[2021-03-10 12:02:18,307][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/pretrain_chunk_more/imagenet/combine_res50unetlr001/models/checkpoint.pth
  pretrained: none
  backbone: Res50UNet
dataset:
  name: NYUv2
  augment: false
  chunk: false
  npoints: 80000
  colorjitter: false

[2021-03-10 12:02:20,087][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 12:02:23,086][root][INFO] - Ignoring class 0 in IoU evaluation
[2021-03-10 12:02:24,943][root][INFO] - ===> Number of trainable parameters: Semantic2D: 175319118
[2021-03-10 12:02:24,943][root][INFO] - ===> Loading weights: /checkpoint/jihou/pretrain_chunk_more/imagenet/combine_res50unetlr001/models/checkpoint.pth
[2021-03-10 12:02:34,395][root][INFO] - Loading weights: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, backbone.encoder.layer1.0.bn2.num_batches_tracked, backbone.encoder.layer1.0.conv3.weight, backbone.encoder.layer1.0.bn3.weight, backbone.encoder.layer1.0.bn3.bias, backbone.encoder.layer1.0.bn3.running_mean, backbone.encoder.layer1.0.bn3.running_var, 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[2021-03-10 12:02:34,399][root][INFO] - Loaded weights: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, backbone.encoder.layer1.0.bn2.num_batches_tracked, backbone.encoder.layer1.0.conv3.weight, backbone.encoder.layer1.0.bn3.weight, backbone.encoder.layer1.0.bn3.bias, backbone.encoder.layer1.0.bn3.running_mean, backbone.encoder.layer1.0.bn3.running_var, 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backbone.encoder.layer2.1.conv1.weight, backbone.encoder.layer2.1.bn1.weight, backbone.encoder.layer2.1.bn1.bias, backbone.encoder.layer2.1.bn1.running_mean, backbone.encoder.layer2.1.bn1.running_var, backbone.encoder.layer2.1.bn1.num_batches_tracked, backbone.encoder.layer2.1.conv2.weight, backbone.encoder.layer2.1.bn2.weight, backbone.encoder.layer2.1.bn2.bias, backbone.encoder.layer2.1.bn2.running_mean, backbone.encoder.layer2.1.bn2.running_var, backbone.encoder.layer2.1.bn2.num_batches_tracked, backbone.encoder.layer2.1.conv3.weight, backbone.encoder.layer2.1.bn3.weight, backbone.encoder.layer2.1.bn3.bias, backbone.encoder.layer2.1.bn3.running_mean, backbone.encoder.layer2.1.bn3.running_var, backbone.encoder.layer2.1.bn3.num_batches_tracked, backbone.encoder.layer2.2.conv1.weight, backbone.encoder.layer2.2.bn1.weight, backbone.encoder.layer2.2.bn1.bias, backbone.encoder.layer2.2.bn1.running_mean, backbone.encoder.layer2.2.bn1.running_var, backbone.encoder.layer2.2.bn1.num_batches_tracked, backbone.encoder.layer2.2.conv2.weight, backbone.encoder.layer2.2.bn2.weight, backbone.encoder.layer2.2.bn2.bias, backbone.encoder.layer2.2.bn2.running_mean, backbone.encoder.layer2.2.bn2.running_var, backbone.encoder.layer2.2.bn2.num_batches_tracked, backbone.encoder.layer2.2.conv3.weight, backbone.encoder.layer2.2.bn3.weight, backbone.encoder.layer2.2.bn3.bias, backbone.encoder.layer2.2.bn3.running_mean, backbone.encoder.layer2.2.bn3.running_var, backbone.encoder.layer2.2.bn3.num_batches_tracked, backbone.encoder.layer2.3.conv1.weight, backbone.encoder.layer2.3.bn1.weight, backbone.encoder.layer2.3.bn1.bias, backbone.encoder.layer2.3.bn1.running_mean, backbone.encoder.layer2.3.bn1.running_var, backbone.encoder.layer2.3.bn1.num_batches_tracked, backbone.encoder.layer2.3.conv2.weight, backbone.encoder.layer2.3.bn2.weight, backbone.encoder.layer2.3.bn2.bias, backbone.encoder.layer2.3.bn2.running_mean, backbone.encoder.layer2.3.bn2.running_var, backbone.encoder.layer2.3.bn2.num_batches_tracked, backbone.encoder.layer2.3.conv3.weight, backbone.encoder.layer2.3.bn3.weight, backbone.encoder.layer2.3.bn3.bias, backbone.encoder.layer2.3.bn3.running_mean, backbone.encoder.layer2.3.bn3.running_var, backbone.encoder.layer2.3.bn3.num_batches_tracked, backbone.encoder.layer3.0.conv1.weight, backbone.encoder.layer3.0.bn1.weight, backbone.encoder.layer3.0.bn1.bias, backbone.encoder.layer3.0.bn1.running_mean, backbone.encoder.layer3.0.bn1.running_var, backbone.encoder.layer3.0.bn1.num_batches_tracked, backbone.encoder.layer3.0.conv2.weight, backbone.encoder.layer3.0.bn2.weight, backbone.encoder.layer3.0.bn2.bias, backbone.encoder.layer3.0.bn2.running_mean, backbone.encoder.layer3.0.bn2.running_var, backbone.encoder.layer3.0.bn2.num_batches_tracked, backbone.encoder.layer3.0.conv3.weight, backbone.encoder.layer3.0.bn3.weight, backbone.encoder.layer3.0.bn3.bias, backbone.encoder.layer3.0.bn3.running_mean, backbone.encoder.layer3.0.bn3.running_var, backbone.encoder.layer3.0.bn3.num_batches_tracked, backbone.encoder.layer3.0.downsample.0.weight, backbone.encoder.layer3.0.downsample.1.weight, backbone.encoder.layer3.0.downsample.1.bias, backbone.encoder.layer3.0.downsample.1.running_mean, backbone.encoder.layer3.0.downsample.1.running_var, backbone.encoder.layer3.0.downsample.1.num_batches_tracked, backbone.encoder.layer3.1.conv1.weight, backbone.encoder.layer3.1.bn1.weight, backbone.encoder.layer3.1.bn1.bias, backbone.encoder.layer3.1.bn1.running_mean, backbone.encoder.layer3.1.bn1.running_var, backbone.encoder.layer3.1.bn1.num_batches_tracked, backbone.encoder.layer3.1.conv2.weight, backbone.encoder.layer3.1.bn2.weight, backbone.encoder.layer3.1.bn2.bias, backbone.encoder.layer3.1.bn2.running_mean, backbone.encoder.layer3.1.bn2.running_var, backbone.encoder.layer3.1.bn2.num_batches_tracked, backbone.encoder.layer3.1.conv3.weight, backbone.encoder.layer3.1.bn3.weight, backbone.encoder.layer3.1.bn3.bias, backbone.encoder.layer3.1.bn3.running_mean, backbone.encoder.layer3.1.bn3.running_var, backbone.encoder.layer3.1.bn3.num_batches_tracked, backbone.encoder.layer3.2.conv1.weight, backbone.encoder.layer3.2.bn1.weight, backbone.encoder.layer3.2.bn1.bias, backbone.encoder.layer3.2.bn1.running_mean, backbone.encoder.layer3.2.bn1.running_var, backbone.encoder.layer3.2.bn1.num_batches_tracked, backbone.encoder.layer3.2.conv2.weight, backbone.encoder.layer3.2.bn2.weight, backbone.encoder.layer3.2.bn2.bias, backbone.encoder.layer3.2.bn2.running_mean, backbone.encoder.layer3.2.bn2.running_var, backbone.encoder.layer3.2.bn2.num_batches_tracked, backbone.encoder.layer3.2.conv3.weight, backbone.encoder.layer3.2.bn3.weight, backbone.encoder.layer3.2.bn3.bias, backbone.encoder.layer3.2.bn3.running_mean, backbone.encoder.layer3.2.bn3.running_var, backbone.encoder.layer3.2.bn3.num_batches_tracked, backbone.encoder.layer3.3.conv1.weight, backbone.encoder.layer3.3.bn1.weight, backbone.encoder.layer3.3.bn1.bias, backbone.encoder.layer3.3.bn1.running_mean, backbone.encoder.layer3.3.bn1.running_var, backbone.encoder.layer3.3.bn1.num_batches_tracked, backbone.encoder.layer3.3.conv2.weight, backbone.encoder.layer3.3.bn2.weight, backbone.encoder.layer3.3.bn2.bias, backbone.encoder.layer3.3.bn2.running_mean, backbone.encoder.layer3.3.bn2.running_var, backbone.encoder.layer3.3.bn2.num_batches_tracked, backbone.encoder.layer3.3.conv3.weight, backbone.encoder.layer3.3.bn3.weight, backbone.encoder.layer3.3.bn3.bias, backbone.encoder.layer3.3.bn3.running_mean, backbone.encoder.layer3.3.bn3.running_var, backbone.encoder.layer3.3.bn3.num_batches_tracked, backbone.encoder.layer3.4.conv1.weight, backbone.encoder.layer3.4.bn1.weight, backbone.encoder.layer3.4.bn1.bias, backbone.encoder.layer3.4.bn1.running_mean, backbone.encoder.layer3.4.bn1.running_var, backbone.encoder.layer3.4.bn1.num_batches_tracked, backbone.encoder.layer3.4.conv2.weight, backbone.encoder.layer3.4.bn2.weight, backbone.encoder.layer3.4.bn2.bias, backbone.encoder.layer3.4.bn2.running_mean, backbone.encoder.layer3.4.bn2.running_var, backbone.encoder.layer3.4.bn2.num_batches_tracked, backbone.encoder.layer3.4.conv3.weight, backbone.encoder.layer3.4.bn3.weight, backbone.encoder.layer3.4.bn3.bias, backbone.encoder.layer3.4.bn3.running_mean, backbone.encoder.layer3.4.bn3.running_var, backbone.encoder.layer3.4.bn3.num_batches_tracked, backbone.encoder.layer3.5.conv1.weight, backbone.encoder.layer3.5.bn1.weight, backbone.encoder.layer3.5.bn1.bias, 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, backbone.decoder.up1.conv1.weight, backbone.decoder.up1.bn1.weight, backbone.decoder.up1.bn1.bias, backbone.decoder.up1.bn1.running_mean, backbone.decoder.up1.bn1.running_var, backbone.decoder.up1.bn1.num_batches_tracked, backbone.decoder.up1.conv1_2.weight, backbone.decoder.up1.bn1_2.weight, backbone.decoder.up1.bn1_2.bias, backbone.decoder.up1.bn1_2.running_mean, backbone.decoder.up1.bn1_2.running_var, backbone.decoder.up1.bn1_2.num_batches_tracked, backbone.decoder.up1.conv2.weight, backbone.decoder.up1.bn2.weight, backbone.decoder.up1.bn2.bias, backbone.decoder.up1.bn2.running_mean, backbone.decoder.up1.bn2.running_var, backbone.decoder.up1.bn2.num_batches_tracked, backbone.decoder.up2.conv1.weight, backbone.decoder.up2.bn1.weight, backbone.decoder.up2.bn1.bias, backbone.decoder.up2.bn1.running_mean, backbone.decoder.up2.bn1.running_var, backbone.decoder.up2.bn1.num_batches_tracked, backbone.decoder.up2.conv1_2.weight, backbone.decoder.up2.bn1_2.weight, backbone.decoder.up2.bn1_2.bias, backbone.decoder.up2.bn1_2.running_mean, backbone.decoder.up2.bn1_2.running_var, backbone.decoder.up2.bn1_2.num_batches_tracked, backbone.decoder.up2.conv2.weight, backbone.decoder.up2.bn2.weight, backbone.decoder.up2.bn2.bias, backbone.decoder.up2.bn2.running_mean, backbone.decoder.up2.bn2.running_var, backbone.decoder.up2.bn2.num_batches_tracked, backbone.decoder.up3.conv1.weight, backbone.decoder.up3.bn1.weight, backbone.decoder.up3.bn1.bias, backbone.decoder.up3.bn1.running_mean, backbone.decoder.up3.bn1.running_var, backbone.decoder.up3.bn1.num_batches_tracked, backbone.decoder.up3.conv1_2.weight, backbone.decoder.up3.bn1_2.weight, backbone.decoder.up3.bn1_2.bias, backbone.decoder.up3.bn1_2.running_mean, backbone.decoder.up3.bn1_2.running_var, backbone.decoder.up3.bn1_2.num_batches_tracked, backbone.decoder.up3.conv2.weight, backbone.decoder.up3.bn2.weight, backbone.decoder.up3.bn2.bias, backbone.decoder.up3.bn2.running_mean, backbone.decoder.up3.bn2.running_var, backbone.decoder.up3.bn2.num_batches_tracked, backbone.decoder.up4.conv1.weight, backbone.decoder.up4.bn1.weight, backbone.decoder.up4.bn1.bias, backbone.decoder.up4.bn1.running_mean, backbone.decoder.up4.bn1.running_var, backbone.decoder.up4.bn1.num_batches_tracked, backbone.decoder.up4.conv1_2.weight, backbone.decoder.up4.bn1_2.weight, backbone.decoder.up4.bn1_2.bias, backbone.decoder.up4.bn1_2.running_mean, backbone.decoder.up4.bn1_2.running_var, backbone.decoder.up4.bn1_2.num_batches_tracked, backbone.decoder.up4.conv2.weight, backbone.decoder.up4.bn2.weight, backbone.decoder.up4.bn2.bias, backbone.decoder.up4.bn2.running_mean, backbone.decoder.up4.bn2.running_var, backbone.decoder.up4.bn2.num_batches_tracked
[2021-03-10 12:02:34,664][root][INFO] - Training in device: cuda
[2021-03-10 12:02:35,987][root][INFO] - Lr: 9.999e-03 | Epoch: [0][0/100] | Time 1.058 | Data 0.415 | Loss 2.8110 | IoU 0.013
[2021-03-10 12:02:40,377][root][INFO] - Lr: 9.988e-03 | Epoch: [0][10/100] | Time 0.511 | Data 0.083 | Loss 2.0898 | IoU 0.091
[2021-03-10 12:02:44,764][root][INFO] - Lr: 9.976e-03 | Epoch: [0][20/100] | Time 0.476 | Data 0.059 | Loss 1.7574 | IoU 0.120
[2021-03-10 12:02:49,156][root][INFO] - Lr: 9.965e-03 | Epoch: [0][30/100] | Time 0.464 | Data 0.051 | Loss 1.5712 | IoU 0.143
[2021-03-10 12:02:53,544][root][INFO] - Lr: 9.954e-03 | Epoch: [0][40/100] | Time 0.458 | Data 0.047 | Loss 1.4983 | IoU 0.168
[2021-03-10 12:02:57,936][root][INFO] - Lr: 9.943e-03 | Epoch: [0][50/100] | Time 0.454 | Data 0.044 | Loss 1.4377 | IoU 0.195
[2021-03-10 12:03:02,342][root][INFO] - Lr: 9.931e-03 | Epoch: [0][60/100] | Time 0.452 | Data 0.042 | Loss 1.3685 | IoU 0.215
[2021-03-10 12:03:06,732][root][INFO] - Lr: 9.920e-03 | Epoch: [0][70/100] | Time 0.450 | Data 0.041 | Loss 1.3191 | IoU 0.233
[2021-03-10 12:03:11,134][root][INFO] - Lr: 9.909e-03 | Epoch: [0][80/100] | Time 0.449 | Data 0.040 | Loss 1.2721 | IoU 0.253
[2021-03-10 12:03:15,537][root][INFO] - Lr: 9.898e-03 | Epoch: [0][90/100] | Time 0.448 | Data 0.039 | Loss 1.2302 | IoU 0.266
[2021-03-10 12:03:19,849][root][INFO] - 0/82
[2021-03-10 12:03:20,070][root][INFO] - 1/82
[2021-03-10 12:03:20,250][root][INFO] - 2/82
[2021-03-10 12:03:20,433][root][INFO] - 3/82
[2021-03-10 12:03:20,614][root][INFO] - 4/82
[2021-03-10 12:03:20,793][root][INFO] - 5/82
[2021-03-10 12:03:20,974][root][INFO] - 6/82
[2021-03-10 12:03:21,156][root][INFO] - 7/82
[2021-03-10 12:03:21,334][root][INFO] - 8/82
[2021-03-10 12:03:21,513][root][INFO] - 9/82
[2021-03-10 12:03:21,694][root][INFO] - 10/82
[2021-03-10 12:03:21,873][root][INFO] - 11/82
[2021-03-10 12:03:22,060][root][INFO] - 12/82
[2021-03-10 12:03:22,239][root][INFO] - 13/82
[2021-03-10 12:03:22,418][root][INFO] - 14/82
[2021-03-10 12:03:22,597][root][INFO] - 15/82
[2021-03-10 12:03:22,777][root][INFO] - 16/82
[2021-03-10 12:03:22,955][root][INFO] - 17/82
[2021-03-10 12:03:23,134][root][INFO] - 18/82
[2021-03-10 12:03:23,312][root][INFO] - 19/82
[2021-03-10 12:03:23,491][root][INFO] - 20/82
[2021-03-10 12:03:23,669][root][INFO] - 21/82
[2021-03-10 12:03:23,847][root][INFO] - 22/82
[2021-03-10 12:03:24,026][root][INFO] - 23/82
[2021-03-10 12:03:24,204][root][INFO] - 24/82
[2021-03-10 12:03:24,392][root][INFO] - 25/82
[2021-03-10 12:03:24,570][root][INFO] - 26/82
[2021-03-10 12:03:24,748][root][INFO] - 27/82
[2021-03-10 12:03:24,926][root][INFO] - 28/82
[2021-03-10 12:03:25,104][root][INFO] - 29/82
[2021-03-10 12:03:25,284][root][INFO] - 30/82
[2021-03-10 12:03:25,463][root][INFO] - 31/82
[2021-03-10 12:03:25,641][root][INFO] - 32/82
[2021-03-10 12:03:25,819][root][INFO] - 33/82
[2021-03-10 12:03:26,009][root][INFO] - 34/82
[2021-03-10 12:03:26,186][root][INFO] - 35/82
[2021-03-10 12:03:26,362][root][INFO] - 36/82
[2021-03-10 12:03:26,542][root][INFO] - 37/82
[2021-03-10 12:03:26,733][root][INFO] - 38/82
[2021-03-10 12:03:26,923][root][INFO] - 39/82
[2021-03-10 12:03:27,106][root][INFO] - 40/82
[2021-03-10 12:03:27,288][root][INFO] - 41/82
[2021-03-10 12:03:27,467][root][INFO] - 42/82
[2021-03-10 12:03:27,646][root][INFO] - 43/82
[2021-03-10 12:03:27,825][root][INFO] - 44/82
[2021-03-10 12:03:28,004][root][INFO] - 45/82
[2021-03-10 12:03:28,183][root][INFO] - 46/82
[2021-03-10 12:03:28,361][root][INFO] - 47/82
[2021-03-10 12:03:28,539][root][INFO] - 48/82
[2021-03-10 12:03:28,716][root][INFO] - 49/82
[2021-03-10 12:03:28,894][root][INFO] - 50/82
[2021-03-10 12:03:29,072][root][INFO] - 51/82
[2021-03-10 12:03:29,250][root][INFO] - 52/82
[2021-03-10 12:03:29,429][root][INFO] - 53/82
[2021-03-10 12:03:29,607][root][INFO] - 54/82
[2021-03-10 12:03:29,786][root][INFO] - 55/82
[2021-03-10 12:03:29,965][root][INFO] - 56/82
[2021-03-10 12:03:30,143][root][INFO] - 57/82
[2021-03-10 12:03:30,321][root][INFO] - 58/82
[2021-03-10 12:03:30,499][root][INFO] - 59/82
[2021-03-10 12:03:30,677][root][INFO] - 60/82
[2021-03-10 12:03:30,855][root][INFO] - 61/82
[2021-03-10 12:03:31,032][root][INFO] - 62/82
[2021-03-10 12:03:31,219][root][INFO] - 63/82
[2021-03-10 12:03:31,396][root][INFO] - 64/82
[2021-03-10 12:03:31,575][root][INFO] - 65/82
[2021-03-10 12:03:31,752][root][INFO] - 66/82
[2021-03-10 12:03:31,931][root][INFO] - 67/82
[2021-03-10 12:03:32,109][root][INFO] - 68/82
[2021-03-10 12:03:32,287][root][INFO] - 69/82
[2021-03-10 12:03:32,464][root][INFO] - 70/82
[2021-03-10 12:03:32,642][root][INFO] - 71/82
[2021-03-10 12:03:32,820][root][INFO] - 72/82
[2021-03-10 12:03:32,998][root][INFO] - 73/82
[2021-03-10 12:03:33,176][root][INFO] - 74/82
[2021-03-10 12:03:33,355][root][INFO] - 75/82
[2021-03-10 12:03:33,533][root][INFO] - 76/82
[2021-03-10 12:03:33,712][root][INFO] - 77/82
[2021-03-10 12:03:33,890][root][INFO] - 78/82
[2021-03-10 12:03:34,068][root][INFO] - 79/82
[2021-03-10 12:03:34,245][root][INFO] - 80/82
[2021-03-10 12:03:34,423][root][INFO] - 81/82
[2021-03-10 12:03:34,628][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.0791
IoU avg 0.361
[2021-03-10 12:03:34,632][root][INFO] - ---> save checkpoint
[2021-03-10 12:03:38,508][root][INFO] - Lr: 9.886e-03 | Epoch: [1][0/100] | Time 0.783 | Data 0.345 | Loss 1.2018 | IoU 0.278
[2021-03-10 12:03:42,881][root][INFO] - Lr: 9.875e-03 | Epoch: [1][10/100] | Time 0.469 | Data 0.061 | Loss 1.1627 | IoU 0.290
[2021-03-10 12:03:47,271][root][INFO] - Lr: 9.864e-03 | Epoch: [1][20/100] | Time 0.455 | Data 0.048 | Loss 1.1342 | IoU 0.302
[2021-03-10 12:03:51,649][root][INFO] - Lr: 9.853e-03 | Epoch: [1][30/100] | Time 0.449 | Data 0.043 | Loss 1.1084 | IoU 0.310
[2021-03-10 12:03:56,026][root][INFO] - Lr: 9.841e-03 | Epoch: [1][40/100] | Time 0.446 | Data 0.041 | Loss 1.0840 | IoU 0.318
[2021-03-10 12:04:00,402][root][INFO] - Lr: 9.830e-03 | Epoch: [1][50/100] | Time 0.445 | Data 0.039 | Loss 1.0666 | IoU 0.326
[2021-03-10 12:04:04,776][root][INFO] - Lr: 9.819e-03 | Epoch: [1][60/100] | Time 0.443 | Data 0.038 | Loss 1.0463 | IoU 0.333
[2021-03-10 12:04:09,157][root][INFO] - Lr: 9.807e-03 | Epoch: [1][70/100] | Time 0.443 | Data 0.037 | Loss 1.0265 | IoU 0.340
[2021-03-10 12:04:13,533][root][INFO] - Lr: 9.796e-03 | Epoch: [1][80/100] | Time 0.442 | Data 0.037 | Loss 1.0107 | IoU 0.346
[2021-03-10 12:04:17,916][root][INFO] - Lr: 9.785e-03 | Epoch: [1][90/100] | Time 0.442 | Data 0.037 | Loss 0.9945 | IoU 0.353
[2021-03-10 12:04:22,604][root][INFO] - Lr: 9.774e-03 | Epoch: [2][0/100] | Time 0.759 | Data 0.316 | Loss 0.9804 | IoU 0.359
[2021-03-10 12:04:26,989][root][INFO] - Lr: 9.762e-03 | Epoch: [2][10/100] | Time 0.468 | Data 0.059 | Loss 0.9621 | IoU 0.367
[2021-03-10 12:04:31,374][root][INFO] - Lr: 9.751e-03 | Epoch: [2][20/100] | Time 0.454 | Data 0.047 | Loss 0.9445 | IoU 0.374
[2021-03-10 12:04:35,745][root][INFO] - Lr: 9.740e-03 | Epoch: [2][30/100] | Time 0.448 | Data 0.042 | Loss 0.9308 | IoU 0.380
[2021-03-10 12:04:40,117][root][INFO] - Lr: 9.728e-03 | Epoch: [2][40/100] | Time 0.446 | Data 0.040 | Loss 0.9168 | IoU 0.385
[2021-03-10 12:04:44,493][root][INFO] - Lr: 9.717e-03 | Epoch: [2][50/100] | Time 0.444 | Data 0.039 | Loss 0.9022 | IoU 0.392
[2021-03-10 12:04:48,873][root][INFO] - Lr: 9.706e-03 | Epoch: [2][60/100] | Time 0.443 | Data 0.038 | Loss 0.8886 | IoU 0.397
[2021-03-10 12:04:53,246][root][INFO] - Lr: 9.695e-03 | Epoch: [2][70/100] | Time 0.442 | Data 0.037 | Loss 0.8747 | IoU 0.402
[2021-03-10 12:04:57,624][root][INFO] - Lr: 9.683e-03 | Epoch: [2][80/100] | Time 0.442 | Data 0.037 | Loss 0.8638 | IoU 0.407
[2021-03-10 12:05:02,001][root][INFO] - Lr: 9.672e-03 | Epoch: [2][90/100] | Time 0.441 | Data 0.036 | Loss 0.8527 | IoU 0.411
[2021-03-10 12:05:06,684][root][INFO] - Lr: 9.661e-03 | Epoch: [3][0/100] | Time 0.741 | Data 0.322 | Loss 0.8431 | IoU 0.415
[2021-03-10 12:05:11,064][root][INFO] - Lr: 9.649e-03 | Epoch: [3][10/100] | Time 0.466 | Data 0.060 | Loss 0.8302 | IoU 0.421
[2021-03-10 12:05:15,435][root][INFO] - Lr: 9.638e-03 | Epoch: [3][20/100] | Time 0.452 | Data 0.047 | Loss 0.8182 | IoU 0.425
[2021-03-10 12:05:19,817][root][INFO] - Lr: 9.627e-03 | Epoch: [3][30/100] | Time 0.448 | Data 0.043 | Loss 0.8069 | IoU 0.431
[2021-03-10 12:05:24,196][root][INFO] - Lr: 9.616e-03 | Epoch: [3][40/100] | Time 0.445 | Data 0.040 | Loss 0.7965 | IoU 0.435
[2021-03-10 12:05:28,586][root][INFO] - Lr: 9.604e-03 | Epoch: [3][50/100] | Time 0.444 | Data 0.039 | Loss 0.7872 | IoU 0.438
[2021-03-10 12:05:32,966][root][INFO] - Lr: 9.593e-03 | Epoch: [3][60/100] | Time 0.443 | Data 0.038 | Loss 0.7765 | IoU 0.443
[2021-03-10 12:05:37,343][root][INFO] - Lr: 9.582e-03 | Epoch: [3][70/100] | Time 0.442 | Data 0.037 | Loss 0.7656 | IoU 0.448
[2021-03-10 12:05:41,717][root][INFO] - Lr: 9.570e-03 | Epoch: [3][80/100] | Time 0.442 | Data 0.037 | Loss 0.7556 | IoU 0.452
[2021-03-10 12:05:46,097][root][INFO] - Lr: 9.559e-03 | Epoch: [3][90/100] | Time 0.441 | Data 0.036 | Loss 0.7477 | IoU 0.456
[2021-03-10 12:05:50,769][root][INFO] - Lr: 9.548e-03 | Epoch: [4][0/100] | Time 0.735 | Data 0.314 | Loss 0.7410 | IoU 0.459
[2021-03-10 12:05:55,147][root][INFO] - Lr: 9.536e-03 | Epoch: [4][10/100] | Time 0.465 | Data 0.059 | Loss 0.7321 | IoU 0.462
[2021-03-10 12:05:59,531][root][INFO] - Lr: 9.525e-03 | Epoch: [4][20/100] | Time 0.452 | Data 0.046 | Loss 0.7233 | IoU 0.466
[2021-03-10 12:06:03,911][root][INFO] - Lr: 9.514e-03 | Epoch: [4][30/100] | Time 0.448 | Data 0.042 | Loss 0.7141 | IoU 0.471
[2021-03-10 12:06:08,288][root][INFO] - Lr: 9.503e-03 | Epoch: [4][40/100] | Time 0.445 | Data 0.040 | Loss 0.7052 | IoU 0.476
[2021-03-10 12:06:12,667][root][INFO] - Lr: 9.491e-03 | Epoch: [4][50/100] | Time 0.444 | Data 0.039 | Loss 0.6961 | IoU 0.480
[2021-03-10 12:06:17,046][root][INFO] - Lr: 9.480e-03 | Epoch: [4][60/100] | Time 0.443 | Data 0.038 | Loss 0.6879 | IoU 0.483
[2021-03-10 12:06:21,421][root][INFO] - Lr: 9.469e-03 | Epoch: [4][70/100] | Time 0.442 | Data 0.037 | Loss 0.6800 | IoU 0.487
[2021-03-10 12:06:25,799][root][INFO] - Lr: 9.457e-03 | Epoch: [4][80/100] | Time 0.442 | Data 0.037 | Loss 0.6723 | IoU 0.490
[2021-03-10 12:06:30,185][root][INFO] - Lr: 9.446e-03 | Epoch: [4][90/100] | Time 0.441 | Data 0.036 | Loss 0.6647 | IoU 0.494
[2021-03-10 12:06:34,892][root][INFO] - Lr: 9.435e-03 | Epoch: [5][0/100] | Time 0.758 | Data 0.320 | Loss 0.6577 | IoU 0.496
[2021-03-10 12:06:39,268][root][INFO] - Lr: 9.423e-03 | Epoch: [5][10/100] | Time 0.467 | Data 0.059 | Loss 0.6497 | IoU 0.500
[2021-03-10 12:06:43,639][root][INFO] - Lr: 9.412e-03 | Epoch: [5][20/100] | Time 0.453 | Data 0.047 | Loss 0.6419 | IoU 0.504
[2021-03-10 12:06:48,016][root][INFO] - Lr: 9.401e-03 | Epoch: [5][30/100] | Time 0.448 | Data 0.043 | Loss 0.6345 | IoU 0.509
[2021-03-10 12:06:52,394][root][INFO] - Lr: 9.389e-03 | Epoch: [5][40/100] | Time 0.445 | Data 0.040 | Loss 0.6275 | IoU 0.512
[2021-03-10 12:06:56,772][root][INFO] - Lr: 9.378e-03 | Epoch: [5][50/100] | Time 0.444 | Data 0.039 | Loss 0.6208 | IoU 0.516
[2021-03-10 12:07:01,153][root][INFO] - Lr: 9.367e-03 | Epoch: [5][60/100] | Time 0.443 | Data 0.038 | Loss 0.6137 | IoU 0.520
