.551 [2021-03-10 12:12:05,054][root][INFO] - Lr: 8.718e-03 | Epoch: [11][30/100] | Time 0.455 | Data 0.043 | Loss 0.5504 | IoU 0.552 [2021-03-10 12:12:09,496][root][INFO] - Lr: 8.707e-03 | Epoch: [11][40/100] | Time 0.452 | Data 0.041 | Loss 0.5472 | IoU 0.554 [2021-03-10 12:12:13,943][root][INFO] - Lr: 8.695e-03 | Epoch: [11][50/100] | Time 0.451 | Data 0.039 | Loss 0.5441 | IoU 0.555 [2021-03-10 12:12:18,390][root][INFO] - Lr: 8.684e-03 | Epoch: [11][60/100] | Time 0.450 | Data 0.038 | Loss 0.5411 | IoU 0.557 [2021-03-10 12:12:22,838][root][INFO] - Lr: 8.673e-03 | Epoch: [11][70/100] | Time 0.449 | Data 0.038 | Loss 0.5382 | IoU 0.558 [2021-03-10 12:12:27,294][root][INFO] - Lr: 8.661e-03 | Epoch: [11][80/100] | Time 0.449 | Data 0.037 | Loss 0.5353 | IoU 0.560 [2021-03-10 12:12:31,740][root][INFO] - Lr: 8.650e-03 | Epoch: [11][90/100] | Time 0.448 | Data 0.037 | Loss 0.5323 | IoU 0.562 [2021-03-10 12:12:36,484][root][INFO] - Lr: 8.638e-03 | Epoch: [12][0/100] | Time 0.741 | Data 0.315 | Loss 0.5295 | IoU 0.563 [2021-03-10 12:12:40,925][root][INFO] - Lr: 8.627e-03 | Epoch: [12][10/100] | Time 0.471 | Data 0.059 | Loss 0.5265 | IoU 0.564 [2021-03-10 12:12:45,369][root][INFO] - Lr: 8.615e-03 | Epoch: [12][20/100] | Time 0.458 | Data 0.047 | Loss 0.5237 | IoU 0.566 [2021-03-10 12:12:49,812][root][INFO] - Lr: 8.604e-03 | Epoch: [12][30/100] | Time 0.454 | Data 0.043 | Loss 0.5207 | IoU 0.567 [2021-03-10 12:12:54,249][root][INFO] - Lr: 8.593e-03 | Epoch: [12][40/100] | Time 0.451 | Data 0.040 | Loss 0.5178 | IoU 0.569 [2021-03-10 12:12:58,683][root][INFO] - Lr: 8.581e-03 | Epoch: [12][50/100] | Time 0.450 | Data 0.039 | Loss 0.5151 | IoU 0.570 [2021-03-10 12:13:03,118][root][INFO] - Lr: 8.570e-03 | Epoch: [12][60/100] | Time 0.449 | Data 0.038 | Loss 0.5123 | IoU 0.572 [2021-03-10 12:13:07,558][root][INFO] - Lr: 8.558e-03 | Epoch: [12][70/100] | Time 0.448 | Data 0.037 | Loss 0.5096 | IoU 0.573 [2021-03-10 12:13:12,011][root][INFO] - Lr: 8.547e-03 | Epoch: [12][80/100] | Time 0.448 | Data 0.037 | Loss 0.5070 | IoU 0.575 [2021-03-10 12:13:16,453][root][INFO] - Lr: 8.535e-03 | Epoch: [12][90/100] | Time 0.447 | Data 0.037 | Loss 0.5044 | IoU 0.576 [2021-03-10 12:13:21,196][root][INFO] - Lr: 8.524e-03 | Epoch: [13][0/100] | Time 0.750 | Data 0.323 | Loss 0.5019 | IoU 0.577 [2021-03-10 12:13:25,642][root][INFO] - Lr: 8.512e-03 | Epoch: [13][10/100] | Time 0.472 | Data 0.060 | Loss 0.4994 | IoU 0.579 [2021-03-10 12:13:30,086][root][INFO] - Lr: 8.501e-03 | Epoch: [13][20/100] | Time 0.459 | Data 0.047 | Loss 0.4969 | IoU 0.580 [2021-03-10 12:13:34,529][root][INFO] - Lr: 8.490e-03 | Epoch: [13][30/100] | Time 0.454 | Data 0.043 | Loss 0.4943 | IoU 0.581 [2021-03-10 12:13:38,976][root][INFO] - Lr: 8.478e-03 | Epoch: [13][40/100] | Time 0.452 | Data 0.041 | Loss 0.4917 | IoU 0.583 [2021-03-10 12:13:43,432][root][INFO] - Lr: 8.467e-03 | Epoch: [13][50/100] | Time 0.451 | Data 0.039 | Loss 0.4893 | IoU 0.584 [2021-03-10 12:13:47,877][root][INFO] - Lr: 8.455e-03 | Epoch: [13][60/100] | Time 0.450 | Data 0.038 | Loss 0.4869 | IoU 0.586 [2021-03-10 12:13:52,339][root][INFO] - Lr: 8.444e-03 | Epoch: [13][70/100] | Time 0.449 | Data 0.038 | Loss 0.4845 | IoU 0.587 [2021-03-10 12:13:56,792][root][INFO] - Lr: 8.432e-03 | Epoch: [13][80/100] | Time 0.449 | Data 0.037 | Loss 0.4822 | IoU 0.588 [2021-03-10 12:14:01,244][root][INFO] - Lr: 8.421e-03 | Epoch: [13][90/100] | Time 0.448 | Data 0.037 | Loss 0.4799 | IoU 0.589 [2021-03-10 12:14:06,015][root][INFO] - Lr: 8.409e-03 | Epoch: [14][0/100] | Time 0.770 | Data 0.322 | Loss 0.4777 | IoU 0.590 [2021-03-10 12:14:10,470][root][INFO] - Lr: 8.398e-03 | Epoch: [14][10/100] | Time 0.475 | Data 0.060 | Loss 0.4754 | IoU 0.592 [2021-03-10 12:14:14,928][root][INFO] - Lr: 8.386e-03 | Epoch: [14][20/100] | Time 0.461 | Data 0.047 | Loss 0.4731 | IoU 0.593 [2021-03-10 12:14:19,360][root][INFO] - Lr: 8.375e-03 | Epoch: [14][30/100] | Time 0.455 | Data 0.043 | Loss 0.4709 | IoU 0.594 [2021-03-10 12:14:23,802][root][INFO] - Lr: 8.363e-03 | Epoch: [14][40/100] | Time 0.453 | Data 0.040 | Loss 0.4687 | IoU 0.595 [2021-03-10 12:14:28,265][root][INFO] - Lr: 8.352e-03 | Epoch: [14][50/100] | Time 0.451 | Data 0.039 | Loss 0.4664 | IoU 0.597 [2021-03-10 12:14:32,711][root][INFO] - Lr: 8.340e-03 | Epoch: [14][60/100] | Time 0.450 | Data 0.038 | Loss 0.4643 | IoU 0.598 [2021-03-10 12:14:37,163][root][INFO] - Lr: 8.329e-03 | Epoch: [14][70/100] | Time 0.450 | Data 0.037 | Loss 0.4621 | IoU 0.599 [2021-03-10 12:14:41,638][root][INFO] - Lr: 8.318e-03 | Epoch: [14][80/100] | Time 0.449 | Data 0.037 | Loss 0.4599 | IoU 0.601 [2021-03-10 12:14:46,087][root][INFO] - Lr: 8.306e-03 | Epoch: [14][90/100] | Time 0.449 | Data 0.037 | Loss 0.4578 | IoU 0.602 [2021-03-10 12:14:51,072][root][INFO] - Lr: 8.295e-03 | Epoch: [15][0/100] | Time 0.965 | Data 0.539 | Loss 0.4558 | IoU 0.603 [2021-03-10 12:14:55,509][root][INFO] - Lr: 8.283e-03 | Epoch: [15][10/100] | Time 0.491 | Data 0.079 | Loss 0.4537 | IoU 0.604 [2021-03-10 12:14:59,969][root][INFO] - Lr: 8.272e-03 | Epoch: [15][20/100] | Time 0.470 | Data 0.058 | Loss 0.4516 | IoU 0.605 [2021-03-10 12:15:04,430][root][INFO] - Lr: 8.260e-03 | Epoch: [15][30/100] | Time 0.462 | Data 0.050 | Loss 0.4495 | IoU 0.606 [2021-03-10 12:15:08,869][root][INFO] - Lr: 8.249e-03 | Epoch: [15][40/100] | Time 0.458 | Data 0.046 | Loss 0.4474 | IoU 0.607 [2021-03-10 12:15:13,323][root][INFO] - Lr: 8.237e-03 | Epoch: [15][50/100] | Time 0.455 | Data 0.043 | Loss 0.4453 | IoU 0.608 [2021-03-10 12:15:17,770][root][INFO] - Lr: 8.226e-03 | Epoch: [15][60/100] | Time 0.454 | Data 0.042 | Loss 0.4432 | IoU 0.610 [2021-03-10 12:15:22,214][root][INFO] - Lr: 8.214e-03 | Epoch: [15][70/100] | Time 0.452 | Data 0.041 | Loss 0.4413 | IoU 0.611 [2021-03-10 12:15:26,666][root][INFO] - Lr: 8.203e-03 | Epoch: [15][80/100] | Time 0.451 | Data 0.040 | Loss 0.4394 | IoU 0.612 [2021-03-10 12:15:31,117][root][INFO] - Lr: 8.191e-03 | Epoch: [15][90/100] | Time 0.451 | Data 0.039 | Loss 0.4376 | IoU 0.613 [2021-03-10 12:15:35,478][root][INFO] - 0/82 [2021-03-10 12:15:35,712][root][INFO] - 1/82 [2021-03-10 12:15:35,896][root][INFO] - 2/82 [2021-03-10 12:15:36,079][root][INFO] - 3/82 [2021-03-10 12:15:36,261][root][INFO] - 4/82 [2021-03-10 12:15:36,441][root][INFO] - 5/82 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[2021-03-10 12:15:48,522][root][INFO] - 71/82 [2021-03-10 12:15:48,704][root][INFO] - 72/82 [2021-03-10 12:15:48,885][root][INFO] - 73/82 [2021-03-10 12:15:49,069][root][INFO] - 74/82 [2021-03-10 12:15:49,250][root][INFO] - 75/82 [2021-03-10 12:15:49,432][root][INFO] - 76/82 [2021-03-10 12:15:49,613][root][INFO] - 77/82 [2021-03-10 12:15:49,794][root][INFO] - 78/82 [2021-03-10 12:15:49,975][root][INFO] - 79/82 [2021-03-10 12:15:50,156][root][INFO] - 80/82 [2021-03-10 12:15:50,337][root][INFO] - 81/82 [2021-03-10 12:15:50,540][root][INFO] - Validation set: Time avg per batch 0.188 Loss avg 1.2734 IoU avg 0.400 [2021-03-10 12:15:50,545][root][INFO] - ---> save checkpoint [2021-03-10 12:15:54,864][root][INFO] - Lr: 8.180e-03 | Epoch: [16][0/100] | Time 0.776 | Data 0.353 | Loss 0.4358 | IoU 0.614 [2021-03-10 12:15:59,308][root][INFO] - Lr: 8.168e-03 | Epoch: [16][10/100] | Time 0.474 | Data 0.062 | Loss 0.4340 | IoU 0.615 [2021-03-10 12:16:03,753][root][INFO] - Lr: 8.157e-03 | Epoch: [16][20/100] | Time 0.460 | Data 0.049 | Loss 0.4321 | IoU 0.615 [2021-03-10 12:16:08,191][root][INFO] - Lr: 8.145e-03 | Epoch: [16][30/100] | Time 0.455 | Data 0.044 | Loss 0.4302 | IoU 0.617 [2021-03-10 12:16:12,638][root][INFO] - Lr: 8.134e-03 | Epoch: [16][40/100] | Time 0.452 | Data 0.041 | Loss 0.4283 | IoU 0.618 [2021-03-10 12:16:17,096][root][INFO] - Lr: 8.122e-03 | Epoch: [16][50/100] | Time 0.451 | Data 0.040 | Loss 0.4265 | IoU 0.619 [2021-03-10 12:16:21,541][root][INFO] - Lr: 8.111e-03 | Epoch: [16][60/100] | Time 0.450 | Data 0.039 | Loss 0.4247 | IoU 0.620 [2021-03-10 12:16:25,982][root][INFO] - Lr: 8.099e-03 | Epoch: [16][70/100] | Time 0.449 | Data 0.038 | Loss 0.4229 | IoU 0.621 [2021-03-10 12:16:30,415][root][INFO] - Lr: 8.088e-03 | Epoch: [16][80/100] | Time 0.448 | Data 0.037 | Loss 0.4211 | IoU 0.622 [2021-03-10 12:16:34,846][root][INFO] - Lr: 8.076e-03 | Epoch: [16][90/100] | Time 0.448 | Data 0.037 | Loss 0.4194 | IoU 0.623 [2021-03-10 12:16:39,603][root][INFO] - Lr: 8.064e-03 | Epoch: [17][0/100] | Time 0.758 | Data 0.322 | Loss 0.4177 | IoU 0.624 [2021-03-10 12:16:44,039][root][INFO] - Lr: 8.053e-03 | Epoch: [17][10/100] | Time 0.472 | Data 0.060 | Loss 0.4159 | IoU 0.625 [2021-03-10 12:16:48,493][root][INFO] - Lr: 8.041e-03 | Epoch: [17][20/100] | Time 0.459 | Data 0.047 | Loss 0.4142 | IoU 0.626 [2021-03-10 12:16:52,938][root][INFO] - Lr: 8.030e-03 | Epoch: [17][30/100] | Time 0.455 | Data 0.043 | Loss 0.4125 | IoU 0.627 [2021-03-10 12:16:57,381][root][INFO] - Lr: 8.018e-03 | Epoch: [17][40/100] | Time 0.452 | Data 0.040 | Loss 0.4109 | IoU 0.628 [2021-03-10 12:17:01,821][root][INFO] - Lr: 8.007e-03 | Epoch: [17][50/100] | Time 0.451 | Data 0.039 | Loss 0.4092 | IoU 0.629 [2021-03-10 12:17:06,275][root][INFO] - Lr: 7.995e-03 | Epoch: [17][60/100] | Time 0.450 | Data 0.038 | Loss 0.4075 | IoU 0.630 [2021-03-10 12:17:10,726][root][INFO] - Lr: 7.984e-03 | Epoch: [17][70/100] | Time 0.449 | Data 0.037 | Loss 0.4059 | IoU 0.631 [2021-03-10 12:17:15,176][root][INFO] - Lr: 7.972e-03 | Epoch: [17][80/100] | Time 0.449 | Data 0.037 | Loss 0.4042 | IoU 0.632 [2021-03-10 12:17:19,633][root][INFO] - Lr: 7.961e-03 | Epoch: [17][90/100] | Time 0.448 | Data 0.037 | Loss 0.4026 | IoU 0.633 [2021-03-10 12:17:24,387][root][INFO] - Lr: 7.949e-03 | Epoch: [18][0/100] | Time 0.763 | Data 0.333 | Loss 0.4010 | IoU 0.634 [2021-03-10 12:17:28,830][root][INFO] - Lr: 7.938e-03 | Epoch: [18][10/100] | Time 0.473 | Data 0.060 | Loss 0.3994 | IoU 0.635 [2021-03-10 12:17:33,278][root][INFO] - Lr: 7.926e-03 | Epoch: [18][20/100] | Time 0.460 | Data 0.048 | Loss 0.3978 | IoU 0.636 [2021-03-10 12:17:37,722][root][INFO] - Lr: 7.915e-03 | Epoch: [18][30/100] | Time 0.455 | Data 0.043 | Loss 0.3962 | IoU 0.637 [2021-03-10 12:17:42,168][root][INFO] - Lr: 7.903e-03 | Epoch: [18][40/100] | Time 0.452 | Data 0.041 | Loss 0.3947 | IoU 0.638 [2021-03-10 12:17:46,614][root][INFO] - Lr: 7.891e-03 | Epoch: [18][50/100] | Time 0.451 | Data 0.039 | Loss 0.3931 | IoU 0.638 [2021-03-10 12:17:51,067][root][INFO] - Lr: 7.880e-03 | Epoch: [18][60/100] | Time 0.450 | Data 0.038 | Loss 0.3916 | IoU 0.639 [2021-03-10 12:17:55,517][root][INFO] - Lr: 7.868e-03 | Epoch: [18][70/100] | Time 0.449 | Data 0.038 | Loss 0.3902 | IoU 0.640 [2021-03-10 12:17:59,964][root][INFO] - Lr: 7.857e-03 | Epoch: [18][80/100] | Time 0.449 | Data 0.037 | Loss 0.3886 | IoU 0.641 [2021-03-10 12:18:04,416][root][INFO] - Lr: 7.845e-03 | Epoch: [18][90/100] | Time 0.448 | Data 0.037 | Loss 0.3871 | IoU 0.642 [2021-03-10 12:18:09,228][root][INFO] - Lr: 7.834e-03 | Epoch: [19][0/100] | Time 0.795 | Data 0.363 | Loss 0.3856 | IoU 0.642 [2021-03-10 12:18:13,666][root][INFO] - Lr: 7.822e-03 | Epoch: [19][10/100] | Time 0.476 | Data 0.063 | Loss 0.3841 | IoU 0.643 [2021-03-10 12:18:18,124][root][INFO] - Lr: 7.811e-03 | Epoch: [19][20/100] | Time 0.462 | Data 0.049 | Loss 0.3827 | IoU 0.644 [2021-03-10 12:18:22,574][root][INFO] - Lr: 7.799e-03 | Epoch: [19][30/100] | Time 0.456 | Data 0.044 | Loss 0.3813 | IoU 0.645 [2021-03-10 12:18:27,021][root][INFO] - Lr: 7.787e-03 | Epoch: [19][40/100] | Time 0.453 | Data 0.041 | Loss 0.3799 | IoU 0.646 [2021-03-10 12:18:31,466][root][INFO] - Lr: 7.776e-03 | Epoch: [19][50/100] | Time 0.452 | Data 0.040 | Loss 0.3785 | IoU 0.647 [2021-03-10 12:18:35,917][root][INFO] - Lr: 7.764e-03 | Epoch: [19][60/100] | Time 0.451 | Data 0.039 | Loss 0.3770 | IoU 0.648 [2021-03-10 12:18:40,370][root][INFO] - Lr: 7.753e-03 | Epoch: [19][70/100] | Time 0.450 | Data 0.038 | Loss 0.3756 | IoU 0.649 [2021-03-10 12:18:44,814][root][INFO] - Lr: 7.741e-03 | Epoch: [19][80/100] | Time 0.449 | Data 0.038 | Loss 0.3743 | IoU 0.649 [2021-03-10 12:18:49,265][root][INFO] - Lr: 7.730e-03 | Epoch: [19][90/100] | Time 0.449 | Data 0.037 | Loss 0.3729 | IoU 0.650 [2021-03-10 12:18:54,037][root][INFO] - Lr: 7.718e-03 | Epoch: [20][0/100] | Time 0.762 | Data 0.336 | Loss 0.3715 | IoU 0.651 [2021-03-10 12:18:58,487][root][INFO] - Lr: 7.706e-03 | Epoch: [20][10/100] | Time 0.474 | Data 0.061 | Loss 0.3702 | IoU 0.652 [2021-03-10 12:19:02,943][root][INFO] - Lr: 7.695e-03 | Epoch: [20][20/100] | Time 0.460 | Data 0.048 | Loss 0.3688 | IoU 0.652 [2021-03-10 12:19:07,394][root][INFO] - Lr: 7.683e-03 | Epoch: [20][30/100] | Time 0.455 | Data 0.043 | Loss 0.3675 | IoU 0.653 [2021-03-10 12:19:11,832][root][INFO] - Lr: 7.672e-03 | Epoch: [20][40/100] | Time 0.453 | Data 0.041 | Loss 0.3662 | IoU 0.654 [2021-03-10 12:19:16,284][root][INFO] - Lr: 7.660e-03 | Epoch: [20][50/100] | Time 0.451 | Data 0.039 | Loss 0.3649 | IoU 0.655 [2021-03-10 12:19:20,737][root][INFO] - Lr: 7.649e-03 | Epoch: [20][60/100] | Time 0.450 | Data 0.038 | Loss 0.3636 | IoU 0.655 [2021-03-10 12:19:25,182][root][INFO] - Lr: 7.637e-03 | Epoch: [20][70/100] | Time 0.449 | Data 0.038 | Loss 0.3623 | IoU 0.656 [2021-03-10 12:19:29,626][root][INFO] - Lr: 7.625e-03 | Epoch: [20][80/100] | Time 0.449 | Data 0.037 | Loss 0.3610 | IoU 0.657 [2021-03-10 12:19:34,075][root][INFO] - Lr: 7.614e-03 | Epoch: [20][90/100] | Time 0.448 | Data 0.037 | Loss 0.3597 | IoU 0.658 [2021-03-10 12:19:38,357][root][INFO] - 0/82 [2021-03-10 12:19:38,570][root][INFO] - 1/82 [2021-03-10 12:19:38,755][root][INFO] - 2/82 [2021-03-10 12:19:38,936][root][INFO] - 3/82 [2021-03-10 12:19:39,115][root][INFO] - 4/82 [2021-03-10 12:19:39,297][root][INFO] - 5/82 [2021-03-10 12:19:39,480][root][INFO] - 6/82 [2021-03-10 12:19:39,660][root][INFO] - 7/82 [2021-03-10 12:19:39,843][root][INFO] - 8/82 [2021-03-10 12:19:40,026][root][INFO] - 9/82 [2021-03-10 12:19:40,206][root][INFO] - 10/82 [2021-03-10 12:19:40,387][root][INFO] - 11/82 [2021-03-10 12:19:40,567][root][INFO] - 12/82 [2021-03-10 12:19:40,747][root][INFO] - 13/82 [2021-03-10 12:19:40,927][root][INFO] - 14/82 [2021-03-10 12:19:41,107][root][INFO] - 15/82 [2021-03-10 12:19:41,287][root][INFO] - 16/82 [2021-03-10 12:19:41,468][root][INFO] - 17/82 [2021-03-10 12:19:41,649][root][INFO] - 18/82 [2021-03-10 12:19:41,830][root][INFO] - 19/82 [2021-03-10 12:19:42,029][root][INFO] - 20/82 [2021-03-10 12:19:42,210][root][INFO] - 21/82 [2021-03-10 12:19:42,391][root][INFO] - 22/82 [2021-03-10 12:19:42,573][root][INFO] - 23/82 [2021-03-10 12:19:42,755][root][INFO] - 24/82 [2021-03-10 12:19:42,936][root][INFO] - 25/82 [2021-03-10 12:19:43,117][root][INFO] - 26/82 [2021-03-10 12:19:43,297][root][INFO] - 27/82 [2021-03-10 12:19:43,482][root][INFO] - 28/82 [2021-03-10 12:19:43,674][root][INFO] - 29/82 [2021-03-10 12:19:43,858][root][INFO] - 30/82 [2021-03-10 12:19:44,041][root][INFO] - 31/82 [2021-03-10 12:19:44,223][root][INFO] - 32/82 [2021-03-10 12:19:44,404][root][INFO] - 33/82 [2021-03-10 12:19:44,586][root][INFO] - 34/82 [2021-03-10 12:19:44,778][root][INFO] - 35/82 [2021-03-10 12:19:44,959][root][INFO] - 36/82 [2021-03-10 12:19:45,140][root][INFO] - 37/82 [2021-03-10 12:19:45,320][root][INFO] - 