[2021-06-14 10:55:05,456][submitit][ERROR] - Submitted job triggered an exception
[2021-06-14 10:55:39,834][root][INFO] - {'train': {'arch': 'psp', 'log_dir': '/rhome/jhou/data/checkpoint/pri3d_now/finetune/pspnet_ours', 'layers': 50, 'sync_bn': True, 'train_h': 240, 'train_w': 320, 'scale_min': 0.5, 'scale_max': 2.0, 'rotate_min': -10, 'rotate_max': 10, 'zoom_factor': 8, 'ignore_label': 255, 'aux_weight': 0.4, 'workers': 16, 'batch_size': 16, 'batch_size_val': 8, 'base_lr': 0.01, 'epochs': 50, 'power': 0.9, 'momentum': 0.9, 'weight_decay': 0.0001, 'manual_seed': 0, 'print_freq': 10, 'val_freq': 1, 'save_path': 'exp/ade20k/pspnet50/model', 'weight': '/rhome/jhou/data/checkpoint/pri3d/semseg/pretrain/imagenet/combine_res50unetlr01/models/checkpoint_torchvision.pth', 'index_split': 5, 'exp_name': 'pspnet_ours'}, 'dataset': {'data_root': '/rhome/jhou/data/dataset/scannet/rgbd/', 'classes': 20}}
[2021-06-14 10:55:39,834][root][INFO] - => creating model ...
[2021-06-14 10:55:39,834][root][INFO] - Classes: 20
[2021-06-14 10:55:39,834][root][INFO] - PSPNet(
  (criterion): CrossEntropyLoss()
  (layer0): Sequential(
    (0): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (2): ReLU(inplace=True)
    (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
  )
  (layer1): Sequential(
    (0): Bottleneck(
      (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (downsample): Sequential(
        (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): Bottleneck(
      (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (2): Bottleneck(
      (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
  )
  (layer2): Sequential(
    (0): Bottleneck(
      (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (downsample): Sequential(
        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): Bottleneck(
      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (2): Bottleneck(
      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (3): Bottleneck(
      (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
  )
  (layer3): Sequential(
    (0): Bottleneck(
      (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (downsample): Sequential(
        (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): Bottleneck(
      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (2): Bottleneck(
      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (3): Bottleneck(
      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (4): Bottleneck(
      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (5): Bottleneck(
      (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(2, 2), dilation=(2, 2), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
  )
  (layer4): Sequential(
    (0): Bottleneck(
      (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(4, 4), dilation=(4, 4), bias=False)
      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (downsample): Sequential(
        (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): Bottleneck(
      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(4, 4), dilation=(4, 4), bias=False)
      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
    (2): Bottleneck(
      (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(4, 4), dilation=(4, 4), bias=False)
      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)
      (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
    )
  )
  (ppm): PPM(
    (features): ModuleList(
      (0): Sequential(
        (0): AdaptiveAvgPool2d(output_size=1)
        (1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (3): ReLU(inplace=True)
      )
      (1): Sequential(
        (0): AdaptiveAvgPool2d(output_size=2)
        (1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (3): ReLU(inplace=True)
      )
      (2): Sequential(
        (0): AdaptiveAvgPool2d(output_size=3)
        (1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (3): ReLU(inplace=True)
      )
      (3): Sequential(
        (0): AdaptiveAvgPool2d(output_size=6)
        (1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        (3): ReLU(inplace=True)
      )
    )
  )
  (cls): Sequential(
    (0): Conv2d(4096, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (2): ReLU(inplace=True)
    (3): Dropout2d(p=0.1, inplace=False)
    (4): Conv2d(512, 20, kernel_size=(1, 1), stride=(1, 1))
  )
  (aux): Sequential(
    (0): Conv2d(1024, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    (2): ReLU(inplace=True)
    (3): Dropout2d(p=0.1, inplace=False)
    (4): Conv2d(256, 20, kernel_size=(1, 1), stride=(1, 1))
  )
)
[2021-06-14 10:55:57,563][root][INFO] - Epoch: [1/50][10/1216] Data 0.001 (0.299) Batch 0.378 (0.949) Loss 2.5992 
[2021-06-14 10:56:01,304][root][INFO] - Epoch: [1/50][20/1216] Data 0.001 (0.150) Batch 0.373 (0.662) Loss 2.6344 
[2021-06-14 10:56:05,044][root][INFO] - Epoch: [1/50][30/1216] Data 0.001 (0.100) Batch 0.374 (0.566) Loss 2.2730 
[2021-06-14 10:56:08,810][root][INFO] - Epoch: [1/50][40/1216] Data 0.001 (0.075) Batch 0.378 (0.518) Loss 1.8644 
[2021-06-14 10:56:12,562][root][INFO] - Epoch: [1/50][50/1216] Data 0.001 (0.061) Batch 0.376 (0.490) Loss 2.8264 
[2021-06-14 10:56:16,340][root][INFO] - Epoch: [1/50][60/1216] Data 0.001 (0.051) Batch 0.379 (0.471) Loss 1.2148 
[2021-06-14 10:56:20,123][root][INFO] - Epoch: [1/50][70/1216] Data 0.001 (0.043) Batch 0.377 (0.458) Loss 1.6771 
[2021-06-14 10:56:23,914][root][INFO] - Epoch: [1/50][80/1216] Data 0.001 (0.038) Batch 0.379 (0.448) Loss 1.6904 
[2021-06-14 10:56:27,698][root][INFO] - Epoch: [1/50][90/1216] Data 0.001 (0.034) Batch 0.375 (0.440) Loss 1.7350 
[2021-06-14 10:56:31,467][root][INFO] - Epoch: [1/50][100/1216] Data 0.001 (0.031) Batch 0.375 (0.434) Loss 1.3155 
[2021-06-14 10:56:35,237][root][INFO] - Epoch: [1/50][110/1216] Data 0.001 (0.028) Batch 0.376 (0.429) Loss 1.3611 
[2021-06-14 10:56:39,044][root][INFO] - Epoch: [1/50][120/1216] Data 0.001 (0.026) Batch 0.383 (0.425) Loss 1.3883 
[2021-06-14 10:56:42,825][root][INFO] - Epoch: [1/50][130/1216] Data 0.001 (0.024) Batch 0.377 (0.421) Loss 1.1027 
[2021-06-14 10:56:46,610][root][INFO] - Epoch: [1/50][140/1216] Data 0.001 (0.022) Batch 0.377 (0.418) Loss 1.2577 
[2021-06-14 10:56:50,408][root][INFO] - Epoch: [1/50][150/1216] Data 0.001 (0.021) Batch 0.384 (0.416) Loss 1.0464 
[2021-06-14 10:56:54,206][root][INFO] - Epoch: [1/50][160/1216] Data 0.001 (0.020) Batch 0.378 (0.413) Loss 1.1836 
[2021-06-14 10:56:58,021][root][INFO] - Epoch: [1/50][170/1216] Data 0.001 (0.018) Batch 0.391 (0.411) Loss 1.1312 
[2021-06-14 10:57:01,835][root][INFO] - Epoch: [1/50][180/1216] Data 0.001 (0.017) Batch 0.378 (0.410) Loss 1.4388 
[2021-06-14 10:57:05,636][root][INFO] - Epoch: [1/50][190/1216] Data 0.001 (0.017) Batch 0.379 (0.408) Loss 0.9844 
[2021-06-14 10:57:09,439][root][INFO] - Epoch: [1/50][200/1216] Data 0.001 (0.016) Batch 0.379 (0.407) Loss 1.6239 
[2021-06-14 10:57:13,252][root][INFO] - Epoch: [1/50][210/1216] Data 0.001 (0.015) Batch 0.379 (0.406) Loss 1.0842 
[2021-06-14 10:57:17,060][root][INFO] - Epoch: [1/50][220/1216] Data 0.001 (0.014) Batch 0.381 (0.404) Loss 1.2647 
[2021-06-14 10:57:20,877][root][INFO] - Epoch: [1/50][230/1216] Data 0.001 (0.014) Batch 0.379 (0.404) Loss 0.9464 
[2021-06-14 10:57:24,685][root][INFO] - Epoch: [1/50][240/1216] Data 0.001 (0.013) Batch 0.380 (0.403) Loss 1.3145 
[2021-06-14 10:57:28,522][root][INFO] - Epoch: [1/50][250/1216] Data 0.001 (0.013) Batch 0.381 (0.402) Loss 1.2438 
[2021-06-14 10:57:32,343][root][INFO] - Epoch: [1/50][260/1216] Data 0.001 (0.012) Batch 0.381 (0.401) Loss 1.1923 
[2021-06-14 10:57:36,149][root][INFO] - Epoch: [1/50][270/1216] Data 0.001 (0.012) Batch 0.381 (0.400) Loss 1.2198 
[2021-06-14 10:57:39,971][root][INFO] - Epoch: [1/50][280/1216] Data 0.001 (0.012) Batch 0.381 (0.400) Loss 1.3324 
[2021-06-14 10:57:43,797][root][INFO] - Epoch: [1/50][290/1216] Data 0.001 (0.011) Batch 0.382 (0.399) Loss 0.9236 
[2021-06-14 10:57:47,628][root][INFO] - Epoch: [1/50][300/1216] Data 0.001 (0.011) Batch 0.385 (0.399) Loss 1.3780 
[2021-06-14 10:57:51,443][root][INFO] - Epoch: [1/50][310/1216] Data 0.001 (0.010) Batch 0.381 (0.398) Loss 1.0739 
[2021-06-14 10:57:55,273][root][INFO] - Epoch: [1/50][320/1216] Data 0.001 (0.010) Batch 0.381 (0.398) Loss 1.3051 
[2021-06-14 10:57:59,090][root][INFO] - Epoch: [1/50][330/1216] Data 0.001 (0.010) Batch 0.379 (0.397) Loss 1.4385 
[2021-06-14 10:58:02,924][root][INFO] - Epoch: [1/50][340/1216] Data 0.001 (0.010) Batch 0.383 (0.397) Loss 1.0920 
[2021-06-14 10:58:06,745][root][INFO] - Epoch: [1/50][350/1216] Data 0.001 (0.009) Batch 0.382 (0.396) Loss 1.1998 
[2021-06-14 10:58:10,574][root][INFO] - Epoch: [1/50][360/1216] Data 0.001 (0.009) Batch 0.381 (0.396) Loss 1.0522 
[2021-06-14 10:58:14,400][root][INFO] - Epoch: [1/50][370/1216] Data 0.001 (0.009) Batch 0.381 (0.395) Loss 1.0876 
[2021-06-14 10:58:18,235][root][INFO] - Epoch: [1/50][380/1216] Data 0.001 (0.009) Batch 0.381 (0.395) Loss 1.0588 
[2021-06-14 10:58:22,068][root][INFO] - Epoch: [1/50][390/1216] Data 0.001 (0.009) Batch 0.383 (0.395) Loss 1.0806 
[2021-06-14 10:58:25,916][root][INFO] - Epoch: [1/50][400/1216] Data 0.001 (0.008) Batch 0.387 (0.395) Loss 1.2872 
[2021-06-14 10:58:29,756][root][INFO] - Epoch: [1/50][410/1216] Data 0.001 (0.008) Batch 0.380 (0.394) Loss 1.2232 
[2021-06-14 10:58:33,596][root][INFO] - Epoch: [1/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.394) Loss 0.9262 
[2021-06-14 10:58:37,426][root][INFO] - Epoch: [1/50][430/1216] Data 0.001 (0.008) Batch 0.381 (0.394) Loss 1.0692 
[2021-06-14 10:58:41,262][root][INFO] - Epoch: [1/50][440/1216] Data 0.001 (0.008) Batch 0.384 (0.394) Loss 1.1241 
[2021-06-14 10:58:45,095][root][INFO] - Epoch: [1/50][450/1216] Data 0.001 (0.007) Batch 0.380 (0.393) Loss 1.1828 
[2021-06-14 10:58:48,925][root][INFO] - Epoch: [1/50][460/1216] Data 0.001 (0.007) Batch 0.383 (0.393) Loss 1.3342 
[2021-06-14 10:58:52,768][root][INFO] - Epoch: [1/50][470/1216] Data 0.001 (0.007) Batch 0.387 (0.393) Loss 1.1773 
[2021-06-14 10:58:56,588][root][INFO] - Epoch: [1/50][480/1216] Data 0.001 (0.007) Batch 0.382 (0.393) Loss 1.4421 
[2021-06-14 10:59:00,427][root][INFO] - Epoch: [1/50][490/1216] Data 0.001 (0.007) Batch 0.382 (0.393) Loss 0.8438 
[2021-06-14 10:59:04,266][root][INFO] - Epoch: [1/50][500/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.8195 
[2021-06-14 10:59:08,092][root][INFO] - Epoch: [1/50][510/1216] Data 0.001 (0.007) Batch 0.380 (0.392) Loss 1.1255 
[2021-06-14 10:59:11,941][root][INFO] - Epoch: [1/50][520/1216] Data 0.001 (0.007) Batch 0.387 (0.392) Loss 1.0896 
[2021-06-14 10:59:15,761][root][INFO] - Epoch: [1/50][530/1216] Data 0.001 (0.006) Batch 0.382 (0.392) Loss 1.2962 
[2021-06-14 10:59:19,593][root][INFO] - Epoch: [1/50][540/1216] Data 0.001 (0.006) Batch 0.384 (0.392) Loss 0.9826 
[2021-06-14 10:59:23,414][root][INFO] - Epoch: [1/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.392) Loss 1.1095 
[2021-06-14 10:59:27,246][root][INFO] - Epoch: [1/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 1.3846 
[2021-06-14 10:59:31,068][root][INFO] - Epoch: [1/50][570/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 1.1116 
[2021-06-14 10:59:34,903][root][INFO] - Epoch: [1/50][580/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 1.1474 
[2021-06-14 10:59:38,739][root][INFO] - Epoch: [1/50][590/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 1.1020 
[2021-06-14 10:59:42,575][root][INFO] - Epoch: [1/50][600/1216] Data 0.002 (0.006) Batch 0.383 (0.391) Loss 1.2914 
[2021-06-14 10:59:46,414][root][INFO] - Epoch: [1/50][610/1216] Data 0.002 (0.006) Batch 0.383 (0.391) Loss 1.1079 
[2021-06-14 10:59:50,257][root][INFO] - Epoch: [1/50][620/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 1.0504 
[2021-06-14 10:59:54,087][root][INFO] - Epoch: [1/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 1.0787 
[2021-06-14 10:59:57,920][root][INFO] - Epoch: [1/50][640/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.9138 
[2021-06-14 11:00:01,744][root][INFO] - Epoch: [1/50][650/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 1.0613 
[2021-06-14 11:00:05,577][root][INFO] - Epoch: [1/50][660/1216] Data 0.001 (0.005) Batch 0.381 (0.390) Loss 0.9577 
[2021-06-14 11:00:09,405][root][INFO] - Epoch: [1/50][670/1216] Data 0.001 (0.005) Batch 0.381 (0.390) Loss 0.6468 
[2021-06-14 11:00:13,227][root][INFO] - Epoch: [1/50][680/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.8959 
[2021-06-14 11:00:17,046][root][INFO] - Epoch: [1/50][690/1216] Data 0.001 (0.005) Batch 0.380 (0.390) Loss 0.8340 
[2021-06-14 11:00:20,880][root][INFO] - Epoch: [1/50][700/1216] Data 0.001 (0.005) Batch 0.380 (0.390) Loss 1.0787 
[2021-06-14 11:00:24,723][root][INFO] - Epoch: [1/50][710/1216] Data 0.001 (0.005) Batch 0.388 (0.390) Loss 0.9215 
[2021-06-14 11:00:28,565][root][INFO] - Epoch: [1/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 1.0371 
[2021-06-14 11:00:32,379][root][INFO] - Epoch: [1/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.8014 
[2021-06-14 11:00:36,206][root][INFO] - Epoch: [1/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.9530 
[2021-06-14 11:00:40,024][root][INFO] - Epoch: [1/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.8274 
[2021-06-14 11:00:43,853][root][INFO] - Epoch: [1/50][760/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 1.2142 
[2021-06-14 11:00:47,679][root][INFO] - Epoch: [1/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.9055 
[2021-06-14 11:00:51,503][root][INFO] - Epoch: [1/50][780/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 1.2079 
[2021-06-14 11:00:55,344][root][INFO] - Epoch: [1/50][790/1216] Data 0.001 (0.005) Batch 0.380 (0.389) Loss 0.8355 
[2021-06-14 11:00:59,189][root][INFO] - Epoch: [1/50][800/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 1.0090 
[2021-06-14 11:01:03,018][root][INFO] - Epoch: [1/50][810/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.8274 
[2021-06-14 11:01:06,849][root][INFO] - Epoch: [1/50][820/1216] Data 0.001 (0.004) Batch 0.381 (0.389) Loss 1.0022 
[2021-06-14 11:01:10,680][root][INFO] - Epoch: [1/50][830/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.9383 
[2021-06-14 11:01:14,511][root][INFO] - Epoch: [1/50][840/1216] Data 0.001 (0.004) Batch 0.381 (0.389) Loss 1.1794 
[2021-06-14 11:01:18,334][root][INFO] - Epoch: [1/50][850/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.6754 
[2021-06-14 11:01:22,179][root][INFO] - Epoch: [1/50][860/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 1.2567 
[2021-06-14 11:01:26,026][root][INFO] - Epoch: [1/50][870/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.7024 
[2021-06-14 11:01:29,878][root][INFO] - Epoch: [1/50][880/1216] Data 0.001 (0.004) Batch 0.395 (0.388) Loss 1.0321 
[2021-06-14 11:01:33,717][root][INFO] - Epoch: [1/50][890/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 1.0634 
[2021-06-14 11:01:37,562][root][INFO] - Epoch: [1/50][900/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.8126 
[2021-06-14 11:01:41,405][root][INFO] - Epoch: [1/50][910/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 1.0452 
[2021-06-14 11:01:45,256][root][INFO] - Epoch: [1/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 1.0360 
[2021-06-14 11:01:49,102][root][INFO] - Epoch: [1/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.7553 
[2021-06-14 11:01:52,928][root][INFO] - Epoch: [1/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.7760 
[2021-06-14 11:01:56,779][root][INFO] - Epoch: [1/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.8636 
[2021-06-14 11:02:00,615][root][INFO] - Epoch: [1/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 1.0418 
[2021-06-14 11:02:04,455][root][INFO] - Epoch: [1/50][970/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.9307 
[2021-06-14 11:02:08,298][root][INFO] - Epoch: [1/50][980/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 1.1441 
[2021-06-14 11:02:12,138][root][INFO] - Epoch: [1/50][990/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.9806 
[2021-06-14 11:02:15,956][root][INFO] - Epoch: [1/50][1000/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.9337 
[2021-06-14 11:02:19,803][root][INFO] - Epoch: [1/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.9640 
[2021-06-14 11:02:23,649][root][INFO] - Epoch: [1/50][1020/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 1.1533 
[2021-06-14 11:02:27,508][root][INFO] - Epoch: [1/50][1030/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.7953 
[2021-06-14 11:02:31,352][root][INFO] - Epoch: [1/50][1040/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.7411 
[2021-06-14 11:02:35,184][root][INFO] - Epoch: [1/50][1050/1216] Data 0.001 (0.004) Batch 0.380 (0.388) Loss 1.0631 
[2021-06-14 11:02:39,028][root][INFO] - Epoch: [1/50][1060/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 1.1818 
[2021-06-14 11:02:42,859][root][INFO] - Epoch: [1/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.6497 
[2021-06-14 11:02:46,712][root][INFO] - Epoch: [1/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.8510 
[2021-06-14 11:02:50,549][root][INFO] - Epoch: [1/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.9566 
[2021-06-14 11:02:54,383][root][INFO] - Epoch: [1/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.7990 
[2021-06-14 11:02:58,215][root][INFO] - Epoch: [1/50][1110/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.9723 
[2021-06-14 11:03:02,059][root][INFO] - Epoch: [1/50][1120/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.7277 
[2021-06-14 11:03:05,902][root][INFO] - Epoch: [1/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.8905 
[2021-06-14 11:03:09,737][root][INFO] - Epoch: [1/50][1140/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.6747 
[2021-06-14 11:03:13,584][root][INFO] - Epoch: [1/50][1150/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.9299 
[2021-06-14 11:03:17,425][root][INFO] - Epoch: [1/50][1160/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.9040 
[2021-06-14 11:03:21,261][root][INFO] - Epoch: [1/50][1170/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.8616 
[2021-06-14 11:03:25,099][root][INFO] - Epoch: [1/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 1.2107 
[2021-06-14 11:03:28,929][root][INFO] - Epoch: [1/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.7689 
[2021-06-14 11:03:32,747][root][INFO] - Epoch: [1/50][1200/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.7131 
[2021-06-14 11:03:36,569][root][INFO] - Epoch: [1/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.7720 
[2021-06-14 11:03:39,088][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 11:03:41,027][root][INFO] - Test: [1/680] 
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[2021-06-14 11:04:31,696][root][INFO] - Test: [663/680] 
[2021-06-14 11:04:31,762][root][INFO] - Test: [664/680] 
[2021-06-14 11:04:31,828][root][INFO] - Test: [665/680] 
[2021-06-14 11:04:31,894][root][INFO] - Test: [666/680] 
[2021-06-14 11:04:31,960][root][INFO] - Test: [667/680] 
[2021-06-14 11:04:32,027][root][INFO] - Test: [668/680] 
[2021-06-14 11:04:32,093][root][INFO] - Test: [669/680] 
[2021-06-14 11:04:32,159][root][INFO] - Test: [670/680] 
[2021-06-14 11:04:32,225][root][INFO] - Test: [671/680] 
[2021-06-14 11:04:32,292][root][INFO] - Test: [672/680] 
[2021-06-14 11:04:32,358][root][INFO] - Test: [673/680] 
[2021-06-14 11:04:32,425][root][INFO] - Test: [674/680] 
[2021-06-14 11:04:32,491][root][INFO] - Test: [675/680] 
[2021-06-14 11:04:32,564][root][INFO] - Test: [676/680] 
[2021-06-14 11:04:32,631][root][INFO] - Test: [677/680] 
[2021-06-14 11:04:32,698][root][INFO] - Test: [678/680] 
[2021-06-14 11:04:32,764][root][INFO] - Test: [679/680] 
[2021-06-14 11:04:32,803][root][INFO] - Test: [680/680] 
[2021-06-14 11:04:33,039][root][INFO] - Val result: mIoU 0.5387.
[2021-06-14 11:04:33,040][root][INFO] - Class_0 Result: iou 0.7333.
[2021-06-14 11:04:33,040][root][INFO] - Class_1 Result: iou 0.8521.
[2021-06-14 11:04:33,041][root][INFO] - Class_2 Result: iou 0.5343.
[2021-06-14 11:04:33,041][root][INFO] - Class_3 Result: iou 0.7391.
[2021-06-14 11:04:33,041][root][INFO] - Class_4 Result: iou 0.5992.
[2021-06-14 11:04:33,041][root][INFO] - Class_5 Result: iou 0.5425.
[2021-06-14 11:04:33,042][root][INFO] - Class_6 Result: iou 0.6245.
[2021-06-14 11:04:33,042][root][INFO] - Class_7 Result: iou 0.3496.
[2021-06-14 11:04:33,042][root][INFO] - Class_8 Result: iou 0.4433.
[2021-06-14 11:04:33,042][root][INFO] - Class_9 Result: iou 0.5467.
[2021-06-14 11:04:33,043][root][INFO] - Class_10 Result: iou 0.2416.
[2021-06-14 11:04:33,043][root][INFO] - Class_11 Result: iou 0.3170.
[2021-06-14 11:04:33,043][root][INFO] - Class_12 Result: iou 0.4918.
[2021-06-14 11:04:33,044][root][INFO] - Class_13 Result: iou 0.4679.
[2021-06-14 11:04:33,044][root][INFO] - Class_14 Result: iou 0.4791.
[2021-06-14 11:04:33,044][root][INFO] - Class_15 Result: iou 0.4804.
[2021-06-14 11:04:33,045][root][INFO] - Class_16 Result: iou 0.7460.
[2021-06-14 11:04:33,045][root][INFO] - Class_17 Result: iou 0.5272.
[2021-06-14 11:04:33,045][root][INFO] - Class_18 Result: iou 0.7139.
[2021-06-14 11:04:33,045][root][INFO] - Class_19 Result: iou 0.3441.
[2021-06-14 11:04:33,046][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:04:33,048][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:04:41,183][root][INFO] - Epoch: [2/50][10/1216] Data 0.001 (0.278) Batch 0.417 (0.720) Loss 0.7805 
[2021-06-14 11:04:45,030][root][INFO] - Epoch: [2/50][20/1216] Data 0.001 (0.140) Batch 0.381 (0.552) Loss 0.7881 
[2021-06-14 11:04:48,851][root][INFO] - Epoch: [2/50][30/1216] Data 0.001 (0.093) Batch 0.380 (0.496) Loss 1.0569 
[2021-06-14 11:04:52,682][root][INFO] - Epoch: [2/50][40/1216] Data 0.001 (0.070) Batch 0.380 (0.467) Loss 0.8908 
[2021-06-14 11:04:56,521][root][INFO] - Epoch: [2/50][50/1216] Data 0.001 (0.056) Batch 0.382 (0.451) Loss 1.1410 
[2021-06-14 11:05:00,368][root][INFO] - Epoch: [2/50][60/1216] Data 0.001 (0.047) Batch 0.386 (0.440) Loss 0.8116 
[2021-06-14 11:05:04,207][root][INFO] - Epoch: [2/50][70/1216] Data 0.001 (0.041) Batch 0.383 (0.432) Loss 0.7844 
[2021-06-14 11:05:08,051][root][INFO] - Epoch: [2/50][80/1216] Data 0.001 (0.036) Batch 0.383 (0.426) Loss 0.7798 
[2021-06-14 11:05:11,879][root][INFO] - Epoch: [2/50][90/1216] Data 0.001 (0.032) Batch 0.383 (0.421) Loss 0.6387 
[2021-06-14 11:05:15,742][root][INFO] - Epoch: [2/50][100/1216] Data 0.001 (0.029) Batch 0.384 (0.418) Loss 0.6294 
[2021-06-14 11:05:19,571][root][INFO] - Epoch: [2/50][110/1216] Data 0.001 (0.026) Batch 0.381 (0.414) Loss 0.8231 
[2021-06-14 11:05:23,399][root][INFO] - Epoch: [2/50][120/1216] Data 0.001 (0.024) Batch 0.381 (0.412) Loss 0.9632 
[2021-06-14 11:05:27,240][root][INFO] - Epoch: [2/50][130/1216] Data 0.001 (0.022) Batch 0.384 (0.410) Loss 0.7104 
[2021-06-14 11:05:31,065][root][INFO] - Epoch: [2/50][140/1216] Data 0.001 (0.021) Batch 0.383 (0.408) Loss 0.7007 
[2021-06-14 11:05:34,899][root][INFO] - Epoch: [2/50][150/1216] Data 0.001 (0.019) Batch 0.382 (0.406) Loss 0.7364 
[2021-06-14 11:05:38,738][root][INFO] - Epoch: [2/50][160/1216] Data 0.001 (0.018) Batch 0.383 (0.405) Loss 0.7189 
[2021-06-14 11:05:42,581][root][INFO] - Epoch: [2/50][170/1216] Data 0.001 (0.017) Batch 0.382 (0.404) Loss 0.7562 
[2021-06-14 11:05:46,423][root][INFO] - Epoch: [2/50][180/1216] Data 0.001 (0.016) Batch 0.384 (0.402) Loss 0.7366 
[2021-06-14 11:05:50,279][root][INFO] - Epoch: [2/50][190/1216] Data 0.001 (0.016) Batch 0.385 (0.402) Loss 0.6561 
[2021-06-14 11:05:54,123][root][INFO] - Epoch: [2/50][200/1216] Data 0.001 (0.015) Batch 0.385 (0.401) Loss 0.7938 
[2021-06-14 11:05:57,948][root][INFO] - Epoch: [2/50][210/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.7860 
[2021-06-14 11:06:01,788][root][INFO] - Epoch: [2/50][220/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 1.1519 
[2021-06-14 11:06:05,633][root][INFO] - Epoch: [2/50][230/1216] Data 0.001 (0.013) Batch 0.387 (0.398) Loss 0.8187 
[2021-06-14 11:06:09,482][root][INFO] - Epoch: [2/50][240/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.7870 
[2021-06-14 11:06:13,315][root][INFO] - Epoch: [2/50][250/1216] Data 0.001 (0.012) Batch 0.384 (0.397) Loss 0.8156 
[2021-06-14 11:06:17,141][root][INFO] - Epoch: [2/50][260/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 1.0089 
[2021-06-14 11:06:20,981][root][INFO] - Epoch: [2/50][270/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.8119 
[2021-06-14 11:06:24,811][root][INFO] - Epoch: [2/50][280/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.5684 
[2021-06-14 11:06:28,641][root][INFO] - Epoch: [2/50][290/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.6584 
[2021-06-14 11:06:32,479][root][INFO] - Epoch: [2/50][300/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.7914 
[2021-06-14 11:06:36,316][root][INFO] - Epoch: [2/50][310/1216] Data 0.001 (0.010) Batch 0.381 (0.395) Loss 0.6529 
[2021-06-14 11:06:40,154][root][INFO] - Epoch: [2/50][320/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.6800 
[2021-06-14 11:06:44,004][root][INFO] - Epoch: [2/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.6227 
[2021-06-14 11:06:47,841][root][INFO] - Epoch: [2/50][340/1216] Data 0.001 (0.009) Batch 0.388 (0.394) Loss 0.8144 
[2021-06-14 11:06:51,678][root][INFO] - Epoch: [2/50][350/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.7715 
[2021-06-14 11:06:55,520][root][INFO] - Epoch: [2/50][360/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.6748 
[2021-06-14 11:06:59,353][root][INFO] - Epoch: [2/50][370/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.9369 
[2021-06-14 11:07:03,202][root][INFO] - Epoch: [2/50][380/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.9993 
[2021-06-14 11:07:07,049][root][INFO] - Epoch: [2/50][390/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.7704 
[2021-06-14 11:07:10,902][root][INFO] - Epoch: [2/50][400/1216] Data 0.001 (0.008) Batch 0.389 (0.392) Loss 0.7415 
[2021-06-14 11:07:14,736][root][INFO] - Epoch: [2/50][410/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.7447 
[2021-06-14 11:07:18,588][root][INFO] - Epoch: [2/50][420/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.6366 
[2021-06-14 11:07:22,422][root][INFO] - Epoch: [2/50][430/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.7445 
[2021-06-14 11:07:26,277][root][INFO] - Epoch: [2/50][440/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.8777 
[2021-06-14 11:07:30,126][root][INFO] - Epoch: [2/50][450/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.7471 
[2021-06-14 11:07:33,972][root][INFO] - Epoch: [2/50][460/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.5168 
[2021-06-14 11:07:37,811][root][INFO] - Epoch: [2/50][470/1216] Data 0.001 (0.007) Batch 0.387 (0.391) Loss 0.9939 
[2021-06-14 11:07:41,647][root][INFO] - Epoch: [2/50][480/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.7125 
[2021-06-14 11:07:45,484][root][INFO] - Epoch: [2/50][490/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.6872 
[2021-06-14 11:07:49,313][root][INFO] - Epoch: [2/50][500/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.7395 
[2021-06-14 11:07:53,148][root][INFO] - Epoch: [2/50][510/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.8504 
[2021-06-14 11:07:57,000][root][INFO] - Epoch: [2/50][520/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.5859 
[2021-06-14 11:08:00,852][root][INFO] - Epoch: [2/50][530/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.6579 
[2021-06-14 11:08:04,686][root][INFO] - Epoch: [2/50][540/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.6081 
[2021-06-14 11:08:08,528][root][INFO] - Epoch: [2/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.7298 
[2021-06-14 11:08:12,357][root][INFO] - Epoch: [2/50][560/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.9654 
[2021-06-14 11:08:16,193][root][INFO] - Epoch: [2/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.7790 
[2021-06-14 11:08:20,016][root][INFO] - Epoch: [2/50][580/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.7790 
[2021-06-14 11:08:23,862][root][INFO] - Epoch: [2/50][590/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.8734 
[2021-06-14 11:08:27,703][root][INFO] - Epoch: [2/50][600/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.5757 
[2021-06-14 11:08:31,550][root][INFO] - Epoch: [2/50][610/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.7383 
[2021-06-14 11:08:35,394][root][INFO] - Epoch: [2/50][620/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.8996 
[2021-06-14 11:08:39,227][root][INFO] - Epoch: [2/50][630/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.8143 
[2021-06-14 11:08:43,065][root][INFO] - Epoch: [2/50][640/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.7732 
[2021-06-14 11:08:46,918][root][INFO] - Epoch: [2/50][650/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.9938 
[2021-06-14 11:08:50,764][root][INFO] - Epoch: [2/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.7771 
[2021-06-14 11:08:54,598][root][INFO] - Epoch: [2/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.8755 
[2021-06-14 11:08:58,447][root][INFO] - Epoch: [2/50][680/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.7675 
[2021-06-14 11:09:02,295][root][INFO] - Epoch: [2/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 1.0561 
[2021-06-14 11:09:06,136][root][INFO] - Epoch: [2/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.8189 
[2021-06-14 11:09:09,969][root][INFO] - Epoch: [2/50][710/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.6280 
[2021-06-14 11:09:13,796][root][INFO] - Epoch: [2/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.7346 
[2021-06-14 11:09:17,715][root][INFO] - Epoch: [2/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.7904 
[2021-06-14 11:09:21,551][root][INFO] - Epoch: [2/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.9344 
[2021-06-14 11:09:25,398][root][INFO] - Epoch: [2/50][750/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.7861 
[2021-06-14 11:09:29,236][root][INFO] - Epoch: [2/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.8625 
[2021-06-14 11:09:33,075][root][INFO] - Epoch: [2/50][770/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.6104 
[2021-06-14 11:09:36,906][root][INFO] - Epoch: [2/50][780/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.7039 
[2021-06-14 11:09:40,757][root][INFO] - Epoch: [2/50][790/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.6131 
[2021-06-14 11:09:44,610][root][INFO] - Epoch: [2/50][800/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6444 
[2021-06-14 11:09:48,456][root][INFO] - Epoch: [2/50][810/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5868 
[2021-06-14 11:09:52,297][root][INFO] - Epoch: [2/50][820/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5946 
[2021-06-14 11:09:56,134][root][INFO] - Epoch: [2/50][830/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.9542 
[2021-06-14 11:09:59,964][root][INFO] - Epoch: [2/50][840/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.7567 
[2021-06-14 11:10:03,780][root][INFO] - Epoch: [2/50][850/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.6511 
[2021-06-14 11:10:07,608][root][INFO] - Epoch: [2/50][860/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.6750 
[2021-06-14 11:10:11,456][root][INFO] - Epoch: [2/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.7887 
[2021-06-14 11:10:15,279][root][INFO] - Epoch: [2/50][880/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.7953 
[2021-06-14 11:10:19,126][root][INFO] - Epoch: [2/50][890/1216] Data 0.001 (0.004) Batch 0.397 (0.388) Loss 0.6459 
[2021-06-14 11:10:22,946][root][INFO] - Epoch: [2/50][900/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.5113 
[2021-06-14 11:10:26,782][root][INFO] - Epoch: [2/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.5886 
[2021-06-14 11:10:30,623][root][INFO] - Epoch: [2/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.7991 
[2021-06-14 11:10:34,455][root][INFO] - Epoch: [2/50][930/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.8581 
[2021-06-14 11:10:38,297][root][INFO] - Epoch: [2/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6011 
[2021-06-14 11:10:42,140][root][INFO] - Epoch: [2/50][950/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.6187 
[2021-06-14 11:10:45,975][root][INFO] - Epoch: [2/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.7076 
[2021-06-14 11:10:49,827][root][INFO] - Epoch: [2/50][970/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.6579 
[2021-06-14 11:10:53,683][root][INFO] - Epoch: [2/50][980/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.8801 
[2021-06-14 11:10:57,520][root][INFO] - Epoch: [2/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.7924 
[2021-06-14 11:11:01,360][root][INFO] - Epoch: [2/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.6412 
[2021-06-14 11:11:05,195][root][INFO] - Epoch: [2/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.6981 
[2021-06-14 11:11:09,048][root][INFO] - Epoch: [2/50][1020/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.9530 
[2021-06-14 11:11:12,890][root][INFO] - Epoch: [2/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.8266 
[2021-06-14 11:11:16,731][root][INFO] - Epoch: [2/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 1.0700 
[2021-06-14 11:11:20,578][root][INFO] - Epoch: [2/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.7745 
[2021-06-14 11:11:24,412][root][INFO] - Epoch: [2/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.6441 
[2021-06-14 11:11:28,253][root][INFO] - Epoch: [2/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.5999 
[2021-06-14 11:11:32,102][root][INFO] - Epoch: [2/50][1080/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.5784 
[2021-06-14 11:11:35,965][root][INFO] - Epoch: [2/50][1090/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.5708 
[2021-06-14 11:11:39,821][root][INFO] - Epoch: [2/50][1100/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 1.0135 
[2021-06-14 11:11:43,657][root][INFO] - Epoch: [2/50][1110/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.7686 
[2021-06-14 11:11:47,502][root][INFO] - Epoch: [2/50][1120/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.9685 
[2021-06-14 11:11:51,331][root][INFO] - Epoch: [2/50][1130/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.6276 
[2021-06-14 11:11:55,168][root][INFO] - Epoch: [2/50][1140/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.7737 
[2021-06-14 11:11:59,006][root][INFO] - Epoch: [2/50][1150/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.6714 
[2021-06-14 11:12:02,845][root][INFO] - Epoch: [2/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.5521 
[2021-06-14 11:12:06,691][root][INFO] - Epoch: [2/50][1170/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.9943 
[2021-06-14 11:12:10,526][root][INFO] - Epoch: [2/50][1180/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.7765 
[2021-06-14 11:12:14,353][root][INFO] - Epoch: [2/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.6001 
[2021-06-14 11:12:18,176][root][INFO] - Epoch: [2/50][1200/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.7299 
[2021-06-14 11:12:21,992][root][INFO] - Epoch: [2/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.6186 
[2021-06-14 11:12:24,512][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 11:13:18,436][root][INFO] - Val result: mIoU 0.5749.
[2021-06-14 11:13:18,437][root][INFO] - Class_0 Result: iou 0.7548.
[2021-06-14 11:13:18,437][root][INFO] - Class_1 Result: iou 0.8674.
[2021-06-14 11:13:18,437][root][INFO] - Class_2 Result: iou 0.5407.
[2021-06-14 11:13:18,438][root][INFO] - Class_3 Result: iou 0.7718.
[2021-06-14 11:13:18,438][root][INFO] - Class_4 Result: iou 0.6321.
[2021-06-14 11:13:18,438][root][INFO] - Class_5 Result: iou 0.6040.
[2021-06-14 11:13:18,438][root][INFO] - Class_6 Result: iou 0.6698.
[2021-06-14 11:13:18,439][root][INFO] - Class_7 Result: iou 0.4535.
[2021-06-14 11:13:18,439][root][INFO] - Class_8 Result: iou 0.4459.
[2021-06-14 11:13:18,439][root][INFO] - Class_9 Result: iou 0.5648.
[2021-06-14 11:13:18,440][root][INFO] - Class_10 Result: iou 0.3126.
[2021-06-14 11:13:18,440][root][INFO] - Class_11 Result: iou 0.4339.
[2021-06-14 11:13:18,440][root][INFO] - Class_12 Result: iou 0.5251.
[2021-06-14 11:13:18,440][root][INFO] - Class_13 Result: iou 0.4734.
[2021-06-14 11:13:18,440][root][INFO] - Class_14 Result: iou 0.4337.
[2021-06-14 11:13:18,441][root][INFO] - Class_15 Result: iou 0.4796.
[2021-06-14 11:13:18,441][root][INFO] - Class_16 Result: iou 0.8094.
[2021-06-14 11:13:18,442][root][INFO] - Class_17 Result: iou 0.5801.
[2021-06-14 11:13:18,442][root][INFO] - Class_18 Result: iou 0.7524.
[2021-06-14 11:13:18,442][root][INFO] - Class_19 Result: iou 0.3928.
[2021-06-14 11:13:18,443][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:13:18,444][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:13:26,820][root][INFO] - Epoch: [3/50][10/1216] Data 0.001 (0.255) Batch 0.424 (0.727) Loss 0.7110 
[2021-06-14 11:13:30,643][root][INFO] - Epoch: [3/50][20/1216] Data 0.001 (0.128) Batch 0.383 (0.555) Loss 0.7124 
[2021-06-14 11:13:34,467][root][INFO] - Epoch: [3/50][30/1216] Data 0.001 (0.086) Batch 0.383 (0.497) Loss 0.5639 
[2021-06-14 11:13:38,286][root][INFO] - Epoch: [3/50][40/1216] Data 0.001 (0.064) Batch 0.382 (0.468) Loss 0.6033 
[2021-06-14 11:13:42,121][root][INFO] - Epoch: [3/50][50/1216] Data 0.001 (0.052) Batch 0.386 (0.451) Loss 0.7379 
[2021-06-14 11:13:45,957][root][INFO] - Epoch: [3/50][60/1216] Data 0.001 (0.043) Batch 0.381 (0.440) Loss 0.6109 
[2021-06-14 11:13:49,786][root][INFO] - Epoch: [3/50][70/1216] Data 0.001 (0.037) Batch 0.381 (0.432) Loss 0.7699 
[2021-06-14 11:13:53,629][root][INFO] - Epoch: [3/50][80/1216] Data 0.001 (0.033) Batch 0.384 (0.426) Loss 0.7149 
[2021-06-14 11:13:57,462][root][INFO] - Epoch: [3/50][90/1216] Data 0.001 (0.029) Batch 0.384 (0.421) Loss 0.8515 
[2021-06-14 11:14:01,294][root][INFO] - Epoch: [3/50][100/1216] Data 0.001 (0.026) Batch 0.384 (0.417) Loss 0.7660 
[2021-06-14 11:14:05,139][root][INFO] - Epoch: [3/50][110/1216] Data 0.001 (0.024) Batch 0.384 (0.414) Loss 0.5610 
[2021-06-14 11:14:08,960][root][INFO] - Epoch: [3/50][120/1216] Data 0.001 (0.022) Batch 0.381 (0.412) Loss 0.6583 
[2021-06-14 11:14:12,804][root][INFO] - Epoch: [3/50][130/1216] Data 0.001 (0.020) Batch 0.383 (0.410) Loss 0.7128 
[2021-06-14 11:14:16,633][root][INFO] - Epoch: [3/50][140/1216] Data 0.001 (0.019) Batch 0.382 (0.408) Loss 0.8481 
[2021-06-14 11:14:20,470][root][INFO] - Epoch: [3/50][150/1216] Data 0.001 (0.018) Batch 0.385 (0.406) Loss 0.6513 
[2021-06-14 11:14:24,305][root][INFO] - Epoch: [3/50][160/1216] Data 0.001 (0.017) Batch 0.382 (0.405) Loss 0.8676 
[2021-06-14 11:14:28,136][root][INFO] - Epoch: [3/50][170/1216] Data 0.001 (0.016) Batch 0.385 (0.403) Loss 0.6362 
[2021-06-14 11:14:31,988][root][INFO] - Epoch: [3/50][180/1216] Data 0.001 (0.015) Batch 0.382 (0.402) Loss 0.5900 
[2021-06-14 11:14:35,840][root][INFO] - Epoch: [3/50][190/1216] Data 0.001 (0.014) Batch 0.389 (0.402) Loss 0.4836 
[2021-06-14 11:14:39,681][root][INFO] - Epoch: [3/50][200/1216] Data 0.001 (0.014) Batch 0.384 (0.401) Loss 0.6802 
[2021-06-14 11:14:43,514][root][INFO] - Epoch: [3/50][210/1216] Data 0.001 (0.013) Batch 0.382 (0.400) Loss 0.5838 
[2021-06-14 11:14:47,355][root][INFO] - Epoch: [3/50][220/1216] Data 0.001 (0.012) Batch 0.384 (0.399) Loss 0.5237 
[2021-06-14 11:14:51,190][root][INFO] - Epoch: [3/50][230/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.7734 
[2021-06-14 11:14:55,028][root][INFO] - Epoch: [3/50][240/1216] Data 0.001 (0.011) Batch 0.383 (0.398) Loss 0.6744 
[2021-06-14 11:14:58,861][root][INFO] - Epoch: [3/50][250/1216] Data 0.001 (0.011) Batch 0.383 (0.397) Loss 0.5526 
[2021-06-14 11:15:02,723][root][INFO] - Epoch: [3/50][260/1216] Data 0.001 (0.011) Batch 0.390 (0.397) Loss 0.5617 
[2021-06-14 11:15:06,566][root][INFO] - Epoch: [3/50][270/1216] Data 0.001 (0.010) Batch 0.384 (0.396) Loss 0.6767 
[2021-06-14 11:15:10,398][root][INFO] - Epoch: [3/50][280/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 1.0213 
[2021-06-14 11:15:14,232][root][INFO] - Epoch: [3/50][290/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.7038 
[2021-06-14 11:15:18,080][root][INFO] - Epoch: [3/50][300/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 1.0201 
[2021-06-14 11:15:21,911][root][INFO] - Epoch: [3/50][310/1216] Data 0.001 (0.009) Batch 0.384 (0.395) Loss 0.6463 
[2021-06-14 11:15:25,746][root][INFO] - Epoch: [3/50][320/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.5402 
[2021-06-14 11:15:29,582][root][INFO] - Epoch: [3/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.7517 
[2021-06-14 11:15:33,425][root][INFO] - Epoch: [3/50][340/1216] Data 0.001 (0.008) Batch 0.381 (0.394) Loss 0.7298 
[2021-06-14 11:15:37,274][root][INFO] - Epoch: [3/50][350/1216] Data 0.001 (0.008) Batch 0.388 (0.393) Loss 0.8219 
[2021-06-14 11:15:41,108][root][INFO] - Epoch: [3/50][360/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.6839 
[2021-06-14 11:15:44,953][root][INFO] - Epoch: [3/50][370/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.5822 
[2021-06-14 11:15:48,804][root][INFO] - Epoch: [3/50][380/1216] Data 0.001 (0.008) Batch 0.381 (0.393) Loss 0.5382 
[2021-06-14 11:15:52,644][root][INFO] - Epoch: [3/50][390/1216] Data 0.001 (0.007) Batch 0.384 (0.393) Loss 0.8471 
[2021-06-14 11:15:56,466][root][INFO] - Epoch: [3/50][400/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.7755 
[2021-06-14 11:16:00,330][root][INFO] - Epoch: [3/50][410/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.6052 
[2021-06-14 11:16:04,176][root][INFO] - Epoch: [3/50][420/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.5736 
[2021-06-14 11:16:08,032][root][INFO] - Epoch: [3/50][430/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.5979 
[2021-06-14 11:16:11,867][root][INFO] - Epoch: [3/50][440/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.7886 
[2021-06-14 11:16:15,702][root][INFO] - Epoch: [3/50][450/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.6658 
[2021-06-14 11:16:19,533][root][INFO] - Epoch: [3/50][460/1216] Data 0.001 (0.006) Batch 0.387 (0.391) Loss 0.5603 
[2021-06-14 11:16:23,369][root][INFO] - Epoch: [3/50][470/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.5882 
[2021-06-14 11:16:27,209][root][INFO] - Epoch: [3/50][480/1216] Data 0.001 (0.006) Batch 0.387 (0.391) Loss 0.8804 
[2021-06-14 11:16:31,051][root][INFO] - Epoch: [3/50][490/1216] Data 0.001 (0.006) Batch 0.380 (0.391) Loss 0.7033 
[2021-06-14 11:16:34,882][root][INFO] - Epoch: [3/50][500/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.7720 
[2021-06-14 11:16:38,709][root][INFO] - Epoch: [3/50][510/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.7156 
[2021-06-14 11:16:42,543][root][INFO] - Epoch: [3/50][520/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.5158 
[2021-06-14 11:16:46,385][root][INFO] - Epoch: [3/50][530/1216] Data 0.002 (0.006) Batch 0.390 (0.390) Loss 0.8158 
[2021-06-14 11:16:50,212][root][INFO] - Epoch: [3/50][540/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5224 
[2021-06-14 11:16:54,052][root][INFO] - Epoch: [3/50][550/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.6786 
[2021-06-14 11:16:57,888][root][INFO] - Epoch: [3/50][560/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.6567 
[2021-06-14 11:17:01,718][root][INFO] - Epoch: [3/50][570/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.7525 
[2021-06-14 11:17:05,563][root][INFO] - Epoch: [3/50][580/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.8257 
[2021-06-14 11:17:09,399][root][INFO] - Epoch: [3/50][590/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.6851 
[2021-06-14 11:17:13,229][root][INFO] - Epoch: [3/50][600/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.5683 
[2021-06-14 11:17:17,081][root][INFO] - Epoch: [3/50][610/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5798 
[2021-06-14 11:17:20,920][root][INFO] - Epoch: [3/50][620/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.8093 
[2021-06-14 11:17:24,764][root][INFO] - Epoch: [3/50][630/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.6459 
[2021-06-14 11:17:28,627][root][INFO] - Epoch: [3/50][640/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.6469 
[2021-06-14 11:17:32,459][root][INFO] - Epoch: [3/50][650/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5938 
[2021-06-14 11:17:36,290][root][INFO] - Epoch: [3/50][660/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.7303 
[2021-06-14 11:17:40,122][root][INFO] - Epoch: [3/50][670/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.5423 
[2021-06-14 11:17:43,963][root][INFO] - Epoch: [3/50][680/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.7464 
[2021-06-14 11:17:47,796][root][INFO] - Epoch: [3/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.6485 
[2021-06-14 11:17:51,654][root][INFO] - Epoch: [3/50][700/1216] Data 0.001 (0.004) Batch 0.386 (0.389) Loss 0.6556 
[2021-06-14 11:17:55,496][root][INFO] - Epoch: [3/50][710/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.5861 
[2021-06-14 11:17:59,322][root][INFO] - Epoch: [3/50][720/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.7121 
[2021-06-14 11:18:03,168][root][INFO] - Epoch: [3/50][730/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.8055 
[2021-06-14 11:18:07,003][root][INFO] - Epoch: [3/50][740/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4534 
[2021-06-14 11:18:10,855][root][INFO] - Epoch: [3/50][750/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5561 
[2021-06-14 11:18:14,678][root][INFO] - Epoch: [3/50][760/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.7112 
[2021-06-14 11:18:18,501][root][INFO] - Epoch: [3/50][770/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.6678 
[2021-06-14 11:18:22,332][root][INFO] - Epoch: [3/50][780/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.6729 
[2021-06-14 11:18:26,177][root][INFO] - Epoch: [3/50][790/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.7380 
[2021-06-14 11:18:30,004][root][INFO] - Epoch: [3/50][800/1216] Data 0.002 (0.004) Batch 0.387 (0.388) Loss 0.7698 
[2021-06-14 11:18:33,866][root][INFO] - Epoch: [3/50][810/1216] Data 0.001 (0.004) Batch 0.404 (0.388) Loss 0.4727 
[2021-06-14 11:18:37,687][root][INFO] - Epoch: [3/50][820/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.7732 
[2021-06-14 11:18:41,524][root][INFO] - Epoch: [3/50][830/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6206 
[2021-06-14 11:18:45,348][root][INFO] - Epoch: [3/50][840/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.6577 
[2021-06-14 11:18:49,181][root][INFO] - Epoch: [3/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.6497 
[2021-06-14 11:18:53,008][root][INFO] - Epoch: [3/50][860/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5830 
[2021-06-14 11:18:56,830][root][INFO] - Epoch: [3/50][870/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 1.1188 
[2021-06-14 11:19:00,658][root][INFO] - Epoch: [3/50][880/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5231 
[2021-06-14 11:19:04,504][root][INFO] - Epoch: [3/50][890/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.7143 
[2021-06-14 11:19:08,323][root][INFO] - Epoch: [3/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4740 
[2021-06-14 11:19:12,171][root][INFO] - Epoch: [3/50][910/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4259 
[2021-06-14 11:19:16,022][root][INFO] - Epoch: [3/50][920/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.6670 
[2021-06-14 11:19:19,857][root][INFO] - Epoch: [3/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.5707 
[2021-06-14 11:19:23,703][root][INFO] - Epoch: [3/50][940/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.5732 
[2021-06-14 11:19:27,544][root][INFO] - Epoch: [3/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.8076 
[2021-06-14 11:19:31,390][root][INFO] - Epoch: [3/50][960/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.6578 
[2021-06-14 11:19:35,246][root][INFO] - Epoch: [3/50][970/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.9364 
[2021-06-14 11:19:39,100][root][INFO] - Epoch: [3/50][980/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.5684 
[2021-06-14 11:19:42,937][root][INFO] - Epoch: [3/50][990/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.6266 
[2021-06-14 11:19:46,779][root][INFO] - Epoch: [3/50][1000/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.5996 
[2021-06-14 11:19:50,617][root][INFO] - Epoch: [3/50][1010/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.7194 
[2021-06-14 11:19:54,455][root][INFO] - Epoch: [3/50][1020/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.7236 
[2021-06-14 11:19:58,285][root][INFO] - Epoch: [3/50][1030/1216] Data 0.001 (0.003) Batch 0.387 (0.387) Loss 0.7200 
[2021-06-14 11:20:02,118][root][INFO] - Epoch: [3/50][1040/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.5483 
[2021-06-14 11:20:05,955][root][INFO] - Epoch: [3/50][1050/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.8103 
[2021-06-14 11:20:09,803][root][INFO] - Epoch: [3/50][1060/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.3961 
[2021-06-14 11:20:13,633][root][INFO] - Epoch: [3/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.7752 
[2021-06-14 11:20:17,453][root][INFO] - Epoch: [3/50][1080/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.6555 
[2021-06-14 11:20:21,273][root][INFO] - Epoch: [3/50][1090/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.8326 
[2021-06-14 11:20:25,101][root][INFO] - Epoch: [3/50][1100/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.7866 
[2021-06-14 11:20:28,941][root][INFO] - Epoch: [3/50][1110/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.7646 
[2021-06-14 11:20:32,777][root][INFO] - Epoch: [3/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.5643 
[2021-06-14 11:20:36,617][root][INFO] - Epoch: [3/50][1130/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.5154 
[2021-06-14 11:20:40,443][root][INFO] - Epoch: [3/50][1140/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.5089 
[2021-06-14 11:20:44,272][root][INFO] - Epoch: [3/50][1150/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.5876 
[2021-06-14 11:20:48,099][root][INFO] - Epoch: [3/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.6364 
[2021-06-14 11:20:51,936][root][INFO] - Epoch: [3/50][1170/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.5902 
[2021-06-14 11:20:55,789][root][INFO] - Epoch: [3/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.6887 
[2021-06-14 11:20:59,612][root][INFO] - Epoch: [3/50][1190/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.6557 
[2021-06-14 11:21:03,435][root][INFO] - Epoch: [3/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.6194 
[2021-06-14 11:21:07,260][root][INFO] - Epoch: [3/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.6664 
[2021-06-14 11:21:09,798][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 11:22:02,999][root][INFO] - Test: [668/680] 
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[2021-06-14 11:22:03,131][root][INFO] - Test: [670/680] 
[2021-06-14 11:22:03,197][root][INFO] - Test: [671/680] 
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[2021-06-14 11:22:03,331][root][INFO] - Test: [673/680] 
[2021-06-14 11:22:03,398][root][INFO] - Test: [674/680] 
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[2021-06-14 11:22:03,770][root][INFO] - Test: [680/680] 
[2021-06-14 11:22:04,015][root][INFO] - Val result: mIoU 0.5879.