[2021-03-10 12:07:05,547][root][INFO] - Lr: 9.355e-03 | Epoch: [5][70/100] | Time 0.442 | Data 0.037 | Loss 0.6072 | IoU 0.522
[2021-03-10 12:07:09,927][root][INFO] - Lr: 9.344e-03 | Epoch: [5][80/100] | Time 0.442 | Data 0.037 | Loss 0.6009 | IoU 0.526
[2021-03-10 12:07:14,322][root][INFO] - Lr: 9.333e-03 | Epoch: [5][90/100] | Time 0.442 | Data 0.036 | Loss 0.5948 | IoU 0.528
[2021-03-10 12:07:18,559][root][INFO] - 0/82
[2021-03-10 12:07:18,781][root][INFO] - 1/82
[2021-03-10 12:07:18,962][root][INFO] - 2/82
[2021-03-10 12:07:19,145][root][INFO] - 3/82
[2021-03-10 12:07:19,323][root][INFO] - 4/82
[2021-03-10 12:07:19,502][root][INFO] - 5/82
[2021-03-10 12:07:19,682][root][INFO] - 6/82
[2021-03-10 12:07:19,861][root][INFO] - 7/82
[2021-03-10 12:07:20,042][root][INFO] - 8/82
[2021-03-10 12:07:20,220][root][INFO] - 9/82
[2021-03-10 12:07:20,399][root][INFO] - 10/82
[2021-03-10 12:07:20,577][root][INFO] - 11/82
[2021-03-10 12:07:20,756][root][INFO] - 12/82
[2021-03-10 12:07:20,935][root][INFO] - 13/82
[2021-03-10 12:07:21,115][root][INFO] - 14/82
[2021-03-10 12:07:21,294][root][INFO] - 15/82
[2021-03-10 12:07:21,474][root][INFO] - 16/82
[2021-03-10 12:07:21,654][root][INFO] - 17/82
[2021-03-10 12:07:21,834][root][INFO] - 18/82
[2021-03-10 12:07:22,014][root][INFO] - 19/82
[2021-03-10 12:07:22,193][root][INFO] - 20/82
[2021-03-10 12:07:22,373][root][INFO] - 21/82
[2021-03-10 12:07:22,552][root][INFO] - 22/82
[2021-03-10 12:07:22,731][root][INFO] - 23/82
[2021-03-10 12:07:22,909][root][INFO] - 24/82
[2021-03-10 12:07:23,088][root][INFO] - 25/82
[2021-03-10 12:07:23,267][root][INFO] - 26/82
[2021-03-10 12:07:23,446][root][INFO] - 27/82
[2021-03-10 12:07:23,624][root][INFO] - 28/82
[2021-03-10 12:07:23,803][root][INFO] - 29/82
[2021-03-10 12:07:23,981][root][INFO] - 30/82
[2021-03-10 12:07:24,160][root][INFO] - 31/82
[2021-03-10 12:07:24,338][root][INFO] - 32/82
[2021-03-10 12:07:24,517][root][INFO] - 33/82
[2021-03-10 12:07:24,707][root][INFO] - 34/82
[2021-03-10 12:07:24,906][root][INFO] - 35/82
[2021-03-10 12:07:25,087][root][INFO] - 36/82
[2021-03-10 12:07:25,266][root][INFO] - 37/82
[2021-03-10 12:07:25,444][root][INFO] - 38/82
[2021-03-10 12:07:25,627][root][INFO] - 39/82
[2021-03-10 12:07:25,808][root][INFO] - 40/82
[2021-03-10 12:07:25,989][root][INFO] - 41/82
[2021-03-10 12:07:26,169][root][INFO] - 42/82
[2021-03-10 12:07:26,363][root][INFO] - 43/82
[2021-03-10 12:07:26,541][root][INFO] - 44/82
[2021-03-10 12:07:26,732][root][INFO] - 45/82
[2021-03-10 12:07:26,923][root][INFO] - 46/82
[2021-03-10 12:07:27,101][root][INFO] - 47/82
[2021-03-10 12:07:27,279][root][INFO] - 48/82
[2021-03-10 12:07:27,458][root][INFO] - 49/82
[2021-03-10 12:07:27,638][root][INFO] - 50/82
[2021-03-10 12:07:27,836][root][INFO] - 51/82
[2021-03-10 12:07:28,031][root][INFO] - 52/82
[2021-03-10 12:07:28,210][root][INFO] - 53/82
[2021-03-10 12:07:28,399][root][INFO] - 54/82
[2021-03-10 12:07:28,576][root][INFO] - 55/82
[2021-03-10 12:07:28,755][root][INFO] - 56/82
[2021-03-10 12:07:28,934][root][INFO] - 57/82
[2021-03-10 12:07:29,112][root][INFO] - 58/82
[2021-03-10 12:07:29,290][root][INFO] - 59/82
[2021-03-10 12:07:29,468][root][INFO] - 60/82
[2021-03-10 12:07:29,647][root][INFO] - 61/82
[2021-03-10 12:07:29,826][root][INFO] - 62/82
[2021-03-10 12:07:30,006][root][INFO] - 63/82
[2021-03-10 12:07:30,186][root][INFO] - 64/82
[2021-03-10 12:07:30,364][root][INFO] - 65/82
[2021-03-10 12:07:30,543][root][INFO] - 66/82
[2021-03-10 12:07:30,722][root][INFO] - 67/82
[2021-03-10 12:07:30,900][root][INFO] - 68/82
[2021-03-10 12:07:31,078][root][INFO] - 69/82
[2021-03-10 12:07:31,255][root][INFO] - 70/82
[2021-03-10 12:07:31,433][root][INFO] - 71/82
[2021-03-10 12:07:31,612][root][INFO] - 72/82
[2021-03-10 12:07:31,790][root][INFO] - 73/82
[2021-03-10 12:07:31,969][root][INFO] - 74/82
[2021-03-10 12:07:32,147][root][INFO] - 75/82
[2021-03-10 12:07:32,325][root][INFO] - 76/82
[2021-03-10 12:07:32,504][root][INFO] - 77/82
[2021-03-10 12:07:32,683][root][INFO] - 78/82
[2021-03-10 12:07:32,860][root][INFO] - 79/82
[2021-03-10 12:07:33,039][root][INFO] - 80/82
[2021-03-10 12:07:33,217][root][INFO] - 81/82
[2021-03-10 12:07:33,419][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.0129
IoU avg 0.429
[2021-03-10 12:07:33,422][root][INFO] - ---> save checkpoint
[2021-03-10 12:07:37,360][root][INFO] - Lr: 9.321e-03 | Epoch: [6][0/100] | Time 0.758 | Data 0.316 | Loss 0.5885 | IoU 0.531
[2021-03-10 12:07:41,729][root][INFO] - Lr: 9.310e-03 | Epoch: [6][10/100] | Time 0.466 | Data 0.059 | Loss 0.5820 | IoU 0.534
[2021-03-10 12:07:46,114][root][INFO] - Lr: 9.299e-03 | Epoch: [6][20/100] | Time 0.453 | Data 0.047 | Loss 0.5758 | IoU 0.537
[2021-03-10 12:07:50,492][root][INFO] - Lr: 9.287e-03 | Epoch: [6][30/100] | Time 0.448 | Data 0.042 | Loss 0.5703 | IoU 0.540
[2021-03-10 12:07:54,878][root][INFO] - Lr: 9.276e-03 | Epoch: [6][40/100] | Time 0.446 | Data 0.040 | Loss 0.5647 | IoU 0.544
[2021-03-10 12:07:59,260][root][INFO] - Lr: 9.265e-03 | Epoch: [6][50/100] | Time 0.444 | Data 0.039 | Loss 0.5592 | IoU 0.546
[2021-03-10 12:08:03,645][root][INFO] - Lr: 9.253e-03 | Epoch: [6][60/100] | Time 0.443 | Data 0.038 | Loss 0.5540 | IoU 0.549
[2021-03-10 12:08:08,022][root][INFO] - Lr: 9.242e-03 | Epoch: [6][70/100] | Time 0.443 | Data 0.037 | Loss 0.5484 | IoU 0.551
[2021-03-10 12:08:12,397][root][INFO] - Lr: 9.231e-03 | Epoch: [6][80/100] | Time 0.442 | Data 0.037 | Loss 0.5429 | IoU 0.554
[2021-03-10 12:08:16,779][root][INFO] - Lr: 9.219e-03 | Epoch: [6][90/100] | Time 0.442 | Data 0.036 | Loss 0.5377 | IoU 0.557
[2021-03-10 12:08:21,535][root][INFO] - Lr: 9.208e-03 | Epoch: [7][0/100] | Time 0.786 | Data 0.365 | Loss 0.5327 | IoU 0.559
[2021-03-10 12:08:25,913][root][INFO] - Lr: 9.197e-03 | Epoch: [7][10/100] | Time 0.469 | Data 0.063 | Loss 0.5276 | IoU 0.562
[2021-03-10 12:08:30,296][root][INFO] - Lr: 9.185e-03 | Epoch: [7][20/100] | Time 0.455 | Data 0.049 | Loss 0.5226 | IoU 0.564
[2021-03-10 12:08:34,676][root][INFO] - Lr: 9.174e-03 | Epoch: [7][30/100] | Time 0.449 | Data 0.044 | Loss 0.5174 | IoU 0.567
[2021-03-10 12:08:39,048][root][INFO] - Lr: 9.162e-03 | Epoch: [7][40/100] | Time 0.446 | Data 0.041 | Loss 0.5125 | IoU 0.569
[2021-03-10 12:08:43,423][root][INFO] - Lr: 9.151e-03 | Epoch: [7][50/100] | Time 0.445 | Data 0.040 | Loss 0.5079 | IoU 0.572
[2021-03-10 12:08:47,800][root][INFO] - Lr: 9.140e-03 | Epoch: [7][60/100] | Time 0.443 | Data 0.039 | Loss 0.5032 | IoU 0.574
[2021-03-10 12:08:52,178][root][INFO] - Lr: 9.128e-03 | Epoch: [7][70/100] | Time 0.443 | Data 0.038 | Loss 0.4988 | IoU 0.577
[2021-03-10 12:08:56,557][root][INFO] - Lr: 9.117e-03 | Epoch: [7][80/100] | Time 0.442 | Data 0.037 | Loss 0.4945 | IoU 0.579
[2021-03-10 12:09:00,938][root][INFO] - Lr: 9.106e-03 | Epoch: [7][90/100] | Time 0.442 | Data 0.037 | Loss 0.4903 | IoU 0.581
[2021-03-10 12:09:05,611][root][INFO] - Lr: 9.094e-03 | Epoch: [8][0/100] | Time 0.734 | Data 0.314 | Loss 0.4864 | IoU 0.584
[2021-03-10 12:09:09,993][root][INFO] - Lr: 9.083e-03 | Epoch: [8][10/100] | Time 0.465 | Data 0.059 | Loss 0.4820 | IoU 0.586
[2021-03-10 12:09:14,384][root][INFO] - Lr: 9.072e-03 | Epoch: [8][20/100] | Time 0.453 | Data 0.046 | Loss 0.4776 | IoU 0.589
[2021-03-10 12:09:18,765][root][INFO] - Lr: 9.060e-03 | Epoch: [8][30/100] | Time 0.448 | Data 0.042 | Loss 0.4734 | IoU 0.591
[2021-03-10 12:09:23,145][root][INFO] - Lr: 9.049e-03 | Epoch: [8][40/100] | Time 0.446 | Data 0.040 | Loss 0.4694 | IoU 0.593
[2021-03-10 12:09:27,535][root][INFO] - Lr: 9.037e-03 | Epoch: [8][50/100] | Time 0.444 | Data 0.039 | Loss 0.4657 | IoU 0.595
[2021-03-10 12:09:31,921][root][INFO] - Lr: 9.026e-03 | Epoch: [8][60/100] | Time 0.443 | Data 0.038 | Loss 0.4619 | IoU 0.597
[2021-03-10 12:09:36,304][root][INFO] - Lr: 9.015e-03 | Epoch: [8][70/100] | Time 0.443 | Data 0.037 | Loss 0.4581 | IoU 0.599
[2021-03-10 12:09:40,682][root][INFO] - Lr: 9.003e-03 | Epoch: [8][80/100] | Time 0.442 | Data 0.037 | Loss 0.4543 | IoU 0.602
[2021-03-10 12:09:45,072][root][INFO] - Lr: 8.992e-03 | Epoch: [8][90/100] | Time 0.442 | Data 0.036 | Loss 0.4506 | IoU 0.604
[2021-03-10 12:09:49,811][root][INFO] - Lr: 8.981e-03 | Epoch: [9][0/100] | Time 0.779 | Data 0.338 | Loss 0.4474 | IoU 0.606
[2021-03-10 12:09:54,192][root][INFO] - Lr: 8.969e-03 | Epoch: [9][10/100] | Time 0.469 | Data 0.061 | Loss 0.4439 | IoU 0.608
[2021-03-10 12:09:58,570][root][INFO] - Lr: 8.958e-03 | Epoch: [9][20/100] | Time 0.454 | Data 0.048 | Loss 0.4405 | IoU 0.610
[2021-03-10 12:10:02,950][root][INFO] - Lr: 8.946e-03 | Epoch: [9][30/100] | Time 0.449 | Data 0.043 | Loss 0.4370 | IoU 0.612
[2021-03-10 12:10:07,341][root][INFO] - Lr: 8.935e-03 | Epoch: [9][40/100] | Time 0.447 | Data 0.041 | Loss 0.4336 | IoU 0.614
[2021-03-10 12:10:11,727][root][INFO] - Lr: 8.924e-03 | Epoch: [9][50/100] | Time 0.445 | Data 0.039 | Loss 0.4303 | IoU 0.616
[2021-03-10 12:10:16,106][root][INFO] - Lr: 8.912e-03 | Epoch: [9][60/100] | Time 0.444 | Data 0.038 | Loss 0.4271 | IoU 0.617
[2021-03-10 12:10:20,476][root][INFO] - Lr: 8.901e-03 | Epoch: [9][70/100] | Time 0.443 | Data 0.037 | Loss 0.4239 | IoU 0.619
[2021-03-10 12:10:24,849][root][INFO] - Lr: 8.889e-03 | Epoch: [9][80/100] | Time 0.442 | Data 0.037 | Loss 0.4209 | IoU 0.621
[2021-03-10 12:10:29,224][root][INFO] - Lr: 8.878e-03 | Epoch: [9][90/100] | Time 0.442 | Data 0.036 | Loss 0.4178 | IoU 0.622
[2021-03-10 12:10:33,964][root][INFO] - Lr: 8.867e-03 | Epoch: [10][0/100] | Time 0.779 | Data 0.337 | Loss 0.4147 | IoU 0.624
[2021-03-10 12:10:38,349][root][INFO] - Lr: 8.855e-03 | Epoch: [10][10/100] | Time 0.470 | Data 0.061 | Loss 0.4116 | IoU 0.626
[2021-03-10 12:10:42,725][root][INFO] - Lr: 8.844e-03 | Epoch: [10][20/100] | Time 0.454 | Data 0.048 | Loss 0.4086 | IoU 0.628
[2021-03-10 12:10:47,112][root][INFO] - Lr: 8.832e-03 | Epoch: [10][30/100] | Time 0.449 | Data 0.043 | Loss 0.4056 | IoU 0.630
[2021-03-10 12:10:51,489][root][INFO] - Lr: 8.821e-03 | Epoch: [10][40/100] | Time 0.446 | Data 0.041 | Loss 0.4027 | IoU 0.632
[2021-03-10 12:10:55,867][root][INFO] - Lr: 8.810e-03 | Epoch: [10][50/100] | Time 0.445 | Data 0.039 | Loss 0.3998 | IoU 0.633
[2021-03-10 12:11:00,250][root][INFO] - Lr: 8.798e-03 | Epoch: [10][60/100] | Time 0.444 | Data 0.038 | Loss 0.3971 | IoU 0.635
[2021-03-10 12:11:04,628][root][INFO] - Lr: 8.787e-03 | Epoch: [10][70/100] | Time 0.443 | Data 0.037 | Loss 0.3944 | IoU 0.636
[2021-03-10 12:11:09,014][root][INFO] - Lr: 8.775e-03 | Epoch: [10][80/100] | Time 0.442 | Data 0.037 | Loss 0.3919 | IoU 0.638
[2021-03-10 12:11:13,396][root][INFO] - Lr: 8.764e-03 | Epoch: [10][90/100] | Time 0.442 | Data 0.037 | Loss 0.3892 | IoU 0.639
[2021-03-10 12:11:17,633][root][INFO] - 0/82
[2021-03-10 12:11:17,837][root][INFO] - 1/82
[2021-03-10 12:11:18,019][root][INFO] - 2/82
[2021-03-10 12:11:18,204][root][INFO] - 3/82
[2021-03-10 12:11:18,384][root][INFO] - 4/82
[2021-03-10 12:11:18,562][root][INFO] - 5/82
[2021-03-10 12:11:18,740][root][INFO] - 6/82
[2021-03-10 12:11:18,919][root][INFO] - 7/82
[2021-03-10 12:11:19,097][root][INFO] - 8/82
[2021-03-10 12:11:19,277][root][INFO] - 9/82
[2021-03-10 12:11:19,457][root][INFO] - 10/82
[2021-03-10 12:11:19,637][root][INFO] - 11/82
[2021-03-10 12:11:19,816][root][INFO] - 12/82
[2021-03-10 12:11:19,997][root][INFO] - 13/82
[2021-03-10 12:11:20,178][root][INFO] - 14/82
[2021-03-10 12:11:20,359][root][INFO] - 15/82
[2021-03-10 12:11:20,538][root][INFO] - 16/82
[2021-03-10 12:11:20,715][root][INFO] - 17/82
[2021-03-10 12:11:20,894][root][INFO] - 18/82
[2021-03-10 12:11:21,072][root][INFO] - 19/82
[2021-03-10 12:11:21,253][root][INFO] - 20/82
[2021-03-10 12:11:21,433][root][INFO] - 21/82
[2021-03-10 12:11:21,613][root][INFO] - 22/82
[2021-03-10 12:11:21,792][root][INFO] - 23/82
[2021-03-10 12:11:21,970][root][INFO] - 24/82
[2021-03-10 12:11:22,149][root][INFO] - 25/82
[2021-03-10 12:11:22,327][root][INFO] - 26/82
[2021-03-10 12:11:22,506][root][INFO] - 27/82
[2021-03-10 12:11:22,684][root][INFO] - 28/82
[2021-03-10 12:11:22,864][root][INFO] - 29/82
[2021-03-10 12:11:23,043][root][INFO] - 30/82
[2021-03-10 12:11:23,222][root][INFO] - 31/82
[2021-03-10 12:11:23,401][root][INFO] - 32/82
[2021-03-10 12:11:23,580][root][INFO] - 33/82
[2021-03-10 12:11:23,759][root][INFO] - 34/82
[2021-03-10 12:11:23,948][root][INFO] - 35/82
[2021-03-10 12:11:24,127][root][INFO] - 36/82
[2021-03-10 12:11:24,306][root][INFO] - 37/82
[2021-03-10 12:11:24,485][root][INFO] - 38/82
[2021-03-10 12:11:24,664][root][INFO] - 39/82
[2021-03-10 12:11:24,842][root][INFO] - 40/82
[2021-03-10 12:11:25,021][root][INFO] - 41/82
[2021-03-10 12:11:25,200][root][INFO] - 42/82
[2021-03-10 12:11:25,378][root][INFO] - 43/82
[2021-03-10 12:11:25,555][root][INFO] - 44/82
[2021-03-10 12:11:25,734][root][INFO] - 45/82
[2021-03-10 12:11:25,913][root][INFO] - 46/82
[2021-03-10 12:11:26,092][root][INFO] - 47/82
[2021-03-10 12:11:26,270][root][INFO] - 48/82
[2021-03-10 12:11:26,449][root][INFO] - 49/82
[2021-03-10 12:11:26,634][root][INFO] - 50/82
[2021-03-10 12:11:26,826][root][INFO] - 51/82
[2021-03-10 12:11:27,004][root][INFO] - 52/82
[2021-03-10 12:11:27,190][root][INFO] - 53/82
[2021-03-10 12:11:27,369][root][INFO] - 54/82
[2021-03-10 12:11:27,548][root][INFO] - 55/82
[2021-03-10 12:11:27,726][root][INFO] - 56/82
[2021-03-10 12:11:27,906][root][INFO] - 57/82
[2021-03-10 12:11:28,099][root][INFO] - 58/82
[2021-03-10 12:11:28,279][root][INFO] - 59/82
[2021-03-10 12:11:28,457][root][INFO] - 60/82
[2021-03-10 12:11:28,635][root][INFO] - 61/82
[2021-03-10 12:11:28,812][root][INFO] - 62/82
[2021-03-10 12:11:28,993][root][INFO] - 63/82
[2021-03-10 12:11:29,175][root][INFO] - 64/82
[2021-03-10 12:11:29,360][root][INFO] - 65/82
[2021-03-10 12:11:29,540][root][INFO] - 66/82
[2021-03-10 12:11:29,719][root][INFO] - 67/82
[2021-03-10 12:11:29,900][root][INFO] - 68/82
[2021-03-10 12:11:30,097][root][INFO] - 69/82
[2021-03-10 12:11:30,279][root][INFO] - 70/82
[2021-03-10 12:11:30,466][root][INFO] - 71/82
[2021-03-10 12:11:30,644][root][INFO] - 72/82
[2021-03-10 12:11:30,823][root][INFO] - 73/82
[2021-03-10 12:11:31,001][root][INFO] - 74/82
[2021-03-10 12:11:31,179][root][INFO] - 75/82
[2021-03-10 12:11:31,356][root][INFO] - 76/82
[2021-03-10 12:11:31,534][root][INFO] - 77/82
[2021-03-10 12:11:31,712][root][INFO] - 78/82
[2021-03-10 12:11:31,890][root][INFO] - 79/82
[2021-03-10 12:11:32,068][root][INFO] - 80/82
[2021-03-10 12:11:32,248][root][INFO] - 81/82
[2021-03-10 12:11:32,454][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 0.8745
IoU avg 0.506
[2021-03-10 12:11:32,457][root][INFO] - ---> save checkpoint
[2021-03-10 12:11:36,505][root][INFO] - Lr: 8.753e-03 | Epoch: [11][0/100] | Time 0.742 | Data 0.320 | Loss 0.3870 | IoU 0.640
[2021-03-10 12:11:40,877][root][INFO] - Lr: 8.741e-03 | Epoch: [11][10/100] | Time 0.465 | Data 0.059 | Loss 0.3847 | IoU 0.642
[2021-03-10 12:11:45,251][root][INFO] - Lr: 8.730e-03 | Epoch: [11][20/100] | Time 0.452 | Data 0.047 | Loss 0.3822 | IoU 0.644
[2021-03-10 12:11:49,630][root][INFO] - Lr: 8.718e-03 | Epoch: [11][30/100] | Time 0.447 | Data 0.042 | Loss 0.3798 | IoU 0.645
[2021-03-10 12:11:54,006][root][INFO] - Lr: 8.707e-03 | Epoch: [11][40/100] | Time 0.445 | Data 0.040 | Loss 0.3774 | IoU 0.646
[2021-03-10 12:11:58,390][root][INFO] - Lr: 8.695e-03 | Epoch: [11][50/100] | Time 0.444 | Data 0.039 | Loss 0.3751 | IoU 0.648
[2021-03-10 12:12:02,776][root][INFO] - Lr: 8.684e-03 | Epoch: [11][60/100] | Time 0.443 | Data 0.038 | Loss 0.3728 | IoU 0.649
[2021-03-10 12:12:07,155][root][INFO] - Lr: 8.673e-03 | Epoch: [11][70/100] | Time 0.442 | Data 0.037 | Loss 0.3704 | IoU 0.650
[2021-03-10 12:12:11,529][root][INFO] - Lr: 8.661e-03 | Epoch: [11][80/100] | Time 0.442 | Data 0.037 | Loss 0.3681 | IoU 0.652
[2021-03-10 12:12:15,913][root][INFO] - Lr: 8.650e-03 | Epoch: [11][90/100] | Time 0.441 | Data 0.036 | Loss 0.3658 | IoU 0.653
[2021-03-10 12:12:20,738][root][INFO] - Lr: 8.638e-03 | Epoch: [12][0/100] | Time 0.794 | Data 0.350 | Loss 0.3637 | IoU 0.654
[2021-03-10 12:12:25,120][root][INFO] - Lr: 8.627e-03 | Epoch: [12][10/100] | Time 0.471 | Data 0.062 | Loss 0.3615 | IoU 0.655
[2021-03-10 12:12:29,494][root][INFO] - Lr: 8.615e-03 | Epoch: [12][20/100] | Time 0.455 | Data 0.048 | Loss 0.3593 | IoU 0.657
[2021-03-10 12:12:33,864][root][INFO] - Lr: 8.604e-03 | Epoch: [12][30/100] | Time 0.449 | Data 0.043 | Loss 0.3571 | IoU 0.658
[2021-03-10 12:12:38,238][root][INFO] - Lr: 8.593e-03 | Epoch: [12][40/100] | Time 0.446 | Data 0.041 | Loss 0.3549 | IoU 0.659
[2021-03-10 12:12:42,617][root][INFO] - Lr: 8.581e-03 | Epoch: [12][50/100] | Time 0.445 | Data 0.039 | Loss 0.3528 | IoU 0.660
[2021-03-10 12:12:47,002][root][INFO] - Lr: 8.570e-03 | Epoch: [12][60/100] | Time 0.444 | Data 0.038 | Loss 0.3507 | IoU 0.662
[2021-03-10 12:12:51,382][root][INFO] - Lr: 8.558e-03 | Epoch: [12][70/100] | Time 0.443 | Data 0.038 | Loss 0.3486 | IoU 0.663
[2021-03-10 12:12:55,758][root][INFO] - Lr: 8.547e-03 | Epoch: [12][80/100] | Time 0.442 | Data 0.037 | Loss 0.3465 | IoU 0.665
[2021-03-10 12:13:00,135][root][INFO] - Lr: 8.535e-03 | Epoch: [12][90/100] | Time 0.442 | Data 0.037 | Loss 0.3445 | IoU 0.666
[2021-03-10 12:13:04,854][root][INFO] - Lr: 8.524e-03 | Epoch: [13][0/100] | Time 0.776 | Data 0.347 | Loss 0.3425 | IoU 0.667
[2021-03-10 12:13:09,235][root][INFO] - Lr: 8.512e-03 | Epoch: [13][10/100] | Time 0.469 | Data 0.062 | Loss 0.3405 | IoU 0.668
[2021-03-10 12:13:13,612][root][INFO] - Lr: 8.501e-03 | Epoch: [13][20/100] | Time 0.454 | Data 0.048 | Loss 0.3386 | IoU 0.669
[2021-03-10 12:13:17,994][root][INFO] - Lr: 8.490e-03 | Epoch: [13][30/100] | Time 0.449 | Data 0.043 | Loss 0.3366 | IoU 0.671
[2021-03-10 12:13:22,375][root][INFO] - Lr: 8.478e-03 | Epoch: [13][40/100] | Time 0.446 | Data 0.041 | Loss 0.3347 | IoU 0.672
[2021-03-10 12:13:26,762][root][INFO] - Lr: 8.467e-03 | Epoch: [13][50/100] | Time 0.445 | Data 0.039 | Loss 0.3328 | IoU 0.673
[2021-03-10 12:13:31,153][root][INFO] - Lr: 8.455e-03 | Epoch: [13][60/100] | Time 0.444 | Data 0.038 | Loss 0.3309 | IoU 0.674
[2021-03-10 12:13:35,533][root][INFO] - Lr: 8.444e-03 | Epoch: [13][70/100] | Time 0.443 | Data 0.038 | Loss 0.3290 | IoU 0.675
[2021-03-10 12:13:39,915][root][INFO] - Lr: 8.432e-03 | Epoch: [13][80/100] | Time 0.442 | Data 0.037 | Loss 0.3272 | IoU 0.676
[2021-03-10 12:13:44,293][root][INFO] - Lr: 8.421e-03 | Epoch: [13][90/100] | Time 0.442 | Data 0.037 | Loss 0.3254 | IoU 0.677
[2021-03-10 12:13:49,055][root][INFO] - Lr: 8.409e-03 | Epoch: [14][0/100] | Time 0.800 | Data 0.358 | Loss 0.3237 | IoU 0.678
[2021-03-10 12:13:53,448][root][INFO] - Lr: 8.398e-03 | Epoch: [14][10/100] | Time 0.472 | Data 0.063 | Loss 0.3219 | IoU 0.679
[2021-03-10 12:13:57,828][root][INFO] - Lr: 8.386e-03 | Epoch: [14][20/100] | Time 0.456 | Data 0.049 | Loss 0.3202 | IoU 0.680
[2021-03-10 12:14:02,208][root][INFO] - Lr: 8.375e-03 | Epoch: [14][30/100] | Time 0.450 | Data 0.044 | Loss 0.3185 | IoU 0.681
[2021-03-10 12:14:06,588][root][INFO] - Lr: 8.363e-03 | Epoch: [14][40/100] | Time 0.447 | Data 0.041 | Loss 0.3168 | IoU 0.682
[2021-03-10 12:14:10,969][root][INFO] - Lr: 8.352e-03 | Epoch: [14][50/100] | Time 0.445 | Data 0.039 | Loss 0.3151 | IoU 0.683
[2021-03-10 12:14:15,348][root][INFO] - Lr: 8.340e-03 | Epoch: [14][60/100] | Time 0.444 | Data 0.038 | Loss 0.3135 | IoU 0.685
[2021-03-10 12:14:19,725][root][INFO] - Lr: 8.329e-03 | Epoch: [14][70/100] | Time 0.443 | Data 0.038 | Loss 0.3118 | IoU 0.686
[2021-03-10 12:14:24,110][root][INFO] - Lr: 8.318e-03 | Epoch: [14][80/100] | Time 0.443 | Data 0.037 | Loss 0.3102 | IoU 0.687
[2021-03-10 12:14:28,494][root][INFO] - Lr: 8.306e-03 | Epoch: [14][90/100] | Time 0.442 | Data 0.037 | Loss 0.3086 | IoU 0.688
[2021-03-10 12:14:33,226][root][INFO] - Lr: 8.295e-03 | Epoch: [15][0/100] | Time 0.767 | Data 0.326 | Loss 0.3070 | IoU 0.689
[2021-03-10 12:14:37,607][root][INFO] - Lr: 8.283e-03 | Epoch: [15][10/100] | Time 0.468 | Data 0.060 | Loss 0.3054 | IoU 0.690
[2021-03-10 12:14:41,984][root][INFO] - Lr: 8.272e-03 | Epoch: [15][20/100] | Time 0.454 | Data 0.047 | Loss 0.3039 | IoU 0.691
[2021-03-10 12:14:46,370][root][INFO] - Lr: 8.260e-03 | Epoch: [15][30/100] | Time 0.449 | Data 0.043 | Loss 0.3023 | IoU 0.692
[2021-03-10 12:14:50,757][root][INFO] - Lr: 8.249e-03 | Epoch: [15][40/100] | Time 0.446 | Data 0.041 | Loss 0.3008 | IoU 0.693
[2021-03-10 12:14:55,142][root][INFO] - Lr: 8.237e-03 | Epoch: [15][50/100] | Time 0.445 | Data 0.039 | Loss 0.2993 | IoU 0.694
[2021-03-10 12:14:59,522][root][INFO] - Lr: 8.226e-03 | Epoch: [15][60/100] | Time 0.444 | Data 0.038 | Loss 0.2977 | IoU 0.695
[2021-03-10 12:15:03,903][root][INFO] - Lr: 8.214e-03 | Epoch: [15][70/100] | Time 0.443 | Data 0.038 | Loss 0.2963 | IoU 0.696
[2021-03-10 12:15:08,303][root][INFO] - Lr: 8.203e-03 | Epoch: [15][80/100] | Time 0.443 | Data 0.037 | Loss 0.2949 | IoU 0.697
[2021-03-10 12:15:12,688][root][INFO] - Lr: 8.191e-03 | Epoch: [15][90/100] | Time 0.442 | Data 0.037 | Loss 0.2934 | IoU 0.698
[2021-03-10 12:15:16,946][root][INFO] - 0/82
[2021-03-10 12:15:17,164][root][INFO] - 1/82
[2021-03-10 12:15:17,347][root][INFO] - 2/82
[2021-03-10 12:15:17,530][root][INFO] - 3/82
[2021-03-10 12:15:17,710][root][INFO] - 4/82
[2021-03-10 12:15:17,888][root][INFO] - 5/82
[2021-03-10 12:15:18,066][root][INFO] - 6/82
[2021-03-10 12:15:18,245][root][INFO] - 7/82
[2021-03-10 12:15:18,424][root][INFO] - 8/82
[2021-03-10 12:15:18,603][root][INFO] - 9/82
[2021-03-10 12:15:18,782][root][INFO] - 10/82
[2021-03-10 12:15:18,962][root][INFO] - 11/82
[2021-03-10 12:15:19,141][root][INFO] - 12/82
[2021-03-10 12:15:19,321][root][INFO] - 13/82
[2021-03-10 12:15:19,503][root][INFO] - 14/82
[2021-03-10 12:15:19,684][root][INFO] - 15/82
[2021-03-10 12:15:19,862][root][INFO] - 16/82
[2021-03-10 12:15:20,042][root][INFO] - 17/82
[2021-03-10 12:15:20,222][root][INFO] - 18/82
[2021-03-10 12:15:20,400][root][INFO] - 19/82
[2021-03-10 12:15:20,579][root][INFO] - 20/82