38/82 [2021-03-10 12:19:45,500][root][INFO] - 39/82 [2021-03-10 12:19:45,680][root][INFO] - 40/82 [2021-03-10 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[2021-03-10 12:19:49,872][root][INFO] - 63/82 [2021-03-10 12:19:50,060][root][INFO] - 64/82 [2021-03-10 12:19:50,240][root][INFO] - 65/82 [2021-03-10 12:19:50,422][root][INFO] - 66/82 [2021-03-10 12:19:50,604][root][INFO] - 67/82 [2021-03-10 12:19:50,785][root][INFO] - 68/82 [2021-03-10 12:19:50,966][root][INFO] - 69/82 [2021-03-10 12:19:51,149][root][INFO] - 70/82 [2021-03-10 12:19:51,332][root][INFO] - 71/82 [2021-03-10 12:19:51,514][root][INFO] - 72/82 [2021-03-10 12:19:51,695][root][INFO] - 73/82 [2021-03-10 12:19:51,875][root][INFO] - 74/82 [2021-03-10 12:19:52,057][root][INFO] - 75/82 [2021-03-10 12:19:52,239][root][INFO] - 76/82 [2021-03-10 12:19:52,420][root][INFO] - 77/82 [2021-03-10 12:19:52,603][root][INFO] - 78/82 [2021-03-10 12:19:52,785][root][INFO] - 79/82 [2021-03-10 12:19:52,966][root][INFO] - 80/82 [2021-03-10 12:19:53,147][root][INFO] - 81/82 [2021-03-10 12:19:53,351][root][INFO] - Validation set: Time avg per batch 0.186 Loss avg 1.3001 IoU avg 0.410 [2021-03-10 12:19:53,355][root][INFO] - ---> save checkpoint [2021-03-10 12:19:57,885][root][INFO] - Lr: 7.602e-03 | Epoch: [21][0/100] | Time 0.754 | Data 0.326 | Loss 0.3585 | IoU 0.658 [2021-03-10 12:20:02,329][root][INFO] - Lr: 7.591e-03 | Epoch: [21][10/100] | Time 0.473 | Data 0.060 | Loss 0.3572 | IoU 0.659 [2021-03-10 12:20:06,773][root][INFO] - Lr: 7.579e-03 | Epoch: [21][20/100] | Time 0.459 | Data 0.048 | Loss 0.3559 | IoU 0.660 [2021-03-10 12:20:11,210][root][INFO] - Lr: 7.567e-03 | Epoch: [21][30/100] | Time 0.454 | Data 0.043 | Loss 0.3547 | IoU 0.661 [2021-03-10 12:20:15,645][root][INFO] - Lr: 7.556e-03 | Epoch: [21][40/100] | Time 0.452 | Data 0.041 | Loss 0.3535 | IoU 0.662 [2021-03-10 12:20:20,077][root][INFO] - Lr: 7.544e-03 | Epoch: [21][50/100] | Time 0.450 | Data 0.039 | Loss 0.3522 | IoU 0.662 [2021-03-10 12:20:24,513][root][INFO] - Lr: 7.533e-03 | Epoch: [21][60/100] | Time 0.449 | Data 0.038 | Loss 0.3510 | IoU 0.663 [2021-03-10 12:20:28,968][root][INFO] - Lr: 7.521e-03 | Epoch: [21][70/100] | Time 0.448 | Data 0.038 | Loss 0.3497 | IoU 0.663 [2021-03-10 12:20:33,416][root][INFO] - Lr: 7.509e-03 | Epoch: [21][80/100] | Time 0.448 | Data 0.037 | Loss 0.3486 | IoU 0.664 [2021-03-10 12:20:37,883][root][INFO] - Lr: 7.498e-03 | Epoch: [21][90/100] | Time 0.448 | Data 0.037 | Loss 0.3474 | IoU 0.665 [2021-03-10 12:20:42,657][root][INFO] - Lr: 7.486e-03 | Epoch: [22][0/100] | Time 0.744 | Data 0.315 | Loss 0.3463 | IoU 0.666 [2021-03-10 12:20:47,094][root][INFO] - Lr: 7.474e-03 | Epoch: [22][10/100] | Time 0.471 | Data 0.059 | Loss 0.3451 | IoU 0.666 [2021-03-10 12:20:51,533][root][INFO] - Lr: 7.463e-03 | Epoch: [22][20/100] | Time 0.458 | Data 0.047 | Loss 0.3439 | IoU 0.667 [2021-03-10 12:20:55,979][root][INFO] - Lr: 7.451e-03 | Epoch: [22][30/100] | Time 0.454 | Data 0.043 | Loss 0.3428 | IoU 0.668 [2021-03-10 12:21:00,421][root][INFO] - Lr: 7.440e-03 | Epoch: [22][40/100] | Time 0.451 | Data 0.040 | Loss 0.3416 | IoU 0.668 [2021-03-10 12:21:04,870][root][INFO] - Lr: 7.428e-03 | Epoch: [22][50/100] | Time 0.450 | Data 0.039 | Loss 0.3404 | IoU 0.669 [2021-03-10 12:21:09,304][root][INFO] - Lr: 7.416e-03 | Epoch: [22][60/100] | Time 0.449 | Data 0.038 | Loss 0.3393 | IoU 0.670 [2021-03-10 12:21:13,757][root][INFO] - Lr: 7.405e-03 | Epoch: [22][70/100] | Time 0.449 | Data 0.037 | Loss 0.3382 | IoU 0.671 [2021-03-10 12:21:18,204][root][INFO] - Lr: 7.393e-03 | Epoch: [22][80/100] | Time 0.448 | Data 0.037 | Loss 0.3371 | IoU 0.671 [2021-03-10 12:21:22,667][root][INFO] - Lr: 7.381e-03 | Epoch: [22][90/100] | Time 0.448 | Data 0.037 | Loss 0.3360 | IoU 0.672 [2021-03-10 12:21:27,438][root][INFO] - Lr: 7.370e-03 | Epoch: [23][0/100] | Time 0.764 | Data 0.315 | Loss 0.3349 | IoU 0.673 [2021-03-10 12:21:31,886][root][INFO] - Lr: 7.358e-03 | Epoch: [23][10/100] | Time 0.474 | Data 0.059 | Loss 0.3339 | IoU 0.673 [2021-03-10 12:21:36,328][root][INFO] - Lr: 7.347e-03 | Epoch: [23][20/100] | Time 0.460 | Data 0.047 | Loss 0.3328 | IoU 0.674 [2021-03-10 12:21:40,763][root][INFO] - Lr: 7.335e-03 | Epoch: [23][30/100] | Time 0.454 | Data 0.043 | Loss 0.3318 | IoU 0.674 [2021-03-10 12:21:45,212][root][INFO] - Lr: 7.323e-03 | Epoch: [23][40/100] | Time 0.452 | Data 0.040 | Loss 0.3307 | IoU 0.675 [2021-03-10 12:21:49,656][root][INFO] - Lr: 7.312e-03 | Epoch: [23][50/100] | Time 0.451 | Data 0.039 | Loss 0.3297 | IoU 0.676 [2021-03-10 12:21:54,103][root][INFO] - Lr: 7.300e-03 | Epoch: [23][60/100] | Time 0.450 | Data 0.038 | Loss 0.3286 | IoU 0.677 [2021-03-10 12:21:58,554][root][INFO] - Lr: 7.288e-03 | Epoch: [23][70/100] | Time 0.449 | Data 0.037 | Loss 0.3276 | IoU 0.677 [2021-03-10 12:22:03,009][root][INFO] - Lr: 7.277e-03 | Epoch: [23][80/100] | Time 0.449 | Data 0.037 | Loss 0.3265 | IoU 0.678 [2021-03-10 12:22:07,466][root][INFO] - Lr: 7.265e-03 | Epoch: [23][90/100] | Time 0.448 | Data 0.037 | Loss 0.3255 | IoU 0.678 [2021-03-10 12:22:12,237][root][INFO] - Lr: 7.253e-03 | Epoch: [24][0/100] | Time 0.763 | Data 0.338 | Loss 0.3245 | IoU 0.679 [2021-03-10 12:22:16,695][root][INFO] - Lr: 7.242e-03 | Epoch: [24][10/100] | Time 0.475 | Data 0.061 | Loss 0.3234 | IoU 0.680 [2021-03-10 12:22:21,157][root][INFO] - Lr: 7.230e-03 | Epoch: [24][20/100] | Time 0.461 | Data 0.048 | Loss 0.3224 | IoU 0.680 [2021-03-10 12:22:25,604][root][INFO] - Lr: 7.218e-03 | Epoch: [24][30/100] | Time 0.456 | Data 0.043 | Loss 0.3214 | IoU 0.681 [2021-03-10 12:22:30,053][root][INFO] - Lr: 7.207e-03 | Epoch: [24][40/100] | Time 0.453 | Data 0.041 | Loss 0.3204 | IoU 0.681 [2021-03-10 12:22:34,502][root][INFO] - Lr: 7.195e-03 | Epoch: [24][50/100] | Time 0.452 | Data 0.039 | Loss 0.3194 | IoU 0.682 [2021-03-10 12:22:38,943][root][INFO] - Lr: 7.183e-03 | Epoch: [24][60/100] | Time 0.450 | Data 0.038 | Loss 0.3184 | IoU 0.683 [2021-03-10 12:22:43,390][root][INFO] - Lr: 7.172e-03 | Epoch: [24][70/100] | Time 0.450 | Data 0.038 | Loss 0.3174 | IoU 0.683 [2021-03-10 12:22:47,834][root][INFO] - Lr: 7.160e-03 | Epoch: [24][80/100] | Time 0.449 | Data 0.037 | Loss 0.3165 | IoU 0.684 [2021-03-10 12:22:52,276][root][INFO] - Lr: 7.148e-03 | Epoch: [24][90/100] | Time 0.448 | Data 0.037 | Loss 0.3155 | IoU 0.685 [2021-03-10 12:22:57,038][root][INFO] - Lr: 7.137e-03 | Epoch: [25][0/100] | Time 0.753 | Data 0.326 | Loss 0.3145 | IoU 0.685 [2021-03-10 12:23:01,485][root][INFO] - Lr: 7.125e-03 | Epoch: [25][10/100] | Time 0.473 | Data 0.060 | Loss 0.3135 | IoU 0.686 [2021-03-10 12:23:05,925][root][INFO] - Lr: 7.113e-03 | Epoch: [25][20/100] | Time 0.459 | Data 0.047 | Loss 0.3126 | IoU 0.686 [2021-03-10 12:23:10,371][root][INFO] - Lr: 7.102e-03 | Epoch: [25][30/100] | Time 0.454 | Data 0.043 | Loss 0.3116 | IoU 0.687 [2021-03-10 12:23:14,815][root][INFO] - Lr: 7.090e-03 | Epoch: [25][40/100] | Time 0.452 | Data 0.041 | Loss 0.3107 | IoU 0.688 [2021-03-10 12:23:19,278][root][INFO] - Lr: 7.078e-03 | Epoch: [25][50/100] | Time 0.451 | Data 0.039 | Loss 0.3098 | IoU 0.688 [2021-03-10 12:23:23,719][root][INFO] - Lr: 7.067e-03 | Epoch: [25][60/100] | Time 0.450 | Data 0.038 | Loss 0.3088 | IoU 0.689 [2021-03-10 12:23:28,175][root][INFO] - Lr: 7.055e-03 | Epoch: [25][70/100] | Time 0.449 | Data 0.038 | Loss 0.3079 | IoU 0.689 [2021-03-10 12:23:32,626][root][INFO] - Lr: 7.043e-03 | Epoch: [25][80/100] | Time 0.449 | Data 0.037 | Loss 0.3070 | IoU 0.690 [2021-03-10 12:23:37,088][root][INFO] - Lr: 7.031e-03 | Epoch: [25][90/100] | Time 0.448 | Data 0.037 | Loss 0.3061 | IoU 0.691 [2021-03-10 12:23:41,360][root][INFO] - 0/82 [2021-03-10 12:23:41,580][root][INFO] - 1/82 [2021-03-10 12:23:41,777][root][INFO] - 2/82 [2021-03-10 12:23:41,962][root][INFO] - 3/82 [2021-03-10 12:23:42,141][root][INFO] - 4/82 [2021-03-10 12:23:42,326][root][INFO] - 5/82 [2021-03-10 12:23:42,506][root][INFO] - 6/82 [2021-03-10 12:23:42,687][root][INFO] - 7/82 [2021-03-10 12:23:42,869][root][INFO] - 8/82 [2021-03-10 12:23:43,049][root][INFO] - 9/82 [2021-03-10 12:23:43,229][root][INFO] - 10/82 [2021-03-10 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[2021-03-10 12:23:47,417][root][INFO] - 33/82 [2021-03-10 12:23:47,600][root][INFO] - 34/82 [2021-03-10 12:23:47,782][root][INFO] - 35/82 [2021-03-10 12:23:47,963][root][INFO] - 36/82 [2021-03-10 12:23:48,144][root][INFO] - 37/82 [2021-03-10 12:23:48,325][root][INFO] - 38/82 [2021-03-10 12:23:48,506][root][INFO] - 39/82 [2021-03-10 12:23:48,686][root][INFO] - 40/82 [2021-03-10 12:23:48,867][root][INFO] - 41/82 [2021-03-10 12:23:49,049][root][INFO] - 42/82 [2021-03-10 12:23:49,247][root][INFO] - 43/82 [2021-03-10 12:23:49,432][root][INFO] - 44/82 [2021-03-10 12:23:49,616][root][INFO] - 45/82 [2021-03-10 12:23:49,798][root][INFO] - 46/82 [2021-03-10 12:23:49,979][root][INFO] - 47/82 [2021-03-10 12:23:50,164][root][INFO] - 48/82 [2021-03-10 12:23:50,346][root][INFO] - 49/82 [2021-03-10 12:23:50,537][root][INFO] - 50/82 [2021-03-10 12:23:50,717][root][INFO] - 51/82 [2021-03-10 12:23:50,900][root][INFO] - 52/82 [2021-03-10 12:23:51,096][root][INFO] - 53/82 [2021-03-10 12:23:51,279][root][INFO] - 54/82 [2021-03-10 12:23:51,475][root][INFO] - 55/82 [2021-03-10 12:23:51,671][root][INFO] - 56/82 [2021-03-10 12:23:51,853][root][INFO] - 57/82 [2021-03-10 12:23:52,036][root][INFO] - 58/82 [2021-03-10 12:23:52,215][root][INFO] - 59/82 [2021-03-10 12:23:52,395][root][INFO] - 60/82 [2021-03-10 12:23:52,575][root][INFO] - 61/82 [2021-03-10 12:23:52,757][root][INFO] - 62/82 [2021-03-10 12:23:52,940][root][INFO] - 63/82 [2021-03-10 12:23:53,120][root][INFO] - 64/82 [2021-03-10 12:23:53,302][root][INFO] - 65/82 [2021-03-10 12:23:53,484][root][INFO] - 66/82 [2021-03-10 12:23:53,666][root][INFO] - 67/82 [2021-03-10 12:23:53,847][root][INFO] - 68/82 [2021-03-10 12:23:54,028][root][INFO] - 69/82 [2021-03-10 12:23:54,221][root][INFO] - 70/82 [2021-03-10 12:23:54,404][root][INFO] - 71/82 [2021-03-10 12:23:54,582][root][INFO] - 72/82 [2021-03-10 12:23:54,764][root][INFO] - 73/82 [2021-03-10 12:23:54,962][root][INFO] - 74/82 [2021-03-10 12:23:55,143][root][INFO] - 75/82 [2021-03-10 12:23:55,324][root][INFO] - 76/82 [2021-03-10 12:23:55,503][root][INFO] - 77/82 [2021-03-10 12:23:55,684][root][INFO] - 78/82 [2021-03-10 12:23:55,863][root][INFO] - 79/82 [2021-03-10 12:23:56,043][root][INFO] - 80/82 [2021-03-10 12:23:56,224][root][INFO] - 81/82 [2021-03-10 12:23:56,442][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.3563 IoU avg 0.424 [2021-03-10 12:23:56,477][root][INFO] - ---> save checkpoint [2021-03-10 12:24:00,742][root][INFO] - Lr: 7.020e-03 | Epoch: [26][0/100] | Time 0.806 | Data 0.361 | Loss 0.3052 | IoU 0.691 [2021-03-10 12:24:05,179][root][INFO] - Lr: 7.008e-03 | Epoch: [26][10/100] | Time 0.477 | Data 0.063 | Loss 0.3043 | IoU 0.692 [2021-03-10 12:24:09,606][root][INFO] - Lr: 6.996e-03 | Epoch: [26][20/100] | Time 0.461 | Data 0.049 | Loss 0.3034 | IoU 0.692 [2021-03-10 12:24:14,041][root][INFO] - Lr: 6.985e-03 | Epoch: [26][30/100] | Time 0.455 | Data 0.044 | Loss 0.3026 | IoU 0.693 [2021-03-10 12:24:18,483][root][INFO] - Lr: 6.973e-03 | Epoch: [26][40/100] | Time 0.452 | Data 0.041 | Loss 0.3017 | IoU 0.693 [2021-03-10 12:24:22,930][root][INFO] - Lr: 6.961e-03 | Epoch: [26][50/100] | Time 0.451 | Data 0.040 | Loss 0.3008 | IoU 0.694 [2021-03-10 12:24:27,390][root][INFO] - Lr: 6.950e-03 | Epoch: [26][60/100] | Time 0.450 | Data 0.039 | Loss 0.2999 | IoU 0.695 [2021-03-10 12:24:31,844][root][INFO] - Lr: 6.938e-03 | Epoch: [26][70/100] | Time 0.449 | Data 0.038 | Loss 0.2990 | IoU 0.695 [2021-03-10 12:24:36,294][root][INFO] - Lr: 6.926e-03 | Epoch: [26][80/100] | Time 0.449 | Data 0.037 | Loss 0.2981 | IoU 0.696 [2021-03-10 12:24:40,729][root][INFO] - Lr: 6.914e-03 | Epoch: [26][90/100] | Time 0.448 | Data 0.037 | Loss 0.2973 | IoU 0.696 [2021-03-10 12:24:45,482][root][INFO] - Lr: 6.903e-03 | Epoch: [27][0/100] | Time 0.747 | Data 0.314 | Loss 0.2965 | IoU 0.697 [2021-03-10 12:24:49,928][root][INFO] - Lr: 6.891e-03 | Epoch: [27][10/100] | Time 0.472 | Data 0.059 | Loss 0.2956 | IoU 0.697 [2021-03-10 12:24:54,376][root][INFO] - Lr: 6.879e-03 | Epoch: [27][20/100] | Time 0.459 | Data 0.047 | Loss 0.2948 | IoU 0.698 [2021-03-10 12:24:58,827][root][INFO] - Lr: 6.868e-03 | Epoch: [27][30/100] | Time 0.455 | Data 0.042 | Loss 0.2940 | IoU 0.698 [2021-03-10 12:25:03,272][root][INFO] - Lr: 6.856e-03 | Epoch: [27][40/100] | Time 0.452 | Data 0.040 | Loss 0.2932 | IoU 0.699 [2021-03-10 12:25:07,724][root][INFO] - Lr: 6.844e-03 | Epoch: [27][50/100] | Time 0.451 | Data 0.039 | Loss 0.2923 | IoU 0.700 [2021-03-10 12:25:12,179][root][INFO] - Lr: 6.832e-03 | Epoch: [27][60/100] | Time 0.450 | Data 0.038 | Loss 0.2915 | IoU 0.700 [2021-03-10 12:25:16,616][root][INFO] - Lr: 6.821e-03 | Epoch: [27][70/100] | Time 0.449 | Data 0.037 | Loss 0.2907 | IoU 0.701 [2021-03-10 12:25:21,070][root][INFO] - Lr: 6.809e-03 | Epoch: [27][80/100] | Time 0.449 | Data 0.037 | Loss 0.2899 | IoU 0.701 [2021-03-10 12:25:25,503][root][INFO] - Lr: 6.797e-03 | Epoch: [27][90/100] | Time 0.448 | Data 0.037 | Loss 0.2891 | IoU 0.702 [2021-03-10 12:25:30,262][root][INFO] - Lr: 6.785e-03 | Epoch: [28][0/100] | Time 0.751 | Data 0.324 | Loss 0.2883 | IoU 0.702 [2021-03-10 12:25:34,720][root][INFO] - Lr: 6.774e-03 | Epoch: [28][10/100] | Time 0.474 | Data 0.060 | Loss 0.2875 | IoU 0.702 [2021-03-10 12:25:39,173][root][INFO] - Lr: 6.762e-03 | Epoch: [28][20/100] | Time 0.460 | Data 0.048 | Loss 0.2867 | IoU 0.703 [2021-03-10 12:25:43,629][root][INFO] - Lr: 6.750e-03 | Epoch: [28][30/100] | Time 0.455 | Data 0.043 | Loss 0.2859 | IoU 0.703 [2021-03-10 12:25:48,070][root][INFO] - Lr: 6.738e-03 | Epoch: [28][40/100] | Time 0.453 | Data 0.041 | Loss 0.2851 | IoU 0.704 [2021-03-10 12:25:52,519][root][INFO] - Lr: 6.727e-03 | Epoch: [28][50/100] | Time 0.451 | Data 0.039 | Loss 0.2843 | IoU 0.704 [2021-03-10 12:25:56,967][root][INFO] - Lr: 6.715e-03 | Epoch: [28][60/100] | Time 0.450 | Data 0.038 | Loss 0.2836 | IoU 0.705 [2021-03-10 12:26:01,421][root][INFO] - Lr: 6.703e-03 | Epoch: [28][70/100] | Time 0.449 | Data 0.038 | Loss 0.2828 | IoU 0.705 [2021-03-10 12:26:05,858][root][INFO] - Lr: 6.691e-03 | Epoch: [28][80/100] | Time 0.449 | Data 0.037 | Loss 0.2820 | IoU 0.706 [2021-03-10 12:26:10,317][root][INFO] - Lr: 6.680e-03 | Epoch: [28][90/100] | Time 0.448 | Data 0.037 | Loss 0.2813 | IoU 0.706 [2021-03-10 12:26:15,107][root][INFO] - Lr: 6.668e-03 | Epoch: [29][0/100] | Time 0.775 | Data 0.346 | Loss 0.2805 | IoU 0.707 [2021-03-10 12:26:19,569][root][INFO] - Lr: 6.656e-03 | Epoch: [29][10/100] | Time 0.476 | Data 0.062 | Loss 0.2798 | IoU 0.707 [2021-03-10 12:26:24,030][root][INFO] - Lr: 6.644e-03 | Epoch: [29][20/100] | Time 0.462 | Data 0.049 | Loss 0.2790 | IoU 0.708 [2021-03-10 12:26:28,469][root][INFO] - Lr: 6.633e-03 | Epoch: [29][30/100] | Time 0.456 | Data 0.044 | Loss 0.2783 | IoU 0.708 [2021-03-10 12:26:32,910][root][INFO] - Lr: 6.621e-03 | Epoch: [29][40/100] | Time 0.453 | Data 0.041 | Loss 0.2776 | IoU 0.709 [2021-03-10 12:26:37,368][root][INFO] - Lr: 6.609e-03 | Epoch: [29][50/100] | Time 0.452 | Data 0.040 | Loss 0.2768 | IoU 0.709 [2021-03-10 12:26:41,818][root][INFO] - Lr: 6.597e-03 | Epoch: [29][60/100] | Time 0.451 | Data 0.039 | Loss 0.2761 | IoU 0.710 [2021-03-10 12:26:46,272][root][INFO] - Lr: 6.585e-03 | Epoch: [29][70/100] | Time 0.450 | Data 0.038 | Loss 0.2753 | IoU 0.710 [2021-03-10 12:26:50,725][root][INFO] - Lr: 6.574e-03 | Epoch: [29][80/100] | Time 0.449 | Data 0.037 | Loss 0.2746 | IoU 0.710 [2021-03-10 12:26:55,176][root][INFO] - Lr: 6.562e-03 | Epoch: [29][90/100] | Time 0.449 | Data 0.037 | Loss 0.2739 | IoU 0.711 [2021-03-10 12:26:59,941][root][INFO] - Lr: 6.550e-03 | Epoch: [30][0/100] | Time 0.744 | Data 0.315 | Loss 0.2732 | IoU 0.711 [2021-03-10 12:27:04,384][root][INFO] - Lr: 6.538e-03 | Epoch: [30][10/100] | Time 0.472 | Data 0.059 | Loss 0.2725 | IoU 0.712 [2021-03-10 12:27:08,830][root][INFO] - Lr: 6.526e-03 | Epoch: [30][20/100] | Time 0.459 | Data 0.047 | Loss 0.2718 | IoU 0.712 [2021-03-10 12:27:13,284][root][INFO] - Lr: 6.515e-03 | Epoch: [30][30/100] | Time 0.454 | Data 0.043 | Loss 0.2710 | IoU 0.713 [2021-03-10 12:27:17,735][root][INFO] - Lr: 6.503e-03 | Epoch: [30][40/100] | Time 0.452 | Data 0.040 | Loss 0.2703 | IoU 0.713 [2021-03-10 12:27:22,200][root][INFO] - Lr: 6.491e-03 | Epoch: [30][50/100] | Time 0.451 | Data 0.039 | Loss 0.2697 | IoU 0.714 [2021-03-10 12:27:26,650][root][INFO] - Lr: 6.479e-03 | Epoch: [30][60/100] | Time 0.450 | Data 0.038 | Loss 0.2690 | IoU 0.714 [2021-03-10 12:27:31,105][root][INFO] - Lr: 6.467e-03 | Epoch: [30][70/100] | Time 0.449 | Data 0.037 | Loss 0.2683 | IoU 0.715 [2021-03-10 12:27:35,549][root][INFO] - Lr: 6.456e-03 | Epoch: [30][80/100] | Time 0.449 | Data 0.037 | Loss 0.2676 | IoU 0.715 [2021-03-10 12:27:40,001][root][INFO] - Lr: 6.444e-03 | Epoch: [30][90/100] | Time 0.448 | Data 0.037 | Loss 0.2669 | IoU 0.715 [2021-03-10 12:27:44,309][root][INFO] - 0/82 [2021-03-10 12:27:44,511][root][INFO] - 1/82 [2021-03-10 12:27:44,698][root][INFO] - 2/82 [2021-03-10 12:27:44,881][root][INFO] - 3/82 [2021-03-10 12:27:45,062][root][INFO] - 4/82 [2021-03-10 12:27:45,242][root][INFO] - 5/82 [2021-03-10 12:27:45,425][root][INFO] - 6/82 [2021-03-10 12:27:45,608][root][INFO] - 7/82 [2021-03-10 12:27:45,792][root][INFO] - 8/82 [2021-03-10 12:27:45,975][root][INFO] - 9/82 [2021-03-10 12:27:46,157][root][INFO] - 10/82 [2021-03-10 12:27:46,341][root][INFO] - 11/82 [2021-03-10 12:27:46,524][root][INFO] - 12/82 [2021-03-10 12:27:46,706][root][INFO] - 13/82 [2021-03-10 12:27:46,887][root][INFO] - 14/82 [2021-03-10 12:27:47,068][root][INFO] - 15/82 [2021-03-10 12:27:47,249][root][INFO] - 16/82 [2021-03-10 12:27:47,430][root][INFO] - 17/82 [2021-03-10 12:27:47,610][root][INFO] - 18/82 [2021-03-10 12:27:47,807][root][INFO] - 19/82 [2021-03-10 12:27:47,988][root][INFO] - 20/82 [2021-03-10 12:27:48,183][root][INFO] - 21/82 [2021-03-10 12:27:48,368][root][INFO] - 22/82 [2021-03-10 12:27:48,551][root][INFO] - 23/82 [2021-03-10 12:27:48,732][root][INFO] - 24/82 [2021-03-10 12:27:48,912][root][INFO] - 25/82 [2021-03-10 12:27:49,093][root][INFO] - 26/82 [2021-03-10 12:27:49,274][root][INFO] - 27/82 [2021-03-10 12:27:49,455][root][INFO] - 28/82 [2021-03-10 12:27:49,646][root][INFO] - 29/82 [2021-03-10 12:27:49,828][root][INFO] - 30/82 [2021-03-10 12:27:50,010][root][INFO] - 31/82 [2021-03-10 12:27:50,192][root][INFO] - 32/82 [2021-03-10 12:27:50,373][root][INFO] - 33/82 [2021-03-10 12:27:50,560][root][INFO] - 34/82 [2021-03-10 12:27:50,742][root][INFO] - 35/82 [2021-03-10 12:27:50,922][root][INFO] - 36/82 [2021-03-10 12:27:51,105][root][INFO] - 37/82 [2021-03-10 12:27:51,287][root][INFO] - 38/82 [2021-03-10 12:27:51,468][root][INFO] - 39/82 [2021-03-10 12:27:51,655][root][INFO] - 40/82 [2021-03-10 12:27:51,837][root][INFO] - 41/82 [2021-03-10 12:27:52,024][root][INFO] - 42/82 [2021-03-10 12:27:52,205][root][INFO] - 43/82 [2021-03-10 12:27:52,387][root][INFO] - 44/82 [2021-03-10 12:27:52,569][root][INFO] - 45/82 [2021-03-10 12:27:52,751][root][INFO] - 46/82 [2021-03-10 12:27:52,932][root][INFO] - 47/82 [2021-03-10 12:27:53,113][root][INFO] - 48/82 [2021-03-10 12:27:53,294][root][INFO] - 49/82 [2021-03-10 12:27:53,475][root][INFO] - 50/82 [2021-03-10 12:27:53,657][root][INFO] - 51/82 [2021-03-10 12:27:53,855][root][INFO] - 52/82 [2021-03-10 12:27:54,039][root][INFO] - 53/82 [2021-03-10 12:27:54,228][root][INFO] - 54/82 [2021-03-10 12:27:54,408][root][INFO] - 55/82 [2021-03-10 12:27:54,591][root][INFO] - 56/82 [2021-03-10 12:27:54,771][root][INFO] - 57/82 [2021-03-10 12:27:54,950][root][INFO] - 58/82 [2021-03-10 12:27:55,131][root][INFO] - 59/82 [2021-03-10 12:27:55,327][root][INFO] - 60/82 [2021-03-10 12:27:55,507][root][INFO] - 61/82 [2021-03-10 12:27:55,690][root][INFO] - 62/82 [2021-03-10 12:27:55,872][root][INFO] - 63/82 [2021-03-10 12:27:56,053][root][INFO] - 64/82 [2021-03-10 12:27:56,234][root][INFO] - 65/82 [2021-03-10 12:27:56,416][root][INFO] - 66/82 [2021-03-10 12:27:56,598][root][INFO] - 67/82 [2021-03-10 12:27:56,796][root][INFO] - 68/82 [2021-03-10 12:27:56,976][root][INFO] - 69/82 [2021-03-10 12:27:57,157][root][INFO] - 70/82 [2021-03-10 12:27:57,337][root][INFO] - 71/82 [2021-03-10 12:27:57,520][root][INFO] - 72/82 [2021-03-10 12:27:57,702][root][INFO] - 73/82 [2021-03-10 12:27:57,900][root][INFO] - 74/82 [2021-03-10 12:27:58,079][root][INFO] - 75/82 [2021-03-10 12:27:58,261][root][INFO] - 76/82 [2021-03-10 12:27:58,444][root][INFO] - 77/82 [2021-03-10 12:27:58,628][root][INFO] - 78/82 [2021-03-10 12:27:58,807][root][INFO] - 79/82 [2021-03-10 12:27:58,987][root][INFO] - 80/82 [2021-03-10 12:27:59,168][root][INFO] - 81/82 [2021-03-10 12:27:59,372][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.4012 IoU avg 0.436 [2021-03-10 12:27:59,377][root][INFO] - ---> save checkpoint [2021-03-10 12:28:03,535][root][INFO] - Lr: 6.432e-03 | Epoch: [31][0/100] | Time 0.774 | Data 0.344 | Loss 0.2662 | IoU 0.716 [2021-03-10 12:28:07,977][root][INFO] - Lr: 6.420e-03 | Epoch: [31][10/100] | Time 0.474 | Data 0.061 | Loss 0.2656 | IoU 0.716 [2021-03-10 12:28:12,428][root][INFO] - Lr: 6.408e-03 | Epoch: [31][20/100] | Time 0.460 | Data 0.048 | Loss 0.2649 | IoU 0.717 [2021-03-10 12:28:16,871][root][INFO] - Lr: 6.397e-03 | Epoch: [31][30/100] | Time 0.455 | Data 0.043 | Loss 0.2642 | IoU 0.717 [2021-03-10 12:28:21,335][root][INFO] - Lr: 6.385e-03 | Epoch: [31][40/100] | Time 0.453 | Data 0.041 | Loss 0.2635 | IoU 0.718 [2021-03-10 12:28:25,787][root][INFO] - Lr: 6.373e-03 | Epoch: [31][50/100] | Time 0.451 | Data 0.039 | Loss 0.2629 | IoU 0.718 [2021-03-10 12:28:30,242][root][INFO] - Lr: 6.361e-03 | Epoch: [31][60/100] | Time 0.451 | Data 0.039 | Loss 0.2622 | IoU 0.718 [2021-03-10 12:28:34,693][root][INFO] - Lr: 6.349e-03 | Epoch: [31][70/100] | Time 0.450 | Data 0.038 | Loss 0.2616 | IoU 0.719 [2021-03-10 12:28:39,139][root][INFO] - Lr: 6.337e-03 | Epoch: [31][80/100] | Time 0.449 | Data 0.037 | Loss 0.2609 | IoU 0.719 [2021-03-10 12:28:43,591][root][INFO] - Lr: 6.326e-03 | Epoch: [31][90/100] | Time 0.449 | Data 0.037 | Loss 0.2603 | IoU 0.720 [2021-03-10 12:28:48,346][root][INFO] - Lr: 6.314e-03 | Epoch: [32][0/100] | Time 0.759 | Data 0.311 | Loss 0.2597 | IoU 0.720 [2021-03-10 12:28:52,801][root][INFO] - Lr: 6.302e-03 | Epoch: [32][10/100] | Time 0.474 | Data 0.058 | Loss 0.2591 | IoU 0.720 [2021-03-10 12:28:57,249][root][INFO] - Lr: 6.290e-03 | Epoch: [32][20/100] | Time 0.460 | Data 0.046 | Loss 0.2584 | IoU 0.721 [2021-03-10 12:29:01,700][root][INFO] - Lr: 6.278e-03 | Epoch: [32][30/100] | Time 0.455 | Data 0.042 | Loss 0.2578 | IoU 0.721 [2021-03-10 12:29:06,137][root][INFO] - Lr: 6.266e-03 | Epoch: [32][40/100] | Time 0.452 | Data 0.040 | Loss 0.2572 | IoU 0.722 [2021-03-10 12:29:10,588][root][INFO] - Lr: 6.255e-03 | Epoch: [32][50/100] | Time 0.451 | Data 0.039 | Loss 0.2566 | IoU 0.722 [2021-03-10 12:29:15,041][root][INFO] - Lr: 6.243e-03 | Epoch: [32][60/100] | Time 0.450 | Data 0.038 | Loss 0.2560 | IoU 0.722 [2021-03-10 12:29:19,490][root][INFO] - Lr: 6.231e-03 | Epoch: [32][70/100] | Time 0.449 | Data 0.037 | Loss 0.2553 | IoU 0.723 [2021-03-10 12:29:23,934][root][INFO] - Lr: 6.219e-03 | Epoch: [32][80/100] | Time 0.449 | Data 0.037 | Loss 0.2547 | IoU 0.723 [2021-03-10 12:29:28,372][root][INFO] - Lr: 6.207e-03 | Epoch: [32][90/100] | Time 0.448 | Data 0.036 | Loss 0.2541 | IoU 0.724 [2021-03-10 12:29:33,128][root][INFO] - Lr: 6.195e-03 | Epoch: [33][0/100] | Time 0.748 | Data 0.317 | Loss 0.2535 | IoU 0.724 [2021-03-10 12:29:37,585][root][INFO] - Lr: 6.183e-03 | Epoch: [33][10/100] | Time 0.473 | Data 0.059 | Loss 0.2529 | IoU 0.725 [2021-03-10 12:29:42,037][root][INFO] - Lr: 6.172e-03 | Epoch: [33][20/100] | Time 0.460 | Data 0.047 | Loss 0.2524 | IoU 0.725 [2021-03-10 12:29:46,500][root][INFO] - Lr: 6.160e-03 | Epoch: [33][30/100] | Time 0.455 | Data 0.043 | Loss 0.2518 | IoU 0.725 [2021-03-10 12:29:50,945][root][INFO] - Lr: 6.148e-03 | Epoch: [33][40/100] | Time 0.453 | Data 0.040 | Loss 0.2511 | IoU 0.726 [2021-03-10 12:29:55,405][root][INFO] - Lr: 6.136e-03 | Epoch: [33][50/100] | Time 0.451 | Data 0.039 | Loss 0.2506 | IoU 0.726 [2021-03-10 12:29:59,851][root][INFO] - Lr: 6.124e-03 | Epoch: [33][60/100] | Time 0.450 | Data 0.038 | Loss 0.2500 | IoU 0.727 [2021-03-10 12:30:04,294][root][INFO] - Lr: 6.112e-03 | Epoch: [33][70/100] | Time 0.449 | Data 0.037 | Loss 0.2494 | IoU 0.727 [2021-03-10 12:30:08,740][root][INFO] - Lr: 6.100e-03 | Epoch: [33][80/100] | Time 0.449 | Data 0.037 | Loss 0.2488 | IoU 0.727 [2021-03-10 12:30:13,189][root][INFO] - Lr: 6.088e-03 | Epoch: [33][90/100] | Time 0.448 | Data 0.037 | Loss 0.2482 | IoU 0.728 [2021-03-10 12:30:17,980][root][INFO] - Lr: 6.076e-03 | Epoch: [34][0/100] | Time 0.783 | Data 0.347 | Loss 0.2476 | IoU 0.728 [2021-03-10 12:30:22,427][root][INFO] - Lr: 6.065e-03 | Epoch: [34][10/100] | Time 0.476 | Data 0.062 | Loss 0.2471 | IoU 0.729 [2021-03-10 12:30:26,875][root][INFO] - Lr: 6.053e-03 | Epoch: [34][20/100] | Time 0.461 | Data 0.048 | Loss 0.2465 | IoU 0.729 [2021-03-10 12:30:31,316][root][INFO] - Lr: 6.041e-03 | Epoch: [34][30/100] | Time 0.455 | Data 0.043 | Loss 0.2459 | IoU 0.729 [2021-03-10 12:30:35,766][root][INFO] - Lr: 6.029e-03 | Epoch: [34][40/100] | Time 0.453 | Data 0.041 | Loss 0.2454 | IoU 0.730 [2021-03-10 12:30:40,214][root][INFO] - Lr: 6.017e-03 | Epoch: [34][50/100] | Time 0.451 | Data 0.040 | Loss 0.2448 | IoU 0.730 [2021-03-10 12:30:44,685][root][INFO] - Lr: 6.005e-03 | Epoch: [34][60/100] | Time 0.451 | Data 0.039 | Loss 0.2442 | IoU 0.730 [2021-03-10 12:30:49,128][root][INFO] - Lr: 5.993e-03 | Epoch: [34][70/100] | Time 0.450 | Data 0.038 | Loss 0.2437 | IoU 0.731 [2021-03-10 12:30:53,583][root][INFO] - Lr: 5.981e-03 | Epoch: [34][80/100] | Time 0.449 | Data 0.037 | Loss 0.2431 | IoU 0.731 [2021-03-10 12:30:58,041][root][INFO] - Lr: 5.969e-03 | Epoch: [34][90/100] | Time 0.449 | Data 0.037 | Loss 0.2426 | IoU 0.732 [2021-03-10 12:31:02,867][root][INFO] - Lr: 5.957e-03 | Epoch: [35][0/100] | Time 0.822 | Data 0.391 | Loss 0.2420 | IoU 0.732 [2021-03-10 12:31:07,313][root][INFO] - Lr: 5.946e-03 | Epoch: [35][10/100] | Time 0.479 | Data 0.066 | Loss 0.2415 | IoU 0.732 [2021-03-10 12:31:11,768][root][INFO] - Lr: 5.934e-03 | Epoch: [35][20/100] | Time 0.463 | Data 0.051 | Loss 0.2410 | IoU 0.733 [2021-03-10 12:31:16,219][root][INFO] - Lr: 5.922e-03 | Epoch: [35][30/100] | Time 0.457 | Data 0.045 | Loss 0.2404 | IoU 0.733 [2021-03-10 12:31:20,684][root][INFO] - Lr: 5.910e-03 | Epoch: [35][40/100] | Time 0.455 | Data 0.042 | Loss 0.2399 | IoU 0.733 [2021-03-10 12:31:25,123][root][INFO] - Lr: 5.898e-03 | Epoch: [35][50/100] | Time 0.453 | Data 0.041 | Loss 0.2393 | IoU 0.734 [2021-03-10 12:31:29,579][root][INFO] - Lr: 5.886e-03 | Epoch: [35][60/100] | Time 0.451 | Data 0.039 | Loss 0.2388 | IoU 0.734 [2021-03-10 12:31:34,032][root][INFO] - Lr: 5.874e-03 | Epoch: [35][70/100] | Time 0.451 | Data 0.039 | Loss 0.2382 | IoU 0.735 [2021-03-10 12:31:38,494][root][INFO] - Lr: 5.862e-03 | Epoch: [35][80/100] | Time 0.450 | Data 0.038 | Loss 0.2377 | IoU 0.735 [2021-03-10 12:31:42,939][root][INFO] - Lr: 5.850e-03 | Epoch: [35][90/100] | Time 0.449 | Data 0.037 | Loss 0.2372 | IoU 0.735 [2021-03-10 12:31:47,278][root][INFO] - 0/82 [2021-03-10 12:31:47,518][root][INFO] - 1/82 [2021-03-10 12:31:47,705][root][INFO] - 2/82 [2021-03-10 12:31:47,886][root][INFO] - 3/82 [2021-03-10 12:31:48,066][root][INFO] - 4/82 [2021-03-10 12:31:48,247][root][INFO] - 5/82 [2021-03-10 12:31:48,426][root][INFO] - 6/82 [2021-03-10 12:31:48,608][root][INFO] - 7/82 [2021-03-10 12:31:48,790][root][INFO] - 8/82 [2021-03-10 12:31:48,972][root][INFO] - 9/82 [2021-03-10 12:31:49,154][root][INFO] - 10/82 [2021-03-10 12:31:49,336][root][INFO] - 11/82 [2021-03-10 12:31:49,518][root][INFO] - 12/82 [2021-03-10 12:31:49,699][root][INFO] - 13/82 [2021-03-10 12:31:49,881][root][INFO] - 14/82 [2021-03-10 12:31:50,062][root][INFO] - 15/82 [2021-03-10 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[2021-03-10 12:31:54,266][root][INFO] - 38/82 [2021-03-10 12:31:54,447][root][INFO] - 39/82 [2021-03-10 12:31:54,627][root][INFO] - 40/82 [2021-03-10 12:31:54,812][root][INFO] - 41/82 [2021-03-10 12:31:54,992][root][INFO] - 42/82 [2021-03-10 12:31:55,173][root][INFO] - 43/82 [2021-03-10 12:31:55,356][root][INFO] - 44/82 [2021-03-10 12:31:55,537][root][INFO] - 45/82 [2021-03-10 12:31:55,719][root][INFO] - 46/82 [2021-03-10 12:31:55,901][root][INFO] - 47/82 [2021-03-10 12:31:56,083][root][INFO] - 48/82 [2021-03-10 12:31:56,263][root][INFO] - 49/82 [2021-03-10 12:31:56,460][root][INFO] - 50/82 [2021-03-10 12:31:56,648][root][INFO] - 51/82 [2021-03-10 12:31:56,828][root][INFO] - 52/82 [2021-03-10 12:31:57,016][root][INFO] - 53/82 [2021-03-10 12:31:57,195][root][INFO] - 54/82 [2021-03-10 12:31:57,375][root][INFO] - 55/82 [2021-03-10 12:31:57,568][root][INFO] - 56/82 [2021-03-10 12:31:57,749][root][INFO] - 57/82 [2021-03-10 12:31:57,930][root][INFO] - 58/82 [2021-03-10 12:31:58,113][root][INFO] - 59/82 [2021-03-10 12:31:58,294][root][INFO] - 60/82 [2021-03-10 12:31:58,493][root][INFO] - 61/82 [2021-03-10 12:31:58,695][root][INFO] - 62/82 [2021-03-10 12:31:58,876][root][INFO] - 63/82 [2021-03-10 12:31:59,058][root][INFO] - 64/82 [2021-03-10 12:31:59,239][root][INFO] - 65/82 [2021-03-10 12:31:59,426][root][INFO] - 66/82 [2021-03-10 12:31:59,609][root][INFO] - 67/82 [2021-03-10 12:31:59,788][root][INFO] - 68/82 [2021-03-10 12:31:59,968][root][INFO] - 69/82 [2021-03-10 12:32:00,149][root][INFO] - 70/82 [2021-03-10 12:32:00,330][root][INFO] - 71/82 [2021-03-10 12:32:00,510][root][INFO] - 72/82 [2021-03-10 12:32:00,692][root][INFO] - 73/82 [2021-03-10 12:32:00,872][root][INFO] - 74/82 [2021-03-10 12:32:01,052][root][INFO] - 75/82 [2021-03-10 12:32:01,232][root][INFO] - 76/82 [2021-03-10 12:32:01,412][root][INFO] - 77/82 [2021-03-10 12:32:01,592][root][INFO] - 78/82 [2021-03-10 12:32:01,774][root][INFO] - 79/82 [2021-03-10 12:32:01,954][root][INFO] - 80/82 [2021-03-10 12:32:02,135][root][INFO] - 81/82 [2021-03-10 12:32:02,335][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.4919 IoU avg 0.436 [2021-03-10 12:32:02,339][root][INFO] - ---> save checkpoint [2021-03-10 12:32:06,711][root][INFO] - Lr: 5.838e-03 | Epoch: [36][0/100] | Time 