[2021-06-14 11:22:04,016][root][INFO] - Class_0 Result: iou 0.7741.
[2021-06-14 11:22:04,016][root][INFO] - Class_1 Result: iou 0.8687.
[2021-06-14 11:22:04,016][root][INFO] - Class_2 Result: iou 0.5145.
[2021-06-14 11:22:04,017][root][INFO] - Class_3 Result: iou 0.7648.
[2021-06-14 11:22:04,017][root][INFO] - Class_4 Result: iou 0.6485.
[2021-06-14 11:22:04,017][root][INFO] - Class_5 Result: iou 0.5957.
[2021-06-14 11:22:04,017][root][INFO] - Class_6 Result: iou 0.6638.
[2021-06-14 11:22:04,017][root][INFO] - Class_7 Result: iou 0.5058.
[2021-06-14 11:22:04,017][root][INFO] - Class_8 Result: iou 0.4737.
[2021-06-14 11:22:04,018][root][INFO] - Class_9 Result: iou 0.5814.
[2021-06-14 11:22:04,018][root][INFO] - Class_10 Result: iou 0.2923.
[2021-06-14 11:22:04,018][root][INFO] - Class_11 Result: iou 0.4323.
[2021-06-14 11:22:04,018][root][INFO] - Class_12 Result: iou 0.5057.
[2021-06-14 11:22:04,019][root][INFO] - Class_13 Result: iou 0.5000.
[2021-06-14 11:22:04,019][root][INFO] - Class_14 Result: iou 0.5838.
[2021-06-14 11:22:04,020][root][INFO] - Class_15 Result: iou 0.5146.
[2021-06-14 11:22:04,020][root][INFO] - Class_16 Result: iou 0.8174.
[2021-06-14 11:22:04,020][root][INFO] - Class_17 Result: iou 0.5679.
[2021-06-14 11:22:04,021][root][INFO] - Class_18 Result: iou 0.7673.
[2021-06-14 11:22:04,021][root][INFO] - Class_19 Result: iou 0.3857.
[2021-06-14 11:22:04,021][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:22:04,023][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:22:13,008][root][INFO] - Epoch: [4/50][10/1216] Data 0.001 (0.371) Batch 0.381 (0.791) Loss 0.9304 
[2021-06-14 11:22:16,825][root][INFO] - Epoch: [4/50][20/1216] Data 0.001 (0.186) Batch 0.381 (0.586) Loss 0.5172 
[2021-06-14 11:22:20,652][root][INFO] - Epoch: [4/50][30/1216] Data 0.001 (0.124) Batch 0.381 (0.518) Loss 0.4819 
[2021-06-14 11:22:24,490][root][INFO] - Epoch: [4/50][40/1216] Data 0.001 (0.093) Batch 0.381 (0.485) Loss 0.5588 
[2021-06-14 11:22:28,315][root][INFO] - Epoch: [4/50][50/1216] Data 0.001 (0.075) Batch 0.382 (0.464) Loss 0.4943 
[2021-06-14 11:22:32,154][root][INFO] - Epoch: [4/50][60/1216] Data 0.001 (0.063) Batch 0.384 (0.451) Loss 0.6098 
[2021-06-14 11:22:35,975][root][INFO] - Epoch: [4/50][70/1216] Data 0.001 (0.054) Batch 0.382 (0.441) Loss 0.4914 
[2021-06-14 11:22:39,819][root][INFO] - Epoch: [4/50][80/1216] Data 0.002 (0.047) Batch 0.383 (0.434) Loss 0.6788 
[2021-06-14 11:22:43,651][root][INFO] - Epoch: [4/50][90/1216] Data 0.001 (0.042) Batch 0.384 (0.428) Loss 0.5486 
[2021-06-14 11:22:47,501][root][INFO] - Epoch: [4/50][100/1216] Data 0.001 (0.038) Batch 0.398 (0.424) Loss 0.6854 
[2021-06-14 11:22:51,331][root][INFO] - Epoch: [4/50][110/1216] Data 0.001 (0.035) Batch 0.385 (0.420) Loss 0.5853 
[2021-06-14 11:22:55,186][root][INFO] - Epoch: [4/50][120/1216] Data 0.002 (0.032) Batch 0.387 (0.417) Loss 0.6139 
[2021-06-14 11:22:59,030][root][INFO] - Epoch: [4/50][130/1216] Data 0.001 (0.029) Batch 0.389 (0.415) Loss 0.5150 
[2021-06-14 11:23:02,879][root][INFO] - Epoch: [4/50][140/1216] Data 0.001 (0.027) Batch 0.384 (0.413) Loss 0.5224 
[2021-06-14 11:23:06,732][root][INFO] - Epoch: [4/50][150/1216] Data 0.001 (0.026) Batch 0.383 (0.411) Loss 0.5675 
[2021-06-14 11:23:10,570][root][INFO] - Epoch: [4/50][160/1216] Data 0.001 (0.024) Batch 0.382 (0.409) Loss 0.6432 
[2021-06-14 11:23:14,416][root][INFO] - Epoch: [4/50][170/1216] Data 0.001 (0.023) Batch 0.383 (0.408) Loss 0.6006 
[2021-06-14 11:23:18,242][root][INFO] - Epoch: [4/50][180/1216] Data 0.001 (0.021) Batch 0.382 (0.406) Loss 0.5046 
[2021-06-14 11:23:22,095][root][INFO] - Epoch: [4/50][190/1216] Data 0.001 (0.020) Batch 0.389 (0.405) Loss 0.5842 
[2021-06-14 11:23:25,934][root][INFO] - Epoch: [4/50][200/1216] Data 0.001 (0.019) Batch 0.384 (0.404) Loss 0.5074 
[2021-06-14 11:23:29,767][root][INFO] - Epoch: [4/50][210/1216] Data 0.001 (0.019) Batch 0.385 (0.403) Loss 0.6531 
[2021-06-14 11:23:33,614][root][INFO] - Epoch: [4/50][220/1216] Data 0.001 (0.018) Batch 0.385 (0.402) Loss 0.6684 
[2021-06-14 11:23:37,460][root][INFO] - Epoch: [4/50][230/1216] Data 0.001 (0.017) Batch 0.385 (0.402) Loss 0.4465 
[2021-06-14 11:23:41,308][root][INFO] - Epoch: [4/50][240/1216] Data 0.001 (0.016) Batch 0.384 (0.401) Loss 0.5066 
[2021-06-14 11:23:45,162][root][INFO] - Epoch: [4/50][250/1216] Data 0.001 (0.016) Batch 0.385 (0.400) Loss 0.5009 
[2021-06-14 11:23:49,026][root][INFO] - Epoch: [4/50][260/1216] Data 0.001 (0.015) Batch 0.392 (0.400) Loss 0.5746 
[2021-06-14 11:23:52,868][root][INFO] - Epoch: [4/50][270/1216] Data 0.001 (0.015) Batch 0.386 (0.399) Loss 0.5225 
[2021-06-14 11:23:56,703][root][INFO] - Epoch: [4/50][280/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 0.4766 
[2021-06-14 11:24:00,553][root][INFO] - Epoch: [4/50][290/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.6073 
[2021-06-14 11:24:04,395][root][INFO] - Epoch: [4/50][300/1216] Data 0.001 (0.013) Batch 0.383 (0.398) Loss 0.8247 
[2021-06-14 11:24:08,245][root][INFO] - Epoch: [4/50][310/1216] Data 0.001 (0.013) Batch 0.384 (0.397) Loss 0.7287 
[2021-06-14 11:24:12,087][root][INFO] - Epoch: [4/50][320/1216] Data 0.001 (0.012) Batch 0.384 (0.397) Loss 0.5630 
[2021-06-14 11:24:15,935][root][INFO] - Epoch: [4/50][330/1216] Data 0.001 (0.012) Batch 0.384 (0.396) Loss 0.4861 
[2021-06-14 11:24:19,795][root][INFO] - Epoch: [4/50][340/1216] Data 0.002 (0.012) Batch 0.386 (0.396) Loss 0.4995 
[2021-06-14 11:24:23,646][root][INFO] - Epoch: [4/50][350/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.5151 
[2021-06-14 11:24:27,486][root][INFO] - Epoch: [4/50][360/1216] Data 0.001 (0.011) Batch 0.386 (0.396) Loss 0.6608 
[2021-06-14 11:24:31,340][root][INFO] - Epoch: [4/50][370/1216] Data 0.001 (0.011) Batch 0.389 (0.395) Loss 0.5140 
[2021-06-14 11:24:35,182][root][INFO] - Epoch: [4/50][380/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.7572 
[2021-06-14 11:24:39,036][root][INFO] - Epoch: [4/50][390/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.5074 
[2021-06-14 11:24:42,887][root][INFO] - Epoch: [4/50][400/1216] Data 0.001 (0.010) Batch 0.385 (0.394) Loss 0.4759 
[2021-06-14 11:24:46,735][root][INFO] - Epoch: [4/50][410/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.5916 
[2021-06-14 11:24:50,577][root][INFO] - Epoch: [4/50][420/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.5177 
[2021-06-14 11:24:54,417][root][INFO] - Epoch: [4/50][430/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.7116 
[2021-06-14 11:24:58,275][root][INFO] - Epoch: [4/50][440/1216] Data 0.001 (0.009) Batch 0.386 (0.394) Loss 0.4624 
[2021-06-14 11:25:02,115][root][INFO] - Epoch: [4/50][450/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.6655 
[2021-06-14 11:25:05,975][root][INFO] - Epoch: [4/50][460/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.5427 
[2021-06-14 11:25:09,819][root][INFO] - Epoch: [4/50][470/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.6328 
[2021-06-14 11:25:13,666][root][INFO] - Epoch: [4/50][480/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.6917 
[2021-06-14 11:25:17,517][root][INFO] - Epoch: [4/50][490/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.8109 
[2021-06-14 11:25:21,361][root][INFO] - Epoch: [4/50][500/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.5903 
[2021-06-14 11:25:25,215][root][INFO] - Epoch: [4/50][510/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.5156 
[2021-06-14 11:25:29,059][root][INFO] - Epoch: [4/50][520/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.6622 
[2021-06-14 11:25:32,924][root][INFO] - Epoch: [4/50][530/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.5786 
[2021-06-14 11:25:36,775][root][INFO] - Epoch: [4/50][540/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.5679 
[2021-06-14 11:25:40,613][root][INFO] - Epoch: [4/50][550/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.4832 
[2021-06-14 11:25:44,458][root][INFO] - Epoch: [4/50][560/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.6851 
[2021-06-14 11:25:48,293][root][INFO] - Epoch: [4/50][570/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.7342 
[2021-06-14 11:25:52,138][root][INFO] - Epoch: [4/50][580/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.7046 
[2021-06-14 11:25:56,006][root][INFO] - Epoch: [4/50][590/1216] Data 0.001 (0.007) Batch 0.390 (0.391) Loss 0.5462 
[2021-06-14 11:25:59,846][root][INFO] - Epoch: [4/50][600/1216] Data 0.001 (0.007) Batch 0.387 (0.391) Loss 0.5092 
[2021-06-14 11:26:03,699][root][INFO] - Epoch: [4/50][610/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.5543 
[2021-06-14 11:26:07,554][root][INFO] - Epoch: [4/50][620/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.7943 
[2021-06-14 11:26:11,406][root][INFO] - Epoch: [4/50][630/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.6073 
[2021-06-14 11:26:15,241][root][INFO] - Epoch: [4/50][640/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.5646 
[2021-06-14 11:26:19,090][root][INFO] - Epoch: [4/50][650/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.5219 
[2021-06-14 11:26:22,940][root][INFO] - Epoch: [4/50][660/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.4470 
[2021-06-14 11:26:26,783][root][INFO] - Epoch: [4/50][670/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.5359 
[2021-06-14 11:26:30,631][root][INFO] - Epoch: [4/50][680/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.7748 
[2021-06-14 11:26:34,487][root][INFO] - Epoch: [4/50][690/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5814 
[2021-06-14 11:26:38,337][root][INFO] - Epoch: [4/50][700/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.6344 
[2021-06-14 11:26:42,200][root][INFO] - Epoch: [4/50][710/1216] Data 0.001 (0.006) Batch 0.390 (0.390) Loss 0.6494 
[2021-06-14 11:26:46,038][root][INFO] - Epoch: [4/50][720/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.4403 
[2021-06-14 11:26:49,880][root][INFO] - Epoch: [4/50][730/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.6999 
[2021-06-14 11:26:53,723][root][INFO] - Epoch: [4/50][740/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.6454 
[2021-06-14 11:26:57,551][root][INFO] - Epoch: [4/50][750/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.4810 
[2021-06-14 11:27:01,401][root][INFO] - Epoch: [4/50][760/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5624 
[2021-06-14 11:27:05,245][root][INFO] - Epoch: [4/50][770/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.7350 
[2021-06-14 11:27:09,098][root][INFO] - Epoch: [4/50][780/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5312 
[2021-06-14 11:27:12,956][root][INFO] - Epoch: [4/50][790/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5780 
[2021-06-14 11:27:16,799][root][INFO] - Epoch: [4/50][800/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5248 
[2021-06-14 11:27:20,647][root][INFO] - Epoch: [4/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.5615 
[2021-06-14 11:27:24,484][root][INFO] - Epoch: [4/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5046 
[2021-06-14 11:27:28,318][root][INFO] - Epoch: [4/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.6188 
[2021-06-14 11:27:32,144][root][INFO] - Epoch: [4/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.6915 
[2021-06-14 11:27:35,981][root][INFO] - Epoch: [4/50][850/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5767 
[2021-06-14 11:27:39,820][root][INFO] - Epoch: [4/50][860/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3704 
[2021-06-14 11:27:43,681][root][INFO] - Epoch: [4/50][870/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.6691 
[2021-06-14 11:27:47,518][root][INFO] - Epoch: [4/50][880/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5561 
[2021-06-14 11:27:51,351][root][INFO] - Epoch: [4/50][890/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4500 
[2021-06-14 11:27:55,189][root][INFO] - Epoch: [4/50][900/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.5667 
[2021-06-14 11:27:59,025][root][INFO] - Epoch: [4/50][910/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.5334 
[2021-06-14 11:28:02,860][root][INFO] - Epoch: [4/50][920/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.5618 
[2021-06-14 11:28:06,704][root][INFO] - Epoch: [4/50][930/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5483 
[2021-06-14 11:28:10,539][root][INFO] - Epoch: [4/50][940/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4449 
[2021-06-14 11:28:14,400][root][INFO] - Epoch: [4/50][950/1216] Data 0.001 (0.005) Batch 0.391 (0.389) Loss 0.5200 
[2021-06-14 11:28:18,236][root][INFO] - Epoch: [4/50][960/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.5632 
[2021-06-14 11:28:22,089][root][INFO] - Epoch: [4/50][970/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5825 
[2021-06-14 11:28:25,926][root][INFO] - Epoch: [4/50][980/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5443 
[2021-06-14 11:28:29,767][root][INFO] - Epoch: [4/50][990/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.5493 
[2021-06-14 11:28:33,611][root][INFO] - Epoch: [4/50][1000/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.9466 
[2021-06-14 11:28:37,456][root][INFO] - Epoch: [4/50][1010/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.5673 
[2021-06-14 11:28:41,299][root][INFO] - Epoch: [4/50][1020/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.5805 
[2021-06-14 11:28:45,164][root][INFO] - Epoch: [4/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4836 
[2021-06-14 11:28:49,002][root][INFO] - Epoch: [4/50][1040/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.5337 
[2021-06-14 11:28:52,845][root][INFO] - Epoch: [4/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5059 
[2021-06-14 11:28:56,695][root][INFO] - Epoch: [4/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4300 
[2021-06-14 11:29:00,532][root][INFO] - Epoch: [4/50][1070/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.6183 
[2021-06-14 11:29:04,383][root][INFO] - Epoch: [4/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.7382 
[2021-06-14 11:29:08,226][root][INFO] - Epoch: [4/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6351 
[2021-06-14 11:29:12,067][root][INFO] - Epoch: [4/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4266 
[2021-06-14 11:29:15,905][root][INFO] - Epoch: [4/50][1110/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.5245 
[2021-06-14 11:29:19,761][root][INFO] - Epoch: [4/50][1120/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.7724 
[2021-06-14 11:29:23,594][root][INFO] - Epoch: [4/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5187 
[2021-06-14 11:29:27,437][root][INFO] - Epoch: [4/50][1140/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4732 
[2021-06-14 11:29:31,278][root][INFO] - Epoch: [4/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5699 
[2021-06-14 11:29:35,132][root][INFO] - Epoch: [4/50][1160/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.5592 
[2021-06-14 11:29:38,984][root][INFO] - Epoch: [4/50][1170/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.6179 
[2021-06-14 11:29:42,832][root][INFO] - Epoch: [4/50][1180/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.5979 
[2021-06-14 11:29:46,667][root][INFO] - Epoch: [4/50][1190/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.5391 
[2021-06-14 11:29:50,493][root][INFO] - Epoch: [4/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5676 
[2021-06-14 11:29:54,320][root][INFO] - Epoch: [4/50][1210/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4526 
[2021-06-14 11:29:56,871][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 11:29:59,162][root][INFO] - Test: [1/680] 
[2021-06-14 11:29:59,386][root][INFO] - Test: [2/680] 
[2021-06-14 11:29:59,553][root][INFO] - Test: [3/680] 
[2021-06-14 11:29:59,711][root][INFO] - Test: [4/680] 
[2021-06-14 11:29:59,854][root][INFO] - Test: [5/680] 
[2021-06-14 11:29:59,944][root][INFO] - Test: [6/680] 
[2021-06-14 11:30:00,014][root][INFO] - Test: [7/680] 
[2021-06-14 11:30:00,139][root][INFO] - Test: [8/680] 
[2021-06-14 11:30:00,205][root][INFO] - Test: [9/680] 
[2021-06-14 11:30:00,287][root][INFO] - Test: [10/680] 
[2021-06-14 11:30:00,360][root][INFO] - Test: [11/680] 
[2021-06-14 11:30:00,433][root][INFO] - Test: [12/680] 
[2021-06-14 11:30:00,500][root][INFO] - Test: [13/680] 
[2021-06-14 11:30:00,609][root][INFO] - Test: [14/680] 
[2021-06-14 11:30:00,676][root][INFO] - Test: [15/680] 
[2021-06-14 11:30:00,763][root][INFO] - Test: [16/680] 
[2021-06-14 11:30:00,830][root][INFO] - Test: [17/680] 
[2021-06-14 11:30:00,904][root][INFO] - Test: [18/680] 
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[2021-06-14 11:30:51,178][root][INFO] - Val result: mIoU 0.6007.
[2021-06-14 11:30:51,179][root][INFO] - Class_0 Result: iou 0.7802.
[2021-06-14 11:30:51,179][root][INFO] - Class_1 Result: iou 0.8717.
[2021-06-14 11:30:51,179][root][INFO] - Class_2 Result: iou 0.5710.
[2021-06-14 11:30:51,180][root][INFO] - Class_3 Result: iou 0.7758.
[2021-06-14 11:30:51,180][root][INFO] - Class_4 Result: iou 0.6566.
[2021-06-14 11:30:51,180][root][INFO] - Class_5 Result: iou 0.6076.
[2021-06-14 11:30:51,181][root][INFO] - Class_6 Result: iou 0.6755.
[2021-06-14 11:30:51,181][root][INFO] - Class_7 Result: iou 0.5820.
[2021-06-14 11:30:51,181][root][INFO] - Class_8 Result: iou 0.4435.
[2021-06-14 11:30:51,181][root][INFO] - Class_9 Result: iou 0.5799.
[2021-06-14 11:30:51,182][root][INFO] - Class_10 Result: iou 0.2618.
[2021-06-14 11:30:51,182][root][INFO] - Class_11 Result: iou 0.4354.
[2021-06-14 11:30:51,183][root][INFO] - Class_12 Result: iou 0.5159.
[2021-06-14 11:30:51,183][root][INFO] - Class_13 Result: iou 0.4649.
[2021-06-14 11:30:51,183][root][INFO] - Class_14 Result: iou 0.6062.
[2021-06-14 11:30:51,183][root][INFO] - Class_15 Result: iou 0.5575.
[2021-06-14 11:30:51,184][root][INFO] - Class_16 Result: iou 0.8489.
[2021-06-14 11:30:51,184][root][INFO] - Class_17 Result: iou 0.5976.
[2021-06-14 11:30:51,184][root][INFO] - Class_18 Result: iou 0.7576.
[2021-06-14 11:30:51,185][root][INFO] - Class_19 Result: iou 0.4237.
[2021-06-14 11:30:51,185][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:30:51,187][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:31:00,239][root][INFO] - Epoch: [5/50][10/1216] Data 0.001 (0.372) Batch 0.380 (0.803) Loss 0.4887 
[2021-06-14 11:31:04,074][root][INFO] - Epoch: [5/50][20/1216] Data 0.001 (0.186) Batch 0.383 (0.593) Loss 0.5178 
[2021-06-14 11:31:07,901][root][INFO] - Epoch: [5/50][30/1216] Data 0.001 (0.125) Batch 0.381 (0.523) Loss 0.4317 
[2021-06-14 11:31:11,737][root][INFO] - Epoch: [5/50][40/1216] Data 0.001 (0.094) Batch 0.384 (0.488) Loss 0.4933 
[2021-06-14 11:31:15,565][root][INFO] - Epoch: [5/50][50/1216] Data 0.001 (0.075) Batch 0.384 (0.467) Loss 0.4521 
[2021-06-14 11:31:19,399][root][INFO] - Epoch: [5/50][60/1216] Data 0.001 (0.063) Batch 0.381 (0.453) Loss 0.4689 
[2021-06-14 11:31:23,249][root][INFO] - Epoch: [5/50][70/1216] Data 0.001 (0.054) Batch 0.391 (0.443) Loss 0.5379 
[2021-06-14 11:31:27,098][root][INFO] - Epoch: [5/50][80/1216] Data 0.001 (0.047) Batch 0.383 (0.436) Loss 0.4828 
[2021-06-14 11:31:30,930][root][INFO] - Epoch: [5/50][90/1216] Data 0.001 (0.042) Batch 0.383 (0.430) Loss 0.5316 
[2021-06-14 11:31:34,782][root][INFO] - Epoch: [5/50][100/1216] Data 0.001 (0.038) Batch 0.384 (0.426) Loss 0.4343 
[2021-06-14 11:31:38,625][root][INFO] - Epoch: [5/50][110/1216] Data 0.001 (0.035) Batch 0.382 (0.422) Loss 0.5987 
[2021-06-14 11:31:42,460][root][INFO] - Epoch: [5/50][120/1216] Data 0.001 (0.032) Batch 0.382 (0.419) Loss 0.6654 
[2021-06-14 11:31:46,300][root][INFO] - Epoch: [5/50][130/1216] Data 0.001 (0.029) Batch 0.382 (0.416) Loss 0.6927 
[2021-06-14 11:31:50,136][root][INFO] - Epoch: [5/50][140/1216] Data 0.001 (0.027) Batch 0.384 (0.414) Loss 0.5391 
[2021-06-14 11:31:53,983][root][INFO] - Epoch: [5/50][150/1216] Data 0.001 (0.026) Batch 0.383 (0.412) Loss 0.6109 
[2021-06-14 11:31:57,816][root][INFO] - Epoch: [5/50][160/1216] Data 0.001 (0.024) Batch 0.382 (0.410) Loss 0.4961 
[2021-06-14 11:32:01,648][root][INFO] - Epoch: [5/50][170/1216] Data 0.001 (0.023) Batch 0.383 (0.408) Loss 0.4602 
[2021-06-14 11:32:05,487][root][INFO] - Epoch: [5/50][180/1216] Data 0.001 (0.021) Batch 0.387 (0.407) Loss 0.6674 
[2021-06-14 11:32:09,318][root][INFO] - Epoch: [5/50][190/1216] Data 0.001 (0.020) Batch 0.385 (0.406) Loss 0.3997 
[2021-06-14 11:32:13,171][root][INFO] - Epoch: [5/50][200/1216] Data 0.001 (0.019) Batch 0.384 (0.405) Loss 0.5679 
[2021-06-14 11:32:17,007][root][INFO] - Epoch: [5/50][210/1216] Data 0.001 (0.019) Batch 0.386 (0.404) Loss 0.5698 
[2021-06-14 11:32:20,852][root][INFO] - Epoch: [5/50][220/1216] Data 0.001 (0.018) Batch 0.383 (0.403) Loss 0.3575 
[2021-06-14 11:32:24,695][root][INFO] - Epoch: [5/50][230/1216] Data 0.001 (0.017) Batch 0.384 (0.402) Loss 0.3367 
[2021-06-14 11:32:28,528][root][INFO] - Epoch: [5/50][240/1216] Data 0.001 (0.016) Batch 0.383 (0.401) Loss 0.4253 
[2021-06-14 11:32:32,372][root][INFO] - Epoch: [5/50][250/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.6166 
[2021-06-14 11:32:36,208][root][INFO] - Epoch: [5/50][260/1216] Data 0.001 (0.015) Batch 0.381 (0.400) Loss 0.6931 
[2021-06-14 11:32:40,040][root][INFO] - Epoch: [5/50][270/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.4834 
[2021-06-14 11:32:43,896][root][INFO] - Epoch: [5/50][280/1216] Data 0.001 (0.014) Batch 0.382 (0.399) Loss 0.5027 
[2021-06-14 11:32:47,743][root][INFO] - Epoch: [5/50][290/1216] Data 0.001 (0.014) Batch 0.384 (0.398) Loss 0.4032 
[2021-06-14 11:32:51,581][root][INFO] - Epoch: [5/50][300/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.4981 
[2021-06-14 11:32:55,418][root][INFO] - Epoch: [5/50][310/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.5983 
[2021-06-14 11:32:59,268][root][INFO] - Epoch: [5/50][320/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.6945 
[2021-06-14 11:33:03,127][root][INFO] - Epoch: [5/50][330/1216] Data 0.001 (0.012) Batch 0.389 (0.397) Loss 0.4651 
[2021-06-14 11:33:06,970][root][INFO] - Epoch: [5/50][340/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.4448 
[2021-06-14 11:33:10,810][root][INFO] - Epoch: [5/50][350/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.3497 
[2021-06-14 11:33:14,644][root][INFO] - Epoch: [5/50][360/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.5591 
[2021-06-14 11:33:18,488][root][INFO] - Epoch: [5/50][370/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.3654 
[2021-06-14 11:33:22,320][root][INFO] - Epoch: [5/50][380/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.5110 
[2021-06-14 11:33:26,178][root][INFO] - Epoch: [5/50][390/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.4599 
[2021-06-14 11:33:30,038][root][INFO] - Epoch: [5/50][400/1216] Data 0.001 (0.010) Batch 0.387 (0.395) Loss 0.6105 
[2021-06-14 11:33:33,877][root][INFO] - Epoch: [5/50][410/1216] Data 0.001 (0.010) Batch 0.385 (0.394) Loss 0.5404 
[2021-06-14 11:33:37,717][root][INFO] - Epoch: [5/50][420/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.6661 
[2021-06-14 11:33:41,558][root][INFO] - Epoch: [5/50][430/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.5111 
[2021-06-14 11:33:45,410][root][INFO] - Epoch: [5/50][440/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.3682 
[2021-06-14 11:33:49,249][root][INFO] - Epoch: [5/50][450/1216] Data 0.001 (0.009) Batch 0.388 (0.393) Loss 0.5287 
[2021-06-14 11:33:53,080][root][INFO] - Epoch: [5/50][460/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.4486 
[2021-06-14 11:33:56,904][root][INFO] - Epoch: [5/50][470/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.5358 
[2021-06-14 11:34:00,735][root][INFO] - Epoch: [5/50][480/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.5360 
[2021-06-14 11:34:04,593][root][INFO] - Epoch: [5/50][490/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.5200 
[2021-06-14 11:34:08,423][root][INFO] - Epoch: [5/50][500/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.6326 
[2021-06-14 11:34:12,269][root][INFO] - Epoch: [5/50][510/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.5791 
[2021-06-14 11:34:16,112][root][INFO] - Epoch: [5/50][520/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.5402 
[2021-06-14 11:34:19,940][root][INFO] - Epoch: [5/50][530/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.4781 
[2021-06-14 11:34:23,789][root][INFO] - Epoch: [5/50][540/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.4357 
[2021-06-14 11:34:27,630][root][INFO] - Epoch: [5/50][550/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.3969 
[2021-06-14 11:34:31,480][root][INFO] - Epoch: [5/50][560/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.5320 
[2021-06-14 11:34:35,325][root][INFO] - Epoch: [5/50][570/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.5948 
[2021-06-14 11:34:39,171][root][INFO] - Epoch: [5/50][580/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.6031 
[2021-06-14 11:34:43,009][root][INFO] - Epoch: [5/50][590/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.4509 
[2021-06-14 11:34:46,845][root][INFO] - Epoch: [5/50][600/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3786 
[2021-06-14 11:34:50,682][root][INFO] - Epoch: [5/50][610/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.4442 
[2021-06-14 11:34:54,518][root][INFO] - Epoch: [5/50][620/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.4081 
[2021-06-14 11:34:58,364][root][INFO] - Epoch: [5/50][630/1216] Data 0.001 (0.007) Batch 0.387 (0.391) Loss 0.6190 
[2021-06-14 11:35:02,201][root][INFO] - Epoch: [5/50][640/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.6255 
[2021-06-14 11:35:06,033][root][INFO] - Epoch: [5/50][650/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.4630 
[2021-06-14 11:35:09,876][root][INFO] - Epoch: [5/50][660/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.5794 
[2021-06-14 11:35:13,720][root][INFO] - Epoch: [5/50][670/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3764 
[2021-06-14 11:35:17,683][root][INFO] - Epoch: [5/50][680/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.5060 
[2021-06-14 11:35:21,535][root][INFO] - Epoch: [5/50][690/1216] Data 0.001 (0.006) Batch 0.390 (0.390) Loss 0.5240 
[2021-06-14 11:35:25,370][root][INFO] - Epoch: [5/50][700/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.6612 
[2021-06-14 11:35:29,203][root][INFO] - Epoch: [5/50][710/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.4138 
[2021-06-14 11:35:33,062][root][INFO] - Epoch: [5/50][720/1216] Data 0.001 (0.006) Batch 0.390 (0.390) Loss 0.6439 
[2021-06-14 11:35:36,899][root][INFO] - Epoch: [5/50][730/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.4660 
[2021-06-14 11:35:40,732][root][INFO] - Epoch: [5/50][740/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.4307 
[2021-06-14 11:35:44,574][root][INFO] - Epoch: [5/50][750/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5242 
[2021-06-14 11:35:48,423][root][INFO] - Epoch: [5/50][760/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.5704 
[2021-06-14 11:35:52,275][root][INFO] - Epoch: [5/50][770/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.4716 
[2021-06-14 11:35:56,119][root][INFO] - Epoch: [5/50][780/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.5316 
[2021-06-14 11:35:59,952][root][INFO] - Epoch: [5/50][790/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.5049 
[2021-06-14 11:36:03,793][root][INFO] - Epoch: [5/50][800/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.6400 
[2021-06-14 11:36:07,638][root][INFO] - Epoch: [5/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4692 
[2021-06-14 11:36:11,463][root][INFO] - Epoch: [5/50][820/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.5103 
[2021-06-14 11:36:15,317][root][INFO] - Epoch: [5/50][830/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.5061 
[2021-06-14 11:36:19,152][root][INFO] - Epoch: [5/50][840/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4534 
[2021-06-14 11:36:22,990][root][INFO] - Epoch: [5/50][850/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4084 
[2021-06-14 11:36:26,818][root][INFO] - Epoch: [5/50][860/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4598 
[2021-06-14 11:36:30,648][root][INFO] - Epoch: [5/50][870/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5714 
[2021-06-14 11:36:34,491][root][INFO] - Epoch: [5/50][880/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5588 
[2021-06-14 11:36:38,327][root][INFO] - Epoch: [5/50][890/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4000 
[2021-06-14 11:36:42,178][root][INFO] - Epoch: [5/50][900/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.6116 
[2021-06-14 11:36:46,003][root][INFO] - Epoch: [5/50][910/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5820 
[2021-06-14 11:36:49,832][root][INFO] - Epoch: [5/50][920/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4840 
[2021-06-14 11:36:53,657][root][INFO] - Epoch: [5/50][930/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 1.0330 
[2021-06-14 11:36:57,486][root][INFO] - Epoch: [5/50][940/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.6329 
[2021-06-14 11:37:01,321][root][INFO] - Epoch: [5/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.4805 
[2021-06-14 11:37:05,152][root][INFO] - Epoch: [5/50][960/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.5038 
[2021-06-14 11:37:09,002][root][INFO] - Epoch: [5/50][970/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.5297 
[2021-06-14 11:37:12,839][root][INFO] - Epoch: [5/50][980/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.6041 
[2021-06-14 11:37:16,682][root][INFO] - Epoch: [5/50][990/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.4832 
[2021-06-14 11:37:20,518][root][INFO] - Epoch: [5/50][1000/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.6640 
[2021-06-14 11:37:24,344][root][INFO] - Epoch: [5/50][1010/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.4615 
[2021-06-14 11:37:28,175][root][INFO] - Epoch: [5/50][1020/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.4595 
[2021-06-14 11:37:32,016][root][INFO] - Epoch: [5/50][1030/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4372 
[2021-06-14 11:37:35,861][root][INFO] - Epoch: [5/50][1040/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.4735 
[2021-06-14 11:37:39,689][root][INFO] - Epoch: [5/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5816 
[2021-06-14 11:37:43,525][root][INFO] - Epoch: [5/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6627 
[2021-06-14 11:37:47,359][root][INFO] - Epoch: [5/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4637 
[2021-06-14 11:37:51,201][root][INFO] - Epoch: [5/50][1080/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.5161 
[2021-06-14 11:37:55,046][root][INFO] - Epoch: [5/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5350 
[2021-06-14 11:37:58,875][root][INFO] - Epoch: [5/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5655 
[2021-06-14 11:38:02,712][root][INFO] - Epoch: [5/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6718 
[2021-06-14 11:38:06,548][root][INFO] - Epoch: [5/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5610 
[2021-06-14 11:38:10,380][root][INFO] - Epoch: [5/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4264 
[2021-06-14 11:38:14,226][root][INFO] - Epoch: [5/50][1140/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5900 
[2021-06-14 11:38:18,073][root][INFO] - Epoch: [5/50][1150/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.6948 
[2021-06-14 11:38:21,904][root][INFO] - Epoch: [5/50][1160/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.4377 
[2021-06-14 11:38:25,751][root][INFO] - Epoch: [5/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5668 
[2021-06-14 11:38:29,587][root][INFO] - Epoch: [5/50][1180/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5364 
[2021-06-14 11:38:33,417][root][INFO] - Epoch: [5/50][1190/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4557 
[2021-06-14 11:38:37,232][root][INFO] - Epoch: [5/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4634 
[2021-06-14 11:38:41,053][root][INFO] - Epoch: [5/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.6763 
[2021-06-14 11:38:43,589][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 11:39:37,431][root][INFO] - Val result: mIoU 0.6043.
[2021-06-14 11:39:37,432][root][INFO] - Class_0 Result: iou 0.7811.
[2021-06-14 11:39:37,433][root][INFO] - Class_1 Result: iou 0.8769.
[2021-06-14 11:39:37,434][root][INFO] - Class_2 Result: iou 0.5512.
[2021-06-14 11:39:37,434][root][INFO] - Class_3 Result: iou 0.7767.
[2021-06-14 11:39:37,434][root][INFO] - Class_4 Result: iou 0.6835.
[2021-06-14 11:39:37,435][root][INFO] - Class_5 Result: iou 0.6287.
[2021-06-14 11:39:37,435][root][INFO] - Class_6 Result: iou 0.6699.
[2021-06-14 11:39:37,435][root][INFO] - Class_7 Result: iou 0.5868.
[2021-06-14 11:39:37,436][root][INFO] - Class_8 Result: iou 0.4059.
[2021-06-14 11:39:37,436][root][INFO] - Class_9 Result: iou 0.5801.
[2021-06-14 11:39:37,437][root][INFO] - Class_10 Result: iou 0.3273.
[2021-06-14 11:39:37,437][root][INFO] - Class_11 Result: iou 0.3691.
[2021-06-14 11:39:37,438][root][INFO] - Class_12 Result: iou 0.5530.
[2021-06-14 11:39:37,438][root][INFO] - Class_13 Result: iou 0.5195.
[2021-06-14 11:39:37,438][root][INFO] - Class_14 Result: iou 0.5961.
[2021-06-14 11:39:37,439][root][INFO] - Class_15 Result: iou 0.5320.
[2021-06-14 11:39:37,439][root][INFO] - Class_16 Result: iou 0.8503.
[2021-06-14 11:39:37,440][root][INFO] - Class_17 Result: iou 0.6012.
[2021-06-14 11:39:37,440][root][INFO] - Class_18 Result: iou 0.7713.
[2021-06-14 11:39:37,440][root][INFO] - Class_19 Result: iou 0.4248.
[2021-06-14 11:39:37,440][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:39:37,442][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:39:45,595][root][INFO] - Epoch: [6/50][10/1216] Data 0.001 (0.263) Batch 0.391 (0.710) Loss 0.4129 
[2021-06-14 11:39:49,427][root][INFO] - Epoch: [6/50][20/1216] Data 0.001 (0.132) Batch 0.385 (0.547) Loss 0.4087 
[2021-06-14 11:39:53,257][root][INFO] - Epoch: [6/50][30/1216] Data 0.001 (0.088) Batch 0.382 (0.492) Loss 0.4351 
[2021-06-14 11:39:57,083][root][INFO] - Epoch: [6/50][40/1216] Data 0.001 (0.066) Batch 0.386 (0.465) Loss 0.3523 
[2021-06-14 11:40:00,917][root][INFO] - Epoch: [6/50][50/1216] Data 0.001 (0.053) Batch 0.382 (0.448) Loss 0.4571 
[2021-06-14 11:40:04,754][root][INFO] - Epoch: [6/50][60/1216] Data 0.001 (0.045) Batch 0.385 (0.438) Loss 0.4084 
[2021-06-14 11:40:08,579][root][INFO] - Epoch: [6/50][70/1216] Data 0.001 (0.038) Batch 0.383 (0.430) Loss 0.4025 
[2021-06-14 11:40:12,430][root][INFO] - Epoch: [6/50][80/1216] Data 0.001 (0.034) Batch 0.385 (0.424) Loss 0.3940 
[2021-06-14 11:40:16,253][root][INFO] - Epoch: [6/50][90/1216] Data 0.001 (0.030) Batch 0.382 (0.420) Loss 0.4499 
[2021-06-14 11:40:20,077][root][INFO] - Epoch: [6/50][100/1216] Data 0.001 (0.027) Batch 0.381 (0.416) Loss 0.6569 
[2021-06-14 11:40:23,908][root][INFO] - Epoch: [6/50][110/1216] Data 0.001 (0.025) Batch 0.382 (0.413) Loss 0.4513 
[2021-06-14 11:40:27,744][root][INFO] - Epoch: [6/50][120/1216] Data 0.001 (0.023) Batch 0.390 (0.410) Loss 0.6331 
[2021-06-14 11:40:31,576][root][INFO] - Epoch: [6/50][130/1216] Data 0.001 (0.021) Batch 0.383 (0.408) Loss 0.4472 
[2021-06-14 11:40:35,411][root][INFO] - Epoch: [6/50][140/1216] Data 0.001 (0.020) Batch 0.382 (0.407) Loss 0.4997 
[2021-06-14 11:40:39,252][root][INFO] - Epoch: [6/50][150/1216] Data 0.001 (0.018) Batch 0.385 (0.405) Loss 0.3446 
[2021-06-14 11:40:43,099][root][INFO] - Epoch: [6/50][160/1216] Data 0.001 (0.017) Batch 0.384 (0.404) Loss 0.4161 
[2021-06-14 11:40:46,922][root][INFO] - Epoch: [6/50][170/1216] Data 0.001 (0.016) Batch 0.382 (0.403) Loss 0.6560 
[2021-06-14 11:40:50,757][root][INFO] - Epoch: [6/50][180/1216] Data 0.001 (0.015) Batch 0.384 (0.401) Loss 0.4123 
[2021-06-14 11:40:54,580][root][INFO] - Epoch: [6/50][190/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.4671 
[2021-06-14 11:40:58,418][root][INFO] - Epoch: [6/50][200/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.3845 
[2021-06-14 11:41:02,244][root][INFO] - Epoch: [6/50][210/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.5690 
[2021-06-14 11:41:06,092][root][INFO] - Epoch: [6/50][220/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.4732 
[2021-06-14 11:41:09,925][root][INFO] - Epoch: [6/50][230/1216] Data 0.001 (0.012) Batch 0.382 (0.398) Loss 0.3717 
[2021-06-14 11:41:13,767][root][INFO] - Epoch: [6/50][240/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.4869 
[2021-06-14 11:41:17,610][root][INFO] - Epoch: [6/50][250/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.3452 
[2021-06-14 11:41:21,448][root][INFO] - Epoch: [6/50][260/1216] Data 0.001 (0.011) Batch 0.388 (0.396) Loss 0.3744 
[2021-06-14 11:41:25,281][root][INFO] - Epoch: [6/50][270/1216] Data 0.001 (0.011) Batch 0.381 (0.395) Loss 0.4958 
[2021-06-14 11:41:29,120][root][INFO] - Epoch: [6/50][280/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.3986 
[2021-06-14 11:41:32,952][root][INFO] - Epoch: [6/50][290/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.3652 
[2021-06-14 11:41:36,791][root][INFO] - Epoch: [6/50][300/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.4226 
[2021-06-14 11:41:40,619][root][INFO] - Epoch: [6/50][310/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.3495 
[2021-06-14 11:41:44,467][root][INFO] - Epoch: [6/50][320/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.5430 
[2021-06-14 11:41:48,306][root][INFO] - Epoch: [6/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.4252 
[2021-06-14 11:41:52,143][root][INFO] - Epoch: [6/50][340/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.6035 
[2021-06-14 11:41:56,016][root][INFO] - Epoch: [6/50][350/1216] Data 0.001 (0.008) Batch 0.407 (0.393) Loss 0.3859 
[2021-06-14 11:41:59,869][root][INFO] - Epoch: [6/50][360/1216] Data 0.001 (0.008) Batch 0.401 (0.393) Loss 0.3976 
[2021-06-14 11:42:03,709][root][INFO] - Epoch: [6/50][370/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.4881 
[2021-06-14 11:42:07,561][root][INFO] - Epoch: [6/50][380/1216] Data 0.001 (0.008) Batch 0.388 (0.392) Loss 0.5424 
[2021-06-14 11:42:11,406][root][INFO] - Epoch: [6/50][390/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.4073 
[2021-06-14 11:42:15,247][root][INFO] - Epoch: [6/50][400/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.4441 
[2021-06-14 11:42:19,100][root][INFO] - Epoch: [6/50][410/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.4191 
[2021-06-14 11:42:22,939][root][INFO] - Epoch: [6/50][420/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.4927 
[2021-06-14 11:42:26,783][root][INFO] - Epoch: [6/50][430/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.4557 
[2021-06-14 11:42:30,623][root][INFO] - Epoch: [6/50][440/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.4668 
[2021-06-14 11:42:34,470][root][INFO] - Epoch: [6/50][450/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.3435 
[2021-06-14 11:42:38,311][root][INFO] - Epoch: [6/50][460/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.4322 
[2021-06-14 11:42:42,153][root][INFO] - Epoch: [6/50][470/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.5732 
[2021-06-14 11:42:45,994][root][INFO] - Epoch: [6/50][480/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.5016 
[2021-06-14 11:42:49,827][root][INFO] - Epoch: [6/50][490/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.6574 
[2021-06-14 11:42:53,690][root][INFO] - Epoch: [6/50][500/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.5502 
[2021-06-14 11:42:57,523][root][INFO] - Epoch: [6/50][510/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.5054 
[2021-06-14 11:43:01,366][root][INFO] - Epoch: [6/50][520/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.4682 
[2021-06-14 11:43:05,222][root][INFO] - Epoch: [6/50][530/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.3522 
[2021-06-14 11:43:09,067][root][INFO] - Epoch: [6/50][540/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.4129 
[2021-06-14 11:43:12,920][root][INFO] - Epoch: [6/50][550/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.4599 
[2021-06-14 11:43:16,780][root][INFO] - Epoch: [6/50][560/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.5048 
[2021-06-14 11:43:20,617][root][INFO] - Epoch: [6/50][570/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.4172 
[2021-06-14 11:43:24,453][root][INFO] - Epoch: [6/50][580/1216] Data 0.001 (0.005) Batch 0.385 (0.390) Loss 0.5282 
[2021-06-14 11:43:28,315][root][INFO] - Epoch: [6/50][590/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.4643 
[2021-06-14 11:43:32,154][root][INFO] - Epoch: [6/50][600/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5322 
[2021-06-14 11:43:35,994][root][INFO] - Epoch: [6/50][610/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3867 
[2021-06-14 11:43:39,845][root][INFO] - Epoch: [6/50][620/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4069 
[2021-06-14 11:43:43,678][root][INFO] - Epoch: [6/50][630/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.4624 
[2021-06-14 11:43:47,522][root][INFO] - Epoch: [6/50][640/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.4149 
[2021-06-14 11:43:51,360][root][INFO] - Epoch: [6/50][650/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.4585 
[2021-06-14 11:43:55,218][root][INFO] - Epoch: [6/50][660/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.4444 
[2021-06-14 11:43:59,046][root][INFO] - Epoch: [6/50][670/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4192 
[2021-06-14 11:44:02,896][root][INFO] - Epoch: [6/50][680/1216] Data 0.001 (0.005) Batch 0.391 (0.389) Loss 0.3946 
[2021-06-14 11:44:06,737][root][INFO] - Epoch: [6/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.5144 
[2021-06-14 11:44:10,569][root][INFO] - Epoch: [6/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3702 
[2021-06-14 11:44:14,418][root][INFO] - Epoch: [6/50][710/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5042 
[2021-06-14 11:44:18,262][root][INFO] - Epoch: [6/50][720/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.3524 
[2021-06-14 11:44:22,092][root][INFO] - Epoch: [6/50][730/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4810 
[2021-06-14 11:44:25,922][root][INFO] - Epoch: [6/50][740/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3226 
[2021-06-14 11:44:29,758][root][INFO] - Epoch: [6/50][750/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4881 
[2021-06-14 11:44:33,588][root][INFO] - Epoch: [6/50][760/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.4415 
[2021-06-14 11:44:37,421][root][INFO] - Epoch: [6/50][770/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4900 
[2021-06-14 11:44:41,268][root][INFO] - Epoch: [6/50][780/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4034 
[2021-06-14 11:44:45,106][root][INFO] - Epoch: [6/50][790/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5203 
[2021-06-14 11:44:48,940][root][INFO] - Epoch: [6/50][800/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.4686 
[2021-06-14 11:44:52,789][root][INFO] - Epoch: [6/50][810/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.3352 
[2021-06-14 11:44:56,632][root][INFO] - Epoch: [6/50][820/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.5144 
[2021-06-14 11:45:00,492][root][INFO] - Epoch: [6/50][830/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3792 
[2021-06-14 11:45:04,324][root][INFO] - Epoch: [6/50][840/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3968 
[2021-06-14 11:45:08,159][root][INFO] - Epoch: [6/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3663 
[2021-06-14 11:45:11,987][root][INFO] - Epoch: [6/50][860/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.4098 
[2021-06-14 11:45:15,829][root][INFO] - Epoch: [6/50][870/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.4564 
[2021-06-14 11:45:19,660][root][INFO] - Epoch: [6/50][880/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.6370 
[2021-06-14 11:45:23,481][root][INFO] - Epoch: [6/50][890/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.4777 
[2021-06-14 11:45:27,321][root][INFO] - Epoch: [6/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3235 
[2021-06-14 11:45:31,159][root][INFO] - Epoch: [6/50][910/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4318 
[2021-06-14 11:45:34,988][root][INFO] - Epoch: [6/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4479 
[2021-06-14 11:45:38,817][root][INFO] - Epoch: [6/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3844 
[2021-06-14 11:45:42,655][root][INFO] - Epoch: [6/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3632 
[2021-06-14 11:45:46,489][root][INFO] - Epoch: [6/50][950/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.4272 
[2021-06-14 11:45:50,314][root][INFO] - Epoch: [6/50][960/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3912 
[2021-06-14 11:45:54,152][root][INFO] - Epoch: [6/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.4684 
[2021-06-14 11:45:57,993][root][INFO] - Epoch: [6/50][980/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.5642 
[2021-06-14 11:46:01,827][root][INFO] - Epoch: [6/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4140 
[2021-06-14 11:46:05,674][root][INFO] - Epoch: [6/50][1000/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.4302 
[2021-06-14 11:46:09,505][root][INFO] - Epoch: [6/50][1010/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.4500 
[2021-06-14 11:46:13,351][root][INFO] - Epoch: [6/50][1020/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.4251 
[2021-06-14 11:46:17,206][root][INFO] - Epoch: [6/50][1030/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.3594 
[2021-06-14 11:46:21,053][root][INFO] - Epoch: [6/50][1040/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.5305 
[2021-06-14 11:46:24,895][root][INFO] - Epoch: [6/50][1050/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.4356 
[2021-06-14 11:46:28,726][root][INFO] - Epoch: [6/50][1060/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3979 
[2021-06-14 11:46:32,557][root][INFO] - Epoch: [6/50][1070/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.4049 
[2021-06-14 11:46:36,390][root][INFO] - Epoch: [6/50][1080/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3965 
[2021-06-14 11:46:40,224][root][INFO] - Epoch: [6/50][1090/1216] Data 0.001 (0.003) Batch 0.389 (0.387) Loss 0.4165 
[2021-06-14 11:46:44,059][root][INFO] - Epoch: [6/50][1100/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.4825 
[2021-06-14 11:46:47,896][root][INFO] - Epoch: [6/50][1110/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3999 
[2021-06-14 11:46:51,744][root][INFO] - Epoch: [6/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.5452 
[2021-06-14 11:46:55,584][root][INFO] - Epoch: [6/50][1130/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.5036 
[2021-06-14 11:46:59,419][root][INFO] - Epoch: [6/50][1140/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.3516 
[2021-06-14 11:47:03,253][root][INFO] - Epoch: [6/50][1150/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.3631 
[2021-06-14 11:47:07,089][root][INFO] - Epoch: [6/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.5007 
[2021-06-14 11:47:10,929][root][INFO] - Epoch: [6/50][1170/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.6204 
[2021-06-14 11:47:14,756][root][INFO] - Epoch: [6/50][1180/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.5495 
[2021-06-14 11:47:18,588][root][INFO] - Epoch: [6/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.4170 
[2021-06-14 11:47:22,403][root][INFO] - Epoch: [6/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.5559 
[2021-06-14 11:47:26,223][root][INFO] - Epoch: [6/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.4951 
[2021-06-14 11:47:28,787][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 11:47:30,229][root][INFO] - Test: [1/680] 
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[2021-06-14 11:48:21,774][root][INFO] - Test: [659/680] 
[2021-06-14 11:48:21,840][root][INFO] - Test: [660/680] 
[2021-06-14 11:48:21,906][root][INFO] - Test: [661/680] 
[2021-06-14 11:48:21,973][root][INFO] - Test: [662/680] 
[2021-06-14 11:48:22,041][root][INFO] - Test: [663/680] 
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[2021-06-14 11:48:22,174][root][INFO] - Test: [665/680] 
[2021-06-14 11:48:22,242][root][INFO] - Test: [666/680] 
[2021-06-14 11:48:22,309][root][INFO] - Test: [667/680] 
[2021-06-14 11:48:22,376][root][INFO] - Test: [668/680] 
[2021-06-14 11:48:22,443][root][INFO] - Test: [669/680] 
[2021-06-14 11:48:22,509][root][INFO] - Test: [670/680] 
[2021-06-14 11:48:22,576][root][INFO] - Test: [671/680] 
[2021-06-14 11:48:22,643][root][INFO] - Test: [672/680] 
[2021-06-14 11:48:22,710][root][INFO] - Test: [673/680] 
[2021-06-14 11:48:22,778][root][INFO] - Test: [674/680] 
[2021-06-14 11:48:22,844][root][INFO] - Test: [675/680] 
[2021-06-14 11:48:22,910][root][INFO] - Test: [676/680] 
[2021-06-14 11:48:22,977][root][INFO] - Test: [677/680] 
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[2021-06-14 11:48:23,111][root][INFO] - Test: [679/680] 
[2021-06-14 11:48:23,150][root][INFO] - Test: [680/680] 
[2021-06-14 11:48:23,409][root][INFO] - Val result: mIoU 0.6085.