[2021-03-10 12:15:20,757][root][INFO] - 21/82
[2021-03-10 12:15:20,936][root][INFO] - 22/82
[2021-03-10 12:15:21,115][root][INFO] - 23/82
[2021-03-10 12:15:21,294][root][INFO] - 24/82
[2021-03-10 12:15:21,472][root][INFO] - 25/82
[2021-03-10 12:15:21,652][root][INFO] - 26/82
[2021-03-10 12:15:21,831][root][INFO] - 27/82
[2021-03-10 12:15:22,011][root][INFO] - 28/82
[2021-03-10 12:15:22,192][root][INFO] - 29/82
[2021-03-10 12:15:22,372][root][INFO] - 30/82
[2021-03-10 12:15:22,551][root][INFO] - 31/82
[2021-03-10 12:15:22,730][root][INFO] - 32/82
[2021-03-10 12:15:22,909][root][INFO] - 33/82
[2021-03-10 12:15:23,087][root][INFO] - 34/82
[2021-03-10 12:15:23,266][root][INFO] - 35/82
[2021-03-10 12:15:23,446][root][INFO] - 36/82
[2021-03-10 12:15:23,626][root][INFO] - 37/82
[2021-03-10 12:15:23,804][root][INFO] - 38/82
[2021-03-10 12:15:23,984][root][INFO] - 39/82
[2021-03-10 12:15:24,162][root][INFO] - 40/82
[2021-03-10 12:15:24,344][root][INFO] - 41/82
[2021-03-10 12:15:24,524][root][INFO] - 42/82
[2021-03-10 12:15:24,704][root][INFO] - 43/82
[2021-03-10 12:15:24,885][root][INFO] - 44/82
[2021-03-10 12:15:25,064][root][INFO] - 45/82
[2021-03-10 12:15:25,242][root][INFO] - 46/82
[2021-03-10 12:15:25,421][root][INFO] - 47/82
[2021-03-10 12:15:25,600][root][INFO] - 48/82
[2021-03-10 12:15:25,777][root][INFO] - 49/82
[2021-03-10 12:15:25,955][root][INFO] - 50/82
[2021-03-10 12:15:26,146][root][INFO] - 51/82
[2021-03-10 12:15:26,326][root][INFO] - 52/82
[2021-03-10 12:15:26,504][root][INFO] - 53/82
[2021-03-10 12:15:26,683][root][INFO] - 54/82
[2021-03-10 12:15:26,864][root][INFO] - 55/82
[2021-03-10 12:15:27,045][root][INFO] - 56/82
[2021-03-10 12:15:27,226][root][INFO] - 57/82
[2021-03-10 12:15:27,406][root][INFO] - 58/82
[2021-03-10 12:15:27,596][root][INFO] - 59/82
[2021-03-10 12:15:27,776][root][INFO] - 60/82
[2021-03-10 12:15:27,968][root][INFO] - 61/82
[2021-03-10 12:15:28,147][root][INFO] - 62/82
[2021-03-10 12:15:28,325][root][INFO] - 63/82
[2021-03-10 12:15:28,503][root][INFO] - 64/82
[2021-03-10 12:15:28,681][root][INFO] - 65/82
[2021-03-10 12:15:28,859][root][INFO] - 66/82
[2021-03-10 12:15:29,037][root][INFO] - 67/82
[2021-03-10 12:15:29,216][root][INFO] - 68/82
[2021-03-10 12:15:29,395][root][INFO] - 69/82
[2021-03-10 12:15:29,574][root][INFO] - 70/82
[2021-03-10 12:15:29,756][root][INFO] - 71/82
[2021-03-10 12:15:29,947][root][INFO] - 72/82
[2021-03-10 12:15:30,128][root][INFO] - 73/82
[2021-03-10 12:15:30,306][root][INFO] - 74/82
[2021-03-10 12:15:30,485][root][INFO] - 75/82
[2021-03-10 12:15:30,664][root][INFO] - 76/82
[2021-03-10 12:15:30,844][root][INFO] - 77/82
[2021-03-10 12:15:31,023][root][INFO] - 78/82
[2021-03-10 12:15:31,201][root][INFO] - 79/82
[2021-03-10 12:15:31,379][root][INFO] - 80/82
[2021-03-10 12:15:31,556][root][INFO] - 81/82
[2021-03-10 12:15:31,781][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 0.8923
IoU avg 0.524
[2021-03-10 12:15:31,784][root][INFO] - ---> save checkpoint
[2021-03-10 12:15:35,955][root][INFO] - Lr: 8.180e-03 | Epoch: [16][0/100] | Time 0.806 | Data 0.366 | Loss 0.2921 | IoU 0.699
[2021-03-10 12:15:40,325][root][INFO] - Lr: 8.168e-03 | Epoch: [16][10/100] | Time 0.471 | Data 0.063 | Loss 0.2908 | IoU 0.699
[2021-03-10 12:15:44,700][root][INFO] - Lr: 8.157e-03 | Epoch: [16][20/100] | Time 0.455 | Data 0.049 | Loss 0.2895 | IoU 0.700
[2021-03-10 12:15:49,076][root][INFO] - Lr: 8.145e-03 | Epoch: [16][30/100] | Time 0.449 | Data 0.044 | Loss 0.2883 | IoU 0.701
[2021-03-10 12:15:53,456][root][INFO] - Lr: 8.134e-03 | Epoch: [16][40/100] | Time 0.447 | Data 0.041 | Loss 0.2870 | IoU 0.702
[2021-03-10 12:15:57,836][root][INFO] - Lr: 8.122e-03 | Epoch: [16][50/100] | Time 0.445 | Data 0.040 | Loss 0.2857 | IoU 0.702
[2021-03-10 12:16:02,208][root][INFO] - Lr: 8.111e-03 | Epoch: [16][60/100] | Time 0.444 | Data 0.039 | Loss 0.2844 | IoU 0.703
[2021-03-10 12:16:06,586][root][INFO] - Lr: 8.099e-03 | Epoch: [16][70/100] | Time 0.443 | Data 0.038 | Loss 0.2832 | IoU 0.704
[2021-03-10 12:16:10,960][root][INFO] - Lr: 8.088e-03 | Epoch: [16][80/100] | Time 0.442 | Data 0.037 | Loss 0.2819 | IoU 0.705
[2021-03-10 12:16:15,339][root][INFO] - Lr: 8.076e-03 | Epoch: [16][90/100] | Time 0.442 | Data 0.037 | Loss 0.2806 | IoU 0.706
[2021-03-10 12:16:20,064][root][INFO] - Lr: 8.064e-03 | Epoch: [17][0/100] | Time 0.782 | Data 0.333 | Loss 0.2794 | IoU 0.706
[2021-03-10 12:16:24,444][root][INFO] - Lr: 8.053e-03 | Epoch: [17][10/100] | Time 0.469 | Data 0.061 | Loss 0.2781 | IoU 0.707
[2021-03-10 12:16:28,824][root][INFO] - Lr: 8.041e-03 | Epoch: [17][20/100] | Time 0.454 | Data 0.048 | Loss 0.2769 | IoU 0.708
[2021-03-10 12:16:33,205][root][INFO] - Lr: 8.030e-03 | Epoch: [17][30/100] | Time 0.449 | Data 0.043 | Loss 0.2757 | IoU 0.709
[2021-03-10 12:16:37,595][root][INFO] - Lr: 8.018e-03 | Epoch: [17][40/100] | Time 0.447 | Data 0.041 | Loss 0.2744 | IoU 0.710
[2021-03-10 12:16:41,986][root][INFO] - Lr: 8.007e-03 | Epoch: [17][50/100] | Time 0.445 | Data 0.039 | Loss 0.2732 | IoU 0.710
[2021-03-10 12:16:46,381][root][INFO] - Lr: 7.995e-03 | Epoch: [17][60/100] | Time 0.444 | Data 0.038 | Loss 0.2720 | IoU 0.711
[2021-03-10 12:16:50,773][root][INFO] - Lr: 7.984e-03 | Epoch: [17][70/100] | Time 0.444 | Data 0.037 | Loss 0.2709 | IoU 0.712
[2021-03-10 12:16:55,151][root][INFO] - Lr: 7.972e-03 | Epoch: [17][80/100] | Time 0.443 | Data 0.037 | Loss 0.2697 | IoU 0.712
[2021-03-10 12:16:59,539][root][INFO] - Lr: 7.961e-03 | Epoch: [17][90/100] | Time 0.442 | Data 0.037 | Loss 0.2686 | IoU 0.713
[2021-03-10 12:17:04,247][root][INFO] - Lr: 7.949e-03 | Epoch: [18][0/100] | Time 0.755 | Data 0.331 | Loss 0.2675 | IoU 0.714
[2021-03-10 12:17:08,622][root][INFO] - Lr: 7.938e-03 | Epoch: [18][10/100] | Time 0.466 | Data 0.060 | Loss 0.2663 | IoU 0.715
[2021-03-10 12:17:13,006][root][INFO] - Lr: 7.926e-03 | Epoch: [18][20/100] | Time 0.453 | Data 0.047 | Loss 0.2652 | IoU 0.715
[2021-03-10 12:17:17,384][root][INFO] - Lr: 7.915e-03 | Epoch: [18][30/100] | Time 0.448 | Data 0.043 | Loss 0.2640 | IoU 0.716
[2021-03-10 12:17:21,762][root][INFO] - Lr: 7.903e-03 | Epoch: [18][40/100] | Time 0.446 | Data 0.041 | Loss 0.2630 | IoU 0.717
[2021-03-10 12:17:26,139][root][INFO] - Lr: 7.891e-03 | Epoch: [18][50/100] | Time 0.444 | Data 0.039 | Loss 0.2619 | IoU 0.718
[2021-03-10 12:17:30,520][root][INFO] - Lr: 7.880e-03 | Epoch: [18][60/100] | Time 0.443 | Data 0.038 | Loss 0.2608 | IoU 0.718
[2021-03-10 12:17:34,912][root][INFO] - Lr: 7.868e-03 | Epoch: [18][70/100] | Time 0.443 | Data 0.037 | Loss 0.2597 | IoU 0.719
[2021-03-10 12:17:39,297][root][INFO] - Lr: 7.857e-03 | Epoch: [18][80/100] | Time 0.442 | Data 0.037 | Loss 0.2586 | IoU 0.720
[2021-03-10 12:17:43,680][root][INFO] - Lr: 7.845e-03 | Epoch: [18][90/100] | Time 0.442 | Data 0.037 | Loss 0.2576 | IoU 0.720
[2021-03-10 12:17:48,373][root][INFO] - Lr: 7.834e-03 | Epoch: [19][0/100] | Time 0.752 | Data 0.310 | Loss 0.2565 | IoU 0.721
[2021-03-10 12:17:52,757][root][INFO] - Lr: 7.822e-03 | Epoch: [19][10/100] | Time 0.467 | Data 0.058 | Loss 0.2555 | IoU 0.722
[2021-03-10 12:17:57,137][root][INFO] - Lr: 7.811e-03 | Epoch: [19][20/100] | Time 0.453 | Data 0.046 | Loss 0.2544 | IoU 0.723
[2021-03-10 12:18:01,518][root][INFO] - Lr: 7.799e-03 | Epoch: [19][30/100] | Time 0.448 | Data 0.042 | Loss 0.2534 | IoU 0.723
[2021-03-10 12:18:05,901][root][INFO] - Lr: 7.787e-03 | Epoch: [19][40/100] | Time 0.446 | Data 0.040 | Loss 0.2524 | IoU 0.724
[2021-03-10 12:18:10,283][root][INFO] - Lr: 7.776e-03 | Epoch: [19][50/100] | Time 0.444 | Data 0.039 | Loss 0.2515 | IoU 0.725
[2021-03-10 12:18:14,665][root][INFO] - Lr: 7.764e-03 | Epoch: [19][60/100] | Time 0.443 | Data 0.038 | Loss 0.2505 | IoU 0.726
[2021-03-10 12:18:19,043][root][INFO] - Lr: 7.753e-03 | Epoch: [19][70/100] | Time 0.443 | Data 0.037 | Loss 0.2494 | IoU 0.726
[2021-03-10 12:18:23,426][root][INFO] - Lr: 7.741e-03 | Epoch: [19][80/100] | Time 0.442 | Data 0.037 | Loss 0.2484 | IoU 0.727
[2021-03-10 12:18:27,806][root][INFO] - Lr: 7.730e-03 | Epoch: [19][90/100] | Time 0.442 | Data 0.036 | Loss 0.2475 | IoU 0.728
[2021-03-10 12:18:32,581][root][INFO] - Lr: 7.718e-03 | Epoch: [20][0/100] | Time 0.821 | Data 0.380 | Loss 0.2465 | IoU 0.728
[2021-03-10 12:18:36,968][root][INFO] - Lr: 7.706e-03 | Epoch: [20][10/100] | Time 0.473 | Data 0.065 | Loss 0.2456 | IoU 0.729
[2021-03-10 12:18:41,347][root][INFO] - Lr: 7.695e-03 | Epoch: [20][20/100] | Time 0.457 | Data 0.050 | Loss 0.2446 | IoU 0.730
[2021-03-10 12:18:45,725][root][INFO] - Lr: 7.683e-03 | Epoch: [20][30/100] | Time 0.450 | Data 0.044 | Loss 0.2437 | IoU 0.730
[2021-03-10 12:18:50,105][root][INFO] - Lr: 7.672e-03 | Epoch: [20][40/100] | Time 0.447 | Data 0.042 | Loss 0.2427 | IoU 0.731
[2021-03-10 12:18:54,483][root][INFO] - Lr: 7.660e-03 | Epoch: [20][50/100] | Time 0.446 | Data 0.040 | Loss 0.2417 | IoU 0.732
[2021-03-10 12:18:58,867][root][INFO] - Lr: 7.649e-03 | Epoch: [20][60/100] | Time 0.444 | Data 0.039 | Loss 0.2408 | IoU 0.732
[2021-03-10 12:19:03,254][root][INFO] - Lr: 7.637e-03 | Epoch: [20][70/100] | Time 0.444 | Data 0.038 | Loss 0.2399 | IoU 0.733
[2021-03-10 12:19:07,641][root][INFO] - Lr: 7.625e-03 | Epoch: [20][80/100] | Time 0.443 | Data 0.038 | Loss 0.2390 | IoU 0.733
[2021-03-10 12:19:12,024][root][INFO] - Lr: 7.614e-03 | Epoch: [20][90/100] | Time 0.442 | Data 0.037 | Loss 0.2381 | IoU 0.734
[2021-03-10 12:19:16,271][root][INFO] - 0/82
[2021-03-10 12:19:16,494][root][INFO] - 1/82
[2021-03-10 12:19:16,679][root][INFO] - 2/82
[2021-03-10 12:19:16,860][root][INFO] - 3/82
[2021-03-10 12:19:17,038][root][INFO] - 4/82
[2021-03-10 12:19:17,219][root][INFO] - 5/82
[2021-03-10 12:19:17,397][root][INFO] - 6/82
[2021-03-10 12:19:17,575][root][INFO] - 7/82
[2021-03-10 12:19:17,755][root][INFO] - 8/82
[2021-03-10 12:19:17,934][root][INFO] - 9/82
[2021-03-10 12:19:18,114][root][INFO] - 10/82
[2021-03-10 12:19:18,294][root][INFO] - 11/82
[2021-03-10 12:19:18,473][root][INFO] - 12/82
[2021-03-10 12:19:18,651][root][INFO] - 13/82
[2021-03-10 12:19:18,830][root][INFO] - 14/82
[2021-03-10 12:19:19,009][root][INFO] - 15/82
[2021-03-10 12:19:19,188][root][INFO] - 16/82
[2021-03-10 12:19:19,367][root][INFO] - 17/82
[2021-03-10 12:19:19,547][root][INFO] - 18/82
[2021-03-10 12:19:19,726][root][INFO] - 19/82
[2021-03-10 12:19:19,907][root][INFO] - 20/82
[2021-03-10 12:19:20,089][root][INFO] - 21/82
[2021-03-10 12:19:20,269][root][INFO] - 22/82
[2021-03-10 12:19:20,448][root][INFO] - 23/82
[2021-03-10 12:19:20,627][root][INFO] - 24/82
[2021-03-10 12:19:20,805][root][INFO] - 25/82
[2021-03-10 12:19:20,983][root][INFO] - 26/82
[2021-03-10 12:19:21,162][root][INFO] - 27/82
[2021-03-10 12:19:21,341][root][INFO] - 28/82
[2021-03-10 12:19:21,520][root][INFO] - 29/82
[2021-03-10 12:19:21,699][root][INFO] - 30/82
[2021-03-10 12:19:21,878][root][INFO] - 31/82
[2021-03-10 12:19:22,058][root][INFO] - 32/82
[2021-03-10 12:19:22,238][root][INFO] - 33/82
[2021-03-10 12:19:22,419][root][INFO] - 34/82
[2021-03-10 12:19:22,599][root][INFO] - 35/82
[2021-03-10 12:19:22,780][root][INFO] - 36/82
[2021-03-10 12:19:22,959][root][INFO] - 37/82
[2021-03-10 12:19:23,138][root][INFO] - 38/82
[2021-03-10 12:19:23,316][root][INFO] - 39/82
[2021-03-10 12:19:23,495][root][INFO] - 40/82
[2021-03-10 12:19:23,673][root][INFO] - 41/82
[2021-03-10 12:19:23,852][root][INFO] - 42/82
[2021-03-10 12:19:24,031][root][INFO] - 43/82
[2021-03-10 12:19:24,210][root][INFO] - 44/82
[2021-03-10 12:19:24,388][root][INFO] - 45/82
[2021-03-10 12:19:24,567][root][INFO] - 46/82
[2021-03-10 12:19:24,746][root][INFO] - 47/82
[2021-03-10 12:19:24,925][root][INFO] - 48/82
[2021-03-10 12:19:25,103][root][INFO] - 49/82
[2021-03-10 12:19:25,282][root][INFO] - 50/82
[2021-03-10 12:19:25,462][root][INFO] - 51/82
[2021-03-10 12:19:25,641][root][INFO] - 52/82
[2021-03-10 12:19:25,820][root][INFO] - 53/82
[2021-03-10 12:19:25,998][root][INFO] - 54/82
[2021-03-10 12:19:26,178][root][INFO] - 55/82
[2021-03-10 12:19:26,359][root][INFO] - 56/82
[2021-03-10 12:19:26,537][root][INFO] - 57/82
[2021-03-10 12:19:26,731][root][INFO] - 58/82
[2021-03-10 12:19:26,909][root][INFO] - 59/82
[2021-03-10 12:19:27,101][root][INFO] - 60/82
[2021-03-10 12:19:27,294][root][INFO] - 61/82
[2021-03-10 12:19:27,480][root][INFO] - 62/82
[2021-03-10 12:19:27,659][root][INFO] - 63/82
[2021-03-10 12:19:27,837][root][INFO] - 64/82
[2021-03-10 12:19:28,015][root][INFO] - 65/82
[2021-03-10 12:19:28,210][root][INFO] - 66/82
[2021-03-10 12:19:28,389][root][INFO] - 67/82
[2021-03-10 12:19:28,567][root][INFO] - 68/82
[2021-03-10 12:19:28,744][root][INFO] - 69/82
[2021-03-10 12:19:28,922][root][INFO] - 70/82
[2021-03-10 12:19:29,100][root][INFO] - 71/82
[2021-03-10 12:19:29,279][root][INFO] - 72/82
[2021-03-10 12:19:29,460][root][INFO] - 73/82
[2021-03-10 12:19:29,639][root][INFO] - 74/82
[2021-03-10 12:19:29,818][root][INFO] - 75/82
[2021-03-10 12:19:29,998][root][INFO] - 76/82
[2021-03-10 12:19:30,179][root][INFO] - 77/82
[2021-03-10 12:19:30,358][root][INFO] - 78/82
[2021-03-10 12:19:30,535][root][INFO] - 79/82
[2021-03-10 12:19:30,714][root][INFO] - 80/82
[2021-03-10 12:19:30,891][root][INFO] - 81/82
[2021-03-10 12:19:31,107][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 0.9491
IoU avg 0.533
[2021-03-10 12:19:31,115][root][INFO] - ---> save checkpoint
[2021-03-10 12:19:35,168][root][INFO] - Lr: 7.602e-03 | Epoch: [21][0/100] | Time 0.806 | Data 0.353 | Loss 0.2372 | IoU 0.734
[2021-03-10 12:19:39,541][root][INFO] - Lr: 7.591e-03 | Epoch: [21][10/100] | Time 0.471 | Data 0.062 | Loss 0.2363 | IoU 0.735
[2021-03-10 12:19:43,919][root][INFO] - Lr: 7.579e-03 | Epoch: [21][20/100] | Time 0.455 | Data 0.048 | Loss 0.2355 | IoU 0.735
[2021-03-10 12:19:48,294][root][INFO] - Lr: 7.567e-03 | Epoch: [21][30/100] | Time 0.449 | Data 0.044 | Loss 0.2346 | IoU 0.736
[2021-03-10 12:19:52,677][root][INFO] - Lr: 7.556e-03 | Epoch: [21][40/100] | Time 0.447 | Data 0.041 | Loss 0.2337 | IoU 0.737
[2021-03-10 12:19:57,054][root][INFO] - Lr: 7.544e-03 | Epoch: [21][50/100] | Time 0.445 | Data 0.040 | Loss 0.2328 | IoU 0.737
[2021-03-10 12:20:01,438][root][INFO] - Lr: 7.533e-03 | Epoch: [21][60/100] | Time 0.444 | Data 0.038 | Loss 0.2320 | IoU 0.738
[2021-03-10 12:20:05,820][root][INFO] - Lr: 7.521e-03 | Epoch: [21][70/100] | Time 0.443 | Data 0.038 | Loss 0.2312 | IoU 0.738
[2021-03-10 12:20:10,202][root][INFO] - Lr: 7.509e-03 | Epoch: [21][80/100] | Time 0.442 | Data 0.037 | Loss 0.2303 | IoU 0.739
[2021-03-10 12:20:14,582][root][INFO] - Lr: 7.498e-03 | Epoch: [21][90/100] | Time 0.442 | Data 0.037 | Loss 0.2295 | IoU 0.739
[2021-03-10 12:20:19,282][root][INFO] - Lr: 7.486e-03 | Epoch: [22][0/100] | Time 0.741 | Data 0.323 | Loss 0.2287 | IoU 0.740
[2021-03-10 12:20:23,673][root][INFO] - Lr: 7.474e-03 | Epoch: [22][10/100] | Time 0.467 | Data 0.059 | Loss 0.2279 | IoU 0.740
[2021-03-10 12:20:28,055][root][INFO] - Lr: 7.463e-03 | Epoch: [22][20/100] | Time 0.453 | Data 0.047 | Loss 0.2271 | IoU 0.741
[2021-03-10 12:20:32,432][root][INFO] - Lr: 7.451e-03 | Epoch: [22][30/100] | Time 0.448 | Data 0.042 | Loss 0.2263 | IoU 0.742
[2021-03-10 12:20:36,819][root][INFO] - Lr: 7.440e-03 | Epoch: [22][40/100] | Time 0.446 | Data 0.040 | Loss 0.2255 | IoU 0.742
[2021-03-10 12:20:41,198][root][INFO] - Lr: 7.428e-03 | Epoch: [22][50/100] | Time 0.444 | Data 0.039 | Loss 0.2247 | IoU 0.743
[2021-03-10 12:20:45,582][root][INFO] - Lr: 7.416e-03 | Epoch: [22][60/100] | Time 0.443 | Data 0.038 | Loss 0.2239 | IoU 0.743
[2021-03-10 12:20:49,968][root][INFO] - Lr: 7.405e-03 | Epoch: [22][70/100] | Time 0.443 | Data 0.037 | Loss 0.2231 | IoU 0.744
[2021-03-10 12:20:54,348][root][INFO] - Lr: 7.393e-03 | Epoch: [22][80/100] | Time 0.442 | Data 0.037 | Loss 0.2223 | IoU 0.745
[2021-03-10 12:20:58,746][root][INFO] - Lr: 7.381e-03 | Epoch: [22][90/100] | Time 0.442 | Data 0.036 | Loss 0.2215 | IoU 0.745
[2021-03-10 12:21:03,457][root][INFO] - Lr: 7.370e-03 | Epoch: [23][0/100] | Time 0.769 | Data 0.348 | Loss 0.2208 | IoU 0.746
[2021-03-10 12:21:07,837][root][INFO] - Lr: 7.358e-03 | Epoch: [23][10/100] | Time 0.468 | Data 0.062 | Loss 0.2200 | IoU 0.746
[2021-03-10 12:21:12,218][root][INFO] - Lr: 7.347e-03 | Epoch: [23][20/100] | Time 0.454 | Data 0.048 | Loss 0.2192 | IoU 0.747
[2021-03-10 12:21:16,601][root][INFO] - Lr: 7.335e-03 | Epoch: [23][30/100] | Time 0.449 | Data 0.043 | Loss 0.2185 | IoU 0.747
[2021-03-10 12:21:20,990][root][INFO] - Lr: 7.323e-03 | Epoch: [23][40/100] | Time 0.446 | Data 0.041 | Loss 0.2177 | IoU 0.748
[2021-03-10 12:21:25,367][root][INFO] - Lr: 7.312e-03 | Epoch: [23][50/100] | Time 0.445 | Data 0.039 | Loss 0.2170 | IoU 0.748
[2021-03-10 12:21:29,752][root][INFO] - Lr: 7.300e-03 | Epoch: [23][60/100] | Time 0.444 | Data 0.038 | Loss 0.2162 | IoU 0.749
[2021-03-10 12:21:34,142][root][INFO] - Lr: 7.288e-03 | Epoch: [23][70/100] | Time 0.443 | Data 0.038 | Loss 0.2155 | IoU 0.749
[2021-03-10 12:21:38,529][root][INFO] - Lr: 7.277e-03 | Epoch: [23][80/100] | Time 0.442 | Data 0.037 | Loss 0.2148 | IoU 0.750
[2021-03-10 12:21:42,910][root][INFO] - Lr: 7.265e-03 | Epoch: [23][90/100] | Time 0.442 | Data 0.037 | Loss 0.2141 | IoU 0.750
[2021-03-10 12:21:47,645][root][INFO] - Lr: 7.253e-03 | Epoch: [24][0/100] | Time 0.778 | Data 0.332 | Loss 0.2134 | IoU 0.751
[2021-03-10 12:21:52,027][root][INFO] - Lr: 7.242e-03 | Epoch: [24][10/100] | Time 0.469 | Data 0.060 | Loss 0.2127 | IoU 0.751
[2021-03-10 12:21:56,402][root][INFO] - Lr: 7.230e-03 | Epoch: [24][20/100] | Time 0.454 | Data 0.047 | Loss 0.2120 | IoU 0.752
[2021-03-10 12:22:00,777][root][INFO] - Lr: 7.218e-03 | Epoch: [24][30/100] | Time 0.449 | Data 0.043 | Loss 0.2113 | IoU 0.752
[2021-03-10 12:22:05,156][root][INFO] - Lr: 7.207e-03 | Epoch: [24][40/100] | Time 0.446 | Data 0.040 | Loss 0.2106 | IoU 0.752
[2021-03-10 12:22:09,541][root][INFO] - Lr: 7.195e-03 | Epoch: [24][50/100] | Time 0.445 | Data 0.039 | Loss 0.2099 | IoU 0.753
[2021-03-10 12:22:13,922][root][INFO] - Lr: 7.183e-03 | Epoch: [24][60/100] | Time 0.444 | Data 0.038 | Loss 0.2092 | IoU 0.754
[2021-03-10 12:22:18,304][root][INFO] - Lr: 7.172e-03 | Epoch: [24][70/100] | Time 0.443 | Data 0.037 | Loss 0.2086 | IoU 0.754
[2021-03-10 12:22:22,685][root][INFO] - Lr: 7.160e-03 | Epoch: [24][80/100] | Time 0.442 | Data 0.037 | Loss 0.2079 | IoU 0.754
[2021-03-10 12:22:27,068][root][INFO] - Lr: 7.148e-03 | Epoch: [24][90/100] | Time 0.442 | Data 0.036 | Loss 0.2072 | IoU 0.755
[2021-03-10 12:22:31,805][root][INFO] - Lr: 7.137e-03 | Epoch: [25][0/100] | Time 0.769 | Data 0.327 | Loss 0.2066 | IoU 0.755
[2021-03-10 12:22:36,192][root][INFO] - Lr: 7.125e-03 | Epoch: [25][10/100] | Time 0.469 | Data 0.060 | Loss 0.2059 | IoU 0.755
[2021-03-10 12:22:40,569][root][INFO] - Lr: 7.113e-03 | Epoch: [25][20/100] | Time 0.454 | Data 0.047 | Loss 0.2052 | IoU 0.756
[2021-03-10 12:22:44,952][root][INFO] - Lr: 7.102e-03 | Epoch: [25][30/100] | Time 0.449 | Data 0.043 | Loss 0.2046 | IoU 0.756
[2021-03-10 12:22:49,342][root][INFO] - Lr: 7.090e-03 | Epoch: [25][40/100] | Time 0.446 | Data 0.040 | Loss 0.2039 | IoU 0.757
[2021-03-10 12:22:53,728][root][INFO] - Lr: 7.078e-03 | Epoch: [25][50/100] | Time 0.445 | Data 0.039 | Loss 0.2033 | IoU 0.757
[2021-03-10 12:22:58,111][root][INFO] - Lr: 7.067e-03 | Epoch: [25][60/100] | Time 0.444 | Data 0.038 | Loss 0.2027 | IoU 0.758
[2021-03-10 12:23:02,487][root][INFO] - Lr: 7.055e-03 | Epoch: [25][70/100] | Time 0.443 | Data 0.037 | Loss 0.2020 | IoU 0.758
[2021-03-10 12:23:06,872][root][INFO] - Lr: 7.043e-03 | Epoch: [25][80/100] | Time 0.442 | Data 0.037 | Loss 0.2014 | IoU 0.759
[2021-03-10 12:23:11,253][root][INFO] - Lr: 7.031e-03 | Epoch: [25][90/100] | Time 0.442 | Data 0.036 | Loss 0.2008 | IoU 0.759
[2021-03-10 12:23:15,547][root][INFO] - 0/82
[2021-03-10 12:23:15,801][root][INFO] - 1/82
[2021-03-10 12:23:15,983][root][INFO] - 2/82
[2021-03-10 12:23:16,169][root][INFO] - 3/82
[2021-03-10 12:23:16,352][root][INFO] - 4/82
[2021-03-10 12:23:16,532][root][INFO] - 5/82
[2021-03-10 12:23:16,714][root][INFO] - 6/82
[2021-03-10 12:23:16,892][root][INFO] - 7/82
[2021-03-10 12:23:17,072][root][INFO] - 8/82
[2021-03-10 12:23:17,252][root][INFO] - 9/82
[2021-03-10 12:23:17,441][root][INFO] - 10/82
[2021-03-10 12:23:17,621][root][INFO] - 11/82
[2021-03-10 12:23:17,800][root][INFO] - 12/82
[2021-03-10 12:23:17,979][root][INFO] - 13/82
[2021-03-10 12:23:18,159][root][INFO] - 14/82
[2021-03-10 12:23:18,339][root][INFO] - 15/82
[2021-03-10 12:23:18,527][root][INFO] - 16/82
[2021-03-10 12:23:18,707][root][INFO] - 17/82
[2021-03-10 12:23:18,885][root][INFO] - 18/82
[2021-03-10 12:23:19,065][root][INFO] - 19/82
[2021-03-10 12:23:19,244][root][INFO] - 20/82
[2021-03-10 12:23:19,424][root][INFO] - 21/82
[2021-03-10 12:23:19,604][root][INFO] - 22/82
[2021-03-10 12:23:19,783][root][INFO] - 23/82
[2021-03-10 12:23:19,963][root][INFO] - 24/82
[2021-03-10 12:23:20,142][root][INFO] - 25/82
[2021-03-10 12:23:20,321][root][INFO] - 26/82
[2021-03-10 12:23:20,499][root][INFO] - 27/82
[2021-03-10 12:23:20,678][root][INFO] - 28/82
[2021-03-10 12:23:20,858][root][INFO] - 29/82
[2021-03-10 12:23:21,037][root][INFO] - 30/82
[2021-03-10 12:23:21,217][root][INFO] - 31/82
[2021-03-10 12:23:21,397][root][INFO] - 32/82
[2021-03-10 12:23:21,578][root][INFO] - 33/82
[2021-03-10 12:23:21,757][root][INFO] - 34/82
[2021-03-10 12:23:21,952][root][INFO] - 35/82
[2021-03-10 12:23:22,131][root][INFO] - 36/82
[2021-03-10 12:23:22,311][root][INFO] - 37/82
[2021-03-10 12:23:22,489][root][INFO] - 38/82
[2021-03-10 12:23:22,668][root][INFO] - 39/82
[2021-03-10 12:23:22,847][root][INFO] - 40/82
[2021-03-10 12:23:23,026][root][INFO] - 41/82
[2021-03-10 12:23:23,206][root][INFO] - 42/82
[2021-03-10 12:23:23,386][root][INFO] - 43/82
[2021-03-10 12:23:23,567][root][INFO] - 44/82
[2021-03-10 12:23:23,748][root][INFO] - 45/82
[2021-03-10 12:23:23,928][root][INFO] - 46/82
[2021-03-10 12:23:24,107][root][INFO] - 47/82
[2021-03-10 12:23:24,286][root][INFO] - 48/82
[2021-03-10 12:23:24,463][root][INFO] - 49/82