0.898 | Data 0.447 | Loss 0.2367 | IoU 0.736 [2021-03-10 12:32:11,154][root][INFO] - Lr: 5.826e-03 | Epoch: [36][10/100] | Time 0.486 | Data 0.071 | Loss 0.2361 | IoU 0.736 [2021-03-10 12:32:15,604][root][INFO] - Lr: 5.814e-03 | Epoch: [36][20/100] | Time 0.466 | Data 0.053 | Loss 0.2356 | IoU 0.736 [2021-03-10 12:32:20,058][root][INFO] - Lr: 5.802e-03 | Epoch: [36][30/100] | Time 0.460 | Data 0.047 | Loss 0.2351 | IoU 0.737 [2021-03-10 12:32:24,513][root][INFO] - Lr: 5.790e-03 | Epoch: [36][40/100] | Time 0.456 | Data 0.043 | Loss 0.2346 | IoU 0.737 [2021-03-10 12:32:28,967][root][INFO] - Lr: 5.778e-03 | Epoch: [36][50/100] | Time 0.454 | Data 0.042 | Loss 0.2341 | IoU 0.737 [2021-03-10 12:32:33,411][root][INFO] - Lr: 5.766e-03 | Epoch: [36][60/100] | Time 0.452 | Data 0.040 | Loss 0.2335 | IoU 0.738 [2021-03-10 12:32:37,857][root][INFO] - Lr: 5.755e-03 | Epoch: [36][70/100] | Time 0.451 | Data 0.039 | Loss 0.2330 | IoU 0.738 [2021-03-10 12:32:42,308][root][INFO] - Lr: 5.743e-03 | Epoch: [36][80/100] | Time 0.451 | Data 0.039 | Loss 0.2325 | IoU 0.738 [2021-03-10 12:32:46,768][root][INFO] - Lr: 5.731e-03 | Epoch: [36][90/100] | Time 0.450 | Data 0.038 | Loss 0.2320 | IoU 0.739 [2021-03-10 12:32:51,544][root][INFO] - Lr: 5.719e-03 | Epoch: [37][0/100] | Time 0.765 | Data 0.325 | Loss 0.2315 | IoU 0.739 [2021-03-10 12:32:56,003][root][INFO] - Lr: 5.707e-03 | Epoch: [37][10/100] | Time 0.475 | Data 0.060 | Loss 0.2310 | IoU 0.739 [2021-03-10 12:33:00,447][root][INFO] - Lr: 5.695e-03 | Epoch: [37][20/100] | Time 0.460 | Data 0.047 | Loss 0.2305 | IoU 0.740 [2021-03-10 12:33:04,887][root][INFO] - Lr: 5.683e-03 | Epoch: [37][30/100] | Time 0.455 | Data 0.043 | Loss 0.2300 | IoU 0.740 [2021-03-10 12:33:09,327][root][INFO] - Lr: 5.671e-03 | Epoch: [37][40/100] | Time 0.452 | Data 0.041 | Loss 0.2295 | IoU 0.740 [2021-03-10 12:33:13,786][root][INFO] - Lr: 5.659e-03 | Epoch: [37][50/100] | Time 0.451 | Data 0.039 | Loss 0.2290 | IoU 0.741 [2021-03-10 12:33:18,246][root][INFO] - Lr: 5.647e-03 | Epoch: [37][60/100] | Time 0.450 | Data 0.038 | Loss 0.2285 | IoU 0.741 [2021-03-10 12:33:22,690][root][INFO] - Lr: 5.635e-03 | Epoch: [37][70/100] | Time 0.449 | Data 0.038 | Loss 0.2280 | IoU 0.741 [2021-03-10 12:33:27,136][root][INFO] - Lr: 5.623e-03 | Epoch: [37][80/100] | Time 0.449 | Data 0.037 | Loss 0.2275 | IoU 0.742 [2021-03-10 12:33:31,581][root][INFO] - Lr: 5.611e-03 | Epoch: [37][90/100] | Time 0.448 | Data 0.037 | Loss 0.2271 | IoU 0.742 [2021-03-10 12:33:37,001][root][INFO] - Lr: 5.599e-03 | Epoch: [38][0/100] | Time 1.422 | Data 0.988 | Loss 0.2266 | IoU 0.742 [2021-03-10 12:33:41,457][root][INFO] - Lr: 5.587e-03 | Epoch: [38][10/100] | Time 0.534 | Data 0.120 | Loss 0.2261 | IoU 0.743 [2021-03-10 12:33:45,887][root][INFO] - Lr: 5.575e-03 | Epoch: [38][20/100] | Time 0.491 | Data 0.079 | Loss 0.2256 | IoU 0.743 [2021-03-10 12:33:50,341][root][INFO] - Lr: 5.563e-03 | Epoch: [38][30/100] | Time 0.476 | Data 0.064 | Loss 0.2251 | IoU 0.743 [2021-03-10 12:33:54,784][root][INFO] - Lr: 5.551e-03 | Epoch: [38][40/100] | Time 0.468 | Data 0.057 | Loss 0.2247 | IoU 0.743 [2021-03-10 12:33:59,244][root][INFO] - Lr: 5.539e-03 | Epoch: [38][50/100] | Time 0.464 | Data 0.052 | Loss 0.2242 | IoU 0.744 [2021-03-10 12:34:03,699][root][INFO] - Lr: 5.527e-03 | Epoch: [38][60/100] | Time 0.461 | Data 0.049 | Loss 0.2237 | IoU 0.744 [2021-03-10 12:34:08,151][root][INFO] - Lr: 5.515e-03 | Epoch: [38][70/100] | Time 0.459 | Data 0.047 | Loss 0.2233 | IoU 0.744 [2021-03-10 12:34:12,603][root][INFO] - Lr: 5.503e-03 | Epoch: [38][80/100] | Time 0.457 | Data 0.045 | Loss 0.2228 | IoU 0.745 [2021-03-10 12:34:17,050][root][INFO] - Lr: 5.491e-03 | Epoch: [38][90/100] | Time 0.456 | Data 0.044 | Loss 0.2223 | IoU 0.745 [2021-03-10 12:34:21,799][root][INFO] - Lr: 5.479e-03 | Epoch: [39][0/100] | Time 0.738 | Data 0.311 | Loss 0.2219 | IoU 0.745 [2021-03-10 12:34:26,248][root][INFO] - Lr: 5.467e-03 | Epoch: [39][10/100] | Time 0.472 | Data 0.059 | Loss 0.2214 | IoU 0.746 [2021-03-10 12:34:30,708][root][INFO] - Lr: 5.455e-03 | Epoch: [39][20/100] | Time 0.459 | Data 0.047 | Loss 0.2210 | IoU 0.746 [2021-03-10 12:34:35,152][root][INFO] - Lr: 5.443e-03 | Epoch: [39][30/100] | Time 0.455 | Data 0.043 | Loss 0.2205 | IoU 0.746 [2021-03-10 12:34:39,599][root][INFO] - Lr: 5.431e-03 | Epoch: [39][40/100] | Time 0.452 | Data 0.040 | Loss 0.2201 | IoU 0.747 [2021-03-10 12:34:44,043][root][INFO] - Lr: 5.419e-03 | Epoch: [39][50/100] | Time 0.451 | Data 0.039 | Loss 0.2196 | IoU 0.747 [2021-03-10 12:34:48,504][root][INFO] - Lr: 5.406e-03 | Epoch: [39][60/100] | Time 0.450 | Data 0.038 | Loss 0.2192 | IoU 0.747 [2021-03-10 12:34:52,950][root][INFO] - Lr: 5.394e-03 | Epoch: [39][70/100] | Time 0.449 | Data 0.037 | Loss 0.2187 | IoU 0.748 [2021-03-10 12:34:57,404][root][INFO] - Lr: 5.382e-03 | Epoch: [39][80/100] | Time 0.449 | Data 0.037 | Loss 0.2183 | IoU 0.748 [2021-03-10 12:35:01,856][root][INFO] - Lr: 5.370e-03 | Epoch: [39][90/100] | Time 0.448 | Data 0.037 | Loss 0.2178 | IoU 0.748 [2021-03-10 12:35:06,614][root][INFO] - Lr: 5.358e-03 | Epoch: [40][0/100] | Time 0.748 | Data 0.321 | Loss 0.2174 | IoU 0.748 [2021-03-10 12:35:11,080][root][INFO] - Lr: 5.346e-03 | Epoch: [40][10/100] | Time 0.474 | Data 0.060 | Loss 0.2170 | IoU 0.749 [2021-03-10 12:35:15,523][root][INFO] - Lr: 5.334e-03 | Epoch: [40][20/100] | Time 0.460 | Data 0.047 | Loss 0.2166 | IoU 0.749 [2021-03-10 12:35:19,962][root][INFO] - Lr: 5.322e-03 | Epoch: [40][30/100] | Time 0.455 | Data 0.043 | Loss 0.2162 | IoU 0.749 [2021-03-10 12:35:24,410][root][INFO] - Lr: 5.310e-03 | Epoch: [40][40/100] | Time 0.452 | Data 0.041 | Loss 0.2158 | IoU 0.750 [2021-03-10 12:35:28,850][root][INFO] - Lr: 5.298e-03 | Epoch: [40][50/100] | Time 0.451 | Data 0.039 | Loss 0.2153 | IoU 0.750 [2021-03-10 12:35:33,296][root][INFO] - Lr: 5.286e-03 | Epoch: [40][60/100] | Time 0.450 | Data 0.038 | Loss 0.2149 | IoU 0.750 [2021-03-10 12:35:37,741][root][INFO] - Lr: 5.274e-03 | Epoch: [40][70/100] | Time 0.449 | Data 0.038 | Loss 0.2145 | IoU 0.751 [2021-03-10 12:35:42,203][root][INFO] - Lr: 5.262e-03 | Epoch: [40][80/100] | Time 0.449 | Data 0.037 | Loss 0.2141 | IoU 0.751 [2021-03-10 12:35:46,654][root][INFO] - Lr: 5.250e-03 | Epoch: [40][90/100] | Time 0.448 | Data 0.037 | Loss 0.2137 | IoU 0.751 [2021-03-10 12:35:51,026][root][INFO] - 0/82 [2021-03-10 12:35:51,245][root][INFO] - 1/82 [2021-03-10 12:35:51,431][root][INFO] - 2/82 [2021-03-10 12:35:51,627][root][INFO] - 3/82 [2021-03-10 12:35:51,808][root][INFO] - 4/82 [2021-03-10 12:35:51,988][root][INFO] - 5/82 [2021-03-10 12:35:52,170][root][INFO] - 6/82 [2021-03-10 12:35:52,353][root][INFO] - 7/82 [2021-03-10 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[2021-03-10 12:36:04,453][root][INFO] - 73/82 [2021-03-10 12:36:04,635][root][INFO] - 74/82 [2021-03-10 12:36:04,815][root][INFO] - 75/82 [2021-03-10 12:36:04,995][root][INFO] - 76/82 [2021-03-10 12:36:05,175][root][INFO] - 77/82 [2021-03-10 12:36:05,355][root][INFO] - 78/82 [2021-03-10 12:36:05,550][root][INFO] - 79/82 [2021-03-10 12:36:05,732][root][INFO] - 80/82 [2021-03-10 12:36:05,913][root][INFO] - 81/82 [2021-03-10 12:36:06,559][root][INFO] - Validation set: Time avg per batch 0.188 Loss avg 1.6084 IoU avg 0.439 [2021-03-10 12:36:06,566][root][INFO] - ---> save checkpoint [2021-03-10 12:36:11,158][root][INFO] - Lr: 5.238e-03 | Epoch: [41][0/100] | Time 0.881 | Data 0.428 | Loss 0.2132 | IoU 0.752 [2021-03-10 12:36:15,590][root][INFO] - Lr: 5.225e-03 | Epoch: [41][10/100] | Time 0.483 | Data 0.069 | Loss 0.2128 | IoU 0.752 [2021-03-10 12:36:20,037][root][INFO] - Lr: 5.213e-03 | Epoch: [41][20/100] | Time 0.465 | Data 0.052 | Loss 0.2124 | IoU 0.752 [2021-03-10 12:36:24,478][root][INFO] - Lr: 5.201e-03 | Epoch: [41][30/100] | Time 0.458 | Data 0.046 | Loss 0.2120 | IoU 0.752 [2021-03-10 12:36:28,919][root][INFO] - Lr: 5.189e-03 | Epoch: [41][40/100] | Time 0.455 | Data 0.043 | Loss 0.2116 | IoU 0.753 [2021-03-10 12:36:33,366][root][INFO] - Lr: 5.177e-03 | Epoch: [41][50/100] | Time 0.453 | Data 0.041 | Loss 0.2112 | IoU 0.753 [2021-03-10 12:36:37,810][root][INFO] - Lr: 5.165e-03 | Epoch: [41][60/100] | Time 0.451 | Data 0.040 | Loss 0.2108 | IoU 0.753 [2021-03-10 12:36:42,255][root][INFO] - Lr: 5.153e-03 | Epoch: [41][70/100] | Time 0.450 | Data 0.039 | Loss 0.2103 | IoU 0.753 [2021-03-10 12:36:46,713][root][INFO] - Lr: 5.141e-03 | Epoch: [41][80/100] | Time 0.450 | Data 0.038 | Loss 0.2099 | IoU 0.754 [2021-03-10 12:36:51,169][root][INFO] - Lr: 5.129e-03 | Epoch: [41][90/100] | Time 0.449 | Data 0.038 | Loss 0.2095 | IoU 0.754 [2021-03-10 12:36:55,946][root][INFO] - Lr: 5.117e-03 | Epoch: [42][0/100] | Time 0.767 | Data 0.317 | Loss 0.2092 | IoU 0.754 [2021-03-10 12:37:00,400][root][INFO] - Lr: 5.104e-03 | Epoch: [42][10/100] | Time 0.475 | Data 0.059 | Loss 0.2087 | IoU 0.755 [2021-03-10 12:37:04,848][root][INFO] - Lr: 5.092e-03 | Epoch: [42][20/100] | Time 0.460 | Data 0.047 | Loss 0.2083 | IoU 0.755 [2021-03-10 12:37:09,303][root][INFO] - Lr: 5.080e-03 | Epoch: [42][30/100] | Time 0.456 | Data 0.043 | Loss 0.2079 | IoU 0.755 [2021-03-10 12:37:13,748][root][INFO] - Lr: 5.068e-03 | Epoch: [42][40/100] | Time 0.453 | Data 0.040 | Loss 0.2075 | IoU 0.755 [2021-03-10 12:37:18,208][root][INFO] - Lr: 5.056e-03 | Epoch: [42][50/100] | Time 0.452 | Data 0.039 | Loss 0.2071 | IoU 0.756 [2021-03-10 12:37:22,666][root][INFO] - Lr: 5.044e-03 | Epoch: [42][60/100] | Time 0.451 | Data 0.038 | Loss 0.2067 | IoU 0.756 [2021-03-10 12:37:27,129][root][INFO] - Lr: 5.032e-03 | Epoch: [42][70/100] | Time 0.450 | Data 0.038 | Loss 0.2064 | IoU 0.756 [2021-03-10 12:37:31,590][root][INFO] - Lr: 5.019e-03 | Epoch: [42][80/100] | Time 0.450 | Data 0.037 | Loss 0.2060 | IoU 0.756 [2021-03-10 12:37:36,053][root][INFO] - Lr: 5.007e-03 | Epoch: [42][90/100] | Time 0.449 | Data 0.037 | Loss 0.2056 | IoU 0.757 [2021-03-10 12:37:41,011][root][INFO] - Lr: 4.995e-03 | Epoch: [43][0/100] | Time 0.927 | Data 0.381 | Loss 0.2052 | IoU 0.757 [2021-03-10 12:37:45,459][root][INFO] - Lr: 4.983e-03 | Epoch: [43][10/100] | Time 0.489 | Data 0.065 | Loss 0.2048 | IoU 0.758 [2021-03-10 12:37:49,891][root][INFO] - Lr: 4.971e-03 | Epoch: [43][20/100] | Time 0.467 | Data 0.050 | Loss 0.2044 | IoU 0.758 [2021-03-10 12:37:54,330][root][INFO] - Lr: 4.959e-03 | Epoch: [43][30/100] | Time 0.460 | Data 0.045 | Loss 0.2040 | IoU 0.758 [2021-03-10 12:37:58,790][root][INFO] - Lr: 4.947e-03 | Epoch: [43][40/100] | Time 0.456 | Data 0.042 | Loss 0.2037 | IoU 0.758 [2021-03-10 12:38:03,281][root][INFO] - Lr: 4.934e-03 | Epoch: [43][50/100] | Time 0.455 | Data 0.041 | Loss 0.2033 | IoU 0.759 [2021-03-10 12:38:07,732][root][INFO] - Lr: 4.922e-03 | Epoch: [43][60/100] | Time 0.453 | Data 0.039 | Loss 0.2029 | IoU 0.759 [2021-03-10 12:38:12,184][root][INFO] - Lr: 4.910e-03 | Epoch: [43][70/100] | Time 0.452 | Data 0.039 | Loss 0.2025 | IoU 0.759 [2021-03-10 12:38:16,626][root][INFO] - Lr: 4.898e-03 | Epoch: [43][80/100] | Time 0.451 | Data 0.038 | Loss 0.2021 | IoU 0.759 [2021-03-10 12:38:21,079][root][INFO] - Lr: 4.886e-03 | Epoch: [43][90/100] | Time 0.451 | Data 0.037 | Loss 0.2018 | IoU 0.760 [2021-03-10 12:38:25,824][root][INFO] - Lr: 4.874e-03 | Epoch: [44][0/100] | Time 0.738 | Data 0.311 | Loss 0.2014 | IoU 0.760 [2021-03-10 12:38:30,263][root][INFO] - Lr: 4.861e-03 | Epoch: [44][10/100] | Time 0.471 | Data 0.059 | Loss 0.2010 | IoU 0.760 [2021-03-10 12:38:34,725][root][INFO] - Lr: 4.849e-03 | Epoch: [44][20/100] | Time 0.459 | Data 0.047 | Loss 0.2006 | IoU 0.760 [2021-03-10 12:38:39,187][root][INFO] - Lr: 4.837e-03 | Epoch: [44][30/100] | Time 0.455 | Data 0.042 | Loss 0.2003 | IoU 0.761 [2021-03-10 12:38:43,653][root][INFO] - Lr: 4.825e-03 | Epoch: [44][40/100] | Time 0.453 | Data 0.040 | Loss 0.1999 | IoU 0.761 [2021-03-10 12:38:48,117][root][INFO] - Lr: 4.813e-03 | Epoch: [44][50/100] | Time 0.452 | Data 0.039 | Loss 0.1995 | IoU 0.761 [2021-03-10 12:38:52,574][root][INFO] - Lr: 4.800e-03 | Epoch: [44][60/100] | Time 0.451 | Data 0.038 | Loss 0.1992 | IoU 0.761 [2021-03-10 12:38:57,030][root][INFO] - Lr: 4.788e-03 | Epoch: [44][70/100] | Time 0.450 | Data 0.037 | Loss 0.1988 | IoU 0.762 [2021-03-10 12:39:01,488][root][INFO] - Lr: 4.776e-03 | Epoch: [44][80/100] | Time 0.449 | Data 0.037 | Loss 0.1984 | IoU 0.762 [2021-03-10 12:39:05,943][root][INFO] - Lr: 4.764e-03 | Epoch: [44][90/100] | Time 0.449 | Data 0.037 | Loss 0.1981 | IoU 0.762 [2021-03-10 12:39:10,713][root][INFO] - Lr: 4.752e-03 | Epoch: [45][0/100] | Time 0.743 | Data 0.314 | Loss 0.1977 | IoU 0.762 [2021-03-10 12:39:15,159][root][INFO] - Lr: 4.739e-03 | Epoch: [45][10/100] | Time 0.472 | Data 0.059 | Loss 0.1974 | IoU 0.763 [2021-03-10 12:39:19,612][root][INFO] - Lr: 4.727e-03 | Epoch: [45][20/100] | Time 0.459 | Data 0.047 | Loss 0.1970 | IoU 0.763 [2021-03-10 12:39:24,057][root][INFO] - Lr: 4.715e-03 | Epoch: [45][30/100] | Time 0.454 | Data 0.043 | Loss 0.1967 | IoU 0.763 [2021-03-10 12:39:28,512][root][INFO] - Lr: 4.703e-03 | Epoch: [45][40/100] | Time 0.452 | Data 0.040 | Loss 0.1963 | IoU 0.763 [2021-03-10 12:39:32,956][root][INFO] - Lr: 4.690e-03 | Epoch: [45][50/100] | Time 0.451 | Data 0.039 | Loss 0.1960 | IoU 0.764 [2021-03-10 12:39:37,412][root][INFO] - Lr: 4.678e-03 | Epoch: [45][60/100] | Time 0.450 | Data 0.038 | Loss 0.1956 | IoU 0.764 [2021-03-10 12:39:41,871][root][INFO] - Lr: 4.666e-03 | Epoch: [45][70/100] | Time 0.449 | Data 0.037 | Loss 0.1952 | IoU 0.764 [2021-03-10 12:39:46,328][root][INFO] - Lr: 4.654e-03 | Epoch: [45][80/100] | Time 0.449 | Data 0.037 | Loss 0.1949 | IoU 0.764 [2021-03-10 12:39:50,783][root][INFO] - Lr: 4.641e-03 | Epoch: [45][90/100] | Time 0.448 | Data 0.037 | Loss 0.1945 | IoU 0.765 [2021-03-10 12:39:55,134][root][INFO] - 0/82 [2021-03-10 12:39:55,356][root][INFO] - 1/82 [2021-03-10 12:39:55,542][root][INFO] - 2/82 [2021-03-10 12:39:55,723][root][INFO] - 3/82 [2021-03-10 12:39:55,905][root][INFO] - 4/82 [2021-03-10 12:39:56,085][root][INFO] - 5/82 [2021-03-10 12:39:56,275][root][INFO] - 6/82 [2021-03-10 12:39:56,457][root][INFO] - 7/82 [2021-03-10 12:39:56,638][root][INFO] - 8/82 [2021-03-10 12:39:56,820][root][INFO] - 9/82 [2021-03-10 12:39:57,002][root][INFO] - 10/82 [2021-03-10 12:39:57,189][root][INFO] - 11/82 [2021-03-10 12:39:57,371][root][INFO] - 12/82 [2021-03-10 12:39:57,552][root][INFO] - 13/82 [2021-03-10 12:39:57,733][root][INFO] - 14/82 [2021-03-10 12:39:57,912][root][INFO] - 15/82 [2021-03-10 12:39:58,093][root][INFO] - 16/82 [2021-03-10 12:39:58,275][root][INFO] - 17/82 [2021-03-10 12:39:58,470][root][INFO] - 18/82 [2021-03-10 12:39:58,650][root][INFO] - 19/82 [2021-03-10 12:39:58,832][root][INFO] - 20/82 [2021-03-10 12:39:59,013][root][INFO] - 21/82 [2021-03-10 12:39:59,203][root][INFO] - 22/82 [2021-03-10 12:39:59,390][root][INFO] - 23/82 [2021-03-10 12:39:59,573][root][INFO] - 24/82 [2021-03-10 12:39:59,756][root][INFO] - 25/82 [2021-03-10 12:39:59,937][root][INFO] - 26/82 [2021-03-10 12:40:00,127][root][INFO] - 27/82 [2021-03-10 12:40:00,313][root][INFO] - 28/82 [2021-03-10 12:40:00,492][root][INFO] - 29/82 [2021-03-10 12:40:00,689][root][INFO] - 30/82 [2021-03-10 12:40:00,869][root][INFO] - 31/82 [2021-03-10 12:40:01,051][root][INFO] - 32/82 [2021-03-10 12:40:01,248][root][INFO] - 33/82 [2021-03-10 12:40:01,436][root][INFO] - 34/82 [2021-03-10 12:40:01,616][root][INFO] - 35/82 [2021-03-10 12:40:01,799][root][INFO] - 36/82 [2021-03-10 12:40:01,979][root][INFO] - 37/82 [2021-03-10 12:40:02,160][root][INFO] - 38/82 [2021-03-10 12:40:02,340][root][INFO] - 39/82 [2021-03-10 12:40:02,521][root][INFO] - 40/82 [2021-03-10 12:40:02,703][root][INFO] - 41/82 [2021-03-10 12:40:02,886][root][INFO] - 42/82 [2021-03-10 12:40:03,069][root][INFO] - 43/82 [2021-03-10 12:40:03,252][root][INFO] - 44/82 [2021-03-10 12:40:03,442][root][INFO] - 45/82 [2021-03-10 12:40:03,622][root][INFO] - 46/82 [2021-03-10 12:40:03,802][root][INFO] - 47/82 [2021-03-10 12:40:03,988][root][INFO] - 48/82 [2021-03-10 12:40:04,167][root][INFO] - 49/82 [2021-03-10 12:40:04,346][root][INFO] - 50/82 [2021-03-10 12:40:04,526][root][INFO] - 51/82 [2021-03-10 12:40:04,721][root][INFO] - 52/82 [2021-03-10 12:40:04,902][root][INFO] - 53/82 [2021-03-10 12:40:05,085][root][INFO] - 54/82 [2021-03-10 12:40:05,267][root][INFO] - 55/82 [2021-03-10 12:40:05,453][root][INFO] - 56/82 [2021-03-10 12:40:05,635][root][INFO] - 57/82 [2021-03-10 12:40:05,814][root][INFO] - 58/82 [2021-03-10 12:40:05,995][root][INFO] - 59/82 [2021-03-10 12:40:06,182][root][INFO] - 60/82 [2021-03-10 12:40:06,362][root][INFO] - 61/82 [2021-03-10 12:40:06,542][root][INFO] - 62/82 [2021-03-10 12:40:06,728][root][INFO] - 63/82 [2021-03-10 12:40:06,913][root][INFO] - 64/82 [2021-03-10 12:40:07,096][root][INFO] - 65/82 [2021-03-10 12:40:07,278][root][INFO] - 66/82 [2021-03-10 12:40:07,459][root][INFO] - 67/82 [2021-03-10 12:40:07,640][root][INFO] - 68/82 [2021-03-10 12:40:07,831][root][INFO] - 69/82 [2021-03-10 12:40:08,024][root][INFO] - 70/82 [2021-03-10 12:40:08,206][root][INFO] - 71/82 [2021-03-10 12:40:08,392][root][INFO] - 72/82 [2021-03-10 12:40:08,588][root][INFO] - 73/82 [2021-03-10 12:40:08,769][root][INFO] - 74/82 [2021-03-10 12:40:08,952][root][INFO] - 75/82 [2021-03-10 12:40:09,135][root][INFO] - 76/82 [2021-03-10 12:40:09,317][root][INFO] - 77/82 [2021-03-10 12:40:09,500][root][INFO] - 78/82 [2021-03-10 12:40:09,681][root][INFO] - 79/82 [2021-03-10 12:40:09,860][root][INFO] - 80/82 [2021-03-10 12:40:10,040][root][INFO] - 81/82 [2021-03-10 12:40:10,239][root][INFO] - Validation set: Time avg per batch 0.188 Loss avg 1.6814 IoU avg 0.440 [2021-03-10 12:40:10,242][root][INFO] - ---> save checkpoint [2021-03-10 12:40:14,445][root][INFO] - Lr: 4.629e-03 | Epoch: [46][0/100] | Time 0.827 | Data 0.397 | Loss 0.1942 | IoU 0.765 [2021-03-10 12:40:18,884][root][INFO] - Lr: 4.617e-03 | Epoch: [46][10/100] | Time 0.479 | Data 0.066 | Loss 0.1939 | IoU 0.765 [2021-03-10 12:40:23,338][root][INFO] - Lr: 4.605e-03 | Epoch: [46][20/100] | Time 0.463 | Data 0.051 | Loss 0.1935 | IoU 0.765 [2021-03-10 12:40:27,789][root][INFO] - Lr: 4.592e-03 | Epoch: [46][30/100] | Time 0.457 | Data 0.045 | Loss 0.1932 | IoU 0.766 [2021-03-10 12:40:32,247][root][INFO] - Lr: 4.580e-03 | Epoch: [46][40/100] | Time 0.454 | Data 0.042 | Loss 0.1928 | IoU 0.766 [2021-03-10 12:40:36,706][root][INFO] - Lr: 4.568e-03 | Epoch: [46][50/100] | Time 0.453 | Data 0.041 | Loss 0.1925 | IoU 0.766 [2021-03-10 12:40:41,162][root][INFO] - Lr: 4.556e-03 | Epoch: [46][60/100] | Time 0.452 | Data 0.039 | Loss 0.1921 | IoU 0.766 [2021-03-10 12:40:45,622][root][INFO] - Lr: 4.543e-03 | Epoch: [46][70/100] | Time 0.451 | Data 0.039 | Loss 0.1918 | IoU 0.766 [2021-03-10 12:40:50,076][root][INFO] - Lr: 4.531e-03 | Epoch: [46][80/100] | Time 0.450 | Data 0.038 | Loss 0.1914 | IoU 0.767 [2021-03-10 12:40:54,523][root][INFO] - Lr: 4.519e-03 | Epoch: [46][90/100] | Time 0.450 | Data 0.037 | Loss 0.1911 | IoU 0.767 [2021-03-10 12:40:59,303][root][INFO] - Lr: 4.506e-03 | Epoch: [47][0/100] | Time 0.768 | Data 0.336 | Loss 0.1908 | IoU 0.767 [2021-03-10 12:41:03,752][root][INFO] - Lr: 4.494e-03 | Epoch: [47][10/100] | Time 0.474 | Data 0.061 | Loss 0.1905 | IoU 0.767 [2021-03-10 12:41:08,198][root][INFO] - Lr: 4.482e-03 | Epoch: [47][20/100] | Time 0.460 | Data 0.048 | Loss 0.1901 | IoU 0.768 [2021-03-10 12:41:12,656][root][INFO] - Lr: 4.470e-03 | Epoch: [47][30/100] | Time 0.456 | Data 0.043 | Loss 0.1898 | IoU 0.768 [2021-03-10 12:41:17,100][root][INFO] - Lr: 4.457e-03 | Epoch: [47][40/100] | Time 0.453 | Data 0.041 | Loss 0.1895 | IoU 0.768 [2021-03-10 12:41:21,559][root][INFO] - Lr: 4.445e-03 | Epoch: [47][50/100] | Time 0.451 | Data 0.039 | Loss 0.1891 | IoU 0.768 [2021-03-10 12:41:26,010][root][INFO] - Lr: 4.433e-03 | Epoch: [47][60/100] | Time 0.450 | Data 0.038 | Loss 0.1888 | IoU 0.768 [2021-03-10 12:41:30,478][root][INFO] - Lr: 4.420e-03 | Epoch: [47][70/100] | Time 0.450 | Data 0.038 | Loss 0.1885 | IoU 0.769 [2021-03-10 12:41:34,928][root][INFO] - Lr: 4.408e-03 | Epoch: [47][80/100] | Time 0.449 | Data 0.037 | Loss 0.1882 | IoU 0.769 [2021-03-10 12:41:39,372][root][INFO] - Lr: 4.396e-03 | Epoch: [47][90/100] | Time 0.449 | Data 0.037 | Loss 0.1878 | IoU 0.769 [2021-03-10 12:41:44,181][root][INFO] - Lr: 4.383e-03 | Epoch: [48][0/100] | Time 0.805 | Data 0.375 | Loss 0.1875 | IoU 0.769 [2021-03-10 12:41:48,635][root][INFO] - Lr: 4.371e-03 | Epoch: [48][10/100] | Time 0.478 | Data 0.065 | Loss 0.1872 | IoU 0.770 [2021-03-10 12:41:53,078][root][INFO] - Lr: 4.359e-03 | Epoch: [48][20/100] | Time 0.462 | Data 0.050 | Loss 0.1869 | IoU 0.770 [2021-03-10 12:41:57,538][root][INFO] - Lr: 4.346e-03 | Epoch: [48][30/100] | Time 0.457 | Data 0.045 | Loss 0.1865 | IoU 0.770 [2021-03-10 12:42:01,981][root][INFO] - Lr: 4.334e-03 | Epoch: [48][40/100] | Time 0.454 | Data 0.042 | Loss 0.1862 | IoU 0.770 [2021-03-10 12:42:06,434][root][INFO] - Lr: 4.322e-03 | Epoch: [48][50/100] | Time 0.452 | Data 0.040 | Loss 0.1859 | IoU 0.770 [2021-03-10 12:42:10,903][root][INFO] - Lr: 4.309e-03 | Epoch: [48][60/100] | Time 0.451 | Data 0.039 | Loss 0.1856 | IoU 0.771 [2021-03-10 12:42:15,354][root][INFO] - Lr: 4.297e-03 | Epoch: [48][70/100] | Time 0.450 | Data 0.038 | Loss 0.1853 | IoU 0.771 [2021-03-10 12:42:19,800][root][INFO] - Lr: 4.285e-03 | Epoch: [48][80/100] | Time 0.450 | Data 0.038 | Loss 0.1850 | IoU 0.771 [2021-03-10 12:42:24,257][root][INFO] - Lr: 4.272e-03 | Epoch: [48][90/100] | Time 0.449 | Data 0.037 | Loss 0.1847 | IoU 0.771 [2021-03-10 12:42:29,047][root][INFO] - Lr: 4.260e-03 | Epoch: [49][0/100] | Time 0.776 | Data 0.350 | Loss 0.1844 | IoU 0.772 [2021-03-10 12:42:33,505][root][INFO] - Lr: 4.247e-03 | Epoch: [49][10/100] | Time 0.476 | Data 0.062 | Loss 0.1841 | IoU 0.772 [2021-03-10 12:42:37,957][root][INFO] - Lr: 4.235e-03 | Epoch: [49][20/100] | Time 0.461 | Data 0.048 | Loss 0.1837 | IoU 0.772 [2021-03-10 12:42:42,415][root][INFO] - Lr: 4.223e-03 | Epoch: [49][30/100] | Time 0.456 | Data 0.044 | Loss 0.1834 | IoU 0.772 [2021-03-10 12:42:46,876][root][INFO] - Lr: 4.210e-03 | Epoch: [49][40/100] | Time 0.454 | Data 0.041 | Loss 0.1831 | IoU 0.772 [2021-03-10 12:42:51,338][root][INFO] - Lr: 4.198e-03 | Epoch: [49][50/100] | Time 0.452 | Data 0.040 | Loss 0.1828 | IoU 0.773 [2021-03-10 12:42:55,794][root][INFO] - Lr: 4.186e-03 | Epoch: [49][60/100] | Time 0.451 | Data 0.039 | Loss 0.1825 | IoU 0.773 [2021-03-10 12:43:00,251][root][INFO] - Lr: 4.173e-03 | Epoch: [49][70/100] | Time 0.450 | Data 0.038 | Loss 0.1822 | IoU 0.773 [2021-03-10 12:43:04,705][root][INFO] - Lr: 4.161e-03 | Epoch: [49][80/100] | Time 0.450 | Data 0.037 | Loss 0.1819 | IoU 0.773 [2021-03-10 12:43:09,173][root][INFO] - Lr: 4.148e-03 | Epoch: [49][90/100] | Time 0.449 | Data 0.037 | Loss 0.1816 | IoU 0.774 [2021-03-10 12:43:14,009][root][INFO] - Lr: 4.136e-03 | Epoch: [50][0/100] | Time 0.805 | Data 0.345 | Loss 0.1813 | IoU 0.774 [2021-03-10 12:43:18,459][root][INFO] - Lr: 4.124e-03 | Epoch: [50][10/100] | Time 0.478 | Data 0.062 | Loss 0.1810 | IoU 0.774 [2021-03-10 12:43:22,915][root][INFO] - Lr: 4.111e-03 | Epoch: [50][20/100] | Time 0.462 | Data 0.048 | Loss 0.1807 | IoU 0.774 [2021-03-10 12:43:27,373][root][INFO] - Lr: 4.099e-03 | Epoch: [50][30/100] | Time 0.457 | Data 0.044 | Loss 0.1804 | IoU 0.774 [2021-03-10 12:43:31,828][root][INFO] - Lr: 4.086e-03 | Epoch: [50][40/100] | Time 0.454 | Data 0.041 | Loss 0.1801 | IoU 0.774 [2021-03-10 12:43:36,294][root][INFO] - Lr: 4.074e-03 | Epoch: [50][50/100] | Time 0.453 | Data 0.040 | Loss 0.1798 | IoU 0.775 [2021-03-10 12:43:40,763][root][INFO] - Lr: 4.061e-03 | Epoch: [50][60/100] | Time 0.452 | Data 0.039 | Loss 0.1795 | IoU 0.775 [2021-03-10 12:43:45,220][root][INFO] - Lr: 4.049e-03 | Epoch: [50][70/100] | Time 0.451 | Data 0.038 | Loss 0.1792 | IoU 0.775 [2021-03-10 12:43:49,695][root][INFO] - Lr: 4.037e-03 | Epoch: [50][80/100] | Time 0.451 | Data 0.037 | Loss 0.1790 | IoU 0.775 [2021-03-10 12:43:54,177][root][INFO] - Lr: 4.024e-03 | Epoch: [50][90/100] | Time 0.450 | Data 0.037 | Loss 0.1787 | IoU 0.775 [2021-03-10 12:43:58,476][root][INFO] - 0/82 [2021-03-10 12:43:58,695][root][INFO] - 1/82 [2021-03-10 12:43:58,882][root][INFO] - 2/82 [2021-03-10 12:43:59,064][root][INFO] - 3/82 [2021-03-10 12:43:59,246][root][INFO] - 4/82 [2021-03-10 12:43:59,427][root][INFO] - 5/82 [2021-03-10 12:43:59,607][root][INFO] - 6/82 [2021-03-10 12:43:59,787][root][INFO] - 7/82 [2021-03-10 12:43:59,967][root][INFO] - 8/82 [2021-03-10 12:44:00,149][root][INFO] - 9/82 [2021-03-10 12:44:00,330][root][INFO] - 10/82 [2021-03-10 12:44:00,512][root][INFO] - 11/82 [2021-03-10 12:44:00,698][root][INFO] - 12/82 [2021-03-10 12:44:00,878][root][INFO] - 13/82 [2021-03-10 12:44:01,075][root][INFO] - 14/82 [2021-03-10 12:44:01,257][root][INFO] - 15/82 [2021-03-10 12:44:01,439][root][INFO] - 16/82 [2021-03-10 12:44:01,619][root][INFO] - 17/82 [2021-03-10 12:44:01,801][root][INFO] - 18/82 [2021-03-10 12:44:01,983][root][INFO] - 19/82 [2021-03-10 12:44:02,164][root][INFO] - 20/82 [2021-03-10 12:44:02,346][root][INFO] - 21/82 [2021-03-10 12:44:02,528][root][INFO] - 22/82 [2021-03-10 12:44:02,711][root][INFO] - 23/82 [2021-03-10 12:44:02,893][root][INFO] - 24/82 [2021-03-10 12:44:03,075][root][INFO] - 25/82 [2021-03-10 12:44:03,260][root][INFO] - 26/82 [2021-03-10 12:44:03,455][root][INFO] - 27/82 [2021-03-10 12:44:03,652][root][INFO] - 28/82 [2021-03-10 12:44:03,832][root][INFO] - 29/82 [2021-03-10 12:44:04,014][root][INFO] - 30/82 [2021-03-10 12:44:04,200][root][INFO] - 31/82 [2021-03-10 12:44:04,382][root][INFO] - 32/82 [2021-03-10 12:44:04,564][root][INFO] - 33/82 [2021-03-10 12:44:04,744][root][INFO] - 34/82 [2021-03-10 12:44:04,926][root][INFO] - 35/82 [2021-03-10 12:44:05,107][root][INFO] - 36/82 [2021-03-10 12:44:05,287][root][INFO] - 37/82 [2021-03-10 12:44:05,469][root][INFO] - 38/82 [2021-03-10 12:44:05,650][root][INFO] - 39/82 [2021-03-10 12:44:05,831][root][INFO] - 40/82 [2021-03-10 12:44:06,016][root][INFO] - 41/82 [2021-03-10 12:44:06,197][root][INFO] - 42/82 [2021-03-10 12:44:06,379][root][INFO] - 43/82 [2021-03-10 12:44:06,560][root][INFO] - 44/82 [2021-03-10 12:44:06,759][root][INFO] - 45/82 [2021-03-10 12:44:06,955][root][INFO] - 46/82 [2021-03-10 12:44:07,136][root][INFO] - 47/82 [2021-03-10 12:44:07,324][root][INFO] - 48/82 [2021-03-10 12:44:07,504][root][INFO] - 49/82 [2021-03-10 12:44:07,684][root][INFO] - 50/82 [2021-03-10 12:44:07,865][root][INFO] - 51/82 [2021-03-10 12:44:08,046][root][INFO] - 52/82 [2021-03-10 12:44:08,229][root][INFO] - 53/82 [2021-03-10 12:44:08,413][root][INFO] - 54/82 [2021-03-10 12:44:08,596][root][INFO] - 55/82 [2021-03-10 12:44:08,778][root][INFO] - 56/82 [2021-03-10 12:44:08,961][root][INFO] - 57/82 [2021-03-10 12:44:09,142][root][INFO] - 58/82 [2021-03-10 12:44:09,323][root][INFO] - 59/82 [2021-03-10 12:44:09,505][root][INFO] - 60/82 [2021-03-10 12:44:09,706][root][INFO] - 61/82 [2021-03-10 12:44:09,885][root][INFO] - 62/82 [2021-03-10 12:44:10,065][root][INFO] - 63/82 [2021-03-10 12:44:10,271][root][INFO] - 64/82 [2021-03-10 12:44:10,468][root][INFO] - 65/82 [2021-03-10 12:44:10,656][root][INFO] - 66/82 [2021-03-10 12:44:10,838][root][INFO] - 67/82 [2021-03-10 12:44:11,020][root][INFO] - 68/82 [2021-03-10 12:44:11,202][root][INFO] - 69/82 [2021-03-10 12:44:11,383][root][INFO] - 70/82 [2021-03-10 12:44:11,564][root][INFO] - 71/82 [2021-03-10 12:44:11,744][root][INFO] - 72/82 [2021-03-10 12:44:11,924][root][INFO] - 73/82 [2021-03-10 12:44:12,118][root][INFO] - 74/82 [2021-03-10 12:44:12,300][root][INFO] - 75/82 [2021-03-10 12:44:12,482][root][INFO] - 76/82 [2021-03-10 12:44:12,663][root][INFO] - 77/82 [2021-03-10 12:44:12,843][root][INFO] - 78/82 [2021-03-10 12:44:13,024][root][INFO] - 79/82 [2021-03-10 12:44:13,205][root][INFO] - 80/82 [2021-03-10 12:44:13,385][root][INFO] - 81/82 [2021-03-10 12:44:13,608][root][INFO] - Validation set: Time avg per batch 0.188 Loss avg 1.7256 IoU avg 0.442 [2021-03-10 12:44:13,611][root][INFO] - ---> save checkpoint [2021-03-10 12:44:17,881][root][INFO] - Lr: 4.012e-03 | Epoch: [51][0/100] | Time 0.766 | Data 0.338 | Loss 0.1784 | IoU 0.775 [2021-03-10 12:44:22,320][root][INFO] - Lr: 3.999e-03 | Epoch: [51][10/100] | Time 0.473 | Data 0.061 | Loss 0.1781 | IoU 0.776 [2021-03-10 12:44:26,755][root][INFO] - Lr: 3.987e-03 | Epoch: [51][20/100] | Time 0.459 | Data 0.048 | Loss 0.1778 | IoU 0.776 [2021-03-10 12:44:31,205][root][INFO] - Lr: 3.974e-03 | Epoch: [51][30/100] | Time 0.455 | Data 0.043 | Loss 0.1775 | IoU 0.776 [2021-03-10 12:44:35,653][root][INFO] - Lr: 3.962e-03 | Epoch: [51][40/100] | Time 0.452 | Data 0.041 | Loss 0.1772 | IoU 0.776 [2021-03-10 12:44:40,107][root][INFO] - Lr: 3.949e-03 | Epoch: [51][50/100] | Time 0.451 | Data 0.039 | Loss 0.1770 | IoU 0.777 [2021-03-10 12:44:44,558][root][INFO] - Lr: 3.937e-03 | Epoch: [51][60/100] | Time 0.450 | Data 0.038 | Loss 0.1767 | IoU 0.777 [2021-03-10 12:44:49,008][root][INFO] - Lr: 3.924e-03 | Epoch: [51][70/100] | Time 0.449 | Data 0.038 | Loss 0.1764 | IoU 0.777 [2021-03-10 12:44:53,476][root][INFO] - Lr: 3.912e-03 | Epoch: [51][80/100] | Time 0.449 | Data 0.037 | Loss 0.1761 | IoU 0.777 [2021-03-10 12:44:57,931][root][INFO] - Lr: 3.899e-03 | Epoch: [51][90/100] | Time 0.449 | Data 0.037 | Loss 0.1758 | IoU 0.777 [2021-03-10 12:45:02,699][root][INFO] - Lr: 3.887e-03 | Epoch: [52][0/100] | Time 0.740 | Data 0.314 | Loss 0.1756 | IoU 0.777 [2021-03-10 12:45:07,149][root][INFO] - Lr: 3.874e-03 | Epoch: [52][10/100] | Time 0.472 | Data 0.059 | Loss 0.1753 | IoU 0.778 [2021-03-10 12:45:11,618][root][INFO] - Lr: 3.862e-03 | Epoch: [52][20/100] | Time 0.460 | Data 0.047 | Loss 0.1750 | IoU 0.778 [2021-03-10 12:45:16,070][root][INFO] - Lr: 3.849e-03 | Epoch: [52][30/100] | Time 0.455 | Data 0.042 | Loss 0.1747 | IoU 0.778 [2021-03-10 12:45:20,539][root][INFO] - Lr: 3.837e-03 | Epoch: [52][40/100] | Time 0.453 | Data 0.040 | Loss 0.1744 | IoU 0.778 [2021-03-10 12:45:24,985][root][INFO] - Lr: 3.824e-03 | Epoch: [52][50/100] | Time 0.451 | Data 0.039 | Loss 0.1742 | IoU 0.778 [2021-03-10 12:45:29,445][root][INFO] - Lr: 3.812e-03 | Epoch: [52][60/100] | Time 0.451 | Data 0.038 | Loss 0.1739 | IoU 0.778 [2021-03-10 12:45:33,900][root][INFO] - Lr: 3.799e-03 | Epoch: [52][70/100] | Time 0.450 | Data 0.037 | Loss 0.1736 | IoU 0.779 [2021-03-10 12:45:38,355][root][INFO] - Lr: 3.787e-03 | Epoch: [52][80/100] | Time 