[2021-06-14 11:48:23,410][root][INFO] - Class_0 Result: iou 0.7813.
[2021-06-14 11:48:23,410][root][INFO] - Class_1 Result: iou 0.8726.
[2021-06-14 11:48:23,410][root][INFO] - Class_2 Result: iou 0.5515.
[2021-06-14 11:48:23,410][root][INFO] - Class_3 Result: iou 0.7632.
[2021-06-14 11:48:23,411][root][INFO] - Class_4 Result: iou 0.6614.
[2021-06-14 11:48:23,411][root][INFO] - Class_5 Result: iou 0.6275.
[2021-06-14 11:48:23,411][root][INFO] - Class_6 Result: iou 0.6551.
[2021-06-14 11:48:23,411][root][INFO] - Class_7 Result: iou 0.5811.
[2021-06-14 11:48:23,411][root][INFO] - Class_8 Result: iou 0.4792.
[2021-06-14 11:48:23,411][root][INFO] - Class_9 Result: iou 0.5573.
[2021-06-14 11:48:23,411][root][INFO] - Class_10 Result: iou 0.3564.
[2021-06-14 11:48:23,411][root][INFO] - Class_11 Result: iou 0.4520.
[2021-06-14 11:48:23,411][root][INFO] - Class_12 Result: iou 0.5324.
[2021-06-14 11:48:23,411][root][INFO] - Class_13 Result: iou 0.5421.
[2021-06-14 11:48:23,411][root][INFO] - Class_14 Result: iou 0.6027.
[2021-06-14 11:48:23,411][root][INFO] - Class_15 Result: iou 0.5170.
[2021-06-14 11:48:23,411][root][INFO] - Class_16 Result: iou 0.8504.
[2021-06-14 11:48:23,411][root][INFO] - Class_17 Result: iou 0.5937.
[2021-06-14 11:48:23,411][root][INFO] - Class_18 Result: iou 0.7679.
[2021-06-14 11:48:23,412][root][INFO] - Class_19 Result: iou 0.4260.
[2021-06-14 11:48:23,412][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:48:23,413][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:48:31,810][root][INFO] - Epoch: [7/50][10/1216] Data 0.002 (0.286) Batch 0.400 (0.734) Loss 0.5579 
[2021-06-14 11:48:35,629][root][INFO] - Epoch: [7/50][20/1216] Data 0.001 (0.143) Batch 0.380 (0.558) Loss 0.5269 
[2021-06-14 11:48:39,492][root][INFO] - Epoch: [7/50][30/1216] Data 0.001 (0.096) Batch 0.383 (0.501) Loss 0.4354 
[2021-06-14 11:48:43,330][root][INFO] - Epoch: [7/50][40/1216] Data 0.001 (0.072) Batch 0.382 (0.471) Loss 0.3025 
[2021-06-14 11:48:47,174][root][INFO] - Epoch: [7/50][50/1216] Data 0.001 (0.058) Batch 0.382 (0.454) Loss 0.3520 
[2021-06-14 11:48:51,007][root][INFO] - Epoch: [7/50][60/1216] Data 0.001 (0.048) Batch 0.385 (0.442) Loss 0.4152 
[2021-06-14 11:48:54,838][root][INFO] - Epoch: [7/50][70/1216] Data 0.001 (0.042) Batch 0.383 (0.434) Loss 0.4543 
[2021-06-14 11:48:58,685][root][INFO] - Epoch: [7/50][80/1216] Data 0.001 (0.036) Batch 0.384 (0.428) Loss 0.3743 
[2021-06-14 11:49:02,525][root][INFO] - Epoch: [7/50][90/1216] Data 0.001 (0.033) Batch 0.382 (0.423) Loss 0.4904 
[2021-06-14 11:49:06,361][root][INFO] - Epoch: [7/50][100/1216] Data 0.001 (0.029) Batch 0.382 (0.419) Loss 0.4122 
[2021-06-14 11:49:10,207][root][INFO] - Epoch: [7/50][110/1216] Data 0.001 (0.027) Batch 0.382 (0.416) Loss 0.3823 
[2021-06-14 11:49:14,037][root][INFO] - Epoch: [7/50][120/1216] Data 0.001 (0.025) Batch 0.382 (0.413) Loss 0.3488 
[2021-06-14 11:49:17,869][root][INFO] - Epoch: [7/50][130/1216] Data 0.001 (0.023) Batch 0.383 (0.411) Loss 0.4482 
[2021-06-14 11:49:21,719][root][INFO] - Epoch: [7/50][140/1216] Data 0.001 (0.021) Batch 0.382 (0.409) Loss 0.3822 
[2021-06-14 11:49:25,579][root][INFO] - Epoch: [7/50][150/1216] Data 0.001 (0.020) Batch 0.397 (0.407) Loss 0.3366 
[2021-06-14 11:49:29,414][root][INFO] - Epoch: [7/50][160/1216] Data 0.001 (0.019) Batch 0.383 (0.406) Loss 0.4632 
[2021-06-14 11:49:33,258][root][INFO] - Epoch: [7/50][170/1216] Data 0.001 (0.018) Batch 0.384 (0.405) Loss 0.4916 
[2021-06-14 11:49:37,094][root][INFO] - Epoch: [7/50][180/1216] Data 0.001 (0.017) Batch 0.382 (0.403) Loss 0.5032 
[2021-06-14 11:49:40,925][root][INFO] - Epoch: [7/50][190/1216] Data 0.001 (0.016) Batch 0.384 (0.402) Loss 0.5900 
[2021-06-14 11:49:44,776][root][INFO] - Epoch: [7/50][200/1216] Data 0.001 (0.015) Batch 0.383 (0.402) Loss 0.4128 
[2021-06-14 11:49:48,615][root][INFO] - Epoch: [7/50][210/1216] Data 0.001 (0.014) Batch 0.383 (0.401) Loss 0.4158 
[2021-06-14 11:49:52,452][root][INFO] - Epoch: [7/50][220/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.5012 
[2021-06-14 11:49:56,298][root][INFO] - Epoch: [7/50][230/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.4423 
[2021-06-14 11:50:00,143][root][INFO] - Epoch: [7/50][240/1216] Data 0.001 (0.013) Batch 0.394 (0.399) Loss 0.4213 
[2021-06-14 11:50:03,982][root][INFO] - Epoch: [7/50][250/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.3605 
[2021-06-14 11:50:07,808][root][INFO] - Epoch: [7/50][260/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.4278 
[2021-06-14 11:50:11,655][root][INFO] - Epoch: [7/50][270/1216] Data 0.001 (0.011) Batch 0.383 (0.397) Loss 0.4990 
[2021-06-14 11:50:15,488][root][INFO] - Epoch: [7/50][280/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.5112 
[2021-06-14 11:50:19,322][root][INFO] - Epoch: [7/50][290/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.4586 
[2021-06-14 11:50:23,172][root][INFO] - Epoch: [7/50][300/1216] Data 0.001 (0.010) Batch 0.384 (0.396) Loss 0.4507 
[2021-06-14 11:50:26,999][root][INFO] - Epoch: [7/50][310/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.5128 
[2021-06-14 11:50:30,831][root][INFO] - Epoch: [7/50][320/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.3820 
[2021-06-14 11:50:34,671][root][INFO] - Epoch: [7/50][330/1216] Data 0.001 (0.009) Batch 0.384 (0.395) Loss 0.4272 
[2021-06-14 11:50:38,517][root][INFO] - Epoch: [7/50][340/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.3593 
[2021-06-14 11:50:42,347][root][INFO] - Epoch: [7/50][350/1216] Data 0.001 (0.009) Batch 0.388 (0.394) Loss 0.4031 
[2021-06-14 11:50:46,202][root][INFO] - Epoch: [7/50][360/1216] Data 0.001 (0.009) Batch 0.387 (0.394) Loss 0.3106 
[2021-06-14 11:50:50,043][root][INFO] - Epoch: [7/50][370/1216] Data 0.001 (0.009) Batch 0.387 (0.393) Loss 0.5055 
[2021-06-14 11:50:53,887][root][INFO] - Epoch: [7/50][380/1216] Data 0.001 (0.008) Batch 0.391 (0.393) Loss 0.3092 
[2021-06-14 11:50:57,718][root][INFO] - Epoch: [7/50][390/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.4148 
[2021-06-14 11:51:01,575][root][INFO] - Epoch: [7/50][400/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.5304 
[2021-06-14 11:51:05,410][root][INFO] - Epoch: [7/50][410/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.4135 
[2021-06-14 11:51:09,250][root][INFO] - Epoch: [7/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.4213 
[2021-06-14 11:51:13,082][root][INFO] - Epoch: [7/50][430/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.6015 
[2021-06-14 11:51:16,916][root][INFO] - Epoch: [7/50][440/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.3855 
[2021-06-14 11:51:20,756][root][INFO] - Epoch: [7/50][450/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.7126 
[2021-06-14 11:51:24,588][root][INFO] - Epoch: [7/50][460/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.4036 
[2021-06-14 11:51:28,440][root][INFO] - Epoch: [7/50][470/1216] Data 0.001 (0.007) Batch 0.390 (0.391) Loss 0.5133 
[2021-06-14 11:51:32,272][root][INFO] - Epoch: [7/50][480/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.4087 
[2021-06-14 11:51:36,117][root][INFO] - Epoch: [7/50][490/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.4679 
[2021-06-14 11:51:39,961][root][INFO] - Epoch: [7/50][500/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.5533 
[2021-06-14 11:51:43,805][root][INFO] - Epoch: [7/50][510/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.3928 
[2021-06-14 11:51:47,647][root][INFO] - Epoch: [7/50][520/1216] Data 0.001 (0.006) Batch 0.392 (0.391) Loss 0.4309 
[2021-06-14 11:51:51,473][root][INFO] - Epoch: [7/50][530/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.3461 
[2021-06-14 11:51:55,314][root][INFO] - Epoch: [7/50][540/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.4429 
[2021-06-14 11:51:59,149][root][INFO] - Epoch: [7/50][550/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.5820 
[2021-06-14 11:52:02,976][root][INFO] - Epoch: [7/50][560/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3620 
[2021-06-14 11:52:06,829][root][INFO] - Epoch: [7/50][570/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3921 
[2021-06-14 11:52:10,652][root][INFO] - Epoch: [7/50][580/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.4097 
[2021-06-14 11:52:14,483][root][INFO] - Epoch: [7/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.5701 
[2021-06-14 11:52:18,326][root][INFO] - Epoch: [7/50][600/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3075 
[2021-06-14 11:52:22,166][root][INFO] - Epoch: [7/50][610/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.5333 
[2021-06-14 11:52:25,994][root][INFO] - Epoch: [7/50][620/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.3988 
[2021-06-14 11:52:29,828][root][INFO] - Epoch: [7/50][630/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4655 
[2021-06-14 11:52:33,669][root][INFO] - Epoch: [7/50][640/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.5525 
[2021-06-14 11:52:37,508][root][INFO] - Epoch: [7/50][650/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3475 
[2021-06-14 11:52:41,345][root][INFO] - Epoch: [7/50][660/1216] Data 0.001 (0.005) Batch 0.394 (0.389) Loss 0.3944 
[2021-06-14 11:52:45,199][root][INFO] - Epoch: [7/50][670/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4713 
[2021-06-14 11:52:49,039][root][INFO] - Epoch: [7/50][680/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.5109 
[2021-06-14 11:52:52,870][root][INFO] - Epoch: [7/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3377 
[2021-06-14 11:52:56,705][root][INFO] - Epoch: [7/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3565 
[2021-06-14 11:53:00,540][root][INFO] - Epoch: [7/50][710/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3972 
[2021-06-14 11:53:04,371][root][INFO] - Epoch: [7/50][720/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3937 
[2021-06-14 11:53:08,192][root][INFO] - Epoch: [7/50][730/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.5312 
[2021-06-14 11:53:12,034][root][INFO] - Epoch: [7/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3153 
[2021-06-14 11:53:15,869][root][INFO] - Epoch: [7/50][750/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3756 
[2021-06-14 11:53:19,699][root][INFO] - Epoch: [7/50][760/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.4984 
[2021-06-14 11:53:23,538][root][INFO] - Epoch: [7/50][770/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.5793 
[2021-06-14 11:53:27,376][root][INFO] - Epoch: [7/50][780/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.4534 
[2021-06-14 11:53:31,229][root][INFO] - Epoch: [7/50][790/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.6684 
[2021-06-14 11:53:35,071][root][INFO] - Epoch: [7/50][800/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4039 
[2021-06-14 11:53:38,914][root][INFO] - Epoch: [7/50][810/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4788 
[2021-06-14 11:53:42,772][root][INFO] - Epoch: [7/50][820/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.4265 
[2021-06-14 11:53:46,622][root][INFO] - Epoch: [7/50][830/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4983 
[2021-06-14 11:53:50,459][root][INFO] - Epoch: [7/50][840/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4482 
[2021-06-14 11:53:54,305][root][INFO] - Epoch: [7/50][850/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4229 
[2021-06-14 11:53:58,146][root][INFO] - Epoch: [7/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3849 
[2021-06-14 11:54:02,001][root][INFO] - Epoch: [7/50][870/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.4428 
[2021-06-14 11:54:05,832][root][INFO] - Epoch: [7/50][880/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3594 
[2021-06-14 11:54:09,676][root][INFO] - Epoch: [7/50][890/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3354 
[2021-06-14 11:54:13,532][root][INFO] - Epoch: [7/50][900/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.3334 
[2021-06-14 11:54:17,376][root][INFO] - Epoch: [7/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4486 
[2021-06-14 11:54:21,204][root][INFO] - Epoch: [7/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4656 
[2021-06-14 11:54:25,032][root][INFO] - Epoch: [7/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4014 
[2021-06-14 11:54:28,868][root][INFO] - Epoch: [7/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4579 
[2021-06-14 11:54:32,713][root][INFO] - Epoch: [7/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4630 
[2021-06-14 11:54:36,559][root][INFO] - Epoch: [7/50][960/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.5060 
[2021-06-14 11:54:40,400][root][INFO] - Epoch: [7/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5473 
[2021-06-14 11:54:44,242][root][INFO] - Epoch: [7/50][980/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.3872 
[2021-06-14 11:54:48,092][root][INFO] - Epoch: [7/50][990/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.3812 
[2021-06-14 11:54:51,944][root][INFO] - Epoch: [7/50][1000/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.4991 
[2021-06-14 11:54:55,810][root][INFO] - Epoch: [7/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3838 
[2021-06-14 11:54:59,659][root][INFO] - Epoch: [7/50][1020/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.4607 
[2021-06-14 11:55:03,489][root][INFO] - Epoch: [7/50][1030/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.4039 
[2021-06-14 11:55:07,335][root][INFO] - Epoch: [7/50][1040/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.4317 
[2021-06-14 11:55:11,178][root][INFO] - Epoch: [7/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.5497 
[2021-06-14 11:55:15,010][root][INFO] - Epoch: [7/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.4359 
[2021-06-14 11:55:18,860][root][INFO] - Epoch: [7/50][1070/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.5220 
[2021-06-14 11:55:22,698][root][INFO] - Epoch: [7/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.4345 
[2021-06-14 11:55:26,527][root][INFO] - Epoch: [7/50][1090/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.3609 
[2021-06-14 11:55:30,365][root][INFO] - Epoch: [7/50][1100/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.4209 
[2021-06-14 11:55:34,201][root][INFO] - Epoch: [7/50][1110/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.4942 
[2021-06-14 11:55:38,033][root][INFO] - Epoch: [7/50][1120/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.4055 
[2021-06-14 11:55:41,871][root][INFO] - Epoch: [7/50][1130/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.4762 
[2021-06-14 11:55:45,729][root][INFO] - Epoch: [7/50][1140/1216] Data 0.001 (0.003) Batch 0.390 (0.387) Loss 0.4896 
[2021-06-14 11:55:49,577][root][INFO] - Epoch: [7/50][1150/1216] Data 0.001 (0.003) Batch 0.386 (0.387) Loss 0.4157 
[2021-06-14 11:55:53,427][root][INFO] - Epoch: [7/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.4466 
[2021-06-14 11:55:57,290][root][INFO] - Epoch: [7/50][1170/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.4670 
[2021-06-14 11:56:01,125][root][INFO] - Epoch: [7/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.5164 
[2021-06-14 11:56:04,954][root][INFO] - Epoch: [7/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3867 
[2021-06-14 11:56:08,778][root][INFO] - Epoch: [7/50][1200/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.4070 
[2021-06-14 11:56:12,602][root][INFO] - Epoch: [7/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3757 
[2021-06-14 11:56:15,160][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 11:57:09,511][root][INFO] - Val result: mIoU 0.6169.
[2021-06-14 11:57:09,512][root][INFO] - Class_0 Result: iou 0.7858.
[2021-06-14 11:57:09,512][root][INFO] - Class_1 Result: iou 0.8743.
[2021-06-14 11:57:09,513][root][INFO] - Class_2 Result: iou 0.5602.
[2021-06-14 11:57:09,513][root][INFO] - Class_3 Result: iou 0.7690.
[2021-06-14 11:57:09,513][root][INFO] - Class_4 Result: iou 0.6867.
[2021-06-14 11:57:09,513][root][INFO] - Class_5 Result: iou 0.6449.
[2021-06-14 11:57:09,514][root][INFO] - Class_6 Result: iou 0.6782.
[2021-06-14 11:57:09,514][root][INFO] - Class_7 Result: iou 0.6032.
[2021-06-14 11:57:09,514][root][INFO] - Class_8 Result: iou 0.4815.
[2021-06-14 11:57:09,514][root][INFO] - Class_9 Result: iou 0.5848.
[2021-06-14 11:57:09,515][root][INFO] - Class_10 Result: iou 0.2984.
[2021-06-14 11:57:09,515][root][INFO] - Class_11 Result: iou 0.4625.
[2021-06-14 11:57:09,515][root][INFO] - Class_12 Result: iou 0.5712.
[2021-06-14 11:57:09,516][root][INFO] - Class_13 Result: iou 0.5395.
[2021-06-14 11:57:09,516][root][INFO] - Class_14 Result: iou 0.5951.
[2021-06-14 11:57:09,516][root][INFO] - Class_15 Result: iou 0.5741.
[2021-06-14 11:57:09,516][root][INFO] - Class_16 Result: iou 0.8421.
[2021-06-14 11:57:09,517][root][INFO] - Class_17 Result: iou 0.5862.
[2021-06-14 11:57:09,517][root][INFO] - Class_18 Result: iou 0.7833.
[2021-06-14 11:57:09,517][root][INFO] - Class_19 Result: iou 0.4161.
[2021-06-14 11:57:09,517][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 11:57:09,519][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 11:57:18,597][root][INFO] - Epoch: [8/50][10/1216] Data 0.001 (0.385) Batch 0.383 (0.801) Loss 0.3965 
[2021-06-14 11:57:22,423][root][INFO] - Epoch: [8/50][20/1216] Data 0.001 (0.193) Batch 0.381 (0.592) Loss 0.5108 
[2021-06-14 11:57:26,262][root][INFO] - Epoch: [8/50][30/1216] Data 0.001 (0.129) Batch 0.382 (0.522) Loss 0.3718 
[2021-06-14 11:57:30,085][root][INFO] - Epoch: [8/50][40/1216] Data 0.001 (0.097) Batch 0.381 (0.487) Loss 0.4007 
[2021-06-14 11:57:33,915][root][INFO] - Epoch: [8/50][50/1216] Data 0.001 (0.078) Batch 0.382 (0.466) Loss 0.4700 
[2021-06-14 11:57:37,756][root][INFO] - Epoch: [8/50][60/1216] Data 0.001 (0.065) Batch 0.385 (0.453) Loss 0.3788 
[2021-06-14 11:57:41,585][root][INFO] - Epoch: [8/50][70/1216] Data 0.001 (0.056) Batch 0.380 (0.443) Loss 0.4503 
[2021-06-14 11:57:45,423][root][INFO] - Epoch: [8/50][80/1216] Data 0.001 (0.049) Batch 0.383 (0.435) Loss 0.4316 
[2021-06-14 11:57:49,239][root][INFO] - Epoch: [8/50][90/1216] Data 0.001 (0.044) Batch 0.382 (0.429) Loss 0.3736 
[2021-06-14 11:57:53,080][root][INFO] - Epoch: [8/50][100/1216] Data 0.001 (0.039) Batch 0.385 (0.425) Loss 0.4276 
[2021-06-14 11:57:56,916][root][INFO] - Epoch: [8/50][110/1216] Data 0.001 (0.036) Batch 0.384 (0.421) Loss 0.3718 
[2021-06-14 11:58:00,750][root][INFO] - Epoch: [8/50][120/1216] Data 0.001 (0.033) Batch 0.384 (0.418) Loss 0.4806 
[2021-06-14 11:58:04,585][root][INFO] - Epoch: [8/50][130/1216] Data 0.001 (0.030) Batch 0.384 (0.415) Loss 0.3803 
[2021-06-14 11:58:08,436][root][INFO] - Epoch: [8/50][140/1216] Data 0.001 (0.028) Batch 0.385 (0.413) Loss 0.3923 
[2021-06-14 11:58:12,286][root][INFO] - Epoch: [8/50][150/1216] Data 0.001 (0.026) Batch 0.384 (0.411) Loss 0.3226 
[2021-06-14 11:58:16,141][root][INFO] - Epoch: [8/50][160/1216] Data 0.001 (0.025) Batch 0.383 (0.410) Loss 0.5307 
[2021-06-14 11:58:19,978][root][INFO] - Epoch: [8/50][170/1216] Data 0.001 (0.023) Batch 0.384 (0.408) Loss 0.3465 
[2021-06-14 11:58:23,808][root][INFO] - Epoch: [8/50][180/1216] Data 0.001 (0.022) Batch 0.382 (0.407) Loss 0.4454 
[2021-06-14 11:58:27,656][root][INFO] - Epoch: [8/50][190/1216] Data 0.001 (0.021) Batch 0.382 (0.406) Loss 0.4446 
[2021-06-14 11:58:31,495][root][INFO] - Epoch: [8/50][200/1216] Data 0.001 (0.020) Batch 0.382 (0.405) Loss 0.4328 
[2021-06-14 11:58:35,335][root][INFO] - Epoch: [8/50][210/1216] Data 0.001 (0.019) Batch 0.383 (0.404) Loss 0.3792 
[2021-06-14 11:58:39,166][root][INFO] - Epoch: [8/50][220/1216] Data 0.001 (0.018) Batch 0.382 (0.403) Loss 0.4763 
[2021-06-14 11:58:43,000][root][INFO] - Epoch: [8/50][230/1216] Data 0.001 (0.018) Batch 0.382 (0.402) Loss 0.4315 
[2021-06-14 11:58:46,845][root][INFO] - Epoch: [8/50][240/1216] Data 0.001 (0.017) Batch 0.385 (0.401) Loss 0.4978 
[2021-06-14 11:58:50,683][root][INFO] - Epoch: [8/50][250/1216] Data 0.001 (0.016) Batch 0.383 (0.400) Loss 0.3822 
[2021-06-14 11:58:54,514][root][INFO] - Epoch: [8/50][260/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.4157 
[2021-06-14 11:58:58,357][root][INFO] - Epoch: [8/50][270/1216] Data 0.001 (0.015) Batch 0.382 (0.399) Loss 0.3895 
[2021-06-14 11:59:02,189][root][INFO] - Epoch: [8/50][280/1216] Data 0.001 (0.015) Batch 0.385 (0.399) Loss 0.5269 
[2021-06-14 11:59:06,028][root][INFO] - Epoch: [8/50][290/1216] Data 0.001 (0.014) Batch 0.386 (0.398) Loss 0.3515 
[2021-06-14 11:59:09,866][root][INFO] - Epoch: [8/50][300/1216] Data 0.001 (0.014) Batch 0.389 (0.398) Loss 0.4957 
[2021-06-14 11:59:13,711][root][INFO] - Epoch: [8/50][310/1216] Data 0.001 (0.013) Batch 0.384 (0.397) Loss 0.5659 
[2021-06-14 11:59:17,557][root][INFO] - Epoch: [8/50][320/1216] Data 0.001 (0.013) Batch 0.388 (0.397) Loss 0.5530 
[2021-06-14 11:59:21,394][root][INFO] - Epoch: [8/50][330/1216] Data 0.001 (0.013) Batch 0.382 (0.396) Loss 0.4470 
[2021-06-14 11:59:25,218][root][INFO] - Epoch: [8/50][340/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.3980 
[2021-06-14 11:59:29,054][root][INFO] - Epoch: [8/50][350/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.3956 
[2021-06-14 11:59:32,903][root][INFO] - Epoch: [8/50][360/1216] Data 0.001 (0.012) Batch 0.383 (0.395) Loss 0.4763 
[2021-06-14 11:59:36,738][root][INFO] - Epoch: [8/50][370/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.4410 
[2021-06-14 11:59:40,573][root][INFO] - Epoch: [8/50][380/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.3283 
[2021-06-14 11:59:44,411][root][INFO] - Epoch: [8/50][390/1216] Data 0.001 (0.011) Batch 0.384 (0.394) Loss 0.3596 
[2021-06-14 11:59:48,256][root][INFO] - Epoch: [8/50][400/1216] Data 0.001 (0.010) Batch 0.387 (0.394) Loss 0.2510 
[2021-06-14 11:59:52,099][root][INFO] - Epoch: [8/50][410/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.3697 
[2021-06-14 11:59:55,931][root][INFO] - Epoch: [8/50][420/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.4858 
[2021-06-14 11:59:59,792][root][INFO] - Epoch: [8/50][430/1216] Data 0.001 (0.010) Batch 0.383 (0.393) Loss 0.4136 
[2021-06-14 12:00:03,634][root][INFO] - Epoch: [8/50][440/1216] Data 0.001 (0.010) Batch 0.384 (0.393) Loss 0.3455 
[2021-06-14 12:00:07,471][root][INFO] - Epoch: [8/50][450/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.2687 
[2021-06-14 12:00:11,338][root][INFO] - Epoch: [8/50][460/1216] Data 0.001 (0.009) Batch 0.402 (0.393) Loss 0.4929 
[2021-06-14 12:00:15,182][root][INFO] - Epoch: [8/50][470/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.3998 
[2021-06-14 12:00:19,023][root][INFO] - Epoch: [8/50][480/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.3461 
[2021-06-14 12:00:22,862][root][INFO] - Epoch: [8/50][490/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.3633 
[2021-06-14 12:00:26,688][root][INFO] - Epoch: [8/50][500/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.5348 
[2021-06-14 12:00:30,536][root][INFO] - Epoch: [8/50][510/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.4084 
[2021-06-14 12:00:34,384][root][INFO] - Epoch: [8/50][520/1216] Data 0.001 (0.008) Batch 0.388 (0.392) Loss 0.3387 
[2021-06-14 12:00:38,219][root][INFO] - Epoch: [8/50][530/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2797 
[2021-06-14 12:00:42,077][root][INFO] - Epoch: [8/50][540/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.4269 
[2021-06-14 12:00:45,910][root][INFO] - Epoch: [8/50][550/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.3424 
[2021-06-14 12:00:49,759][root][INFO] - Epoch: [8/50][560/1216] Data 0.001 (0.008) Batch 0.386 (0.391) Loss 0.3845 
[2021-06-14 12:00:53,587][root][INFO] - Epoch: [8/50][570/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.4698 
[2021-06-14 12:00:57,427][root][INFO] - Epoch: [8/50][580/1216] Data 0.001 (0.007) Batch 0.389 (0.391) Loss 0.4230 
[2021-06-14 12:01:01,265][root][INFO] - Epoch: [8/50][590/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2817 
[2021-06-14 12:01:05,106][root][INFO] - Epoch: [8/50][600/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2928 
[2021-06-14 12:01:08,937][root][INFO] - Epoch: [8/50][610/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3589 
[2021-06-14 12:01:12,770][root][INFO] - Epoch: [8/50][620/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.3638 
[2021-06-14 12:01:16,606][root][INFO] - Epoch: [8/50][630/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.4146 
[2021-06-14 12:01:20,446][root][INFO] - Epoch: [8/50][640/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.4837 
[2021-06-14 12:01:24,282][root][INFO] - Epoch: [8/50][650/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.3970 
[2021-06-14 12:01:28,127][root][INFO] - Epoch: [8/50][660/1216] Data 0.001 (0.007) Batch 0.390 (0.390) Loss 0.3550 
[2021-06-14 12:01:31,955][root][INFO] - Epoch: [8/50][670/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.3200 
[2021-06-14 12:01:35,791][root][INFO] - Epoch: [8/50][680/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.5058 
[2021-06-14 12:01:39,622][root][INFO] - Epoch: [8/50][690/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.6776 
[2021-06-14 12:01:43,454][root][INFO] - Epoch: [8/50][700/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.4353 
[2021-06-14 12:01:47,282][root][INFO] - Epoch: [8/50][710/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.5650 
[2021-06-14 12:01:51,121][root][INFO] - Epoch: [8/50][720/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.5464 
[2021-06-14 12:01:54,967][root][INFO] - Epoch: [8/50][730/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3628 
[2021-06-14 12:01:58,823][root][INFO] - Epoch: [8/50][740/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.3335 
[2021-06-14 12:02:02,664][root][INFO] - Epoch: [8/50][750/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.4809 
[2021-06-14 12:02:06,499][root][INFO] - Epoch: [8/50][760/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.4224 
[2021-06-14 12:02:10,342][root][INFO] - Epoch: [8/50][770/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.4150 
[2021-06-14 12:02:14,170][root][INFO] - Epoch: [8/50][780/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3184 
[2021-06-14 12:02:18,010][root][INFO] - Epoch: [8/50][790/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3826 
[2021-06-14 12:02:21,841][root][INFO] - Epoch: [8/50][800/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.3486 
[2021-06-14 12:02:25,684][root][INFO] - Epoch: [8/50][810/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3916 
[2021-06-14 12:02:29,536][root][INFO] - Epoch: [8/50][820/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.4783 
[2021-06-14 12:02:33,360][root][INFO] - Epoch: [8/50][830/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.5536 
[2021-06-14 12:02:37,199][root][INFO] - Epoch: [8/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.4107 
[2021-06-14 12:02:41,043][root][INFO] - Epoch: [8/50][850/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3416 
[2021-06-14 12:02:44,883][root][INFO] - Epoch: [8/50][860/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.5993 
[2021-06-14 12:02:48,731][root][INFO] - Epoch: [8/50][870/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4220 
[2021-06-14 12:02:52,579][root][INFO] - Epoch: [8/50][880/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3314 
[2021-06-14 12:02:56,420][root][INFO] - Epoch: [8/50][890/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.5469 
[2021-06-14 12:03:00,259][root][INFO] - Epoch: [8/50][900/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3578 
[2021-06-14 12:03:04,098][root][INFO] - Epoch: [8/50][910/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.5218 
[2021-06-14 12:03:07,929][root][INFO] - Epoch: [8/50][920/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.4214 
[2021-06-14 12:03:11,772][root][INFO] - Epoch: [8/50][930/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.5877 
[2021-06-14 12:03:15,603][root][INFO] - Epoch: [8/50][940/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.4676 
[2021-06-14 12:03:19,446][root][INFO] - Epoch: [8/50][950/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.4752 
[2021-06-14 12:03:23,278][root][INFO] - Epoch: [8/50][960/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.4185 
[2021-06-14 12:03:27,109][root][INFO] - Epoch: [8/50][970/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3841 
[2021-06-14 12:03:30,960][root][INFO] - Epoch: [8/50][980/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3080 
[2021-06-14 12:03:34,792][root][INFO] - Epoch: [8/50][990/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.3752 
[2021-06-14 12:03:38,628][root][INFO] - Epoch: [8/50][1000/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.4733 
[2021-06-14 12:03:42,477][root][INFO] - Epoch: [8/50][1010/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3616 
[2021-06-14 12:03:46,326][root][INFO] - Epoch: [8/50][1020/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.5837 
[2021-06-14 12:03:50,186][root][INFO] - Epoch: [8/50][1030/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.3949 
[2021-06-14 12:03:54,031][root][INFO] - Epoch: [8/50][1040/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.4269 
[2021-06-14 12:03:57,867][root][INFO] - Epoch: [8/50][1050/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.3821 
[2021-06-14 12:04:01,704][root][INFO] - Epoch: [8/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3888 
[2021-06-14 12:04:05,542][root][INFO] - Epoch: [8/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3238 
[2021-06-14 12:04:09,369][root][INFO] - Epoch: [8/50][1080/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2842 
[2021-06-14 12:04:13,202][root][INFO] - Epoch: [8/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4676 
[2021-06-14 12:04:17,026][root][INFO] - Epoch: [8/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4154 
[2021-06-14 12:04:20,866][root][INFO] - Epoch: [8/50][1110/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3739 
[2021-06-14 12:04:24,697][root][INFO] - Epoch: [8/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4069 
[2021-06-14 12:04:28,549][root][INFO] - Epoch: [8/50][1130/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.4237 
[2021-06-14 12:04:32,386][root][INFO] - Epoch: [8/50][1140/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3912 
[2021-06-14 12:04:36,230][root][INFO] - Epoch: [8/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4091 
[2021-06-14 12:04:40,064][root][INFO] - Epoch: [8/50][1160/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3815 
[2021-06-14 12:04:43,899][root][INFO] - Epoch: [8/50][1170/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3922 
[2021-06-14 12:04:47,741][root][INFO] - Epoch: [8/50][1180/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.3586 
[2021-06-14 12:04:51,580][root][INFO] - Epoch: [8/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2966 
[2021-06-14 12:04:55,407][root][INFO] - Epoch: [8/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3833 
[2021-06-14 12:04:59,224][root][INFO] - Epoch: [8/50][1210/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.3641 
[2021-06-14 12:05:01,810][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 12:05:03,572][root][INFO] - Test: [1/680] 
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[2021-06-14 12:05:54,172][root][INFO] - Test: [652/680] 
[2021-06-14 12:05:54,239][root][INFO] - Test: [653/680] 
[2021-06-14 12:05:54,306][root][INFO] - Test: [654/680] 
[2021-06-14 12:05:54,372][root][INFO] - Test: [655/680] 
[2021-06-14 12:05:54,438][root][INFO] - Test: [656/680] 
[2021-06-14 12:05:54,505][root][INFO] - Test: [657/680] 
[2021-06-14 12:05:54,571][root][INFO] - Test: [658/680] 
[2021-06-14 12:05:54,638][root][INFO] - Test: [659/680] 
[2021-06-14 12:05:54,704][root][INFO] - Test: [660/680] 
[2021-06-14 12:05:54,771][root][INFO] - Test: [661/680] 
[2021-06-14 12:05:54,837][root][INFO] - Test: [662/680] 
[2021-06-14 12:05:54,904][root][INFO] - Test: [663/680] 
[2021-06-14 12:05:54,970][root][INFO] - Test: [664/680] 
[2021-06-14 12:05:55,036][root][INFO] - Test: [665/680] 
[2021-06-14 12:05:55,102][root][INFO] - Test: [666/680] 
[2021-06-14 12:05:55,169][root][INFO] - Test: [667/680] 
[2021-06-14 12:05:55,235][root][INFO] - Test: [668/680] 
[2021-06-14 12:05:55,301][root][INFO] - Test: [669/680] 
[2021-06-14 12:05:55,367][root][INFO] - Test: [670/680] 
[2021-06-14 12:05:55,433][root][INFO] - Test: [671/680] 
[2021-06-14 12:05:55,500][root][INFO] - Test: [672/680] 
[2021-06-14 12:05:55,567][root][INFO] - Test: [673/680] 
[2021-06-14 12:05:55,634][root][INFO] - Test: [674/680] 
[2021-06-14 12:05:55,701][root][INFO] - Test: [675/680] 
[2021-06-14 12:05:55,769][root][INFO] - Test: [676/680] 
[2021-06-14 12:05:55,836][root][INFO] - Test: [677/680] 
[2021-06-14 12:05:55,902][root][INFO] - Test: [678/680] 
[2021-06-14 12:05:55,968][root][INFO] - Test: [679/680] 
[2021-06-14 12:05:56,006][root][INFO] - Test: [680/680] 
[2021-06-14 12:05:56,248][root][INFO] - Val result: mIoU 0.6130.
[2021-06-14 12:05:56,249][root][INFO] - Class_0 Result: iou 0.7937.
[2021-06-14 12:05:56,249][root][INFO] - Class_1 Result: iou 0.8753.
[2021-06-14 12:05:56,249][root][INFO] - Class_2 Result: iou 0.5714.
[2021-06-14 12:05:56,249][root][INFO] - Class_3 Result: iou 0.7679.
[2021-06-14 12:05:56,249][root][INFO] - Class_4 Result: iou 0.6660.
[2021-06-14 12:05:56,249][root][INFO] - Class_5 Result: iou 0.6402.
[2021-06-14 12:05:56,249][root][INFO] - Class_6 Result: iou 0.6663.
[2021-06-14 12:05:56,249][root][INFO] - Class_7 Result: iou 0.6111.
[2021-06-14 12:05:56,249][root][INFO] - Class_8 Result: iou 0.4741.
[2021-06-14 12:05:56,249][root][INFO] - Class_9 Result: iou 0.6204.
[2021-06-14 12:05:56,249][root][INFO] - Class_10 Result: iou 0.3687.
[2021-06-14 12:05:56,249][root][INFO] - Class_11 Result: iou 0.3674.
[2021-06-14 12:05:56,249][root][INFO] - Class_12 Result: iou 0.5559.
[2021-06-14 12:05:56,249][root][INFO] - Class_13 Result: iou 0.5053.
[2021-06-14 12:05:56,249][root][INFO] - Class_14 Result: iou 0.5879.
[2021-06-14 12:05:56,249][root][INFO] - Class_15 Result: iou 0.5645.
[2021-06-14 12:05:56,249][root][INFO] - Class_16 Result: iou 0.8557.
[2021-06-14 12:05:56,249][root][INFO] - Class_17 Result: iou 0.5596.
[2021-06-14 12:05:56,249][root][INFO] - Class_18 Result: iou 0.7743.
[2021-06-14 12:05:56,249][root][INFO] - Class_19 Result: iou 0.4347.
[2021-06-14 12:05:56,249][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:06:04,303][root][INFO] - Epoch: [9/50][10/1216] Data 0.001 (0.383) Batch 0.381 (0.805) Loss 0.4338 
[2021-06-14 12:06:08,126][root][INFO] - Epoch: [9/50][20/1216] Data 0.001 (0.192) Batch 0.386 (0.594) Loss 0.3628 
[2021-06-14 12:06:11,950][root][INFO] - Epoch: [9/50][30/1216] Data 0.001 (0.128) Batch 0.389 (0.523) Loss 0.3637 
[2021-06-14 12:06:15,777][root][INFO] - Epoch: [9/50][40/1216] Data 0.001 (0.096) Batch 0.382 (0.488) Loss 0.4322 
[2021-06-14 12:06:19,604][root][INFO] - Epoch: [9/50][50/1216] Data 0.001 (0.077) Batch 0.382 (0.467) Loss 0.4001 
[2021-06-14 12:06:23,439][root][INFO] - Epoch: [9/50][60/1216] Data 0.001 (0.065) Batch 0.384 (0.453) Loss 0.2858 
[2021-06-14 12:06:27,267][root][INFO] - Epoch: [9/50][70/1216] Data 0.001 (0.055) Batch 0.381 (0.443) Loss 0.3241 
[2021-06-14 12:06:31,097][root][INFO] - Epoch: [9/50][80/1216] Data 0.001 (0.049) Batch 0.380 (0.436) Loss 0.3548 
[2021-06-14 12:06:34,928][root][INFO] - Epoch: [9/50][90/1216] Data 0.001 (0.043) Batch 0.382 (0.430) Loss 0.4231 
[2021-06-14 12:06:38,773][root][INFO] - Epoch: [9/50][100/1216] Data 0.001 (0.039) Batch 0.384 (0.425) Loss 0.5085 
[2021-06-14 12:06:42,600][root][INFO] - Epoch: [9/50][110/1216] Data 0.001 (0.036) Batch 0.381 (0.421) Loss 0.4064 
[2021-06-14 12:06:46,433][root][INFO] - Epoch: [9/50][120/1216] Data 0.001 (0.033) Batch 0.382 (0.418) Loss 0.3231 
[2021-06-14 12:06:50,261][root][INFO] - Epoch: [9/50][130/1216] Data 0.001 (0.030) Batch 0.382 (0.415) Loss 0.3817 
[2021-06-14 12:06:54,096][root][INFO] - Epoch: [9/50][140/1216] Data 0.001 (0.028) Batch 0.384 (0.413) Loss 0.4612 
[2021-06-14 12:06:57,930][root][INFO] - Epoch: [9/50][150/1216] Data 0.001 (0.026) Batch 0.382 (0.411) Loss 0.4371 
[2021-06-14 12:07:01,779][root][INFO] - Epoch: [9/50][160/1216] Data 0.001 (0.025) Batch 0.383 (0.410) Loss 0.4291 
[2021-06-14 12:07:05,616][root][INFO] - Epoch: [9/50][170/1216] Data 0.001 (0.023) Batch 0.384 (0.408) Loss 0.4770 
[2021-06-14 12:07:09,461][root][INFO] - Epoch: [9/50][180/1216] Data 0.001 (0.022) Batch 0.383 (0.407) Loss 0.3706 
[2021-06-14 12:07:13,321][root][INFO] - Epoch: [9/50][190/1216] Data 0.001 (0.021) Batch 0.384 (0.406) Loss 0.3975 
[2021-06-14 12:07:17,155][root][INFO] - Epoch: [9/50][200/1216] Data 0.001 (0.020) Batch 0.381 (0.405) Loss 0.4214 
[2021-06-14 12:07:20,997][root][INFO] - Epoch: [9/50][210/1216] Data 0.001 (0.019) Batch 0.382 (0.404) Loss 0.3673 
[2021-06-14 12:07:24,817][root][INFO] - Epoch: [9/50][220/1216] Data 0.001 (0.018) Batch 0.382 (0.403) Loss 0.2926 
[2021-06-14 12:07:28,663][root][INFO] - Epoch: [9/50][230/1216] Data 0.001 (0.017) Batch 0.388 (0.402) Loss 0.3074 
[2021-06-14 12:07:32,491][root][INFO] - Epoch: [9/50][240/1216] Data 0.001 (0.017) Batch 0.381 (0.401) Loss 0.4684 
[2021-06-14 12:07:36,322][root][INFO] - Epoch: [9/50][250/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.3878 
[2021-06-14 12:07:40,147][root][INFO] - Epoch: [9/50][260/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.3810 
[2021-06-14 12:07:43,974][root][INFO] - Epoch: [9/50][270/1216] Data 0.001 (0.015) Batch 0.382 (0.399) Loss 0.3859 
[2021-06-14 12:07:47,800][root][INFO] - Epoch: [9/50][280/1216] Data 0.001 (0.015) Batch 0.383 (0.398) Loss 0.3607 
[2021-06-14 12:07:51,629][root][INFO] - Epoch: [9/50][290/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.3039 
[2021-06-14 12:07:55,472][root][INFO] - Epoch: [9/50][300/1216] Data 0.001 (0.014) Batch 0.384 (0.397) Loss 0.3834 
[2021-06-14 12:07:59,313][root][INFO] - Epoch: [9/50][310/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.2746 
[2021-06-14 12:08:03,165][root][INFO] - Epoch: [9/50][320/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.4118 
[2021-06-14 12:08:07,005][root][INFO] - Epoch: [9/50][330/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.4033 
[2021-06-14 12:08:10,847][root][INFO] - Epoch: [9/50][340/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.3446 
[2021-06-14 12:08:14,684][root][INFO] - Epoch: [9/50][350/1216] Data 0.001 (0.012) Batch 0.384 (0.396) Loss 0.3415 
[2021-06-14 12:08:18,527][root][INFO] - Epoch: [9/50][360/1216] Data 0.001 (0.011) Batch 0.387 (0.395) Loss 0.4174 
[2021-06-14 12:08:22,354][root][INFO] - Epoch: [9/50][370/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.4105 
[2021-06-14 12:08:26,203][root][INFO] - Epoch: [9/50][380/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.2826 
[2021-06-14 12:08:30,064][root][INFO] - Epoch: [9/50][390/1216] Data 0.001 (0.011) Batch 0.391 (0.394) Loss 0.3629 
[2021-06-14 12:08:33,914][root][INFO] - Epoch: [9/50][400/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.4100 
[2021-06-14 12:08:37,756][root][INFO] - Epoch: [9/50][410/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.4361 
[2021-06-14 12:08:41,595][root][INFO] - Epoch: [9/50][420/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.5935 
[2021-06-14 12:08:45,436][root][INFO] - Epoch: [9/50][430/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.3708 
[2021-06-14 12:08:49,279][root][INFO] - Epoch: [9/50][440/1216] Data 0.001 (0.010) Batch 0.384 (0.393) Loss 0.3300 
[2021-06-14 12:08:53,122][root][INFO] - Epoch: [9/50][450/1216] Data 0.001 (0.009) Batch 0.389 (0.393) Loss 0.3640 
[2021-06-14 12:08:56,973][root][INFO] - Epoch: [9/50][460/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.3735 
[2021-06-14 12:09:00,819][root][INFO] - Epoch: [9/50][470/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.4651 
[2021-06-14 12:09:04,649][root][INFO] - Epoch: [9/50][480/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.4323 
[2021-06-14 12:09:08,498][root][INFO] - Epoch: [9/50][490/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.3798 
[2021-06-14 12:09:12,349][root][INFO] - Epoch: [9/50][500/1216] Data 0.001 (0.009) Batch 0.388 (0.392) Loss 0.5611 
[2021-06-14 12:09:16,179][root][INFO] - Epoch: [9/50][510/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.4498 
[2021-06-14 12:09:20,252][root][INFO] - Epoch: [9/50][520/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.4617 
[2021-06-14 12:09:24,100][root][INFO] - Epoch: [9/50][530/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.3985 
[2021-06-14 12:09:27,941][root][INFO] - Epoch: [9/50][540/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.3367 
[2021-06-14 12:09:31,783][root][INFO] - Epoch: [9/50][550/1216] Data 0.001 (0.008) Batch 0.388 (0.392) Loss 0.4179 
[2021-06-14 12:09:35,628][root][INFO] - Epoch: [9/50][560/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.3869 
[2021-06-14 12:09:39,473][root][INFO] - Epoch: [9/50][570/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.3546 
[2021-06-14 12:09:43,327][root][INFO] - Epoch: [9/50][580/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.5884 
[2021-06-14 12:09:47,171][root][INFO] - Epoch: [9/50][590/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3451 
[2021-06-14 12:09:51,015][root][INFO] - Epoch: [9/50][600/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3454 
[2021-06-14 12:09:54,864][root][INFO] - Epoch: [9/50][610/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.3946 
[2021-06-14 12:09:58,708][root][INFO] - Epoch: [9/50][620/1216] Data 0.001 (0.007) Batch 0.394 (0.391) Loss 0.3187 
[2021-06-14 12:10:02,547][root][INFO] - Epoch: [9/50][630/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.4327 
[2021-06-14 12:10:06,402][root][INFO] - Epoch: [9/50][640/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.3883 
[2021-06-14 12:10:10,255][root][INFO] - Epoch: [9/50][650/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3054 
[2021-06-14 12:10:14,098][root][INFO] - Epoch: [9/50][660/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.3824 
[2021-06-14 12:10:17,956][root][INFO] - Epoch: [9/50][670/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3345 
[2021-06-14 12:10:21,795][root][INFO] - Epoch: [9/50][680/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.4525 
[2021-06-14 12:10:25,638][root][INFO] - Epoch: [9/50][690/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.4418 
[2021-06-14 12:10:29,477][root][INFO] - Epoch: [9/50][700/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.5419 
[2021-06-14 12:10:33,353][root][INFO] - Epoch: [9/50][710/1216] Data 0.002 (0.006) Batch 0.393 (0.390) Loss 0.3211 
[2021-06-14 12:10:37,203][root][INFO] - Epoch: [9/50][720/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2780 
[2021-06-14 12:10:41,046][root][INFO] - Epoch: [9/50][730/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3497 
[2021-06-14 12:10:44,889][root][INFO] - Epoch: [9/50][740/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.4260 
[2021-06-14 12:10:48,713][root][INFO] - Epoch: [9/50][750/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.3775 
[2021-06-14 12:10:52,548][root][INFO] - Epoch: [9/50][760/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3004 
[2021-06-14 12:10:56,397][root][INFO] - Epoch: [9/50][770/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3628 
[2021-06-14 12:11:00,243][root][INFO] - Epoch: [9/50][780/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3673 
[2021-06-14 12:11:04,086][root][INFO] - Epoch: [9/50][790/1216] Data 0.001 (0.006) Batch 0.389 (0.390) Loss 0.2619 
[2021-06-14 12:11:07,934][root][INFO] - Epoch: [9/50][800/1216] Data 0.001 (0.006) Batch 0.390 (0.390) Loss 0.4098 
[2021-06-14 12:11:11,779][root][INFO] - Epoch: [9/50][810/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.3762 
[2021-06-14 12:11:15,634][root][INFO] - Epoch: [9/50][820/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.3629 
[2021-06-14 12:11:19,475][root][INFO] - Epoch: [9/50][830/1216] Data 0.001 (0.005) Batch 0.395 (0.389) Loss 0.3937 
[2021-06-14 12:11:23,312][root][INFO] - Epoch: [9/50][840/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4412 
[2021-06-14 12:11:27,148][root][INFO] - Epoch: [9/50][850/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3303 
[2021-06-14 12:11:30,989][root][INFO] - Epoch: [9/50][860/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.4704 
[2021-06-14 12:11:34,831][root][INFO] - Epoch: [9/50][870/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.4026 
[2021-06-14 12:11:38,678][root][INFO] - Epoch: [9/50][880/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2831 
[2021-06-14 12:11:42,518][root][INFO] - Epoch: [9/50][890/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.3208 
[2021-06-14 12:11:46,357][root][INFO] - Epoch: [9/50][900/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.6515 
[2021-06-14 12:11:50,207][root][INFO] - Epoch: [9/50][910/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.5427 
[2021-06-14 12:11:54,044][root][INFO] - Epoch: [9/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3806 
[2021-06-14 12:11:57,896][root][INFO] - Epoch: [9/50][930/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4592 
[2021-06-14 12:12:01,726][root][INFO] - Epoch: [9/50][940/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2769 
[2021-06-14 12:12:05,566][root][INFO] - Epoch: [9/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.4589 
[2021-06-14 12:12:09,416][root][INFO] - Epoch: [9/50][960/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4006 
[2021-06-14 12:12:13,255][root][INFO] - Epoch: [9/50][970/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3825 
[2021-06-14 12:12:17,095][root][INFO] - Epoch: [9/50][980/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.3079 
[2021-06-14 12:12:20,924][root][INFO] - Epoch: [9/50][990/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4309 
[2021-06-14 12:12:24,751][root][INFO] - Epoch: [9/50][1000/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.3877 
[2021-06-14 12:12:28,594][root][INFO] - Epoch: [9/50][1010/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.3553 
[2021-06-14 12:12:32,437][root][INFO] - Epoch: [9/50][1020/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2912 
[2021-06-14 12:12:36,261][root][INFO] - Epoch: [9/50][1030/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3721 
[2021-06-14 12:12:40,091][root][INFO] - Epoch: [9/50][1040/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2733 
[2021-06-14 12:12:43,943][root][INFO] - Epoch: [9/50][1050/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.4822 
[2021-06-14 12:12:47,799][root][INFO] - Epoch: [9/50][1060/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3369 
[2021-06-14 12:12:51,632][root][INFO] - Epoch: [9/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4128 
[2021-06-14 12:12:55,470][root][INFO] - Epoch: [9/50][1080/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3852 
[2021-06-14 12:12:59,317][root][INFO] - Epoch: [9/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3240 
[2021-06-14 12:13:03,162][root][INFO] - Epoch: [9/50][1100/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.4371 
[2021-06-14 12:13:07,016][root][INFO] - Epoch: [9/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.5283 
[2021-06-14 12:13:10,849][root][INFO] - Epoch: [9/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.5563 
[2021-06-14 12:13:14,684][root][INFO] - Epoch: [9/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3657 
[2021-06-14 12:13:18,522][root][INFO] - Epoch: [9/50][1140/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.4936 
[2021-06-14 12:13:22,370][root][INFO] - Epoch: [9/50][1150/1216] Data 0.001 (0.004) Batch 0.396 (0.388) Loss 0.4573 
[2021-06-14 12:13:26,200][root][INFO] - Epoch: [9/50][1160/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.4142 
[2021-06-14 12:13:30,035][root][INFO] - Epoch: [9/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3167 
[2021-06-14 12:13:33,884][root][INFO] - Epoch: [9/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4075 
[2021-06-14 12:13:37,709][root][INFO] - Epoch: [9/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3641 
[2021-06-14 12:13:41,533][root][INFO] - Epoch: [9/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.4233 
[2021-06-14 12:13:45,359][root][INFO] - Epoch: [9/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3856 
[2021-06-14 12:13:47,952][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 12:14:42,748][root][INFO] - Val result: mIoU 0.6160.