[2021-03-10 12:23:24,642][root][INFO] - 50/82
[2021-03-10 12:23:24,821][root][INFO] - 51/82
[2021-03-10 12:23:25,000][root][INFO] - 52/82
[2021-03-10 12:23:25,180][root][INFO] - 53/82
[2021-03-10 12:23:25,358][root][INFO] - 54/82
[2021-03-10 12:23:25,537][root][INFO] - 55/82
[2021-03-10 12:23:25,716][root][INFO] - 56/82
[2021-03-10 12:23:25,895][root][INFO] - 57/82
[2021-03-10 12:23:26,074][root][INFO] - 58/82
[2021-03-10 12:23:26,254][root][INFO] - 59/82
[2021-03-10 12:23:26,435][root][INFO] - 60/82
[2021-03-10 12:23:26,614][root][INFO] - 61/82
[2021-03-10 12:23:26,808][root][INFO] - 62/82
[2021-03-10 12:23:26,994][root][INFO] - 63/82
[2021-03-10 12:23:27,174][root][INFO] - 64/82
[2021-03-10 12:23:27,353][root][INFO] - 65/82
[2021-03-10 12:23:27,535][root][INFO] - 66/82
[2021-03-10 12:23:27,720][root][INFO] - 67/82
[2021-03-10 12:23:27,905][root][INFO] - 68/82
[2021-03-10 12:23:28,084][root][INFO] - 69/82
[2021-03-10 12:23:28,263][root][INFO] - 70/82
[2021-03-10 12:23:28,442][root][INFO] - 71/82
[2021-03-10 12:23:28,622][root][INFO] - 72/82
[2021-03-10 12:23:28,805][root][INFO] - 73/82
[2021-03-10 12:23:28,989][root][INFO] - 74/82
[2021-03-10 12:23:29,168][root][INFO] - 75/82
[2021-03-10 12:23:29,348][root][INFO] - 76/82
[2021-03-10 12:23:29,527][root][INFO] - 77/82
[2021-03-10 12:23:29,706][root][INFO] - 78/82
[2021-03-10 12:23:29,885][root][INFO] - 79/82
[2021-03-10 12:23:30,064][root][INFO] - 80/82
[2021-03-10 12:23:30,243][root][INFO] - 81/82
[2021-03-10 12:23:30,455][root][INFO] - Validation set:
Time avg per batch 0.185
Loss avg 1.0278
IoU avg 0.540
[2021-03-10 12:23:30,459][root][INFO] - ---> save checkpoint
[2021-03-10 12:23:34,683][root][INFO] - Lr: 7.020e-03 | Epoch: [26][0/100] | Time 0.771 | Data 0.350 | Loss 0.2002 | IoU 0.759
[2021-03-10 12:23:39,056][root][INFO] - Lr: 7.008e-03 | Epoch: [26][10/100] | Time 0.468 | Data 0.062 | Loss 0.1996 | IoU 0.760
[2021-03-10 12:23:43,444][root][INFO] - Lr: 6.996e-03 | Epoch: [26][20/100] | Time 0.454 | Data 0.048 | Loss 0.1990 | IoU 0.760
[2021-03-10 12:23:47,833][root][INFO] - Lr: 6.985e-03 | Epoch: [26][30/100] | Time 0.449 | Data 0.043 | Loss 0.1984 | IoU 0.761
[2021-03-10 12:23:52,228][root][INFO] - Lr: 6.973e-03 | Epoch: [26][40/100] | Time 0.447 | Data 0.041 | Loss 0.1978 | IoU 0.761
[2021-03-10 12:23:56,623][root][INFO] - Lr: 6.961e-03 | Epoch: [26][50/100] | Time 0.445 | Data 0.039 | Loss 0.1971 | IoU 0.762
[2021-03-10 12:24:01,006][root][INFO] - Lr: 6.950e-03 | Epoch: [26][60/100] | Time 0.444 | Data 0.038 | Loss 0.1966 | IoU 0.762
[2021-03-10 12:24:05,394][root][INFO] - Lr: 6.938e-03 | Epoch: [26][70/100] | Time 0.443 | Data 0.038 | Loss 0.1960 | IoU 0.762
[2021-03-10 12:24:09,779][root][INFO] - Lr: 6.926e-03 | Epoch: [26][80/100] | Time 0.443 | Data 0.037 | Loss 0.1954 | IoU 0.763
[2021-03-10 12:24:14,171][root][INFO] - Lr: 6.914e-03 | Epoch: [26][90/100] | Time 0.442 | Data 0.037 | Loss 0.1948 | IoU 0.763
[2021-03-10 12:24:18,895][root][INFO] - Lr: 6.903e-03 | Epoch: [27][0/100] | Time 0.759 | Data 0.336 | Loss 0.1942 | IoU 0.764
[2021-03-10 12:24:23,275][root][INFO] - Lr: 6.891e-03 | Epoch: [27][10/100] | Time 0.467 | Data 0.061 | Loss 0.1937 | IoU 0.764
[2021-03-10 12:24:27,656][root][INFO] - Lr: 6.879e-03 | Epoch: [27][20/100] | Time 0.453 | Data 0.048 | Loss 0.1931 | IoU 0.764
[2021-03-10 12:24:32,032][root][INFO] - Lr: 6.868e-03 | Epoch: [27][30/100] | Time 0.448 | Data 0.043 | Loss 0.1925 | IoU 0.765
[2021-03-10 12:24:36,421][root][INFO] - Lr: 6.856e-03 | Epoch: [27][40/100] | Time 0.446 | Data 0.041 | Loss 0.1920 | IoU 0.765
[2021-03-10 12:24:40,803][root][INFO] - Lr: 6.844e-03 | Epoch: [27][50/100] | Time 0.444 | Data 0.039 | Loss 0.1914 | IoU 0.766
[2021-03-10 12:24:45,189][root][INFO] - Lr: 6.832e-03 | Epoch: [27][60/100] | Time 0.443 | Data 0.038 | Loss 0.1909 | IoU 0.766
[2021-03-10 12:24:49,575][root][INFO] - Lr: 6.821e-03 | Epoch: [27][70/100] | Time 0.443 | Data 0.038 | Loss 0.1903 | IoU 0.767
[2021-03-10 12:24:53,961][root][INFO] - Lr: 6.809e-03 | Epoch: [27][80/100] | Time 0.442 | Data 0.037 | Loss 0.1897 | IoU 0.767
[2021-03-10 12:24:58,347][root][INFO] - Lr: 6.797e-03 | Epoch: [27][90/100] | Time 0.442 | Data 0.037 | Loss 0.1892 | IoU 0.767
[2021-03-10 12:25:03,092][root][INFO] - Lr: 6.785e-03 | Epoch: [28][0/100] | Time 0.764 | Data 0.338 | Loss 0.1887 | IoU 0.767
[2021-03-10 12:25:07,483][root][INFO] - Lr: 6.774e-03 | Epoch: [28][10/100] | Time 0.469 | Data 0.061 | Loss 0.1881 | IoU 0.768
[2021-03-10 12:25:11,869][root][INFO] - Lr: 6.762e-03 | Epoch: [28][20/100] | Time 0.454 | Data 0.048 | Loss 0.1876 | IoU 0.768
[2021-03-10 12:25:16,258][root][INFO] - Lr: 6.750e-03 | Epoch: [28][30/100] | Time 0.449 | Data 0.043 | Loss 0.1871 | IoU 0.769
[2021-03-10 12:25:20,648][root][INFO] - Lr: 6.738e-03 | Epoch: [28][40/100] | Time 0.447 | Data 0.041 | Loss 0.1866 | IoU 0.769
[2021-03-10 12:25:25,037][root][INFO] - Lr: 6.727e-03 | Epoch: [28][50/100] | Time 0.445 | Data 0.039 | Loss 0.1861 | IoU 0.769
[2021-03-10 12:25:29,430][root][INFO] - Lr: 6.715e-03 | Epoch: [28][60/100] | Time 0.444 | Data 0.038 | Loss 0.1855 | IoU 0.770
[2021-03-10 12:25:33,823][root][INFO] - Lr: 6.703e-03 | Epoch: [28][70/100] | Time 0.444 | Data 0.038 | Loss 0.1850 | IoU 0.770
[2021-03-10 12:25:38,217][root][INFO] - Lr: 6.691e-03 | Epoch: [28][80/100] | Time 0.443 | Data 0.037 | Loss 0.1845 | IoU 0.770
[2021-03-10 12:25:42,613][root][INFO] - Lr: 6.680e-03 | Epoch: [28][90/100] | Time 0.443 | Data 0.037 | Loss 0.1840 | IoU 0.771
[2021-03-10 12:25:47,336][root][INFO] - Lr: 6.668e-03 | Epoch: [29][0/100] | Time 0.745 | Data 0.318 | Loss 0.1835 | IoU 0.771
[2021-03-10 12:25:51,727][root][INFO] - Lr: 6.656e-03 | Epoch: [29][10/100] | Time 0.467 | Data 0.059 | Loss 0.1830 | IoU 0.771
[2021-03-10 12:25:56,113][root][INFO] - Lr: 6.644e-03 | Epoch: [29][20/100] | Time 0.453 | Data 0.047 | Loss 0.1825 | IoU 0.772
[2021-03-10 12:26:00,502][root][INFO] - Lr: 6.633e-03 | Epoch: [29][30/100] | Time 0.449 | Data 0.042 | Loss 0.1820 | IoU 0.772
[2021-03-10 12:26:04,884][root][INFO] - Lr: 6.621e-03 | Epoch: [29][40/100] | Time 0.446 | Data 0.040 | Loss 0.1815 | IoU 0.772
[2021-03-10 12:26:09,269][root][INFO] - Lr: 6.609e-03 | Epoch: [29][50/100] | Time 0.445 | Data 0.039 | Loss 0.1810 | IoU 0.773
[2021-03-10 12:26:13,657][root][INFO] - Lr: 6.597e-03 | Epoch: [29][60/100] | Time 0.444 | Data 0.038 | Loss 0.1805 | IoU 0.773
[2021-03-10 12:26:18,049][root][INFO] - Lr: 6.585e-03 | Epoch: [29][70/100] | Time 0.443 | Data 0.037 | Loss 0.1801 | IoU 0.774
[2021-03-10 12:26:22,434][root][INFO] - Lr: 6.574e-03 | Epoch: [29][80/100] | Time 0.443 | Data 0.037 | Loss 0.1796 | IoU 0.774
[2021-03-10 12:26:26,815][root][INFO] - Lr: 6.562e-03 | Epoch: [29][90/100] | Time 0.442 | Data 0.036 | Loss 0.1791 | IoU 0.774
[2021-03-10 12:26:31,550][root][INFO] - Lr: 6.550e-03 | Epoch: [30][0/100] | Time 0.771 | Data 0.328 | Loss 0.1786 | IoU 0.775
[2021-03-10 12:26:35,945][root][INFO] - Lr: 6.538e-03 | Epoch: [30][10/100] | Time 0.470 | Data 0.060 | Loss 0.1781 | IoU 0.775
[2021-03-10 12:26:40,337][root][INFO] - Lr: 6.526e-03 | Epoch: [30][20/100] | Time 0.455 | Data 0.047 | Loss 0.1776 | IoU 0.775
[2021-03-10 12:26:44,723][root][INFO] - Lr: 6.515e-03 | Epoch: [30][30/100] | Time 0.450 | Data 0.043 | Loss 0.1772 | IoU 0.776
[2021-03-10 12:26:49,111][root][INFO] - Lr: 6.503e-03 | Epoch: [30][40/100] | Time 0.447 | Data 0.040 | Loss 0.1767 | IoU 0.776
[2021-03-10 12:26:53,498][root][INFO] - Lr: 6.491e-03 | Epoch: [30][50/100] | Time 0.445 | Data 0.039 | Loss 0.1762 | IoU 0.776
[2021-03-10 12:26:57,892][root][INFO] - Lr: 6.479e-03 | Epoch: [30][60/100] | Time 0.444 | Data 0.038 | Loss 0.1758 | IoU 0.777
[2021-03-10 12:27:02,294][root][INFO] - Lr: 6.467e-03 | Epoch: [30][70/100] | Time 0.444 | Data 0.037 | Loss 0.1753 | IoU 0.777
[2021-03-10 12:27:06,682][root][INFO] - Lr: 6.456e-03 | Epoch: [30][80/100] | Time 0.443 | Data 0.037 | Loss 0.1749 | IoU 0.777
[2021-03-10 12:27:11,074][root][INFO] - Lr: 6.444e-03 | Epoch: [30][90/100] | Time 0.443 | Data 0.036 | Loss 0.1744 | IoU 0.777
[2021-03-10 12:27:15,335][root][INFO] - 0/82
[2021-03-10 12:27:15,561][root][INFO] - 1/82
[2021-03-10 12:27:15,741][root][INFO] - 2/82
[2021-03-10 12:27:15,922][root][INFO] - 3/82
[2021-03-10 12:27:16,099][root][INFO] - 4/82
[2021-03-10 12:27:16,280][root][INFO] - 5/82
[2021-03-10 12:27:16,461][root][INFO] - 6/82
[2021-03-10 12:27:16,640][root][INFO] - 7/82
[2021-03-10 12:27:16,821][root][INFO] - 8/82
[2021-03-10 12:27:17,001][root][INFO] - 9/82
[2021-03-10 12:27:17,182][root][INFO] - 10/82
[2021-03-10 12:27:17,361][root][INFO] - 11/82
[2021-03-10 12:27:17,540][root][INFO] - 12/82
[2021-03-10 12:27:17,720][root][INFO] - 13/82
[2021-03-10 12:27:17,900][root][INFO] - 14/82
[2021-03-10 12:27:18,080][root][INFO] - 15/82
[2021-03-10 12:27:18,262][root][INFO] - 16/82
[2021-03-10 12:27:18,443][root][INFO] - 17/82
[2021-03-10 12:27:18,622][root][INFO] - 18/82
[2021-03-10 12:27:18,802][root][INFO] - 19/82
[2021-03-10 12:27:18,981][root][INFO] - 20/82
[2021-03-10 12:27:19,160][root][INFO] - 21/82
[2021-03-10 12:27:19,339][root][INFO] - 22/82
[2021-03-10 12:27:19,518][root][INFO] - 23/82
[2021-03-10 12:27:19,712][root][INFO] - 24/82
[2021-03-10 12:27:19,894][root][INFO] - 25/82
[2021-03-10 12:27:20,073][root][INFO] - 26/82
[2021-03-10 12:27:20,253][root][INFO] - 27/82
[2021-03-10 12:27:20,432][root][INFO] - 28/82
[2021-03-10 12:27:20,612][root][INFO] - 29/82
[2021-03-10 12:27:20,792][root][INFO] - 30/82
[2021-03-10 12:27:20,972][root][INFO] - 31/82
[2021-03-10 12:27:21,151][root][INFO] - 32/82
[2021-03-10 12:27:21,330][root][INFO] - 33/82
[2021-03-10 12:27:21,510][root][INFO] - 34/82
[2021-03-10 12:27:21,690][root][INFO] - 35/82
[2021-03-10 12:27:21,869][root][INFO] - 36/82
[2021-03-10 12:27:22,048][root][INFO] - 37/82
[2021-03-10 12:27:22,228][root][INFO] - 38/82
[2021-03-10 12:27:22,408][root][INFO] - 39/82
[2021-03-10 12:27:22,588][root][INFO] - 40/82
[2021-03-10 12:27:22,767][root][INFO] - 41/82
[2021-03-10 12:27:22,949][root][INFO] - 42/82
[2021-03-10 12:27:23,131][root][INFO] - 43/82
[2021-03-10 12:27:23,312][root][INFO] - 44/82
[2021-03-10 12:27:23,492][root][INFO] - 45/82
[2021-03-10 12:27:23,672][root][INFO] - 46/82
[2021-03-10 12:27:23,852][root][INFO] - 47/82
[2021-03-10 12:27:24,032][root][INFO] - 48/82
[2021-03-10 12:27:24,212][root][INFO] - 49/82
[2021-03-10 12:27:24,392][root][INFO] - 50/82
[2021-03-10 12:27:24,571][root][INFO] - 51/82
[2021-03-10 12:27:24,751][root][INFO] - 52/82
[2021-03-10 12:27:24,930][root][INFO] - 53/82
[2021-03-10 12:27:25,109][root][INFO] - 54/82
[2021-03-10 12:27:25,288][root][INFO] - 55/82
[2021-03-10 12:27:25,467][root][INFO] - 56/82
[2021-03-10 12:27:25,645][root][INFO] - 57/82
[2021-03-10 12:27:25,825][root][INFO] - 58/82
[2021-03-10 12:27:26,004][root][INFO] - 59/82
[2021-03-10 12:27:26,182][root][INFO] - 60/82
[2021-03-10 12:27:26,362][root][INFO] - 61/82
[2021-03-10 12:27:26,543][root][INFO] - 62/82
[2021-03-10 12:27:26,721][root][INFO] - 63/82
[2021-03-10 12:27:26,899][root][INFO] - 64/82
[2021-03-10 12:27:27,078][root][INFO] - 65/82
[2021-03-10 12:27:27,257][root][INFO] - 66/82
[2021-03-10 12:27:27,437][root][INFO] - 67/82
[2021-03-10 12:27:27,620][root][INFO] - 68/82
[2021-03-10 12:27:27,800][root][INFO] - 69/82
[2021-03-10 12:27:27,981][root][INFO] - 70/82
[2021-03-10 12:27:28,160][root][INFO] - 71/82
[2021-03-10 12:27:28,340][root][INFO] - 72/82
[2021-03-10 12:27:28,520][root][INFO] - 73/82
[2021-03-10 12:27:28,700][root][INFO] - 74/82
[2021-03-10 12:27:28,880][root][INFO] - 75/82
[2021-03-10 12:27:29,060][root][INFO] - 76/82
[2021-03-10 12:27:29,241][root][INFO] - 77/82
[2021-03-10 12:27:29,421][root][INFO] - 78/82
[2021-03-10 12:27:29,600][root][INFO] - 79/82
[2021-03-10 12:27:29,780][root][INFO] - 80/82
[2021-03-10 12:27:29,977][root][INFO] - 81/82
[2021-03-10 12:27:30,182][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.0819
IoU avg 0.543
[2021-03-10 12:27:30,185][root][INFO] - ---> save checkpoint
[2021-03-10 12:27:34,174][root][INFO] - Lr: 6.432e-03 | Epoch: [31][0/100] | Time 0.760 | Data 0.326 | Loss 0.1740 | IoU 0.778
[2021-03-10 12:27:38,569][root][INFO] - Lr: 6.420e-03 | Epoch: [31][10/100] | Time 0.469 | Data 0.060 | Loss 0.1735 | IoU 0.778
[2021-03-10 12:27:42,960][root][INFO] - Lr: 6.408e-03 | Epoch: [31][20/100] | Time 0.455 | Data 0.047 | Loss 0.1731 | IoU 0.778
[2021-03-10 12:27:47,352][root][INFO] - Lr: 6.397e-03 | Epoch: [31][30/100] | Time 0.450 | Data 0.043 | Loss 0.1726 | IoU 0.779
[2021-03-10 12:27:51,745][root][INFO] - Lr: 6.385e-03 | Epoch: [31][40/100] | Time 0.447 | Data 0.040 | Loss 0.1722 | IoU 0.779
[2021-03-10 12:27:56,128][root][INFO] - Lr: 6.373e-03 | Epoch: [31][50/100] | Time 0.445 | Data 0.039 | Loss 0.1717 | IoU 0.779
[2021-03-10 12:28:00,517][root][INFO] - Lr: 6.361e-03 | Epoch: [31][60/100] | Time 0.444 | Data 0.038 | Loss 0.1713 | IoU 0.780
[2021-03-10 12:28:04,903][root][INFO] - Lr: 6.349e-03 | Epoch: [31][70/100] | Time 0.444 | Data 0.037 | Loss 0.1709 | IoU 0.780
[2021-03-10 12:28:09,292][root][INFO] - Lr: 6.337e-03 | Epoch: [31][80/100] | Time 0.443 | Data 0.037 | Loss 0.1705 | IoU 0.780
[2021-03-10 12:28:13,679][root][INFO] - Lr: 6.326e-03 | Epoch: [31][90/100] | Time 0.442 | Data 0.036 | Loss 0.1700 | IoU 0.780
[2021-03-10 12:28:18,400][root][INFO] - Lr: 6.314e-03 | Epoch: [32][0/100] | Time 0.773 | Data 0.327 | Loss 0.1696 | IoU 0.781
[2021-03-10 12:28:22,782][root][INFO] - Lr: 6.302e-03 | Epoch: [32][10/100] | Time 0.469 | Data 0.060 | Loss 0.1692 | IoU 0.781
[2021-03-10 12:28:27,170][root][INFO] - Lr: 6.290e-03 | Epoch: [32][20/100] | Time 0.454 | Data 0.047 | Loss 0.1688 | IoU 0.781
[2021-03-10 12:28:31,558][root][INFO] - Lr: 6.278e-03 | Epoch: [32][30/100] | Time 0.449 | Data 0.043 | Loss 0.1683 | IoU 0.782
[2021-03-10 12:28:35,948][root][INFO] - Lr: 6.266e-03 | Epoch: [32][40/100] | Time 0.447 | Data 0.041 | Loss 0.1679 | IoU 0.782
[2021-03-10 12:28:40,334][root][INFO] - Lr: 6.255e-03 | Epoch: [32][50/100] | Time 0.445 | Data 0.039 | Loss 0.1675 | IoU 0.782
[2021-03-10 12:28:44,726][root][INFO] - Lr: 6.243e-03 | Epoch: [32][60/100] | Time 0.444 | Data 0.038 | Loss 0.1671 | IoU 0.782
[2021-03-10 12:28:49,104][root][INFO] - Lr: 6.231e-03 | Epoch: [32][70/100] | Time 0.443 | Data 0.037 | Loss 0.1667 | IoU 0.783
[2021-03-10 12:28:53,488][root][INFO] - Lr: 6.219e-03 | Epoch: [32][80/100] | Time 0.443 | Data 0.037 | Loss 0.1663 | IoU 0.783
[2021-03-10 12:28:57,870][root][INFO] - Lr: 6.207e-03 | Epoch: [32][90/100] | Time 0.442 | Data 0.037 | Loss 0.1659 | IoU 0.783
[2021-03-10 12:29:02,599][root][INFO] - Lr: 6.195e-03 | Epoch: [33][0/100] | Time 0.767 | Data 0.323 | Loss 0.1655 | IoU 0.783
[2021-03-10 12:29:06,987][root][INFO] - Lr: 6.183e-03 | Epoch: [33][10/100] | Time 0.469 | Data 0.059 | Loss 0.1651 | IoU 0.784
[2021-03-10 12:29:11,374][root][INFO] - Lr: 6.172e-03 | Epoch: [33][20/100] | Time 0.454 | Data 0.047 | Loss 0.1647 | IoU 0.784
[2021-03-10 12:29:15,760][root][INFO] - Lr: 6.160e-03 | Epoch: [33][30/100] | Time 0.449 | Data 0.043 | Loss 0.1642 | IoU 0.784
[2021-03-10 12:29:20,152][root][INFO] - Lr: 6.148e-03 | Epoch: [33][40/100] | Time 0.447 | Data 0.040 | Loss 0.1638 | IoU 0.785
[2021-03-10 12:29:24,546][root][INFO] - Lr: 6.136e-03 | Epoch: [33][50/100] | Time 0.445 | Data 0.039 | Loss 0.1634 | IoU 0.785
[2021-03-10 12:29:28,936][root][INFO] - Lr: 6.124e-03 | Epoch: [33][60/100] | Time 0.444 | Data 0.038 | Loss 0.1630 | IoU 0.785
[2021-03-10 12:29:33,330][root][INFO] - Lr: 6.112e-03 | Epoch: [33][70/100] | Time 0.444 | Data 0.037 | Loss 0.1627 | IoU 0.785
[2021-03-10 12:29:37,716][root][INFO] - Lr: 6.100e-03 | Epoch: [33][80/100] | Time 0.443 | Data 0.037 | Loss 0.1623 | IoU 0.786
[2021-03-10 12:29:42,104][root][INFO] - Lr: 6.088e-03 | Epoch: [33][90/100] | Time 0.443 | Data 0.037 | Loss 0.1619 | IoU 0.786
[2021-03-10 12:29:46,808][root][INFO] - Lr: 6.076e-03 | Epoch: [34][0/100] | Time 0.753 | Data 0.326 | Loss 0.1615 | IoU 0.786
[2021-03-10 12:29:51,200][root][INFO] - Lr: 6.065e-03 | Epoch: [34][10/100] | Time 0.468 | Data 0.060 | Loss 0.1611 | IoU 0.786
[2021-03-10 12:29:55,584][root][INFO] - Lr: 6.053e-03 | Epoch: [34][20/100] | Time 0.454 | Data 0.047 | Loss 0.1608 | IoU 0.787
[2021-03-10 12:30:00,131][root][INFO] - Lr: 6.041e-03 | Epoch: [34][30/100] | Time 0.454 | Data 0.048 | Loss 0.1604 | IoU 0.787
[2021-03-10 12:30:04,515][root][INFO] - Lr: 6.029e-03 | Epoch: [34][40/100] | Time 0.450 | Data 0.044 | Loss 0.1600 | IoU 0.787
[2021-03-10 12:30:08,908][root][INFO] - Lr: 6.017e-03 | Epoch: [34][50/100] | Time 0.448 | Data 0.042 | Loss 0.1596 | IoU 0.788
[2021-03-10 12:30:13,302][root][INFO] - Lr: 6.005e-03 | Epoch: [34][60/100] | Time 0.447 | Data 0.041 | Loss 0.1593 | IoU 0.788
[2021-03-10 12:30:17,679][root][INFO] - Lr: 5.993e-03 | Epoch: [34][70/100] | Time 0.445 | Data 0.040 | Loss 0.1589 | IoU 0.788
[2021-03-10 12:30:22,065][root][INFO] - Lr: 5.981e-03 | Epoch: [34][80/100] | Time 0.445 | Data 0.039 | Loss 0.1585 | IoU 0.788
[2021-03-10 12:30:26,449][root][INFO] - Lr: 5.969e-03 | Epoch: [34][90/100] | Time 0.444 | Data 0.038 | Loss 0.1582 | IoU 0.789
[2021-03-10 12:30:31,143][root][INFO] - Lr: 5.957e-03 | Epoch: [35][0/100] | Time 0.744 | Data 0.321 | Loss 0.1578 | IoU 0.789
[2021-03-10 12:30:35,526][root][INFO] - Lr: 5.946e-03 | Epoch: [35][10/100] | Time 0.466 | Data 0.059 | Loss 0.1575 | IoU 0.789
[2021-03-10 12:30:39,912][root][INFO] - Lr: 5.934e-03 | Epoch: [35][20/100] | Time 0.453 | Data 0.047 | Loss 0.1571 | IoU 0.789
[2021-03-10 12:30:44,296][root][INFO] - Lr: 5.922e-03 | Epoch: [35][30/100] | Time 0.448 | Data 0.042 | Loss 0.1567 | IoU 0.790
[2021-03-10 12:30:48,685][root][INFO] - Lr: 5.910e-03 | Epoch: [35][40/100] | Time 0.446 | Data 0.040 | Loss 0.1564 | IoU 0.790
[2021-03-10 12:30:53,072][root][INFO] - Lr: 5.898e-03 | Epoch: [35][50/100] | Time 0.445 | Data 0.039 | Loss 0.1560 | IoU 0.790
[2021-03-10 12:30:57,457][root][INFO] - Lr: 5.886e-03 | Epoch: [35][60/100] | Time 0.444 | Data 0.038 | Loss 0.1557 | IoU 0.791
[2021-03-10 12:31:01,843][root][INFO] - Lr: 5.874e-03 | Epoch: [35][70/100] | Time 0.443 | Data 0.037 | Loss 0.1553 | IoU 0.791
[2021-03-10 12:31:06,234][root][INFO] - Lr: 5.862e-03 | Epoch: [35][80/100] | Time 0.442 | Data 0.037 | Loss 0.1550 | IoU 0.791
[2021-03-10 12:31:10,622][root][INFO] - Lr: 5.850e-03 | Epoch: [35][90/100] | Time 0.442 | Data 0.036 | Loss 0.1546 | IoU 0.791
[2021-03-10 12:31:14,949][root][INFO] - 0/82
[2021-03-10 12:31:15,151][root][INFO] - 1/82
[2021-03-10 12:31:15,333][root][INFO] - 2/82
[2021-03-10 12:31:15,520][root][INFO] - 3/82
[2021-03-10 12:31:15,701][root][INFO] - 4/82
[2021-03-10 12:31:15,879][root][INFO] - 5/82
[2021-03-10 12:31:16,058][root][INFO] - 6/82
[2021-03-10 12:31:16,237][root][INFO] - 7/82
[2021-03-10 12:31:16,416][root][INFO] - 8/82
[2021-03-10 12:31:16,595][root][INFO] - 9/82
[2021-03-10 12:31:16,774][root][INFO] - 10/82
[2021-03-10 12:31:16,962][root][INFO] - 11/82
[2021-03-10 12:31:17,141][root][INFO] - 12/82
[2021-03-10 12:31:17,322][root][INFO] - 13/82
[2021-03-10 12:31:17,501][root][INFO] - 14/82
[2021-03-10 12:31:17,680][root][INFO] - 15/82
[2021-03-10 12:31:17,860][root][INFO] - 16/82
[2021-03-10 12:31:18,038][root][INFO] - 17/82
[2021-03-10 12:31:18,217][root][INFO] - 18/82
[2021-03-10 12:31:18,397][root][INFO] - 19/82
[2021-03-10 12:31:18,578][root][INFO] - 20/82
[2021-03-10 12:31:18,761][root][INFO] - 21/82
[2021-03-10 12:31:18,943][root][INFO] - 22/82
[2021-03-10 12:31:19,124][root][INFO] - 23/82
[2021-03-10 12:31:19,304][root][INFO] - 24/82
[2021-03-10 12:31:19,483][root][INFO] - 25/82
[2021-03-10 12:31:19,662][root][INFO] - 26/82
[2021-03-10 12:31:19,840][root][INFO] - 27/82
[2021-03-10 12:31:20,019][root][INFO] - 28/82
[2021-03-10 12:31:20,198][root][INFO] - 29/82
[2021-03-10 12:31:20,377][root][INFO] - 30/82
[2021-03-10 12:31:20,556][root][INFO] - 31/82
[2021-03-10 12:31:20,735][root][INFO] - 32/82
[2021-03-10 12:31:20,915][root][INFO] - 33/82
[2021-03-10 12:31:21,095][root][INFO] - 34/82
[2021-03-10 12:31:21,275][root][INFO] - 35/82
[2021-03-10 12:31:21,456][root][INFO] - 36/82
[2021-03-10 12:31:21,637][root][INFO] - 37/82
[2021-03-10 12:31:21,822][root][INFO] - 38/82
[2021-03-10 12:31:22,002][root][INFO] - 39/82
[2021-03-10 12:31:22,181][root][INFO] - 40/82
[2021-03-10 12:31:22,361][root][INFO] - 41/82
[2021-03-10 12:31:22,540][root][INFO] - 42/82
[2021-03-10 12:31:22,720][root][INFO] - 43/82
[2021-03-10 12:31:22,899][root][INFO] - 44/82
[2021-03-10 12:31:23,081][root][INFO] - 45/82
[2021-03-10 12:31:23,261][root][INFO] - 46/82
[2021-03-10 12:31:23,440][root][INFO] - 47/82
[2021-03-10 12:31:23,622][root][INFO] - 48/82
[2021-03-10 12:31:23,805][root][INFO] - 49/82
[2021-03-10 12:31:23,984][root][INFO] - 50/82
[2021-03-10 12:31:24,162][root][INFO] - 51/82
[2021-03-10 12:31:24,342][root][INFO] - 52/82
[2021-03-10 12:31:24,522][root][INFO] - 53/82
[2021-03-10 12:31:24,705][root][INFO] - 54/82
[2021-03-10 12:31:24,884][root][INFO] - 55/82
[2021-03-10 12:31:25,064][root][INFO] - 56/82
[2021-03-10 12:31:25,243][root][INFO] - 57/82
[2021-03-10 12:31:25,422][root][INFO] - 58/82
[2021-03-10 12:31:25,601][root][INFO] - 59/82
[2021-03-10 12:31:25,780][root][INFO] - 60/82
[2021-03-10 12:31:25,960][root][INFO] - 61/82
[2021-03-10 12:31:26,140][root][INFO] - 62/82
[2021-03-10 12:31:26,321][root][INFO] - 63/82
[2021-03-10 12:31:26,500][root][INFO] - 64/82
[2021-03-10 12:31:26,678][root][INFO] - 65/82
[2021-03-10 12:31:26,855][root][INFO] - 66/82
[2021-03-10 12:31:27,034][root][INFO] - 67/82
[2021-03-10 12:31:27,223][root][INFO] - 68/82
[2021-03-10 12:31:27,401][root][INFO] - 69/82
[2021-03-10 12:31:27,580][root][INFO] - 70/82
[2021-03-10 12:31:27,759][root][INFO] - 71/82
[2021-03-10 12:31:27,939][root][INFO] - 72/82
[2021-03-10 12:31:28,118][root][INFO] - 73/82
[2021-03-10 12:31:28,297][root][INFO] - 74/82
[2021-03-10 12:31:28,476][root][INFO] - 75/82
[2021-03-10 12:31:28,654][root][INFO] - 76/82
[2021-03-10 12:31:28,834][root][INFO] - 77/82
[2021-03-10 12:31:29,013][root][INFO] - 78/82