0.449 | Data 0.037 | Loss 0.1733 | IoU 0.779 [2021-03-10 12:45:42,805][root][INFO] - Lr: 3.774e-03 | Epoch: [52][90/100] | Time 0.449 | Data 0.037 | Loss 0.1731 | IoU 0.779 [2021-03-10 12:45:47,569][root][INFO] - Lr: 3.762e-03 | Epoch: [53][0/100] | Time 0.761 | Data 0.329 | Loss 0.1728 | IoU 0.779 [2021-03-10 12:45:52,008][root][INFO] - Lr: 3.749e-03 | Epoch: [53][10/100] | Time 0.473 | Data 0.060 | Loss 0.1725 | IoU 0.779 [2021-03-10 12:45:56,455][root][INFO] - Lr: 3.737e-03 | Epoch: [53][20/100] | Time 0.459 | Data 0.048 | Loss 0.1723 | IoU 0.780 [2021-03-10 12:46:00,902][root][INFO] - Lr: 3.724e-03 | Epoch: [53][30/100] | Time 0.455 | Data 0.043 | Loss 0.1720 | IoU 0.780 [2021-03-10 12:46:05,345][root][INFO] - Lr: 3.712e-03 | Epoch: [53][40/100] | Time 0.452 | Data 0.041 | Loss 0.1717 | IoU 0.780 [2021-03-10 12:46:09,793][root][INFO] - Lr: 3.699e-03 | Epoch: [53][50/100] | Time 0.451 | Data 0.039 | Loss 0.1715 | IoU 0.780 [2021-03-10 12:46:14,255][root][INFO] - Lr: 3.686e-03 | Epoch: [53][60/100] | Time 0.450 | Data 0.038 | Loss 0.1712 | IoU 0.781 [2021-03-10 12:46:18,712][root][INFO] - Lr: 3.674e-03 | Epoch: [53][70/100] | Time 0.449 | Data 0.038 | Loss 0.1709 | IoU 0.781 [2021-03-10 12:46:23,166][root][INFO] - Lr: 3.661e-03 | Epoch: [53][80/100] | Time 0.449 | Data 0.037 | Loss 0.1707 | IoU 0.781 [2021-03-10 12:46:27,626][root][INFO] - Lr: 3.649e-03 | Epoch: [53][90/100] | Time 0.449 | Data 0.037 | Loss 0.1704 | IoU 0.781 [2021-03-10 12:46:32,466][root][INFO] - Lr: 3.636e-03 | Epoch: [54][0/100] | Time 0.847 | Data 0.414 | Loss 0.1702 | IoU 0.781 [2021-03-10 12:46:36,919][root][INFO] - Lr: 3.624e-03 | Epoch: [54][10/100] | Time 0.482 | Data 0.068 | Loss 0.1699 | IoU 0.781 [2021-03-10 12:46:41,371][root][INFO] - Lr: 3.611e-03 | Epoch: [54][20/100] | Time 0.464 | Data 0.052 | Loss 0.1697 | IoU 0.782 [2021-03-10 12:46:45,822][root][INFO] - Lr: 3.598e-03 | Epoch: [54][30/100] | Time 0.458 | Data 0.046 | Loss 0.1694 | IoU 0.782 [2021-03-10 12:46:50,275][root][INFO] - Lr: 3.586e-03 | Epoch: [54][40/100] | Time 0.455 | Data 0.043 | Loss 0.1691 | IoU 0.782 [2021-03-10 12:46:54,729][root][INFO] - Lr: 3.573e-03 | Epoch: [54][50/100] | Time 0.453 | Data 0.041 | Loss 0.1689 | IoU 0.782 [2021-03-10 12:46:59,191][root][INFO] - Lr: 3.561e-03 | Epoch: [54][60/100] | Time 0.452 | Data 0.040 | Loss 0.1686 | IoU 0.782 [2021-03-10 12:47:03,651][root][INFO] - Lr: 3.548e-03 | Epoch: [54][70/100] | Time 0.451 | Data 0.039 | Loss 0.1684 | IoU 0.783 [2021-03-10 12:47:08,102][root][INFO] - Lr: 3.535e-03 | Epoch: [54][80/100] | Time 0.450 | Data 0.038 | Loss 0.1681 | IoU 0.783 [2021-03-10 12:47:12,559][root][INFO] - Lr: 3.523e-03 | Epoch: [54][90/100] | Time 0.450 | Data 0.038 | Loss 0.1679 | IoU 0.783 [2021-03-10 12:47:17,320][root][INFO] - Lr: 3.510e-03 | Epoch: [55][0/100] | Time 0.747 | Data 0.316 | Loss 0.1676 | IoU 0.783 [2021-03-10 12:47:21,777][root][INFO] - Lr: 3.497e-03 | Epoch: [55][10/100] | Time 0.473 | Data 0.059 | Loss 0.1674 | IoU 0.783 [2021-03-10 12:47:26,224][root][INFO] - Lr: 3.485e-03 | Epoch: [55][20/100] | Time 0.460 | Data 0.047 | Loss 0.1671 | IoU 0.784 [2021-03-10 12:47:30,685][root][INFO] - Lr: 3.472e-03 | Epoch: [55][30/100] | Time 0.455 | Data 0.043 | Loss 0.1669 | IoU 0.784 [2021-03-10 12:47:35,140][root][INFO] - Lr: 3.459e-03 | Epoch: [55][40/100] | Time 0.453 | Data 0.040 | Loss 0.1666 | IoU 0.784 [2021-03-10 12:47:39,574][root][INFO] - Lr: 3.447e-03 | Epoch: [55][50/100] | Time 0.451 | Data 0.039 | Loss 0.1664 | IoU 0.784 [2021-03-10 12:47:44,037][root][INFO] - Lr: 3.434e-03 | Epoch: [55][60/100] | Time 0.450 | Data 0.038 | Loss 0.1661 | IoU 0.784 [2021-03-10 12:47:48,490][root][INFO] - Lr: 3.421e-03 | Epoch: [55][70/100] | Time 0.450 | Data 0.038 | Loss 0.1659 | IoU 0.785 [2021-03-10 12:47:52,942][root][INFO] - Lr: 3.409e-03 | Epoch: [55][80/100] | Time 0.449 | Data 0.037 | Loss 0.1656 | IoU 0.785 [2021-03-10 12:47:57,390][root][INFO] - Lr: 3.396e-03 | Epoch: [55][90/100] | Time 0.449 | Data 0.037 | Loss 0.1654 | IoU 0.785 [2021-03-10 12:48:01,711][root][INFO] - 0/82 [2021-03-10 12:48:01,944][root][INFO] - 1/82 [2021-03-10 12:48:02,132][root][INFO] - 2/82 [2021-03-10 12:48:02,314][root][INFO] - 3/82 [2021-03-10 12:48:02,494][root][INFO] - 4/82 [2021-03-10 12:48:02,675][root][INFO] - 5/82 [2021-03-10 12:48:02,856][root][INFO] - 6/82 [2021-03-10 12:48:03,037][root][INFO] - 7/82 [2021-03-10 12:48:03,220][root][INFO] - 8/82 [2021-03-10 12:48:03,402][root][INFO] - 9/82 [2021-03-10 12:48:03,584][root][INFO] - 10/82 [2021-03-10 12:48:03,766][root][INFO] - 11/82 [2021-03-10 12:48:03,948][root][INFO] - 12/82 [2021-03-10 12:48:04,129][root][INFO] - 13/82 [2021-03-10 12:48:04,324][root][INFO] - 14/82 [2021-03-10 12:48:04,506][root][INFO] - 15/82 [2021-03-10 12:48:04,692][root][INFO] - 16/82 [2021-03-10 12:48:04,874][root][INFO] - 17/82 [2021-03-10 12:48:05,054][root][INFO] - 18/82 [2021-03-10 12:48:05,236][root][INFO] - 19/82 [2021-03-10 12:48:05,418][root][INFO] - 20/82 [2021-03-10 12:48:05,598][root][INFO] - 21/82 [2021-03-10 12:48:05,779][root][INFO] - 22/82 [2021-03-10 12:48:05,959][root][INFO] - 23/82 [2021-03-10 12:48:06,139][root][INFO] - 24/82 [2021-03-10 12:48:06,319][root][INFO] - 25/82 [2021-03-10 12:48:06,511][root][INFO] - 26/82 [2021-03-10 12:48:06,691][root][INFO] - 27/82 [2021-03-10 12:48:06,872][root][INFO] - 28/82 [2021-03-10 12:48:07,062][root][INFO] - 29/82 [2021-03-10 12:48:07,245][root][INFO] - 30/82 [2021-03-10 12:48:07,429][root][INFO] - 31/82 [2021-03-10 12:48:07,611][root][INFO] - 32/82 [2021-03-10 12:48:07,792][root][INFO] - 33/82 [2021-03-10 12:48:07,974][root][INFO] - 34/82 [2021-03-10 12:48:08,160][root][INFO] - 35/82 [2021-03-10 12:48:08,341][root][INFO] - 36/82 [2021-03-10 12:48:08,520][root][INFO] - 37/82 [2021-03-10 12:48:08,700][root][INFO] - 38/82 [2021-03-10 12:48:08,880][root][INFO] - 39/82 [2021-03-10 12:48:09,060][root][INFO] - 40/82 [2021-03-10 12:48:09,258][root][INFO] - 41/82 [2021-03-10 12:48:09,455][root][INFO] - 42/82 [2021-03-10 12:48:09,636][root][INFO] - 43/82 [2021-03-10 12:48:09,819][root][INFO] - 44/82 [2021-03-10 12:48:10,000][root][INFO] - 45/82 [2021-03-10 12:48:10,181][root][INFO] - 46/82 [2021-03-10 12:48:10,363][root][INFO] - 47/82 [2021-03-10 12:48:10,545][root][INFO] - 48/82 [2021-03-10 12:48:10,735][root][INFO] - 49/82 [2021-03-10 12:48:10,914][root][INFO] - 50/82 [2021-03-10 12:48:11,096][root][INFO] - 51/82 [2021-03-10 12:48:11,301][root][INFO] - 52/82 [2021-03-10 12:48:11,487][root][INFO] - 53/82 [2021-03-10 12:48:11,686][root][INFO] - 54/82 [2021-03-10 12:48:11,869][root][INFO] - 55/82 [2021-03-10 12:48:12,051][root][INFO] - 56/82 [2021-03-10 12:48:12,233][root][INFO] - 57/82 [2021-03-10 12:48:12,413][root][INFO] - 58/82 [2021-03-10 12:48:12,598][root][INFO] - 59/82 [2021-03-10 12:48:12,780][root][INFO] - 60/82 [2021-03-10 12:48:12,962][root][INFO] - 61/82 [2021-03-10 12:48:13,145][root][INFO] - 62/82 [2021-03-10 12:48:13,327][root][INFO] - 63/82 [2021-03-10 12:48:13,517][root][INFO] - 64/82 [2021-03-10 12:48:13,697][root][INFO] - 65/82 [2021-03-10 12:48:13,881][root][INFO] - 66/82 [2021-03-10 12:48:14,072][root][INFO] - 67/82 [2021-03-10 12:48:14,264][root][INFO] - 68/82 [2021-03-10 12:48:14,444][root][INFO] - 69/82 [2021-03-10 12:48:14,631][root][INFO] - 70/82 [2021-03-10 12:48:14,814][root][INFO] - 71/82 [2021-03-10 12:48:14,998][root][INFO] - 72/82 [2021-03-10 12:48:15,180][root][INFO] - 73/82 [2021-03-10 12:48:15,361][root][INFO] - 74/82 [2021-03-10 12:48:15,543][root][INFO] - 75/82 [2021-03-10 12:48:15,723][root][INFO] - 76/82 [2021-03-10 12:48:15,904][root][INFO] - 77/82 [2021-03-10 12:48:16,086][root][INFO] - 78/82 [2021-03-10 12:48:16,267][root][INFO] - 79/82 [2021-03-10 12:48:16,447][root][INFO] - 80/82 [2021-03-10 12:48:16,626][root][INFO] - 81/82 [2021-03-10 12:48:16,828][root][INFO] - Validation set: Time avg per batch 0.188 Loss avg 1.8006 IoU avg 0.445 [2021-03-10 12:48:16,833][root][INFO] - ---> save checkpoint [2021-03-10 12:48:21,137][root][INFO] - Lr: 3.383e-03 | Epoch: [56][0/100] | Time 0.810 | Data 0.381 | Loss 0.1651 | IoU 0.785 [2021-03-10 12:48:25,570][root][INFO] - Lr: 3.371e-03 | Epoch: [56][10/100] | Time 0.477 | Data 0.065 | Loss 0.1649 | IoU 0.785 [2021-03-10 12:48:30,011][root][INFO] - Lr: 3.358e-03 | Epoch: [56][20/100] | Time 0.461 | Data 0.050 | Loss 0.1646 | IoU 0.785 [2021-03-10 12:48:34,458][root][INFO] - Lr: 3.345e-03 | Epoch: [56][30/100] | Time 0.456 | Data 0.045 | Loss 0.1644 | IoU 0.785 [2021-03-10 12:48:38,901][root][INFO] - Lr: 3.333e-03 | Epoch: [56][40/100] | Time 0.453 | Data 0.042 | Loss 0.1641 | IoU 0.786 [2021-03-10 12:48:43,351][root][INFO] - Lr: 3.320e-03 | Epoch: [56][50/100] | Time 0.451 | Data 0.040 | Loss 0.1639 | IoU 0.786 [2021-03-10 12:48:47,812][root][INFO] - Lr: 3.307e-03 | Epoch: [56][60/100] | Time 0.451 | Data 0.039 | Loss 0.1637 | IoU 0.786 [2021-03-10 12:48:52,264][root][INFO] - Lr: 3.295e-03 | Epoch: [56][70/100] | Time 0.450 | Data 0.038 | Loss 0.1634 | IoU 0.786 [2021-03-10 12:48:56,714][root][INFO] - Lr: 3.282e-03 | Epoch: [56][80/100] | Time 0.449 | Data 0.038 | Loss 0.1632 | IoU 0.786 [2021-03-10 12:49:01,169][root][INFO] - Lr: 3.269e-03 | Epoch: [56][90/100] | Time 0.449 | Data 0.037 | Loss 0.1629 | IoU 0.787 [2021-03-10 12:49:06,020][root][INFO] - Lr: 3.256e-03 | Epoch: [57][0/100] | Time 0.834 | Data 0.375 | Loss 0.1627 | IoU 0.787 [2021-03-10 12:49:10,487][root][INFO] - Lr: 3.244e-03 | Epoch: [57][10/100] | Time 0.482 | Data 0.065 | Loss 0.1625 | IoU 0.787 [2021-03-10 12:49:14,947][root][INFO] - Lr: 3.231e-03 | Epoch: [57][20/100] | Time 0.465 | Data 0.050 | Loss 0.1622 | IoU 0.787 [2021-03-10 12:49:19,394][root][INFO] - Lr: 3.218e-03 | Epoch: [57][30/100] | Time 0.458 | Data 0.045 | Loss 0.1620 | IoU 0.787 [2021-03-10 12:49:23,842][root][INFO] - Lr: 3.205e-03 | Epoch: [57][40/100] | Time 0.455 | Data 0.042 | Loss 0.1618 | IoU 0.787 [2021-03-10 12:49:28,299][root][INFO] - Lr: 3.193e-03 | Epoch: [57][50/100] | Time 0.453 | Data 0.040 | Loss 0.1615 | IoU 0.788 [2021-03-10 12:49:32,751][root][INFO] - Lr: 3.180e-03 | Epoch: [57][60/100] | Time 0.452 | Data 0.039 | Loss 0.1613 | IoU 0.788 [2021-03-10 12:49:37,211][root][INFO] - Lr: 3.167e-03 | Epoch: [57][70/100] | Time 0.451 | Data 0.038 | Loss 0.1611 | IoU 0.788 [2021-03-10 12:49:41,657][root][INFO] - Lr: 3.154e-03 | Epoch: [57][80/100] | Time 0.450 | Data 0.038 | Loss 0.1608 | IoU 0.788 [2021-03-10 12:49:46,113][root][INFO] - Lr: 3.141e-03 | Epoch: [57][90/100] | Time 0.450 | Data 0.037 | Loss 0.1606 | IoU 0.788 [2021-03-10 12:49:50,915][root][INFO] - Lr: 3.129e-03 | Epoch: [58][0/100] | Time 0.801 | Data 0.374 | Loss 0.1604 | IoU 0.788 [2021-03-10 12:49:55,350][root][INFO] - Lr: 3.116e-03 | Epoch: [58][10/100] | Time 0.476 | Data 0.064 | Loss 0.1601 | IoU 0.789 [2021-03-10 12:49:59,791][root][INFO] - Lr: 3.103e-03 | Epoch: [58][20/100] | Time 0.461 | Data 0.050 | Loss 0.1599 | IoU 0.789 [2021-03-10 12:50:04,249][root][INFO] - Lr: 3.090e-03 | Epoch: [58][30/100] | Time 0.456 | Data 0.044 | Loss 0.1597 | IoU 0.789 [2021-03-10 12:50:08,716][root][INFO] - Lr: 3.077e-03 | Epoch: [58][40/100] | Time 0.454 | Data 0.042 | Loss 0.1595 | IoU 0.789 [2021-03-10 12:50:13,185][root][INFO] - Lr: 3.065e-03 | Epoch: [58][50/100] | Time 0.452 | Data 0.040 | Loss 0.1592 | IoU 0.789 [2021-03-10 12:50:17,639][root][INFO] - Lr: 3.052e-03 | Epoch: [58][60/100] | Time 0.451 | Data 0.039 | Loss 0.1590 | IoU 0.789 [2021-03-10 12:50:22,096][root][INFO] - Lr: 3.039e-03 | Epoch: [58][70/100] | Time 0.450 | Data 0.038 | Loss 0.1588 | IoU 0.790 [2021-03-10 12:50:26,546][root][INFO] - Lr: 3.026e-03 | Epoch: [58][80/100] | Time 0.450 | Data 0.038 | Loss 0.1586 | IoU 0.790 [2021-03-10 12:50:30,997][root][INFO] - Lr: 3.013e-03 | Epoch: [58][90/100] | Time 0.449 | Data 0.037 | Loss 0.1583 | IoU 0.790 [2021-03-10 12:50:35,821][root][INFO] - Lr: 3.000e-03 | Epoch: [59][0/100] | Time 0.820 | Data 0.391 | Loss 0.1581 | IoU 0.790 [2021-03-10 12:50:40,265][root][INFO] - Lr: 2.987e-03 | Epoch: [59][10/100] | Time 0.478 | Data 0.066 | Loss 0.1579 | IoU 0.790 [2021-03-10 12:50:44,729][root][INFO] - Lr: 2.975e-03 | Epoch: [59][20/100] | Time 0.463 | Data 0.050 | Loss 0.1577 | IoU 0.790 [2021-03-10 12:50:49,188][root][INFO] - Lr: 2.962e-03 | Epoch: [59][30/100] | Time 0.458 | Data 0.045 | Loss 0.1574 | IoU 0.791 [2021-03-10 12:50:53,645][root][INFO] - Lr: 2.949e-03 | Epoch: [59][40/100] | Time 0.455 | Data 0.042 | Loss 0.1572 | IoU 0.791 [2021-03-10 12:50:58,101][root][INFO] - Lr: 2.936e-03 | Epoch: [59][50/100] | Time 0.453 | Data 0.040 | Loss 0.1570 | IoU 0.791 [2021-03-10 12:51:02,549][root][INFO] - Lr: 2.923e-03 | Epoch: [59][60/100] | Time 0.452 | Data 0.039 | Loss 0.1568 | IoU 0.791 [2021-03-10 12:51:06,997][root][INFO] - Lr: 2.910e-03 | Epoch: [59][70/100] | Time 0.451 | Data 0.039 | Loss 0.1565 | IoU 0.791 [2021-03-10 12:51:11,439][root][INFO] - Lr: 2.897e-03 | Epoch: [59][80/100] | Time 0.450 | Data 0.038 | Loss 0.1563 | IoU 0.791 [2021-03-10 12:51:15,879][root][INFO] - Lr: 2.884e-03 | Epoch: [59][90/100] | Time 0.449 | Data 0.037 | Loss 0.1561 | IoU 0.792 [2021-03-10 12:51:20,773][root][INFO] - Lr: 2.871e-03 | Epoch: [60][0/100] | Time 0.867 | Data 0.432 | Loss 0.1559 | IoU 0.792 [2021-03-10 12:51:25,214][root][INFO] - Lr: 2.858e-03 | Epoch: [60][10/100] | Time 0.483 | Data 0.069 | Loss 0.1557 | IoU 0.792 [2021-03-10 12:51:29,665][root][INFO] - Lr: 2.846e-03 | Epoch: [60][20/100] | Time 0.465 | Data 0.052 | Loss 0.1555 | IoU 0.792 [2021-03-10 12:51:34,129][root][INFO] - Lr: 2.833e-03 | Epoch: [60][30/100] | Time 0.459 | Data 0.046 | Loss 0.1553 | IoU 0.792 [2021-03-10 12:51:38,591][root][INFO] - Lr: 2.820e-03 | Epoch: [60][40/100] | Time 0.456 | Data 0.043 | Loss 0.1551 | IoU 0.792 [2021-03-10 12:51:43,039][root][INFO] - Lr: 2.807e-03 | Epoch: [60][50/100] | Time 0.454 | Data 0.041 | Loss 0.1549 | IoU 0.793 [2021-03-10 12:51:47,520][root][INFO] - Lr: 2.794e-03 | Epoch: [60][60/100] | Time 0.453 | Data 0.040 | Loss 0.1546 | IoU 0.793 [2021-03-10 12:51:51,974][root][INFO] - Lr: 2.781e-03 | Epoch: [60][70/100] | Time 0.452 | Data 0.039 | Loss 0.1544 | IoU 0.793 [2021-03-10 12:51:56,442][root][INFO] - Lr: 2.768e-03 | Epoch: [60][80/100] | Time 0.451 | Data 0.038 | Loss 0.1542 | IoU 0.793 [2021-03-10 12:52:00,891][root][INFO] - Lr: 2.755e-03 | Epoch: [60][90/100] | Time 0.450 | Data 0.038 | Loss 0.1540 | IoU 0.793 [2021-03-10 12:52:05,202][root][INFO] - 0/82 [2021-03-10 12:52:05,446][root][INFO] - 1/82 [2021-03-10 12:52:05,635][root][INFO] - 2/82 [2021-03-10 12:52:05,821][root][INFO] - 3/82 [2021-03-10 12:52:06,001][root][INFO] - 4/82 [2021-03-10 12:52:06,185][root][INFO] - 5/82 [2021-03-10 12:52:06,368][root][INFO] - 6/82 [2021-03-10 12:52:06,548][root][INFO] - 7/82 [2021-03-10 12:52:06,729][root][INFO] - 8/82 [2021-03-10 12:52:06,909][root][INFO] - 9/82 [2021-03-10 12:52:07,091][root][INFO] - 10/82 [2021-03-10 12:52:07,273][root][INFO] - 11/82 [2021-03-10 12:52:07,455][root][INFO] - 12/82 [2021-03-10 12:52:07,637][root][INFO] - 13/82 [2021-03-10 12:52:07,817][root][INFO] - 14/82 [2021-03-10 12:52:08,003][root][INFO] - 15/82 [2021-03-10 12:52:08,183][root][INFO] - 16/82 [2021-03-10 12:52:08,363][root][INFO] - 17/82 [2021-03-10 