[2021-06-14 12:14:42,749][root][INFO] - Class_0 Result: iou 0.7889.
[2021-06-14 12:14:42,749][root][INFO] - Class_1 Result: iou 0.8713.
[2021-06-14 12:14:42,749][root][INFO] - Class_2 Result: iou 0.5660.
[2021-06-14 12:14:42,750][root][INFO] - Class_3 Result: iou 0.7602.
[2021-06-14 12:14:42,750][root][INFO] - Class_4 Result: iou 0.6693.
[2021-06-14 12:14:42,750][root][INFO] - Class_5 Result: iou 0.6433.
[2021-06-14 12:14:42,750][root][INFO] - Class_6 Result: iou 0.6729.
[2021-06-14 12:14:42,751][root][INFO] - Class_7 Result: iou 0.5840.
[2021-06-14 12:14:42,751][root][INFO] - Class_8 Result: iou 0.4640.
[2021-06-14 12:14:42,751][root][INFO] - Class_9 Result: iou 0.6081.
[2021-06-14 12:14:42,751][root][INFO] - Class_10 Result: iou 0.3457.
[2021-06-14 12:14:42,751][root][INFO] - Class_11 Result: iou 0.4564.
[2021-06-14 12:14:42,752][root][INFO] - Class_12 Result: iou 0.5335.
[2021-06-14 12:14:42,752][root][INFO] - Class_13 Result: iou 0.5311.
[2021-06-14 12:14:42,752][root][INFO] - Class_14 Result: iou 0.6194.
[2021-06-14 12:14:42,752][root][INFO] - Class_15 Result: iou 0.5254.
[2021-06-14 12:14:42,753][root][INFO] - Class_16 Result: iou 0.8589.
[2021-06-14 12:14:42,753][root][INFO] - Class_17 Result: iou 0.6046.
[2021-06-14 12:14:42,753][root][INFO] - Class_18 Result: iou 0.7833.
[2021-06-14 12:14:42,753][root][INFO] - Class_19 Result: iou 0.4334.
[2021-06-14 12:14:42,754][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:14:50,831][root][INFO] - Epoch: [10/50][10/1216] Data 0.001 (0.405) Batch 0.382 (0.807) Loss 0.3812 
[2021-06-14 12:14:54,657][root][INFO] - Epoch: [10/50][20/1216] Data 0.001 (0.203) Batch 0.381 (0.595) Loss 0.3559 
[2021-06-14 12:14:58,495][root][INFO] - Epoch: [10/50][30/1216] Data 0.001 (0.136) Batch 0.385 (0.525) Loss 0.2809 
[2021-06-14 12:15:02,320][root][INFO] - Epoch: [10/50][40/1216] Data 0.001 (0.102) Batch 0.381 (0.489) Loss 0.3837 
[2021-06-14 12:15:06,154][root][INFO] - Epoch: [10/50][50/1216] Data 0.001 (0.082) Batch 0.381 (0.468) Loss 0.3535 
[2021-06-14 12:15:09,985][root][INFO] - Epoch: [10/50][60/1216] Data 0.001 (0.068) Batch 0.382 (0.454) Loss 0.4342 
[2021-06-14 12:15:13,822][root][INFO] - Epoch: [10/50][70/1216] Data 0.001 (0.059) Batch 0.383 (0.444) Loss 0.4048 
[2021-06-14 12:15:17,649][root][INFO] - Epoch: [10/50][80/1216] Data 0.001 (0.051) Batch 0.383 (0.436) Loss 0.3916 
[2021-06-14 12:15:21,518][root][INFO] - Epoch: [10/50][90/1216] Data 0.001 (0.046) Batch 0.383 (0.431) Loss 0.4404 
[2021-06-14 12:15:25,354][root][INFO] - Epoch: [10/50][100/1216] Data 0.001 (0.041) Batch 0.384 (0.426) Loss 0.3148 
[2021-06-14 12:15:29,181][root][INFO] - Epoch: [10/50][110/1216] Data 0.001 (0.038) Batch 0.384 (0.422) Loss 0.4026 
[2021-06-14 12:15:33,012][root][INFO] - Epoch: [10/50][120/1216] Data 0.001 (0.035) Batch 0.382 (0.419) Loss 0.2940 
[2021-06-14 12:15:36,862][root][INFO] - Epoch: [10/50][130/1216] Data 0.001 (0.032) Batch 0.384 (0.416) Loss 0.3394 
[2021-06-14 12:15:40,707][root][INFO] - Epoch: [10/50][140/1216] Data 0.001 (0.030) Batch 0.383 (0.414) Loss 0.4196 
[2021-06-14 12:15:44,544][root][INFO] - Epoch: [10/50][150/1216] Data 0.001 (0.028) Batch 0.383 (0.412) Loss 0.3151 
[2021-06-14 12:15:48,384][root][INFO] - Epoch: [10/50][160/1216] Data 0.001 (0.026) Batch 0.383 (0.410) Loss 0.3418 
[2021-06-14 12:15:52,220][root][INFO] - Epoch: [10/50][170/1216] Data 0.001 (0.025) Batch 0.384 (0.409) Loss 0.3197 
[2021-06-14 12:15:56,069][root][INFO] - Epoch: [10/50][180/1216] Data 0.001 (0.023) Batch 0.382 (0.407) Loss 0.3308 
[2021-06-14 12:15:59,915][root][INFO] - Epoch: [10/50][190/1216] Data 0.001 (0.022) Batch 0.385 (0.406) Loss 0.3655 
[2021-06-14 12:16:03,774][root][INFO] - Epoch: [10/50][200/1216] Data 0.001 (0.021) Batch 0.385 (0.405) Loss 0.3059 
[2021-06-14 12:16:07,606][root][INFO] - Epoch: [10/50][210/1216] Data 0.001 (0.020) Batch 0.384 (0.404) Loss 0.3263 
[2021-06-14 12:16:11,437][root][INFO] - Epoch: [10/50][220/1216] Data 0.001 (0.019) Batch 0.381 (0.403) Loss 0.3509 
[2021-06-14 12:16:15,279][root][INFO] - Epoch: [10/50][230/1216] Data 0.001 (0.018) Batch 0.384 (0.402) Loss 0.3478 
[2021-06-14 12:16:19,119][root][INFO] - Epoch: [10/50][240/1216] Data 0.001 (0.018) Batch 0.383 (0.402) Loss 0.4789 
[2021-06-14 12:16:22,972][root][INFO] - Epoch: [10/50][250/1216] Data 0.001 (0.017) Batch 0.390 (0.401) Loss 0.3633 
[2021-06-14 12:16:26,813][root][INFO] - Epoch: [10/50][260/1216] Data 0.001 (0.016) Batch 0.383 (0.400) Loss 0.3096 
[2021-06-14 12:16:30,665][root][INFO] - Epoch: [10/50][270/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.3825 
[2021-06-14 12:16:34,509][root][INFO] - Epoch: [10/50][280/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.2848 
[2021-06-14 12:16:38,334][root][INFO] - Epoch: [10/50][290/1216] Data 0.001 (0.015) Batch 0.382 (0.399) Loss 0.3022 
[2021-06-14 12:16:42,176][root][INFO] - Epoch: [10/50][300/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.2521 
[2021-06-14 12:16:46,026][root][INFO] - Epoch: [10/50][310/1216] Data 0.001 (0.014) Batch 0.384 (0.398) Loss 0.3083 
[2021-06-14 12:16:49,876][root][INFO] - Epoch: [10/50][320/1216] Data 0.001 (0.014) Batch 0.381 (0.397) Loss 0.3838 
[2021-06-14 12:16:53,710][root][INFO] - Epoch: [10/50][330/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.2990 
[2021-06-14 12:16:57,547][root][INFO] - Epoch: [10/50][340/1216] Data 0.001 (0.013) Batch 0.382 (0.396) Loss 0.2913 
[2021-06-14 12:17:01,384][root][INFO] - Epoch: [10/50][350/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.3411 
[2021-06-14 12:17:05,219][root][INFO] - Epoch: [10/50][360/1216] Data 0.001 (0.012) Batch 0.385 (0.396) Loss 0.3998 
[2021-06-14 12:17:09,053][root][INFO] - Epoch: [10/50][370/1216] Data 0.001 (0.012) Batch 0.382 (0.395) Loss 0.2423 
[2021-06-14 12:17:12,896][root][INFO] - Epoch: [10/50][380/1216] Data 0.001 (0.012) Batch 0.385 (0.395) Loss 0.3200 
[2021-06-14 12:17:16,730][root][INFO] - Epoch: [10/50][390/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.3422 
[2021-06-14 12:17:20,562][root][INFO] - Epoch: [10/50][400/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.3527 
[2021-06-14 12:17:24,397][root][INFO] - Epoch: [10/50][410/1216] Data 0.001 (0.011) Batch 0.382 (0.394) Loss 0.3021 
[2021-06-14 12:17:28,243][root][INFO] - Epoch: [10/50][420/1216] Data 0.001 (0.011) Batch 0.389 (0.394) Loss 0.2969 
[2021-06-14 12:17:32,075][root][INFO] - Epoch: [10/50][430/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.3143 
[2021-06-14 12:17:35,903][root][INFO] - Epoch: [10/50][440/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.4149 
[2021-06-14 12:17:39,736][root][INFO] - Epoch: [10/50][450/1216] Data 0.001 (0.010) Batch 0.383 (0.393) Loss 0.2980 
[2021-06-14 12:17:43,582][root][INFO] - Epoch: [10/50][460/1216] Data 0.002 (0.010) Batch 0.385 (0.393) Loss 0.4267 
[2021-06-14 12:17:47,414][root][INFO] - Epoch: [10/50][470/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.3614 
[2021-06-14 12:17:51,249][root][INFO] - Epoch: [10/50][480/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.3906 
[2021-06-14 12:17:55,085][root][INFO] - Epoch: [10/50][490/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.3484 
[2021-06-14 12:17:58,931][root][INFO] - Epoch: [10/50][500/1216] Data 0.001 (0.009) Batch 0.388 (0.392) Loss 0.4716 
[2021-06-14 12:18:02,762][root][INFO] - Epoch: [10/50][510/1216] Data 0.001 (0.009) Batch 0.380 (0.392) Loss 0.4421 
[2021-06-14 12:18:06,595][root][INFO] - Epoch: [10/50][520/1216] Data 0.001 (0.009) Batch 0.384 (0.392) Loss 0.2595 
[2021-06-14 12:18:10,435][root][INFO] - Epoch: [10/50][530/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.3303 
[2021-06-14 12:18:14,264][root][INFO] - Epoch: [10/50][540/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.3559 
[2021-06-14 12:18:18,094][root][INFO] - Epoch: [10/50][550/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.5152 
[2021-06-14 12:18:21,930][root][INFO] - Epoch: [10/50][560/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.3189 
[2021-06-14 12:18:25,766][root][INFO] - Epoch: [10/50][570/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.4604 
[2021-06-14 12:18:29,616][root][INFO] - Epoch: [10/50][580/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.3295 
[2021-06-14 12:18:33,463][root][INFO] - Epoch: [10/50][590/1216] Data 0.001 (0.008) Batch 0.386 (0.391) Loss 0.2941 
[2021-06-14 12:18:37,308][root][INFO] - Epoch: [10/50][600/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.3339 
[2021-06-14 12:18:41,162][root][INFO] - Epoch: [10/50][610/1216] Data 0.001 (0.008) Batch 0.385 (0.391) Loss 0.3334 
[2021-06-14 12:18:44,996][root][INFO] - Epoch: [10/50][620/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.3293 
[2021-06-14 12:18:48,831][root][INFO] - Epoch: [10/50][630/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.4008 
[2021-06-14 12:18:52,705][root][INFO] - Epoch: [10/50][640/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.3010 
[2021-06-14 12:18:56,545][root][INFO] - Epoch: [10/50][650/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.3340 
[2021-06-14 12:19:00,399][root][INFO] - Epoch: [10/50][660/1216] Data 0.001 (0.007) Batch 0.385 (0.390) Loss 0.3147 
[2021-06-14 12:19:04,240][root][INFO] - Epoch: [10/50][670/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.3371 
[2021-06-14 12:19:08,082][root][INFO] - Epoch: [10/50][680/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.4334 
[2021-06-14 12:19:11,941][root][INFO] - Epoch: [10/50][690/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.4394 
[2021-06-14 12:19:15,788][root][INFO] - Epoch: [10/50][700/1216] Data 0.001 (0.007) Batch 0.387 (0.390) Loss 0.4091 
[2021-06-14 12:19:19,637][root][INFO] - Epoch: [10/50][710/1216] Data 0.001 (0.007) Batch 0.386 (0.390) Loss 0.5172 
[2021-06-14 12:19:23,481][root][INFO] - Epoch: [10/50][720/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.4365 
[2021-06-14 12:19:27,319][root][INFO] - Epoch: [10/50][730/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3025 
[2021-06-14 12:19:31,162][root][INFO] - Epoch: [10/50][740/1216] Data 0.001 (0.006) Batch 0.393 (0.390) Loss 0.3738 
[2021-06-14 12:19:34,998][root][INFO] - Epoch: [10/50][750/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3804 
[2021-06-14 12:19:38,839][root][INFO] - Epoch: [10/50][760/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3834 
[2021-06-14 12:19:42,693][root][INFO] - Epoch: [10/50][770/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3966 
[2021-06-14 12:19:46,536][root][INFO] - Epoch: [10/50][780/1216] Data 0.001 (0.006) Batch 0.391 (0.389) Loss 0.3583 
[2021-06-14 12:19:50,385][root][INFO] - Epoch: [10/50][790/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.3153 
[2021-06-14 12:19:54,224][root][INFO] - Epoch: [10/50][800/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3655 
[2021-06-14 12:19:58,062][root][INFO] - Epoch: [10/50][810/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.4103 
[2021-06-14 12:20:01,899][root][INFO] - Epoch: [10/50][820/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.2560 
[2021-06-14 12:20:05,767][root][INFO] - Epoch: [10/50][830/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.3829 
[2021-06-14 12:20:09,608][root][INFO] - Epoch: [10/50][840/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.4361 
[2021-06-14 12:20:13,446][root][INFO] - Epoch: [10/50][850/1216] Data 0.001 (0.006) Batch 0.390 (0.389) Loss 0.3840 
[2021-06-14 12:20:17,288][root][INFO] - Epoch: [10/50][860/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.2936 
[2021-06-14 12:20:21,132][root][INFO] - Epoch: [10/50][870/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.2397 
[2021-06-14 12:20:24,974][root][INFO] - Epoch: [10/50][880/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3116 
[2021-06-14 12:20:28,831][root][INFO] - Epoch: [10/50][890/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2910 
[2021-06-14 12:20:32,693][root][INFO] - Epoch: [10/50][900/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.4120 
[2021-06-14 12:20:36,536][root][INFO] - Epoch: [10/50][910/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3769 
[2021-06-14 12:20:40,364][root][INFO] - Epoch: [10/50][920/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.4207 
[2021-06-14 12:20:44,184][root][INFO] - Epoch: [10/50][930/1216] Data 0.001 (0.005) Batch 0.380 (0.389) Loss 0.3932 
[2021-06-14 12:20:48,025][root][INFO] - Epoch: [10/50][940/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4120 
[2021-06-14 12:20:51,865][root][INFO] - Epoch: [10/50][950/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3227 
[2021-06-14 12:20:55,698][root][INFO] - Epoch: [10/50][960/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.4060 
[2021-06-14 12:20:59,538][root][INFO] - Epoch: [10/50][970/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.3888 
[2021-06-14 12:21:03,382][root][INFO] - Epoch: [10/50][980/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3818 
[2021-06-14 12:21:07,236][root][INFO] - Epoch: [10/50][990/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.5215 
[2021-06-14 12:21:11,083][root][INFO] - Epoch: [10/50][1000/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3350 
[2021-06-14 12:21:14,928][root][INFO] - Epoch: [10/50][1010/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.5503 
[2021-06-14 12:21:18,762][root][INFO] - Epoch: [10/50][1020/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.5314 
[2021-06-14 12:21:22,599][root][INFO] - Epoch: [10/50][1030/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.4460 
[2021-06-14 12:21:26,451][root][INFO] - Epoch: [10/50][1040/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3913 
[2021-06-14 12:21:30,289][root][INFO] - Epoch: [10/50][1050/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3405 
[2021-06-14 12:21:34,124][root][INFO] - Epoch: [10/50][1060/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.2511 
[2021-06-14 12:21:37,962][root][INFO] - Epoch: [10/50][1070/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.3990 
[2021-06-14 12:21:41,800][root][INFO] - Epoch: [10/50][1080/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3642 
[2021-06-14 12:21:45,652][root][INFO] - Epoch: [10/50][1090/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.4059 
[2021-06-14 12:21:49,486][root][INFO] - Epoch: [10/50][1100/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3532 
[2021-06-14 12:21:53,325][root][INFO] - Epoch: [10/50][1110/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3202 
[2021-06-14 12:21:57,162][root][INFO] - Epoch: [10/50][1120/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3521 
[2021-06-14 12:22:00,995][root][INFO] - Epoch: [10/50][1130/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3213 
[2021-06-14 12:22:04,828][root][INFO] - Epoch: [10/50][1140/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3213 
[2021-06-14 12:22:08,672][root][INFO] - Epoch: [10/50][1150/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3291 
[2021-06-14 12:22:12,512][root][INFO] - Epoch: [10/50][1160/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3205 
[2021-06-14 12:22:16,347][root][INFO] - Epoch: [10/50][1170/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.3817 
[2021-06-14 12:22:20,180][root][INFO] - Epoch: [10/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3496 
[2021-06-14 12:22:24,011][root][INFO] - Epoch: [10/50][1190/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3870 
[2021-06-14 12:22:27,840][root][INFO] - Epoch: [10/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3260 
[2021-06-14 12:22:31,661][root][INFO] - Epoch: [10/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3418 
[2021-06-14 12:22:34,220][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 12:23:27,146][root][INFO] - Test: [667/680] 
[2021-06-14 12:23:27,213][root][INFO] - Test: [668/680] 
[2021-06-14 12:23:27,279][root][INFO] - Test: [669/680] 
[2021-06-14 12:23:27,345][root][INFO] - Test: [670/680] 
[2021-06-14 12:23:27,411][root][INFO] - Test: [671/680] 
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[2021-06-14 12:23:27,611][root][INFO] - Test: [674/680] 
[2021-06-14 12:23:27,678][root][INFO] - Test: [675/680] 
[2021-06-14 12:23:27,744][root][INFO] - Test: [676/680] 
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[2021-06-14 12:23:27,980][root][INFO] - Test: [680/680] 
[2021-06-14 12:23:28,199][root][INFO] - Val result: mIoU 0.6135.
[2021-06-14 12:23:28,199][root][INFO] - Class_0 Result: iou 0.7934.
[2021-06-14 12:23:28,200][root][INFO] - Class_1 Result: iou 0.8669.
[2021-06-14 12:23:28,200][root][INFO] - Class_2 Result: iou 0.5543.
[2021-06-14 12:23:28,200][root][INFO] - Class_3 Result: iou 0.7592.
[2021-06-14 12:23:28,200][root][INFO] - Class_4 Result: iou 0.6692.
[2021-06-14 12:23:28,200][root][INFO] - Class_5 Result: iou 0.6284.
[2021-06-14 12:23:28,201][root][INFO] - Class_6 Result: iou 0.6809.
[2021-06-14 12:23:28,201][root][INFO] - Class_7 Result: iou 0.5857.
[2021-06-14 12:23:28,201][root][INFO] - Class_8 Result: iou 0.4891.
[2021-06-14 12:23:28,201][root][INFO] - Class_9 Result: iou 0.5885.
[2021-06-14 12:23:28,202][root][INFO] - Class_10 Result: iou 0.3425.
[2021-06-14 12:23:28,202][root][INFO] - Class_11 Result: iou 0.4701.
[2021-06-14 12:23:28,202][root][INFO] - Class_12 Result: iou 0.5406.
[2021-06-14 12:23:28,202][root][INFO] - Class_13 Result: iou 0.5315.
[2021-06-14 12:23:28,203][root][INFO] - Class_14 Result: iou 0.6206.
[2021-06-14 12:23:28,203][root][INFO] - Class_15 Result: iou 0.5088.
[2021-06-14 12:23:28,203][root][INFO] - Class_16 Result: iou 0.8673.
[2021-06-14 12:23:28,204][root][INFO] - Class_17 Result: iou 0.5886.
[2021-06-14 12:23:28,204][root][INFO] - Class_18 Result: iou 0.7801.
[2021-06-14 12:23:28,204][root][INFO] - Class_19 Result: iou 0.4037.
[2021-06-14 12:23:28,204][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:23:35,664][root][INFO] - Epoch: [11/50][10/1216] Data 0.001 (0.321) Batch 0.383 (0.746) Loss 0.2730 
[2021-06-14 12:23:39,486][root][INFO] - Epoch: [11/50][20/1216] Data 0.001 (0.161) Batch 0.381 (0.564) Loss 0.3681 
[2021-06-14 12:23:43,326][root][INFO] - Epoch: [11/50][30/1216] Data 0.001 (0.108) Batch 0.382 (0.504) Loss 0.4072 
[2021-06-14 12:23:47,152][root][INFO] - Epoch: [11/50][40/1216] Data 0.001 (0.081) Batch 0.382 (0.474) Loss 0.5551 
[2021-06-14 12:23:50,987][root][INFO] - Epoch: [11/50][50/1216] Data 0.001 (0.065) Batch 0.382 (0.456) Loss 0.3295 
[2021-06-14 12:23:54,843][root][INFO] - Epoch: [11/50][60/1216] Data 0.001 (0.054) Batch 0.386 (0.444) Loss 0.3904 
[2021-06-14 12:23:58,666][root][INFO] - Epoch: [11/50][70/1216] Data 0.001 (0.047) Batch 0.383 (0.435) Loss 0.3336 
[2021-06-14 12:24:02,501][root][INFO] - Epoch: [11/50][80/1216] Data 0.001 (0.041) Batch 0.382 (0.429) Loss 0.3349 
[2021-06-14 12:24:06,341][root][INFO] - Epoch: [11/50][90/1216] Data 0.001 (0.036) Batch 0.384 (0.424) Loss 0.3115 
[2021-06-14 12:24:10,190][root][INFO] - Epoch: [11/50][100/1216] Data 0.001 (0.033) Batch 0.384 (0.420) Loss 0.3095 
[2021-06-14 12:24:14,018][root][INFO] - Epoch: [11/50][110/1216] Data 0.001 (0.030) Batch 0.382 (0.416) Loss 0.4105 
[2021-06-14 12:24:17,863][root][INFO] - Epoch: [11/50][120/1216] Data 0.001 (0.028) Batch 0.380 (0.414) Loss 0.3663 
[2021-06-14 12:24:21,702][root][INFO] - Epoch: [11/50][130/1216] Data 0.001 (0.026) Batch 0.389 (0.411) Loss 0.2893 
[2021-06-14 12:24:25,548][root][INFO] - Epoch: [11/50][140/1216] Data 0.001 (0.024) Batch 0.386 (0.410) Loss 0.3941 
[2021-06-14 12:24:29,379][root][INFO] - Epoch: [11/50][150/1216] Data 0.001 (0.022) Batch 0.382 (0.408) Loss 0.2617 
[2021-06-14 12:24:33,218][root][INFO] - Epoch: [11/50][160/1216] Data 0.001 (0.021) Batch 0.382 (0.406) Loss 0.3061 
[2021-06-14 12:24:37,055][root][INFO] - Epoch: [11/50][170/1216] Data 0.001 (0.020) Batch 0.382 (0.405) Loss 0.2983 
[2021-06-14 12:24:40,899][root][INFO] - Epoch: [11/50][180/1216] Data 0.001 (0.019) Batch 0.382 (0.404) Loss 0.2875 
[2021-06-14 12:24:44,738][root][INFO] - Epoch: [11/50][190/1216] Data 0.001 (0.018) Batch 0.383 (0.403) Loss 0.4927 
[2021-06-14 12:24:48,567][root][INFO] - Epoch: [11/50][200/1216] Data 0.001 (0.017) Batch 0.381 (0.402) Loss 0.2900 
[2021-06-14 12:24:52,419][root][INFO] - Epoch: [11/50][210/1216] Data 0.001 (0.016) Batch 0.383 (0.401) Loss 0.2970 
[2021-06-14 12:24:56,248][root][INFO] - Epoch: [11/50][220/1216] Data 0.001 (0.015) Batch 0.384 (0.400) Loss 0.3206 
[2021-06-14 12:25:00,083][root][INFO] - Epoch: [11/50][230/1216] Data 0.001 (0.015) Batch 0.385 (0.399) Loss 0.4293 
[2021-06-14 12:25:03,906][root][INFO] - Epoch: [11/50][240/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 0.3569 
[2021-06-14 12:25:07,738][root][INFO] - Epoch: [11/50][250/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.3797 
[2021-06-14 12:25:11,573][root][INFO] - Epoch: [11/50][260/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.4633 
[2021-06-14 12:25:15,401][root][INFO] - Epoch: [11/50][270/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.3553 
[2021-06-14 12:25:19,242][root][INFO] - Epoch: [11/50][280/1216] Data 0.001 (0.012) Batch 0.384 (0.397) Loss 0.3200 
[2021-06-14 12:25:23,066][root][INFO] - Epoch: [11/50][290/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.3482 
[2021-06-14 12:25:26,909][root][INFO] - Epoch: [11/50][300/1216] Data 0.001 (0.012) Batch 0.385 (0.396) Loss 0.3902 
[2021-06-14 12:25:30,757][root][INFO] - Epoch: [11/50][310/1216] Data 0.001 (0.011) Batch 0.388 (0.395) Loss 0.3119 
[2021-06-14 12:25:34,593][root][INFO] - Epoch: [11/50][320/1216] Data 0.001 (0.011) Batch 0.389 (0.395) Loss 0.3940 
[2021-06-14 12:25:38,429][root][INFO] - Epoch: [11/50][330/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.2762 
[2021-06-14 12:25:42,276][root][INFO] - Epoch: [11/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.2637 
[2021-06-14 12:25:46,112][root][INFO] - Epoch: [11/50][350/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.4526 
[2021-06-14 12:25:49,954][root][INFO] - Epoch: [11/50][360/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.3151 
[2021-06-14 12:25:53,782][root][INFO] - Epoch: [11/50][370/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.3506 
[2021-06-14 12:25:57,621][root][INFO] - Epoch: [11/50][380/1216] Data 0.001 (0.009) Batch 0.385 (0.393) Loss 0.2956 
[2021-06-14 12:26:01,465][root][INFO] - Epoch: [11/50][390/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.4368 
[2021-06-14 12:26:05,303][root][INFO] - Epoch: [11/50][400/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.3760 
[2021-06-14 12:26:09,148][root][INFO] - Epoch: [11/50][410/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2442 
[2021-06-14 12:26:12,978][root][INFO] - Epoch: [11/50][420/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.3785 
[2021-06-14 12:26:16,842][root][INFO] - Epoch: [11/50][430/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.3348 
[2021-06-14 12:26:20,676][root][INFO] - Epoch: [11/50][440/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.2861 
[2021-06-14 12:26:24,523][root][INFO] - Epoch: [11/50][450/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2663 
[2021-06-14 12:26:28,368][root][INFO] - Epoch: [11/50][460/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.5182 
[2021-06-14 12:26:32,209][root][INFO] - Epoch: [11/50][470/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.3459 
[2021-06-14 12:26:36,048][root][INFO] - Epoch: [11/50][480/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.2772 
[2021-06-14 12:26:39,900][root][INFO] - Epoch: [11/50][490/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.5179 
[2021-06-14 12:26:43,737][root][INFO] - Epoch: [11/50][500/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3197 
[2021-06-14 12:26:47,582][root][INFO] - Epoch: [11/50][510/1216] Data 0.001 (0.007) Batch 0.387 (0.391) Loss 0.3083 
[2021-06-14 12:26:51,439][root][INFO] - Epoch: [11/50][520/1216] Data 0.001 (0.007) Batch 0.400 (0.391) Loss 0.3086 
[2021-06-14 12:26:55,288][root][INFO] - Epoch: [11/50][530/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.2952 
[2021-06-14 12:26:59,122][root][INFO] - Epoch: [11/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3134 
[2021-06-14 12:27:02,950][root][INFO] - Epoch: [11/50][550/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.3083 
[2021-06-14 12:27:06,792][root][INFO] - Epoch: [11/50][560/1216] Data 0.001 (0.007) Batch 0.385 (0.390) Loss 0.2718 
[2021-06-14 12:27:10,629][root][INFO] - Epoch: [11/50][570/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2767 
[2021-06-14 12:27:14,463][root][INFO] - Epoch: [11/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.4854 
[2021-06-14 12:27:18,294][root][INFO] - Epoch: [11/50][590/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.3603 
[2021-06-14 12:27:22,136][root][INFO] - Epoch: [11/50][600/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2972 
[2021-06-14 12:27:25,991][root][INFO] - Epoch: [11/50][610/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.3652 
[2021-06-14 12:27:29,824][root][INFO] - Epoch: [11/50][620/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.3353 
[2021-06-14 12:27:33,680][root][INFO] - Epoch: [11/50][630/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2839 
[2021-06-14 12:27:37,517][root][INFO] - Epoch: [11/50][640/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.3189 
[2021-06-14 12:27:41,368][root][INFO] - Epoch: [11/50][650/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3358 
[2021-06-14 12:27:45,224][root][INFO] - Epoch: [11/50][660/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.3262 
[2021-06-14 12:27:49,060][root][INFO] - Epoch: [11/50][670/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3339 
[2021-06-14 12:27:52,909][root][INFO] - Epoch: [11/50][680/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3769 
[2021-06-14 12:27:56,760][root][INFO] - Epoch: [11/50][690/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.3444 
[2021-06-14 12:28:00,600][root][INFO] - Epoch: [11/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3340 
[2021-06-14 12:28:04,432][root][INFO] - Epoch: [11/50][710/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3229 
[2021-06-14 12:28:08,284][root][INFO] - Epoch: [11/50][720/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.4204 
[2021-06-14 12:28:12,121][root][INFO] - Epoch: [11/50][730/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.3833 
[2021-06-14 12:28:15,958][root][INFO] - Epoch: [11/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3099 
[2021-06-14 12:28:19,796][root][INFO] - Epoch: [11/50][750/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3538 
[2021-06-14 12:28:23,636][root][INFO] - Epoch: [11/50][760/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3601 
[2021-06-14 12:28:27,474][root][INFO] - Epoch: [11/50][770/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4073 
[2021-06-14 12:28:31,317][root][INFO] - Epoch: [11/50][780/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2647 
[2021-06-14 12:28:35,159][root][INFO] - Epoch: [11/50][790/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3758 
[2021-06-14 12:28:39,003][root][INFO] - Epoch: [11/50][800/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.3435 
[2021-06-14 12:28:42,844][root][INFO] - Epoch: [11/50][810/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.3656 
[2021-06-14 12:28:46,688][root][INFO] - Epoch: [11/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.3364 
[2021-06-14 12:28:50,524][root][INFO] - Epoch: [11/50][830/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.3229 
[2021-06-14 12:28:54,351][root][INFO] - Epoch: [11/50][840/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3489 
[2021-06-14 12:28:58,187][root][INFO] - Epoch: [11/50][850/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.2913 
[2021-06-14 12:29:02,041][root][INFO] - Epoch: [11/50][860/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.4392 
[2021-06-14 12:29:05,879][root][INFO] - Epoch: [11/50][870/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.4255 
[2021-06-14 12:29:09,713][root][INFO] - Epoch: [11/50][880/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3952 
[2021-06-14 12:29:13,552][root][INFO] - Epoch: [11/50][890/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.4478 
[2021-06-14 12:29:17,393][root][INFO] - Epoch: [11/50][900/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.3023 
[2021-06-14 12:29:21,247][root][INFO] - Epoch: [11/50][910/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.4076 
[2021-06-14 12:29:25,095][root][INFO] - Epoch: [11/50][920/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2518 
[2021-06-14 12:29:28,933][root][INFO] - Epoch: [11/50][930/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3424 
[2021-06-14 12:29:32,774][root][INFO] - Epoch: [11/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2519 
[2021-06-14 12:29:36,599][root][INFO] - Epoch: [11/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3251 
[2021-06-14 12:29:40,434][root][INFO] - Epoch: [11/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3821 
[2021-06-14 12:29:44,280][root][INFO] - Epoch: [11/50][970/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3453 
[2021-06-14 12:29:48,118][root][INFO] - Epoch: [11/50][980/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3575 
[2021-06-14 12:29:51,973][root][INFO] - Epoch: [11/50][990/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3073 
[2021-06-14 12:29:55,824][root][INFO] - Epoch: [11/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2338 
[2021-06-14 12:29:59,666][root][INFO] - Epoch: [11/50][1010/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3299 
[2021-06-14 12:30:03,497][root][INFO] - Epoch: [11/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2550 
[2021-06-14 12:30:07,346][root][INFO] - Epoch: [11/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3478 
[2021-06-14 12:30:11,172][root][INFO] - Epoch: [11/50][1040/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.2809 
[2021-06-14 12:30:15,008][root][INFO] - Epoch: [11/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4649 
[2021-06-14 12:30:18,848][root][INFO] - Epoch: [11/50][1060/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2362 
[2021-06-14 12:30:22,677][root][INFO] - Epoch: [11/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3712 
[2021-06-14 12:30:26,519][root][INFO] - Epoch: [11/50][1080/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.4505 
[2021-06-14 12:30:30,358][root][INFO] - Epoch: [11/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3733 
[2021-06-14 12:30:34,188][root][INFO] - Epoch: [11/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2668 
[2021-06-14 12:30:38,027][root][INFO] - Epoch: [11/50][1110/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2506 
[2021-06-14 12:30:41,869][root][INFO] - Epoch: [11/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2987 
[2021-06-14 12:30:45,703][root][INFO] - Epoch: [11/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4636 
[2021-06-14 12:30:49,543][root][INFO] - Epoch: [11/50][1140/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3394 
[2021-06-14 12:30:53,389][root][INFO] - Epoch: [11/50][1150/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.3938 
[2021-06-14 12:30:57,220][root][INFO] - Epoch: [11/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2172 
[2021-06-14 12:31:01,058][root][INFO] - Epoch: [11/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3575 
[2021-06-14 12:31:04,895][root][INFO] - Epoch: [11/50][1180/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.3320 
[2021-06-14 12:31:08,743][root][INFO] - Epoch: [11/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3198 
[2021-06-14 12:31:12,566][root][INFO] - Epoch: [11/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4085 
[2021-06-14 12:31:16,394][root][INFO] - Epoch: [11/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3812 
[2021-06-14 12:31:18,930][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 12:31:20,764][root][INFO] - Test: [1/680] 
[2021-06-14 12:31:20,945][root][INFO] - Test: [2/680] 
[2021-06-14 12:31:21,063][root][INFO] - Test: [3/680] 
[2021-06-14 12:31:21,197][root][INFO] - Test: [4/680] 
[2021-06-14 12:31:21,327][root][INFO] - Test: [5/680] 
[2021-06-14 12:31:21,457][root][INFO] - Test: [6/680] 
[2021-06-14 12:31:21,595][root][INFO] - Test: [7/680] 
[2021-06-14 12:31:21,761][root][INFO] - Test: [8/680] 
[2021-06-14 12:31:21,900][root][INFO] - Test: [9/680] 
[2021-06-14 12:31:22,045][root][INFO] - Test: [10/680] 
[2021-06-14 12:31:22,202][root][INFO] - Test: [11/680] 
[2021-06-14 12:31:22,305][root][INFO] - Test: [12/680] 
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[2021-06-14 12:32:13,289][root][INFO] - Test: [680/680] 
[2021-06-14 12:32:13,534][root][INFO] - Val result: mIoU 0.6254.
[2021-06-14 12:32:13,534][root][INFO] - Class_0 Result: iou 0.7951.
[2021-06-14 12:32:13,534][root][INFO] - Class_1 Result: iou 0.8704.
[2021-06-14 12:32:13,534][root][INFO] - Class_2 Result: iou 0.5675.
[2021-06-14 12:32:13,535][root][INFO] - Class_3 Result: iou 0.7582.
[2021-06-14 12:32:13,535][root][INFO] - Class_4 Result: iou 0.6817.
[2021-06-14 12:32:13,535][root][INFO] - Class_5 Result: iou 0.6382.
[2021-06-14 12:32:13,535][root][INFO] - Class_6 Result: iou 0.6767.
[2021-06-14 12:32:13,536][root][INFO] - Class_7 Result: iou 0.6110.
[2021-06-14 12:32:13,536][root][INFO] - Class_8 Result: iou 0.4948.
[2021-06-14 12:32:13,536][root][INFO] - Class_9 Result: iou 0.6025.
[2021-06-14 12:32:13,536][root][INFO] - Class_10 Result: iou 0.3608.
[2021-06-14 12:32:13,537][root][INFO] - Class_11 Result: iou 0.4748.
[2021-06-14 12:32:13,538][root][INFO] - Class_12 Result: iou 0.5672.
[2021-06-14 12:32:13,538][root][INFO] - Class_13 Result: iou 0.5436.
[2021-06-14 12:32:13,538][root][INFO] - Class_14 Result: iou 0.5991.
[2021-06-14 12:32:13,539][root][INFO] - Class_15 Result: iou 0.5476.
[2021-06-14 12:32:13,539][root][INFO] - Class_16 Result: iou 0.8666.
[2021-06-14 12:32:13,540][root][INFO] - Class_17 Result: iou 0.6100.
[2021-06-14 12:32:13,540][root][INFO] - Class_18 Result: iou 0.7930.
[2021-06-14 12:32:13,541][root][INFO] - Class_19 Result: iou 0.4492.
[2021-06-14 12:32:13,541][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:32:13,543][root][INFO] - Saving checkpoint to: best_miou.pth
[2021-06-14 12:32:22,201][root][INFO] - Epoch: [12/50][10/1216] Data 0.001 (0.321) Batch 0.402 (0.759) Loss 0.3135 
[2021-06-14 12:32:26,025][root][INFO] - Epoch: [12/50][20/1216] Data 0.001 (0.161) Batch 0.383 (0.571) Loss 0.4096 
[2021-06-14 12:32:29,852][root][INFO] - Epoch: [12/50][30/1216] Data 0.001 (0.107) Batch 0.383 (0.508) Loss 0.3218 
[2021-06-14 12:32:33,678][root][INFO] - Epoch: [12/50][40/1216] Data 0.001 (0.081) Batch 0.383 (0.477) Loss 0.4230 
[2021-06-14 12:32:37,514][root][INFO] - Epoch: [12/50][50/1216] Data 0.001 (0.065) Batch 0.387 (0.458) Loss 0.3416 
[2021-06-14 12:32:41,341][root][INFO] - Epoch: [12/50][60/1216] Data 0.001 (0.054) Batch 0.382 (0.445) Loss 0.4194 
[2021-06-14 12:32:45,164][root][INFO] - Epoch: [12/50][70/1216] Data 0.001 (0.047) Batch 0.381 (0.436) Loss 0.3104 
[2021-06-14 12:32:48,993][root][INFO] - Epoch: [12/50][80/1216] Data 0.001 (0.041) Batch 0.387 (0.430) Loss 0.4168 
[2021-06-14 12:32:52,845][root][INFO] - Epoch: [12/50][90/1216] Data 0.001 (0.036) Batch 0.390 (0.425) Loss 0.2970 
[2021-06-14 12:32:56,682][root][INFO] - Epoch: [12/50][100/1216] Data 0.001 (0.033) Batch 0.382 (0.421) Loss 0.2622 
[2021-06-14 12:33:00,516][root][INFO] - Epoch: [12/50][110/1216] Data 0.001 (0.030) Batch 0.381 (0.417) Loss 0.3254 
[2021-06-14 12:33:04,353][root][INFO] - Epoch: [12/50][120/1216] Data 0.001 (0.028) Batch 0.383 (0.415) Loss 0.3030 
[2021-06-14 12:33:08,196][root][INFO] - Epoch: [12/50][130/1216] Data 0.001 (0.025) Batch 0.389 (0.412) Loss 0.2520 
[2021-06-14 12:33:12,029][root][INFO] - Epoch: [12/50][140/1216] Data 0.001 (0.024) Batch 0.382 (0.410) Loss 0.3477 
[2021-06-14 12:33:15,860][root][INFO] - Epoch: [12/50][150/1216] Data 0.001 (0.022) Batch 0.382 (0.408) Loss 0.3455 
[2021-06-14 12:33:19,696][root][INFO] - Epoch: [12/50][160/1216] Data 0.001 (0.021) Batch 0.382 (0.407) Loss 0.3081 
[2021-06-14 12:33:23,514][root][INFO] - Epoch: [12/50][170/1216] Data 0.001 (0.020) Batch 0.382 (0.405) Loss 0.2500 
[2021-06-14 12:33:27,341][root][INFO] - Epoch: [12/50][180/1216] Data 0.001 (0.019) Batch 0.381 (0.404) Loss 0.3221 
[2021-06-14 12:33:31,176][root][INFO] - Epoch: [12/50][190/1216] Data 0.001 (0.018) Batch 0.387 (0.403) Loss 0.4538 
[2021-06-14 12:33:35,019][root][INFO] - Epoch: [12/50][200/1216] Data 0.001 (0.017) Batch 0.388 (0.402) Loss 0.3232 
[2021-06-14 12:33:38,860][root][INFO] - Epoch: [12/50][210/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.2510 
[2021-06-14 12:33:42,701][root][INFO] - Epoch: [12/50][220/1216] Data 0.001 (0.015) Batch 0.391 (0.400) Loss 0.2683 
[2021-06-14 12:33:46,525][root][INFO] - Epoch: [12/50][230/1216] Data 0.001 (0.015) Batch 0.380 (0.400) Loss 0.3082 
[2021-06-14 12:33:50,372][root][INFO] - Epoch: [12/50][240/1216] Data 0.001 (0.014) Batch 0.385 (0.399) Loss 0.4356 
[2021-06-14 12:33:54,214][root][INFO] - Epoch: [12/50][250/1216] Data 0.001 (0.014) Batch 0.388 (0.398) Loss 0.3281 
[2021-06-14 12:33:58,044][root][INFO] - Epoch: [12/50][260/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.2829 
[2021-06-14 12:34:01,870][root][INFO] - Epoch: [12/50][270/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.3385 
[2021-06-14 12:34:05,710][root][INFO] - Epoch: [12/50][280/1216] Data 0.001 (0.012) Batch 0.389 (0.397) Loss 0.4113 
[2021-06-14 12:34:09,536][root][INFO] - Epoch: [12/50][290/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.2779 
[2021-06-14 12:34:13,357][root][INFO] - Epoch: [12/50][300/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.3572 
[2021-06-14 12:34:17,188][root][INFO] - Epoch: [12/50][310/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.3185 
[2021-06-14 12:34:21,027][root][INFO] - Epoch: [12/50][320/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.2944 
[2021-06-14 12:34:24,860][root][INFO] - Epoch: [12/50][330/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.3357 
[2021-06-14 12:34:28,697][root][INFO] - Epoch: [12/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.3297 
[2021-06-14 12:34:32,544][root][INFO] - Epoch: [12/50][350/1216] Data 0.001 (0.010) Batch 0.390 (0.394) Loss 0.2670 
[2021-06-14 12:34:36,367][root][INFO] - Epoch: [12/50][360/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.2836 
[2021-06-14 12:34:40,205][root][INFO] - Epoch: [12/50][370/1216] Data 0.001 (0.010) Batch 0.391 (0.393) Loss 0.2913 
[2021-06-14 12:34:44,036][root][INFO] - Epoch: [12/50][380/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.4094 
[2021-06-14 12:34:47,875][root][INFO] - Epoch: [12/50][390/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.3337 
[2021-06-14 12:34:51,705][root][INFO] - Epoch: [12/50][400/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.2878 
[2021-06-14 12:34:55,550][root][INFO] - Epoch: [12/50][410/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.4274 
[2021-06-14 12:34:59,384][root][INFO] - Epoch: [12/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.3482 
[2021-06-14 12:35:03,241][root][INFO] - Epoch: [12/50][430/1216] Data 0.002 (0.008) Batch 0.386 (0.392) Loss 0.2536 
[2021-06-14 12:35:07,080][root][INFO] - Epoch: [12/50][440/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2142 
[2021-06-14 12:35:10,908][root][INFO] - Epoch: [12/50][450/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.3253 
[2021-06-14 12:35:14,753][root][INFO] - Epoch: [12/50][460/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.3785 
[2021-06-14 12:35:18,579][root][INFO] - Epoch: [12/50][470/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.2931 
[2021-06-14 12:35:22,417][root][INFO] - Epoch: [12/50][480/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.4598 
[2021-06-14 12:35:26,266][root][INFO] - Epoch: [12/50][490/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.3375 
[2021-06-14 12:35:30,108][root][INFO] - Epoch: [12/50][500/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.3413 
[2021-06-14 12:35:33,967][root][INFO] - Epoch: [12/50][510/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3917 
[2021-06-14 12:35:37,810][root][INFO] - Epoch: [12/50][520/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3826 
[2021-06-14 12:35:41,657][root][INFO] - Epoch: [12/50][530/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3098 
[2021-06-14 12:35:45,496][root][INFO] - Epoch: [12/50][540/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.5205 
[2021-06-14 12:35:49,336][root][INFO] - Epoch: [12/50][550/1216] Data 0.001 (0.007) Batch 0.385 (0.390) Loss 0.3135 
[2021-06-14 12:35:53,182][root][INFO] - Epoch: [12/50][560/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.2766 
[2021-06-14 12:35:57,016][root][INFO] - Epoch: [12/50][570/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.3207 
[2021-06-14 12:36:00,854][root][INFO] - Epoch: [12/50][580/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.3150 
[2021-06-14 12:36:04,705][root][INFO] - Epoch: [12/50][590/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2681 
[2021-06-14 12:36:08,532][root][INFO] - Epoch: [12/50][600/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2837 
[2021-06-14 12:36:12,366][root][INFO] - Epoch: [12/50][610/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.3137 
[2021-06-14 12:36:16,201][root][INFO] - Epoch: [12/50][620/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3737 
[2021-06-14 12:36:20,032][root][INFO] - Epoch: [12/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3464 
[2021-06-14 12:36:23,857][root][INFO] - Epoch: [12/50][640/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.4234 
[2021-06-14 12:36:27,689][root][INFO] - Epoch: [12/50][650/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.3593 
[2021-06-14 12:36:31,527][root][INFO] - Epoch: [12/50][660/1216] Data 0.001 (0.006) Batch 0.386 (0.389) Loss 0.3997 
[2021-06-14 12:36:35,374][root][INFO] - Epoch: [12/50][670/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2921 
[2021-06-14 12:36:39,215][root][INFO] - Epoch: [12/50][680/1216] Data 0.001 (0.006) Batch 0.387 (0.389) Loss 0.3961 
[2021-06-14 12:36:43,048][root][INFO] - Epoch: [12/50][690/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.2910 
[2021-06-14 12:36:46,904][root][INFO] - Epoch: [12/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3220 
[2021-06-14 12:36:50,743][root][INFO] - Epoch: [12/50][710/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2714 
[2021-06-14 12:36:54,599][root][INFO] - Epoch: [12/50][720/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2565 
[2021-06-14 12:36:58,436][root][INFO] - Epoch: [12/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3862 
[2021-06-14 12:37:02,281][root][INFO] - Epoch: [12/50][740/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.3333 
[2021-06-14 12:37:06,105][root][INFO] - Epoch: [12/50][750/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3111 
[2021-06-14 12:37:09,937][root][INFO] - Epoch: [12/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2616 
[2021-06-14 12:37:13,767][root][INFO] - Epoch: [12/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2596 
[2021-06-14 12:37:17,611][root][INFO] - Epoch: [12/50][780/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.3265 
[2021-06-14 12:37:21,457][root][INFO] - Epoch: [12/50][790/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.3064 
[2021-06-14 12:37:25,302][root][INFO] - Epoch: [12/50][800/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2936 
[2021-06-14 12:37:29,130][root][INFO] - Epoch: [12/50][810/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.3424 
[2021-06-14 12:37:32,951][root][INFO] - Epoch: [12/50][820/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2541 
[2021-06-14 12:37:36,794][root][INFO] - Epoch: [12/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3343 
[2021-06-14 12:37:40,634][root][INFO] - Epoch: [12/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.3182 
[2021-06-14 12:37:44,474][root][INFO] - Epoch: [12/50][850/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2923 
[2021-06-14 12:37:48,307][root][INFO] - Epoch: [12/50][860/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3187 
[2021-06-14 12:37:52,128][root][INFO] - Epoch: [12/50][870/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3047 
[2021-06-14 12:37:55,965][root][INFO] - Epoch: [12/50][880/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.3661 
[2021-06-14 12:37:59,797][root][INFO] - Epoch: [12/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3725 
[2021-06-14 12:38:03,629][root][INFO] - Epoch: [12/50][900/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3603 
[2021-06-14 12:38:07,459][root][INFO] - Epoch: [12/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2965 
[2021-06-14 12:38:11,307][root][INFO] - Epoch: [12/50][920/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.3720 
[2021-06-14 12:38:15,141][root][INFO] - Epoch: [12/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2682 
[2021-06-14 12:38:18,981][root][INFO] - Epoch: [12/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3711 
[2021-06-14 12:38:22,816][root][INFO] - Epoch: [12/50][950/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.3100 
[2021-06-14 12:38:26,655][root][INFO] - Epoch: [12/50][960/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3050 
[2021-06-14 12:38:30,493][root][INFO] - Epoch: [12/50][970/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3454 
[2021-06-14 12:38:34,337][root][INFO] - Epoch: [12/50][980/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.2851 
[2021-06-14 12:38:38,153][root][INFO] - Epoch: [12/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.4508 
[2021-06-14 12:38:41,975][root][INFO] - Epoch: [12/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3374 
[2021-06-14 12:38:45,799][root][INFO] - Epoch: [12/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2750 
[2021-06-14 12:38:49,638][root][INFO] - Epoch: [12/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3574 
[2021-06-14 12:38:53,453][root][INFO] - Epoch: [12/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.4986 
[2021-06-14 12:38:57,273][root][INFO] - Epoch: [12/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3136 
[2021-06-14 12:39:01,118][root][INFO] - Epoch: [12/50][1050/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3314 
[2021-06-14 12:39:04,963][root][INFO] - Epoch: [12/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3636 
[2021-06-14 12:39:08,784][root][INFO] - Epoch: [12/50][1070/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3636 
[2021-06-14 12:39:12,604][root][INFO] - Epoch: [12/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3241 
[2021-06-14 12:39:16,448][root][INFO] - Epoch: [12/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3338 
[2021-06-14 12:39:20,268][root][INFO] - Epoch: [12/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2955 
[2021-06-14 12:39:24,103][root][INFO] - Epoch: [12/50][1110/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3687 
[2021-06-14 12:39:27,928][root][INFO] - Epoch: [12/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3890 
[2021-06-14 12:39:31,757][root][INFO] - Epoch: [12/50][1130/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3268 
[2021-06-14 12:39:35,589][root][INFO] - Epoch: [12/50][1140/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3246 
[2021-06-14 12:39:39,428][root][INFO] - Epoch: [12/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2951 
[2021-06-14 12:39:43,269][root][INFO] - Epoch: [12/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3250 
[2021-06-14 12:39:47,112][root][INFO] - Epoch: [12/50][1170/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.3609 
[2021-06-14 12:39:50,952][root][INFO] - Epoch: [12/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.4017 
[2021-06-14 12:39:54,773][root][INFO] - Epoch: [12/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3560 
[2021-06-14 12:39:58,589][root][INFO] - Epoch: [12/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3826 
[2021-06-14 12:40:02,407][root][INFO] - Epoch: [12/50][1210/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.4204 
[2021-06-14 12:40:04,995][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 12:40:59,704][root][INFO] - Val result: mIoU 0.6131.