[2021-03-10 12:31:29,192][root][INFO] - 79/82
[2021-03-10 12:31:29,373][root][INFO] - 80/82
[2021-03-10 12:31:29,551][root][INFO] - 81/82
[2021-03-10 12:31:29,757][root][INFO] - Validation set:
Time avg per batch 0.185
Loss avg 1.1279
IoU avg 0.544
[2021-03-10 12:31:29,760][root][INFO] - ---> save checkpoint
[2021-03-10 12:31:34,050][root][INFO] - Lr: 5.838e-03 | Epoch: [36][0/100] | Time 0.799 | Data 0.377 | Loss 0.1543 | IoU 0.791
[2021-03-10 12:31:38,440][root][INFO] - Lr: 5.826e-03 | Epoch: [36][10/100] | Time 0.472 | Data 0.064 | Loss 0.1539 | IoU 0.792
[2021-03-10 12:31:42,829][root][INFO] - Lr: 5.814e-03 | Epoch: [36][20/100] | Time 0.456 | Data 0.050 | Loss 0.1536 | IoU 0.792
[2021-03-10 12:31:47,230][root][INFO] - Lr: 5.802e-03 | Epoch: [36][30/100] | Time 0.451 | Data 0.044 | Loss 0.1532 | IoU 0.792
[2021-03-10 12:31:51,623][root][INFO] - Lr: 5.790e-03 | Epoch: [36][40/100] | Time 0.448 | Data 0.042 | Loss 0.1529 | IoU 0.792
[2021-03-10 12:31:56,010][root][INFO] - Lr: 5.778e-03 | Epoch: [36][50/100] | Time 0.446 | Data 0.040 | Loss 0.1526 | IoU 0.793
[2021-03-10 12:32:00,398][root][INFO] - Lr: 5.766e-03 | Epoch: [36][60/100] | Time 0.445 | Data 0.039 | Loss 0.1522 | IoU 0.793
[2021-03-10 12:32:04,799][root][INFO] - Lr: 5.755e-03 | Epoch: [36][70/100] | Time 0.444 | Data 0.038 | Loss 0.1519 | IoU 0.793
[2021-03-10 12:32:09,188][root][INFO] - Lr: 5.743e-03 | Epoch: [36][80/100] | Time 0.444 | Data 0.037 | Loss 0.1516 | IoU 0.794
[2021-03-10 12:32:13,582][root][INFO] - Lr: 5.731e-03 | Epoch: [36][90/100] | Time 0.443 | Data 0.037 | Loss 0.1512 | IoU 0.794
[2021-03-10 12:32:18,320][root][INFO] - Lr: 5.719e-03 | Epoch: [37][0/100] | Time 0.767 | Data 0.345 | Loss 0.1509 | IoU 0.794
[2021-03-10 12:32:22,707][root][INFO] - Lr: 5.707e-03 | Epoch: [37][10/100] | Time 0.469 | Data 0.061 | Loss 0.1506 | IoU 0.794
[2021-03-10 12:32:27,098][root][INFO] - Lr: 5.695e-03 | Epoch: [37][20/100] | Time 0.454 | Data 0.048 | Loss 0.1502 | IoU 0.794
[2021-03-10 12:32:31,490][root][INFO] - Lr: 5.683e-03 | Epoch: [37][30/100] | Time 0.450 | Data 0.043 | Loss 0.1499 | IoU 0.795
[2021-03-10 12:32:35,885][root][INFO] - Lr: 5.671e-03 | Epoch: [37][40/100] | Time 0.447 | Data 0.041 | Loss 0.1496 | IoU 0.795
[2021-03-10 12:32:40,275][root][INFO] - Lr: 5.659e-03 | Epoch: [37][50/100] | Time 0.446 | Data 0.039 | Loss 0.1493 | IoU 0.795
[2021-03-10 12:32:44,666][root][INFO] - Lr: 5.647e-03 | Epoch: [37][60/100] | Time 0.444 | Data 0.038 | Loss 0.1489 | IoU 0.795
[2021-03-10 12:32:49,059][root][INFO] - Lr: 5.635e-03 | Epoch: [37][70/100] | Time 0.444 | Data 0.038 | Loss 0.1486 | IoU 0.796
[2021-03-10 12:32:53,449][root][INFO] - Lr: 5.623e-03 | Epoch: [37][80/100] | Time 0.443 | Data 0.037 | Loss 0.1483 | IoU 0.796
[2021-03-10 12:32:57,837][root][INFO] - Lr: 5.611e-03 | Epoch: [37][90/100] | Time 0.443 | Data 0.037 | Loss 0.1480 | IoU 0.796
[2021-03-10 12:33:02,594][root][INFO] - Lr: 5.599e-03 | Epoch: [38][0/100] | Time 0.809 | Data 0.382 | Loss 0.1477 | IoU 0.796
[2021-03-10 12:33:06,986][root][INFO] - Lr: 5.587e-03 | Epoch: [38][10/100] | Time 0.473 | Data 0.065 | Loss 0.1474 | IoU 0.796
[2021-03-10 12:33:11,378][root][INFO] - Lr: 5.575e-03 | Epoch: [38][20/100] | Time 0.457 | Data 0.050 | Loss 0.1471 | IoU 0.797
[2021-03-10 12:33:15,772][root][INFO] - Lr: 5.563e-03 | Epoch: [38][30/100] | Time 0.451 | Data 0.044 | Loss 0.1467 | IoU 0.797
[2021-03-10 12:33:20,173][root][INFO] - Lr: 5.551e-03 | Epoch: [38][40/100] | Time 0.448 | Data 0.042 | Loss 0.1464 | IoU 0.797
[2021-03-10 12:33:24,565][root][INFO] - Lr: 5.539e-03 | Epoch: [38][50/100] | Time 0.447 | Data 0.040 | Loss 0.1461 | IoU 0.797
[2021-03-10 12:33:28,953][root][INFO] - Lr: 5.527e-03 | Epoch: [38][60/100] | Time 0.445 | Data 0.039 | Loss 0.1458 | IoU 0.798
[2021-03-10 12:33:33,342][root][INFO] - Lr: 5.515e-03 | Epoch: [38][70/100] | Time 0.444 | Data 0.038 | Loss 0.1455 | IoU 0.798
[2021-03-10 12:33:37,725][root][INFO] - Lr: 5.503e-03 | Epoch: [38][80/100] | Time 0.444 | Data 0.038 | Loss 0.1452 | IoU 0.798
[2021-03-10 12:33:42,113][root][INFO] - Lr: 5.491e-03 | Epoch: [38][90/100] | Time 0.443 | Data 0.037 | Loss 0.1449 | IoU 0.798
[2021-03-10 12:33:46,875][root][INFO] - Lr: 5.479e-03 | Epoch: [39][0/100] | Time 0.800 | Data 0.380 | Loss 0.1446 | IoU 0.798
[2021-03-10 12:33:51,256][root][INFO] - Lr: 5.467e-03 | Epoch: [39][10/100] | Time 0.471 | Data 0.064 | Loss 0.1443 | IoU 0.799
[2021-03-10 12:33:55,643][root][INFO] - Lr: 5.455e-03 | Epoch: [39][20/100] | Time 0.456 | Data 0.050 | Loss 0.1440 | IoU 0.799
[2021-03-10 12:34:00,026][root][INFO] - Lr: 5.443e-03 | Epoch: [39][30/100] | Time 0.450 | Data 0.044 | Loss 0.1437 | IoU 0.799
[2021-03-10 12:34:04,412][root][INFO] - Lr: 5.431e-03 | Epoch: [39][40/100] | Time 0.447 | Data 0.042 | Loss 0.1434 | IoU 0.799
[2021-03-10 12:34:08,792][root][INFO] - Lr: 5.419e-03 | Epoch: [39][50/100] | Time 0.445 | Data 0.040 | Loss 0.1431 | IoU 0.799
[2021-03-10 12:34:13,176][root][INFO] - Lr: 5.406e-03 | Epoch: [39][60/100] | Time 0.444 | Data 0.039 | Loss 0.1428 | IoU 0.800
[2021-03-10 12:34:17,556][root][INFO] - Lr: 5.394e-03 | Epoch: [39][70/100] | Time 0.443 | Data 0.038 | Loss 0.1426 | IoU 0.800
[2021-03-10 12:34:21,939][root][INFO] - Lr: 5.382e-03 | Epoch: [39][80/100] | Time 0.443 | Data 0.038 | Loss 0.1423 | IoU 0.800
[2021-03-10 12:34:26,320][root][INFO] - Lr: 5.370e-03 | Epoch: [39][90/100] | Time 0.442 | Data 0.037 | Loss 0.1420 | IoU 0.800
[2021-03-10 12:34:31,054][root][INFO] - Lr: 5.358e-03 | Epoch: [40][0/100] | Time 0.770 | Data 0.345 | Loss 0.1417 | IoU 0.801
[2021-03-10 12:34:35,436][root][INFO] - Lr: 5.346e-03 | Epoch: [40][10/100] | Time 0.468 | Data 0.061 | Loss 0.1414 | IoU 0.801
[2021-03-10 12:34:39,837][root][INFO] - Lr: 5.334e-03 | Epoch: [40][20/100] | Time 0.455 | Data 0.048 | Loss 0.1411 | IoU 0.801
[2021-03-10 12:34:44,238][root][INFO] - Lr: 5.322e-03 | Epoch: [40][30/100] | Time 0.450 | Data 0.043 | Loss 0.1408 | IoU 0.801
[2021-03-10 12:34:48,637][root][INFO] - Lr: 5.310e-03 | Epoch: [40][40/100] | Time 0.448 | Data 0.041 | Loss 0.1406 | IoU 0.801
[2021-03-10 12:34:53,026][root][INFO] - Lr: 5.298e-03 | Epoch: [40][50/100] | Time 0.446 | Data 0.039 | Loss 0.1403 | IoU 0.802
[2021-03-10 12:34:57,414][root][INFO] - Lr: 5.286e-03 | Epoch: [40][60/100] | Time 0.445 | Data 0.038 | Loss 0.1400 | IoU 0.802
[2021-03-10 12:35:01,806][root][INFO] - Lr: 5.274e-03 | Epoch: [40][70/100] | Time 0.444 | Data 0.038 | Loss 0.1397 | IoU 0.802
[2021-03-10 12:35:06,193][root][INFO] - Lr: 5.262e-03 | Epoch: [40][80/100] | Time 0.443 | Data 0.037 | Loss 0.1394 | IoU 0.802
[2021-03-10 12:35:10,584][root][INFO] - Lr: 5.250e-03 | Epoch: [40][90/100] | Time 0.443 | Data 0.037 | Loss 0.1392 | IoU 0.802
[2021-03-10 12:35:14,836][root][INFO] - 0/82
[2021-03-10 12:35:15,054][root][INFO] - 1/82
[2021-03-10 12:35:15,236][root][INFO] - 2/82
[2021-03-10 12:35:15,419][root][INFO] - 3/82
[2021-03-10 12:35:15,598][root][INFO] - 4/82
[2021-03-10 12:35:15,776][root][INFO] - 5/82
[2021-03-10 12:35:15,955][root][INFO] - 6/82
[2021-03-10 12:35:16,138][root][INFO] - 7/82
[2021-03-10 12:35:16,318][root][INFO] - 8/82
[2021-03-10 12:35:16,496][root][INFO] - 9/82
[2021-03-10 12:35:16,675][root][INFO] - 10/82
[2021-03-10 12:35:16,853][root][INFO] - 11/82
[2021-03-10 12:35:17,031][root][INFO] - 12/82
[2021-03-10 12:35:17,209][root][INFO] - 13/82
[2021-03-10 12:35:17,389][root][INFO] - 14/82
[2021-03-10 12:35:17,569][root][INFO] - 15/82
[2021-03-10 12:35:17,749][root][INFO] - 16/82
[2021-03-10 12:35:17,930][root][INFO] - 17/82
[2021-03-10 12:35:18,110][root][INFO] - 18/82
[2021-03-10 12:35:18,290][root][INFO] - 19/82
[2021-03-10 12:35:18,470][root][INFO] - 20/82
[2021-03-10 12:35:18,649][root][INFO] - 21/82
[2021-03-10 12:35:18,833][root][INFO] - 22/82
[2021-03-10 12:35:19,014][root][INFO] - 23/82
[2021-03-10 12:35:19,194][root][INFO] - 24/82
[2021-03-10 12:35:19,374][root][INFO] - 25/82
[2021-03-10 12:35:19,553][root][INFO] - 26/82
[2021-03-10 12:35:19,733][root][INFO] - 27/82
[2021-03-10 12:35:19,914][root][INFO] - 28/82
[2021-03-10 12:35:20,094][root][INFO] - 29/82
[2021-03-10 12:35:20,275][root][INFO] - 30/82
[2021-03-10 12:35:20,455][root][INFO] - 31/82
[2021-03-10 12:35:20,639][root][INFO] - 32/82
[2021-03-10 12:35:20,820][root][INFO] - 33/82
[2021-03-10 12:35:21,000][root][INFO] - 34/82
[2021-03-10 12:35:21,178][root][INFO] - 35/82
[2021-03-10 12:35:21,357][root][INFO] - 36/82
[2021-03-10 12:35:21,536][root][INFO] - 37/82
[2021-03-10 12:35:21,715][root][INFO] - 38/82
[2021-03-10 12:35:21,895][root][INFO] - 39/82
[2021-03-10 12:35:22,075][root][INFO] - 40/82
[2021-03-10 12:35:22,255][root][INFO] - 41/82
[2021-03-10 12:35:22,436][root][INFO] - 42/82
[2021-03-10 12:35:22,617][root][INFO] - 43/82
[2021-03-10 12:35:22,796][root][INFO] - 44/82
[2021-03-10 12:35:22,976][root][INFO] - 45/82
[2021-03-10 12:35:23,157][root][INFO] - 46/82
[2021-03-10 12:35:23,336][root][INFO] - 47/82
[2021-03-10 12:35:23,517][root][INFO] - 48/82
[2021-03-10 12:35:23,698][root][INFO] - 49/82
[2021-03-10 12:35:23,879][root][INFO] - 50/82
[2021-03-10 12:35:24,058][root][INFO] - 51/82
[2021-03-10 12:35:24,238][root][INFO] - 52/82
[2021-03-10 12:35:24,419][root][INFO] - 53/82
[2021-03-10 12:35:24,599][root][INFO] - 54/82
[2021-03-10 12:35:24,780][root][INFO] - 55/82
[2021-03-10 12:35:24,962][root][INFO] - 56/82
[2021-03-10 12:35:25,143][root][INFO] - 57/82
[2021-03-10 12:35:25,323][root][INFO] - 58/82
[2021-03-10 12:35:25,502][root][INFO] - 59/82
[2021-03-10 12:35:25,682][root][INFO] - 60/82
[2021-03-10 12:35:25,861][root][INFO] - 61/82
[2021-03-10 12:35:26,042][root][INFO] - 62/82
[2021-03-10 12:35:26,221][root][INFO] - 63/82
[2021-03-10 12:35:26,400][root][INFO] - 64/82
[2021-03-10 12:35:26,580][root][INFO] - 65/82
[2021-03-10 12:35:26,760][root][INFO] - 66/82
[2021-03-10 12:35:26,940][root][INFO] - 67/82
[2021-03-10 12:35:27,120][root][INFO] - 68/82
[2021-03-10 12:35:27,299][root][INFO] - 69/82
[2021-03-10 12:35:27,478][root][INFO] - 70/82
[2021-03-10 12:35:27,657][root][INFO] - 71/82
[2021-03-10 12:35:27,835][root][INFO] - 72/82
[2021-03-10 12:35:28,014][root][INFO] - 73/82
[2021-03-10 12:35:28,194][root][INFO] - 74/82
[2021-03-10 12:35:28,373][root][INFO] - 75/82
[2021-03-10 12:35:28,552][root][INFO] - 76/82
[2021-03-10 12:35:28,732][root][INFO] - 77/82
[2021-03-10 12:35:28,912][root][INFO] - 78/82
[2021-03-10 12:35:29,091][root][INFO] - 79/82
[2021-03-10 12:35:29,270][root][INFO] - 80/82
[2021-03-10 12:35:29,448][root][INFO] - 81/82
[2021-03-10 12:35:29,658][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.1844
IoU avg 0.545
[2021-03-10 12:35:29,665][root][INFO] - ---> save checkpoint
[2021-03-10 12:35:33,875][root][INFO] - Lr: 5.238e-03 | Epoch: [41][0/100] | Time 0.818 | Data 0.384 | Loss 0.1389 | IoU 0.803
[2021-03-10 12:35:38,252][root][INFO] - Lr: 5.225e-03 | Epoch: [41][10/100] | Time 0.472 | Data 0.065 | Loss 0.1386 | IoU 0.803
[2021-03-10 12:35:42,635][root][INFO] - Lr: 5.213e-03 | Epoch: [41][20/100] | Time 0.456 | Data 0.050 | Loss 0.1384 | IoU 0.803
[2021-03-10 12:35:47,033][root][INFO] - Lr: 5.201e-03 | Epoch: [41][30/100] | Time 0.451 | Data 0.044 | Loss 0.1381 | IoU 0.803
[2021-03-10 12:35:51,425][root][INFO] - Lr: 5.189e-03 | Epoch: [41][40/100] | Time 0.448 | Data 0.042 | Loss 0.1378 | IoU 0.803
[2021-03-10 12:35:55,827][root][INFO] - Lr: 5.177e-03 | Epoch: [41][50/100] | Time 0.446 | Data 0.040 | Loss 0.1375 | IoU 0.804
[2021-03-10 12:36:00,215][root][INFO] - Lr: 5.165e-03 | Epoch: [41][60/100] | Time 0.445 | Data 0.039 | Loss 0.1373 | IoU 0.804
[2021-03-10 12:36:04,603][root][INFO] - Lr: 5.153e-03 | Epoch: [41][70/100] | Time 0.444 | Data 0.038 | Loss 0.1370 | IoU 0.804
[2021-03-10 12:36:08,992][root][INFO] - Lr: 5.141e-03 | Epoch: [41][80/100] | Time 0.444 | Data 0.037 | Loss 0.1367 | IoU 0.804
[2021-03-10 12:36:13,381][root][INFO] - Lr: 5.129e-03 | Epoch: [41][90/100] | Time 0.443 | Data 0.037 | Loss 0.1365 | IoU 0.804
[2021-03-10 12:36:18,142][root][INFO] - Lr: 5.117e-03 | Epoch: [42][0/100] | Time 0.805 | Data 0.373 | Loss 0.1362 | IoU 0.805
[2021-03-10 12:36:22,531][root][INFO] - Lr: 5.104e-03 | Epoch: [42][10/100] | Time 0.472 | Data 0.064 | Loss 0.1360 | IoU 0.805
[2021-03-10 12:36:26,926][root][INFO] - Lr: 5.092e-03 | Epoch: [42][20/100] | Time 0.457 | Data 0.050 | Loss 0.1357 | IoU 0.805
[2021-03-10 12:36:31,320][root][INFO] - Lr: 5.080e-03 | Epoch: [42][30/100] | Time 0.451 | Data 0.044 | Loss 0.1355 | IoU 0.805
[2021-03-10 12:36:35,709][root][INFO] - Lr: 5.068e-03 | Epoch: [42][40/100] | Time 0.448 | Data 0.042 | Loss 0.1352 | IoU 0.805
[2021-03-10 12:36:40,096][root][INFO] - Lr: 5.056e-03 | Epoch: [42][50/100] | Time 0.446 | Data 0.040 | Loss 0.1349 | IoU 0.805
[2021-03-10 12:36:44,489][root][INFO] - Lr: 5.044e-03 | Epoch: [42][60/100] | Time 0.445 | Data 0.039 | Loss 0.1347 | IoU 0.805
[2021-03-10 12:36:48,877][root][INFO] - Lr: 5.032e-03 | Epoch: [42][70/100] | Time 0.444 | Data 0.038 | Loss 0.1345 | IoU 0.806
[2021-03-10 12:36:53,265][root][INFO] - Lr: 5.019e-03 | Epoch: [42][80/100] | Time 0.444 | Data 0.038 | Loss 0.1342 | IoU 0.806
[2021-03-10 12:36:57,659][root][INFO] - Lr: 5.007e-03 | Epoch: [42][90/100] | Time 0.443 | Data 0.037 | Loss 0.1339 | IoU 0.806
[2021-03-10 12:37:02,457][root][INFO] - Lr: 4.995e-03 | Epoch: [43][0/100] | Time 0.825 | Data 0.402 | Loss 0.1337 | IoU 0.806
[2021-03-10 12:37:06,847][root][INFO] - Lr: 4.983e-03 | Epoch: [43][10/100] | Time 0.474 | Data 0.067 | Loss 0.1334 | IoU 0.806
[2021-03-10 12:37:11,236][root][INFO] - Lr: 4.971e-03 | Epoch: [43][20/100] | Time 0.457 | Data 0.051 | Loss 0.1332 | IoU 0.807
[2021-03-10 12:37:15,628][root][INFO] - Lr: 4.959e-03 | Epoch: [43][30/100] | Time 0.451 | Data 0.045 | Loss 0.1329 | IoU 0.807
[2021-03-10 12:37:20,021][root][INFO] - Lr: 4.947e-03 | Epoch: [43][40/100] | Time 0.449 | Data 0.042 | Loss 0.1327 | IoU 0.807
[2021-03-10 12:37:24,416][root][INFO] - Lr: 4.934e-03 | Epoch: [43][50/100] | Time 0.447 | Data 0.041 | Loss 0.1324 | IoU 0.807
[2021-03-10 12:37:28,801][root][INFO] - Lr: 4.922e-03 | Epoch: [43][60/100] | Time 0.445 | Data 0.039 | Loss 0.1322 | IoU 0.807
[2021-03-10 12:37:33,190][root][INFO] - Lr: 4.910e-03 | Epoch: [43][70/100] | Time 0.444 | Data 0.039 | Loss 0.1320 | IoU 0.808
[2021-03-10 12:37:37,581][root][INFO] - Lr: 4.898e-03 | Epoch: [43][80/100] | Time 0.444 | Data 0.038 | Loss 0.1317 | IoU 0.808
[2021-03-10 12:37:41,968][root][INFO] - Lr: 4.886e-03 | Epoch: [43][90/100] | Time 0.443 | Data 0.037 | Loss 0.1315 | IoU 0.808
[2021-03-10 12:37:46,683][root][INFO] - Lr: 4.874e-03 | Epoch: [44][0/100] | Time 0.755 | Data 0.322 | Loss 0.1312 | IoU 0.808
[2021-03-10 12:37:51,073][root][INFO] - Lr: 4.861e-03 | Epoch: [44][10/100] | Time 0.468 | Data 0.060 | Loss 0.1310 | IoU 0.808
[2021-03-10 12:37:55,465][root][INFO] - Lr: 4.849e-03 | Epoch: [44][20/100] | Time 0.454 | Data 0.047 | Loss 0.1308 | IoU 0.808
[2021-03-10 12:37:59,864][root][INFO] - Lr: 4.837e-03 | Epoch: [44][30/100] | Time 0.450 | Data 0.043 | Loss 0.1305 | IoU 0.809
[2021-03-10 12:38:04,252][root][INFO] - Lr: 4.825e-03 | Epoch: [44][40/100] | Time 0.447 | Data 0.040 | Loss 0.1303 | IoU 0.809
[2021-03-10 12:38:08,642][root][INFO] - Lr: 4.813e-03 | Epoch: [44][50/100] | Time 0.445 | Data 0.039 | Loss 0.1300 | IoU 0.809
[2021-03-10 12:38:13,034][root][INFO] - Lr: 4.800e-03 | Epoch: [44][60/100] | Time 0.444 | Data 0.038 | Loss 0.1298 | IoU 0.809
[2021-03-10 12:38:17,425][root][INFO] - Lr: 4.788e-03 | Epoch: [44][70/100] | Time 0.444 | Data 0.037 | Loss 0.1296 | IoU 0.809
[2021-03-10 12:38:21,813][root][INFO] - Lr: 4.776e-03 | Epoch: [44][80/100] | Time 0.443 | Data 0.037 | Loss 0.1293 | IoU 0.810
[2021-03-10 12:38:26,198][root][INFO] - Lr: 4.764e-03 | Epoch: [44][90/100] | Time 0.443 | Data 0.036 | Loss 0.1291 | IoU 0.810
[2021-03-10 12:38:30,922][root][INFO] - Lr: 4.752e-03 | Epoch: [45][0/100] | Time 0.761 | Data 0.333 | Loss 0.1289 | IoU 0.810
[2021-03-10 12:38:35,322][root][INFO] - Lr: 4.739e-03 | Epoch: [45][10/100] | Time 0.469 | Data 0.061 | Loss 0.1286 | IoU 0.810
[2021-03-10 12:38:39,725][root][INFO] - Lr: 4.727e-03 | Epoch: [45][20/100] | Time 0.455 | Data 0.048 | Loss 0.1284 | IoU 0.810
[2021-03-10 12:38:44,117][root][INFO] - Lr: 4.715e-03 | Epoch: [45][30/100] | Time 0.450 | Data 0.043 | Loss 0.1282 | IoU 0.810
[2021-03-10 12:38:48,515][root][INFO] - Lr: 4.703e-03 | Epoch: [45][40/100] | Time 0.448 | Data 0.041 | Loss 0.1280 | IoU 0.810
[2021-03-10 12:38:52,899][root][INFO] - Lr: 4.690e-03 | Epoch: [45][50/100] | Time 0.446 | Data 0.039 | Loss 0.1277 | IoU 0.811
[2021-03-10 12:38:57,293][root][INFO] - Lr: 4.678e-03 | Epoch: [45][60/100] | Time 0.445 | Data 0.038 | Loss 0.1275 | IoU 0.811
[2021-03-10 12:39:01,691][root][INFO] - Lr: 4.666e-03 | Epoch: [45][70/100] | Time 0.444 | Data 0.038 | Loss 0.1273 | IoU 0.811
[2021-03-10 12:39:06,086][root][INFO] - Lr: 4.654e-03 | Epoch: [45][80/100] | Time 0.444 | Data 0.037 | Loss 0.1270 | IoU 0.811
[2021-03-10 12:39:10,475][root][INFO] - Lr: 4.641e-03 | Epoch: [45][90/100] | Time 0.443 | Data 0.037 | Loss 0.1268 | IoU 0.811
[2021-03-10 12:39:14,797][root][INFO] - 0/82
[2021-03-10 12:39:15,025][root][INFO] - 1/82
[2021-03-10 12:39:15,208][root][INFO] - 2/82
[2021-03-10 12:39:15,390][root][INFO] - 3/82
[2021-03-10 12:39:15,578][root][INFO] - 4/82
[2021-03-10 12:39:15,759][root][INFO] - 5/82
[2021-03-10 12:39:15,950][root][INFO] - 6/82
[2021-03-10 12:39:16,131][root][INFO] - 7/82
[2021-03-10 12:39:16,311][root][INFO] - 8/82
[2021-03-10 12:39:16,491][root][INFO] - 9/82
[2021-03-10 12:39:16,671][root][INFO] - 10/82
[2021-03-10 12:39:16,851][root][INFO] - 11/82
[2021-03-10 12:39:17,035][root][INFO] - 12/82
[2021-03-10 12:39:17,215][root][INFO] - 13/82
[2021-03-10 12:39:17,395][root][INFO] - 14/82
[2021-03-10 12:39:17,573][root][INFO] - 15/82
[2021-03-10 12:39:17,753][root][INFO] - 16/82
[2021-03-10 12:39:17,933][root][INFO] - 17/82
[2021-03-10 12:39:18,112][root][INFO] - 18/82
[2021-03-10 12:39:18,291][root][INFO] - 19/82
[2021-03-10 12:39:18,471][root][INFO] - 20/82
[2021-03-10 12:39:18,651][root][INFO] - 21/82
[2021-03-10 12:39:18,830][root][INFO] - 22/82
[2021-03-10 12:39:19,011][root][INFO] - 23/82
[2021-03-10 12:39:19,191][root][INFO] - 24/82
[2021-03-10 12:39:19,372][root][INFO] - 25/82
[2021-03-10 12:39:19,555][root][INFO] - 26/82
[2021-03-10 12:39:19,735][root][INFO] - 27/82
[2021-03-10 12:39:19,918][root][INFO] - 28/82
[2021-03-10 12:39:20,098][root][INFO] - 29/82
[2021-03-10 12:39:20,278][root][INFO] - 30/82
[2021-03-10 12:39:20,457][root][INFO] - 31/82
[2021-03-10 12:39:20,638][root][INFO] - 32/82
[2021-03-10 12:39:20,818][root][INFO] - 33/82
[2021-03-10 12:39:20,997][root][INFO] - 34/82
[2021-03-10 12:39:21,176][root][INFO] - 35/82
[2021-03-10 12:39:21,356][root][INFO] - 36/82
[2021-03-10 12:39:21,536][root][INFO] - 37/82
[2021-03-10 12:39:21,719][root][INFO] - 38/82
[2021-03-10 12:39:21,898][root][INFO] - 39/82
[2021-03-10 12:39:22,077][root][INFO] - 40/82
[2021-03-10 12:39:22,257][root][INFO] - 41/82
[2021-03-10 12:39:22,436][root][INFO] - 42/82
[2021-03-10 12:39:22,616][root][INFO] - 43/82
[2021-03-10 12:39:22,797][root][INFO] - 44/82
[2021-03-10 12:39:22,978][root][INFO] - 45/82
[2021-03-10 12:39:23,159][root][INFO] - 46/82
[2021-03-10 12:39:23,354][root][INFO] - 47/82
[2021-03-10 12:39:23,535][root][INFO] - 48/82
[2021-03-10 12:39:23,714][root][INFO] - 49/82
[2021-03-10 12:39:23,893][root][INFO] - 50/82
[2021-03-10 12:39:24,071][root][INFO] - 51/82
[2021-03-10 12:39:24,250][root][INFO] - 52/82
[2021-03-10 12:39:24,430][root][INFO] - 53/82
[2021-03-10 12:39:24,609][root][INFO] - 54/82
[2021-03-10 12:39:24,788][root][INFO] - 55/82
[2021-03-10 12:39:24,969][root][INFO] - 56/82
[2021-03-10 12:39:25,150][root][INFO] - 57/82
[2021-03-10 12:39:25,332][root][INFO] - 58/82
[2021-03-10 12:39:25,512][root][INFO] - 59/82
[2021-03-10 12:39:25,692][root][INFO] - 60/82
[2021-03-10 12:39:25,873][root][INFO] - 61/82
[2021-03-10 12:39:26,054][root][INFO] - 62/82
[2021-03-10 12:39:26,235][root][INFO] - 63/82
[2021-03-10 12:39:26,415][root][INFO] - 64/82
[2021-03-10 12:39:26,595][root][INFO] - 65/82
[2021-03-10 12:39:26,789][root][INFO] - 66/82
[2021-03-10 12:39:26,969][root][INFO] - 67/82
[2021-03-10 12:39:27,147][root][INFO] - 68/82
[2021-03-10 12:39:27,326][root][INFO] - 69/82
[2021-03-10 12:39:27,506][root][INFO] - 70/82
[2021-03-10 12:39:27,686][root][INFO] - 71/82
[2021-03-10 12:39:27,867][root][INFO] - 72/82
[2021-03-10 12:39:28,046][root][INFO] - 73/82
[2021-03-10 12:39:28,225][root][INFO] - 74/82
[2021-03-10 12:39:28,405][root][INFO] - 75/82
[2021-03-10 12:39:28,584][root][INFO] - 76/82
[2021-03-10 12:39:28,763][root][INFO] - 77/82
[2021-03-10 12:39:28,941][root][INFO] - 78/82
[2021-03-10 12:39:29,120][root][INFO] - 79/82
[2021-03-10 12:39:29,298][root][INFO] - 80/82
[2021-03-10 12:39:29,477][root][INFO] - 81/82
[2021-03-10 12:39:29,683][root][INFO] - Validation set:
Time avg per batch 0.185
Loss avg 1.2117
IoU avg 0.547
[2021-03-10 12:39:29,687][root][INFO] - ---> save checkpoint
[2021-03-10 12:39:34,133][root][INFO] - Lr: 4.629e-03 | Epoch: [46][0/100] | Time 0.788 | Data 0.358 | Loss 0.1266 | IoU 0.812
[2021-03-10 12:39:38,515][root][INFO] - Lr: 4.617e-03 | Epoch: [46][10/100] | Time 0.470 | Data 0.063 | Loss 0.1264 | IoU 0.812
[2021-03-10 12:39:42,902][root][INFO] - Lr: 4.605e-03 | Epoch: [46][20/100] | Time 0.455 | Data 0.049 | Loss 0.1262 | IoU 0.812
[2021-03-10 12:39:47,286][root][INFO] - Lr: 4.592e-03 | Epoch: [46][30/100] | Time 0.450 | Data 0.044 | Loss 0.1259 | IoU 0.812
[2021-03-10 12:39:51,675][root][INFO] - Lr: 4.580e-03 | Epoch: [46][40/100] | Time 0.447 | Data 0.041 | Loss 0.1257 | IoU 0.812
[2021-03-10 12:39:56,061][root][INFO] - Lr: 4.568e-03 | Epoch: [46][50/100] | Time 0.445 | Data 0.040 | Loss 0.1255 | IoU 0.812
[2021-03-10 12:40:00,441][root][INFO] - Lr: 4.556e-03 | Epoch: [46][60/100] | Time 0.444 | Data 0.039 | Loss 0.1253 | IoU 0.813
[2021-03-10 12:40:04,835][root][INFO] - Lr: 4.543e-03 | Epoch: [46][70/100] | Time 0.444 | Data 0.038 | Loss 0.1251 | IoU 0.813