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[2021-03-10 12:52:12,581][root][INFO] - 40/82 [2021-03-10 12:52:12,762][root][INFO] - 41/82 [2021-03-10 12:52:12,943][root][INFO] - 42/82 [2021-03-10 12:52:13,125][root][INFO] - 43/82 [2021-03-10 12:52:13,310][root][INFO] - 44/82 [2021-03-10 12:52:13,491][root][INFO] - 45/82 [2021-03-10 12:52:13,674][root][INFO] - 46/82 [2021-03-10 12:52:13,856][root][INFO] - 47/82 [2021-03-10 12:52:14,037][root][INFO] - 48/82 [2021-03-10 12:52:14,219][root][INFO] - 49/82 [2021-03-10 12:52:14,414][root][INFO] - 50/82 [2021-03-10 12:52:14,602][root][INFO] - 51/82 [2021-03-10 12:52:14,783][root][INFO] - 52/82 [2021-03-10 12:52:14,963][root][INFO] - 53/82 [2021-03-10 12:52:15,144][root][INFO] - 54/82 [2021-03-10 12:52:15,332][root][INFO] - 55/82 [2021-03-10 12:52:15,515][root][INFO] - 56/82 [2021-03-10 12:52:15,696][root][INFO] - 57/82 [2021-03-10 12:52:15,876][root][INFO] - 58/82 [2021-03-10 12:52:16,057][root][INFO] - 59/82 [2021-03-10 12:52:16,237][root][INFO] - 60/82 [2021-03-10 12:52:16,434][root][INFO] - 61/82 [2021-03-10 12:52:16,622][root][INFO] - 62/82 [2021-03-10 12:52:16,804][root][INFO] - 63/82 [2021-03-10 12:52:16,983][root][INFO] - 64/82 [2021-03-10 12:52:17,164][root][INFO] - 65/82 [2021-03-10 12:52:17,350][root][INFO] - 66/82 [2021-03-10 12:52:17,532][root][INFO] - 67/82 [2021-03-10 12:52:17,715][root][INFO] - 68/82 [2021-03-10 12:52:17,911][root][INFO] - 69/82 [2021-03-10 12:52:18,091][root][INFO] - 70/82 [2021-03-10 12:52:18,272][root][INFO] - 71/82 [2021-03-10 12:52:18,452][root][INFO] - 72/82 [2021-03-10 12:52:18,632][root][INFO] - 73/82 [2021-03-10 12:52:18,813][root][INFO] - 74/82 [2021-03-10 12:52:18,993][root][INFO] - 75/82 [2021-03-10 12:52:19,173][root][INFO] - 76/82 [2021-03-10 12:52:19,352][root][INFO] - 77/82 [2021-03-10 12:52:19,535][root][INFO] - 78/82 [2021-03-10 12:52:19,719][root][INFO] - 79/82 [2021-03-10 12:52:19,900][root][INFO] - 80/82 [2021-03-10 12:52:20,080][root][INFO] - 81/82 [2021-03-10 12:52:20,282][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.8705 IoU avg 0.444 [2021-03-10 12:52:21,082][root][INFO] - Lr: 2.742e-03 | Epoch: [61][0/100] | Time 0.748 | Data 0.314 | Loss 0.1538 | IoU 0.793 [2021-03-10 12:52:25,537][root][INFO] - Lr: 2.729e-03 | Epoch: [61][10/100] | Time 0.473 | Data 0.059 | Loss 0.1536 | IoU 0.794 [2021-03-10 12:52:29,974][root][INFO] - Lr: 2.716e-03 | Epoch: [61][20/100] | Time 0.459 | Data 0.047 | Loss 0.1534 | IoU 0.794 [2021-03-10 12:52:34,416][root][INFO] - Lr: 2.703e-03 | Epoch: [61][30/100] | Time 0.454 | Data 0.042 | Loss 0.1532 | IoU 0.794 [2021-03-10 12:52:38,865][root][INFO] - Lr: 2.690e-03 | Epoch: [61][40/100] | Time 0.452 | Data 0.040 | Loss 0.1530 | IoU 0.794 [2021-03-10 12:52:43,303][root][INFO] - Lr: 2.677e-03 | Epoch: [61][50/100] | Time 0.450 | Data 0.039 | Loss 0.1528 | IoU 0.794 [2021-03-10 12:52:47,744][root][INFO] - Lr: 2.664e-03 | Epoch: [61][60/100] | Time 0.449 | Data 0.038 | Loss 0.1526 | IoU 0.794 [2021-03-10 12:52:52,203][root][INFO] - Lr: 2.651e-03 | Epoch: [61][70/100] | Time 0.449 | Data 0.037 | Loss 0.1524 | IoU 0.795 [2021-03-10 12:52:56,655][root][INFO] - Lr: 2.638e-03 | Epoch: [61][80/100] | Time 0.448 | Data 0.037 | Loss 0.1521 | IoU 0.795 [2021-03-10 12:53:01,110][root][INFO] - Lr: 2.625e-03 | Epoch: [61][90/100] | Time 0.448 | Data 0.037 | Loss 0.1519 | IoU 0.795 [2021-03-10 12:53:05,880][root][INFO] - Lr: 2.612e-03 | Epoch: [62][0/100] | Time 0.768 | Data 0.322 | Loss 0.1517 | IoU 0.795 [2021-03-10 12:53:10,332][root][INFO] - Lr: 2.599e-03 | Epoch: [62][10/100] | Time 0.475 | Data 0.059 | Loss 0.1515 | IoU 0.795 [2021-03-10 12:53:14,790][root][INFO] - Lr: 2.586e-03 | Epoch: [62][20/100] | Time 0.461 | Data 0.047 | Loss 0.1513 | IoU 0.795 [2021-03-10 12:53:19,249][root][INFO] - Lr: 2.572e-03 | Epoch: [62][30/100] | Time 0.456 | Data 0.043 | Loss 0.1511 | IoU 0.795 [2021-03-10 12:53:23,711][root][INFO] - Lr: 2.559e-03 | Epoch: [62][40/100] | Time 0.454 | Data 0.040 | Loss 0.1509 | IoU 0.795 [2021-03-10 12:53:28,169][root][INFO] - Lr: 2.546e-03 | Epoch: [62][50/100] | Time 0.452 | Data 0.039 | Loss 0.1507 | IoU 0.796 [2021-03-10 12:53:32,623][root][INFO] - Lr: 2.533e-03 | Epoch: [62][60/100] | Time 0.451 | Data 0.038 | Loss 0.1505 | IoU 0.796 [2021-03-10 12:53:37,075][root][INFO] - Lr: 2.520e-03 | Epoch: [62][70/100] | Time 0.450 | Data 0.038 | Loss 0.1503 | IoU 0.796 [2021-03-10 12:53:41,529][root][INFO] - Lr: 2.507e-03 | Epoch: [62][80/100] | Time 0.450 | Data 0.037 | Loss 0.1501 | IoU 0.796 [2021-03-10 12:53:45,977][root][INFO] - Lr: 2.494e-03 | Epoch: [62][90/100] | Time 0.449 | Data 0.037 | Loss 0.1499 | IoU 0.796 [2021-03-10 12:53:50,780][root][INFO] - Lr: 2.481e-03 | Epoch: [63][0/100] | Time 0.796 | Data 0.368 | Loss 0.1497 | IoU 0.796 [2021-03-10 12:53:55,224][root][INFO] - Lr: 2.468e-03 | Epoch: [63][10/100] | Time 0.476 | Data 0.064 | Loss 0.1496 | IoU 0.797 [2021-03-10 12:53:59,676][root][INFO] - Lr: 2.454e-03 | Epoch: [63][20/100] | Time 0.462 | Data 0.049 | Loss 0.1494 | IoU 0.797 [2021-03-10 12:54:04,118][root][INFO] - Lr: 2.441e-03 | Epoch: [63][30/100] | Time 0.456 | Data 0.044 | Loss 0.1492 | IoU 0.797 [2021-03-10 12:54:08,589][root][INFO] - Lr: 2.428e-03 | Epoch: [63][40/100] | Time 0.454 | Data 0.042 | Loss 0.1490 | IoU 0.797 [2021-03-10 12:54:13,040][root][INFO] - Lr: 2.415e-03 | Epoch: [63][50/100] | Time 0.452 | Data 0.040 | Loss 0.1488 | IoU 0.797 [2021-03-10 12:54:17,496][root][INFO] - Lr: 2.402e-03 | Epoch: [63][60/100] | Time 0.451 | Data 0.039 | Loss 0.1486 | IoU 0.797 [2021-03-10 12:54:21,944][root][INFO] - Lr: 2.389e-03 | Epoch: [63][70/100] | Time 0.450 | Data 0.038 | Loss 0.1484 | IoU 0.798 [2021-03-10 12:54:26,395][root][INFO] - Lr: 2.375e-03 | Epoch: [63][80/100] | Time 0.450 | Data 0.038 | Loss 0.1482 | IoU 0.798 [2021-03-10 12:54:30,847][root][INFO] - Lr: 2.362e-03 | Epoch: [63][90/100] | Time 0.449 | Data 0.037 | Loss 0.1480 | IoU 0.798 [2021-03-10 12:54:35,685][root][INFO] - Lr: 2.349e-03 | Epoch: [64][0/100] | Time 0.829 | Data 0.379 | Loss 0.1478 | IoU 0.798 [2021-03-10 12:54:40,143][root][INFO] - Lr: 2.336e-03 | Epoch: [64][10/100] | Time 0.481 | Data 0.065 | Loss 0.1476 | IoU 0.798 [2021-03-10 12:54:44,596][root][INFO] - Lr: 2.323e-03 | Epoch: [64][20/100] | Time 0.464 | Data 0.050 | Loss 0.1475 | IoU 0.798 [2021-03-10 12:54:49,052][root][INFO] - Lr: 2.309e-03 | Epoch: [64][30/100] | Time 0.458 | Data 0.045 | Loss 0.1473 | IoU 0.798 [2021-03-10 12:54:53,496][root][INFO] - Lr: 2.296e-03 | Epoch: [64][40/100] | Time 0.455 | Data 0.042 | Loss 0.1471 | IoU 0.798 [2021-03-10 12:54:57,958][root][INFO] - Lr: 2.283e-03 | Epoch: [64][50/100] | Time 0.453 | Data 0.040 | Loss 0.1469 | IoU 0.799 [2021-03-10 12:55:02,409][root][INFO] - Lr: 2.270e-03 | Epoch: [64][60/100] | Time 0.452 | Data 0.039 | Loss 0.1467 | IoU 0.799 [2021-03-10 12:55:06,863][root][INFO] - Lr: 2.256e-03 | Epoch: [64][70/100] | Time 0.451 | Data 0.038 | Loss 0.1465 | IoU 0.799 [2021-03-10 12:55:11,325][root][INFO] - Lr: 2.243e-03 | Epoch: [64][80/100] | Time 0.450 | Data 0.038 | Loss 0.1463 | IoU 0.799 [2021-03-10 12:55:15,791][root][INFO] - Lr: 2.230e-03 | Epoch: [64][90/100] | Time 0.450 | Data 0.037 | Loss 0.1461 | IoU 0.799 [2021-03-10 12:55:20,601][root][INFO] - Lr: 2.216e-03 | Epoch: [65][0/100] | Time 0.777 | Data 0.346 | Loss 0.1459 | IoU 0.799 [2021-03-10 12:55:25,060][root][INFO] - Lr: 2.203e-03 | Epoch: [65][10/100] | Time 0.476 | Data 0.062 | Loss 0.1458 | IoU 0.800 [2021-03-10 12:55:29,511][root][INFO] - Lr: 2.190e-03 | Epoch: [65][20/100] | Time 0.461 | Data 0.048 | Loss 0.1456 | IoU 0.800 [2021-03-10 12:55:33,957][root][INFO] - Lr: 2.176e-03 | Epoch: [65][30/100] | Time 0.456 | Data 0.044 | Loss 0.1454 | IoU 0.800 [2021-03-10 12:55:38,387][root][INFO] - Lr: 2.163e-03 | Epoch: [65][40/100] | Time 0.453 | Data 0.041 | Loss 0.1452 | IoU 0.800 [2021-03-10 12:55:42,825][root][INFO] - Lr: 2.150e-03 | Epoch: [65][50/100] | Time 0.451 | Data 0.040 | Loss 0.1450 | IoU 0.800 [2021-03-10 12:55:47,281][root][INFO] - Lr: 2.136e-03 | Epoch: [65][60/100] | Time 0.450 | Data 0.039 | Loss 0.1448 | IoU 0.800 [2021-03-10 12:55:51,745][root][INFO] - Lr: 2.123e-03 | Epoch: [65][70/100] | Time 0.450 | Data 0.038 | Loss 0.1446 | IoU 0.800 [2021-03-10 12:55:56,197][root][INFO] - Lr: 2.110e-03 | Epoch: [65][80/100] | Time 0.449 | Data 0.037 | Loss 0.1445 | IoU 0.801 [2021-03-10 12:56:00,662][root][INFO] - Lr: 2.096e-03 | Epoch: [65][90/100] | Time 0.449 | Data 0.037 | Loss 0.1443 | IoU 0.801 [2021-03-10 12:56:05,006][root][INFO] - 0/82 [2021-03-10 12:56:05,232][root][INFO] - 1/82 [2021-03-10 12:56:05,419][root][INFO] - 2/82 [2021-03-10 12:56:05,607][root][INFO] - 3/82 [2021-03-10 12:56:05,788][root][INFO] - 4/82 [2021-03-10 12:56:05,973][root][INFO] - 5/82 [2021-03-10 12:56:06,155][root][INFO] - 6/82 [2021-03-10 12:56:06,336][root][INFO] - 7/82 [2021-03-10 12:56:06,524][root][INFO] - 8/82 [2021-03-10 12:56:06,712][root][INFO] - 9/82 [2021-03-10 12:56:06,892][root][INFO] - 10/82 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[2021-03-10 12:56:14,920][root][INFO] - 54/82 [2021-03-10 12:56:15,101][root][INFO] - 55/82 [2021-03-10 12:56:15,282][root][INFO] - 56/82 [2021-03-10 12:56:15,463][root][INFO] - 57/82 [2021-03-10 12:56:15,644][root][INFO] - 58/82 [2021-03-10 12:56:15,829][root][INFO] - 59/82 [2021-03-10 12:56:16,011][root][INFO] - 60/82 [2021-03-10 12:56:16,192][root][INFO] - 61/82 [2021-03-10 12:56:16,373][root][INFO] - 62/82 [2021-03-10 12:56:16,555][root][INFO] - 63/82 [2021-03-10 12:56:16,735][root][INFO] - 64/82 [2021-03-10 12:56:16,916][root][INFO] - 65/82 [2021-03-10 12:56:17,096][root][INFO] - 66/82 [2021-03-10 12:56:17,275][root][INFO] - 67/82 [2021-03-10 12:56:17,455][root][INFO] - 68/82 [2021-03-10 12:56:17,635][root][INFO] - 69/82 [2021-03-10 12:56:17,815][root][INFO] - 70/82 [2021-03-10 12:56:17,996][root][INFO] - 71/82 [2021-03-10 12:56:18,178][root][INFO] - 72/82 [2021-03-10 12:56:18,360][root][INFO] - 73/82 [2021-03-10 12:56:18,541][root][INFO] - 74/82 [2021-03-10 12:56:18,723][root][INFO] - 75/82 [2021-03-10 12:56:18,904][root][INFO] - 76/82 [2021-03-10 12:56:19,086][root][INFO] - 77/82 [2021-03-10 12:56:19,268][root][INFO] - 78/82 [2021-03-10 12:56:19,452][root][INFO] - 79/82 [2021-03-10 12:56:19,633][root][INFO] - 80/82 [2021-03-10 12:56:19,814][root][INFO] - 81/82 [2021-03-10 12:56:20,023][root][INFO] - Validation set: Time avg per batch 0.187 Loss avg 1.9085 IoU avg 0.443 [2021-03-10 12:56:20,837][root][INFO] - Lr: 2.083e-03 | Epoch: [66][0/100] | Time 0.758 | Data 0.315 | Loss 0.1441 | IoU 0.801 [2021-03-10 12:56:25,283][root][INFO] - Lr: 2.070e-03 | Epoch: [66][10/100] | Time 0.473 | Data 0.059 | Loss 0.1439 | IoU 0.801 [2021-03-10 12:56:29,735][root][INFO] - Lr: 2.056e-03 | Epoch: [66][20/100] | Time 0.460 | Data 0.047 | Loss 0.1438 | IoU 0.801 [2021-03-10 12:56:34,181][root][INFO] - Lr: 2.043e-03 | Epoch: [66][30/100] | Time 0.455 | Data 0.043 | Loss 0.1436 | IoU 0.801 [2021-03-10 12:56:38,646][root][INFO] - Lr: 2.029e-03 | Epoch: [66][40/100] | Time 0.453 | Data 0.040 | Loss 0.1434 | IoU 0.801 [2021-03-10 12:56:43,098][root][INFO] - Lr: 2.016e-03 | Epoch: [66][50/100] | Time 0.451 | Data 0.039 | Loss 0.1432 | IoU 0.802 [2021-03-10 12:56:47,548][root][INFO] - Lr: 2.002e-03 | Epoch: [66][60/100] | Time 0.450 | Data 0.038 | Loss 0.1430 | IoU 0.802 [2021-03-10 12:56:52,001][root][INFO] - Lr: 1.989e-03 | Epoch: [66][70/100] | Time 0.450 | Data 0.037 | Loss 0.1429 | IoU 0.802 [2021-03-10 12:56:56,452][root][INFO] - Lr: 1.976e-03 | Epoch: [66][80/100] | Time 0.449 | Data 0.037 | Loss 0.1427 | IoU 0.802 [2021-03-10 12:57:00,914][root][INFO] - Lr: 1.962e-03 | Epoch: [66][90/100] | Time 0.449 | Data 0.037 | Loss 0.1425 | IoU 0.802 [2021-03-10 12:57:05,755][root][INFO] - Lr: 1.949e-03 | Epoch: [67][0/100] | Time 0.819 | Data 0.373 | Loss 0.1423 | IoU 0.802 [2021-03-10 12:57:10,211][root][INFO] - Lr: 1.935e-03 | Epoch: [67][10/100] | Time 0.480 | Data 0.064 | Loss 0.1422 | IoU 0.802 [2021-03-10 12:57:14,663][root][INFO] - Lr: 1.922e-03 | Epoch: [67][20/100] | Time 0.463 | Data 0.050 | Loss 0.1420 | IoU 0.803 [2021-03-10 12:57:19,119][root][INFO] - Lr: 1.908e-03 | Epoch: [67][30/100] | Time 0.458 | Data 0.044 | Loss 0.1418 | IoU 0.803 [2021-03-10 12:57:23,568][root][INFO] - Lr: 1.895e-03 | Epoch: [67][40/100] | Time 0.454 | Data 0.042 | Loss 0.1416 | IoU 0.803 [2021-03-10 12:57:28,027][root][INFO] - Lr: 1.881e-03 | Epoch: [67][50/100] | Time 0.453 | Data 0.040 | Loss 0.1414 | IoU 0.803 [2021-03-10 12:57:32,485][root][INFO] - Lr: 1.867e-03 | Epoch: [67][60/100] | Time 0.452 | Data 0.039 | Loss 0.1413 | IoU 0.803 [2021-03-10 12:57:36,945][root][INFO] - Lr: 1.854e-03 | Epoch: [67][70/100] | Time 0.451 | Data 0.038 | Loss 0.1411 | IoU 0.803 [2021-03-10 12:57:41,420][root][INFO] - Lr: 1.840e-03 | Epoch: [67][80/100] | Time 0.450 | Data 0.038 | Loss 0.1409 | IoU 0.803 [2021-03-10 12:57:45,873][root][INFO] - Lr: 1.827e-03 | Epoch: [67][90/100] | Time 0.450 | Data 0.037 | Loss 0.1408 | IoU 0.803 [2021-03-10 12:57:50,663][root][INFO] - Lr: 1.813e-03 | Epoch: [68][0/100] | Time 0.748 | Data 0.321 | Loss 0.1406 | IoU 0.803 [2021-03-10 12:57:55,108][root][INFO] - Lr: 1.800e-03 | Epoch: [68][10/100] | Time 0.472 | Data 0.060 | Loss 0.1404 | IoU 0.804 [2021-03-10 12:57:59,560][root][INFO] - Lr: 1.786e-03 | Epoch: [68][20/100] | Time 0.459 | Data 0.047 | Loss 0.1402 | IoU 0.804 [2021-03-10 12:58:04,007][root][INFO] - Lr: 1.772e-03 | Epoch: [68][30/100] | Time 0.455 | Data 0.043 | Loss 0.1401 | IoU 0.804 [2021-03-10 12:58:08,467][root][INFO] - Lr: 1.759e-03 | Epoch: [68][40/100] | Time 0.453 | Data 0.041 | Loss 0.1399 | IoU 0.804 [2021-03-10 12:58:12,916][root][INFO] - Lr: 1.745e-03 | Epoch: [68][50/100] | Time 0.451 | Data 0.039 | Loss 0.1397 | IoU 0.804 [2021-03-10 12:58:17,374][root][INFO] - Lr: 1.731e-03 | Epoch: [68][60/100] | Time 0.450 | Data 0.038 | Loss 0.1395 | IoU 0.804 [2021-03-10 12:58:21,843][root][INFO] - Lr: 1.718e-03 | Epoch: [68][70/100] | Time 0.450 | Data 0.038 | Loss 0.1394 | IoU 0.804 [2021-03-10 12:58:26,299][root][INFO] - Lr: 1.704e-03 | Epoch: [68][80/100] | Time 0.449 | Data 0.037 | Loss 0.1392 | IoU 0.804 [2021-03-10 12:58:30,773][root][INFO] - Lr: 1.690e-03 | Epoch: [68][90/100] | Time 0.449 | Data 0.037 | Loss 0.1390 | IoU 0.804 [2021-03-10 12:58:35,573][root][INFO] - Lr: 1.677e-03 | Epoch: [69][0/100] | Time 0.793 | Data 0.347 | Loss 0.1389 | IoU 0.805 [2021-03-10 12:58:40,020][root][INFO] - Lr: 1.663e-03 | Epoch: [69][10/100] | Time 0.476 | Data 0.062 | Loss 0.1387 | IoU 0.805 [2021-03-10 12:58:44,479][root][INFO] - Lr: 1.649e-03 | Epoch: [69][20/100] | Time 0.462 | Data 0.048 | Loss 0.1385 | IoU 0.805 [2021-03-10 12:58:48,926][root][INFO] - Lr: 1.635e-03 | Epoch: [69][30/100] | Time 0.456 | Data 0.044 | Loss 0.1384 | IoU 0.805 [2021-03-10 12:58:53,373][root][INFO] - Lr: 1.622e-03 | Epoch: [69][40/100] | Time 0.454 | Data 0.041 | Loss 0.1382 | IoU 0.805 [2021-03-10 12:58:57,821][root][INFO] - Lr: 1.608e-03 | Epoch: [69][50/100] | Time 0.452 | Data 0.040 | Loss 0.1380 | IoU 0.805 [2021-03-10 12:59:02,267][root][INFO] - Lr: 1.594e-03 | Epoch: [69][60/100] | Time 0.451 | Data 0.039 | Loss 0.1379 | IoU 0.805 [2021-03-10 12:59:06,717][root][INFO] - Lr: 