[2021-06-14 12:40:59,705][root][INFO] - Class_0 Result: iou 0.7874.
[2021-06-14 12:40:59,705][root][INFO] - Class_1 Result: iou 0.8722.
[2021-06-14 12:40:59,706][root][INFO] - Class_2 Result: iou 0.5573.
[2021-06-14 12:40:59,706][root][INFO] - Class_3 Result: iou 0.7568.
[2021-06-14 12:40:59,706][root][INFO] - Class_4 Result: iou 0.6737.
[2021-06-14 12:40:59,706][root][INFO] - Class_5 Result: iou 0.6286.
[2021-06-14 12:40:59,707][root][INFO] - Class_6 Result: iou 0.6743.
[2021-06-14 12:40:59,707][root][INFO] - Class_7 Result: iou 0.5882.
[2021-06-14 12:40:59,708][root][INFO] - Class_8 Result: iou 0.4665.
[2021-06-14 12:40:59,708][root][INFO] - Class_9 Result: iou 0.5838.
[2021-06-14 12:40:59,708][root][INFO] - Class_10 Result: iou 0.3390.
[2021-06-14 12:40:59,709][root][INFO] - Class_11 Result: iou 0.3975.
[2021-06-14 12:40:59,709][root][INFO] - Class_12 Result: iou 0.5565.
[2021-06-14 12:40:59,709][root][INFO] - Class_13 Result: iou 0.5512.
[2021-06-14 12:40:59,710][root][INFO] - Class_14 Result: iou 0.6056.
[2021-06-14 12:40:59,710][root][INFO] - Class_15 Result: iou 0.4908.
[2021-06-14 12:40:59,710][root][INFO] - Class_16 Result: iou 0.8708.
[2021-06-14 12:40:59,711][root][INFO] - Class_17 Result: iou 0.6216.
[2021-06-14 12:40:59,711][root][INFO] - Class_18 Result: iou 0.7952.
[2021-06-14 12:40:59,711][root][INFO] - Class_19 Result: iou 0.4450.
[2021-06-14 12:40:59,712][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:41:07,005][root][INFO] - Epoch: [13/50][10/1216] Data 0.006 (0.274) Batch 0.402 (0.725) Loss 0.3309 
[2021-06-14 12:41:10,865][root][INFO] - Epoch: [13/50][20/1216] Data 0.001 (0.138) Batch 0.383 (0.556) Loss 0.2793 
[2021-06-14 12:41:14,701][root][INFO] - Epoch: [13/50][30/1216] Data 0.001 (0.093) Batch 0.383 (0.498) Loss 0.2789 
[2021-06-14 12:41:18,533][root][INFO] - Epoch: [13/50][40/1216] Data 0.001 (0.070) Batch 0.383 (0.470) Loss 0.3753 
[2021-06-14 12:41:22,361][root][INFO] - Epoch: [13/50][50/1216] Data 0.001 (0.056) Batch 0.386 (0.452) Loss 0.2831 
[2021-06-14 12:41:26,198][root][INFO] - Epoch: [13/50][60/1216] Data 0.001 (0.047) Batch 0.383 (0.441) Loss 0.2837 
[2021-06-14 12:41:30,028][root][INFO] - Epoch: [13/50][70/1216] Data 0.001 (0.040) Batch 0.382 (0.433) Loss 0.3055 
[2021-06-14 12:41:33,868][root][INFO] - Epoch: [13/50][80/1216] Data 0.001 (0.035) Batch 0.381 (0.426) Loss 0.3168 
[2021-06-14 12:41:37,717][root][INFO] - Epoch: [13/50][90/1216] Data 0.001 (0.031) Batch 0.383 (0.422) Loss 0.3849 
[2021-06-14 12:41:41,541][root][INFO] - Epoch: [13/50][100/1216] Data 0.001 (0.028) Batch 0.383 (0.418) Loss 0.3429 
[2021-06-14 12:41:45,368][root][INFO] - Epoch: [13/50][110/1216] Data 0.001 (0.026) Batch 0.381 (0.415) Loss 0.3696 
[2021-06-14 12:41:49,213][root][INFO] - Epoch: [13/50][120/1216] Data 0.001 (0.024) Batch 0.385 (0.412) Loss 0.3426 
[2021-06-14 12:41:53,041][root][INFO] - Epoch: [13/50][130/1216] Data 0.001 (0.022) Batch 0.384 (0.410) Loss 0.3048 
[2021-06-14 12:41:56,868][root][INFO] - Epoch: [13/50][140/1216] Data 0.001 (0.021) Batch 0.382 (0.408) Loss 0.3731 
[2021-06-14 12:42:00,700][root][INFO] - Epoch: [13/50][150/1216] Data 0.001 (0.019) Batch 0.384 (0.406) Loss 0.3133 
[2021-06-14 12:42:04,542][root][INFO] - Epoch: [13/50][160/1216] Data 0.001 (0.018) Batch 0.384 (0.405) Loss 0.3613 
[2021-06-14 12:42:08,387][root][INFO] - Epoch: [13/50][170/1216] Data 0.001 (0.017) Batch 0.381 (0.404) Loss 0.3164 
[2021-06-14 12:42:12,233][root][INFO] - Epoch: [13/50][180/1216] Data 0.001 (0.016) Batch 0.382 (0.403) Loss 0.4450 
[2021-06-14 12:42:16,067][root][INFO] - Epoch: [13/50][190/1216] Data 0.001 (0.015) Batch 0.388 (0.402) Loss 0.2759 
[2021-06-14 12:42:19,897][root][INFO] - Epoch: [13/50][200/1216] Data 0.001 (0.015) Batch 0.382 (0.401) Loss 0.3090 
[2021-06-14 12:42:23,741][root][INFO] - Epoch: [13/50][210/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.2923 
[2021-06-14 12:42:27,588][root][INFO] - Epoch: [13/50][220/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.2832 
[2021-06-14 12:42:31,426][root][INFO] - Epoch: [13/50][230/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.3393 
[2021-06-14 12:42:35,267][root][INFO] - Epoch: [13/50][240/1216] Data 0.001 (0.012) Batch 0.382 (0.398) Loss 0.3343 
[2021-06-14 12:42:39,112][root][INFO] - Epoch: [13/50][250/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.3359 
[2021-06-14 12:42:42,943][root][INFO] - Epoch: [13/50][260/1216] Data 0.001 (0.011) Batch 0.383 (0.397) Loss 0.2659 
[2021-06-14 12:42:46,781][root][INFO] - Epoch: [13/50][270/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.2720 
[2021-06-14 12:42:50,632][root][INFO] - Epoch: [13/50][280/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.2446 
[2021-06-14 12:42:54,467][root][INFO] - Epoch: [13/50][290/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.2672 
[2021-06-14 12:42:58,303][root][INFO] - Epoch: [13/50][300/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.3318 
[2021-06-14 12:43:02,156][root][INFO] - Epoch: [13/50][310/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.3318 
[2021-06-14 12:43:06,000][root][INFO] - Epoch: [13/50][320/1216] Data 0.001 (0.009) Batch 0.383 (0.395) Loss 0.3169 
[2021-06-14 12:43:09,851][root][INFO] - Epoch: [13/50][330/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.4521 
[2021-06-14 12:43:13,696][root][INFO] - Epoch: [13/50][340/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.3005 
[2021-06-14 12:43:17,538][root][INFO] - Epoch: [13/50][350/1216] Data 0.001 (0.009) Batch 0.389 (0.394) Loss 0.4078 
[2021-06-14 12:43:21,371][root][INFO] - Epoch: [13/50][360/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2462 
[2021-06-14 12:43:25,202][root][INFO] - Epoch: [13/50][370/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2673 
[2021-06-14 12:43:29,042][root][INFO] - Epoch: [13/50][380/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.3122 
[2021-06-14 12:43:32,878][root][INFO] - Epoch: [13/50][390/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2886 
[2021-06-14 12:43:36,734][root][INFO] - Epoch: [13/50][400/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.2861 
[2021-06-14 12:43:40,568][root][INFO] - Epoch: [13/50][410/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2980 
[2021-06-14 12:43:44,405][root][INFO] - Epoch: [13/50][420/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.3565 
[2021-06-14 12:43:48,248][root][INFO] - Epoch: [13/50][430/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.3146 
[2021-06-14 12:43:52,099][root][INFO] - Epoch: [13/50][440/1216] Data 0.001 (0.007) Batch 0.385 (0.392) Loss 0.2728 
[2021-06-14 12:43:55,933][root][INFO] - Epoch: [13/50][450/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.3537 
[2021-06-14 12:43:59,765][root][INFO] - Epoch: [13/50][460/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.2357 
[2021-06-14 12:44:03,611][root][INFO] - Epoch: [13/50][470/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.4159 
[2021-06-14 12:44:07,454][root][INFO] - Epoch: [13/50][480/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.3069 
[2021-06-14 12:44:11,297][root][INFO] - Epoch: [13/50][490/1216] Data 0.001 (0.006) Batch 0.390 (0.391) Loss 0.2690 
[2021-06-14 12:44:15,148][root][INFO] - Epoch: [13/50][500/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.4867 
[2021-06-14 12:44:18,990][root][INFO] - Epoch: [13/50][510/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2766 
[2021-06-14 12:44:22,815][root][INFO] - Epoch: [13/50][520/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.2885 
[2021-06-14 12:44:26,668][root][INFO] - Epoch: [13/50][530/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3964 
[2021-06-14 12:44:30,516][root][INFO] - Epoch: [13/50][540/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3636 
[2021-06-14 12:44:34,358][root][INFO] - Epoch: [13/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3510 
[2021-06-14 12:44:38,210][root][INFO] - Epoch: [13/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3417 
[2021-06-14 12:44:42,054][root][INFO] - Epoch: [13/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2663 
[2021-06-14 12:44:45,895][root][INFO] - Epoch: [13/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3512 
[2021-06-14 12:44:49,737][root][INFO] - Epoch: [13/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3395 
[2021-06-14 12:44:53,580][root][INFO] - Epoch: [13/50][600/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.4538 
[2021-06-14 12:44:57,412][root][INFO] - Epoch: [13/50][610/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1972 
[2021-06-14 12:45:01,249][root][INFO] - Epoch: [13/50][620/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.3495 
[2021-06-14 12:45:05,088][root][INFO] - Epoch: [13/50][630/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2935 
[2021-06-14 12:45:08,928][root][INFO] - Epoch: [13/50][640/1216] Data 0.002 (0.005) Batch 0.386 (0.389) Loss 0.3148 
[2021-06-14 12:45:12,768][root][INFO] - Epoch: [13/50][650/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3015 
[2021-06-14 12:45:16,598][root][INFO] - Epoch: [13/50][660/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.3017 
[2021-06-14 12:45:20,447][root][INFO] - Epoch: [13/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3656 
[2021-06-14 12:45:24,286][root][INFO] - Epoch: [13/50][680/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4385 
[2021-06-14 12:45:28,122][root][INFO] - Epoch: [13/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2699 
[2021-06-14 12:45:31,968][root][INFO] - Epoch: [13/50][700/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.4456 
[2021-06-14 12:45:35,803][root][INFO] - Epoch: [13/50][710/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.3544 
[2021-06-14 12:45:39,635][root][INFO] - Epoch: [13/50][720/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.3231 
[2021-06-14 12:45:43,472][root][INFO] - Epoch: [13/50][730/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.3467 
[2021-06-14 12:45:47,312][root][INFO] - Epoch: [13/50][740/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3268 
[2021-06-14 12:45:51,174][root][INFO] - Epoch: [13/50][750/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.3974 
[2021-06-14 12:45:55,011][root][INFO] - Epoch: [13/50][760/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3127 
[2021-06-14 12:45:58,852][root][INFO] - Epoch: [13/50][770/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3195 
[2021-06-14 12:46:02,689][root][INFO] - Epoch: [13/50][780/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.2631 
[2021-06-14 12:46:06,522][root][INFO] - Epoch: [13/50][790/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3502 
[2021-06-14 12:46:10,367][root][INFO] - Epoch: [13/50][800/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3368 
[2021-06-14 12:46:14,203][root][INFO] - Epoch: [13/50][810/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3278 
[2021-06-14 12:46:18,043][root][INFO] - Epoch: [13/50][820/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4131 
[2021-06-14 12:46:21,894][root][INFO] - Epoch: [13/50][830/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2651 
[2021-06-14 12:46:25,737][root][INFO] - Epoch: [13/50][840/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3141 
[2021-06-14 12:46:29,576][root][INFO] - Epoch: [13/50][850/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.3725 
[2021-06-14 12:46:33,425][root][INFO] - Epoch: [13/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2806 
[2021-06-14 12:46:37,262][root][INFO] - Epoch: [13/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2937 
[2021-06-14 12:46:41,096][root][INFO] - Epoch: [13/50][880/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3597 
[2021-06-14 12:46:44,923][root][INFO] - Epoch: [13/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2618 
[2021-06-14 12:46:48,754][root][INFO] - Epoch: [13/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3353 
[2021-06-14 12:46:52,586][root][INFO] - Epoch: [13/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2450 
[2021-06-14 12:46:56,447][root][INFO] - Epoch: [13/50][920/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2686 
[2021-06-14 12:47:00,290][root][INFO] - Epoch: [13/50][930/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.6149 
[2021-06-14 12:47:04,132][root][INFO] - Epoch: [13/50][940/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3637 
[2021-06-14 12:47:07,968][root][INFO] - Epoch: [13/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3259 
[2021-06-14 12:47:11,814][root][INFO] - Epoch: [13/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3297 
[2021-06-14 12:47:15,668][root][INFO] - Epoch: [13/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3076 
[2021-06-14 12:47:19,505][root][INFO] - Epoch: [13/50][980/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3000 
[2021-06-14 12:47:23,358][root][INFO] - Epoch: [13/50][990/1216] Data 0.001 (0.004) Batch 0.392 (0.387) Loss 0.2737 
[2021-06-14 12:47:27,197][root][INFO] - Epoch: [13/50][1000/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2750 
[2021-06-14 12:47:31,038][root][INFO] - Epoch: [13/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2508 
[2021-06-14 12:47:34,877][root][INFO] - Epoch: [13/50][1020/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2299 
[2021-06-14 12:47:38,713][root][INFO] - Epoch: [13/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3481 
[2021-06-14 12:47:42,542][root][INFO] - Epoch: [13/50][1040/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.2311 
[2021-06-14 12:47:46,364][root][INFO] - Epoch: [13/50][1050/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.3475 
[2021-06-14 12:47:50,194][root][INFO] - Epoch: [13/50][1060/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3204 
[2021-06-14 12:47:54,016][root][INFO] - Epoch: [13/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3273 
[2021-06-14 12:47:57,838][root][INFO] - Epoch: [13/50][1080/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.3194 
[2021-06-14 12:48:01,650][root][INFO] - Epoch: [13/50][1090/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3574 
[2021-06-14 12:48:05,478][root][INFO] - Epoch: [13/50][1100/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.3973 
[2021-06-14 12:48:09,311][root][INFO] - Epoch: [13/50][1110/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.3260 
[2021-06-14 12:48:13,138][root][INFO] - Epoch: [13/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2831 
[2021-06-14 12:48:16,968][root][INFO] - Epoch: [13/50][1130/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2425 
[2021-06-14 12:48:20,811][root][INFO] - Epoch: [13/50][1140/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.2997 
[2021-06-14 12:48:24,650][root][INFO] - Epoch: [13/50][1150/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2704 
[2021-06-14 12:48:28,485][root][INFO] - Epoch: [13/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.3047 
[2021-06-14 12:48:32,322][root][INFO] - Epoch: [13/50][1170/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.3217 
[2021-06-14 12:48:36,163][root][INFO] - Epoch: [13/50][1180/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.3471 
[2021-06-14 12:48:39,989][root][INFO] - Epoch: [13/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3615 
[2021-06-14 12:48:43,810][root][INFO] - Epoch: [13/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3695 
[2021-06-14 12:48:47,629][root][INFO] - Epoch: [13/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3697 
[2021-06-14 12:48:50,172][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 12:48:51,788][root][INFO] - Test: [1/680] 
[2021-06-14 12:48:51,951][root][INFO] - Test: [2/680] 
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[2021-06-14 12:48:53,734][root][INFO] - Test: [13/680] 
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[2021-06-14 12:49:39,433][root][INFO] - Test: [611/680] 
[2021-06-14 12:49:39,501][root][INFO] - Test: [612/680] 
[2021-06-14 12:49:39,570][root][INFO] - Test: [613/680] 
[2021-06-14 12:49:39,637][root][INFO] - Test: [614/680] 
[2021-06-14 12:49:39,709][root][INFO] - Test: [615/680] 
[2021-06-14 12:49:39,780][root][INFO] - Test: [616/680] 
[2021-06-14 12:49:39,853][root][INFO] - Test: [617/680] 
[2021-06-14 12:49:39,935][root][INFO] - Test: [618/680] 
[2021-06-14 12:49:40,032][root][INFO] - Test: [619/680] 
[2021-06-14 12:49:40,126][root][INFO] - Test: [620/680] 
[2021-06-14 12:49:40,200][root][INFO] - Test: [621/680] 
[2021-06-14 12:49:40,281][root][INFO] - Test: [622/680] 
[2021-06-14 12:49:40,352][root][INFO] - Test: [623/680] 
[2021-06-14 12:49:40,427][root][INFO] - Test: [624/680] 
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[2021-06-14 12:49:40,570][root][INFO] - Test: [626/680] 
[2021-06-14 12:49:40,636][root][INFO] - Test: [627/680] 
[2021-06-14 12:49:40,707][root][INFO] - Test: [628/680] 
[2021-06-14 12:49:40,802][root][INFO] - Test: [629/680] 
[2021-06-14 12:49:40,874][root][INFO] - Test: [630/680] 
[2021-06-14 12:49:40,962][root][INFO] - Test: [631/680] 
[2021-06-14 12:49:41,054][root][INFO] - Test: [632/680] 
[2021-06-14 12:49:41,126][root][INFO] - Test: [633/680] 
[2021-06-14 12:49:41,193][root][INFO] - Test: [634/680] 
[2021-06-14 12:49:41,266][root][INFO] - Test: [635/680] 
[2021-06-14 12:49:41,332][root][INFO] - Test: [636/680] 
[2021-06-14 12:49:41,406][root][INFO] - Test: [637/680] 
[2021-06-14 12:49:41,479][root][INFO] - Test: [638/680] 
[2021-06-14 12:49:41,549][root][INFO] - Test: [639/680] 
[2021-06-14 12:49:41,651][root][INFO] - Test: [640/680] 
[2021-06-14 12:49:41,738][root][INFO] - Test: [641/680] 
[2021-06-14 12:49:41,811][root][INFO] - Test: [642/680] 
[2021-06-14 12:49:41,879][root][INFO] - Test: [643/680] 
[2021-06-14 12:49:41,954][root][INFO] - Test: [644/680] 
[2021-06-14 12:49:42,023][root][INFO] - Test: [645/680] 
[2021-06-14 12:49:42,101][root][INFO] - Test: [646/680] 
[2021-06-14 12:49:42,176][root][INFO] - Test: [647/680] 
[2021-06-14 12:49:42,247][root][INFO] - Test: [648/680] 
[2021-06-14 12:49:42,321][root][INFO] - Test: [649/680] 
[2021-06-14 12:49:42,390][root][INFO] - Test: [650/680] 
[2021-06-14 12:49:42,456][root][INFO] - Test: [651/680] 
[2021-06-14 12:49:42,523][root][INFO] - Test: [652/680] 
[2021-06-14 12:49:42,589][root][INFO] - Test: [653/680] 
[2021-06-14 12:49:42,656][root][INFO] - Test: [654/680] 
[2021-06-14 12:49:42,722][root][INFO] - Test: [655/680] 
[2021-06-14 12:49:42,788][root][INFO] - Test: [656/680] 
[2021-06-14 12:49:42,855][root][INFO] - Test: [657/680] 
[2021-06-14 12:49:42,922][root][INFO] - Test: [658/680] 
[2021-06-14 12:49:42,990][root][INFO] - Test: [659/680] 
[2021-06-14 12:49:43,056][root][INFO] - Test: [660/680] 
[2021-06-14 12:49:43,124][root][INFO] - Test: [661/680] 
[2021-06-14 12:49:43,191][root][INFO] - Test: [662/680] 
[2021-06-14 12:49:43,258][root][INFO] - Test: [663/680] 
[2021-06-14 12:49:43,325][root][INFO] - Test: [664/680] 
[2021-06-14 12:49:43,391][root][INFO] - Test: [665/680] 
[2021-06-14 12:49:43,459][root][INFO] - Test: [666/680] 
[2021-06-14 12:49:43,526][root][INFO] - Test: [667/680] 
[2021-06-14 12:49:43,592][root][INFO] - Test: [668/680] 
[2021-06-14 12:49:43,659][root][INFO] - Test: [669/680] 
[2021-06-14 12:49:43,725][root][INFO] - Test: [670/680] 
[2021-06-14 12:49:43,792][root][INFO] - Test: [671/680] 
[2021-06-14 12:49:43,859][root][INFO] - Test: [672/680] 
[2021-06-14 12:49:43,926][root][INFO] - Test: [673/680] 
[2021-06-14 12:49:43,994][root][INFO] - Test: [674/680] 
[2021-06-14 12:49:44,061][root][INFO] - Test: [675/680] 
[2021-06-14 12:49:44,128][root][INFO] - Test: [676/680] 
[2021-06-14 12:49:44,196][root][INFO] - Test: [677/680] 
[2021-06-14 12:49:44,262][root][INFO] - Test: [678/680] 
[2021-06-14 12:49:44,329][root][INFO] - Test: [679/680] 
[2021-06-14 12:49:44,368][root][INFO] - Test: [680/680] 
[2021-06-14 12:49:44,633][root][INFO] - Val result: mIoU 0.6174.
[2021-06-14 12:49:44,633][root][INFO] - Class_0 Result: iou 0.7954.
[2021-06-14 12:49:44,633][root][INFO] - Class_1 Result: iou 0.8732.
[2021-06-14 12:49:44,633][root][INFO] - Class_2 Result: iou 0.5584.
[2021-06-14 12:49:44,634][root][INFO] - Class_3 Result: iou 0.7517.
[2021-06-14 12:49:44,634][root][INFO] - Class_4 Result: iou 0.6783.
[2021-06-14 12:49:44,634][root][INFO] - Class_5 Result: iou 0.6318.
[2021-06-14 12:49:44,634][root][INFO] - Class_6 Result: iou 0.6732.
[2021-06-14 12:49:44,635][root][INFO] - Class_7 Result: iou 0.6079.
[2021-06-14 12:49:44,635][root][INFO] - Class_8 Result: iou 0.4955.
[2021-06-14 12:49:44,635][root][INFO] - Class_9 Result: iou 0.5964.
[2021-06-14 12:49:44,635][root][INFO] - Class_10 Result: iou 0.3286.
[2021-06-14 12:49:44,635][root][INFO] - Class_11 Result: iou 0.4418.
[2021-06-14 12:49:44,636][root][INFO] - Class_12 Result: iou 0.5586.
[2021-06-14 12:49:44,636][root][INFO] - Class_13 Result: iou 0.5244.
[2021-06-14 12:49:44,637][root][INFO] - Class_14 Result: iou 0.5957.
[2021-06-14 12:49:44,637][root][INFO] - Class_15 Result: iou 0.5447.
[2021-06-14 12:49:44,637][root][INFO] - Class_16 Result: iou 0.8577.
[2021-06-14 12:49:44,637][root][INFO] - Class_17 Result: iou 0.5992.
[2021-06-14 12:49:44,637][root][INFO] - Class_18 Result: iou 0.7950.
[2021-06-14 12:49:44,638][root][INFO] - Class_19 Result: iou 0.4412.
[2021-06-14 12:49:44,638][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:49:52,411][root][INFO] - Epoch: [14/50][10/1216] Data 0.001 (0.329) Batch 0.383 (0.777) Loss 0.1847 
[2021-06-14 12:49:56,248][root][INFO] - Epoch: [14/50][20/1216] Data 0.001 (0.165) Batch 0.386 (0.580) Loss 0.3449 
[2021-06-14 12:50:00,072][root][INFO] - Epoch: [14/50][30/1216] Data 0.001 (0.110) Batch 0.382 (0.514) Loss 0.2905 
[2021-06-14 12:50:03,906][root][INFO] - Epoch: [14/50][40/1216] Data 0.001 (0.083) Batch 0.381 (0.482) Loss 0.3047 
[2021-06-14 12:50:07,747][root][INFO] - Epoch: [14/50][50/1216] Data 0.001 (0.067) Batch 0.384 (0.462) Loss 0.3323 
[2021-06-14 12:50:11,579][root][INFO] - Epoch: [14/50][60/1216] Data 0.001 (0.056) Batch 0.380 (0.449) Loss 0.3104 
[2021-06-14 12:50:15,412][root][INFO] - Epoch: [14/50][70/1216] Data 0.001 (0.048) Batch 0.383 (0.440) Loss 0.2950 
[2021-06-14 12:50:19,239][root][INFO] - Epoch: [14/50][80/1216] Data 0.001 (0.042) Batch 0.382 (0.432) Loss 0.3138 
[2021-06-14 12:50:23,068][root][INFO] - Epoch: [14/50][90/1216] Data 0.001 (0.037) Batch 0.381 (0.427) Loss 0.2895 
[2021-06-14 12:50:26,910][root][INFO] - Epoch: [14/50][100/1216] Data 0.001 (0.034) Batch 0.386 (0.423) Loss 0.3301 
[2021-06-14 12:50:30,764][root][INFO] - Epoch: [14/50][110/1216] Data 0.001 (0.031) Batch 0.387 (0.419) Loss 0.3078 
[2021-06-14 12:50:34,619][root][INFO] - Epoch: [14/50][120/1216] Data 0.001 (0.028) Batch 0.384 (0.416) Loss 0.3966 
[2021-06-14 12:50:38,445][root][INFO] - Epoch: [14/50][130/1216] Data 0.001 (0.026) Batch 0.381 (0.414) Loss 0.3523 
[2021-06-14 12:50:42,292][root][INFO] - Epoch: [14/50][140/1216] Data 0.001 (0.024) Batch 0.384 (0.412) Loss 0.2975 
[2021-06-14 12:50:46,139][root][INFO] - Epoch: [14/50][150/1216] Data 0.001 (0.023) Batch 0.390 (0.410) Loss 0.3827 
[2021-06-14 12:50:49,985][root][INFO] - Epoch: [14/50][160/1216] Data 0.001 (0.021) Batch 0.382 (0.408) Loss 0.2719 
[2021-06-14 12:50:53,828][root][INFO] - Epoch: [14/50][170/1216] Data 0.001 (0.020) Batch 0.383 (0.407) Loss 0.2829 
[2021-06-14 12:50:57,674][root][INFO] - Epoch: [14/50][180/1216] Data 0.001 (0.019) Batch 0.382 (0.406) Loss 0.3701 
[2021-06-14 12:51:01,519][root][INFO] - Epoch: [14/50][190/1216] Data 0.001 (0.018) Batch 0.388 (0.405) Loss 0.2479 
[2021-06-14 12:51:05,348][root][INFO] - Epoch: [14/50][200/1216] Data 0.001 (0.017) Batch 0.381 (0.404) Loss 0.2485 
[2021-06-14 12:51:09,184][root][INFO] - Epoch: [14/50][210/1216] Data 0.001 (0.017) Batch 0.382 (0.403) Loss 0.2726 
[2021-06-14 12:51:13,022][root][INFO] - Epoch: [14/50][220/1216] Data 0.001 (0.016) Batch 0.383 (0.402) Loss 0.2324 
[2021-06-14 12:51:16,880][root][INFO] - Epoch: [14/50][230/1216] Data 0.001 (0.015) Batch 0.383 (0.401) Loss 0.2793 
[2021-06-14 12:51:20,727][root][INFO] - Epoch: [14/50][240/1216] Data 0.001 (0.015) Batch 0.383 (0.400) Loss 0.1993 
[2021-06-14 12:51:24,572][root][INFO] - Epoch: [14/50][250/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.2800 
[2021-06-14 12:51:28,410][root][INFO] - Epoch: [14/50][260/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 0.3145 
[2021-06-14 12:51:32,252][root][INFO] - Epoch: [14/50][270/1216] Data 0.001 (0.013) Batch 0.381 (0.399) Loss 0.2783 
[2021-06-14 12:51:36,098][root][INFO] - Epoch: [14/50][280/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.3195 
[2021-06-14 12:51:39,938][root][INFO] - Epoch: [14/50][290/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.3019 
[2021-06-14 12:51:43,767][root][INFO] - Epoch: [14/50][300/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.4123 
[2021-06-14 12:51:47,592][root][INFO] - Epoch: [14/50][310/1216] Data 0.001 (0.011) Batch 0.383 (0.397) Loss 0.2562 
[2021-06-14 12:51:51,431][root][INFO] - Epoch: [14/50][320/1216] Data 0.001 (0.011) Batch 0.381 (0.396) Loss 0.2434 
[2021-06-14 12:51:55,272][root][INFO] - Epoch: [14/50][330/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.2382 
[2021-06-14 12:51:59,111][root][INFO] - Epoch: [14/50][340/1216] Data 0.001 (0.011) Batch 0.385 (0.395) Loss 0.2856 
[2021-06-14 12:52:02,943][root][INFO] - Epoch: [14/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2631 
[2021-06-14 12:52:06,784][root][INFO] - Epoch: [14/50][360/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.3213 
[2021-06-14 12:52:10,624][root][INFO] - Epoch: [14/50][370/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.3180 
[2021-06-14 12:52:14,465][root][INFO] - Epoch: [14/50][380/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.2374 
[2021-06-14 12:52:18,304][root][INFO] - Epoch: [14/50][390/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.3247 
[2021-06-14 12:52:22,151][root][INFO] - Epoch: [14/50][400/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.2417 
[2021-06-14 12:52:25,996][root][INFO] - Epoch: [14/50][410/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.3367 
[2021-06-14 12:52:29,834][root][INFO] - Epoch: [14/50][420/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2490 
[2021-06-14 12:52:33,685][root][INFO] - Epoch: [14/50][430/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2509 
[2021-06-14 12:52:37,522][root][INFO] - Epoch: [14/50][440/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2951 
[2021-06-14 12:52:41,353][root][INFO] - Epoch: [14/50][450/1216] Data 0.001 (0.008) Batch 0.385 (0.393) Loss 0.2749 
[2021-06-14 12:52:45,193][root][INFO] - Epoch: [14/50][460/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2497 
[2021-06-14 12:52:49,038][root][INFO] - Epoch: [14/50][470/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2782 
[2021-06-14 12:52:52,880][root][INFO] - Epoch: [14/50][480/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.4495 
[2021-06-14 12:52:56,710][root][INFO] - Epoch: [14/50][490/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2870 
[2021-06-14 12:53:00,534][root][INFO] - Epoch: [14/50][500/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2491 
[2021-06-14 12:53:04,377][root][INFO] - Epoch: [14/50][510/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2759 
[2021-06-14 12:53:08,212][root][INFO] - Epoch: [14/50][520/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.3821 
[2021-06-14 12:53:12,044][root][INFO] - Epoch: [14/50][530/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.2674 
[2021-06-14 12:53:15,889][root][INFO] - Epoch: [14/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3838 
[2021-06-14 12:53:19,718][root][INFO] - Epoch: [14/50][550/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2237 
[2021-06-14 12:53:23,557][root][INFO] - Epoch: [14/50][560/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3010 
[2021-06-14 12:53:27,407][root][INFO] - Epoch: [14/50][570/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2980 
[2021-06-14 12:53:31,236][root][INFO] - Epoch: [14/50][580/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.3051 
[2021-06-14 12:53:35,073][root][INFO] - Epoch: [14/50][590/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.2867 
[2021-06-14 12:53:38,906][root][INFO] - Epoch: [14/50][600/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3024 
[2021-06-14 12:53:42,760][root][INFO] - Epoch: [14/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3140 
[2021-06-14 12:53:46,606][root][INFO] - Epoch: [14/50][620/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2424 
[2021-06-14 12:53:50,447][root][INFO] - Epoch: [14/50][630/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.3312 
[2021-06-14 12:53:54,279][root][INFO] - Epoch: [14/50][640/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2310 
[2021-06-14 12:53:58,118][root][INFO] - Epoch: [14/50][650/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3988 
[2021-06-14 12:54:01,957][root][INFO] - Epoch: [14/50][660/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3644 
[2021-06-14 12:54:05,803][root][INFO] - Epoch: [14/50][670/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2740 
[2021-06-14 12:54:09,638][root][INFO] - Epoch: [14/50][680/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2763 
[2021-06-14 12:54:13,498][root][INFO] - Epoch: [14/50][690/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2657 
[2021-06-14 12:54:17,336][root][INFO] - Epoch: [14/50][700/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2881 
[2021-06-14 12:54:21,196][root][INFO] - Epoch: [14/50][710/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3276 
[2021-06-14 12:54:25,047][root][INFO] - Epoch: [14/50][720/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.3501 
[2021-06-14 12:54:28,891][root][INFO] - Epoch: [14/50][730/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3742 
[2021-06-14 12:54:32,735][root][INFO] - Epoch: [14/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3262 
[2021-06-14 12:54:36,602][root][INFO] - Epoch: [14/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3868 
[2021-06-14 12:54:40,447][root][INFO] - Epoch: [14/50][760/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2487 
[2021-06-14 12:54:44,285][root][INFO] - Epoch: [14/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3086 
[2021-06-14 12:54:48,114][root][INFO] - Epoch: [14/50][780/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3782 
[2021-06-14 12:54:51,950][root][INFO] - Epoch: [14/50][790/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3525 
[2021-06-14 12:54:55,786][root][INFO] - Epoch: [14/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2817 
[2021-06-14 12:54:59,637][root][INFO] - Epoch: [14/50][810/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2954 
[2021-06-14 12:55:03,482][root][INFO] - Epoch: [14/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2370 
[2021-06-14 12:55:07,314][root][INFO] - Epoch: [14/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.4363 
[2021-06-14 12:55:11,146][root][INFO] - Epoch: [14/50][840/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3053 
[2021-06-14 12:55:14,974][root][INFO] - Epoch: [14/50][850/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2992 
[2021-06-14 12:55:18,820][root][INFO] - Epoch: [14/50][860/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.2706 
[2021-06-14 12:55:22,653][root][INFO] - Epoch: [14/50][870/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3477 
[2021-06-14 12:55:26,489][root][INFO] - Epoch: [14/50][880/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.2890 
[2021-06-14 12:55:30,323][root][INFO] - Epoch: [14/50][890/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2683 
[2021-06-14 12:55:34,171][root][INFO] - Epoch: [14/50][900/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.2757 
[2021-06-14 12:55:38,021][root][INFO] - Epoch: [14/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2650 
[2021-06-14 12:55:41,850][root][INFO] - Epoch: [14/50][920/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3608 
[2021-06-14 12:55:45,690][root][INFO] - Epoch: [14/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2649 
[2021-06-14 12:55:49,552][root][INFO] - Epoch: [14/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4835 
[2021-06-14 12:55:53,404][root][INFO] - Epoch: [14/50][950/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3362 
[2021-06-14 12:55:57,247][root][INFO] - Epoch: [14/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2796 
[2021-06-14 12:56:01,096][root][INFO] - Epoch: [14/50][970/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3786 
[2021-06-14 12:56:04,923][root][INFO] - Epoch: [14/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2728 
[2021-06-14 12:56:08,758][root][INFO] - Epoch: [14/50][990/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3185 
[2021-06-14 12:56:12,605][root][INFO] - Epoch: [14/50][1000/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.3198 
[2021-06-14 12:56:16,440][root][INFO] - Epoch: [14/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3058 
[2021-06-14 12:56:20,272][root][INFO] - Epoch: [14/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3625 
[2021-06-14 12:56:24,112][root][INFO] - Epoch: [14/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3254 
[2021-06-14 12:56:27,948][root][INFO] - Epoch: [14/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3083 
[2021-06-14 12:56:31,774][root][INFO] - Epoch: [14/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2956 
[2021-06-14 12:56:35,612][root][INFO] - Epoch: [14/50][1060/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2375 
[2021-06-14 12:56:39,452][root][INFO] - Epoch: [14/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3180 
[2021-06-14 12:56:43,286][root][INFO] - Epoch: [14/50][1080/1216] Data 0.001 (0.004) Batch 0.392 (0.388) Loss 0.2845 
[2021-06-14 12:56:47,116][root][INFO] - Epoch: [14/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3235 
[2021-06-14 12:56:50,958][root][INFO] - Epoch: [14/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3249 
[2021-06-14 12:56:54,791][root][INFO] - Epoch: [14/50][1110/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3527 
[2021-06-14 12:56:58,631][root][INFO] - Epoch: [14/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2591 
[2021-06-14 12:57:02,457][root][INFO] - Epoch: [14/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2592 
[2021-06-14 12:57:06,293][root][INFO] - Epoch: [14/50][1140/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2840 
[2021-06-14 12:57:10,118][root][INFO] - Epoch: [14/50][1150/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.4170 
[2021-06-14 12:57:13,962][root][INFO] - Epoch: [14/50][1160/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.3554 
[2021-06-14 12:57:17,808][root][INFO] - Epoch: [14/50][1170/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3557 
[2021-06-14 12:57:21,647][root][INFO] - Epoch: [14/50][1180/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3033 
[2021-06-14 12:57:25,498][root][INFO] - Epoch: [14/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2680 
[2021-06-14 12:57:29,332][root][INFO] - Epoch: [14/50][1200/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.3195 
[2021-06-14 12:57:33,168][root][INFO] - Epoch: [14/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3074 
[2021-06-14 12:57:35,733][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 12:58:30,067][root][INFO] - Val result: mIoU 0.6182.
[2021-06-14 12:58:30,068][root][INFO] - Class_0 Result: iou 0.7921.
[2021-06-14 12:58:30,068][root][INFO] - Class_1 Result: iou 0.8687.
[2021-06-14 12:58:30,068][root][INFO] - Class_2 Result: iou 0.5536.
[2021-06-14 12:58:30,068][root][INFO] - Class_3 Result: iou 0.7664.
[2021-06-14 12:58:30,068][root][INFO] - Class_4 Result: iou 0.6573.
[2021-06-14 12:58:30,068][root][INFO] - Class_5 Result: iou 0.6180.
[2021-06-14 12:58:30,068][root][INFO] - Class_6 Result: iou 0.6780.
[2021-06-14 12:58:30,069][root][INFO] - Class_7 Result: iou 0.6078.
[2021-06-14 12:58:30,069][root][INFO] - Class_8 Result: iou 0.4837.
[2021-06-14 12:58:30,069][root][INFO] - Class_9 Result: iou 0.6098.
[2021-06-14 12:58:30,069][root][INFO] - Class_10 Result: iou 0.3216.
[2021-06-14 12:58:30,069][root][INFO] - Class_11 Result: iou 0.4660.
[2021-06-14 12:58:30,069][root][INFO] - Class_12 Result: iou 0.5640.
[2021-06-14 12:58:30,069][root][INFO] - Class_13 Result: iou 0.5230.
[2021-06-14 12:58:30,069][root][INFO] - Class_14 Result: iou 0.6226.
[2021-06-14 12:58:30,069][root][INFO] - Class_15 Result: iou 0.5384.
[2021-06-14 12:58:30,069][root][INFO] - Class_16 Result: iou 0.8685.
[2021-06-14 12:58:30,069][root][INFO] - Class_17 Result: iou 0.6117.
[2021-06-14 12:58:30,069][root][INFO] - Class_18 Result: iou 0.7910.
[2021-06-14 12:58:30,069][root][INFO] - Class_19 Result: iou 0.4210.