[2021-03-10 12:40:09,221][root][INFO] - Lr: 4.531e-03 | Epoch: [46][80/100] | Time 0.443 | Data 0.037 | Loss 0.1248 | IoU 0.813
[2021-03-10 12:40:13,599][root][INFO] - Lr: 4.519e-03 | Epoch: [46][90/100] | Time 0.442 | Data 0.037 | Loss 0.1246 | IoU 0.813
[2021-03-10 12:40:18,323][root][INFO] - Lr: 4.506e-03 | Epoch: [47][0/100] | Time 0.769 | Data 0.330 | Loss 0.1244 | IoU 0.813
[2021-03-10 12:40:22,710][root][INFO] - Lr: 4.494e-03 | Epoch: [47][10/100] | Time 0.469 | Data 0.060 | Loss 0.1242 | IoU 0.813
[2021-03-10 12:40:27,100][root][INFO] - Lr: 4.482e-03 | Epoch: [47][20/100] | Time 0.455 | Data 0.048 | Loss 0.1240 | IoU 0.814
[2021-03-10 12:40:31,489][root][INFO] - Lr: 4.470e-03 | Epoch: [47][30/100] | Time 0.450 | Data 0.043 | Loss 0.1238 | IoU 0.814
[2021-03-10 12:40:35,872][root][INFO] - Lr: 4.457e-03 | Epoch: [47][40/100] | Time 0.447 | Data 0.040 | Loss 0.1236 | IoU 0.814
[2021-03-10 12:40:40,265][root][INFO] - Lr: 4.445e-03 | Epoch: [47][50/100] | Time 0.445 | Data 0.039 | Loss 0.1234 | IoU 0.814
[2021-03-10 12:40:44,657][root][INFO] - Lr: 4.433e-03 | Epoch: [47][60/100] | Time 0.444 | Data 0.038 | Loss 0.1232 | IoU 0.814
[2021-03-10 12:40:49,054][root][INFO] - Lr: 4.420e-03 | Epoch: [47][70/100] | Time 0.444 | Data 0.037 | Loss 0.1229 | IoU 0.814
[2021-03-10 12:40:53,450][root][INFO] - Lr: 4.408e-03 | Epoch: [47][80/100] | Time 0.443 | Data 0.037 | Loss 0.1227 | IoU 0.815
[2021-03-10 12:40:57,845][root][INFO] - Lr: 4.396e-03 | Epoch: [47][90/100] | Time 0.443 | Data 0.036 | Loss 0.1225 | IoU 0.815
[2021-03-10 12:41:02,575][root][INFO] - Lr: 4.383e-03 | Epoch: [48][0/100] | Time 0.766 | Data 0.343 | Loss 0.1223 | IoU 0.815
[2021-03-10 12:41:06,967][root][INFO] - Lr: 4.371e-03 | Epoch: [48][10/100] | Time 0.469 | Data 0.062 | Loss 0.1221 | IoU 0.815
[2021-03-10 12:41:11,365][root][INFO] - Lr: 4.359e-03 | Epoch: [48][20/100] | Time 0.455 | Data 0.048 | Loss 0.1219 | IoU 0.815
[2021-03-10 12:41:15,754][root][INFO] - Lr: 4.346e-03 | Epoch: [48][30/100] | Time 0.450 | Data 0.043 | Loss 0.1217 | IoU 0.815
[2021-03-10 12:41:20,153][root][INFO] - Lr: 4.334e-03 | Epoch: [48][40/100] | Time 0.447 | Data 0.041 | Loss 0.1215 | IoU 0.816
[2021-03-10 12:41:24,538][root][INFO] - Lr: 4.322e-03 | Epoch: [48][50/100] | Time 0.446 | Data 0.039 | Loss 0.1213 | IoU 0.816
[2021-03-10 12:41:28,928][root][INFO] - Lr: 4.309e-03 | Epoch: [48][60/100] | Time 0.445 | Data 0.038 | Loss 0.1211 | IoU 0.816
[2021-03-10 12:41:33,322][root][INFO] - Lr: 4.297e-03 | Epoch: [48][70/100] | Time 0.444 | Data 0.038 | Loss 0.1209 | IoU 0.816
[2021-03-10 12:41:37,705][root][INFO] - Lr: 4.285e-03 | Epoch: [48][80/100] | Time 0.443 | Data 0.037 | Loss 0.1207 | IoU 0.816
[2021-03-10 12:41:42,090][root][INFO] - Lr: 4.272e-03 | Epoch: [48][90/100] | Time 0.443 | Data 0.037 | Loss 0.1205 | IoU 0.816
[2021-03-10 12:41:46,773][root][INFO] - Lr: 4.260e-03 | Epoch: [49][0/100] | Time 0.738 | Data 0.315 | Loss 0.1203 | IoU 0.816
[2021-03-10 12:41:51,158][root][INFO] - Lr: 4.247e-03 | Epoch: [49][10/100] | Time 0.466 | Data 0.059 | Loss 0.1201 | IoU 0.816
[2021-03-10 12:41:55,542][root][INFO] - Lr: 4.235e-03 | Epoch: [49][20/100] | Time 0.453 | Data 0.047 | Loss 0.1199 | IoU 0.817
[2021-03-10 12:41:59,930][root][INFO] - Lr: 4.223e-03 | Epoch: [49][30/100] | Time 0.448 | Data 0.042 | Loss 0.1197 | IoU 0.817
[2021-03-10 12:42:04,318][root][INFO] - Lr: 4.210e-03 | Epoch: [49][40/100] | Time 0.446 | Data 0.040 | Loss 0.1195 | IoU 0.817
[2021-03-10 12:42:08,697][root][INFO] - Lr: 4.198e-03 | Epoch: [49][50/100] | Time 0.444 | Data 0.039 | Loss 0.1193 | IoU 0.817
[2021-03-10 12:42:13,091][root][INFO] - Lr: 4.186e-03 | Epoch: [49][60/100] | Time 0.444 | Data 0.038 | Loss 0.1191 | IoU 0.817
[2021-03-10 12:42:17,479][root][INFO] - Lr: 4.173e-03 | Epoch: [49][70/100] | Time 0.443 | Data 0.037 | Loss 0.1189 | IoU 0.817
[2021-03-10 12:42:21,864][root][INFO] - Lr: 4.161e-03 | Epoch: [49][80/100] | Time 0.442 | Data 0.037 | Loss 0.1187 | IoU 0.818
[2021-03-10 12:42:26,256][root][INFO] - Lr: 4.148e-03 | Epoch: [49][90/100] | Time 0.442 | Data 0.036 | Loss 0.1185 | IoU 0.818
[2021-03-10 12:42:31,002][root][INFO] - Lr: 4.136e-03 | Epoch: [50][0/100] | Time 0.741 | Data 0.321 | Loss 0.1183 | IoU 0.818
[2021-03-10 12:42:35,383][root][INFO] - Lr: 4.124e-03 | Epoch: [50][10/100] | Time 0.466 | Data 0.059 | Loss 0.1182 | IoU 0.818
[2021-03-10 12:42:39,770][root][INFO] - Lr: 4.111e-03 | Epoch: [50][20/100] | Time 0.453 | Data 0.047 | Loss 0.1180 | IoU 0.818
[2021-03-10 12:42:44,152][root][INFO] - Lr: 4.099e-03 | Epoch: [50][30/100] | Time 0.448 | Data 0.042 | Loss 0.1178 | IoU 0.818
[2021-03-10 12:42:48,531][root][INFO] - Lr: 4.086e-03 | Epoch: [50][40/100] | Time 0.446 | Data 0.040 | Loss 0.1176 | IoU 0.818
[2021-03-10 12:42:52,916][root][INFO] - Lr: 4.074e-03 | Epoch: [50][50/100] | Time 0.444 | Data 0.039 | Loss 0.1174 | IoU 0.819
[2021-03-10 12:42:57,299][root][INFO] - Lr: 4.061e-03 | Epoch: [50][60/100] | Time 0.443 | Data 0.038 | Loss 0.1172 | IoU 0.819
[2021-03-10 12:43:01,680][root][INFO] - Lr: 4.049e-03 | Epoch: [50][70/100] | Time 0.443 | Data 0.037 | Loss 0.1170 | IoU 0.819
[2021-03-10 12:43:06,068][root][INFO] - Lr: 4.037e-03 | Epoch: [50][80/100] | Time 0.442 | Data 0.037 | Loss 0.1168 | IoU 0.819
[2021-03-10 12:43:10,455][root][INFO] - Lr: 4.024e-03 | Epoch: [50][90/100] | Time 0.442 | Data 0.036 | Loss 0.1166 | IoU 0.819
[2021-03-10 12:43:14,708][root][INFO] - 0/82
[2021-03-10 12:43:14,949][root][INFO] - 1/82
[2021-03-10 12:43:15,130][root][INFO] - 2/82
[2021-03-10 12:43:15,316][root][INFO] - 3/82
[2021-03-10 12:43:15,499][root][INFO] - 4/82
[2021-03-10 12:43:15,682][root][INFO] - 5/82
[2021-03-10 12:43:15,861][root][INFO] - 6/82
[2021-03-10 12:43:16,041][root][INFO] - 7/82
[2021-03-10 12:43:16,221][root][INFO] - 8/82
[2021-03-10 12:43:16,400][root][INFO] - 9/82
[2021-03-10 12:43:16,579][root][INFO] - 10/82
[2021-03-10 12:43:16,760][root][INFO] - 11/82
[2021-03-10 12:43:16,940][root][INFO] - 12/82
[2021-03-10 12:43:17,120][root][INFO] - 13/82
[2021-03-10 12:43:17,299][root][INFO] - 14/82
[2021-03-10 12:43:17,479][root][INFO] - 15/82
[2021-03-10 12:43:17,660][root][INFO] - 16/82
[2021-03-10 12:43:17,839][root][INFO] - 17/82
[2021-03-10 12:43:18,019][root][INFO] - 18/82
[2021-03-10 12:43:18,198][root][INFO] - 19/82
[2021-03-10 12:43:18,377][root][INFO] - 20/82
[2021-03-10 12:43:18,556][root][INFO] - 21/82
[2021-03-10 12:43:18,734][root][INFO] - 22/82
[2021-03-10 12:43:18,913][root][INFO] - 23/82
[2021-03-10 12:43:19,091][root][INFO] - 24/82
[2021-03-10 12:43:19,273][root][INFO] - 25/82
[2021-03-10 12:43:19,452][root][INFO] - 26/82
[2021-03-10 12:43:19,633][root][INFO] - 27/82
[2021-03-10 12:43:19,811][root][INFO] - 28/82
[2021-03-10 12:43:19,989][root][INFO] - 29/82
[2021-03-10 12:43:20,168][root][INFO] - 30/82
[2021-03-10 12:43:20,347][root][INFO] - 31/82
[2021-03-10 12:43:20,527][root][INFO] - 32/82
[2021-03-10 12:43:20,706][root][INFO] - 33/82
[2021-03-10 12:43:20,885][root][INFO] - 34/82
[2021-03-10 12:43:21,065][root][INFO] - 35/82
[2021-03-10 12:43:21,245][root][INFO] - 36/82
[2021-03-10 12:43:21,425][root][INFO] - 37/82
[2021-03-10 12:43:21,606][root][INFO] - 38/82
[2021-03-10 12:43:21,787][root][INFO] - 39/82
[2021-03-10 12:43:21,968][root][INFO] - 40/82
[2021-03-10 12:43:22,149][root][INFO] - 41/82
[2021-03-10 12:43:22,329][root][INFO] - 42/82
[2021-03-10 12:43:22,523][root][INFO] - 43/82
[2021-03-10 12:43:22,702][root][INFO] - 44/82
[2021-03-10 12:43:22,881][root][INFO] - 45/82
[2021-03-10 12:43:23,059][root][INFO] - 46/82
[2021-03-10 12:43:23,238][root][INFO] - 47/82
[2021-03-10 12:43:23,417][root][INFO] - 48/82
[2021-03-10 12:43:23,595][root][INFO] - 49/82
[2021-03-10 12:43:23,775][root][INFO] - 50/82
[2021-03-10 12:43:23,954][root][INFO] - 51/82
[2021-03-10 12:43:24,133][root][INFO] - 52/82
[2021-03-10 12:43:24,312][root][INFO] - 53/82
[2021-03-10 12:43:24,491][root][INFO] - 54/82
[2021-03-10 12:43:24,670][root][INFO] - 55/82
[2021-03-10 12:43:24,850][root][INFO] - 56/82
[2021-03-10 12:43:25,030][root][INFO] - 57/82
[2021-03-10 12:43:25,209][root][INFO] - 58/82
[2021-03-10 12:43:25,390][root][INFO] - 59/82
[2021-03-10 12:43:25,570][root][INFO] - 60/82
[2021-03-10 12:43:25,750][root][INFO] - 61/82
[2021-03-10 12:43:25,929][root][INFO] - 62/82
[2021-03-10 12:43:26,108][root][INFO] - 63/82
[2021-03-10 12:43:26,288][root][INFO] - 64/82
[2021-03-10 12:43:26,468][root][INFO] - 65/82
[2021-03-10 12:43:26,648][root][INFO] - 66/82
[2021-03-10 12:43:26,827][root][INFO] - 67/82
[2021-03-10 12:43:27,007][root][INFO] - 68/82
[2021-03-10 12:43:27,185][root][INFO] - 69/82
[2021-03-10 12:43:27,364][root][INFO] - 70/82
[2021-03-10 12:43:27,544][root][INFO] - 71/82
[2021-03-10 12:43:27,723][root][INFO] - 72/82
[2021-03-10 12:43:27,904][root][INFO] - 73/82
[2021-03-10 12:43:28,083][root][INFO] - 74/82
[2021-03-10 12:43:28,262][root][INFO] - 75/82
[2021-03-10 12:43:28,442][root][INFO] - 76/82
[2021-03-10 12:43:28,620][root][INFO] - 77/82
[2021-03-10 12:43:28,798][root][INFO] - 78/82
[2021-03-10 12:43:28,977][root][INFO] - 79/82
[2021-03-10 12:43:29,155][root][INFO] - 80/82
[2021-03-10 12:43:29,334][root][INFO] - 81/82
[2021-03-10 12:43:29,537][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.2382
IoU avg 0.547
[2021-03-10 12:43:29,540][root][INFO] - ---> save checkpoint
[2021-03-10 12:43:34,015][root][INFO] - Lr: 4.012e-03 | Epoch: [51][0/100] | Time 0.801 | Data 0.358 | Loss 0.1165 | IoU 0.819
[2021-03-10 12:43:38,398][root][INFO] - Lr: 3.999e-03 | Epoch: [51][10/100] | Time 0.471 | Data 0.063 | Loss 0.1163 | IoU 0.819
[2021-03-10 12:43:42,776][root][INFO] - Lr: 3.987e-03 | Epoch: [51][20/100] | Time 0.455 | Data 0.049 | Loss 0.1161 | IoU 0.820
[2021-03-10 12:43:47,151][root][INFO] - Lr: 3.974e-03 | Epoch: [51][30/100] | Time 0.450 | Data 0.044 | Loss 0.1159 | IoU 0.820
[2021-03-10 12:43:51,534][root][INFO] - Lr: 3.962e-03 | Epoch: [51][40/100] | Time 0.447 | Data 0.041 | Loss 0.1157 | IoU 0.820
[2021-03-10 12:43:55,914][root][INFO] - Lr: 3.949e-03 | Epoch: [51][50/100] | Time 0.445 | Data 0.040 | Loss 0.1156 | IoU 0.820
[2021-03-10 12:44:00,299][root][INFO] - Lr: 3.937e-03 | Epoch: [51][60/100] | Time 0.444 | Data 0.039 | Loss 0.1154 | IoU 0.820
[2021-03-10 12:44:04,680][root][INFO] - Lr: 3.924e-03 | Epoch: [51][70/100] | Time 0.443 | Data 0.038 | Loss 0.1152 | IoU 0.820
[2021-03-10 12:44:09,064][root][INFO] - Lr: 3.912e-03 | Epoch: [51][80/100] | Time 0.443 | Data 0.037 | Loss 0.1150 | IoU 0.820
[2021-03-10 12:44:13,445][root][INFO] - Lr: 3.899e-03 | Epoch: [51][90/100] | Time 0.442 | Data 0.037 | Loss 0.1149 | IoU 0.820
[2021-03-10 12:44:18,213][root][INFO] - Lr: 3.887e-03 | Epoch: [52][0/100] | Time 0.792 | Data 0.354 | Loss 0.1147 | IoU 0.820
[2021-03-10 12:44:22,615][root][INFO] - Lr: 3.874e-03 | Epoch: [52][10/100] | Time 0.472 | Data 0.062 | Loss 0.1145 | IoU 0.820
[2021-03-10 12:44:26,999][root][INFO] - Lr: 3.862e-03 | Epoch: [52][20/100] | Time 0.456 | Data 0.048 | Loss 0.1143 | IoU 0.821
[2021-03-10 12:44:31,379][root][INFO] - Lr: 3.849e-03 | Epoch: [52][30/100] | Time 0.450 | Data 0.044 | Loss 0.1142 | IoU 0.821
[2021-03-10 12:44:35,773][root][INFO] - Lr: 3.837e-03 | Epoch: [52][40/100] | Time 0.448 | Data 0.041 | Loss 0.1140 | IoU 0.821
[2021-03-10 12:44:40,160][root][INFO] - Lr: 3.824e-03 | Epoch: [52][50/100] | Time 0.446 | Data 0.040 | Loss 0.1138 | IoU 0.821
[2021-03-10 12:44:44,555][root][INFO] - Lr: 3.812e-03 | Epoch: [52][60/100] | Time 0.445 | Data 0.038 | Loss 0.1136 | IoU 0.821
[2021-03-10 12:44:48,943][root][INFO] - Lr: 3.799e-03 | Epoch: [52][70/100] | Time 0.444 | Data 0.038 | Loss 0.1135 | IoU 0.821
[2021-03-10 12:44:53,335][root][INFO] - Lr: 3.787e-03 | Epoch: [52][80/100] | Time 0.443 | Data 0.037 | Loss 0.1133 | IoU 0.821
[2021-03-10 12:44:57,727][root][INFO] - Lr: 3.774e-03 | Epoch: [52][90/100] | Time 0.443 | Data 0.037 | Loss 0.1131 | IoU 0.822
[2021-03-10 12:45:02,450][root][INFO] - Lr: 3.762e-03 | Epoch: [53][0/100] | Time 0.756 | Data 0.329 | Loss 0.1129 | IoU 0.822
[2021-03-10 12:45:06,840][root][INFO] - Lr: 3.749e-03 | Epoch: [53][10/100] | Time 0.468 | Data 0.060 | Loss 0.1128 | IoU 0.822
[2021-03-10 12:45:11,224][root][INFO] - Lr: 3.737e-03 | Epoch: [53][20/100] | Time 0.454 | Data 0.047 | Loss 0.1126 | IoU 0.822
[2021-03-10 12:45:15,604][root][INFO] - Lr: 3.724e-03 | Epoch: [53][30/100] | Time 0.449 | Data 0.043 | Loss 0.1124 | IoU 0.822
[2021-03-10 12:45:19,987][root][INFO] - Lr: 3.712e-03 | Epoch: [53][40/100] | Time 0.446 | Data 0.041 | Loss 0.1123 | IoU 0.822
[2021-03-10 12:45:24,373][root][INFO] - Lr: 3.699e-03 | Epoch: [53][50/100] | Time 0.445 | Data 0.039 | Loss 0.1121 | IoU 0.822
[2021-03-10 12:45:28,760][root][INFO] - Lr: 3.686e-03 | Epoch: [53][60/100] | Time 0.444 | Data 0.038 | Loss 0.1119 | IoU 0.823
[2021-03-10 12:45:33,148][root][INFO] - Lr: 3.674e-03 | Epoch: [53][70/100] | Time 0.443 | Data 0.037 | Loss 0.1118 | IoU 0.823
[2021-03-10 12:45:37,544][root][INFO] - Lr: 3.661e-03 | Epoch: [53][80/100] | Time 0.443 | Data 0.037 | Loss 0.1116 | IoU 0.823
[2021-03-10 12:45:41,934][root][INFO] - Lr: 3.649e-03 | Epoch: [53][90/100] | Time 0.442 | Data 0.036 | Loss 0.1114 | IoU 0.823
[2021-03-10 12:45:46,647][root][INFO] - Lr: 3.636e-03 | Epoch: [54][0/100] | Time 0.741 | Data 0.317 | Loss 0.1112 | IoU 0.823
[2021-03-10 12:45:51,030][root][INFO] - Lr: 3.624e-03 | Epoch: [54][10/100] | Time 0.466 | Data 0.059 | Loss 0.1111 | IoU 0.823
[2021-03-10 12:45:55,415][root][INFO] - Lr: 3.611e-03 | Epoch: [54][20/100] | Time 0.453 | Data 0.047 | Loss 0.1109 | IoU 0.823
[2021-03-10 12:45:59,794][root][INFO] - Lr: 3.598e-03 | Epoch: [54][30/100] | Time 0.448 | Data 0.042 | Loss 0.1108 | IoU 0.823
[2021-03-10 12:46:04,176][root][INFO] - Lr: 3.586e-03 | Epoch: [54][40/100] | Time 0.446 | Data 0.040 | Loss 0.1106 | IoU 0.824
[2021-03-10 12:46:08,561][root][INFO] - Lr: 3.573e-03 | Epoch: [54][50/100] | Time 0.444 | Data 0.039 | Loss 0.1104 | IoU 0.824
[2021-03-10 12:46:12,946][root][INFO] - Lr: 3.561e-03 | Epoch: [54][60/100] | Time 0.443 | Data 0.038 | Loss 0.1103 | IoU 0.824
[2021-03-10 12:46:17,337][root][INFO] - Lr: 3.548e-03 | Epoch: [54][70/100] | Time 0.443 | Data 0.037 | Loss 0.1101 | IoU 0.824
[2021-03-10 12:46:21,717][root][INFO] - Lr: 3.535e-03 | Epoch: [54][80/100] | Time 0.442 | Data 0.037 | Loss 0.1099 | IoU 0.824
[2021-03-10 12:46:26,095][root][INFO] - Lr: 3.523e-03 | Epoch: [54][90/100] | Time 0.442 | Data 0.036 | Loss 0.1098 | IoU 0.824
[2021-03-10 12:46:30,814][root][INFO] - Lr: 3.510e-03 | Epoch: [55][0/100] | Time 0.752 | Data 0.332 | Loss 0.1096 | IoU 0.824
[2021-03-10 12:46:35,202][root][INFO] - Lr: 3.497e-03 | Epoch: [55][10/100] | Time 0.467 | Data 0.060 | Loss 0.1095 | IoU 0.824
[2021-03-10 12:46:39,593][root][INFO] - Lr: 3.485e-03 | Epoch: [55][20/100] | Time 0.454 | Data 0.047 | Loss 0.1093 | IoU 0.825
[2021-03-10 12:46:43,983][root][INFO] - Lr: 3.472e-03 | Epoch: [55][30/100] | Time 0.449 | Data 0.043 | Loss 0.1091 | IoU 0.825
[2021-03-10 12:46:48,369][root][INFO] - Lr: 3.459e-03 | Epoch: [55][40/100] | Time 0.446 | Data 0.040 | Loss 0.1090 | IoU 0.825
[2021-03-10 12:46:52,760][root][INFO] - Lr: 3.447e-03 | Epoch: [55][50/100] | Time 0.445 | Data 0.039 | Loss 0.1088 | IoU 0.825
[2021-03-10 12:46:57,139][root][INFO] - Lr: 3.434e-03 | Epoch: [55][60/100] | Time 0.444 | Data 0.038 | Loss 0.1087 | IoU 0.825
[2021-03-10 12:47:01,522][root][INFO] - Lr: 3.421e-03 | Epoch: [55][70/100] | Time 0.443 | Data 0.037 | Loss 0.1085 | IoU 0.825
[2021-03-10 12:47:05,906][root][INFO] - Lr: 3.409e-03 | Epoch: [55][80/100] | Time 0.443 | Data 0.037 | Loss 0.1083 | IoU 0.825
[2021-03-10 12:47:10,286][root][INFO] - Lr: 3.396e-03 | Epoch: [55][90/100] | Time 0.442 | Data 0.036 | Loss 0.1082 | IoU 0.825
[2021-03-10 12:47:14,623][root][INFO] - 0/82
[2021-03-10 12:47:14,839][root][INFO] - 1/82
[2021-03-10 12:47:15,020][root][INFO] - 2/82
[2021-03-10 12:47:15,207][root][INFO] - 3/82
[2021-03-10 12:47:15,387][root][INFO] - 4/82
[2021-03-10 12:47:15,565][root][INFO] - 5/82
[2021-03-10 12:47:15,743][root][INFO] - 6/82
[2021-03-10 12:47:15,922][root][INFO] - 7/82
[2021-03-10 12:47:16,104][root][INFO] - 8/82
[2021-03-10 12:47:16,283][root][INFO] - 9/82
[2021-03-10 12:47:16,463][root][INFO] - 10/82
[2021-03-10 12:47:16,642][root][INFO] - 11/82
[2021-03-10 12:47:16,821][root][INFO] - 12/82
[2021-03-10 12:47:17,000][root][INFO] - 13/82
[2021-03-10 12:47:17,178][root][INFO] - 14/82
[2021-03-10 12:47:17,356][root][INFO] - 15/82
[2021-03-10 12:47:17,535][root][INFO] - 16/82
[2021-03-10 12:47:17,715][root][INFO] - 17/82
[2021-03-10 12:47:17,895][root][INFO] - 18/82
[2021-03-10 12:47:18,074][root][INFO] - 19/82
[2021-03-10 12:47:18,253][root][INFO] - 20/82
[2021-03-10 12:47:18,432][root][INFO] - 21/82
[2021-03-10 12:47:18,612][root][INFO] - 22/82
[2021-03-10 12:47:18,792][root][INFO] - 23/82
[2021-03-10 12:47:18,972][root][INFO] - 24/82
[2021-03-10 12:47:19,152][root][INFO] - 25/82
[2021-03-10 12:47:19,330][root][INFO] - 26/82
[2021-03-10 12:47:19,509][root][INFO] - 27/82
[2021-03-10 12:47:19,688][root][INFO] - 28/82
[2021-03-10 12:47:19,867][root][INFO] - 29/82
[2021-03-10 12:47:20,047][root][INFO] - 30/82
[2021-03-10 12:47:20,226][root][INFO] - 31/82
[2021-03-10 12:47:20,407][root][INFO] - 32/82
[2021-03-10 12:47:20,595][root][INFO] - 33/82
[2021-03-10 12:47:20,775][root][INFO] - 34/82
[2021-03-10 12:47:20,954][root][INFO] - 35/82
[2021-03-10 12:47:21,134][root][INFO] - 36/82
[2021-03-10 12:47:21,314][root][INFO] - 37/82
[2021-03-10 12:47:21,494][root][INFO] - 38/82
[2021-03-10 12:47:21,682][root][INFO] - 39/82
[2021-03-10 12:47:21,861][root][INFO] - 40/82
[2021-03-10 12:47:22,039][root][INFO] - 41/82
[2021-03-10 12:47:22,218][root][INFO] - 42/82
[2021-03-10 12:47:22,398][root][INFO] - 43/82
[2021-03-10 12:47:22,578][root][INFO] - 44/82
[2021-03-10 12:47:22,758][root][INFO] - 45/82
[2021-03-10 12:47:22,947][root][INFO] - 46/82
[2021-03-10 12:47:23,126][root][INFO] - 47/82
[2021-03-10 12:47:23,305][root][INFO] - 48/82
[2021-03-10 12:47:23,484][root][INFO] - 49/82
[2021-03-10 12:47:23,663][root][INFO] - 50/82
[2021-03-10 12:47:23,843][root][INFO] - 51/82
[2021-03-10 12:47:24,023][root][INFO] - 52/82
[2021-03-10 12:47:24,202][root][INFO] - 53/82
[2021-03-10 12:47:24,381][root][INFO] - 54/82
[2021-03-10 12:47:24,567][root][INFO] - 55/82
[2021-03-10 12:47:24,747][root][INFO] - 56/82
[2021-03-10 12:47:24,927][root][INFO] - 57/82
[2021-03-10 12:47:25,107][root][INFO] - 58/82
[2021-03-10 12:47:25,286][root][INFO] - 59/82
[2021-03-10 12:47:25,466][root][INFO] - 60/82
[2021-03-10 12:47:25,655][root][INFO] - 61/82
[2021-03-10 12:47:25,839][root][INFO] - 62/82
[2021-03-10 12:47:26,019][root][INFO] - 63/82
[2021-03-10 12:47:26,203][root][INFO] - 64/82
[2021-03-10 12:47:26,382][root][INFO] - 65/82
[2021-03-10 12:47:26,560][root][INFO] - 66/82
[2021-03-10 12:47:26,739][root][INFO] - 67/82
[2021-03-10 12:47:26,918][root][INFO] - 68/82
[2021-03-10 12:47:27,099][root][INFO] - 69/82
[2021-03-10 12:47:27,280][root][INFO] - 70/82
[2021-03-10 12:47:27,460][root][INFO] - 71/82
[2021-03-10 12:47:27,640][root][INFO] - 72/82
[2021-03-10 12:47:27,818][root][INFO] - 73/82
[2021-03-10 12:47:27,998][root][INFO] - 74/82
[2021-03-10 12:47:28,177][root][INFO] - 75/82
[2021-03-10 12:47:28,356][root][INFO] - 76/82
[2021-03-10 12:47:28,535][root][INFO] - 77/82
[2021-03-10 12:47:28,713][root][INFO] - 78/82
[2021-03-10 12:47:28,891][root][INFO] - 79/82
[2021-03-10 12:47:29,086][root][INFO] - 80/82
[2021-03-10 12:47:29,264][root][INFO] - 81/82
[2021-03-10 12:47:29,470][root][INFO] - Validation set:
Time avg per batch 0.185
Loss avg 1.2595
IoU avg 0.546
[2021-03-10 12:47:30,290][root][INFO] - Lr: 3.383e-03 | Epoch: [56][0/100] | Time 0.768 | Data 0.335 | Loss 0.1080 | IoU 0.825
[2021-03-10 12:47:34,680][root][INFO] - Lr: 3.371e-03 | Epoch: [56][10/100] | Time 0.469 | Data 0.061 | Loss 0.1079 | IoU 0.826
[2021-03-10 12:47:39,070][root][INFO] - Lr: 3.358e-03 | Epoch: [56][20/100] | Time 0.455 | Data 0.048 | Loss 0.1077 | IoU 0.826
[2021-03-10 12:47:43,449][root][INFO] - Lr: 3.345e-03 | Epoch: [56][30/100] | Time 0.449 | Data 0.043 | Loss 0.1076 | IoU 0.826
[2021-03-10 12:47:47,839][root][INFO] - Lr: 3.333e-03 | Epoch: [56][40/100] | Time 0.447 | Data 0.041 | Loss 0.1074 | IoU 0.826
[2021-03-10 12:47:52,228][root][INFO] - Lr: 3.320e-03 | Epoch: [56][50/100] | Time 0.445 | Data 0.039 | Loss 0.1073 | IoU 0.826
[2021-03-10 12:47:56,612][root][INFO] - Lr: 3.307e-03 | Epoch: [56][60/100] | Time 0.444 | Data 0.038 | Loss 0.1071 | IoU 0.826
[2021-03-10 12:48:00,997][root][INFO] - Lr: 3.295e-03 | Epoch: [56][70/100] | Time 0.443 | Data 0.038 | Loss 0.1070 | IoU 0.826
[2021-03-10 12:48:05,386][root][INFO] - Lr: 3.282e-03 | Epoch: [56][80/100] | Time 0.443 | Data 0.037 | Loss 0.1068 | IoU 0.826
[2021-03-10 12:48:09,765][root][INFO] - Lr: 3.269e-03 | Epoch: [56][90/100] | Time 0.442 | Data 0.037 | Loss 0.1067 | IoU 0.827
[2021-03-10 12:48:14,464][root][INFO] - Lr: 3.256e-03 | Epoch: [57][0/100] | Time 0.742 | Data 0.319 | Loss 0.1065 | IoU 0.827
[2021-03-10 12:48:18,848][root][INFO] - Lr: 3.244e-03 | Epoch: [57][10/100] | Time 0.466 | Data 0.059 | Loss 0.1064 | IoU 0.827
[2021-03-10 12:48:23,235][root][INFO] - Lr: 3.231e-03 | Epoch: [57][20/100] | Time 0.453 | Data 0.047 | Loss 0.1062 | IoU 0.827
[2021-03-10 12:48:27,628][root][INFO] - Lr: 3.218e-03 | Epoch: [57][30/100] | Time 0.449 | Data 0.042 | Loss 0.1060 | IoU 0.827
[2021-03-10 12:48:32,017][root][INFO] - Lr: 3.205e-03 | Epoch: [57][40/100] | Time 0.446 | Data 0.040 | Loss 0.1059 | IoU 0.827
[2021-03-10 12:48:36,403][root][INFO] - Lr: 3.193e-03 | Epoch: [57][50/100] | Time 0.445 | Data 0.039 | Loss 0.1058 | IoU 0.827
[2021-03-10 12:48:40,797][root][INFO] - Lr: 3.180e-03 | Epoch: [57][60/100] | Time 0.444 | Data 0.038 | Loss 0.1056 | IoU 0.827
[2021-03-10 12:48:45,181][root][INFO] - Lr: 3.167e-03 | Epoch: [57][70/100] | Time 0.443 | Data 0.037 | Loss 0.1055 | IoU 0.827
[2021-03-10 12:48:49,563][root][INFO] - Lr: 3.154e-03 | Epoch: [57][80/100] | Time 0.442 | Data 0.037 | Loss 0.1053 | IoU 0.828