1.580e-03 | Epoch: [69][70/100] | Time 0.450 | Data 0.038 | Loss 0.1377 | IoU 0.805 [2021-03-10 12:59:11,180][root][INFO] - Lr: 1.566e-03 | Epoch: [69][80/100] | Time 0.449 | Data 0.037 | Loss 0.1375 | IoU 0.805 [2021-03-10 12:59:15,628][root][INFO] - Lr: 1.553e-03 | Epoch: [69][90/100] | Time 0.449 | Data 0.037 | Loss 0.1374 | IoU 0.806 [2021-03-10 12:59:20,433][root][INFO] - Lr: 1.539e-03 | Epoch: [70][0/100] | Time 0.800 | Data 0.372 | Loss 0.1372 | IoU 0.806 [2021-03-10 12:59:24,876][root][INFO] - Lr: 1.525e-03 | Epoch: [70][10/100] | Time 0.477 | Data 0.064 | Loss 0.1371 | IoU 0.806 [2021-03-10 12:59:29,329][root][INFO] - Lr: 1.511e-03 | Epoch: [70][20/100] | Time 0.462 | Data 0.050 | Loss 0.1369 | IoU 0.806 [2021-03-10 12:59:33,772][root][INFO] - Lr: 1.497e-03 | Epoch: [70][30/100] | Time 0.456 | Data 0.044 | Loss 0.1367 | IoU 0.806 [2021-03-10 12:59:38,230][root][INFO] - Lr: 1.483e-03 | Epoch: [70][40/100] | Time 0.454 | Data 0.042 | Loss 0.1366 | IoU 0.806 [2021-03-10 12:59:42,678][root][INFO] - Lr: 1.469e-03 | Epoch: [70][50/100] | Time 0.452 | Data 0.040 | Loss 0.1364 | IoU 0.806 [2021-03-10 12:59:47,143][root][INFO] - Lr: 1.455e-03 | Epoch: [70][60/100] | Time 0.451 | Data 0.039 | Loss 0.1362 | IoU 0.806 [2021-03-10 12:59:51,590][root][INFO] - Lr: 1.441e-03 | Epoch: [70][70/100] | Time 0.450 | Data 0.038 | Loss 0.1361 | IoU 0.807 [2021-03-10 12:59:56,047][root][INFO] - Lr: 1.428e-03 | Epoch: [70][80/100] | Time 0.450 | Data 0.038 | Loss 0.1359 | IoU 0.807 [2021-03-10 13:00:00,505][root][INFO] - Lr: 1.414e-03 | Epoch: [70][90/100] | Time 0.449 | Data 0.037 | Loss 0.1358 | IoU 0.807 [2021-03-10 13:00:04,808][root][INFO] - 0/82 [2021-03-10 13:00:05,026][root][INFO] - 1/82 [2021-03-10 13:00:05,211][root][INFO] - 2/82 [2021-03-10 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[2021-03-10 13:00:17,405][root][INFO] - 68/82 [2021-03-10 13:00:17,586][root][INFO] - 69/82 [2021-03-10 13:00:17,765][root][INFO] - 70/82 [2021-03-10 13:00:17,947][root][INFO] - 71/82 [2021-03-10 13:00:18,128][root][INFO] - 72/82 [2021-03-10 13:00:18,309][root][INFO] - 73/82 [2021-03-10 13:00:18,490][root][INFO] - 74/82 [2021-03-10 13:00:18,671][root][INFO] - 75/82 [2021-03-10 13:00:18,851][root][INFO] - 76/82 [2021-03-10 13:00:19,031][root][INFO] - 77/82 [2021-03-10 13:00:19,215][root][INFO] - 78/82 [2021-03-10 13:00:19,394][root][INFO] - 79/82 [2021-03-10 13:00:19,573][root][INFO] - 80/82 [2021-03-10 13:00:19,755][root][INFO] - 81/82 [2021-03-10 13:00:19,968][root][INFO] - Validation set: Time avg per batch 0.188 Loss avg 1.9249 IoU avg 0.443 [2021-03-10 13:00:20,774][root][INFO] - Lr: 1.400e-03 | Epoch: [71][0/100] | Time 0.754 | Data 0.319 | Loss 0.1356 | IoU 0.807 [2021-03-10 13:00:25,209][root][INFO] - Lr: 1.386e-03 | Epoch: [71][10/100] | Time 0.472 | Data 0.059 | Loss 0.1355 | IoU 0.807 [2021-03-10 13:00:29,660][root][INFO] - Lr: 1.372e-03 | Epoch: [71][20/100] | Time 0.459 | Data 0.047 | Loss 0.1353 | IoU 0.807 [2021-03-10 13:00:34,108][root][INFO] - Lr: 1.357e-03 | Epoch: [71][30/100] | Time 0.454 | Data 0.043 | Loss 0.1351 | IoU 0.807 [2021-03-10 13:00:38,558][root][INFO] - Lr: 1.343e-03 | Epoch: [71][40/100] | Time 0.452 | Data 0.040 | Loss 0.1350 | IoU 0.807 [2021-03-10 13:00:43,014][root][INFO] - Lr: 1.329e-03 | Epoch: [71][50/100] | Time 0.451 | Data 0.039 | Loss 0.1348 | IoU 0.807 [2021-03-10 13:00:47,488][root][INFO] - Lr: 1.315e-03 | Epoch: [71][60/100] | Time 0.450 | Data 0.038 | Loss 0.1347 | IoU 0.808 [2021-03-10 13:00:51,937][root][INFO] - Lr: 1.301e-03 | Epoch: [71][70/100] | Time 0.450 | Data 0.038 | Loss 0.1345 | IoU 0.808 [2021-03-10 13:00:56,389][root][INFO] - Lr: 1.287e-03 | Epoch: [71][80/100] | Time 0.449 | Data 0.037 | Loss 0.1344 | IoU 0.808 [2021-03-10 13:01:00,842][root][INFO] - Lr: 1.273e-03 | Epoch: [71][90/100] | Time 0.449 | Data 0.037 | Loss 0.1342 | IoU 0.808 [2021-03-10 13:01:05,690][root][INFO] - Lr: 1.259e-03 | Epoch: [72][0/100] | Time 0.825 | Data 0.376 | Loss 0.1340 | IoU 0.808 [2021-03-10 13:01:10,130][root][INFO] - Lr: 1.245e-03 | Epoch: [72][10/100] | Time 0.479 | Data 0.064 | Loss 0.1339 | IoU 0.808 [2021-03-10 13:01:14,582][root][INFO] - Lr: 1.230e-03 | Epoch: [72][20/100] | Time 0.463 | Data 0.050 | Loss 0.1337 | IoU 0.808 [2021-03-10 13:01:19,034][root][INFO] - Lr: 1.216e-03 | Epoch: [72][30/100] | Time 0.457 | Data 0.044 | Loss 0.1336 | IoU 0.808 [2021-03-10 13:01:23,486][root][INFO] - Lr: 1.202e-03 | Epoch: [72][40/100] | Time 0.454 | Data 0.042 | Loss 0.1334 | IoU 0.809 [2021-03-10 13:01:27,940][root][INFO] - Lr: 1.188e-03 | Epoch: [72][50/100] | Time 0.452 | Data 0.040 | Loss 0.1333 | IoU 0.809 [2021-03-10 13:01:32,386][root][INFO] - Lr: 1.173e-03 | Epoch: [72][60/100] | Time 0.451 | Data 0.039 | Loss 0.1331 | IoU 0.809 [2021-03-10 13:01:36,832][root][INFO] - Lr: 1.159e-03 | Epoch: [72][70/100] | Time 0.450 | Data 0.038 | Loss 0.1330 | IoU 0.809 [2021-03-10 13:01:41,281][root][INFO] - Lr: 1.145e-03 | Epoch: [72][80/100] | Time 0.450 | Data 0.038 | Loss 0.1328 | IoU 0.809 [2021-03-10 13:01:45,735][root][INFO] - Lr: 1.131e-03 | Epoch: [72][90/100] | Time 0.449 | Data 0.037 | Loss 0.1327 | IoU 0.809 [2021-03-10 13:01:50,514][root][INFO] - Lr: 1.116e-03 | Epoch: [73][0/100] | Time 0.770 | Data 0.340 | Loss 0.1325 | IoU 0.809 [2021-03-10 13:01:54,957][root][INFO] - Lr: 1.102e-03 | Epoch: [73][10/100] | Time 0.474 | Data 0.061 | Loss 0.1324 | IoU 0.809 [2021-03-10 13:01:59,405][root][INFO] - Lr: 1.087e-03 | Epoch: [73][20/100] | Time 0.460 | Data 0.048 | Loss 0.1322 | IoU 0.810 [2021-03-10 13:02:03,860][root][INFO] - Lr: 1.073e-03 | Epoch: [73][30/100] | Time 0.455 | Data 0.043 | Loss 0.1321 | IoU 0.810 [2021-03-10 13:02:08,318][root][INFO] - Lr: 1.059e-03 | Epoch: [73][40/100] | Time 0.453 | Data 0.041 | Loss 0.1319 | IoU 0.810 [2021-03-10 13:02:12,773][root][INFO] - Lr: 1.044e-03 | Epoch: [73][50/100] | Time 0.452 | Data 0.039 | Loss 0.1318 | IoU 0.810 [2021-03-10 13:02:17,221][root][INFO] - Lr: 1.030e-03 | Epoch: [73][60/100] | Time 0.450 | Data 0.038 | Loss 0.1316 | IoU 0.810 [2021-03-10 13:02:21,673][root][INFO] - Lr: 1.015e-03 | Epoch: [73][70/100] | Time 0.450 | Data 0.038 | Loss 0.1315 | IoU 0.810 [2021-03-10 13:02:26,126][root][INFO] - Lr: 1.001e-03 | Epoch: [73][80/100] | Time 0.449 | Data 0.037 | Loss 0.1313 | IoU 0.810 [2021-03-10 13:02:30,572][root][INFO] - Lr: 9.862e-04 | Epoch: [73][90/100] | Time 0.449 | Data 0.037 | Loss 0.1312 | IoU 0.810 [2021-03-10 13:02:35,434][root][INFO] - Lr: 9.716e-04 | Epoch: [74][0/100] | Time 0.842 | Data 0.401 | Loss 0.1310 | IoU 0.810 [2021-03-10 13:02:39,889][root][INFO] - Lr: 9.571e-04 | Epoch: [74][10/100] | Time 0.482 | Data 0.067 | Loss 0.1309 | IoU 0.810 [2021-03-10 13:02:44,334][root][INFO] - Lr: 9.424e-04 | Epoch: [74][20/100] | Time 0.464 | Data 0.051 | Loss 0.1307 | IoU 0.811 [2021-03-10 13:02:48,791][root][INFO] - Lr: 9.278e-04 | Epoch: [74][30/100] | Time 0.458 | Data 0.045 | Loss 0.1306 | IoU 0.811 [2021-03-10 13:02:53,246][root][INFO] - Lr: 9.131e-04 | Epoch: [74][40/100] | Time 0.455 | Data 0.042 | Loss 0.1304 | IoU 0.811 [2021-03-10 13:02:57,696][root][INFO] - Lr: 8.985e-04 | Epoch: [74][50/100] | Time 0.453 | Data 0.041 | Loss 0.1303 | IoU 0.811 [2021-03-10 13:03:02,146][root][INFO] - Lr: 8.837e-04 | Epoch: [74][60/100] | Time 0.452 | Data 0.039 | Loss 0.1301 | IoU 0.811 [2021-03-10 13:03:06,600][root][INFO] - Lr: 8.690e-04 | Epoch: [74][70/100] | Time 0.451 | Data 0.039 | Loss 0.1300 | IoU 0.811 [2021-03-10 13:03:11,046][root][INFO] - Lr: 8.542e-04 | Epoch: [74][80/100] | Time 0.450 | Data 0.038 | Loss 0.1298 | IoU 0.811 [2021-03-10 13:03:15,503][root][INFO] - Lr: 8.394e-04 | Epoch: [74][90/100] | Time 0.450 | Data 0.038 | Loss 0.1297 | IoU 0.811 [2021-03-10 13:03:20,290][root][INFO] - Lr: 8.246e-04 | Epoch: [75][0/100] | Time 0.769 | Data 0.318 | Loss 0.1296 | IoU 0.811 [2021-03-10 13:03:24,735][root][INFO] - Lr: 8.097e-04 | Epoch: [75][10/100] | Time 0.474 | Data 0.059 | Loss 0.1294 | IoU 0.812 [2021-03-10 13:03:29,180][root][INFO] - Lr: 7.949e-04 | Epoch: [75][20/100] | Time 0.460 | Data 0.047 | Loss 0.1293 | IoU 0.812 [2021-03-10 13:03:33,628][root][INFO] - Lr: 7.799e-04 | Epoch: [75][30/100] | Time 0.455 | Data 0.043 | Loss 0.1291 | IoU 0.812 [2021-03-10 13:03:38,077][root][INFO] - Lr: 7.650e-04 | Epoch: [75][40/100] | Time 0.453 | Data 0.040 | Loss 0.1290 | IoU 0.812 [2021-03-10 13:03:42,533][root][INFO] - Lr: 7.500e-04 | Epoch: [75][50/100] | Time 0.451 | Data 0.039 | Loss 0.1288 | IoU 0.812 [2021-03-10 13:03:46,996][root][INFO] - Lr: 7.350e-04 | Epoch: [75][60/100] | Time 0.450 | Data 0.038 | Loss 0.1287 | IoU 0.812 [2021-03-10 13:03:51,467][root][INFO] - Lr: 7.199e-04 | Epoch: [75][70/100] | Time 0.450 | Data 0.038 | Loss 0.1286 | IoU 0.812 [2021-03-10 13:03:55,925][root][INFO] - Lr: 7.048e-04 | Epoch: [75][80/100] | Time 0.449 | Data 0.037 | Loss 0.1284 | IoU 0.812 [2021-03-10 13:04:00,376][root][INFO] - Lr: 6.897e-04 | Epoch: [75][90/100] | Time 0.449 | Data 0.037 | Loss 0.1283 | IoU 0.812 [2021-03-10 13:04:04,771][root][INFO] - 0/82 [2021-03-10 13:04:05,014][root][INFO] - 1/82 [2021-03-10 13:04:05,200][root][INFO] - 2/82 [2021-03-10 13:04:05,387][root][INFO] - 3/82 [2021-03-10 13:04:05,566][root][INFO] - 4/82 [2021-03-10 13:04:05,746][root][INFO] - 5/82 [2021-03-10 13:04:05,930][root][INFO] - 6/82 [2021-03-10 13:04:06,108][root][INFO] - 7/82 [2021-03-10 13:04:06,292][root][INFO] - 8/82 [2021-03-10 13:04:06,479][root][INFO] - 9/82 [2021-03-10 13:04:06,663][root][INFO] - 10/82 [2021-03-10 13:04:06,848][root][INFO] - 11/82 [2021-03-10 13:04:07,029][root][INFO] - 12/82 [2021-03-10 13:04:07,210][root][INFO] - 13/82 [2021-03-10 13:04:07,390][root][INFO] - 14/82 [2021-03-10 13:04:07,570][root][INFO] - 15/82 [2021-03-10 13:04:07,751][root][INFO] - 16/82 [2021-03-10 13:04:07,930][root][INFO] - 17/82 [2021-03-10 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Validation set: Time avg per batch 0.187 Loss avg 1.9553 IoU avg 0.443 [2021-03-10 13:04:20,675][root][INFO] - Lr: 6.746e-04 | Epoch: [76][0/100] | Time 0.796 | Data 0.349 | Loss 0.1281 | IoU 0.812 [2021-03-10 13:04:25,117][root][INFO] - Lr: 6.594e-04 | Epoch: [76][10/100] | Time 0.476 | Data 0.062 | Loss 0.1280 | IoU 0.813 [2021-03-10 13:04:29,560][root][INFO] - Lr: 6.441e-04 | Epoch: [76][20/100] | Time 0.461 | Data 0.048 | Loss 0.1279 | IoU 0.813 [2021-03-10 13:04:34,011][root][INFO] - Lr: 6.289e-04 | Epoch: [76][30/100] | Time 0.456 | Data 0.044 | Loss 0.1277 | IoU 0.813 [2021-03-10 13:04:38,461][root][INFO] - Lr: 6.135e-04 | Epoch: [76][40/100] | Time 0.453 | Data 0.041 | Loss 0.1276 | IoU 0.813 [2021-03-10 13:04:42,906][root][INFO] - Lr: 5.982e-04 | Epoch: [76][50/100] | Time 0.452 | Data 0.040 | Loss 0.1274 | IoU 0.813 [2021-03-10 13:04:47,347][root][INFO] - Lr: 5.828e-04 | Epoch: [76][60/100] | Time 0.450 | Data 0.039 | Loss 0.1273 | IoU 0.813 [2021-03-10 13:04:51,784][root][INFO] - Lr: 5.673e-04 | Epoch: [76][70/100] | Time 0.449 | Data 0.038 | Loss 0.1272 | IoU 0.813 [2021-03-10 13:04:56,242][root][INFO] - Lr: 5.518e-04 | Epoch: [76][80/100] | Time 0.449 | Data 0.037 | Loss 0.1270 | IoU 0.813 [2021-03-10 13:05:00,696][root][INFO] - Lr: 5.363e-04 | Epoch: [76][90/100] | Time 0.449 | Data 0.037 | Loss 0.1269 | IoU 0.813 [2021-03-10 13:05:05,484][root][INFO] - Lr: 5.207e-04 | Epoch: [77][0/100] | Time 0.770 | Data 0.325 | Loss 0.1267 | IoU 0.813 [2021-03-10 13:05:09,924][root][INFO] - Lr: 5.050e-04 | Epoch: [77][10/100] | Time 0.474 | Data 0.060 | Loss 0.1266 | IoU 0.813 [2021-03-10 13:05:14,383][root][INFO] - Lr: 4.893e-04 | Epoch: [77][20/100] | Time 0.460 | Data 0.047 | Loss 0.1265 | IoU 0.814 [2021-03-10 13:05:18,834][root][INFO] - Lr: 4.736e-04 | Epoch: [77][30/100] | Time 0.455 | Data 0.043 | Loss 0.1263 | IoU 0.814 [2021-03-10 13:05:23,295][root][INFO] - Lr: 4.578e-04 | Epoch: [77][40/100] | Time 0.453 | Data 0.041 | Loss 0.1262 | IoU 0.814 [2021-03-10 13:05:27,746][root][INFO] - Lr: 4.419e-04 | Epoch: [77][50/100] | Time 0.452 | Data 0.039 | Loss 0.1261 | IoU 0.814 [2021-03-10 13:05:32,194][root][INFO] - Lr: 4.260e-04 | Epoch: [77][60/100] | Time 0.450 | Data 0.038 | Loss 0.1259 | IoU 0.814 [2021-03-10 13:05:36,652][root][INFO] - Lr: 4.099e-04 | Epoch: [77][70/100] | Time 0.450 | Data 0.038 | Loss 0.1258 | IoU 0.814 [2021-03-10 13:05:41,092][root][INFO] - Lr: 3.939e-04 | Epoch: [77][80/100] | Time 0.449 | Data 0.037 | Loss 0.1257 | IoU 0.814 [2021-03-10 13:05:45,557][root][INFO] - Lr: 3.777e-04 | Epoch: [77][90/100] | Time 0.449 | Data 0.037 | Loss 0.1255 | IoU 0.814 [2021-03-10 13:05:50,397][root][INFO] - Lr: 3.615e-04 | Epoch: [78][0/100] | Time 0.824 | Data 0.376 | Loss 0.1254 | IoU 0.814 [2021-03-10 13:05:54,844][root][INFO] - Lr: 3.452e-04 | Epoch: [78][10/100] | Time 0.479 | Data 0.065 | Loss 0.1253 | IoU 0.814 [2021-03-10 13:05:59,295][root][INFO] - Lr: 3.288e-04 | Epoch: [78][20/100] | Time 0.463 | Data 0.050 | Loss 0.1251 | IoU 0.815 [2021-03-10 13:06:03,761][root][INFO] - Lr: 3.123e-04 | Epoch: [78][30/100] | Time 0.458 | Data 0.044 | Loss 0.1250 | IoU 0.815 [2021-03-10 13:06:08,213][root][INFO] - Lr: 2.957e-04 | Epoch: [78][40/100] | Time 0.455 | Data 0.042 | Loss 0.1249 | IoU 0.815 [2021-03-10 13:06:12,659][root][INFO] - Lr: 2.790e-04 | Epoch: [78][50/100] | Time 0.453 | Data 0.040 | Loss 0.1247 | IoU 0.815 [2021-03-10 13:06:17,102][root][INFO] - Lr: 2.622e-04 | Epoch: [78][60/100] | Time 0.451 | Data 0.039 | Loss 0.1246 | IoU 0.815 [2021-03-10 13:06:21,540][root][INFO] - Lr: 2.453e-04 | Epoch: [78][70/100] | Time 0.450 | Data 0.038 | Loss 0.1245 | IoU 0.815 [2021-03-10 13:06:25,991][root][INFO] - Lr: 2.283e-04 | Epoch: [78][80/100] | Time 0.450 | Data 0.038 | Loss 0.1243 | IoU 0.815 [2021-03-10 13:06:30,446][root][INFO] - Lr: 2.111e-04 | Epoch: [78][90/100] | Time 0.449 | Data 0.037 | Loss 0.1242 | IoU 0.815 [2021-03-10 13:06:35,223][root][INFO] - Lr: 1.937e-04 | Epoch: [79][0/100] | Time 0.752 | Data 0.319 | Loss 0.1241 | IoU 0.815 [2021-03-10 13:06:39,665][root][INFO] - Lr: 1.762e-04 | Epoch: [79][10/100] | Time 0.472 | Data 0.059 | Loss 0.1239 | IoU 0.815 [2021-03-10 13:06:44,111][root][INFO] - Lr: 1.585e-04 | Epoch: [79][20/100] | Time 0.459 | Data 0.047 | Loss 0.1238 | IoU 0.816 [2021-03-10 13:06:48,576][root][INFO] - Lr: 1.405e-04 | Epoch: [79][30/100] | Time 0.455 | Data 0.043 | Loss 0.1237 | IoU 0.816 [2021-03-10 13:06:53,036][root][INFO] - Lr: 1.223e-04 | Epoch: [79][40/100] | Time 0.453 | Data 0.040 | Loss 0.1236 | IoU 0.816 [2021-03-10 13:06:57,470][root][INFO] - Lr: 1.038e-04 | Epoch: [79][50/100] | Time 0.451 | Data 0.039 | Loss 0.1234 | IoU 0.816 [2021-03-10 13:07:01,907][root][INFO] - Lr: 8.492e-05 | Epoch: [79][60/100] | Time 0.450 | Data 0.038 | Loss 0.1233 | IoU 0.816 [2021-03-10 13:07:06,344][root][INFO] - Lr: 6.555e-05 | Epoch: [79][70/100] | Time 0.449 | Data 0.037 | Loss 0.1232 | IoU 0.816 [2021-03-10 13:07:10,800][root][INFO] - Lr: 4.551e-05 | Epoch: [79][80/100] | Time 0.449 | Data 0.037 | Loss 0.1230 | IoU 0.816 [2021-03-10 13:07:15,229][root][INFO] - Lr: 2.439e-05 | Epoch: [79][90/100] | Time 0.448 | Data 0.037 | Loss 0.1229 | IoU 0.816 [2021-03-10 13:07:19,152][root][INFO] - Finished Training [2021-03-10 13:07:19,162][submitit][INFO] - Job completed successfully