[2021-06-14 12:58:30,069][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 12:58:37,669][root][INFO] - Epoch: [15/50][10/1216] Data 0.002 (0.320) Batch 0.383 (0.759) Loss 0.3583 
[2021-06-14 12:58:41,487][root][INFO] - Epoch: [15/50][20/1216] Data 0.001 (0.160) Batch 0.381 (0.571) Loss 0.2887 
[2021-06-14 12:58:45,310][root][INFO] - Epoch: [15/50][30/1216] Data 0.001 (0.107) Batch 0.382 (0.508) Loss 0.2430 
[2021-06-14 12:58:49,138][root][INFO] - Epoch: [15/50][40/1216] Data 0.001 (0.081) Batch 0.381 (0.477) Loss 0.2288 
[2021-06-14 12:58:52,969][root][INFO] - Epoch: [15/50][50/1216] Data 0.001 (0.065) Batch 0.383 (0.458) Loss 0.2574 
[2021-06-14 12:58:56,801][root][INFO] - Epoch: [15/50][60/1216] Data 0.001 (0.054) Batch 0.383 (0.445) Loss 0.2780 
[2021-06-14 12:59:00,627][root][INFO] - Epoch: [15/50][70/1216] Data 0.001 (0.046) Batch 0.382 (0.436) Loss 0.2260 
[2021-06-14 12:59:04,457][root][INFO] - Epoch: [15/50][80/1216] Data 0.001 (0.041) Batch 0.382 (0.430) Loss 0.2488 
[2021-06-14 12:59:08,293][root][INFO] - Epoch: [15/50][90/1216] Data 0.001 (0.036) Batch 0.384 (0.425) Loss 0.2823 
[2021-06-14 12:59:12,132][root][INFO] - Epoch: [15/50][100/1216] Data 0.001 (0.033) Batch 0.384 (0.421) Loss 0.2923 
[2021-06-14 12:59:15,962][root][INFO] - Epoch: [15/50][110/1216] Data 0.001 (0.030) Batch 0.381 (0.417) Loss 0.2811 
[2021-06-14 12:59:19,797][root][INFO] - Epoch: [15/50][120/1216] Data 0.001 (0.027) Batch 0.381 (0.414) Loss 0.5499 
[2021-06-14 12:59:23,643][root][INFO] - Epoch: [15/50][130/1216] Data 0.001 (0.025) Batch 0.387 (0.412) Loss 0.2793 
[2021-06-14 12:59:27,470][root][INFO] - Epoch: [15/50][140/1216] Data 0.001 (0.024) Batch 0.385 (0.410) Loss 0.3125 
[2021-06-14 12:59:31,297][root][INFO] - Epoch: [15/50][150/1216] Data 0.001 (0.022) Batch 0.382 (0.408) Loss 0.3180 
[2021-06-14 12:59:35,123][root][INFO] - Epoch: [15/50][160/1216] Data 0.001 (0.021) Batch 0.382 (0.407) Loss 0.3118 
[2021-06-14 12:59:38,946][root][INFO] - Epoch: [15/50][170/1216] Data 0.001 (0.020) Batch 0.384 (0.405) Loss 0.3263 
[2021-06-14 12:59:43,040][root][INFO] - Epoch: [15/50][180/1216] Data 0.001 (0.019) Batch 0.382 (0.405) Loss 0.2737 
[2021-06-14 12:59:46,892][root][INFO] - Epoch: [15/50][190/1216] Data 0.001 (0.018) Batch 0.384 (0.404) Loss 0.3079 
[2021-06-14 12:59:50,733][root][INFO] - Epoch: [15/50][200/1216] Data 0.001 (0.017) Batch 0.383 (0.403) Loss 0.3150 
[2021-06-14 12:59:54,573][root][INFO] - Epoch: [15/50][210/1216] Data 0.001 (0.016) Batch 0.383 (0.402) Loss 0.2957 
[2021-06-14 12:59:58,417][root][INFO] - Epoch: [15/50][220/1216] Data 0.001 (0.015) Batch 0.383 (0.402) Loss 0.4826 
[2021-06-14 13:00:02,241][root][INFO] - Epoch: [15/50][230/1216] Data 0.001 (0.015) Batch 0.382 (0.401) Loss 0.2667 
[2021-06-14 13:00:06,083][root][INFO] - Epoch: [15/50][240/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.2877 
[2021-06-14 13:00:09,920][root][INFO] - Epoch: [15/50][250/1216] Data 0.001 (0.014) Batch 0.384 (0.399) Loss 0.3371 
[2021-06-14 13:00:13,747][root][INFO] - Epoch: [15/50][260/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.3580 
[2021-06-14 13:00:17,581][root][INFO] - Epoch: [15/50][270/1216] Data 0.001 (0.013) Batch 0.383 (0.398) Loss 0.3954 
[2021-06-14 13:00:21,414][root][INFO] - Epoch: [15/50][280/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.2943 
[2021-06-14 13:00:25,253][root][INFO] - Epoch: [15/50][290/1216] Data 0.001 (0.012) Batch 0.388 (0.397) Loss 0.3180 
[2021-06-14 13:00:29,086][root][INFO] - Epoch: [15/50][300/1216] Data 0.001 (0.011) Batch 0.381 (0.397) Loss 0.2744 
[2021-06-14 13:00:32,918][root][INFO] - Epoch: [15/50][310/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.2496 
[2021-06-14 13:00:36,750][root][INFO] - Epoch: [15/50][320/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.2915 
[2021-06-14 13:00:40,587][root][INFO] - Epoch: [15/50][330/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.3369 
[2021-06-14 13:00:44,431][root][INFO] - Epoch: [15/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.5283 
[2021-06-14 13:00:48,273][root][INFO] - Epoch: [15/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.3457 
[2021-06-14 13:00:52,107][root][INFO] - Epoch: [15/50][360/1216] Data 0.001 (0.010) Batch 0.390 (0.395) Loss 0.3124 
[2021-06-14 13:00:55,951][root][INFO] - Epoch: [15/50][370/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.2653 
[2021-06-14 13:00:59,783][root][INFO] - Epoch: [15/50][380/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2821 
[2021-06-14 13:01:03,622][root][INFO] - Epoch: [15/50][390/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2513 
[2021-06-14 13:01:07,476][root][INFO] - Epoch: [15/50][400/1216] Data 0.001 (0.009) Batch 0.386 (0.394) Loss 0.2613 
[2021-06-14 13:01:11,309][root][INFO] - Epoch: [15/50][410/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1834 
[2021-06-14 13:01:15,179][root][INFO] - Epoch: [15/50][420/1216] Data 0.001 (0.008) Batch 0.389 (0.393) Loss 0.2342 
[2021-06-14 13:01:19,016][root][INFO] - Epoch: [15/50][430/1216] Data 0.001 (0.008) Batch 0.385 (0.393) Loss 0.2758 
[2021-06-14 13:01:22,852][root][INFO] - Epoch: [15/50][440/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.3516 
[2021-06-14 13:01:26,691][root][INFO] - Epoch: [15/50][450/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.3008 
[2021-06-14 13:01:30,532][root][INFO] - Epoch: [15/50][460/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2666 
[2021-06-14 13:01:34,388][root][INFO] - Epoch: [15/50][470/1216] Data 0.001 (0.008) Batch 0.395 (0.392) Loss 0.2342 
[2021-06-14 13:01:38,227][root][INFO] - Epoch: [15/50][480/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.2490 
[2021-06-14 13:01:42,061][root][INFO] - Epoch: [15/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.2964 
[2021-06-14 13:01:45,900][root][INFO] - Epoch: [15/50][500/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2605 
[2021-06-14 13:01:49,743][root][INFO] - Epoch: [15/50][510/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.3106 
[2021-06-14 13:01:53,586][root][INFO] - Epoch: [15/50][520/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2831 
[2021-06-14 13:01:57,415][root][INFO] - Epoch: [15/50][530/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2681 
[2021-06-14 13:02:01,256][root][INFO] - Epoch: [15/50][540/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1974 
[2021-06-14 13:02:05,096][root][INFO] - Epoch: [15/50][550/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2143 
[2021-06-14 13:02:08,939][root][INFO] - Epoch: [15/50][560/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3614 
[2021-06-14 13:02:12,766][root][INFO] - Epoch: [15/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.3402 
[2021-06-14 13:02:16,592][root][INFO] - Epoch: [15/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2422 
[2021-06-14 13:02:20,427][root][INFO] - Epoch: [15/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2795 
[2021-06-14 13:02:24,255][root][INFO] - Epoch: [15/50][600/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3293 
[2021-06-14 13:02:28,100][root][INFO] - Epoch: [15/50][610/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.3112 
[2021-06-14 13:02:31,940][root][INFO] - Epoch: [15/50][620/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2625 
[2021-06-14 13:02:35,781][root][INFO] - Epoch: [15/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2928 
[2021-06-14 13:02:39,625][root][INFO] - Epoch: [15/50][640/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3399 
[2021-06-14 13:02:43,476][root][INFO] - Epoch: [15/50][650/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2197 
[2021-06-14 13:02:47,332][root][INFO] - Epoch: [15/50][660/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3105 
[2021-06-14 13:02:51,178][root][INFO] - Epoch: [15/50][670/1216] Data 0.002 (0.006) Batch 0.384 (0.390) Loss 0.2992 
[2021-06-14 13:02:55,023][root][INFO] - Epoch: [15/50][680/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2221 
[2021-06-14 13:02:58,866][root][INFO] - Epoch: [15/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2871 
[2021-06-14 13:03:02,702][root][INFO] - Epoch: [15/50][700/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3745 
[2021-06-14 13:03:06,534][root][INFO] - Epoch: [15/50][710/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2873 
[2021-06-14 13:03:10,385][root][INFO] - Epoch: [15/50][720/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2918 
[2021-06-14 13:03:14,237][root][INFO] - Epoch: [15/50][730/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.4077 
[2021-06-14 13:03:18,082][root][INFO] - Epoch: [15/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3908 
[2021-06-14 13:03:21,933][root][INFO] - Epoch: [15/50][750/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2841 
[2021-06-14 13:03:25,777][root][INFO] - Epoch: [15/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3558 
[2021-06-14 13:03:29,608][root][INFO] - Epoch: [15/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2128 
[2021-06-14 13:03:33,452][root][INFO] - Epoch: [15/50][780/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.3066 
[2021-06-14 13:03:37,284][root][INFO] - Epoch: [15/50][790/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3700 
[2021-06-14 13:03:41,124][root][INFO] - Epoch: [15/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3648 
[2021-06-14 13:03:44,955][root][INFO] - Epoch: [15/50][810/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3476 
[2021-06-14 13:03:48,789][root][INFO] - Epoch: [15/50][820/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2815 
[2021-06-14 13:03:52,627][root][INFO] - Epoch: [15/50][830/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3129 
[2021-06-14 13:03:56,460][root][INFO] - Epoch: [15/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2860 
[2021-06-14 13:04:00,300][root][INFO] - Epoch: [15/50][850/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.2039 
[2021-06-14 13:04:04,161][root][INFO] - Epoch: [15/50][860/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3118 
[2021-06-14 13:04:07,991][root][INFO] - Epoch: [15/50][870/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.2701 
[2021-06-14 13:04:11,846][root][INFO] - Epoch: [15/50][880/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2404 
[2021-06-14 13:04:15,693][root][INFO] - Epoch: [15/50][890/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.4016 
[2021-06-14 13:04:19,539][root][INFO] - Epoch: [15/50][900/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2787 
[2021-06-14 13:04:23,373][root][INFO] - Epoch: [15/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2335 
[2021-06-14 13:04:27,222][root][INFO] - Epoch: [15/50][920/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.2521 
[2021-06-14 13:04:31,051][root][INFO] - Epoch: [15/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3905 
[2021-06-14 13:04:34,883][root][INFO] - Epoch: [15/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3307 
[2021-06-14 13:04:38,728][root][INFO] - Epoch: [15/50][950/1216] Data 0.002 (0.004) Batch 0.385 (0.388) Loss 0.2953 
[2021-06-14 13:04:42,575][root][INFO] - Epoch: [15/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3066 
[2021-06-14 13:04:46,426][root][INFO] - Epoch: [15/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3434 
[2021-06-14 13:04:50,274][root][INFO] - Epoch: [15/50][980/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2919 
[2021-06-14 13:04:54,105][root][INFO] - Epoch: [15/50][990/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2754 
[2021-06-14 13:04:57,946][root][INFO] - Epoch: [15/50][1000/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2543 
[2021-06-14 13:05:01,796][root][INFO] - Epoch: [15/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2658 
[2021-06-14 13:05:05,650][root][INFO] - Epoch: [15/50][1020/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3542 
[2021-06-14 13:05:09,508][root][INFO] - Epoch: [15/50][1030/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.2790 
[2021-06-14 13:05:13,360][root][INFO] - Epoch: [15/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2813 
[2021-06-14 13:05:17,205][root][INFO] - Epoch: [15/50][1050/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1919 
[2021-06-14 13:05:21,063][root][INFO] - Epoch: [15/50][1060/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2826 
[2021-06-14 13:05:24,901][root][INFO] - Epoch: [15/50][1070/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2688 
[2021-06-14 13:05:28,728][root][INFO] - Epoch: [15/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3518 
[2021-06-14 13:05:32,566][root][INFO] - Epoch: [15/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.4111 
[2021-06-14 13:05:36,396][root][INFO] - Epoch: [15/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2613 
[2021-06-14 13:05:40,231][root][INFO] - Epoch: [15/50][1110/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2301 
[2021-06-14 13:05:44,062][root][INFO] - Epoch: [15/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3348 
[2021-06-14 13:05:47,912][root][INFO] - Epoch: [15/50][1130/1216] Data 0.001 (0.004) Batch 0.400 (0.387) Loss 0.2471 
[2021-06-14 13:05:51,749][root][INFO] - Epoch: [15/50][1140/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3571 
[2021-06-14 13:05:55,591][root][INFO] - Epoch: [15/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3309 
[2021-06-14 13:05:59,430][root][INFO] - Epoch: [15/50][1160/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2896 
[2021-06-14 13:06:03,282][root][INFO] - Epoch: [15/50][1170/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.3380 
[2021-06-14 13:06:07,132][root][INFO] - Epoch: [15/50][1180/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3307 
[2021-06-14 13:06:10,952][root][INFO] - Epoch: [15/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2704 
[2021-06-14 13:06:14,764][root][INFO] - Epoch: [15/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3275 
[2021-06-14 13:06:18,573][root][INFO] - Epoch: [15/50][1210/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.3962 
[2021-06-14 13:06:21,113][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 13:06:22,696][root][INFO] - Test: [1/680] 
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[2021-06-14 13:07:13,266][root][INFO] - Test: [650/680] 
[2021-06-14 13:07:13,333][root][INFO] - Test: [651/680] 
[2021-06-14 13:07:13,399][root][INFO] - Test: [652/680] 
[2021-06-14 13:07:13,465][root][INFO] - Test: [653/680] 
[2021-06-14 13:07:13,531][root][INFO] - Test: [654/680] 
[2021-06-14 13:07:13,597][root][INFO] - Test: [655/680] 
[2021-06-14 13:07:13,663][root][INFO] - Test: [656/680] 
[2021-06-14 13:07:13,729][root][INFO] - Test: [657/680] 
[2021-06-14 13:07:13,795][root][INFO] - Test: [658/680] 
[2021-06-14 13:07:13,862][root][INFO] - Test: [659/680] 
[2021-06-14 13:07:13,927][root][INFO] - Test: [660/680] 
[2021-06-14 13:07:13,994][root][INFO] - Test: [661/680] 
[2021-06-14 13:07:14,060][root][INFO] - Test: [662/680] 
[2021-06-14 13:07:14,125][root][INFO] - Test: [663/680] 
[2021-06-14 13:07:14,192][root][INFO] - Test: [664/680] 
[2021-06-14 13:07:14,258][root][INFO] - Test: [665/680] 
[2021-06-14 13:07:14,325][root][INFO] - Test: [666/680] 
[2021-06-14 13:07:14,392][root][INFO] - Test: [667/680] 
[2021-06-14 13:07:14,459][root][INFO] - Test: [668/680] 
[2021-06-14 13:07:14,525][root][INFO] - Test: [669/680] 
[2021-06-14 13:07:14,591][root][INFO] - Test: [670/680] 
[2021-06-14 13:07:14,657][root][INFO] - Test: [671/680] 
[2021-06-14 13:07:14,724][root][INFO] - Test: [672/680] 
[2021-06-14 13:07:14,791][root][INFO] - Test: [673/680] 
[2021-06-14 13:07:14,857][root][INFO] - Test: [674/680] 
[2021-06-14 13:07:14,923][root][INFO] - Test: [675/680] 
[2021-06-14 13:07:14,989][root][INFO] - Test: [676/680] 
[2021-06-14 13:07:15,056][root][INFO] - Test: [677/680] 
[2021-06-14 13:07:15,122][root][INFO] - Test: [678/680] 
[2021-06-14 13:07:15,188][root][INFO] - Test: [679/680] 
[2021-06-14 13:07:15,226][root][INFO] - Test: [680/680] 
[2021-06-14 13:07:15,480][root][INFO] - Val result: mIoU 0.6227.
[2021-06-14 13:07:15,481][root][INFO] - Class_0 Result: iou 0.7901.
[2021-06-14 13:07:15,481][root][INFO] - Class_1 Result: iou 0.8754.
[2021-06-14 13:07:15,482][root][INFO] - Class_2 Result: iou 0.5701.
[2021-06-14 13:07:15,482][root][INFO] - Class_3 Result: iou 0.7648.
[2021-06-14 13:07:15,482][root][INFO] - Class_4 Result: iou 0.6803.
[2021-06-14 13:07:15,482][root][INFO] - Class_5 Result: iou 0.6520.
[2021-06-14 13:07:15,483][root][INFO] - Class_6 Result: iou 0.6838.
[2021-06-14 13:07:15,483][root][INFO] - Class_7 Result: iou 0.5961.
[2021-06-14 13:07:15,483][root][INFO] - Class_8 Result: iou 0.4920.
[2021-06-14 13:07:15,483][root][INFO] - Class_9 Result: iou 0.6033.
[2021-06-14 13:07:15,484][root][INFO] - Class_10 Result: iou 0.3565.
[2021-06-14 13:07:15,484][root][INFO] - Class_11 Result: iou 0.4710.
[2021-06-14 13:07:15,485][root][INFO] - Class_12 Result: iou 0.5499.
[2021-06-14 13:07:15,485][root][INFO] - Class_13 Result: iou 0.5334.
[2021-06-14 13:07:15,485][root][INFO] - Class_14 Result: iou 0.6432.
[2021-06-14 13:07:15,486][root][INFO] - Class_15 Result: iou 0.4938.
[2021-06-14 13:07:15,486][root][INFO] - Class_16 Result: iou 0.8661.
[2021-06-14 13:07:15,487][root][INFO] - Class_17 Result: iou 0.6080.
[2021-06-14 13:07:15,487][root][INFO] - Class_18 Result: iou 0.7949.
[2021-06-14 13:07:15,487][root][INFO] - Class_19 Result: iou 0.4295.
[2021-06-14 13:07:15,488][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:07:22,844][root][INFO] - Epoch: [16/50][10/1216] Data 0.011 (0.277) Batch 0.423 (0.735) Loss 0.3048 
[2021-06-14 13:07:26,680][root][INFO] - Epoch: [16/50][20/1216] Data 0.001 (0.139) Batch 0.382 (0.559) Loss 0.2214 
[2021-06-14 13:07:30,510][root][INFO] - Epoch: [16/50][30/1216] Data 0.001 (0.093) Batch 0.381 (0.501) Loss 0.2596 
[2021-06-14 13:07:34,342][root][INFO] - Epoch: [16/50][40/1216] Data 0.001 (0.070) Batch 0.382 (0.471) Loss 0.2467 
[2021-06-14 13:07:38,188][root][INFO] - Epoch: [16/50][50/1216] Data 0.001 (0.056) Batch 0.388 (0.454) Loss 0.2859 
[2021-06-14 13:07:42,027][root][INFO] - Epoch: [16/50][60/1216] Data 0.001 (0.047) Batch 0.381 (0.442) Loss 0.2828 
[2021-06-14 13:07:45,860][root][INFO] - Epoch: [16/50][70/1216] Data 0.001 (0.040) Batch 0.384 (0.434) Loss 0.2921 
[2021-06-14 13:07:49,703][root][INFO] - Epoch: [16/50][80/1216] Data 0.001 (0.035) Batch 0.390 (0.428) Loss 0.3061 
[2021-06-14 13:07:53,537][root][INFO] - Epoch: [16/50][90/1216] Data 0.001 (0.032) Batch 0.382 (0.423) Loss 0.2686 
[2021-06-14 13:07:57,381][root][INFO] - Epoch: [16/50][100/1216] Data 0.001 (0.029) Batch 0.382 (0.419) Loss 0.2387 
[2021-06-14 13:08:01,222][root][INFO] - Epoch: [16/50][110/1216] Data 0.001 (0.026) Batch 0.386 (0.416) Loss 0.2817 
[2021-06-14 13:08:05,057][root][INFO] - Epoch: [16/50][120/1216] Data 0.001 (0.024) Batch 0.383 (0.413) Loss 0.3192 
[2021-06-14 13:08:08,889][root][INFO] - Epoch: [16/50][130/1216] Data 0.001 (0.022) Batch 0.382 (0.411) Loss 0.2899 
[2021-06-14 13:08:12,738][root][INFO] - Epoch: [16/50][140/1216] Data 0.001 (0.021) Batch 0.383 (0.409) Loss 0.3621 
[2021-06-14 13:08:16,570][root][INFO] - Epoch: [16/50][150/1216] Data 0.001 (0.019) Batch 0.382 (0.407) Loss 0.3002 
[2021-06-14 13:08:20,402][root][INFO] - Epoch: [16/50][160/1216] Data 0.001 (0.018) Batch 0.381 (0.406) Loss 0.1990 
[2021-06-14 13:08:24,232][root][INFO] - Epoch: [16/50][170/1216] Data 0.001 (0.017) Batch 0.382 (0.404) Loss 0.2620 
[2021-06-14 13:08:28,060][root][INFO] - Epoch: [16/50][180/1216] Data 0.001 (0.016) Batch 0.382 (0.403) Loss 0.2829 
[2021-06-14 13:08:31,891][root][INFO] - Epoch: [16/50][190/1216] Data 0.001 (0.015) Batch 0.382 (0.402) Loss 0.2988 
[2021-06-14 13:08:35,732][root][INFO] - Epoch: [16/50][200/1216] Data 0.001 (0.015) Batch 0.384 (0.401) Loss 0.2699 
[2021-06-14 13:08:39,572][root][INFO] - Epoch: [16/50][210/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.3719 
[2021-06-14 13:08:43,405][root][INFO] - Epoch: [16/50][220/1216] Data 0.001 (0.013) Batch 0.383 (0.400) Loss 0.2558 
[2021-06-14 13:08:47,254][root][INFO] - Epoch: [16/50][230/1216] Data 0.001 (0.013) Batch 0.387 (0.399) Loss 0.3673 
[2021-06-14 13:08:51,088][root][INFO] - Epoch: [16/50][240/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.3009 
[2021-06-14 13:08:54,934][root][INFO] - Epoch: [16/50][250/1216] Data 0.001 (0.012) Batch 0.384 (0.398) Loss 0.2833 
[2021-06-14 13:08:58,774][root][INFO] - Epoch: [16/50][260/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.2194 
[2021-06-14 13:09:02,629][root][INFO] - Epoch: [16/50][270/1216] Data 0.001 (0.011) Batch 0.389 (0.397) Loss 0.3166 
[2021-06-14 13:09:06,477][root][INFO] - Epoch: [16/50][280/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.3303 
[2021-06-14 13:09:10,316][root][INFO] - Epoch: [16/50][290/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.3035 
[2021-06-14 13:09:14,152][root][INFO] - Epoch: [16/50][300/1216] Data 0.001 (0.010) Batch 0.382 (0.396) Loss 0.2789 
[2021-06-14 13:09:17,994][root][INFO] - Epoch: [16/50][310/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.2783 
[2021-06-14 13:09:21,823][root][INFO] - Epoch: [16/50][320/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.2825 
[2021-06-14 13:09:25,664][root][INFO] - Epoch: [16/50][330/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2567 
[2021-06-14 13:09:29,522][root][INFO] - Epoch: [16/50][340/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.2587 
[2021-06-14 13:09:33,359][root][INFO] - Epoch: [16/50][350/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2690 
[2021-06-14 13:09:37,192][root][INFO] - Epoch: [16/50][360/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.2672 
[2021-06-14 13:09:41,035][root][INFO] - Epoch: [16/50][370/1216] Data 0.001 (0.008) Batch 0.390 (0.393) Loss 0.4909 
[2021-06-14 13:09:44,877][root][INFO] - Epoch: [16/50][380/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.3468 
[2021-06-14 13:09:48,709][root][INFO] - Epoch: [16/50][390/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.2547 
[2021-06-14 13:09:52,561][root][INFO] - Epoch: [16/50][400/1216] Data 0.001 (0.008) Batch 0.386 (0.393) Loss 0.2580 
[2021-06-14 13:09:56,409][root][INFO] - Epoch: [16/50][410/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.3449 
[2021-06-14 13:10:00,273][root][INFO] - Epoch: [16/50][420/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.3000 
[2021-06-14 13:10:04,106][root][INFO] - Epoch: [16/50][430/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.2027 
[2021-06-14 13:10:07,947][root][INFO] - Epoch: [16/50][440/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.4140 
[2021-06-14 13:10:11,800][root][INFO] - Epoch: [16/50][450/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2348 
[2021-06-14 13:10:15,633][root][INFO] - Epoch: [16/50][460/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.2574 
[2021-06-14 13:10:19,461][root][INFO] - Epoch: [16/50][470/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3643 
[2021-06-14 13:10:23,301][root][INFO] - Epoch: [16/50][480/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2792 
[2021-06-14 13:10:27,137][root][INFO] - Epoch: [16/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3190 
[2021-06-14 13:10:30,981][root][INFO] - Epoch: [16/50][500/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.1827 
[2021-06-14 13:10:34,835][root][INFO] - Epoch: [16/50][510/1216] Data 0.001 (0.006) Batch 0.397 (0.391) Loss 0.2837 
[2021-06-14 13:10:38,666][root][INFO] - Epoch: [16/50][520/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.2691 
[2021-06-14 13:10:42,513][root][INFO] - Epoch: [16/50][530/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2607 
[2021-06-14 13:10:46,345][root][INFO] - Epoch: [16/50][540/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.3006 
[2021-06-14 13:10:50,193][root][INFO] - Epoch: [16/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3833 
[2021-06-14 13:10:54,033][root][INFO] - Epoch: [16/50][560/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2831 
[2021-06-14 13:10:57,873][root][INFO] - Epoch: [16/50][570/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2509 
[2021-06-14 13:11:01,727][root][INFO] - Epoch: [16/50][580/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.3611 
[2021-06-14 13:11:05,588][root][INFO] - Epoch: [16/50][590/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.2359 
[2021-06-14 13:11:09,417][root][INFO] - Epoch: [16/50][600/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2882 
[2021-06-14 13:11:13,256][root][INFO] - Epoch: [16/50][610/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.3041 
[2021-06-14 13:11:17,083][root][INFO] - Epoch: [16/50][620/1216] Data 0.001 (0.005) Batch 0.381 (0.390) Loss 0.3205 
[2021-06-14 13:11:20,914][root][INFO] - Epoch: [16/50][630/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2451 
[2021-06-14 13:11:24,777][root][INFO] - Epoch: [16/50][640/1216] Data 0.001 (0.005) Batch 0.385 (0.390) Loss 0.2540 
[2021-06-14 13:11:28,605][root][INFO] - Epoch: [16/50][650/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2726 
[2021-06-14 13:11:32,447][root][INFO] - Epoch: [16/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.3228 
[2021-06-14 13:11:36,289][root][INFO] - Epoch: [16/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3425 
[2021-06-14 13:11:40,120][root][INFO] - Epoch: [16/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2680 
[2021-06-14 13:11:43,950][root][INFO] - Epoch: [16/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3099 
[2021-06-14 13:11:47,781][root][INFO] - Epoch: [16/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3184 
[2021-06-14 13:11:51,616][root][INFO] - Epoch: [16/50][710/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2552 
[2021-06-14 13:11:55,459][root][INFO] - Epoch: [16/50][720/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3727 
[2021-06-14 13:11:59,291][root][INFO] - Epoch: [16/50][730/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2959 
[2021-06-14 13:12:03,128][root][INFO] - Epoch: [16/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2166 
[2021-06-14 13:12:06,966][root][INFO] - Epoch: [16/50][750/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2478 
[2021-06-14 13:12:10,797][root][INFO] - Epoch: [16/50][760/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2072 
[2021-06-14 13:12:14,630][root][INFO] - Epoch: [16/50][770/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2769 
[2021-06-14 13:12:18,466][root][INFO] - Epoch: [16/50][780/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2997 
[2021-06-14 13:12:22,306][root][INFO] - Epoch: [16/50][790/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2267 
[2021-06-14 13:12:26,148][root][INFO] - Epoch: [16/50][800/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2421 
[2021-06-14 13:12:29,980][root][INFO] - Epoch: [16/50][810/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2527 
[2021-06-14 13:12:33,824][root][INFO] - Epoch: [16/50][820/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2324 
[2021-06-14 13:12:37,656][root][INFO] - Epoch: [16/50][830/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2344 
[2021-06-14 13:12:41,492][root][INFO] - Epoch: [16/50][840/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2715 
[2021-06-14 13:12:45,324][root][INFO] - Epoch: [16/50][850/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2483 
[2021-06-14 13:12:49,162][root][INFO] - Epoch: [16/50][860/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2521 
[2021-06-14 13:12:52,998][root][INFO] - Epoch: [16/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2614 
[2021-06-14 13:12:56,830][root][INFO] - Epoch: [16/50][880/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3592 
[2021-06-14 13:13:00,654][root][INFO] - Epoch: [16/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3375 
[2021-06-14 13:13:04,510][root][INFO] - Epoch: [16/50][900/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2277 
[2021-06-14 13:13:08,350][root][INFO] - Epoch: [16/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3462 
[2021-06-14 13:13:12,186][root][INFO] - Epoch: [16/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2780 
[2021-06-14 13:13:16,032][root][INFO] - Epoch: [16/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2814 
[2021-06-14 13:13:19,897][root][INFO] - Epoch: [16/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2701 
[2021-06-14 13:13:23,754][root][INFO] - Epoch: [16/50][950/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.3333 
[2021-06-14 13:13:27,587][root][INFO] - Epoch: [16/50][960/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.3447 
[2021-06-14 13:13:31,425][root][INFO] - Epoch: [16/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2105 
[2021-06-14 13:13:35,278][root][INFO] - Epoch: [16/50][980/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2476 
[2021-06-14 13:13:39,135][root][INFO] - Epoch: [16/50][990/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.3440 
[2021-06-14 13:13:42,980][root][INFO] - Epoch: [16/50][1000/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.3091 
[2021-06-14 13:13:46,829][root][INFO] - Epoch: [16/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3898 
[2021-06-14 13:13:50,668][root][INFO] - Epoch: [16/50][1020/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2549 
[2021-06-14 13:13:54,514][root][INFO] - Epoch: [16/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3060 
[2021-06-14 13:13:58,353][root][INFO] - Epoch: [16/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2825 
[2021-06-14 13:14:02,199][root][INFO] - Epoch: [16/50][1050/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.2130 
[2021-06-14 13:14:06,036][root][INFO] - Epoch: [16/50][1060/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2700 
[2021-06-14 13:14:09,871][root][INFO] - Epoch: [16/50][1070/1216] Data 0.001 (0.003) Batch 0.389 (0.387) Loss 0.2657 
[2021-06-14 13:14:13,721][root][INFO] - Epoch: [16/50][1080/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2809 
[2021-06-14 13:14:17,554][root][INFO] - Epoch: [16/50][1090/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2535 
[2021-06-14 13:14:21,395][root][INFO] - Epoch: [16/50][1100/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2435 
[2021-06-14 13:14:25,238][root][INFO] - Epoch: [16/50][1110/1216] Data 0.001 (0.003) Batch 0.390 (0.387) Loss 0.3004 
[2021-06-14 13:14:29,073][root][INFO] - Epoch: [16/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3044 
[2021-06-14 13:14:32,908][root][INFO] - Epoch: [16/50][1130/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2943 
[2021-06-14 13:14:36,747][root][INFO] - Epoch: [16/50][1140/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2743 
[2021-06-14 13:14:40,578][root][INFO] - Epoch: [16/50][1150/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2943 
[2021-06-14 13:14:44,416][root][INFO] - Epoch: [16/50][1160/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3797 
[2021-06-14 13:14:48,256][root][INFO] - Epoch: [16/50][1170/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.2934 
[2021-06-14 13:14:52,088][root][INFO] - Epoch: [16/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2595 
[2021-06-14 13:14:55,919][root][INFO] - Epoch: [16/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2961 
[2021-06-14 13:14:59,739][root][INFO] - Epoch: [16/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2899 
[2021-06-14 13:15:03,557][root][INFO] - Epoch: [16/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2355 
[2021-06-14 13:15:06,129][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 13:16:00,185][root][INFO] - Val result: mIoU 0.6172.
[2021-06-14 13:16:00,186][root][INFO] - Class_0 Result: iou 0.7955.
[2021-06-14 13:16:00,186][root][INFO] - Class_1 Result: iou 0.8731.
[2021-06-14 13:16:00,186][root][INFO] - Class_2 Result: iou 0.5750.
[2021-06-14 13:16:00,186][root][INFO] - Class_3 Result: iou 0.7556.
[2021-06-14 13:16:00,187][root][INFO] - Class_4 Result: iou 0.6727.
[2021-06-14 13:16:00,187][root][INFO] - Class_5 Result: iou 0.6306.
[2021-06-14 13:16:00,187][root][INFO] - Class_6 Result: iou 0.6742.
[2021-06-14 13:16:00,187][root][INFO] - Class_7 Result: iou 0.6210.
[2021-06-14 13:16:00,187][root][INFO] - Class_8 Result: iou 0.4681.
[2021-06-14 13:16:00,187][root][INFO] - Class_9 Result: iou 0.6077.
[2021-06-14 13:16:00,187][root][INFO] - Class_10 Result: iou 0.3682.
[2021-06-14 13:16:00,187][root][INFO] - Class_11 Result: iou 0.3775.
[2021-06-14 13:16:00,187][root][INFO] - Class_12 Result: iou 0.5528.
[2021-06-14 13:16:00,188][root][INFO] - Class_13 Result: iou 0.5273.
[2021-06-14 13:16:00,188][root][INFO] - Class_14 Result: iou 0.6029.
[2021-06-14 13:16:00,188][root][INFO] - Class_15 Result: iou 0.5569.
[2021-06-14 13:16:00,188][root][INFO] - Class_16 Result: iou 0.8604.
[2021-06-14 13:16:00,188][root][INFO] - Class_17 Result: iou 0.6062.
[2021-06-14 13:16:00,188][root][INFO] - Class_18 Result: iou 0.7873.
[2021-06-14 13:16:00,188][root][INFO] - Class_19 Result: iou 0.4309.
[2021-06-14 13:16:00,188][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:16:07,768][root][INFO] - Epoch: [17/50][10/1216] Data 0.001 (0.304) Batch 0.384 (0.758) Loss 0.2381 
[2021-06-14 13:16:11,613][root][INFO] - Epoch: [17/50][20/1216] Data 0.001 (0.152) Batch 0.381 (0.571) Loss 0.2866 
[2021-06-14 13:16:15,460][root][INFO] - Epoch: [17/50][30/1216] Data 0.001 (0.102) Batch 0.382 (0.509) Loss 0.2791 
[2021-06-14 13:16:19,287][root][INFO] - Epoch: [17/50][40/1216] Data 0.002 (0.077) Batch 0.382 (0.477) Loss 0.3746 
[2021-06-14 13:16:23,126][root][INFO] - Epoch: [17/50][50/1216] Data 0.001 (0.061) Batch 0.383 (0.459) Loss 0.2750 
[2021-06-14 13:16:26,961][root][INFO] - Epoch: [17/50][60/1216] Data 0.001 (0.051) Batch 0.381 (0.446) Loss 0.4088 
[2021-06-14 13:16:30,805][root][INFO] - Epoch: [17/50][70/1216] Data 0.001 (0.044) Batch 0.384 (0.437) Loss 0.3029 
[2021-06-14 13:16:34,660][root][INFO] - Epoch: [17/50][80/1216] Data 0.001 (0.039) Batch 0.382 (0.431) Loss 0.4047 
[2021-06-14 13:16:38,500][root][INFO] - Epoch: [17/50][90/1216] Data 0.001 (0.035) Batch 0.384 (0.426) Loss 0.3926 
[2021-06-14 13:16:42,350][root][INFO] - Epoch: [17/50][100/1216] Data 0.001 (0.031) Batch 0.382 (0.422) Loss 0.2697 
[2021-06-14 13:16:46,191][root][INFO] - Epoch: [17/50][110/1216] Data 0.001 (0.028) Batch 0.384 (0.418) Loss 0.2333 
[2021-06-14 13:16:50,032][root][INFO] - Epoch: [17/50][120/1216] Data 0.001 (0.026) Batch 0.384 (0.415) Loss 0.2290 
[2021-06-14 13:16:53,874][root][INFO] - Epoch: [17/50][130/1216] Data 0.001 (0.024) Batch 0.382 (0.413) Loss 0.2359 
[2021-06-14 13:16:57,720][root][INFO] - Epoch: [17/50][140/1216] Data 0.001 (0.023) Batch 0.381 (0.411) Loss 0.3909 
[2021-06-14 13:17:01,556][root][INFO] - Epoch: [17/50][150/1216] Data 0.001 (0.021) Batch 0.382 (0.409) Loss 0.3724 
[2021-06-14 13:17:05,398][root][INFO] - Epoch: [17/50][160/1216] Data 0.001 (0.020) Batch 0.383 (0.408) Loss 0.3405 
[2021-06-14 13:17:09,230][root][INFO] - Epoch: [17/50][170/1216] Data 0.001 (0.019) Batch 0.383 (0.406) Loss 0.2673 
[2021-06-14 13:17:13,076][root][INFO] - Epoch: [17/50][180/1216] Data 0.001 (0.018) Batch 0.385 (0.405) Loss 0.2643 
[2021-06-14 13:17:16,916][root][INFO] - Epoch: [17/50][190/1216] Data 0.001 (0.017) Batch 0.381 (0.404) Loss 0.2473 
[2021-06-14 13:17:20,758][root][INFO] - Epoch: [17/50][200/1216] Data 0.001 (0.016) Batch 0.382 (0.403) Loss 0.2748 
[2021-06-14 13:17:24,593][root][INFO] - Epoch: [17/50][210/1216] Data 0.001 (0.015) Batch 0.389 (0.402) Loss 0.2566 
[2021-06-14 13:17:28,439][root][INFO] - Epoch: [17/50][220/1216] Data 0.001 (0.015) Batch 0.384 (0.401) Loss 0.2912 
[2021-06-14 13:17:32,292][root][INFO] - Epoch: [17/50][230/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.3458 
[2021-06-14 13:17:36,149][root][INFO] - Epoch: [17/50][240/1216] Data 0.001 (0.014) Batch 0.397 (0.400) Loss 0.2093 
[2021-06-14 13:17:39,992][root][INFO] - Epoch: [17/50][250/1216] Data 0.001 (0.013) Batch 0.385 (0.399) Loss 0.2264 
[2021-06-14 13:17:43,831][root][INFO] - Epoch: [17/50][260/1216] Data 0.001 (0.013) Batch 0.383 (0.399) Loss 0.2229 
[2021-06-14 13:17:47,678][root][INFO] - Epoch: [17/50][270/1216] Data 0.001 (0.012) Batch 0.384 (0.398) Loss 0.2253 
[2021-06-14 13:17:51,513][root][INFO] - Epoch: [17/50][280/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.3090 
[2021-06-14 13:17:55,370][root][INFO] - Epoch: [17/50][290/1216] Data 0.001 (0.011) Batch 0.384 (0.397) Loss 0.2284 
[2021-06-14 13:17:59,204][root][INFO] - Epoch: [17/50][300/1216] Data 0.001 (0.011) Batch 0.384 (0.397) Loss 0.3080 
[2021-06-14 13:18:03,039][root][INFO] - Epoch: [17/50][310/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.2446 
[2021-06-14 13:18:06,870][root][INFO] - Epoch: [17/50][320/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.3051 
[2021-06-14 13:18:10,722][root][INFO] - Epoch: [17/50][330/1216] Data 0.001 (0.010) Batch 0.385 (0.396) Loss 0.3313 
[2021-06-14 13:18:14,570][root][INFO] - Epoch: [17/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.3525 
[2021-06-14 13:18:18,423][root][INFO] - Epoch: [17/50][350/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.2706 
[2021-06-14 13:18:22,264][root][INFO] - Epoch: [17/50][360/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 0.2602 
[2021-06-14 13:18:26,124][root][INFO] - Epoch: [17/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.3166 
[2021-06-14 13:18:29,972][root][INFO] - Epoch: [17/50][380/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2734 
[2021-06-14 13:18:33,804][root][INFO] - Epoch: [17/50][390/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.2499 
[2021-06-14 13:18:37,626][root][INFO] - Epoch: [17/50][400/1216] Data 0.001 (0.008) Batch 0.380 (0.394) Loss 0.2560 
[2021-06-14 13:18:41,467][root][INFO] - Epoch: [17/50][410/1216] Data 0.001 (0.008) Batch 0.396 (0.393) Loss 0.2377 
[2021-06-14 13:18:45,300][root][INFO] - Epoch: [17/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.2870 
[2021-06-14 13:18:49,137][root][INFO] - Epoch: [17/50][430/1216] Data 0.001 (0.008) Batch 0.381 (0.393) Loss 0.2946 
[2021-06-14 13:18:52,972][root][INFO] - Epoch: [17/50][440/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.3333 
[2021-06-14 13:18:56,827][root][INFO] - Epoch: [17/50][450/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2953 
[2021-06-14 13:19:00,671][root][INFO] - Epoch: [17/50][460/1216] Data 0.001 (0.007) Batch 0.386 (0.392) Loss 0.2189 
[2021-06-14 13:19:04,522][root][INFO] - Epoch: [17/50][470/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.4016 
[2021-06-14 13:19:08,363][root][INFO] - Epoch: [17/50][480/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.2704 
[2021-06-14 13:19:12,206][root][INFO] - Epoch: [17/50][490/1216] Data 0.001 (0.007) Batch 0.388 (0.392) Loss 0.3361 
[2021-06-14 13:19:16,048][root][INFO] - Epoch: [17/50][500/1216] Data 0.001 (0.007) Batch 0.385 (0.392) Loss 0.2833 
[2021-06-14 13:19:19,888][root][INFO] - Epoch: [17/50][510/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2579 
[2021-06-14 13:19:23,716][root][INFO] - Epoch: [17/50][520/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2736 
[2021-06-14 13:19:27,552][root][INFO] - Epoch: [17/50][530/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3014 
[2021-06-14 13:19:31,384][root][INFO] - Epoch: [17/50][540/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1759 
[2021-06-14 13:19:35,221][root][INFO] - Epoch: [17/50][550/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.2071 
[2021-06-14 13:19:39,068][root][INFO] - Epoch: [17/50][560/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.3105 
[2021-06-14 13:19:42,903][root][INFO] - Epoch: [17/50][570/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.3407 
[2021-06-14 13:19:46,750][root][INFO] - Epoch: [17/50][580/1216] Data 0.001 (0.006) Batch 0.389 (0.391) Loss 0.3187 
[2021-06-14 13:19:50,585][root][INFO] - Epoch: [17/50][590/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.3034 
[2021-06-14 13:19:54,432][root][INFO] - Epoch: [17/50][600/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2479 
[2021-06-14 13:19:58,279][root][INFO] - Epoch: [17/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2798 
[2021-06-14 13:20:02,115][root][INFO] - Epoch: [17/50][620/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.3261 
[2021-06-14 13:20:05,955][root][INFO] - Epoch: [17/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2327 
[2021-06-14 13:20:09,792][root][INFO] - Epoch: [17/50][640/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2449 
[2021-06-14 13:20:13,630][root][INFO] - Epoch: [17/50][650/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.3041 
[2021-06-14 13:20:17,465][root][INFO] - Epoch: [17/50][660/1216] Data 0.001 (0.005) Batch 0.380 (0.390) Loss 0.2359 
[2021-06-14 13:20:21,310][root][INFO] - Epoch: [17/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2689 
[2021-06-14 13:20:25,167][root][INFO] - Epoch: [17/50][680/1216] Data 0.001 (0.005) Batch 0.392 (0.390) Loss 0.3910 
[2021-06-14 13:20:29,003][root][INFO] - Epoch: [17/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.3059 
[2021-06-14 13:20:32,846][root][INFO] - Epoch: [17/50][700/1216] Data 0.001 (0.005) Batch 0.385 (0.390) Loss 0.2525 
[2021-06-14 13:20:36,690][root][INFO] - Epoch: [17/50][710/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2057 
[2021-06-14 13:20:40,518][root][INFO] - Epoch: [17/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3384 
[2021-06-14 13:20:44,369][root][INFO] - Epoch: [17/50][730/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2835 
[2021-06-14 13:20:48,214][root][INFO] - Epoch: [17/50][740/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2112 
[2021-06-14 13:20:52,058][root][INFO] - Epoch: [17/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2852 
[2021-06-14 13:20:55,900][root][INFO] - Epoch: [17/50][760/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2800 
[2021-06-14 13:20:59,737][root][INFO] - Epoch: [17/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2279 
[2021-06-14 13:21:03,570][root][INFO] - Epoch: [17/50][780/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2569 
[2021-06-14 13:21:07,415][root][INFO] - Epoch: [17/50][790/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2523 
[2021-06-14 13:21:11,253][root][INFO] - Epoch: [17/50][800/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2478 
[2021-06-14 13:21:15,078][root][INFO] - Epoch: [17/50][810/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2028 
[2021-06-14 13:21:18,911][root][INFO] - Epoch: [17/50][820/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2822 
[2021-06-14 13:21:22,753][root][INFO] - Epoch: [17/50][830/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2375 
[2021-06-14 13:21:26,605][root][INFO] - Epoch: [17/50][840/1216] Data 0.001 (0.004) Batch 0.400 (0.389) Loss 0.2986 
[2021-06-14 13:21:30,452][root][INFO] - Epoch: [17/50][850/1216] Data 0.001 (0.004) Batch 0.386 (0.389) Loss 0.2188 
[2021-06-14 13:21:34,296][root][INFO] - Epoch: [17/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2688 
[2021-06-14 13:21:38,143][root][INFO] - Epoch: [17/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.3368 
[2021-06-14 13:21:41,989][root][INFO] - Epoch: [17/50][880/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2676 
[2021-06-14 13:21:45,835][root][INFO] - Epoch: [17/50][890/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2080 
[2021-06-14 13:21:49,683][root][INFO] - Epoch: [17/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2335 
[2021-06-14 13:21:53,532][root][INFO] - Epoch: [17/50][910/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2766 
[2021-06-14 13:21:57,371][root][INFO] - Epoch: [17/50][920/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2349 
[2021-06-14 13:22:01,212][root][INFO] - Epoch: [17/50][930/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.3545 
[2021-06-14 13:22:05,049][root][INFO] - Epoch: [17/50][940/1216] Data 0.001 (0.004) Batch 0.392 (0.388) Loss 0.2847 
[2021-06-14 13:22:08,878][root][INFO] - Epoch: [17/50][950/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2766 
[2021-06-14 13:22:12,718][root][INFO] - Epoch: [17/50][960/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2130 
[2021-06-14 13:22:16,574][root][INFO] - Epoch: [17/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2833 
[2021-06-14 13:22:20,404][root][INFO] - Epoch: [17/50][980/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2352 
[2021-06-14 13:22:24,234][root][INFO] - Epoch: [17/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2233 
[2021-06-14 13:22:28,085][root][INFO] - Epoch: [17/50][1000/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2207 
[2021-06-14 13:22:31,918][root][INFO] - Epoch: [17/50][1010/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2239 
[2021-06-14 13:22:35,758][root][INFO] - Epoch: [17/50][1020/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2872 
[2021-06-14 13:22:39,602][root][INFO] - Epoch: [17/50][1030/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2429 
[2021-06-14 13:22:43,437][root][INFO] - Epoch: [17/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2374 
[2021-06-14 13:22:47,261][root][INFO] - Epoch: [17/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2459 
[2021-06-14 13:22:51,095][root][INFO] - Epoch: [17/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2682 
[2021-06-14 13:22:54,937][root][INFO] - Epoch: [17/50][1070/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2430 
[2021-06-14 13:22:58,791][root][INFO] - Epoch: [17/50][1080/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2613 
[2021-06-14 13:23:02,625][root][INFO] - Epoch: [17/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2805 
[2021-06-14 13:23:06,459][root][INFO] - Epoch: [17/50][1100/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2743 
[2021-06-14 13:23:10,297][root][INFO] - Epoch: [17/50][1110/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.2156 
[2021-06-14 13:23:14,120][root][INFO] - Epoch: [17/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.3305 
[2021-06-14 13:23:17,968][root][INFO] - Epoch: [17/50][1130/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2042 
[2021-06-14 13:23:21,799][root][INFO] - Epoch: [17/50][1140/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2301 
[2021-06-14 13:23:25,633][root][INFO] - Epoch: [17/50][1150/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3029 
[2021-06-14 13:23:29,471][root][INFO] - Epoch: [17/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2856 
[2021-06-14 13:23:33,309][root][INFO] - Epoch: [17/50][1170/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2420 
[2021-06-14 13:23:37,150][root][INFO] - Epoch: [17/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2104 
[2021-06-14 13:23:40,980][root][INFO] - Epoch: [17/50][1190/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2975 
[2021-06-14 13:23:44,806][root][INFO] - Epoch: [17/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.3460 
[2021-06-14 13:23:48,627][root][INFO] - Epoch: [17/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1813 
[2021-06-14 13:23:51,177][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 13:24:44,099][root][INFO] - Test: [663/680] 
[2021-06-14 13:24:44,165][root][INFO] - Test: [664/680] 
[2021-06-14 13:24:44,231][root][INFO] - Test: [665/680] 
[2021-06-14 13:24:44,298][root][INFO] - Test: [666/680] 
[2021-06-14 13:24:44,365][root][INFO] - Test: [667/680] 
[2021-06-14 13:24:44,431][root][INFO] - Test: [668/680] 
[2021-06-14 13:24:44,497][root][INFO] - Test: [669/680] 
[2021-06-14 13:24:44,563][root][INFO] - Test: [670/680] 
[2021-06-14 13:24:44,630][root][INFO] - Test: [671/680] 
[2021-06-14 13:24:44,696][root][INFO] - Test: [672/680] 
[2021-06-14 13:24:44,762][root][INFO] - Test: [673/680] 
[2021-06-14 13:24:44,828][root][INFO] - Test: [674/680] 
[2021-06-14 13:24:44,894][root][INFO] - Test: [675/680] 
[2021-06-14 13:24:44,960][root][INFO] - Test: [676/680] 
[2021-06-14 13:24:45,027][root][INFO] - Test: [677/680] 
[2021-06-14 13:24:45,094][root][INFO] - Test: [678/680] 
[2021-06-14 13:24:45,161][root][INFO] - Test: [679/680] 
[2021-06-14 13:24:45,199][root][INFO] - Test: [680/680] 
[2021-06-14 13:24:45,479][root][INFO] - Val result: mIoU 0.6225.
[2021-06-14 13:24:45,480][root][INFO] - Class_0 Result: iou 0.7919.
[2021-06-14 13:24:45,480][root][INFO] - Class_1 Result: iou 0.8664.
[2021-06-14 13:24:45,481][root][INFO] - Class_2 Result: iou 0.5732.
[2021-06-14 13:24:45,481][root][INFO] - Class_3 Result: iou 0.7594.
[2021-06-14 13:24:45,482][root][INFO] - Class_4 Result: iou 0.6732.
[2021-06-14 13:24:45,482][root][INFO] - Class_5 Result: iou 0.6518.
[2021-06-14 13:24:45,482][root][INFO] - Class_6 Result: iou 0.6828.
[2021-06-14 13:24:45,482][root][INFO] - Class_7 Result: iou 0.6099.
[2021-06-14 13:24:45,483][root][INFO] - Class_8 Result: iou 0.4837.
[2021-06-14 13:24:45,483][root][INFO] - Class_9 Result: iou 0.5839.
[2021-06-14 13:24:45,483][root][INFO] - Class_10 Result: iou 0.3375.
[2021-06-14 13:24:45,484][root][INFO] - Class_11 Result: iou 0.4621.
[2021-06-14 13:24:45,484][root][INFO] - Class_12 Result: iou 0.5713.
[2021-06-14 13:24:45,484][root][INFO] - Class_13 Result: iou 0.5168.
[2021-06-14 13:24:45,484][root][INFO] - Class_14 Result: iou 0.6431.
[2021-06-14 13:24:45,485][root][INFO] - Class_15 Result: iou 0.5230.
[2021-06-14 13:24:45,485][root][INFO] - Class_16 Result: iou 0.8744.
[2021-06-14 13:24:45,486][root][INFO] - Class_17 Result: iou 0.6166.
[2021-06-14 13:24:45,486][root][INFO] - Class_18 Result: iou 0.7925.
[2021-06-14 13:24:45,486][root][INFO] - Class_19 Result: iou 0.4371.