[2021-03-10 12:48:53,949][root][INFO] - Lr: 3.141e-03 | Epoch: [57][90/100] | Time 0.442 | Data 0.036 | Loss 0.1052 | IoU 0.828
[2021-03-10 12:48:58,652][root][INFO] - Lr: 3.129e-03 | Epoch: [58][0/100] | Time 0.753 | Data 0.330 | Loss 0.1050 | IoU 0.828
[2021-03-10 12:49:03,048][root][INFO] - Lr: 3.116e-03 | Epoch: [58][10/100] | Time 0.468 | Data 0.060 | Loss 0.1049 | IoU 0.828
[2021-03-10 12:49:07,437][root][INFO] - Lr: 3.103e-03 | Epoch: [58][20/100] | Time 0.454 | Data 0.047 | Loss 0.1047 | IoU 0.828
[2021-03-10 12:49:11,830][root][INFO] - Lr: 3.090e-03 | Epoch: [58][30/100] | Time 0.449 | Data 0.043 | Loss 0.1046 | IoU 0.828
[2021-03-10 12:49:16,210][root][INFO] - Lr: 3.077e-03 | Epoch: [58][40/100] | Time 0.447 | Data 0.041 | Loss 0.1044 | IoU 0.828
[2021-03-10 12:49:20,590][root][INFO] - Lr: 3.065e-03 | Epoch: [58][50/100] | Time 0.445 | Data 0.039 | Loss 0.1043 | IoU 0.828
[2021-03-10 12:49:24,977][root][INFO] - Lr: 3.052e-03 | Epoch: [58][60/100] | Time 0.444 | Data 0.038 | Loss 0.1042 | IoU 0.828
[2021-03-10 12:49:29,364][root][INFO] - Lr: 3.039e-03 | Epoch: [58][70/100] | Time 0.443 | Data 0.037 | Loss 0.1040 | IoU 0.829
[2021-03-10 12:49:33,750][root][INFO] - Lr: 3.026e-03 | Epoch: [58][80/100] | Time 0.443 | Data 0.037 | Loss 0.1039 | IoU 0.829
[2021-03-10 12:49:38,133][root][INFO] - Lr: 3.013e-03 | Epoch: [58][90/100] | Time 0.442 | Data 0.037 | Loss 0.1037 | IoU 0.829
[2021-03-10 12:49:42,821][root][INFO] - Lr: 3.000e-03 | Epoch: [59][0/100] | Time 0.735 | Data 0.316 | Loss 0.1036 | IoU 0.829
[2021-03-10 12:49:47,209][root][INFO] - Lr: 2.987e-03 | Epoch: [59][10/100] | Time 0.466 | Data 0.059 | Loss 0.1034 | IoU 0.829
[2021-03-10 12:49:51,596][root][INFO] - Lr: 2.975e-03 | Epoch: [59][20/100] | Time 0.453 | Data 0.047 | Loss 0.1033 | IoU 0.829
[2021-03-10 12:49:55,979][root][INFO] - Lr: 2.962e-03 | Epoch: [59][30/100] | Time 0.448 | Data 0.042 | Loss 0.1032 | IoU 0.829
[2021-03-10 12:50:00,357][root][INFO] - Lr: 2.949e-03 | Epoch: [59][40/100] | Time 0.446 | Data 0.040 | Loss 0.1030 | IoU 0.829
[2021-03-10 12:50:04,739][root][INFO] - Lr: 2.936e-03 | Epoch: [59][50/100] | Time 0.444 | Data 0.039 | Loss 0.1029 | IoU 0.830
[2021-03-10 12:50:09,126][root][INFO] - Lr: 2.923e-03 | Epoch: [59][60/100] | Time 0.443 | Data 0.038 | Loss 0.1027 | IoU 0.830
[2021-03-10 12:50:13,506][root][INFO] - Lr: 2.910e-03 | Epoch: [59][70/100] | Time 0.443 | Data 0.037 | Loss 0.1026 | IoU 0.830
[2021-03-10 12:50:17,887][root][INFO] - Lr: 2.897e-03 | Epoch: [59][80/100] | Time 0.442 | Data 0.037 | Loss 0.1025 | IoU 0.830
[2021-03-10 12:50:22,275][root][INFO] - Lr: 2.884e-03 | Epoch: [59][90/100] | Time 0.442 | Data 0.036 | Loss 0.1023 | IoU 0.830
[2021-03-10 12:50:26,971][root][INFO] - Lr: 2.871e-03 | Epoch: [60][0/100] | Time 0.745 | Data 0.325 | Loss 0.1022 | IoU 0.830
[2021-03-10 12:50:31,344][root][INFO] - Lr: 2.858e-03 | Epoch: [60][10/100] | Time 0.465 | Data 0.060 | Loss 0.1021 | IoU 0.830
[2021-03-10 12:50:35,735][root][INFO] - Lr: 2.846e-03 | Epoch: [60][20/100] | Time 0.453 | Data 0.047 | Loss 0.1019 | IoU 0.830
[2021-03-10 12:50:40,131][root][INFO] - Lr: 2.833e-03 | Epoch: [60][30/100] | Time 0.449 | Data 0.043 | Loss 0.1018 | IoU 0.830
[2021-03-10 12:50:44,512][root][INFO] - Lr: 2.820e-03 | Epoch: [60][40/100] | Time 0.446 | Data 0.040 | Loss 0.1016 | IoU 0.830
[2021-03-10 12:50:48,893][root][INFO] - Lr: 2.807e-03 | Epoch: [60][50/100] | Time 0.444 | Data 0.039 | Loss 0.1015 | IoU 0.831
[2021-03-10 12:50:53,286][root][INFO] - Lr: 2.794e-03 | Epoch: [60][60/100] | Time 0.444 | Data 0.038 | Loss 0.1014 | IoU 0.831
[2021-03-10 12:50:57,673][root][INFO] - Lr: 2.781e-03 | Epoch: [60][70/100] | Time 0.443 | Data 0.037 | Loss 0.1013 | IoU 0.831
[2021-03-10 12:51:02,053][root][INFO] - Lr: 2.768e-03 | Epoch: [60][80/100] | Time 0.442 | Data 0.037 | Loss 0.1011 | IoU 0.831
[2021-03-10 12:51:06,433][root][INFO] - Lr: 2.755e-03 | Epoch: [60][90/100] | Time 0.442 | Data 0.036 | Loss 0.1010 | IoU 0.831
[2021-03-10 12:51:10,694][root][INFO] - 0/82
[2021-03-10 12:51:10,929][root][INFO] - 1/82
[2021-03-10 12:51:11,114][root][INFO] - 2/82
[2021-03-10 12:51:11,293][root][INFO] - 3/82
[2021-03-10 12:51:11,474][root][INFO] - 4/82
[2021-03-10 12:51:11,654][root][INFO] - 5/82
[2021-03-10 12:51:11,833][root][INFO] - 6/82
[2021-03-10 12:51:12,011][root][INFO] - 7/82
[2021-03-10 12:51:12,189][root][INFO] - 8/82
[2021-03-10 12:51:12,368][root][INFO] - 9/82
[2021-03-10 12:51:12,547][root][INFO] - 10/82
[2021-03-10 12:51:12,726][root][INFO] - 11/82
[2021-03-10 12:51:12,904][root][INFO] - 12/82
[2021-03-10 12:51:13,084][root][INFO] - 13/82
[2021-03-10 12:51:13,264][root][INFO] - 14/82
[2021-03-10 12:51:13,443][root][INFO] - 15/82
[2021-03-10 12:51:13,622][root][INFO] - 16/82
[2021-03-10 12:51:13,800][root][INFO] - 17/82
[2021-03-10 12:51:13,979][root][INFO] - 18/82
[2021-03-10 12:51:14,159][root][INFO] - 19/82
[2021-03-10 12:51:14,339][root][INFO] - 20/82
[2021-03-10 12:51:14,518][root][INFO] - 21/82
[2021-03-10 12:51:14,698][root][INFO] - 22/82
[2021-03-10 12:51:14,878][root][INFO] - 23/82
[2021-03-10 12:51:15,056][root][INFO] - 24/82
[2021-03-10 12:51:15,235][root][INFO] - 25/82
[2021-03-10 12:51:15,415][root][INFO] - 26/82
[2021-03-10 12:51:15,593][root][INFO] - 27/82
[2021-03-10 12:51:15,771][root][INFO] - 28/82
[2021-03-10 12:51:15,950][root][INFO] - 29/82
[2021-03-10 12:51:16,129][root][INFO] - 30/82
[2021-03-10 12:51:16,308][root][INFO] - 31/82
[2021-03-10 12:51:16,487][root][INFO] - 32/82
[2021-03-10 12:51:16,666][root][INFO] - 33/82
[2021-03-10 12:51:16,847][root][INFO] - 34/82
[2021-03-10 12:51:17,041][root][INFO] - 35/82
[2021-03-10 12:51:17,224][root][INFO] - 36/82
[2021-03-10 12:51:17,402][root][INFO] - 37/82
[2021-03-10 12:51:17,579][root][INFO] - 38/82
[2021-03-10 12:51:17,758][root][INFO] - 39/82
[2021-03-10 12:51:17,938][root][INFO] - 40/82
[2021-03-10 12:51:18,122][root][INFO] - 41/82
[2021-03-10 12:51:18,302][root][INFO] - 42/82
[2021-03-10 12:51:18,483][root][INFO] - 43/82
[2021-03-10 12:51:18,662][root][INFO] - 44/82
[2021-03-10 12:51:18,841][root][INFO] - 45/82
[2021-03-10 12:51:19,020][root][INFO] - 46/82
[2021-03-10 12:51:19,200][root][INFO] - 47/82
[2021-03-10 12:51:19,381][root][INFO] - 48/82
[2021-03-10 12:51:19,562][root][INFO] - 49/82
[2021-03-10 12:51:19,742][root][INFO] - 50/82
[2021-03-10 12:51:19,922][root][INFO] - 51/82
[2021-03-10 12:51:20,103][root][INFO] - 52/82
[2021-03-10 12:51:20,283][root][INFO] - 53/82
[2021-03-10 12:51:20,464][root][INFO] - 54/82
[2021-03-10 12:51:20,645][root][INFO] - 55/82
[2021-03-10 12:51:20,825][root][INFO] - 56/82
[2021-03-10 12:51:21,004][root][INFO] - 57/82
[2021-03-10 12:51:21,183][root][INFO] - 58/82
[2021-03-10 12:51:21,363][root][INFO] - 59/82
[2021-03-10 12:51:21,547][root][INFO] - 60/82
[2021-03-10 12:51:21,726][root][INFO] - 61/82
[2021-03-10 12:51:21,907][root][INFO] - 62/82
[2021-03-10 12:51:22,086][root][INFO] - 63/82
[2021-03-10 12:51:22,265][root][INFO] - 64/82
[2021-03-10 12:51:22,444][root][INFO] - 65/82
[2021-03-10 12:51:22,627][root][INFO] - 66/82
[2021-03-10 12:51:22,807][root][INFO] - 67/82
[2021-03-10 12:51:22,987][root][INFO] - 68/82
[2021-03-10 12:51:23,166][root][INFO] - 69/82
[2021-03-10 12:51:23,359][root][INFO] - 70/82
[2021-03-10 12:51:23,538][root][INFO] - 71/82
[2021-03-10 12:51:23,717][root][INFO] - 72/82
[2021-03-10 12:51:23,908][root][INFO] - 73/82
[2021-03-10 12:51:24,087][root][INFO] - 74/82
[2021-03-10 12:51:24,266][root][INFO] - 75/82
[2021-03-10 12:51:24,445][root][INFO] - 76/82
[2021-03-10 12:51:24,623][root][INFO] - 77/82
[2021-03-10 12:51:24,801][root][INFO] - 78/82
[2021-03-10 12:51:24,979][root][INFO] - 79/82
[2021-03-10 12:51:25,158][root][INFO] - 80/82
[2021-03-10 12:51:25,339][root][INFO] - 81/82
[2021-03-10 12:51:25,544][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.2947
IoU avg 0.546
[2021-03-10 12:51:26,354][root][INFO] - Lr: 2.742e-03 | Epoch: [61][0/100] | Time 0.757 | Data 0.337 | Loss 0.1009 | IoU 0.831
[2021-03-10 12:51:30,734][root][INFO] - Lr: 2.729e-03 | Epoch: [61][10/100] | Time 0.467 | Data 0.061 | Loss 0.1007 | IoU 0.831
[2021-03-10 12:51:35,113][root][INFO] - Lr: 2.716e-03 | Epoch: [61][20/100] | Time 0.453 | Data 0.048 | Loss 0.1006 | IoU 0.831
[2021-03-10 12:51:39,497][root][INFO] - Lr: 2.703e-03 | Epoch: [61][30/100] | Time 0.448 | Data 0.043 | Loss 0.1005 | IoU 0.831
[2021-03-10 12:51:43,882][root][INFO] - Lr: 2.690e-03 | Epoch: [61][40/100] | Time 0.446 | Data 0.041 | Loss 0.1003 | IoU 0.831
[2021-03-10 12:51:48,267][root][INFO] - Lr: 2.677e-03 | Epoch: [61][50/100] | Time 0.445 | Data 0.039 | Loss 0.1002 | IoU 0.831
[2021-03-10 12:51:52,651][root][INFO] - Lr: 2.664e-03 | Epoch: [61][60/100] | Time 0.444 | Data 0.038 | Loss 0.1001 | IoU 0.832
[2021-03-10 12:51:57,035][root][INFO] - Lr: 2.651e-03 | Epoch: [61][70/100] | Time 0.443 | Data 0.038 | Loss 0.0999 | IoU 0.832
[2021-03-10 12:52:01,416][root][INFO] - Lr: 2.638e-03 | Epoch: [61][80/100] | Time 0.442 | Data 0.037 | Loss 0.0998 | IoU 0.832
[2021-03-10 12:52:05,800][root][INFO] - Lr: 2.625e-03 | Epoch: [61][90/100] | Time 0.442 | Data 0.037 | Loss 0.0997 | IoU 0.832
[2021-03-10 12:52:10,525][root][INFO] - Lr: 2.612e-03 | Epoch: [62][0/100] | Time 0.759 | Data 0.316 | Loss 0.0996 | IoU 0.832
[2021-03-10 12:52:14,924][root][INFO] - Lr: 2.599e-03 | Epoch: [62][10/100] | Time 0.469 | Data 0.059 | Loss 0.0994 | IoU 0.832
[2021-03-10 12:52:19,310][root][INFO] - Lr: 2.586e-03 | Epoch: [62][20/100] | Time 0.454 | Data 0.047 | Loss 0.0993 | IoU 0.832
[2021-03-10 12:52:23,705][root][INFO] - Lr: 2.572e-03 | Epoch: [62][30/100] | Time 0.450 | Data 0.042 | Loss 0.0992 | IoU 0.832
[2021-03-10 12:52:28,098][root][INFO] - Lr: 2.559e-03 | Epoch: [62][40/100] | Time 0.447 | Data 0.040 | Loss 0.0990 | IoU 0.832
[2021-03-10 12:52:32,486][root][INFO] - Lr: 2.546e-03 | Epoch: [62][50/100] | Time 0.446 | Data 0.039 | Loss 0.0989 | IoU 0.832
[2021-03-10 12:52:36,874][root][INFO] - Lr: 2.533e-03 | Epoch: [62][60/100] | Time 0.444 | Data 0.038 | Loss 0.0988 | IoU 0.833
[2021-03-10 12:52:41,262][root][INFO] - Lr: 2.520e-03 | Epoch: [62][70/100] | Time 0.444 | Data 0.037 | Loss 0.0987 | IoU 0.833
[2021-03-10 12:52:45,651][root][INFO] - Lr: 2.507e-03 | Epoch: [62][80/100] | Time 0.443 | Data 0.037 | Loss 0.0985 | IoU 0.833
[2021-03-10 12:52:50,032][root][INFO] - Lr: 2.494e-03 | Epoch: [62][90/100] | Time 0.442 | Data 0.036 | Loss 0.0984 | IoU 0.833
[2021-03-10 12:52:54,746][root][INFO] - Lr: 2.481e-03 | Epoch: [63][0/100] | Time 0.754 | Data 0.331 | Loss 0.0983 | IoU 0.833
[2021-03-10 12:52:59,128][root][INFO] - Lr: 2.468e-03 | Epoch: [63][10/100] | Time 0.467 | Data 0.060 | Loss 0.0982 | IoU 0.833
[2021-03-10 12:53:03,511][root][INFO] - Lr: 2.454e-03 | Epoch: [63][20/100] | Time 0.453 | Data 0.047 | Loss 0.0980 | IoU 0.833
[2021-03-10 12:53:07,896][root][INFO] - Lr: 2.441e-03 | Epoch: [63][30/100] | Time 0.448 | Data 0.043 | Loss 0.0979 | IoU 0.833
[2021-03-10 12:53:12,291][root][INFO] - Lr: 2.428e-03 | Epoch: [63][40/100] | Time 0.446 | Data 0.041 | Loss 0.0978 | IoU 0.833
[2021-03-10 12:53:16,677][root][INFO] - Lr: 2.415e-03 | Epoch: [63][50/100] | Time 0.445 | Data 0.039 | Loss 0.0977 | IoU 0.834
[2021-03-10 12:53:21,061][root][INFO] - Lr: 2.402e-03 | Epoch: [63][60/100] | Time 0.444 | Data 0.038 | Loss 0.0975 | IoU 0.834
[2021-03-10 12:53:25,446][root][INFO] - Lr: 2.389e-03 | Epoch: [63][70/100] | Time 0.443 | Data 0.038 | Loss 0.0974 | IoU 0.834
[2021-03-10 12:53:29,833][root][INFO] - Lr: 2.375e-03 | Epoch: [63][80/100] | Time 0.442 | Data 0.037 | Loss 0.0973 | IoU 0.834
[2021-03-10 12:53:34,213][root][INFO] - Lr: 2.362e-03 | Epoch: [63][90/100] | Time 0.442 | Data 0.037 | Loss 0.0972 | IoU 0.834
[2021-03-10 12:53:38,943][root][INFO] - Lr: 2.349e-03 | Epoch: [64][0/100] | Time 0.759 | Data 0.317 | Loss 0.0970 | IoU 0.834
[2021-03-10 12:53:43,332][root][INFO] - Lr: 2.336e-03 | Epoch: [64][10/100] | Time 0.468 | Data 0.059 | Loss 0.0969 | IoU 0.834
[2021-03-10 12:53:47,717][root][INFO] - Lr: 2.323e-03 | Epoch: [64][20/100] | Time 0.454 | Data 0.047 | Loss 0.0968 | IoU 0.834
[2021-03-10 12:53:52,101][root][INFO] - Lr: 2.309e-03 | Epoch: [64][30/100] | Time 0.449 | Data 0.042 | Loss 0.0967 | IoU 0.834
[2021-03-10 12:53:56,487][root][INFO] - Lr: 2.296e-03 | Epoch: [64][40/100] | Time 0.446 | Data 0.040 | Loss 0.0966 | IoU 0.834
[2021-03-10 12:54:00,877][root][INFO] - Lr: 2.283e-03 | Epoch: [64][50/100] | Time 0.445 | Data 0.039 | Loss 0.0964 | IoU 0.834
[2021-03-10 12:54:05,265][root][INFO] - Lr: 2.270e-03 | Epoch: [64][60/100] | Time 0.444 | Data 0.038 | Loss 0.0963 | IoU 0.835
[2021-03-10 12:54:09,650][root][INFO] - Lr: 2.256e-03 | Epoch: [64][70/100] | Time 0.443 | Data 0.037 | Loss 0.0962 | IoU 0.835
[2021-03-10 12:54:14,033][root][INFO] - Lr: 2.243e-03 | Epoch: [64][80/100] | Time 0.443 | Data 0.037 | Loss 0.0961 | IoU 0.835
[2021-03-10 12:54:18,413][root][INFO] - Lr: 2.230e-03 | Epoch: [64][90/100] | Time 0.442 | Data 0.036 | Loss 0.0960 | IoU 0.835
[2021-03-10 12:54:23,153][root][INFO] - Lr: 2.216e-03 | Epoch: [65][0/100] | Time 0.789 | Data 0.349 | Loss 0.0958 | IoU 0.835
[2021-03-10 12:54:27,532][root][INFO] - Lr: 2.203e-03 | Epoch: [65][10/100] | Time 0.470 | Data 0.062 | Loss 0.0957 | IoU 0.835
[2021-03-10 12:54:31,913][root][INFO] - Lr: 2.190e-03 | Epoch: [65][20/100] | Time 0.455 | Data 0.048 | Loss 0.0956 | IoU 0.835
[2021-03-10 12:54:36,299][root][INFO] - Lr: 2.176e-03 | Epoch: [65][30/100] | Time 0.450 | Data 0.043 | Loss 0.0955 | IoU 0.835
[2021-03-10 12:54:40,683][root][INFO] - Lr: 2.163e-03 | Epoch: [65][40/100] | Time 0.447 | Data 0.041 | Loss 0.0954 | IoU 0.835
[2021-03-10 12:54:45,065][root][INFO] - Lr: 2.150e-03 | Epoch: [65][50/100] | Time 0.445 | Data 0.039 | Loss 0.0953 | IoU 0.835
[2021-03-10 12:54:49,452][root][INFO] - Lr: 2.136e-03 | Epoch: [65][60/100] | Time 0.444 | Data 0.038 | Loss 0.0951 | IoU 0.835
[2021-03-10 12:54:53,841][root][INFO] - Lr: 2.123e-03 | Epoch: [65][70/100] | Time 0.443 | Data 0.038 | Loss 0.0950 | IoU 0.836
[2021-03-10 12:54:58,234][root][INFO] - Lr: 2.110e-03 | Epoch: [65][80/100] | Time 0.443 | Data 0.037 | Loss 0.0949 | IoU 0.836
[2021-03-10 12:55:02,620][root][INFO] - Lr: 2.096e-03 | Epoch: [65][90/100] | Time 0.442 | Data 0.037 | Loss 0.0948 | IoU 0.836
[2021-03-10 12:55:06,894][root][INFO] - 0/82
[2021-03-10 12:55:07,129][root][INFO] - 1/82
[2021-03-10 12:55:07,317][root][INFO] - 2/82
[2021-03-10 12:55:07,501][root][INFO] - 3/82
[2021-03-10 12:55:07,683][root][INFO] - 4/82
[2021-03-10 12:55:07,867][root][INFO] - 5/82
[2021-03-10 12:55:08,045][root][INFO] - 6/82
[2021-03-10 12:55:08,224][root][INFO] - 7/82
[2021-03-10 12:55:08,403][root][INFO] - 8/82
[2021-03-10 12:55:08,582][root][INFO] - 9/82
[2021-03-10 12:55:08,761][root][INFO] - 10/82
[2021-03-10 12:55:08,940][root][INFO] - 11/82
[2021-03-10 12:55:09,120][root][INFO] - 12/82
[2021-03-10 12:55:09,300][root][INFO] - 13/82
[2021-03-10 12:55:09,479][root][INFO] - 14/82
[2021-03-10 12:55:09,658][root][INFO] - 15/82
[2021-03-10 12:55:09,837][root][INFO] - 16/82
[2021-03-10 12:55:10,017][root][INFO] - 17/82
[2021-03-10 12:55:10,197][root][INFO] - 18/82
[2021-03-10 12:55:10,378][root][INFO] - 19/82
[2021-03-10 12:55:10,559][root][INFO] - 20/82
[2021-03-10 12:55:10,739][root][INFO] - 21/82
[2021-03-10 12:55:10,918][root][INFO] - 22/82
[2021-03-10 12:55:11,104][root][INFO] - 23/82
[2021-03-10 12:55:11,283][root][INFO] - 24/82
[2021-03-10 12:55:11,461][root][INFO] - 25/82
[2021-03-10 12:55:11,640][root][INFO] - 26/82
[2021-03-10 12:55:11,819][root][INFO] - 27/82
[2021-03-10 12:55:11,998][root][INFO] - 28/82
[2021-03-10 12:55:12,177][root][INFO] - 29/82
[2021-03-10 12:55:12,356][root][INFO] - 30/82
[2021-03-10 12:55:12,535][root][INFO] - 31/82
[2021-03-10 12:55:12,715][root][INFO] - 32/82
[2021-03-10 12:55:12,894][root][INFO] - 33/82
[2021-03-10 12:55:13,073][root][INFO] - 34/82
[2021-03-10 12:55:13,252][root][INFO] - 35/82
[2021-03-10 12:55:13,431][root][INFO] - 36/82
[2021-03-10 12:55:13,610][root][INFO] - 37/82
[2021-03-10 12:55:13,789][root][INFO] - 38/82
[2021-03-10 12:55:13,968][root][INFO] - 39/82
[2021-03-10 12:55:14,147][root][INFO] - 40/82
[2021-03-10 12:55:14,326][root][INFO] - 41/82
[2021-03-10 12:55:14,517][root][INFO] - 42/82
[2021-03-10 12:55:14,696][root][INFO] - 43/82
[2021-03-10 12:55:14,876][root][INFO] - 44/82
[2021-03-10 12:55:15,055][root][INFO] - 45/82
[2021-03-10 12:55:15,233][root][INFO] - 46/82
[2021-03-10 12:55:15,413][root][INFO] - 47/82
[2021-03-10 12:55:15,595][root][INFO] - 48/82
[2021-03-10 12:55:15,775][root][INFO] - 49/82
[2021-03-10 12:55:15,954][root][INFO] - 50/82
[2021-03-10 12:55:16,133][root][INFO] - 51/82
[2021-03-10 12:55:16,313][root][INFO] - 52/82
[2021-03-10 12:55:16,491][root][INFO] - 53/82
[2021-03-10 12:55:16,670][root][INFO] - 54/82
[2021-03-10 12:55:16,848][root][INFO] - 55/82
[2021-03-10 12:55:17,027][root][INFO] - 56/82
[2021-03-10 12:55:17,206][root][INFO] - 57/82
[2021-03-10 12:55:17,385][root][INFO] - 58/82
[2021-03-10 12:55:17,563][root][INFO] - 59/82
[2021-03-10 12:55:17,743][root][INFO] - 60/82
[2021-03-10 12:55:17,938][root][INFO] - 61/82
[2021-03-10 12:55:18,121][root][INFO] - 62/82
[2021-03-10 12:55:18,300][root][INFO] - 63/82
[2021-03-10 12:55:18,479][root][INFO] - 64/82
[2021-03-10 12:55:18,658][root][INFO] - 65/82
[2021-03-10 12:55:18,836][root][INFO] - 66/82
[2021-03-10 12:55:19,014][root][INFO] - 67/82
[2021-03-10 12:55:19,198][root][INFO] - 68/82
[2021-03-10 12:55:19,376][root][INFO] - 69/82
[2021-03-10 12:55:19,555][root][INFO] - 70/82
[2021-03-10 12:55:19,734][root][INFO] - 71/82
[2021-03-10 12:55:19,913][root][INFO] - 72/82
[2021-03-10 12:55:20,091][root][INFO] - 73/82
[2021-03-10 12:55:20,270][root][INFO] - 74/82
[2021-03-10 12:55:20,449][root][INFO] - 75/82
[2021-03-10 12:55:20,629][root][INFO] - 76/82
[2021-03-10 12:55:20,809][root][INFO] - 77/82
[2021-03-10 12:55:20,989][root][INFO] - 78/82
[2021-03-10 12:55:21,169][root][INFO] - 79/82
[2021-03-10 12:55:21,348][root][INFO] - 80/82
[2021-03-10 12:55:21,528][root][INFO] - 81/82
[2021-03-10 12:55:21,736][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.3154
IoU avg 0.545
[2021-03-10 12:55:22,644][root][INFO] - Lr: 2.083e-03 | Epoch: [66][0/100] | Time 0.856 | Data 0.417 | Loss 0.0947 | IoU 0.836
[2021-03-10 12:55:27,027][root][INFO] - Lr: 2.070e-03 | Epoch: [66][10/100] | Time 0.476 | Data 0.068 | Loss 0.0946 | IoU 0.836
[2021-03-10 12:55:31,417][root][INFO] - Lr: 2.056e-03 | Epoch: [66][20/100] | Time 0.459 | Data 0.051 | Loss 0.0944 | IoU 0.836
[2021-03-10 12:55:35,801][root][INFO] - Lr: 2.043e-03 | Epoch: [66][30/100] | Time 0.452 | Data 0.046 | Loss 0.0943 | IoU 0.836
[2021-03-10 12:55:40,186][root][INFO] - Lr: 2.029e-03 | Epoch: [66][40/100] | Time 0.449 | Data 0.043 | Loss 0.0942 | IoU 0.836
[2021-03-10 12:55:44,573][root][INFO] - Lr: 2.016e-03 | Epoch: [66][50/100] | Time 0.447 | Data 0.041 | Loss 0.0941 | IoU 0.836
[2021-03-10 12:55:48,956][root][INFO] - Lr: 2.002e-03 | Epoch: [66][60/100] | Time 0.445 | Data 0.039 | Loss 0.0940 | IoU 0.836
[2021-03-10 12:55:53,338][root][INFO] - Lr: 1.989e-03 | Epoch: [66][70/100] | Time 0.444 | Data 0.039 | Loss 0.0939 | IoU 0.836
[2021-03-10 12:55:57,720][root][INFO] - Lr: 1.976e-03 | Epoch: [66][80/100] | Time 0.444 | Data 0.038 | Loss 0.0938 | IoU 0.836
[2021-03-10 12:56:02,097][root][INFO] - Lr: 1.962e-03 | Epoch: [66][90/100] | Time 0.443 | Data 0.037 | Loss 0.0937 | IoU 0.837
[2021-03-10 12:56:06,809][root][INFO] - Lr: 1.949e-03 | Epoch: [67][0/100] | Time 0.759 | Data 0.336 | Loss 0.0936 | IoU 0.837
[2021-03-10 12:56:11,186][root][INFO] - Lr: 1.935e-03 | Epoch: [67][10/100] | Time 0.467 | Data 0.061 | Loss 0.0934 | IoU 0.837
[2021-03-10 12:56:15,567][root][INFO] - Lr: 1.922e-03 | Epoch: [67][20/100] | Time 0.453 | Data 0.048 | Loss 0.0933 | IoU 0.837
[2021-03-10 12:56:19,945][root][INFO] - Lr: 1.908e-03 | Epoch: [67][30/100] | Time 0.448 | Data 0.043 | Loss 0.0932 | IoU 0.837
[2021-03-10 12:56:24,340][root][INFO] - Lr: 1.895e-03 | Epoch: [67][40/100] | Time 0.446 | Data 0.041 | Loss 0.0931 | IoU 0.837
[2021-03-10 12:56:28,726][root][INFO] - Lr: 1.881e-03 | Epoch: [67][50/100] | Time 0.445 | Data 0.039 | Loss 0.0930 | IoU 0.837
[2021-03-10 12:56:33,108][root][INFO] - Lr: 1.867e-03 | Epoch: [67][60/100] | Time 0.444 | Data 0.038 | Loss 0.0929 | IoU 0.837
[2021-03-10 12:56:37,495][root][INFO] - Lr: 1.854e-03 | Epoch: [67][70/100] | Time 0.443 | Data 0.037 | Loss 0.0928 | IoU 0.837
[2021-03-10 12:56:41,882][root][INFO] - Lr: 1.840e-03 | Epoch: [67][80/100] | Time 0.442 | Data 0.037 | Loss 0.0927 | IoU 0.837
[2021-03-10 12:56:46,264][root][INFO] - Lr: 1.827e-03 | Epoch: [67][90/100] | Time 0.442 | Data 0.037 | Loss 0.0926 | IoU 0.837
[2021-03-10 12:56:50,977][root][INFO] - Lr: 1.813e-03 | Epoch: [68][0/100] | Time 0.741 | Data 0.318 | Loss 0.0925 | IoU 0.837
[2021-03-10 12:56:55,360][root][INFO] - Lr: 1.800e-03 | Epoch: [68][10/100] | Time 0.466 | Data 0.059 | Loss 0.0923 | IoU 0.838
[2021-03-10 12:56:59,762][root][INFO] - Lr: 1.786e-03 | Epoch: [68][20/100] | Time 0.454 | Data 0.047 | Loss 0.0922 | IoU 0.838
[2021-03-10 12:57:04,151][root][INFO] - Lr: 1.772e-03 | Epoch: [68][30/100] | Time 0.449 | Data 0.043 | Loss 0.0921 | IoU 0.838
[2021-03-10 12:57:08,531][root][INFO] - Lr: 1.759e-03 | Epoch: [68][40/100] | Time 0.446 | Data 0.040 | Loss 0.0920 | IoU 0.838
[2021-03-10 12:57:12,919][root][INFO] - Lr: 1.745e-03 | Epoch: [68][50/100] | Time 0.445 | Data 0.039 | Loss 0.0919 | IoU 0.838
[2021-03-10 12:57:17,304][root][INFO] - Lr: 1.731e-03 | Epoch: [68][60/100] | Time 0.444 | Data 0.038 | Loss 0.0918 | IoU 0.838
[2021-03-10 12:57:21,698][root][INFO] - Lr: 1.718e-03 | Epoch: [68][70/100] | Time 0.443 | Data 0.037 | Loss 0.0917 | IoU 0.838
[2021-03-10 12:57:26,096][root][INFO] - Lr: 1.704e-03 | Epoch: [68][80/100] | Time 0.443 | Data 0.037 | Loss 0.0916 | IoU 0.838
[2021-03-10 12:57:30,492][root][INFO] - Lr: 1.690e-03 | Epoch: [68][90/100] | Time 0.442 | Data 0.036 | Loss 0.0915 | IoU 0.838
[2021-03-10 12:57:35,197][root][INFO] - Lr: 1.677e-03 | Epoch: [69][0/100] | Time 0.749 | Data 0.324 | Loss 0.0914 | IoU 0.838
[2021-03-10 12:57:39,585][root][INFO] - Lr: 1.663e-03 | Epoch: [69][10/100] | Time 0.467 | Data 0.060 | Loss 0.0913 | IoU 0.838
[2021-03-10 12:57:43,970][root][INFO] - Lr: 1.649e-03 | Epoch: [69][20/100] | Time 0.453 | Data 0.047 | Loss 0.0912 | IoU 0.838
[2021-03-10 12:57:48,358][root][INFO] - Lr: 1.635e-03 | Epoch: [69][30/100] | Time 0.449 | Data 0.043 | Loss 0.0911 | IoU 0.838
[2021-03-10 12:57:52,744][root][INFO] - Lr: 1.622e-03 | Epoch: [69][40/100] | Time 0.446 | Data 0.040 | Loss 0.0910 | IoU 0.838
[2021-03-10 12:57:57,129][root][INFO] - Lr: 1.608e-03 | Epoch: [69][50/100] | Time 0.445 | Data 0.039 | Loss 0.0909 | IoU 0.839
[2021-03-10 12:58:01,524][root][INFO] - Lr: 1.594e-03 | Epoch: [69][60/100] | Time 0.444 | Data 0.038 | Loss 0.0907 | IoU 0.839
[2021-03-10 12:58:05,912][root][INFO] - Lr: 1.580e-03 | Epoch: [69][70/100] | Time 0.443 | Data 0.037 | Loss 0.0906 | IoU 0.839
[2021-03-10 12:58:10,298][root][INFO] - Lr: 1.566e-03 | Epoch: [69][80/100] | Time 0.443 | Data 0.037 | Loss 0.0905 | IoU 0.839
[2021-03-10 12:58:14,681][root][INFO] - Lr: 1.553e-03 | Epoch: [69][90/100] | Time 0.442 | Data 0.036 | Loss 0.0904 | IoU 0.839
[2021-03-10 12:58:19,408][root][INFO] - Lr: 1.539e-03 | Epoch: [70][0/100] | Time 0.765 | Data 0.343 | Loss 0.0903 | IoU 0.839
[2021-03-10 12:58:23,790][root][INFO] - Lr: 1.525e-03 | Epoch: [70][10/100] | Time 0.468 | Data 0.061 | Loss 0.0902 | IoU 0.839
[2021-03-10 12:58:28,164][root][INFO] - Lr: 1.511e-03 | Epoch: [70][20/100] | Time 0.453 | Data 0.048 | Loss 0.0901 | IoU 0.839
[2021-03-10 12:58:32,547][root][INFO] - Lr: 1.497e-03 | Epoch: [70][30/100] | Time 0.449 | Data 0.043 | Loss 0.0900 | IoU 0.839
[2021-03-10 12:58:36,922][root][INFO] - Lr: 1.483e-03 | Epoch: [70][40/100] | Time 0.446 | Data 0.041 | Loss 0.0899 | IoU 0.839
[2021-03-10 12:58:41,306][root][INFO] - Lr: 1.469e-03 | Epoch: [70][50/100] | Time 0.444 | Data 0.039 | Loss 0.0898 | IoU 0.839
[2021-03-10 12:58:45,684][root][INFO] - Lr: 1.455e-03 | Epoch: [70][60/100] | Time 0.443 | Data 0.038 | Loss 0.0897 | IoU 0.839
[2021-03-10 12:58:50,065][root][INFO] - Lr: 1.441e-03 | Epoch: [70][70/100] | Time 0.443 | Data 0.038 | Loss 0.0896 | IoU 0.839
[2021-03-10 12:58:54,443][root][INFO] - Lr: 1.428e-03 | Epoch: [70][80/100] | Time 0.442 | Data 0.037 | Loss 0.0895 | IoU 0.839
[2021-03-10 12:58:58,831][root][INFO] - Lr: 1.414e-03 | Epoch: [70][90/100] | Time 0.442 | Data 0.037 | Loss 0.0894 | IoU 0.840
[2021-03-10 12:59:03,122][root][INFO] - 0/82
[2021-03-10 12:59:03,376][root][INFO] - 1/82
[2021-03-10 12:59:03,557][root][INFO] - 2/82
[2021-03-10 12:59:03,737][root][INFO] - 3/82
[2021-03-10 12:59:03,916][root][INFO] - 4/82
[2021-03-10 12:59:04,095][root][INFO] - 5/82
[2021-03-10 12:59:04,275][root][INFO] - 6/82
[2021-03-10 12:59:04,453][root][INFO] - 7/82
[2021-03-10 12:59:04,638][root][INFO] - 8/82
[2021-03-10 12:59:04,817][root][INFO] - 9/82
[2021-03-10 12:59:04,995][root][INFO] - 10/82
[2021-03-10 12:59:05,174][root][INFO] - 11/82
[2021-03-10 12:59:05,353][root][INFO] - 12/82
[2021-03-10 12:59:05,533][root][INFO] - 13/82
[2021-03-10 12:59:05,713][root][INFO] - 14/82
[2021-03-10 12:59:05,892][root][INFO] - 15/82
[2021-03-10 12:59:06,070][root][INFO] - 16/82
[2021-03-10 12:59:06,249][root][INFO] - 17/82
[2021-03-10 12:59:06,429][root][INFO] - 18/82
[2021-03-10 12:59:06,608][root][INFO] - 19/82
[2021-03-10 12:59:06,787][root][INFO] - 20/82
[2021-03-10 12:59:06,966][root][INFO] - 21/82
[2021-03-10 12:59:07,146][root][INFO] - 22/82
[2021-03-10 12:59:07,325][root][INFO] - 23/82
[2021-03-10 12:59:07,504][root][INFO] - 24/82
[2021-03-10 12:59:07,683][root][INFO] - 25/82
[2021-03-10 12:59:07,861][root][INFO] - 26/82
[2021-03-10 12:59:08,041][root][INFO] - 27/82
[2021-03-10 12:59:08,221][root][INFO] - 28/82
[2021-03-10 12:59:08,414][root][INFO] - 29/82
[2021-03-10 12:59:08,595][root][INFO] - 30/82
[2021-03-10 12:59:08,774][root][INFO] - 31/82
[2021-03-10 12:59:08,953][root][INFO] - 32/82
[2021-03-10 12:59:09,133][root][INFO] - 33/82
[2021-03-10 12:59:09,322][root][INFO] - 34/82
[2021-03-10 12:59:09,502][root][INFO] - 35/82
[2021-03-10 12:59:09,681][root][INFO] - 36/82
[2021-03-10 12:59:09,860][root][INFO] - 37/82
[2021-03-10 12:59:10,038][root][INFO] - 38/82
[2021-03-10 12:59:10,217][root][INFO] - 39/82
[2021-03-10 12:59:10,397][root][INFO] - 40/82
[2021-03-10 12:59:10,576][root][INFO] - 41/82
[2021-03-10 12:59:10,754][root][INFO] - 42/82
[2021-03-10 12:59:10,932][root][INFO] - 43/82
[2021-03-10 12:59:11,111][root][INFO] - 44/82
[2021-03-10 12:59:11,290][root][INFO] - 45/82
[2021-03-10 12:59:11,469][root][INFO] - 46/82
[2021-03-10 12:59:11,648][root][INFO] - 47/82
[2021-03-10 12:59:11,828][root][INFO] - 48/82
[2021-03-10 12:59:12,006][root][INFO] - 49/82
[2021-03-10 12:59:12,185][root][INFO] - 50/82
[2021-03-10 12:59:12,363][root][INFO] - 51/82
[2021-03-10 12:59:12,541][root][INFO] - 52/82
[2021-03-10 12:59:12,721][root][INFO] - 53/82
[2021-03-10 12:59:12,900][root][INFO] - 54/82
[2021-03-10 12:59:13,078][root][INFO] - 55/82
[2021-03-10 12:59:13,256][root][INFO] - 56/82
[2021-03-10 12:59:13,436][root][INFO] - 57/82
[2021-03-10 12:59:13,614][root][INFO] - 58/82
[2021-03-10 12:59:13,793][root][INFO] - 59/82
[2021-03-10 12:59:13,973][root][INFO] - 60/82
[2021-03-10 12:59:14,152][root][INFO] - 61/82
[2021-03-10 12:59:14,332][root][INFO] - 62/82
[2021-03-10 12:59:14,510][root][INFO] - 63/82
[2021-03-10 12:59:14,689][root][INFO] - 64/82
[2021-03-10 12:59:14,867][root][INFO] - 65/82
[2021-03-10 12:59:15,047][root][INFO] - 66/82
[2021-03-10 12:59:15,227][root][INFO] - 67/82
[2021-03-10 12:59:15,406][root][INFO] - 68/82
[2021-03-10 12:59:15,585][root][INFO] - 69/82
[2021-03-10 12:59:15,764][root][INFO] - 70/82
[2021-03-10 12:59:15,943][root][INFO] - 71/82
[2021-03-10 12:59:16,122][root][INFO] - 72/82
[2021-03-10 12:59:16,302][root][INFO] - 73/82
[2021-03-10 12:59:16,482][root][INFO] - 74/82
[2021-03-10 12:59:16,662][root][INFO] - 75/82
[2021-03-10 12:59:16,842][root][INFO] - 76/82
[2021-03-10 12:59:17,021][root][INFO] - 77/82
[2021-03-10 12:59:17,199][root][INFO] - 78/82
[2021-03-10 12:59:17,377][root][INFO] - 79/82
[2021-03-10 12:59:17,556][root][INFO] - 80/82
[2021-03-10 12:59:17,735][root][INFO] - 81/82
[2021-03-10 12:59:18,061][root][INFO] - Validation set:
Time avg per batch 0.184
Loss avg 1.3279
IoU avg 0.546
[2021-03-10 12:59:18,912][root][INFO] - Lr: 1.400e-03 | Epoch: [71][0/100] | Time 0.803 | Data 0.378 | Loss 0.0893 | IoU 0.840
[2021-03-10 12:59:23,293][root][INFO] - Lr: 1.386e-03 | Epoch: [71][10/100] | Time 0.471 | Data 0.064 | Loss 0.0892 | IoU 0.840
[2021-03-10 12:59:27,683][root][INFO] - Lr: 1.372e-03 | Epoch: [71][20/100] | Time 0.456 | Data 0.050 | Loss 0.0891 | IoU 0.840
[2021-03-10 12:59:32,070][root][INFO] - Lr: 1.357e-03 | Epoch: [71][30/100] | Time 0.450 | Data 0.044 | Loss 0.0890 | IoU 0.840
[2021-03-10 12:59:36,459][root][INFO] - Lr: 1.343e-03 | Epoch: [71][40/100] | Time 0.448 | Data 0.042 | Loss 0.0889 | IoU 0.840
[2021-03-10 12:59:40,840][root][INFO] - Lr: 1.329e-03 | Epoch: [71][50/100] | Time 0.446 | Data 0.040 | Loss 0.0888 | IoU 0.840
[2021-03-10 12:59:45,229][root][INFO] - Lr: 1.315e-03 | Epoch: [71][60/100] | Time 0.445 | Data 0.039 | Loss 0.0887 | IoU 0.840
[2021-03-10 12:59:49,615][root][INFO] - Lr: 1.301e-03 | Epoch: [71][70/100] | Time 0.444 | Data 0.038 | Loss 0.0886 | IoU 0.840
[2021-03-10 12:59:54,003][root][INFO] - Lr: 1.287e-03 | Epoch: [71][80/100] | Time 0.443 | Data 0.037 | Loss 0.0885 | IoU 0.840
[2021-03-10 12:59:58,390][root][INFO] - Lr: 1.273e-03 | Epoch: [71][90/100] | Time 0.443 | Data 0.037 | Loss 0.0884 | IoU 0.840
[2021-03-10 13:00:03,126][root][INFO] - Lr: 1.259e-03 | Epoch: [72][0/100] | Time 0.780 | Data 0.333 | Loss 0.0883 | IoU 0.841
[2021-03-10 13:00:07,513][root][INFO] - Lr: 1.245e-03 | Epoch: [72][10/100] | Time 0.470 | Data 0.060 | Loss 0.0882 | IoU 0.841
[2021-03-10 13:00:11,892][root][INFO] - Lr: 1.230e-03 | Epoch: [72][20/100] | Time 0.455 | Data 0.047 | Loss 0.0881 | IoU 0.841
[2021-03-10 13:00:16,274][root][INFO] - Lr: 1.216e-03 | Epoch: [72][30/100] | Time 0.449 | Data 0.043 | Loss 0.0880 | IoU 0.841
[2021-03-10 13:00:20,654][root][INFO] - Lr: 1.202e-03 | Epoch: [72][40/100] | Time 0.447 | Data 0.041 | Loss 0.0879 | IoU 0.841
[2021-03-10 13:00:25,050][root][INFO] - Lr: 1.188e-03 | Epoch: [72][50/100] | Time 0.445 | Data 0.039 | Loss 0.0878 | IoU 0.841
[2021-03-10 13:00:29,432][root][INFO] - Lr: 1.173e-03 | Epoch: [72][60/100] | Time 0.444 | Data 0.038 | Loss 0.0877 | IoU 0.841
[2021-03-10 13:00:33,812][root][INFO] - Lr: 1.159e-03 | Epoch: [72][70/100] | Time 0.443 | Data 0.038 | Loss 0.0877 | IoU 0.841
[2021-03-10 13:00:38,194][root][INFO] - Lr: 1.145e-03 | Epoch: [72][80/100] | Time 0.443 | Data 0.037 | Loss 0.0876 | IoU 0.841
[2021-03-10 13:00:42,575][root][INFO] - Lr: 1.131e-03 | Epoch: [72][90/100] | Time 0.442 | Data 0.037 | Loss 0.0875 | IoU 0.841
[2021-03-10 13:00:47,277][root][INFO] - Lr: 1.116e-03 | Epoch: [73][0/100] | Time 0.758 | Data 0.314 | Loss 0.0874 | IoU 0.841
[2021-03-10 13:00:51,657][root][INFO] - Lr: 1.102e-03 | Epoch: [73][10/100] | Time 0.467 | Data 0.059 | Loss 0.0873 | IoU 0.841
[2021-03-10 13:00:56,048][root][INFO] - Lr: 1.087e-03 | Epoch: [73][20/100] | Time 0.454 | Data 0.047 | Loss 0.0872 | IoU 0.841
[2021-03-10 13:01:00,434][root][INFO] - Lr: 1.073e-03 | Epoch: [73][30/100] | Time 0.449 | Data 0.042 | Loss 0.0871 | IoU 0.841
[2021-03-10 13:01:04,818][root][INFO] - Lr: 1.059e-03 | Epoch: [73][40/100] | Time 0.446 | Data 0.040 | Loss 0.0870 | IoU 0.842
[2021-03-10 13:01:09,200][root][INFO] - Lr: 1.044e-03 | Epoch: [73][50/100] | Time 0.445 | Data 0.039 | Loss 0.0869 | IoU 0.842
[2021-03-10 13:01:13,589][root][INFO] - Lr: 1.030e-03 | Epoch: [73][60/100] | Time 0.444 | Data 0.038 | Loss 0.0868 | IoU 0.842
[2021-03-10 13:01:17,974][root][INFO] - Lr: 1.015e-03 | Epoch: [73][70/100] | Time 0.443 | Data 0.037 | Loss 0.0867 | IoU 0.842
[2021-03-10 13:01:22,357][root][INFO] - Lr: 1.001e-03 | Epoch: [73][80/100] | Time 0.442 | Data 0.037 | Loss 0.0866 | IoU 0.842
[2021-03-10 13:01:26,748][root][INFO] - Lr: 9.862e-04 | Epoch: [73][90/100] | Time 0.442 | Data 0.036 | Loss 0.0865 | IoU 0.842
[2021-03-10 13:01:31,477][root][INFO] - Lr: 9.716e-04 | Epoch: [74][0/100] | Time 0.764 | Data 0.343 | Loss 0.0864 | IoU 0.842
[2021-03-10 13:01:35,859][root][INFO] - Lr: 9.571e-04 | Epoch: [74][10/100] | Time 0.468 | Data 0.062 | Loss 0.0863 | IoU 0.842
[2021-03-10 13:01:40,240][root][INFO] - Lr: 9.424e-04 | Epoch: [74][20/100] | Time 0.454 | Data 0.048 | Loss 0.0862 | IoU 0.842
[2021-03-10 13:01:44,621][root][INFO] - Lr: 9.278e-04 | Epoch: [74][30/100] | Time 0.449 | Data 0.043 | Loss 0.0862 | IoU 0.842
[2021-03-10 13:01:49,008][root][INFO] - Lr: 9.131e-04 | Epoch: [74][40/100] | Time 0.446 | Data 0.041 | Loss 0.0861 | IoU 0.842
[2021-03-10 13:01:53,387][root][INFO] - Lr: 8.985e-04 | Epoch: [74][50/100] | Time 0.445 | Data 0.039 | Loss 0.0860 | IoU 0.842
[2021-03-10 13:01:57,774][root][INFO] - Lr: 8.837e-04 | Epoch: [74][60/100] | Time 0.444 | Data 0.038 | Loss 0.0859 | IoU 0.842
[2021-03-10 13:02:02,159][root][INFO] - Lr: 8.690e-04 | Epoch: [74][70/100] | Time 0.443 | Data 0.038 | Loss 0.0858 | IoU 0.842
[2021-03-10 13:02:06,543][root][INFO] - Lr: 8.542e-04 | Epoch: [74][80/100] | Time 0.442 | Data 0.037 | Loss 0.0857 | IoU 0.843
[2021-03-10 13:02:10,922][root][INFO] - Lr: 8.394e-04 | Epoch: [74][90/100] | Time 0.442 | Data 0.037 | Loss 0.0856 | IoU 0.843
[2021-03-10 13:02:15,601][root][INFO] - Lr: 8.246e-04 | Epoch: [75][0/100] | Time 0.736 | Data 0.318 | Loss 0.0855 | IoU 0.843
[2021-03-10 13:02:19,993][root][INFO] - Lr: 8.097e-04 | Epoch: [75][10/100] | Time 0.466 | Data 0.059 | Loss 0.0854 | IoU 0.843
[2021-03-10 13:02:24,376][root][INFO] - Lr: 7.949e-04 | Epoch: [75][20/100] | Time 0.453 | Data 0.047 | Loss 0.0853 | IoU 0.843
[2021-03-10 13:02:28,759][root][INFO] - Lr: 7.799e-04 | Epoch: [75][30/100] | Time 0.448 | Data 0.042 | Loss 0.0852 | IoU 0.843
[2021-03-10 13:02:33,144][root][INFO] - Lr: 7.650e-04 | Epoch: [75][40/100] | Time 0.446 | Data 0.040 | Loss 0.0852 | IoU 0.843
[2021-03-10 13:02:37,526][root][INFO] - Lr: 7.500e-04 | Epoch: [75][50/100] | Time 0.444 | Data 0.039 | Loss 0.0851 | IoU 0.843
[2021-03-10 13:02:41,910][root][INFO] - Lr: 7.350e-04 | Epoch: [75][60/100] | Time 0.443 | Data 0.038 | Loss 0.0850 | IoU 0.843
[2021-03-10 13:02:46,290][root][INFO] - Lr: 7.199e-04 | Epoch: [75][70/100] | Time 0.443 | Data 0.037 | Loss 0.0849 | IoU 0.843
[2021-03-10 13:02:50,665][root][INFO] - Lr: 7.048e-04 | Epoch: [75][80/100] | Time 0.442 | Data 0.037 | Loss 0.0848 | IoU 0.843
[2021-03-10 13:02:55,046][root][INFO] - Lr: 6.897e-04 | Epoch: [75][90/100] | Time 0.442 | Data 0.036 | Loss 0.0847 | IoU 0.843
[2021-03-10 13:02:59,275][root][INFO] - 0/82
[2021-03-10 13:02:59,494][root][INFO] - 1/82
[2021-03-10 13:02:59,673][root][INFO] - 2/82
[2021-03-10 13:02:59,856][root][INFO] - 3/82
[2021-03-10 13:03:00,034][root][INFO] - 4/82
[2021-03-10 13:03:00,212][root][INFO] - 5/82
[2021-03-10 13:03:00,391][root][INFO] - 6/82
[2021-03-10 13:03:00,573][root][INFO] - 7/82
[2021-03-10 13:03:00,752][root][INFO] - 8/82
[2021-03-10 13:03:00,931][root][INFO] - 9/82
[2021-03-10 13:03:01,110][root][INFO] - 10/82
[2021-03-10 13:03:01,289][root][INFO] - 11/82
[2021-03-10 13:03:01,468][root][INFO] - 12/82
[2021-03-10 13:03:01,648][root][INFO] - 13/82
[2021-03-10 13:03:01,828][root][INFO] - 14/82
[2021-03-10 13:03:02,008][root][INFO] - 15/82
[2021-03-10 13:03:02,186][root][INFO] - 16/82
[2021-03-10 13:03:02,364][root][INFO] - 17/82
[2021-03-10 13:03:02,543][root][INFO] - 18/82
[2021-03-10 13:03:02,721][root][INFO] - 19/82
[2021-03-10 13:03:02,900][root][INFO] - 20/82
[2021-03-10 13:03:03,079][root][INFO] - 21/82
[2021-03-10 13:03:03,259][root][INFO] - 22/82
[2021-03-10 13:03:03,440][root][INFO] - 23/82
[2021-03-10 13:03:03,621][root][INFO] - 24/82
[2021-03-10 13:03:03,802][root][INFO] - 25/82
[2021-03-10 13:03:03,981][root][INFO] - 26/82
[2021-03-10 13:03:04,160][root][INFO] - 27/82
[2021-03-10 13:03:04,340][root][INFO] - 28/82
[2021-03-10 13:03:04,520][root][INFO] - 29/82
[2021-03-10 13:03:04,700][root][INFO] - 30/82
[2021-03-10 13:03:04,879][root][INFO] - 31/82
[2021-03-10 13:03:05,057][root][INFO] - 32/82
[2021-03-10 13:03:05,236][root][INFO] - 33/82
[2021-03-10 13:03:05,415][root][INFO] - 34/82
[2021-03-10 13:03:05,610][root][INFO] - 35/82
[2021-03-10 13:03:05,790][root][INFO] - 36/82
[2021-03-10 13:03:05,971][root][INFO] - 37/82
[2021-03-10 13:03:06,149][root][INFO] - 38/82
[2021-03-10 13:03:06,327][root][INFO] - 39/82
[2021-03-10 13:03:06,505][root][INFO] - 40/82
[2021-03-10 13:03:06,684][root][INFO] - 41/82
[2021-03-10 13:03:06,864][root][INFO] - 42/82
[2021-03-10 13:03:07,045][root][INFO] - 43/82
[2021-03-10 13:03:07,224][root][INFO] - 44/82
[2021-03-10 13:03:07,403][root][INFO] - 45/82
[2021-03-10 13:03:07,582][root][INFO] - 46/82
[2021-03-10 13:03:07,761][root][INFO] - 47/82
[2021-03-10 13:03:07,940][root][INFO] - 48/82
[2021-03-10 13:03:08,120][root][INFO] - 49/82
[2021-03-10 13:03:08,299][root][INFO] - 50/82
[2021-03-10 13:03:08,478][root][INFO] - 51/82
[2021-03-10 13:03:08,657][root][INFO] - 52/82
[2021-03-10 13:03:08,835][root][INFO] - 53/82
[2021-03-10 13:03:09,013][root][INFO] - 54/82
[2021-03-10 13:03:09,193][root][INFO] - 55/82
[2021-03-10 13:03:09,372][root][INFO] - 56/82
[2021-03-10 13:03:09,552][root][INFO] - 57/82
[2021-03-10 13:03:09,731][root][INFO] - 58/82
[2021-03-10 13:03:09,913][root][INFO] - 59/82
[2021-03-10 13:03:10,090][root][INFO] - 60/82
[2021-03-10 13:03:10,269][root][INFO] - 61/82
[2021-03-10 13:03:10,448][root][INFO] - 62/82
[2021-03-10 13:03:10,626][root][INFO] - 63/82
[2021-03-10 13:03:10,806][root][INFO] - 64/82
[2021-03-10 13:03:10,986][root][INFO] - 65/82
[2021-03-10 13:03:11,167][root][INFO] - 66/82
[2021-03-10 13:03:11,347][root][INFO] - 67/82
[2021-03-10 13:03:11,525][root][INFO] - 68/82
[2021-03-10 13:03:11,704][root][INFO] - 69/82
[2021-03-10 13:03:11,884][root][INFO] - 70/82
[2021-03-10 13:03:12,062][root][INFO] - 71/82
[2021-03-10 13:03:12,241][root][INFO] - 72/82
[2021-03-10 13:03:12,420][root][INFO] - 73/82
[2021-03-10 13:03:12,599][root][INFO] - 74/82
[2021-03-10 13:03:12,777][root][INFO] - 75/82
[2021-03-10 13:03:12,956][root][INFO] - 76/82
[2021-03-10 13:03:13,134][root][INFO] - 77/82
[2021-03-10 13:03:13,313][root][INFO] - 78/82
[2021-03-10 13:03:13,494][root][INFO] - 79/82
[2021-03-10 13:03:13,675][root][INFO] - 80/82
[2021-03-10 13:03:13,857][root][INFO] - 81/82
[2021-03-10 13:03:14,069][root][INFO] - Validation set:
Time avg per batch 0.183
Loss avg 1.3366
IoU avg 0.545
[2021-03-10 13:03:14,889][root][INFO] - Lr: 6.746e-04 | Epoch: [76][0/100] | Time 0.772 | Data 0.334 | Loss 0.0846 | IoU 0.843
[2021-03-10 13:03:19,280][root][INFO] - Lr: 6.594e-04 | Epoch: [76][10/100] | Time 0.469 | Data 0.061 | Loss 0.0845 | IoU 0.843
[2021-03-10 13:03:23,681][root][INFO] - Lr: 6.441e-04 | Epoch: [76][20/100] | Time 0.455 | Data 0.048 | Loss 0.0844 | IoU 0.843
[2021-03-10 13:03:28,067][root][INFO] - Lr: 6.289e-04 | Epoch: [76][30/100] | Time 0.450 | Data 0.043 | Loss 0.0844 | IoU 0.844
[2021-03-10 13:03:32,453][root][INFO] - Lr: 6.135e-04 | Epoch: [76][40/100] | Time 0.447 | Data 0.041 | Loss 0.0843 | IoU 0.844
[2021-03-10 13:03:36,847][root][INFO] - Lr: 5.982e-04 | Epoch: [76][50/100] | Time 0.446 | Data 0.039 | Loss 0.0842 | IoU 0.844
[2021-03-10 13:03:41,233][root][INFO] - Lr: 5.828e-04 | Epoch: [76][60/100] | Time 0.445 | Data 0.038 | Loss 0.0841 | IoU 0.844
[2021-03-10 13:03:45,623][root][INFO] - Lr: 5.673e-04 | Epoch: [76][70/100] | Time 0.444 | Data 0.037 | Loss 0.0840 | IoU 0.844
[2021-03-10 13:03:50,009][root][INFO] - Lr: 5.518e-04 | Epoch: [76][80/100] | Time 0.443 | Data 0.037 | Loss 0.0839 | IoU 0.844
[2021-03-10 13:03:54,389][root][INFO] - Lr: 5.363e-04 | Epoch: [76][90/100] | Time 0.443 | Data 0.037 | Loss 0.0838 | IoU 0.844
[2021-03-10 13:03:59,098][root][INFO] - Lr: 5.207e-04 | Epoch: [77][0/100] | Time 0.763 | Data 0.329 | Loss 0.0838 | IoU 0.844
[2021-03-10 13:04:03,481][root][INFO] - Lr: 5.050e-04 | Epoch: [77][10/100] | Time 0.468 | Data 0.060 | Loss 0.0837 | IoU 0.844
[2021-03-10 13:04:07,868][root][INFO] - Lr: 4.893e-04 | Epoch: [77][20/100] | Time 0.454 | Data 0.047 | Loss 0.0836 | IoU 0.844
[2021-03-10 13:04:12,254][root][INFO] - Lr: 4.736e-04 | Epoch: [77][30/100] | Time 0.449 | Data 0.043 | Loss 0.0835 | IoU 0.844
[2021-03-10 13:04:16,642][root][INFO] - Lr: 4.578e-04 | Epoch: [77][40/100] | Time 0.446 | Data 0.040 | Loss 0.0834 | IoU 0.844
[2021-03-10 13:04:21,028][root][INFO] - Lr: 4.419e-04 | Epoch: [77][50/100] | Time 0.445 | Data 0.039 | Loss 0.0833 | IoU 0.844
[2021-03-10 13:04:25,405][root][INFO] - Lr: 4.260e-04 | Epoch: [77][60/100] | Time 0.444 | Data 0.038 | Loss 0.0833 | IoU 0.844
[2021-03-10 13:04:29,782][root][INFO] - Lr: 4.099e-04 | Epoch: [77][70/100] | Time 0.443 | Data 0.037 | Loss 0.0832 | IoU 0.844
[2021-03-10 13:04:34,168][root][INFO] - Lr: 3.939e-04 | Epoch: [77][80/100] | Time 0.442 | Data 0.037 | Loss 0.0831 | IoU 0.844
[2021-03-10 13:04:38,552][root][INFO] - Lr: 3.777e-04 | Epoch: [77][90/100] | Time 0.442 | Data 0.036 | Loss 0.0830 | IoU 0.845
[2021-03-10 13:04:43,255][root][INFO] - Lr: 3.615e-04 | Epoch: [78][0/100] | Time 0.758 | Data 0.319 | Loss 0.0829 | IoU 0.845
[2021-03-10 13:04:47,633][root][INFO] - Lr: 3.452e-04 | Epoch: [78][10/100] | Time 0.467 | Data 0.059 | Loss 0.0828 | IoU 0.845
[2021-03-10 13:04:52,018][root][INFO] - Lr: 3.288e-04 | Epoch: [78][20/100] | Time 0.453 | Data 0.047 | Loss 0.0827 | IoU 0.845
[2021-03-10 13:04:56,396][root][INFO] - Lr: 3.123e-04 | Epoch: [78][30/100] | Time 0.448 | Data 0.042 | Loss 0.0827 | IoU 0.845
[2021-03-10 13:05:00,789][root][INFO] - Lr: 2.957e-04 | Epoch: [78][40/100] | Time 0.446 | Data 0.040 | Loss 0.0826 | IoU 0.845
[2021-03-10 13:05:05,182][root][INFO] - Lr: 2.790e-04 | Epoch: [78][50/100] | Time 0.445 | Data 0.039 | Loss 0.0825 | IoU 0.845
[2021-03-10 13:05:09,570][root][INFO] - Lr: 2.622e-04 | Epoch: [78][60/100] | Time 0.444 | Data 0.038 | Loss 0.0824 | IoU 0.845
[2021-03-10 13:05:13,952][root][INFO] - Lr: 2.453e-04 | Epoch: [78][70/100] | Time 0.443 | Data 0.037 | Loss 0.0823 | IoU 0.845
[2021-03-10 13:05:18,332][root][INFO] - Lr: 2.283e-04 | Epoch: [78][80/100] | Time 0.442 | Data 0.037 | Loss 0.0823 | IoU 0.845
[2021-03-10 13:05:22,721][root][INFO] - Lr: 2.111e-04 | Epoch: [78][90/100] | Time 0.442 | Data 0.036 | Loss 0.0822 | IoU 0.845
[2021-03-10 13:05:27,459][root][INFO] - Lr: 1.937e-04 | Epoch: [79][0/100] | Time 0.789 | Data 0.366 | Loss 0.0821 | IoU 0.845
[2021-03-10 13:05:31,842][root][INFO] - Lr: 1.762e-04 | Epoch: [79][10/100] | Time 0.470 | Data 0.063 | Loss 0.0820 | IoU 0.845
[2021-03-10 13:05:36,220][root][INFO] - Lr: 1.585e-04 | Epoch: [79][20/100] | Time 0.455 | Data 0.049 | Loss 0.0819 | IoU 0.845
[2021-03-10 13:05:40,610][root][INFO] - Lr: 1.405e-04 | Epoch: [79][30/100] | Time 0.450 | Data 0.044 | Loss 0.0818 | IoU 0.845
[2021-03-10 13:05:44,997][root][INFO] - Lr: 1.223e-04 | Epoch: [79][40/100] | Time 0.447 | Data 0.041 | Loss 0.0818 | IoU 0.845
[2021-03-10 13:05:49,379][root][INFO] - Lr: 1.038e-04 | Epoch: [79][50/100] | Time 0.445 | Data 0.040 | Loss 0.0817 | IoU 0.845
[2021-03-10 13:05:53,767][root][INFO] - Lr: 8.492e-05 | Epoch: [79][60/100] | Time 0.444 | Data 0.039 | Loss 0.0816 | IoU 0.845
[2021-03-10 13:05:58,153][root][INFO] - Lr: 6.555e-05 | Epoch: [79][70/100] | Time 0.443 | Data 0.038 | Loss 0.0815 | IoU 0.846
[2021-03-10 13:06:02,541][root][INFO] - Lr: 4.551e-05 | Epoch: [79][80/100] | Time 0.443 | Data 0.037 | Loss 0.0814 | IoU 0.846
[2021-03-10 13:06:06,917][root][INFO] - Lr: 2.439e-05 | Epoch: [79][90/100] | Time 0.442 | Data 0.037 | Loss 0.0814 | IoU 0.846
[2021-03-10 13:06:10,801][root][INFO] - Finished Training
[2021-03-10 13:06:10,812][submitit][INFO] - Job completed successfully