[2021-06-14 13:24:45,486][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:24:53,228][root][INFO] - Epoch: [18/50][10/1216] Data 0.001 (0.342) Batch 0.382 (0.774) Loss 0.2451 
[2021-06-14 13:24:57,075][root][INFO] - Epoch: [18/50][20/1216] Data 0.001 (0.171) Batch 0.381 (0.579) Loss 0.2471 
[2021-06-14 13:25:00,906][root][INFO] - Epoch: [18/50][30/1216] Data 0.001 (0.114) Batch 0.385 (0.514) Loss 0.3030 
[2021-06-14 13:25:04,741][root][INFO] - Epoch: [18/50][40/1216] Data 0.001 (0.086) Batch 0.381 (0.481) Loss 0.2823 
[2021-06-14 13:25:08,585][root][INFO] - Epoch: [18/50][50/1216] Data 0.001 (0.069) Batch 0.385 (0.462) Loss 0.3730 
[2021-06-14 13:25:12,411][root][INFO] - Epoch: [18/50][60/1216] Data 0.001 (0.058) Batch 0.383 (0.449) Loss 0.2778 
[2021-06-14 13:25:16,231][root][INFO] - Epoch: [18/50][70/1216] Data 0.001 (0.050) Batch 0.381 (0.439) Loss 0.3086 
[2021-06-14 13:25:20,074][root][INFO] - Epoch: [18/50][80/1216] Data 0.001 (0.043) Batch 0.382 (0.432) Loss 0.3242 
[2021-06-14 13:25:23,918][root][INFO] - Epoch: [18/50][90/1216] Data 0.001 (0.039) Batch 0.390 (0.427) Loss 0.2803 
[2021-06-14 13:25:27,767][root][INFO] - Epoch: [18/50][100/1216] Data 0.001 (0.035) Batch 0.398 (0.423) Loss 0.2016 
[2021-06-14 13:25:31,598][root][INFO] - Epoch: [18/50][110/1216] Data 0.001 (0.032) Batch 0.383 (0.419) Loss 0.3277 
[2021-06-14 13:25:35,423][root][INFO] - Epoch: [18/50][120/1216] Data 0.001 (0.029) Batch 0.383 (0.416) Loss 0.2775 
[2021-06-14 13:25:39,254][root][INFO] - Epoch: [18/50][130/1216] Data 0.001 (0.027) Batch 0.383 (0.414) Loss 0.2539 
[2021-06-14 13:25:43,077][root][INFO] - Epoch: [18/50][140/1216] Data 0.001 (0.025) Batch 0.382 (0.411) Loss 0.2138 
[2021-06-14 13:25:46,898][root][INFO] - Epoch: [18/50][150/1216] Data 0.001 (0.024) Batch 0.384 (0.409) Loss 0.2177 
[2021-06-14 13:25:50,742][root][INFO] - Epoch: [18/50][160/1216] Data 0.001 (0.022) Batch 0.384 (0.408) Loss 0.2757 
[2021-06-14 13:25:54,580][root][INFO] - Epoch: [18/50][170/1216] Data 0.001 (0.021) Batch 0.383 (0.406) Loss 0.2008 
[2021-06-14 13:25:58,409][root][INFO] - Epoch: [18/50][180/1216] Data 0.001 (0.020) Batch 0.383 (0.405) Loss 0.2273 
[2021-06-14 13:26:02,252][root][INFO] - Epoch: [18/50][190/1216] Data 0.001 (0.019) Batch 0.383 (0.404) Loss 0.2715 
[2021-06-14 13:26:06,105][root][INFO] - Epoch: [18/50][200/1216] Data 0.001 (0.018) Batch 0.384 (0.403) Loss 0.2257 
[2021-06-14 13:26:09,947][root][INFO] - Epoch: [18/50][210/1216] Data 0.001 (0.017) Batch 0.383 (0.402) Loss 0.2817 
[2021-06-14 13:26:13,784][root][INFO] - Epoch: [18/50][220/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.2700 
[2021-06-14 13:26:17,621][root][INFO] - Epoch: [18/50][230/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.2438 
[2021-06-14 13:26:21,468][root][INFO] - Epoch: [18/50][240/1216] Data 0.001 (0.015) Batch 0.384 (0.400) Loss 0.2624 
[2021-06-14 13:26:25,307][root][INFO] - Epoch: [18/50][250/1216] Data 0.001 (0.015) Batch 0.384 (0.399) Loss 0.2336 
[2021-06-14 13:26:29,151][root][INFO] - Epoch: [18/50][260/1216] Data 0.001 (0.014) Batch 0.380 (0.399) Loss 0.3278 
[2021-06-14 13:26:32,998][root][INFO] - Epoch: [18/50][270/1216] Data 0.001 (0.014) Batch 0.382 (0.398) Loss 0.2721 
[2021-06-14 13:26:36,860][root][INFO] - Epoch: [18/50][280/1216] Data 0.001 (0.013) Batch 0.405 (0.398) Loss 0.2754 
[2021-06-14 13:26:40,715][root][INFO] - Epoch: [18/50][290/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.2779 
[2021-06-14 13:26:44,550][root][INFO] - Epoch: [18/50][300/1216] Data 0.001 (0.012) Batch 0.384 (0.397) Loss 0.3002 
[2021-06-14 13:26:48,387][root][INFO] - Epoch: [18/50][310/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.2292 
[2021-06-14 13:26:52,251][root][INFO] - Epoch: [18/50][320/1216] Data 0.001 (0.012) Batch 0.389 (0.396) Loss 0.2461 
[2021-06-14 13:26:56,086][root][INFO] - Epoch: [18/50][330/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.2609 
[2021-06-14 13:26:59,928][root][INFO] - Epoch: [18/50][340/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.2841 
[2021-06-14 13:27:03,784][root][INFO] - Epoch: [18/50][350/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.2332 
[2021-06-14 13:27:07,634][root][INFO] - Epoch: [18/50][360/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2641 
[2021-06-14 13:27:11,486][root][INFO] - Epoch: [18/50][370/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.2205 
[2021-06-14 13:27:15,322][root][INFO] - Epoch: [18/50][380/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.2606 
[2021-06-14 13:27:19,176][root][INFO] - Epoch: [18/50][390/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1883 
[2021-06-14 13:27:23,012][root][INFO] - Epoch: [18/50][400/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.2397 
[2021-06-14 13:27:26,844][root][INFO] - Epoch: [18/50][410/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.2597 
[2021-06-14 13:27:30,674][root][INFO] - Epoch: [18/50][420/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2233 
[2021-06-14 13:27:34,503][root][INFO] - Epoch: [18/50][430/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2325 
[2021-06-14 13:27:38,333][root][INFO] - Epoch: [18/50][440/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2866 
[2021-06-14 13:27:42,161][root][INFO] - Epoch: [18/50][450/1216] Data 0.001 (0.008) Batch 0.381 (0.393) Loss 0.1952 
[2021-06-14 13:27:45,984][root][INFO] - Epoch: [18/50][460/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2244 
[2021-06-14 13:27:49,824][root][INFO] - Epoch: [18/50][470/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2248 
[2021-06-14 13:27:53,666][root][INFO] - Epoch: [18/50][480/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2687 
[2021-06-14 13:27:57,501][root][INFO] - Epoch: [18/50][490/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.2033 
[2021-06-14 13:28:01,341][root][INFO] - Epoch: [18/50][500/1216] Data 0.001 (0.008) Batch 0.389 (0.392) Loss 0.2637 
[2021-06-14 13:28:05,170][root][INFO] - Epoch: [18/50][510/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.2140 
[2021-06-14 13:28:09,013][root][INFO] - Epoch: [18/50][520/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.2084 
[2021-06-14 13:28:12,848][root][INFO] - Epoch: [18/50][530/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1854 
[2021-06-14 13:28:16,697][root][INFO] - Epoch: [18/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3154 
[2021-06-14 13:28:20,543][root][INFO] - Epoch: [18/50][550/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2924 
[2021-06-14 13:28:24,400][root][INFO] - Epoch: [18/50][560/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2242 
[2021-06-14 13:28:28,255][root][INFO] - Epoch: [18/50][570/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2331 
[2021-06-14 13:28:32,089][root][INFO] - Epoch: [18/50][580/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2454 
[2021-06-14 13:28:35,930][root][INFO] - Epoch: [18/50][590/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.3171 
[2021-06-14 13:28:39,777][root][INFO] - Epoch: [18/50][600/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.3148 
[2021-06-14 13:28:43,615][root][INFO] - Epoch: [18/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2460 
[2021-06-14 13:28:47,490][root][INFO] - Epoch: [18/50][620/1216] Data 0.001 (0.006) Batch 0.391 (0.390) Loss 0.2642 
[2021-06-14 13:28:51,341][root][INFO] - Epoch: [18/50][630/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2618 
[2021-06-14 13:28:55,177][root][INFO] - Epoch: [18/50][640/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2579 
[2021-06-14 13:28:59,020][root][INFO] - Epoch: [18/50][650/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2687 
[2021-06-14 13:29:02,874][root][INFO] - Epoch: [18/50][660/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.2542 
[2021-06-14 13:29:06,712][root][INFO] - Epoch: [18/50][670/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2949 
[2021-06-14 13:29:10,563][root][INFO] - Epoch: [18/50][680/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2249 
[2021-06-14 13:29:14,400][root][INFO] - Epoch: [18/50][690/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2767 
[2021-06-14 13:29:18,267][root][INFO] - Epoch: [18/50][700/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2151 
[2021-06-14 13:29:22,118][root][INFO] - Epoch: [18/50][710/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3321 
[2021-06-14 13:29:25,972][root][INFO] - Epoch: [18/50][720/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3392 
[2021-06-14 13:29:29,830][root][INFO] - Epoch: [18/50][730/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3672 
[2021-06-14 13:29:33,675][root][INFO] - Epoch: [18/50][740/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2324 
[2021-06-14 13:29:37,508][root][INFO] - Epoch: [18/50][750/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2229 
[2021-06-14 13:29:41,348][root][INFO] - Epoch: [18/50][760/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2124 
[2021-06-14 13:29:45,187][root][INFO] - Epoch: [18/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2333 
[2021-06-14 13:29:49,022][root][INFO] - Epoch: [18/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2815 
[2021-06-14 13:29:52,854][root][INFO] - Epoch: [18/50][790/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2725 
[2021-06-14 13:29:56,680][root][INFO] - Epoch: [18/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3102 
[2021-06-14 13:30:00,513][root][INFO] - Epoch: [18/50][810/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2153 
[2021-06-14 13:30:04,357][root][INFO] - Epoch: [18/50][820/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2633 
[2021-06-14 13:30:08,193][root][INFO] - Epoch: [18/50][830/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2269 
[2021-06-14 13:30:12,036][root][INFO] - Epoch: [18/50][840/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1791 
[2021-06-14 13:30:15,876][root][INFO] - Epoch: [18/50][850/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2856 
[2021-06-14 13:30:19,704][root][INFO] - Epoch: [18/50][860/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2493 
[2021-06-14 13:30:23,539][root][INFO] - Epoch: [18/50][870/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2605 
[2021-06-14 13:30:27,375][root][INFO] - Epoch: [18/50][880/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2532 
[2021-06-14 13:30:31,219][root][INFO] - Epoch: [18/50][890/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2215 
[2021-06-14 13:30:35,049][root][INFO] - Epoch: [18/50][900/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.3007 
[2021-06-14 13:30:38,890][root][INFO] - Epoch: [18/50][910/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2588 
[2021-06-14 13:30:42,732][root][INFO] - Epoch: [18/50][920/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.2533 
[2021-06-14 13:30:46,569][root][INFO] - Epoch: [18/50][930/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2530 
[2021-06-14 13:30:50,418][root][INFO] - Epoch: [18/50][940/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2483 
[2021-06-14 13:30:54,273][root][INFO] - Epoch: [18/50][950/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2514 
[2021-06-14 13:30:58,113][root][INFO] - Epoch: [18/50][960/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2491 
[2021-06-14 13:31:01,953][root][INFO] - Epoch: [18/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2688 
[2021-06-14 13:31:05,785][root][INFO] - Epoch: [18/50][980/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2539 
[2021-06-14 13:31:09,626][root][INFO] - Epoch: [18/50][990/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3146 
[2021-06-14 13:31:13,474][root][INFO] - Epoch: [18/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2288 
[2021-06-14 13:31:17,299][root][INFO] - Epoch: [18/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2557 
[2021-06-14 13:31:21,126][root][INFO] - Epoch: [18/50][1020/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2819 
[2021-06-14 13:31:24,977][root][INFO] - Epoch: [18/50][1030/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2915 
[2021-06-14 13:31:28,802][root][INFO] - Epoch: [18/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2274 
[2021-06-14 13:31:32,654][root][INFO] - Epoch: [18/50][1050/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2081 
[2021-06-14 13:31:36,498][root][INFO] - Epoch: [18/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2681 
[2021-06-14 13:31:40,330][root][INFO] - Epoch: [18/50][1070/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2153 
[2021-06-14 13:31:44,173][root][INFO] - Epoch: [18/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2940 
[2021-06-14 13:31:48,026][root][INFO] - Epoch: [18/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2680 
[2021-06-14 13:31:51,863][root][INFO] - Epoch: [18/50][1100/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.3728 
[2021-06-14 13:31:55,706][root][INFO] - Epoch: [18/50][1110/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2337 
[2021-06-14 13:31:59,543][root][INFO] - Epoch: [18/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2617 
[2021-06-14 13:32:03,387][root][INFO] - Epoch: [18/50][1130/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2273 
[2021-06-14 13:32:07,235][root][INFO] - Epoch: [18/50][1140/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1892 
[2021-06-14 13:32:11,079][root][INFO] - Epoch: [18/50][1150/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2587 
[2021-06-14 13:32:14,932][root][INFO] - Epoch: [18/50][1160/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2552 
[2021-06-14 13:32:18,771][root][INFO] - Epoch: [18/50][1170/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2226 
[2021-06-14 13:32:22,604][root][INFO] - Epoch: [18/50][1180/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2748 
[2021-06-14 13:32:26,428][root][INFO] - Epoch: [18/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2653 
[2021-06-14 13:32:30,245][root][INFO] - Epoch: [18/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2695 
[2021-06-14 13:32:34,065][root][INFO] - Epoch: [18/50][1210/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2847 
[2021-06-14 13:32:36,634][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 13:32:38,293][root][INFO] - Test: [1/680] 
[2021-06-14 13:32:38,457][root][INFO] - Test: [2/680] 
[2021-06-14 13:32:38,761][root][INFO] - Test: [3/680] 
[2021-06-14 13:32:38,969][root][INFO] - Test: [4/680] 
[2021-06-14 13:32:39,131][root][INFO] - Test: [5/680] 
[2021-06-14 13:32:39,313][root][INFO] - Test: [6/680] 
[2021-06-14 13:32:39,425][root][INFO] - Test: [7/680] 
[2021-06-14 13:32:39,579][root][INFO] - Test: [8/680] 
[2021-06-14 13:32:39,750][root][INFO] - Test: [9/680] 
[2021-06-14 13:32:39,905][root][INFO] - Test: [10/680] 
[2021-06-14 13:32:39,976][root][INFO] - Test: [11/680] 
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[2021-06-14 13:33:30,482][root][INFO] - Test: [674/680] 
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[2021-06-14 13:33:30,856][root][INFO] - Test: [680/680] 
[2021-06-14 13:33:31,094][root][INFO] - Val result: mIoU 0.6213.
[2021-06-14 13:33:31,094][root][INFO] - Class_0 Result: iou 0.7913.
[2021-06-14 13:33:31,095][root][INFO] - Class_1 Result: iou 0.8681.
[2021-06-14 13:33:31,096][root][INFO] - Class_2 Result: iou 0.5733.
[2021-06-14 13:33:31,096][root][INFO] - Class_3 Result: iou 0.7642.
[2021-06-14 13:33:31,096][root][INFO] - Class_4 Result: iou 0.6829.
[2021-06-14 13:33:31,096][root][INFO] - Class_5 Result: iou 0.6488.
[2021-06-14 13:33:31,096][root][INFO] - Class_6 Result: iou 0.6746.
[2021-06-14 13:33:31,096][root][INFO] - Class_7 Result: iou 0.6247.
[2021-06-14 13:33:31,096][root][INFO] - Class_8 Result: iou 0.4684.
[2021-06-14 13:33:31,096][root][INFO] - Class_9 Result: iou 0.6001.
[2021-06-14 13:33:31,096][root][INFO] - Class_10 Result: iou 0.3399.
[2021-06-14 13:33:31,096][root][INFO] - Class_11 Result: iou 0.4636.
[2021-06-14 13:33:31,096][root][INFO] - Class_12 Result: iou 0.5599.
[2021-06-14 13:33:31,096][root][INFO] - Class_13 Result: iou 0.5339.
[2021-06-14 13:33:31,096][root][INFO] - Class_14 Result: iou 0.6284.
[2021-06-14 13:33:31,096][root][INFO] - Class_15 Result: iou 0.5443.
[2021-06-14 13:33:31,096][root][INFO] - Class_16 Result: iou 0.8638.
[2021-06-14 13:33:31,096][root][INFO] - Class_17 Result: iou 0.5977.
[2021-06-14 13:33:31,096][root][INFO] - Class_18 Result: iou 0.7749.
[2021-06-14 13:33:31,096][root][INFO] - Class_19 Result: iou 0.4224.
[2021-06-14 13:33:31,096][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:33:38,397][root][INFO] - Epoch: [19/50][10/1216] Data 0.002 (0.284) Batch 0.403 (0.729) Loss 0.3670 
[2021-06-14 13:33:42,263][root][INFO] - Epoch: [19/50][20/1216] Data 0.001 (0.143) Batch 0.382 (0.558) Loss 0.2634 
[2021-06-14 13:33:46,107][root][INFO] - Epoch: [19/50][30/1216] Data 0.001 (0.096) Batch 0.384 (0.500) Loss 0.2611 
[2021-06-14 13:33:49,938][root][INFO] - Epoch: [19/50][40/1216] Data 0.001 (0.072) Batch 0.383 (0.471) Loss 0.2473 
[2021-06-14 13:33:53,761][root][INFO] - Epoch: [19/50][50/1216] Data 0.001 (0.058) Batch 0.381 (0.453) Loss 0.3041 
[2021-06-14 13:33:57,622][root][INFO] - Epoch: [19/50][60/1216] Data 0.001 (0.048) Batch 0.390 (0.442) Loss 0.2171 
[2021-06-14 13:34:01,466][root][INFO] - Epoch: [19/50][70/1216] Data 0.001 (0.042) Batch 0.385 (0.434) Loss 0.2056 
[2021-06-14 13:34:05,300][root][INFO] - Epoch: [19/50][80/1216] Data 0.001 (0.036) Batch 0.384 (0.427) Loss 0.2797 
[2021-06-14 13:34:09,142][root][INFO] - Epoch: [19/50][90/1216] Data 0.001 (0.033) Batch 0.383 (0.423) Loss 0.2232 
[2021-06-14 13:34:12,968][root][INFO] - Epoch: [19/50][100/1216] Data 0.001 (0.029) Batch 0.383 (0.419) Loss 0.2558 
[2021-06-14 13:34:16,816][root][INFO] - Epoch: [19/50][110/1216] Data 0.001 (0.027) Batch 0.384 (0.416) Loss 0.2738 
[2021-06-14 13:34:20,667][root][INFO] - Epoch: [19/50][120/1216] Data 0.001 (0.025) Batch 0.383 (0.413) Loss 0.2800 
[2021-06-14 13:34:24,506][root][INFO] - Epoch: [19/50][130/1216] Data 0.001 (0.023) Batch 0.383 (0.411) Loss 0.2770 
[2021-06-14 13:34:28,337][root][INFO] - Epoch: [19/50][140/1216] Data 0.001 (0.021) Batch 0.383 (0.409) Loss 0.2310 
[2021-06-14 13:34:32,170][root][INFO] - Epoch: [19/50][150/1216] Data 0.001 (0.020) Batch 0.383 (0.407) Loss 0.2864 
[2021-06-14 13:34:35,999][root][INFO] - Epoch: [19/50][160/1216] Data 0.001 (0.019) Batch 0.383 (0.406) Loss 0.2636 
[2021-06-14 13:34:39,834][root][INFO] - Epoch: [19/50][170/1216] Data 0.001 (0.018) Batch 0.383 (0.404) Loss 0.2178 
[2021-06-14 13:34:43,669][root][INFO] - Epoch: [19/50][180/1216] Data 0.001 (0.017) Batch 0.382 (0.403) Loss 0.2331 
[2021-06-14 13:34:47,499][root][INFO] - Epoch: [19/50][190/1216] Data 0.001 (0.016) Batch 0.383 (0.402) Loss 0.1610 
[2021-06-14 13:34:51,329][root][INFO] - Epoch: [19/50][200/1216] Data 0.001 (0.015) Batch 0.383 (0.401) Loss 0.2502 
[2021-06-14 13:34:55,176][root][INFO] - Epoch: [19/50][210/1216] Data 0.001 (0.014) Batch 0.384 (0.400) Loss 0.3049 
[2021-06-14 13:34:59,018][root][INFO] - Epoch: [19/50][220/1216] Data 0.001 (0.014) Batch 0.384 (0.400) Loss 0.2558 
[2021-06-14 13:35:02,848][root][INFO] - Epoch: [19/50][230/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.2967 
[2021-06-14 13:35:06,684][root][INFO] - Epoch: [19/50][240/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.2356 
[2021-06-14 13:35:10,522][root][INFO] - Epoch: [19/50][250/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.2044 
[2021-06-14 13:35:14,363][root][INFO] - Epoch: [19/50][260/1216] Data 0.001 (0.012) Batch 0.384 (0.397) Loss 0.2171 
[2021-06-14 13:35:18,191][root][INFO] - Epoch: [19/50][270/1216] Data 0.001 (0.011) Batch 0.383 (0.397) Loss 0.3207 
[2021-06-14 13:35:22,021][root][INFO] - Epoch: [19/50][280/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.2380 
[2021-06-14 13:35:25,860][root][INFO] - Epoch: [19/50][290/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.2264 
[2021-06-14 13:35:29,695][root][INFO] - Epoch: [19/50][300/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1971 
[2021-06-14 13:35:33,538][root][INFO] - Epoch: [19/50][310/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2717 
[2021-06-14 13:35:37,377][root][INFO] - Epoch: [19/50][320/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2161 
[2021-06-14 13:35:41,216][root][INFO] - Epoch: [19/50][330/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2644 
[2021-06-14 13:35:45,374][root][INFO] - Epoch: [19/50][340/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1946 
[2021-06-14 13:35:49,208][root][INFO] - Epoch: [19/50][350/1216] Data 0.001 (0.010) Batch 0.381 (0.395) Loss 0.2327 
[2021-06-14 13:35:53,058][root][INFO] - Epoch: [19/50][360/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1866 
[2021-06-14 13:35:56,902][root][INFO] - Epoch: [19/50][370/1216] Data 0.001 (0.009) Batch 0.386 (0.394) Loss 0.2862 
[2021-06-14 13:36:00,746][root][INFO] - Epoch: [19/50][380/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.2712 
[2021-06-14 13:36:04,595][root][INFO] - Epoch: [19/50][390/1216] Data 0.001 (0.009) Batch 0.385 (0.394) Loss 0.1896 
[2021-06-14 13:36:08,440][root][INFO] - Epoch: [19/50][400/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2500 
[2021-06-14 13:36:12,285][root][INFO] - Epoch: [19/50][410/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2628 
[2021-06-14 13:36:16,130][root][INFO] - Epoch: [19/50][420/1216] Data 0.001 (0.008) Batch 0.397 (0.393) Loss 0.2554 
[2021-06-14 13:36:19,976][root][INFO] - Epoch: [19/50][430/1216] Data 0.001 (0.008) Batch 0.388 (0.393) Loss 0.2094 
[2021-06-14 13:36:23,816][root][INFO] - Epoch: [19/50][440/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2240 
[2021-06-14 13:36:27,658][root][INFO] - Epoch: [19/50][450/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.3331 
[2021-06-14 13:36:31,498][root][INFO] - Epoch: [19/50][460/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.3693 
[2021-06-14 13:36:35,341][root][INFO] - Epoch: [19/50][470/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.3010 
[2021-06-14 13:36:39,191][root][INFO] - Epoch: [19/50][480/1216] Data 0.001 (0.007) Batch 0.395 (0.392) Loss 0.2006 
[2021-06-14 13:36:43,016][root][INFO] - Epoch: [19/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.2689 
[2021-06-14 13:36:46,838][root][INFO] - Epoch: [19/50][500/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.2731 
[2021-06-14 13:36:50,662][root][INFO] - Epoch: [19/50][510/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2315 
[2021-06-14 13:36:54,505][root][INFO] - Epoch: [19/50][520/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2259 
[2021-06-14 13:36:58,355][root][INFO] - Epoch: [19/50][530/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.3199 
[2021-06-14 13:37:02,209][root][INFO] - Epoch: [19/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2461 
[2021-06-14 13:37:06,038][root][INFO] - Epoch: [19/50][550/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.3089 
[2021-06-14 13:37:09,882][root][INFO] - Epoch: [19/50][560/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.2137 
[2021-06-14 13:37:13,737][root][INFO] - Epoch: [19/50][570/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.2562 
[2021-06-14 13:37:17,582][root][INFO] - Epoch: [19/50][580/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.2464 
[2021-06-14 13:37:21,433][root][INFO] - Epoch: [19/50][590/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2699 
[2021-06-14 13:37:25,281][root][INFO] - Epoch: [19/50][600/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.3716 
[2021-06-14 13:37:29,134][root][INFO] - Epoch: [19/50][610/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.2051 
[2021-06-14 13:37:32,975][root][INFO] - Epoch: [19/50][620/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2345 
[2021-06-14 13:37:36,817][root][INFO] - Epoch: [19/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3457 
[2021-06-14 13:37:40,657][root][INFO] - Epoch: [19/50][640/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2509 
[2021-06-14 13:37:44,492][root][INFO] - Epoch: [19/50][650/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2603 
[2021-06-14 13:37:48,330][root][INFO] - Epoch: [19/50][660/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2137 
[2021-06-14 13:37:52,165][root][INFO] - Epoch: [19/50][670/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2404 
[2021-06-14 13:37:55,998][root][INFO] - Epoch: [19/50][680/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2616 
[2021-06-14 13:37:59,833][root][INFO] - Epoch: [19/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2038 
[2021-06-14 13:38:03,666][root][INFO] - Epoch: [19/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2665 
[2021-06-14 13:38:07,493][root][INFO] - Epoch: [19/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2126 
[2021-06-14 13:38:11,325][root][INFO] - Epoch: [19/50][720/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3961 
[2021-06-14 13:38:15,176][root][INFO] - Epoch: [19/50][730/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.3787 
[2021-06-14 13:38:19,001][root][INFO] - Epoch: [19/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1642 
[2021-06-14 13:38:22,843][root][INFO] - Epoch: [19/50][750/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2769 
[2021-06-14 13:38:26,691][root][INFO] - Epoch: [19/50][760/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2313 
[2021-06-14 13:38:30,522][root][INFO] - Epoch: [19/50][770/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2243 
[2021-06-14 13:38:34,348][root][INFO] - Epoch: [19/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2030 
[2021-06-14 13:38:38,191][root][INFO] - Epoch: [19/50][790/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2908 
[2021-06-14 13:38:42,029][root][INFO] - Epoch: [19/50][800/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2069 
[2021-06-14 13:38:45,870][root][INFO] - Epoch: [19/50][810/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.2091 
[2021-06-14 13:38:49,712][root][INFO] - Epoch: [19/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2449 
[2021-06-14 13:38:53,556][root][INFO] - Epoch: [19/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2562 
[2021-06-14 13:38:57,411][root][INFO] - Epoch: [19/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2472 
[2021-06-14 13:39:01,261][root][INFO] - Epoch: [19/50][850/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2087 
[2021-06-14 13:39:05,115][root][INFO] - Epoch: [19/50][860/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.2678 
[2021-06-14 13:39:08,947][root][INFO] - Epoch: [19/50][870/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2149 
[2021-06-14 13:39:12,794][root][INFO] - Epoch: [19/50][880/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2065 
[2021-06-14 13:39:16,650][root][INFO] - Epoch: [19/50][890/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.3153 
[2021-06-14 13:39:20,492][root][INFO] - Epoch: [19/50][900/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2421 
[2021-06-14 13:39:24,337][root][INFO] - Epoch: [19/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2870 
[2021-06-14 13:39:28,188][root][INFO] - Epoch: [19/50][920/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.3051 
[2021-06-14 13:39:32,033][root][INFO] - Epoch: [19/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2314 
[2021-06-14 13:39:35,869][root][INFO] - Epoch: [19/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2200 
[2021-06-14 13:39:39,721][root][INFO] - Epoch: [19/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2648 
[2021-06-14 13:39:43,564][root][INFO] - Epoch: [19/50][960/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2182 
[2021-06-14 13:39:47,400][root][INFO] - Epoch: [19/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1967 
[2021-06-14 13:39:51,232][root][INFO] - Epoch: [19/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1843 
[2021-06-14 13:39:55,076][root][INFO] - Epoch: [19/50][990/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2006 
[2021-06-14 13:39:58,901][root][INFO] - Epoch: [19/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2628 
[2021-06-14 13:40:02,732][root][INFO] - Epoch: [19/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2637 
[2021-06-14 13:40:06,576][root][INFO] - Epoch: [19/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2239 
[2021-06-14 13:40:10,422][root][INFO] - Epoch: [19/50][1030/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2410 
[2021-06-14 13:40:14,263][root][INFO] - Epoch: [19/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2724 
[2021-06-14 13:40:18,098][root][INFO] - Epoch: [19/50][1050/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2226 
[2021-06-14 13:40:21,929][root][INFO] - Epoch: [19/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2231 
[2021-06-14 13:40:25,757][root][INFO] - Epoch: [19/50][1070/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2470 
[2021-06-14 13:40:29,599][root][INFO] - Epoch: [19/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2279 
[2021-06-14 13:40:33,433][root][INFO] - Epoch: [19/50][1090/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.2074 
[2021-06-14 13:40:37,265][root][INFO] - Epoch: [19/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2188 
[2021-06-14 13:40:41,106][root][INFO] - Epoch: [19/50][1110/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2957 
[2021-06-14 13:40:44,943][root][INFO] - Epoch: [19/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2487 
[2021-06-14 13:40:48,798][root][INFO] - Epoch: [19/50][1130/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2097 
[2021-06-14 13:40:52,655][root][INFO] - Epoch: [19/50][1140/1216] Data 0.001 (0.004) Batch 0.390 (0.387) Loss 0.3918 
[2021-06-14 13:40:56,502][root][INFO] - Epoch: [19/50][1150/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.2382 
[2021-06-14 13:41:00,365][root][INFO] - Epoch: [19/50][1160/1216] Data 0.001 (0.004) Batch 0.390 (0.387) Loss 0.2343 
[2021-06-14 13:41:04,196][root][INFO] - Epoch: [19/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1920 
[2021-06-14 13:41:08,046][root][INFO] - Epoch: [19/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2409 
[2021-06-14 13:41:11,870][root][INFO] - Epoch: [19/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2391 
[2021-06-14 13:41:15,687][root][INFO] - Epoch: [19/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2471 
[2021-06-14 13:41:19,522][root][INFO] - Epoch: [19/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2701 
[2021-06-14 13:41:22,136][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 13:42:17,021][root][INFO] - Val result: mIoU 0.6184.
[2021-06-14 13:42:17,022][root][INFO] - Class_0 Result: iou 0.7909.
[2021-06-14 13:42:17,022][root][INFO] - Class_1 Result: iou 0.8725.
[2021-06-14 13:42:17,023][root][INFO] - Class_2 Result: iou 0.5500.
[2021-06-14 13:42:17,023][root][INFO] - Class_3 Result: iou 0.7527.
[2021-06-14 13:42:17,023][root][INFO] - Class_4 Result: iou 0.6754.
[2021-06-14 13:42:17,023][root][INFO] - Class_5 Result: iou 0.6435.
[2021-06-14 13:42:17,024][root][INFO] - Class_6 Result: iou 0.6864.
[2021-06-14 13:42:17,024][root][INFO] - Class_7 Result: iou 0.6037.
[2021-06-14 13:42:17,024][root][INFO] - Class_8 Result: iou 0.4855.
[2021-06-14 13:42:17,024][root][INFO] - Class_9 Result: iou 0.5854.
[2021-06-14 13:42:17,025][root][INFO] - Class_10 Result: iou 0.3774.
[2021-06-14 13:42:17,025][root][INFO] - Class_11 Result: iou 0.4365.
[2021-06-14 13:42:17,025][root][INFO] - Class_12 Result: iou 0.5678.
[2021-06-14 13:42:17,026][root][INFO] - Class_13 Result: iou 0.5217.
[2021-06-14 13:42:17,026][root][INFO] - Class_14 Result: iou 0.6183.
[2021-06-14 13:42:17,026][root][INFO] - Class_15 Result: iou 0.5189.
[2021-06-14 13:42:17,027][root][INFO] - Class_16 Result: iou 0.8745.
[2021-06-14 13:42:17,027][root][INFO] - Class_17 Result: iou 0.6015.
[2021-06-14 13:42:17,028][root][INFO] - Class_18 Result: iou 0.7880.
[2021-06-14 13:42:17,028][root][INFO] - Class_19 Result: iou 0.4181.
[2021-06-14 13:42:17,028][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:42:24,510][root][INFO] - Epoch: [20/50][10/1216] Data 0.001 (0.299) Batch 0.403 (0.748) Loss 0.2231 
[2021-06-14 13:42:28,343][root][INFO] - Epoch: [20/50][20/1216] Data 0.001 (0.150) Batch 0.381 (0.566) Loss 0.2668 
[2021-06-14 13:42:32,177][root][INFO] - Epoch: [20/50][30/1216] Data 0.001 (0.100) Batch 0.381 (0.505) Loss 0.2965 
[2021-06-14 13:42:36,017][root][INFO] - Epoch: [20/50][40/1216] Data 0.001 (0.075) Batch 0.383 (0.475) Loss 0.2377 
[2021-06-14 13:42:39,854][root][INFO] - Epoch: [20/50][50/1216] Data 0.001 (0.060) Batch 0.383 (0.456) Loss 0.2230 
[2021-06-14 13:42:43,693][root][INFO] - Epoch: [20/50][60/1216] Data 0.001 (0.051) Batch 0.383 (0.444) Loss 0.2462 
[2021-06-14 13:42:47,530][root][INFO] - Epoch: [20/50][70/1216] Data 0.001 (0.043) Batch 0.381 (0.436) Loss 0.2816 
[2021-06-14 13:42:51,380][root][INFO] - Epoch: [20/50][80/1216] Data 0.001 (0.038) Batch 0.388 (0.429) Loss 0.2238 
[2021-06-14 13:42:55,210][root][INFO] - Epoch: [20/50][90/1216] Data 0.001 (0.034) Batch 0.384 (0.424) Loss 0.2356 
[2021-06-14 13:42:59,031][root][INFO] - Epoch: [20/50][100/1216] Data 0.001 (0.031) Batch 0.380 (0.420) Loss 0.2108 
[2021-06-14 13:43:02,865][root][INFO] - Epoch: [20/50][110/1216] Data 0.001 (0.028) Batch 0.383 (0.417) Loss 0.1892 
[2021-06-14 13:43:06,706][root][INFO] - Epoch: [20/50][120/1216] Data 0.001 (0.026) Batch 0.382 (0.414) Loss 0.2303 
[2021-06-14 13:43:10,554][root][INFO] - Epoch: [20/50][130/1216] Data 0.001 (0.024) Batch 0.384 (0.412) Loss 0.2375 
[2021-06-14 13:43:14,388][root][INFO] - Epoch: [20/50][140/1216] Data 0.001 (0.022) Batch 0.383 (0.410) Loss 0.2495 
[2021-06-14 13:43:18,228][root][INFO] - Epoch: [20/50][150/1216] Data 0.001 (0.021) Batch 0.383 (0.408) Loss 0.2179 
[2021-06-14 13:43:22,076][root][INFO] - Epoch: [20/50][160/1216] Data 0.001 (0.019) Batch 0.381 (0.407) Loss 0.2512 
[2021-06-14 13:43:25,917][root][INFO] - Epoch: [20/50][170/1216] Data 0.001 (0.018) Batch 0.384 (0.405) Loss 0.2283 
[2021-06-14 13:43:29,751][root][INFO] - Epoch: [20/50][180/1216] Data 0.001 (0.017) Batch 0.381 (0.404) Loss 0.2319 
[2021-06-14 13:43:33,600][root][INFO] - Epoch: [20/50][190/1216] Data 0.001 (0.017) Batch 0.382 (0.403) Loss 0.1871 
[2021-06-14 13:43:37,430][root][INFO] - Epoch: [20/50][200/1216] Data 0.001 (0.016) Batch 0.384 (0.402) Loss 0.2260 
[2021-06-14 13:43:41,263][root][INFO] - Epoch: [20/50][210/1216] Data 0.001 (0.015) Batch 0.381 (0.401) Loss 0.2396 
[2021-06-14 13:43:45,109][root][INFO] - Epoch: [20/50][220/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.2331 
[2021-06-14 13:43:48,937][root][INFO] - Epoch: [20/50][230/1216] Data 0.001 (0.014) Batch 0.381 (0.400) Loss 0.2339 
[2021-06-14 13:43:52,764][root][INFO] - Epoch: [20/50][240/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.2634 
[2021-06-14 13:43:56,607][root][INFO] - Epoch: [20/50][250/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.2604 
[2021-06-14 13:44:00,437][root][INFO] - Epoch: [20/50][260/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.2001 
[2021-06-14 13:44:04,279][root][INFO] - Epoch: [20/50][270/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.3038 
[2021-06-14 13:44:08,125][root][INFO] - Epoch: [20/50][280/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.2396 
[2021-06-14 13:44:11,971][root][INFO] - Epoch: [20/50][290/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.2245 
[2021-06-14 13:44:15,816][root][INFO] - Epoch: [20/50][300/1216] Data 0.001 (0.011) Batch 0.385 (0.396) Loss 0.2516 
[2021-06-14 13:44:19,663][root][INFO] - Epoch: [20/50][310/1216] Data 0.001 (0.010) Batch 0.384 (0.396) Loss 0.2345 
[2021-06-14 13:44:23,518][root][INFO] - Epoch: [20/50][320/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2451 
[2021-06-14 13:44:27,354][root][INFO] - Epoch: [20/50][330/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2345 
[2021-06-14 13:44:31,185][root][INFO] - Epoch: [20/50][340/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.1735 
[2021-06-14 13:44:35,043][root][INFO] - Epoch: [20/50][350/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2135 
[2021-06-14 13:44:38,903][root][INFO] - Epoch: [20/50][360/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2110 
[2021-06-14 13:44:42,744][root][INFO] - Epoch: [20/50][370/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.2558 
[2021-06-14 13:44:46,600][root][INFO] - Epoch: [20/50][380/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.3086 
[2021-06-14 13:44:50,434][root][INFO] - Epoch: [20/50][390/1216] Data 0.001 (0.009) Batch 0.387 (0.393) Loss 0.2318 
[2021-06-14 13:44:54,281][root][INFO] - Epoch: [20/50][400/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.3559 
[2021-06-14 13:44:58,123][root][INFO] - Epoch: [20/50][410/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2960 
[2021-06-14 13:45:01,977][root][INFO] - Epoch: [20/50][420/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2097 
[2021-06-14 13:45:05,828][root][INFO] - Epoch: [20/50][430/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2595 
[2021-06-14 13:45:09,665][root][INFO] - Epoch: [20/50][440/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2068 
[2021-06-14 13:45:13,494][root][INFO] - Epoch: [20/50][450/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1801 
[2021-06-14 13:45:17,342][root][INFO] - Epoch: [20/50][460/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2297 
[2021-06-14 13:45:21,187][root][INFO] - Epoch: [20/50][470/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2139 
[2021-06-14 13:45:25,026][root][INFO] - Epoch: [20/50][480/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1945 
[2021-06-14 13:45:28,870][root][INFO] - Epoch: [20/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.2175 
[2021-06-14 13:45:32,708][root][INFO] - Epoch: [20/50][500/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.3380 
[2021-06-14 13:45:36,541][root][INFO] - Epoch: [20/50][510/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1987 
[2021-06-14 13:45:40,382][root][INFO] - Epoch: [20/50][520/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1978 
[2021-06-14 13:45:44,225][root][INFO] - Epoch: [20/50][530/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2128 
[2021-06-14 13:45:48,067][root][INFO] - Epoch: [20/50][540/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.2039 
[2021-06-14 13:45:51,920][root][INFO] - Epoch: [20/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2354 
[2021-06-14 13:45:55,765][root][INFO] - Epoch: [20/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2414 
[2021-06-14 13:45:59,612][root][INFO] - Epoch: [20/50][570/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2426 
[2021-06-14 13:46:03,458][root][INFO] - Epoch: [20/50][580/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.3445 
[2021-06-14 13:46:07,303][root][INFO] - Epoch: [20/50][590/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2623 
[2021-06-14 13:46:11,138][root][INFO] - Epoch: [20/50][600/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.4938 
[2021-06-14 13:46:14,987][root][INFO] - Epoch: [20/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2628 
[2021-06-14 13:46:18,814][root][INFO] - Epoch: [20/50][620/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2618 
[2021-06-14 13:46:22,653][root][INFO] - Epoch: [20/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2396 
[2021-06-14 13:46:26,511][root][INFO] - Epoch: [20/50][640/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2792 
[2021-06-14 13:46:30,350][root][INFO] - Epoch: [20/50][650/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2450 
[2021-06-14 13:46:34,188][root][INFO] - Epoch: [20/50][660/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.2113 
[2021-06-14 13:46:38,042][root][INFO] - Epoch: [20/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2464 
[2021-06-14 13:46:41,888][root][INFO] - Epoch: [20/50][680/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2232 
[2021-06-14 13:46:45,723][root][INFO] - Epoch: [20/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3328 
[2021-06-14 13:46:49,567][root][INFO] - Epoch: [20/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2608 
[2021-06-14 13:46:53,415][root][INFO] - Epoch: [20/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3325 
[2021-06-14 13:46:57,256][root][INFO] - Epoch: [20/50][720/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2303 
[2021-06-14 13:47:01,095][root][INFO] - Epoch: [20/50][730/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1988 
[2021-06-14 13:47:04,948][root][INFO] - Epoch: [20/50][740/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.2255 
[2021-06-14 13:47:08,778][root][INFO] - Epoch: [20/50][750/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2541 
[2021-06-14 13:47:12,611][root][INFO] - Epoch: [20/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2602 
[2021-06-14 13:47:16,454][root][INFO] - Epoch: [20/50][770/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2106 
[2021-06-14 13:47:20,294][root][INFO] - Epoch: [20/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.3747 
[2021-06-14 13:47:24,136][root][INFO] - Epoch: [20/50][790/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2132 
[2021-06-14 13:47:27,974][root][INFO] - Epoch: [20/50][800/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2591 
[2021-06-14 13:47:31,809][root][INFO] - Epoch: [20/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2049 
[2021-06-14 13:47:35,661][root][INFO] - Epoch: [20/50][820/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2765 
[2021-06-14 13:47:39,497][root][INFO] - Epoch: [20/50][830/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.2029 
[2021-06-14 13:47:43,336][root][INFO] - Epoch: [20/50][840/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2622 
[2021-06-14 13:47:47,171][root][INFO] - Epoch: [20/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2229 
[2021-06-14 13:47:51,007][root][INFO] - Epoch: [20/50][860/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2774 
[2021-06-14 13:47:54,843][root][INFO] - Epoch: [20/50][870/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2881 
[2021-06-14 13:47:58,679][root][INFO] - Epoch: [20/50][880/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2556 
[2021-06-14 13:48:02,523][root][INFO] - Epoch: [20/50][890/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1887 
[2021-06-14 13:48:06,369][root][INFO] - Epoch: [20/50][900/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.3250 
[2021-06-14 13:48:10,223][root][INFO] - Epoch: [20/50][910/1216] Data 0.001 (0.004) Batch 0.394 (0.388) Loss 0.2365 
[2021-06-14 13:48:14,064][root][INFO] - Epoch: [20/50][920/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1942 
[2021-06-14 13:48:17,902][root][INFO] - Epoch: [20/50][930/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2779 
[2021-06-14 13:48:21,746][root][INFO] - Epoch: [20/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2085 
[2021-06-14 13:48:25,580][root][INFO] - Epoch: [20/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1827 
[2021-06-14 13:48:29,436][root][INFO] - Epoch: [20/50][960/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2596 
[2021-06-14 13:48:33,281][root][INFO] - Epoch: [20/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2615 
[2021-06-14 13:48:37,120][root][INFO] - Epoch: [20/50][980/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2561 
[2021-06-14 13:48:40,959][root][INFO] - Epoch: [20/50][990/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2421 
[2021-06-14 13:48:44,789][root][INFO] - Epoch: [20/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1719 
[2021-06-14 13:48:48,623][root][INFO] - Epoch: [20/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2737 
[2021-06-14 13:48:52,451][root][INFO] - Epoch: [20/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3027 
[2021-06-14 13:48:56,280][root][INFO] - Epoch: [20/50][1030/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2639 
[2021-06-14 13:49:00,108][root][INFO] - Epoch: [20/50][1040/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2569 
[2021-06-14 13:49:03,944][root][INFO] - Epoch: [20/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2243 
[2021-06-14 13:49:07,769][root][INFO] - Epoch: [20/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.3059 
[2021-06-14 13:49:11,601][root][INFO] - Epoch: [20/50][1070/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2464 
[2021-06-14 13:49:15,428][root][INFO] - Epoch: [20/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1762 
[2021-06-14 13:49:19,272][root][INFO] - Epoch: [20/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2255 
[2021-06-14 13:49:23,119][root][INFO] - Epoch: [20/50][1100/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2738 
[2021-06-14 13:49:26,978][root][INFO] - Epoch: [20/50][1110/1216] Data 0.001 (0.004) Batch 0.391 (0.387) Loss 0.3272 
[2021-06-14 13:49:30,801][root][INFO] - Epoch: [20/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2281 
[2021-06-14 13:49:34,634][root][INFO] - Epoch: [20/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2243 
[2021-06-14 13:49:38,478][root][INFO] - Epoch: [20/50][1140/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.3113 
[2021-06-14 13:49:42,328][root][INFO] - Epoch: [20/50][1150/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2109 
[2021-06-14 13:49:46,180][root][INFO] - Epoch: [20/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2298 
[2021-06-14 13:49:50,009][root][INFO] - Epoch: [20/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2720 
[2021-06-14 13:49:53,846][root][INFO] - Epoch: [20/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2906 
[2021-06-14 13:49:57,677][root][INFO] - Epoch: [20/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2116 
[2021-06-14 13:50:01,504][root][INFO] - Epoch: [20/50][1200/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.3367 
[2021-06-14 13:50:05,334][root][INFO] - Epoch: [20/50][1210/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2523 
[2021-06-14 13:50:07,897][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 13:50:09,352][root][INFO] - Test: [1/680] 
[2021-06-14 13:50:09,475][root][INFO] - Test: [2/680] 
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[2021-06-14 13:50:11,058][root][INFO] - Test: [9/680] 
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[2021-06-14 13:50:11,299][root][INFO] - Test: [11/680] 
[2021-06-14 13:50:11,390][root][INFO] - Test: [12/680] 
[2021-06-14 13:50:11,530][root][INFO] - Test: [13/680] 
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[2021-06-14 13:50:11,776][root][INFO] - Test: [16/680] 
[2021-06-14 13:50:11,890][root][INFO] - Test: [17/680] 
[2021-06-14 13:50:11,963][root][INFO] - Test: [18/680] 
[2021-06-14 13:50:12,042][root][INFO] - Test: [19/680] 
[2021-06-14 13:50:12,125][root][INFO] - Test: [20/680] 
[2021-06-14 13:50:12,198][root][INFO] - Test: [21/680] 
[2021-06-14 13:50:12,273][root][INFO] - Test: [22/680] 
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[2021-06-14 13:50:12,644][root][INFO] - Test: [27/680] 
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[2021-06-14 13:50:12,864][root][INFO] - Test: [30/680] 
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[2021-06-14 13:50:13,007][root][INFO] - Test: [32/680] 
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[2021-06-14 13:50:13,173][root][INFO] - Test: [34/680] 
[2021-06-14 13:50:13,243][root][INFO] - Test: [35/680] 
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[2021-06-14 13:50:14,082][root][INFO] - Test: [46/680] 
[2021-06-14 13:50:14,152][root][INFO] - Test: [47/680] 
[2021-06-14 13:50:14,219][root][INFO] - Test: [48/680] 
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[2021-06-14 13:50:57,511][root][INFO] - Test: [612/680] 
[2021-06-14 13:50:57,581][root][INFO] - Test: [613/680] 
[2021-06-14 13:50:57,651][root][INFO] - Test: [614/680] 
[2021-06-14 13:50:57,727][root][INFO] - Test: [615/680] 
[2021-06-14 13:50:57,799][root][INFO] - Test: [616/680] 
[2021-06-14 13:50:57,880][root][INFO] - Test: [617/680] 
[2021-06-14 13:50:57,965][root][INFO] - Test: [618/680] 
[2021-06-14 13:50:58,042][root][INFO] - Test: [619/680] 
[2021-06-14 13:50:58,111][root][INFO] - Test: [620/680] 
[2021-06-14 13:50:58,178][root][INFO] - Test: [621/680] 
[2021-06-14 13:50:58,244][root][INFO] - Test: [622/680] 
[2021-06-14 13:50:58,313][root][INFO] - Test: [623/680] 
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[2021-06-14 13:50:58,724][root][INFO] - Test: [628/680] 
[2021-06-14 13:50:58,796][root][INFO] - Test: [629/680] 
[2021-06-14 13:50:58,887][root][INFO] - Test: [630/680] 
[2021-06-14 13:50:58,979][root][INFO] - Test: [631/680] 
[2021-06-14 13:50:59,053][root][INFO] - Test: [632/680] 
[2021-06-14 13:50:59,122][root][INFO] - Test: [633/680] 
[2021-06-14 13:50:59,191][root][INFO] - Test: [634/680] 
[2021-06-14 13:50:59,258][root][INFO] - Test: [635/680] 
[2021-06-14 13:50:59,339][root][INFO] - Test: [636/680] 
[2021-06-14 13:50:59,418][root][INFO] - Test: [637/680] 
[2021-06-14 13:50:59,511][root][INFO] - Test: [638/680] 
[2021-06-14 13:50:59,578][root][INFO] - Test: [639/680] 
[2021-06-14 13:50:59,663][root][INFO] - Test: [640/680] 
[2021-06-14 13:50:59,730][root][INFO] - Test: [641/680] 
[2021-06-14 13:50:59,800][root][INFO] - Test: [642/680] 
[2021-06-14 13:50:59,881][root][INFO] - Test: [643/680] 
[2021-06-14 13:50:59,971][root][INFO] - Test: [644/680] 
[2021-06-14 13:51:00,037][root][INFO] - Test: [645/680] 
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[2021-06-14 13:51:00,216][root][INFO] - Test: [647/680] 
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[2021-06-14 13:51:00,355][root][INFO] - Test: [649/680] 
[2021-06-14 13:51:00,422][root][INFO] - Test: [650/680] 
[2021-06-14 13:51:00,488][root][INFO] - Test: [651/680] 
[2021-06-14 13:51:00,555][root][INFO] - Test: [652/680] 
[2021-06-14 13:51:00,621][root][INFO] - Test: [653/680] 
[2021-06-14 13:51:00,688][root][INFO] - Test: [654/680] 
[2021-06-14 13:51:00,754][root][INFO] - Test: [655/680] 
[2021-06-14 13:51:00,820][root][INFO] - Test: [656/680] 
[2021-06-14 13:51:00,888][root][INFO] - Test: [657/680] 
[2021-06-14 13:51:00,955][root][INFO] - Test: [658/680] 
[2021-06-14 13:51:01,023][root][INFO] - Test: [659/680] 
[2021-06-14 13:51:01,089][root][INFO] - Test: [660/680] 
[2021-06-14 13:51:01,156][root][INFO] - Test: [661/680] 
[2021-06-14 13:51:01,222][root][INFO] - Test: [662/680] 
[2021-06-14 13:51:01,289][root][INFO] - Test: [663/680] 
[2021-06-14 13:51:01,356][root][INFO] - Test: [664/680] 
[2021-06-14 13:51:01,424][root][INFO] - Test: [665/680] 
[2021-06-14 13:51:01,491][root][INFO] - Test: [666/680] 
[2021-06-14 13:51:01,557][root][INFO] - Test: [667/680] 
[2021-06-14 13:51:01,624][root][INFO] - Test: [668/680] 
[2021-06-14 13:51:01,691][root][INFO] - Test: [669/680] 
[2021-06-14 13:51:01,757][root][INFO] - Test: [670/680] 
[2021-06-14 13:51:01,824][root][INFO] - Test: [671/680] 
[2021-06-14 13:51:01,892][root][INFO] - Test: [672/680] 
[2021-06-14 13:51:01,959][root][INFO] - Test: [673/680] 
[2021-06-14 13:51:02,027][root][INFO] - Test: [674/680] 
[2021-06-14 13:51:02,094][root][INFO] - Test: [675/680] 
[2021-06-14 13:51:02,161][root][INFO] - Test: [676/680] 
[2021-06-14 13:51:02,228][root][INFO] - Test: [677/680] 
[2021-06-14 13:51:02,295][root][INFO] - Test: [678/680] 
[2021-06-14 13:51:02,361][root][INFO] - Test: [679/680] 
[2021-06-14 13:51:02,399][root][INFO] - Test: [680/680] 
[2021-06-14 13:51:02,659][root][INFO] - Val result: mIoU 0.6150.
[2021-06-14 13:51:02,659][root][INFO] - Class_0 Result: iou 0.7936.
[2021-06-14 13:51:02,659][root][INFO] - Class_1 Result: iou 0.8689.
[2021-06-14 13:51:02,660][root][INFO] - Class_2 Result: iou 0.5597.
[2021-06-14 13:51:02,660][root][INFO] - Class_3 Result: iou 0.7432.
[2021-06-14 13:51:02,660][root][INFO] - Class_4 Result: iou 0.6744.
[2021-06-14 13:51:02,660][root][INFO] - Class_5 Result: iou 0.6285.
[2021-06-14 13:51:02,660][root][INFO] - Class_6 Result: iou 0.6570.
[2021-06-14 13:51:02,660][root][INFO] - Class_7 Result: iou 0.6160.
[2021-06-14 13:51:02,660][root][INFO] - Class_8 Result: iou 0.4853.
[2021-06-14 13:51:02,660][root][INFO] - Class_9 Result: iou 0.6130.
[2021-06-14 13:51:02,660][root][INFO] - Class_10 Result: iou 0.3539.
[2021-06-14 13:51:02,662][root][INFO] - Class_11 Result: iou 0.4439.
[2021-06-14 13:51:02,662][root][INFO] - Class_12 Result: iou 0.5396.
[2021-06-14 13:51:02,662][root][INFO] - Class_13 Result: iou 0.5132.
[2021-06-14 13:51:02,662][root][INFO] - Class_14 Result: iou 0.6099.
[2021-06-14 13:51:02,662][root][INFO] - Class_15 Result: iou 0.5403.
[2021-06-14 13:51:02,663][root][INFO] - Class_16 Result: iou 0.8657.
[2021-06-14 13:51:02,663][root][INFO] - Class_17 Result: iou 0.6035.
[2021-06-14 13:51:02,663][root][INFO] - Class_18 Result: iou 0.7594.
[2021-06-14 13:51:02,663][root][INFO] - Class_19 Result: iou 0.4315.
[2021-06-14 13:51:02,664][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:51:10,996][root][INFO] - Epoch: [21/50][10/1216] Data 0.001 (0.423) Batch 0.381 (0.833) Loss 0.1877 
[2021-06-14 13:51:14,826][root][INFO] - Epoch: [21/50][20/1216] Data 0.001 (0.212) Batch 0.382 (0.608) Loss 0.2279 
[2021-06-14 13:51:18,668][root][INFO] - Epoch: [21/50][30/1216] Data 0.001 (0.142) Batch 0.382 (0.533) Loss 0.2626 
[2021-06-14 13:51:22,499][root][INFO] - Epoch: [21/50][40/1216] Data 0.001 (0.107) Batch 0.384 (0.496) Loss 0.2172 
[2021-06-14 13:51:26,333][root][INFO] - Epoch: [21/50][50/1216] Data 0.001 (0.085) Batch 0.383 (0.473) Loss 0.2172 
[2021-06-14 13:51:30,177][root][INFO] - Epoch: [21/50][60/1216] Data 0.001 (0.071) Batch 0.381 (0.458) Loss 0.2407 
[2021-06-14 13:51:34,012][root][INFO] - Epoch: [21/50][70/1216] Data 0.001 (0.061) Batch 0.382 (0.448) Loss 0.2044 
[2021-06-14 13:51:37,849][root][INFO] - Epoch: [21/50][80/1216] Data 0.001 (0.054) Batch 0.385 (0.440) Loss 0.1981 
[2021-06-14 13:51:41,685][root][INFO] - Epoch: [21/50][90/1216] Data 0.001 (0.048) Batch 0.383 (0.434) Loss 0.2370 
[2021-06-14 13:51:45,542][root][INFO] - Epoch: [21/50][100/1216] Data 0.001 (0.043) Batch 0.382 (0.429) Loss 0.2606 
[2021-06-14 13:51:49,384][root][INFO] - Epoch: [21/50][110/1216] Data 0.001 (0.039) Batch 0.383 (0.425) Loss 0.2044 
[2021-06-14 13:51:53,224][root][INFO] - Epoch: [21/50][120/1216] Data 0.001 (0.036) Batch 0.384 (0.421) Loss 0.2455 
[2021-06-14 13:51:57,061][root][INFO] - Epoch: [21/50][130/1216] Data 0.001 (0.033) Batch 0.383 (0.418) Loss 0.2156 
[2021-06-14 13:52:00,898][root][INFO] - Epoch: [21/50][140/1216] Data 0.001 (0.031) Batch 0.385 (0.416) Loss 0.2411 
[2021-06-14 13:52:04,731][root][INFO] - Epoch: [21/50][150/1216] Data 0.001 (0.029) Batch 0.381 (0.414) Loss 0.2324 
[2021-06-14 13:52:08,549][root][INFO] - Epoch: [21/50][160/1216] Data 0.001 (0.027) Batch 0.381 (0.412) Loss 0.2304 
[2021-06-14 13:52:12,398][root][INFO] - Epoch: [21/50][170/1216] Data 0.001 (0.026) Batch 0.386 (0.410) Loss 0.2630 
[2021-06-14 13:52:16,232][root][INFO] - Epoch: [21/50][180/1216] Data 0.001 (0.024) Batch 0.381 (0.409) Loss 0.2677 
[2021-06-14 13:52:20,060][root][INFO] - Epoch: [21/50][190/1216] Data 0.001 (0.023) Batch 0.384 (0.407) Loss 0.2476 
[2021-06-14 13:52:23,905][root][INFO] - Epoch: [21/50][200/1216] Data 0.002 (0.022) Batch 0.385 (0.406) Loss 0.2357 
[2021-06-14 13:52:27,757][root][INFO] - Epoch: [21/50][210/1216] Data 0.001 (0.021) Batch 0.383 (0.405) Loss 0.2168 
[2021-06-14 13:52:31,583][root][INFO] - Epoch: [21/50][220/1216] Data 0.001 (0.020) Batch 0.382 (0.404) Loss 0.2060 
[2021-06-14 13:52:35,427][root][INFO] - Epoch: [21/50][230/1216] Data 0.001 (0.019) Batch 0.383 (0.403) Loss 0.2098 
[2021-06-14 13:52:39,267][root][INFO] - Epoch: [21/50][240/1216] Data 0.001 (0.018) Batch 0.383 (0.402) Loss 0.2123 
[2021-06-14 13:52:43,113][root][INFO] - Epoch: [21/50][250/1216] Data 0.001 (0.018) Batch 0.383 (0.402) Loss 0.2232 
[2021-06-14 13:52:46,949][root][INFO] - Epoch: [21/50][260/1216] Data 0.001 (0.017) Batch 0.382 (0.401) Loss 0.2051 
[2021-06-14 13:52:50,774][root][INFO] - Epoch: [21/50][270/1216] Data 0.001 (0.017) Batch 0.382 (0.400) Loss 0.3021 
[2021-06-14 13:52:54,622][root][INFO] - Epoch: [21/50][280/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.2619 
[2021-06-14 13:52:58,475][root][INFO] - Epoch: [21/50][290/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.2285 
[2021-06-14 13:53:02,315][root][INFO] - Epoch: [21/50][300/1216] Data 0.001 (0.015) Batch 0.381 (0.399) Loss 0.2231 
[2021-06-14 13:53:06,169][root][INFO] - Epoch: [21/50][310/1216] Data 0.001 (0.015) Batch 0.383 (0.398) Loss 0.2254 
[2021-06-14 13:53:10,017][root][INFO] - Epoch: [21/50][320/1216] Data 0.001 (0.014) Batch 0.393 (0.398) Loss 0.2601 
[2021-06-14 13:53:13,848][root][INFO] - Epoch: [21/50][330/1216] Data 0.001 (0.014) Batch 0.382 (0.398) Loss 0.2576 
[2021-06-14 13:53:17,675][root][INFO] - Epoch: [21/50][340/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.1724 
[2021-06-14 13:53:21,505][root][INFO] - Epoch: [21/50][350/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.2788 
[2021-06-14 13:53:25,343][root][INFO] - Epoch: [21/50][360/1216] Data 0.001 (0.013) Batch 0.384 (0.396) Loss 0.2900 
[2021-06-14 13:53:29,174][root][INFO] - Epoch: [21/50][370/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.3103 
[2021-06-14 13:53:33,027][root][INFO] - Epoch: [21/50][380/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.2085 
[2021-06-14 13:53:36,868][root][INFO] - Epoch: [21/50][390/1216] Data 0.001 (0.012) Batch 0.383 (0.395) Loss 0.2457 
[2021-06-14 13:53:40,709][root][INFO] - Epoch: [21/50][400/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.2222 
[2021-06-14 13:53:44,539][root][INFO] - Epoch: [21/50][410/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.2406 
[2021-06-14 13:53:48,401][root][INFO] - Epoch: [21/50][420/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.2856 
[2021-06-14 13:53:52,239][root][INFO] - Epoch: [21/50][430/1216] Data 0.001 (0.011) Batch 0.383 (0.394) Loss 0.3027 
[2021-06-14 13:53:56,088][root][INFO] - Epoch: [21/50][440/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.2437 
[2021-06-14 13:53:59,939][root][INFO] - Epoch: [21/50][450/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1891 
[2021-06-14 13:54:03,781][root][INFO] - Epoch: [21/50][460/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.2679 
[2021-06-14 13:54:07,612][root][INFO] - Epoch: [21/50][470/1216] Data 0.001 (0.010) Batch 0.385 (0.393) Loss 0.2074 
[2021-06-14 13:54:11,476][root][INFO] - Epoch: [21/50][480/1216] Data 0.001 (0.010) Batch 0.388 (0.393) Loss 0.2373 
[2021-06-14 13:54:15,329][root][INFO] - Epoch: [21/50][490/1216] Data 0.001 (0.010) Batch 0.385 (0.393) Loss 0.2698 
[2021-06-14 13:54:19,160][root][INFO] - Epoch: [21/50][500/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2288 
[2021-06-14 13:54:23,004][root][INFO] - Epoch: [21/50][510/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.2879 
[2021-06-14 13:54:26,843][root][INFO] - Epoch: [21/50][520/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2773 
[2021-06-14 13:54:30,676][root][INFO] - Epoch: [21/50][530/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.2728 
[2021-06-14 13:54:34,517][root][INFO] - Epoch: [21/50][540/1216] Data 0.001 (0.009) Batch 0.381 (0.392) Loss 0.2792 
[2021-06-14 13:54:38,362][root][INFO] - Epoch: [21/50][550/1216] Data 0.001 (0.009) Batch 0.384 (0.392) Loss 0.2301 
[2021-06-14 13:54:42,203][root][INFO] - Epoch: [21/50][560/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2690 
[2021-06-14 13:54:46,051][root][INFO] - Epoch: [21/50][570/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2772 
[2021-06-14 13:54:49,883][root][INFO] - Epoch: [21/50][580/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2443 
[2021-06-14 13:54:53,733][root][INFO] - Epoch: [21/50][590/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.2197 
[2021-06-14 13:54:57,567][root][INFO] - Epoch: [21/50][600/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.2500 
[2021-06-14 13:55:01,395][root][INFO] - Epoch: [21/50][610/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.2166 
[2021-06-14 13:55:05,240][root][INFO] - Epoch: [21/50][620/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.2163 
[2021-06-14 13:55:09,086][root][INFO] - Epoch: [21/50][630/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.2425 
[2021-06-14 13:55:12,945][root][INFO] - Epoch: [21/50][640/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2369 
[2021-06-14 13:55:16,780][root][INFO] - Epoch: [21/50][650/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2578 
[2021-06-14 13:55:20,619][root][INFO] - Epoch: [21/50][660/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2510 
[2021-06-14 13:55:24,478][root][INFO] - Epoch: [21/50][670/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.2053 
[2021-06-14 13:55:28,312][root][INFO] - Epoch: [21/50][680/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2221 
[2021-06-14 13:55:32,174][root][INFO] - Epoch: [21/50][690/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.2781 
[2021-06-14 13:55:36,006][root][INFO] - Epoch: [21/50][700/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.2620 
[2021-06-14 13:55:39,848][root][INFO] - Epoch: [21/50][710/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.2443 
[2021-06-14 13:55:43,682][root][INFO] - Epoch: [21/50][720/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.2786 
[2021-06-14 13:55:47,524][root][INFO] - Epoch: [21/50][730/1216] Data 0.001 (0.007) Batch 0.385 (0.390) Loss 0.2711 
[2021-06-14 13:55:51,355][root][INFO] - Epoch: [21/50][740/1216] Data 0.001 (0.007) Batch 0.388 (0.390) Loss 0.1975 
[2021-06-14 13:55:55,185][root][INFO] - Epoch: [21/50][750/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.2391 
[2021-06-14 13:55:59,010][root][INFO] - Epoch: [21/50][760/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2523 
[2021-06-14 13:56:02,847][root][INFO] - Epoch: [21/50][770/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2214 
[2021-06-14 13:56:06,678][root][INFO] - Epoch: [21/50][780/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1930 
[2021-06-14 13:56:10,511][root][INFO] - Epoch: [21/50][790/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1671 
[2021-06-14 13:56:14,341][root][INFO] - Epoch: [21/50][800/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2330 
[2021-06-14 13:56:18,195][root][INFO] - Epoch: [21/50][810/1216] Data 0.001 (0.006) Batch 0.390 (0.390) Loss 0.2148 
[2021-06-14 13:56:22,050][root][INFO] - Epoch: [21/50][820/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2707 
[2021-06-14 13:56:25,894][root][INFO] - Epoch: [21/50][830/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2000 
[2021-06-14 13:56:29,738][root][INFO] - Epoch: [21/50][840/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.2414 
[2021-06-14 13:56:33,591][root][INFO] - Epoch: [21/50][850/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2060 
[2021-06-14 13:56:37,453][root][INFO] - Epoch: [21/50][860/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1985 
[2021-06-14 13:56:41,283][root][INFO] - Epoch: [21/50][870/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.2641 
[2021-06-14 13:56:45,130][root][INFO] - Epoch: [21/50][880/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.3028 
[2021-06-14 13:56:48,967][root][INFO] - Epoch: [21/50][890/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.3205 
[2021-06-14 13:56:52,803][root][INFO] - Epoch: [21/50][900/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2010 
[2021-06-14 13:56:56,634][root][INFO] - Epoch: [21/50][910/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2414 
[2021-06-14 13:57:00,465][root][INFO] - Epoch: [21/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2951 
[2021-06-14 13:57:04,309][root][INFO] - Epoch: [21/50][930/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2470 
[2021-06-14 13:57:08,147][root][INFO] - Epoch: [21/50][940/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2240 
[2021-06-14 13:57:11,981][root][INFO] - Epoch: [21/50][950/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.2248 
[2021-06-14 13:57:15,828][root][INFO] - Epoch: [21/50][960/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1893 
[2021-06-14 13:57:19,672][root][INFO] - Epoch: [21/50][970/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2723 
[2021-06-14 13:57:23,515][root][INFO] - Epoch: [21/50][980/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2610 
[2021-06-14 13:57:27,362][root][INFO] - Epoch: [21/50][990/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.3386 
[2021-06-14 13:57:31,199][root][INFO] - Epoch: [21/50][1000/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2855 
[2021-06-14 13:57:35,059][root][INFO] - Epoch: [21/50][1010/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2024 
[2021-06-14 13:57:38,907][root][INFO] - Epoch: [21/50][1020/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2593 
[2021-06-14 13:57:42,743][root][INFO] - Epoch: [21/50][1030/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2481 
[2021-06-14 13:57:46,578][root][INFO] - Epoch: [21/50][1040/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.2477 
[2021-06-14 13:57:50,412][root][INFO] - Epoch: [21/50][1050/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2170 
[2021-06-14 13:57:54,247][root][INFO] - Epoch: [21/50][1060/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.3016 
[2021-06-14 13:57:58,082][root][INFO] - Epoch: [21/50][1070/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2613 
[2021-06-14 13:58:01,916][root][INFO] - Epoch: [21/50][1080/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.3156 
[2021-06-14 13:58:05,758][root][INFO] - Epoch: [21/50][1090/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2330 
[2021-06-14 13:58:09,601][root][INFO] - Epoch: [21/50][1100/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.3327 
[2021-06-14 13:58:13,436][root][INFO] - Epoch: [21/50][1110/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2231 
[2021-06-14 13:58:17,279][root][INFO] - Epoch: [21/50][1120/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2403 
[2021-06-14 13:58:21,120][root][INFO] - Epoch: [21/50][1130/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.2835 
[2021-06-14 13:58:24,981][root][INFO] - Epoch: [21/50][1140/1216] Data 0.001 (0.005) Batch 0.392 (0.388) Loss 0.2802 
[2021-06-14 13:58:28,812][root][INFO] - Epoch: [21/50][1150/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2361 
[2021-06-14 13:58:32,674][root][INFO] - Epoch: [21/50][1160/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1956 
[2021-06-14 13:58:36,514][root][INFO] - Epoch: [21/50][1170/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2354 
[2021-06-14 13:58:40,346][root][INFO] - Epoch: [21/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2375 
[2021-06-14 13:58:44,175][root][INFO] - Epoch: [21/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2535 
[2021-06-14 13:58:47,998][root][INFO] - Epoch: [21/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2207 
[2021-06-14 13:58:51,824][root][INFO] - Epoch: [21/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3244 
[2021-06-14 13:58:54,369][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 13:59:49,133][root][INFO] - Val result: mIoU 0.6231.
[2021-06-14 13:59:49,134][root][INFO] - Class_0 Result: iou 0.7935.
[2021-06-14 13:59:49,134][root][INFO] - Class_1 Result: iou 0.8727.
[2021-06-14 13:59:49,134][root][INFO] - Class_2 Result: iou 0.5736.
[2021-06-14 13:59:49,135][root][INFO] - Class_3 Result: iou 0.7574.
[2021-06-14 13:59:49,135][root][INFO] - Class_4 Result: iou 0.6787.
[2021-06-14 13:59:49,135][root][INFO] - Class_5 Result: iou 0.6669.
[2021-06-14 13:59:49,135][root][INFO] - Class_6 Result: iou 0.6797.
[2021-06-14 13:59:49,136][root][INFO] - Class_7 Result: iou 0.6082.
[2021-06-14 13:59:49,136][root][INFO] - Class_8 Result: iou 0.4987.
[2021-06-14 13:59:49,136][root][INFO] - Class_9 Result: iou 0.6030.
[2021-06-14 13:59:49,136][root][INFO] - Class_10 Result: iou 0.3901.
[2021-06-14 13:59:49,137][root][INFO] - Class_11 Result: iou 0.4462.
[2021-06-14 13:59:49,137][root][INFO] - Class_12 Result: iou 0.5595.
[2021-06-14 13:59:49,137][root][INFO] - Class_13 Result: iou 0.5276.
[2021-06-14 13:59:49,137][root][INFO] - Class_14 Result: iou 0.5967.
[2021-06-14 13:59:49,138][root][INFO] - Class_15 Result: iou 0.5003.
[2021-06-14 13:59:49,138][root][INFO] - Class_16 Result: iou 0.8648.
[2021-06-14 13:59:49,138][root][INFO] - Class_17 Result: iou 0.6131.
[2021-06-14 13:59:49,138][root][INFO] - Class_18 Result: iou 0.8035.
[2021-06-14 13:59:49,139][root][INFO] - Class_19 Result: iou 0.4286.
[2021-06-14 13:59:49,139][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 13:59:56,497][root][INFO] - Epoch: [22/50][10/1216] Data 0.001 (0.266) Batch 0.391 (0.735) Loss 0.1997 
[2021-06-14 14:00:00,341][root][INFO] - Epoch: [22/50][20/1216] Data 0.001 (0.134) Batch 0.382 (0.560) Loss 0.2432 
[2021-06-14 14:00:04,181][root][INFO] - Epoch: [22/50][30/1216] Data 0.001 (0.089) Batch 0.381 (0.501) Loss 0.2553 
[2021-06-14 14:00:08,015][root][INFO] - Epoch: [22/50][40/1216] Data 0.001 (0.067) Batch 0.381 (0.472) Loss 0.2080 
[2021-06-14 14:00:11,847][root][INFO] - Epoch: [22/50][50/1216] Data 0.001 (0.054) Batch 0.382 (0.454) Loss 0.1938 
[2021-06-14 14:00:15,676][root][INFO] - Epoch: [22/50][60/1216] Data 0.001 (0.045) Batch 0.381 (0.442) Loss 0.2087 
[2021-06-14 14:00:19,507][root][INFO] - Epoch: [22/50][70/1216] Data 0.001 (0.039) Batch 0.381 (0.434) Loss 0.2482 
[2021-06-14 14:00:23,352][root][INFO] - Epoch: [22/50][80/1216] Data 0.001 (0.034) Batch 0.384 (0.428) Loss 0.2631 
[2021-06-14 14:00:27,193][root][INFO] - Epoch: [22/50][90/1216] Data 0.001 (0.030) Batch 0.384 (0.423) Loss 0.2099 
[2021-06-14 14:00:31,032][root][INFO] - Epoch: [22/50][100/1216] Data 0.001 (0.027) Batch 0.383 (0.419) Loss 0.2479 
[2021-06-14 14:00:34,879][root][INFO] - Epoch: [22/50][110/1216] Data 0.001 (0.025) Batch 0.383 (0.416) Loss 0.2025 
[2021-06-14 14:00:38,729][root][INFO] - Epoch: [22/50][120/1216] Data 0.001 (0.023) Batch 0.384 (0.413) Loss 0.2651 
[2021-06-14 14:00:42,565][root][INFO] - Epoch: [22/50][130/1216] Data 0.001 (0.021) Batch 0.383 (0.411) Loss 0.2144 
[2021-06-14 14:00:46,415][root][INFO] - Epoch: [22/50][140/1216] Data 0.001 (0.020) Batch 0.385 (0.409) Loss 0.2590 
[2021-06-14 14:00:50,244][root][INFO] - Epoch: [22/50][150/1216] Data 0.001 (0.019) Batch 0.382 (0.407) Loss 0.1949 
[2021-06-14 14:00:54,083][root][INFO] - Epoch: [22/50][160/1216] Data 0.001 (0.017) Batch 0.384 (0.406) Loss 0.2278 
[2021-06-14 14:00:57,930][root][INFO] - Epoch: [22/50][170/1216] Data 0.001 (0.017) Batch 0.383 (0.405) Loss 0.2315 
[2021-06-14 14:01:01,782][root][INFO] - Epoch: [22/50][180/1216] Data 0.001 (0.016) Batch 0.382 (0.404) Loss 0.2732 
[2021-06-14 14:01:05,624][root][INFO] - Epoch: [22/50][190/1216] Data 0.001 (0.015) Batch 0.385 (0.403) Loss 0.2883 
[2021-06-14 14:01:09,466][root][INFO] - Epoch: [22/50][200/1216] Data 0.001 (0.014) Batch 0.385 (0.402) Loss 0.1920 
[2021-06-14 14:01:13,302][root][INFO] - Epoch: [22/50][210/1216] Data 0.001 (0.014) Batch 0.383 (0.401) Loss 0.1807 
[2021-06-14 14:01:17,154][root][INFO] - Epoch: [22/50][220/1216] Data 0.001 (0.013) Batch 0.384 (0.400) Loss 0.2386 
[2021-06-14 14:01:20,994][root][INFO] - Epoch: [22/50][230/1216] Data 0.001 (0.012) Batch 0.383 (0.399) Loss 0.2140 
[2021-06-14 14:01:24,827][root][INFO] - Epoch: [22/50][240/1216] Data 0.001 (0.012) Batch 0.382 (0.399) Loss 0.2627 
[2021-06-14 14:01:28,669][root][INFO] - Epoch: [22/50][250/1216] Data 0.001 (0.011) Batch 0.383 (0.398) Loss 0.2087 
[2021-06-14 14:01:32,498][root][INFO] - Epoch: [22/50][260/1216] Data 0.001 (0.011) Batch 0.382 (0.398) Loss 0.2139 
[2021-06-14 14:01:36,346][root][INFO] - Epoch: [22/50][270/1216] Data 0.001 (0.011) Batch 0.382 (0.397) Loss 0.3115 
[2021-06-14 14:01:40,183][root][INFO] - Epoch: [22/50][280/1216] Data 0.001 (0.010) Batch 0.384 (0.397) Loss 0.2399 
[2021-06-14 14:01:44,029][root][INFO] - Epoch: [22/50][290/1216] Data 0.001 (0.010) Batch 0.381 (0.396) Loss 0.2847 
[2021-06-14 14:01:47,872][root][INFO] - Epoch: [22/50][300/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.2521 
[2021-06-14 14:01:51,706][root][INFO] - Epoch: [22/50][310/1216] Data 0.001 (0.009) Batch 0.383 (0.395) Loss 0.2576 
[2021-06-14 14:01:55,549][root][INFO] - Epoch: [22/50][320/1216] Data 0.001 (0.009) Batch 0.383 (0.395) Loss 0.1787 
[2021-06-14 14:01:59,392][root][INFO] - Epoch: [22/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 0.1686 
[2021-06-14 14:02:03,222][root][INFO] - Epoch: [22/50][340/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.3015 
[2021-06-14 14:02:07,056][root][INFO] - Epoch: [22/50][350/1216] Data 0.001 (0.008) Batch 0.383 (0.394) Loss 0.2300 
[2021-06-14 14:02:10,893][root][INFO] - Epoch: [22/50][360/1216] Data 0.001 (0.008) Batch 0.386 (0.394) Loss 0.1712 
[2021-06-14 14:02:14,725][root][INFO] - Epoch: [22/50][370/1216] Data 0.001 (0.008) Batch 0.385 (0.393) Loss 0.1950 
[2021-06-14 14:02:18,574][root][INFO] - Epoch: [22/50][380/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2707 
[2021-06-14 14:02:22,417][root][INFO] - Epoch: [22/50][390/1216] Data 0.001 (0.008) Batch 0.385 (0.393) Loss 0.2418 
[2021-06-14 14:02:26,251][root][INFO] - Epoch: [22/50][400/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.2673 
[2021-06-14 14:02:30,084][root][INFO] - Epoch: [22/50][410/1216] Data 0.001 (0.007) Batch 0.384 (0.393) Loss 0.3061 
[2021-06-14 14:02:33,920][root][INFO] - Epoch: [22/50][420/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2380 
[2021-06-14 14:02:37,754][root][INFO] - Epoch: [22/50][430/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2368 
[2021-06-14 14:02:41,593][root][INFO] - Epoch: [22/50][440/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2577 
[2021-06-14 14:02:45,430][root][INFO] - Epoch: [22/50][450/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2570 
[2021-06-14 14:02:49,265][root][INFO] - Epoch: [22/50][460/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.2320 
[2021-06-14 14:02:53,107][root][INFO] - Epoch: [22/50][470/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.2230 
[2021-06-14 14:02:56,947][root][INFO] - Epoch: [22/50][480/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.2083 
[2021-06-14 14:03:00,789][root][INFO] - Epoch: [22/50][490/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.3179 
[2021-06-14 14:03:04,623][root][INFO] - Epoch: [22/50][500/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.2426 
[2021-06-14 14:03:08,458][root][INFO] - Epoch: [22/50][510/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.2069 
[2021-06-14 14:03:12,313][root][INFO] - Epoch: [22/50][520/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.1866 
[2021-06-14 14:03:16,148][root][INFO] - Epoch: [22/50][530/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.2041 
[2021-06-14 14:03:20,002][root][INFO] - Epoch: [22/50][540/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1959 
[2021-06-14 14:03:23,864][root][INFO] - Epoch: [22/50][550/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.2123 
[2021-06-14 14:03:27,692][root][INFO] - Epoch: [22/50][560/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2329 
[2021-06-14 14:03:31,546][root][INFO] - Epoch: [22/50][570/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2652 
[2021-06-14 14:03:35,378][root][INFO] - Epoch: [22/50][580/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2075 
[2021-06-14 14:03:39,216][root][INFO] - Epoch: [22/50][590/1216] Data 0.001 (0.005) Batch 0.385 (0.390) Loss 0.2743 
[2021-06-14 14:03:43,065][root][INFO] - Epoch: [22/50][600/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.2392 
[2021-06-14 14:03:46,905][root][INFO] - Epoch: [22/50][610/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2738 
[2021-06-14 14:03:50,762][root][INFO] - Epoch: [22/50][620/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2439 
[2021-06-14 14:03:54,613][root][INFO] - Epoch: [22/50][630/1216] Data 0.001 (0.005) Batch 0.385 (0.390) Loss 0.2718 
[2021-06-14 14:03:58,459][root][INFO] - Epoch: [22/50][640/1216] Data 0.001 (0.005) Batch 0.386 (0.390) Loss 0.2391 
[2021-06-14 14:04:02,296][root][INFO] - Epoch: [22/50][650/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2139 
[2021-06-14 14:04:06,136][root][INFO] - Epoch: [22/50][660/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2241 
[2021-06-14 14:04:09,978][root][INFO] - Epoch: [22/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2561 
[2021-06-14 14:04:13,818][root][INFO] - Epoch: [22/50][680/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2072 
[2021-06-14 14:04:17,665][root][INFO] - Epoch: [22/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2176 
[2021-06-14 14:04:21,501][root][INFO] - Epoch: [22/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1746 
[2021-06-14 14:04:25,331][root][INFO] - Epoch: [22/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2883 
[2021-06-14 14:04:29,169][root][INFO] - Epoch: [22/50][720/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2620 
[2021-06-14 14:04:33,014][root][INFO] - Epoch: [22/50][730/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2316 
[2021-06-14 14:04:36,864][root][INFO] - Epoch: [22/50][740/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.1969 
[2021-06-14 14:04:40,704][root][INFO] - Epoch: [22/50][750/1216] Data 0.001 (0.004) Batch 0.382 (0.389) Loss 0.1971 
[2021-06-14 14:04:44,542][root][INFO] - Epoch: [22/50][760/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.2406 
[2021-06-14 14:04:48,391][root][INFO] - Epoch: [22/50][770/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.2116 
[2021-06-14 14:04:52,239][root][INFO] - Epoch: [22/50][780/1216] Data 0.001 (0.004) Batch 0.382 (0.389) Loss 0.2066 
[2021-06-14 14:04:56,070][root][INFO] - Epoch: [22/50][790/1216] Data 0.001 (0.004) Batch 0.382 (0.389) Loss 0.2459 
[2021-06-14 14:04:59,898][root][INFO] - Epoch: [22/50][800/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2794 
[2021-06-14 14:05:03,746][root][INFO] - Epoch: [22/50][810/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2535 
[2021-06-14 14:05:07,577][root][INFO] - Epoch: [22/50][820/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2584 
[2021-06-14 14:05:11,406][root][INFO] - Epoch: [22/50][830/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2497 
[2021-06-14 14:05:15,251][root][INFO] - Epoch: [22/50][840/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2730 
[2021-06-14 14:05:19,080][root][INFO] - Epoch: [22/50][850/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2065 
[2021-06-14 14:05:22,917][root][INFO] - Epoch: [22/50][860/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1882 
[2021-06-14 14:05:26,754][root][INFO] - Epoch: [22/50][870/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2709 
[2021-06-14 14:05:30,587][root][INFO] - Epoch: [22/50][880/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2439 
[2021-06-14 14:05:34,419][root][INFO] - Epoch: [22/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.3720 
[2021-06-14 14:05:38,261][root][INFO] - Epoch: [22/50][900/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2914 
[2021-06-14 14:05:42,100][root][INFO] - Epoch: [22/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2371 
[2021-06-14 14:05:45,933][root][INFO] - Epoch: [22/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2268 
[2021-06-14 14:05:49,772][root][INFO] - Epoch: [22/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2204 
[2021-06-14 14:05:53,606][root][INFO] - Epoch: [22/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2539 
[2021-06-14 14:05:57,452][root][INFO] - Epoch: [22/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2209 
[2021-06-14 14:06:01,298][root][INFO] - Epoch: [22/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1949 
[2021-06-14 14:06:05,138][root][INFO] - Epoch: [22/50][970/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2955 
[2021-06-14 14:06:08,984][root][INFO] - Epoch: [22/50][980/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2366 
[2021-06-14 14:06:12,840][root][INFO] - Epoch: [22/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2005 
[2021-06-14 14:06:16,679][root][INFO] - Epoch: [22/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2585 
[2021-06-14 14:06:20,520][root][INFO] - Epoch: [22/50][1010/1216] Data 0.001 (0.003) Batch 0.383 (0.388) Loss 0.2494 
[2021-06-14 14:06:24,364][root][INFO] - Epoch: [22/50][1020/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.2036 
[2021-06-14 14:06:28,203][root][INFO] - Epoch: [22/50][1030/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2117 
[2021-06-14 14:06:32,039][root][INFO] - Epoch: [22/50][1040/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2037 
[2021-06-14 14:06:35,882][root][INFO] - Epoch: [22/50][1050/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.2104 
[2021-06-14 14:06:39,719][root][INFO] - Epoch: [22/50][1060/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2761 
[2021-06-14 14:06:43,554][root][INFO] - Epoch: [22/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2122 
[2021-06-14 14:06:47,389][root][INFO] - Epoch: [22/50][1080/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2656 
[2021-06-14 14:06:51,232][root][INFO] - Epoch: [22/50][1090/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.1995 
[2021-06-14 14:06:55,073][root][INFO] - Epoch: [22/50][1100/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1749 
[2021-06-14 14:06:58,930][root][INFO] - Epoch: [22/50][1110/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2216 
[2021-06-14 14:07:02,770][root][INFO] - Epoch: [22/50][1120/1216] Data 0.001 (0.003) Batch 0.386 (0.387) Loss 0.2254 
[2021-06-14 14:07:06,600][root][INFO] - Epoch: [22/50][1130/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2269 
[2021-06-14 14:07:10,433][root][INFO] - Epoch: [22/50][1140/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1809 
[2021-06-14 14:07:14,282][root][INFO] - Epoch: [22/50][1150/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2763 
[2021-06-14 14:07:18,128][root][INFO] - Epoch: [22/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2283 
[2021-06-14 14:07:21,984][root][INFO] - Epoch: [22/50][1170/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2186 
[2021-06-14 14:07:25,814][root][INFO] - Epoch: [22/50][1180/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1823 
[2021-06-14 14:07:29,646][root][INFO] - Epoch: [22/50][1190/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2639 
[2021-06-14 14:07:33,468][root][INFO] - Epoch: [22/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2437 
[2021-06-14 14:07:37,292][root][INFO] - Epoch: [22/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1880 
[2021-06-14 14:07:39,840][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 14:07:41,460][root][INFO] - Test: [1/680] 
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[2021-06-14 14:08:31,886][root][INFO] - Test: [650/680] 
[2021-06-14 14:08:31,955][root][INFO] - Test: [651/680] 
[2021-06-14 14:08:32,025][root][INFO] - Test: [652/680] 
[2021-06-14 14:08:32,094][root][INFO] - Test: [653/680] 
[2021-06-14 14:08:32,164][root][INFO] - Test: [654/680] 
[2021-06-14 14:08:32,233][root][INFO] - Test: [655/680] 
[2021-06-14 14:08:32,303][root][INFO] - Test: [656/680] 
[2021-06-14 14:08:32,373][root][INFO] - Test: [657/680] 
[2021-06-14 14:08:32,441][root][INFO] - Test: [658/680] 
[2021-06-14 14:08:32,508][root][INFO] - Test: [659/680] 
[2021-06-14 14:08:32,574][root][INFO] - Test: [660/680] 
[2021-06-14 14:08:32,641][root][INFO] - Test: [661/680] 
[2021-06-14 14:08:32,707][root][INFO] - Test: [662/680] 
[2021-06-14 14:08:32,774][root][INFO] - Test: [663/680] 
[2021-06-14 14:08:32,841][root][INFO] - Test: [664/680] 
[2021-06-14 14:08:32,907][root][INFO] - Test: [665/680] 
[2021-06-14 14:08:32,976][root][INFO] - Test: [666/680] 
[2021-06-14 14:08:33,044][root][INFO] - Test: [667/680] 
[2021-06-14 14:08:33,111][root][INFO] - Test: [668/680] 
[2021-06-14 14:08:33,177][root][INFO] - Test: [669/680] 
[2021-06-14 14:08:33,247][root][INFO] - Test: [670/680] 
[2021-06-14 14:08:33,314][root][INFO] - Test: [671/680] 
[2021-06-14 14:08:33,382][root][INFO] - Test: [672/680] 
[2021-06-14 14:08:33,448][root][INFO] - Test: [673/680] 
[2021-06-14 14:08:33,515][root][INFO] - Test: [674/680] 
[2021-06-14 14:08:33,581][root][INFO] - Test: [675/680] 
[2021-06-14 14:08:33,648][root][INFO] - Test: [676/680] 
[2021-06-14 14:08:33,715][root][INFO] - Test: [677/680] 
[2021-06-14 14:08:33,781][root][INFO] - Test: [678/680] 
[2021-06-14 14:08:33,848][root][INFO] - Test: [679/680] 
[2021-06-14 14:08:33,887][root][INFO] - Test: [680/680] 
[2021-06-14 14:08:34,165][root][INFO] - Val result: mIoU 0.6252.
[2021-06-14 14:08:34,166][root][INFO] - Class_0 Result: iou 0.7924.
[2021-06-14 14:08:34,167][root][INFO] - Class_1 Result: iou 0.8697.
[2021-06-14 14:08:34,167][root][INFO] - Class_2 Result: iou 0.5837.
[2021-06-14 14:08:34,168][root][INFO] - Class_3 Result: iou 0.7585.
[2021-06-14 14:08:34,168][root][INFO] - Class_4 Result: iou 0.6734.
[2021-06-14 14:08:34,169][root][INFO] - Class_5 Result: iou 0.6431.
[2021-06-14 14:08:34,169][root][INFO] - Class_6 Result: iou 0.6800.
[2021-06-14 14:08:34,169][root][INFO] - Class_7 Result: iou 0.6020.
[2021-06-14 14:08:34,170][root][INFO] - Class_8 Result: iou 0.4972.
[2021-06-14 14:08:34,170][root][INFO] - Class_9 Result: iou 0.6136.
[2021-06-14 14:08:34,170][root][INFO] - Class_10 Result: iou 0.3891.
[2021-06-14 14:08:34,171][root][INFO] - Class_11 Result: iou 0.4645.
[2021-06-14 14:08:34,171][root][INFO] - Class_12 Result: iou 0.5590.
[2021-06-14 14:08:34,171][root][INFO] - Class_13 Result: iou 0.5304.
[2021-06-14 14:08:34,171][root][INFO] - Class_14 Result: iou 0.5992.
[2021-06-14 14:08:34,172][root][INFO] - Class_15 Result: iou 0.5248.
[2021-06-14 14:08:34,172][root][INFO] - Class_16 Result: iou 0.8736.
[2021-06-14 14:08:34,172][root][INFO] - Class_17 Result: iou 0.6194.
[2021-06-14 14:08:34,173][root][INFO] - Class_18 Result: iou 0.8014.
[2021-06-14 14:08:34,173][root][INFO] - Class_19 Result: iou 0.4288.
[2021-06-14 14:08:34,173][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 14:08:41,820][root][INFO] - Epoch: [23/50][10/1216] Data 0.001 (0.321) Batch 0.390 (0.764) Loss 0.2008 
[2021-06-14 14:08:45,645][root][INFO] - Epoch: [23/50][20/1216] Data 0.001 (0.161) Batch 0.382 (0.573) Loss 0.2254 
[2021-06-14 14:08:49,480][root][INFO] - Epoch: [23/50][30/1216] Data 0.001 (0.108) Batch 0.386 (0.510) Loss 0.2459 
[2021-06-14 14:08:53,317][root][INFO] - Epoch: [23/50][40/1216] Data 0.001 (0.081) Batch 0.381 (0.478) Loss 0.3828 
[2021-06-14 14:08:57,154][root][INFO] - Epoch: [23/50][50/1216] Data 0.001 (0.065) Batch 0.382 (0.460) Loss 0.2599 
[2021-06-14 14:09:00,984][root][INFO] - Epoch: [23/50][60/1216] Data 0.001 (0.054) Batch 0.384 (0.447) Loss 0.1564 
[2021-06-14 14:09:04,820][root][INFO] - Epoch: [23/50][70/1216] Data 0.001 (0.047) Batch 0.383 (0.438) Loss 0.2241 
[2021-06-14 14:09:08,646][root][INFO] - Epoch: [23/50][80/1216] Data 0.001 (0.041) Batch 0.382 (0.431) Loss 0.2082 
[2021-06-14 14:09:12,477][root][INFO] - Epoch: [23/50][90/1216] Data 0.001 (0.037) Batch 0.383 (0.426) Loss 0.2405 
[2021-06-14 14:09:16,319][root][INFO] - Epoch: [23/50][100/1216] Data 0.001 (0.033) Batch 0.382 (0.421) Loss 0.2712 
[2021-06-14 14:09:20,150][root][INFO] - Epoch: [23/50][110/1216] Data 0.001 (0.030) Batch 0.381 (0.418) Loss 0.2383 
[2021-06-14 14:09:23,986][root][INFO] - Epoch: [23/50][120/1216] Data 0.001 (0.028) Batch 0.386 (0.415) Loss 0.2382 
[2021-06-14 14:09:27,833][root][INFO] - Epoch: [23/50][130/1216] Data 0.001 (0.026) Batch 0.388 (0.413) Loss 0.2491 
[2021-06-14 14:09:31,695][root][INFO] - Epoch: [23/50][140/1216] Data 0.001 (0.024) Batch 0.388 (0.411) Loss 0.2074 
[2021-06-14 14:09:35,537][root][INFO] - Epoch: [23/50][150/1216] Data 0.001 (0.022) Batch 0.382 (0.409) Loss 0.2023 
[2021-06-14 14:09:39,370][root][INFO] - Epoch: [23/50][160/1216] Data 0.001 (0.021) Batch 0.384 (0.407) Loss 0.2447 
[2021-06-14 14:09:43,205][root][INFO] - Epoch: [23/50][170/1216] Data 0.001 (0.020) Batch 0.388 (0.406) Loss 0.1858 
[2021-06-14 14:09:47,044][root][INFO] - Epoch: [23/50][180/1216] Data 0.001 (0.019) Batch 0.383 (0.405) Loss 0.1975 
[2021-06-14 14:09:50,887][root][INFO] - Epoch: [23/50][190/1216] Data 0.001 (0.018) Batch 0.383 (0.404) Loss 0.2000 
[2021-06-14 14:09:54,729][root][INFO] - Epoch: [23/50][200/1216] Data 0.001 (0.017) Batch 0.383 (0.403) Loss 0.2180 
[2021-06-14 14:09:58,574][root][INFO] - Epoch: [23/50][210/1216] Data 0.001 (0.016) Batch 0.383 (0.402) Loss 0.1898 
[2021-06-14 14:10:02,424][root][INFO] - Epoch: [23/50][220/1216] Data 0.001 (0.015) Batch 0.382 (0.401) Loss 0.2044 
[2021-06-14 14:10:06,275][root][INFO] - Epoch: [23/50][230/1216] Data 0.001 (0.015) Batch 0.383 (0.400) Loss 0.2024 
[2021-06-14 14:10:10,101][root][INFO] - Epoch: [23/50][240/1216] Data 0.001 (0.014) Batch 0.381 (0.400) Loss 0.2486 
[2021-06-14 14:10:13,938][root][INFO] - Epoch: [23/50][250/1216] Data 0.001 (0.014) Batch 0.384 (0.399) Loss 0.2324 
[2021-06-14 14:10:17,785][root][INFO] - Epoch: [23/50][260/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.2176 
[2021-06-14 14:10:21,638][root][INFO] - Epoch: [23/50][270/1216] Data 0.001 (0.013) Batch 0.389 (0.398) Loss 0.1838 
[2021-06-14 14:10:25,495][root][INFO] - Epoch: [23/50][280/1216] Data 0.001 (0.012) Batch 0.388 (0.398) Loss 0.1653 
[2021-06-14 14:10:29,341][root][INFO] - Epoch: [23/50][290/1216] Data 0.001 (0.012) Batch 0.388 (0.397) Loss 0.1794 
[2021-06-14 14:10:33,178][root][INFO] - Epoch: [23/50][300/1216] Data 0.001 (0.012) Batch 0.385 (0.397) Loss 0.2200 
[2021-06-14 14:10:37,011][root][INFO] - Epoch: [23/50][310/1216] Data 0.001 (0.011) Batch 0.385 (0.396) Loss 0.2397 
[2021-06-14 14:10:40,855][root][INFO] - Epoch: [23/50][320/1216] Data 0.001 (0.011) Batch 0.385 (0.396) Loss 0.1781 
[2021-06-14 14:10:44,697][root][INFO] - Epoch: [23/50][330/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.1727 
[2021-06-14 14:10:48,550][root][INFO] - Epoch: [23/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.2389 
[2021-06-14 14:10:52,397][root][INFO] - Epoch: [23/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2201 
[2021-06-14 14:10:56,243][root][INFO] - Epoch: [23/50][360/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1514 
[2021-06-14 14:11:00,078][root][INFO] - Epoch: [23/50][370/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.2590 
[2021-06-14 14:11:03,913][root][INFO] - Epoch: [23/50][380/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1919 
[2021-06-14 14:11:07,751][root][INFO] - Epoch: [23/50][390/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.1719 
[2021-06-14 14:11:11,592][root][INFO] - Epoch: [23/50][400/1216] Data 0.001 (0.009) Batch 0.385 (0.394) Loss 0.2515 
[2021-06-14 14:11:15,427][root][INFO] - Epoch: [23/50][410/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.2099 
[2021-06-14 14:11:19,263][root][INFO] - Epoch: [23/50][420/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2807 
[2021-06-14 14:11:23,093][root][INFO] - Epoch: [23/50][430/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.2137 
[2021-06-14 14:11:26,929][root][INFO] - Epoch: [23/50][440/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.2052 
[2021-06-14 14:11:30,762][root][INFO] - Epoch: [23/50][450/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.2673 
[2021-06-14 14:11:34,596][root][INFO] - Epoch: [23/50][460/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2098 
[2021-06-14 14:11:38,444][root][INFO] - Epoch: [23/50][470/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.1923 
[2021-06-14 14:11:42,269][root][INFO] - Epoch: [23/50][480/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.2088 
[2021-06-14 14:11:46,091][root][INFO] - Epoch: [23/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1522 
[2021-06-14 14:11:49,924][root][INFO] - Epoch: [23/50][500/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2089 
[2021-06-14 14:11:53,756][root][INFO] - Epoch: [23/50][510/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.2464 
[2021-06-14 14:11:57,596][root][INFO] - Epoch: [23/50][520/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2416 
[2021-06-14 14:12:01,456][root][INFO] - Epoch: [23/50][530/1216] Data 0.001 (0.007) Batch 0.389 (0.391) Loss 0.1904 
[2021-06-14 14:12:05,300][root][INFO] - Epoch: [23/50][540/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1956 
[2021-06-14 14:12:09,150][root][INFO] - Epoch: [23/50][550/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1805 
[2021-06-14 14:12:13,000][root][INFO] - Epoch: [23/50][560/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.1941 
[2021-06-14 14:12:16,836][root][INFO] - Epoch: [23/50][570/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2427 
[2021-06-14 14:12:20,679][root][INFO] - Epoch: [23/50][580/1216] Data 0.001 (0.006) Batch 0.388 (0.391) Loss 0.2008 
[2021-06-14 14:12:24,508][root][INFO] - Epoch: [23/50][590/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2180 
[2021-06-14 14:12:28,337][root][INFO] - Epoch: [23/50][600/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2497 
[2021-06-14 14:12:32,188][root][INFO] - Epoch: [23/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2991 
[2021-06-14 14:12:36,032][root][INFO] - Epoch: [23/50][620/1216] Data 0.002 (0.006) Batch 0.388 (0.390) Loss 0.2014 
[2021-06-14 14:12:39,877][root][INFO] - Epoch: [23/50][630/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.2057 
[2021-06-14 14:12:43,724][root][INFO] - Epoch: [23/50][640/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1997 
[2021-06-14 14:12:47,564][root][INFO] - Epoch: [23/50][650/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2515 
[2021-06-14 14:12:51,397][root][INFO] - Epoch: [23/50][660/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1979 
[2021-06-14 14:12:55,243][root][INFO] - Epoch: [23/50][670/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2111 
[2021-06-14 14:12:59,076][root][INFO] - Epoch: [23/50][680/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.2795 
[2021-06-14 14:13:02,917][root][INFO] - Epoch: [23/50][690/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1895 
[2021-06-14 14:13:06,756][root][INFO] - Epoch: [23/50][700/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2194 
[2021-06-14 14:13:10,588][root][INFO] - Epoch: [23/50][710/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2143 
[2021-06-14 14:13:14,434][root][INFO] - Epoch: [23/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1923 
[2021-06-14 14:13:18,265][root][INFO] - Epoch: [23/50][730/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2404 
[2021-06-14 14:13:22,124][root][INFO] - Epoch: [23/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2179 
[2021-06-14 14:13:25,974][root][INFO] - Epoch: [23/50][750/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2324 
[2021-06-14 14:13:29,811][root][INFO] - Epoch: [23/50][760/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2565 
[2021-06-14 14:13:33,652][root][INFO] - Epoch: [23/50][770/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2421 
[2021-06-14 14:13:37,483][root][INFO] - Epoch: [23/50][780/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2486 
[2021-06-14 14:13:41,318][root][INFO] - Epoch: [23/50][790/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1884 
[2021-06-14 14:13:45,165][root][INFO] - Epoch: [23/50][800/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1527 
[2021-06-14 14:13:49,014][root][INFO] - Epoch: [23/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1993 
[2021-06-14 14:13:52,850][root][INFO] - Epoch: [23/50][820/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2863 
[2021-06-14 14:13:56,685][root][INFO] - Epoch: [23/50][830/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2212 
[2021-06-14 14:14:00,526][root][INFO] - Epoch: [23/50][840/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.2312 
[2021-06-14 14:14:04,356][root][INFO] - Epoch: [23/50][850/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2242 
[2021-06-14 14:14:08,192][root][INFO] - Epoch: [23/50][860/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.2367 
[2021-06-14 14:14:12,031][root][INFO] - Epoch: [23/50][870/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.2120 
[2021-06-14 14:14:15,866][root][INFO] - Epoch: [23/50][880/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2091 
[2021-06-14 14:14:19,705][root][INFO] - Epoch: [23/50][890/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2945 
[2021-06-14 14:14:23,575][root][INFO] - Epoch: [23/50][900/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.2388 
[2021-06-14 14:14:27,416][root][INFO] - Epoch: [23/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2629 
[2021-06-14 14:14:31,260][root][INFO] - Epoch: [23/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2793 
[2021-06-14 14:14:35,088][root][INFO] - Epoch: [23/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2442 
[2021-06-14 14:14:38,952][root][INFO] - Epoch: [23/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2475 
[2021-06-14 14:14:42,793][root][INFO] - Epoch: [23/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2138 
[2021-06-14 14:14:46,636][root][INFO] - Epoch: [23/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2766 
[2021-06-14 14:14:50,479][root][INFO] - Epoch: [23/50][970/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2636 
[2021-06-14 14:14:54,315][root][INFO] - Epoch: [23/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2587 
[2021-06-14 14:14:58,137][root][INFO] - Epoch: [23/50][990/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2514 
[2021-06-14 14:15:01,998][root][INFO] - Epoch: [23/50][1000/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2057 
[2021-06-14 14:15:05,842][root][INFO] - Epoch: [23/50][1010/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2957 
[2021-06-14 14:15:09,680][root][INFO] - Epoch: [23/50][1020/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2196 
[2021-06-14 14:15:13,517][root][INFO] - Epoch: [23/50][1030/1216] Data 0.002 (0.004) Batch 0.383 (0.388) Loss 0.2459 
[2021-06-14 14:15:17,348][root][INFO] - Epoch: [23/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2326 
[2021-06-14 14:15:21,186][root][INFO] - Epoch: [23/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1751 
[2021-06-14 14:15:25,015][root][INFO] - Epoch: [23/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1622 
[2021-06-14 14:15:28,856][root][INFO] - Epoch: [23/50][1070/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2302 
[2021-06-14 14:15:32,691][root][INFO] - Epoch: [23/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1582 
[2021-06-14 14:15:36,527][root][INFO] - Epoch: [23/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2937 
[2021-06-14 14:15:40,364][root][INFO] - Epoch: [23/50][1100/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2378 
[2021-06-14 14:15:44,206][root][INFO] - Epoch: [23/50][1110/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2104 
[2021-06-14 14:15:48,062][root][INFO] - Epoch: [23/50][1120/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1614 
[2021-06-14 14:15:51,909][root][INFO] - Epoch: [23/50][1130/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2628 
[2021-06-14 14:15:55,748][root][INFO] - Epoch: [23/50][1140/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2568 
[2021-06-14 14:15:59,589][root][INFO] - Epoch: [23/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2459 
[2021-06-14 14:16:03,441][root][INFO] - Epoch: [23/50][1160/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.2532 
[2021-06-14 14:16:07,295][root][INFO] - Epoch: [23/50][1170/1216] Data 0.001 (0.004) Batch 0.390 (0.387) Loss 0.2448 
[2021-06-14 14:16:11,152][root][INFO] - Epoch: [23/50][1180/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2577 
[2021-06-14 14:16:14,993][root][INFO] - Epoch: [23/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2878 
[2021-06-14 14:16:18,817][root][INFO] - Epoch: [23/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2550 
[2021-06-14 14:16:22,644][root][INFO] - Epoch: [23/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.3323 
[2021-06-14 14:16:25,218][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 14:17:19,596][root][INFO] - Val result: mIoU 0.6174.
[2021-06-14 14:17:19,597][root][INFO] - Class_0 Result: iou 0.7942.
[2021-06-14 14:17:19,597][root][INFO] - Class_1 Result: iou 0.8613.
[2021-06-14 14:17:19,598][root][INFO] - Class_2 Result: iou 0.5603.
[2021-06-14 14:17:19,598][root][INFO] - Class_3 Result: iou 0.7558.
[2021-06-14 14:17:19,598][root][INFO] - Class_4 Result: iou 0.6653.
[2021-06-14 14:17:19,598][root][INFO] - Class_5 Result: iou 0.6260.
[2021-06-14 14:17:19,599][root][INFO] - Class_6 Result: iou 0.6723.
[2021-06-14 14:17:19,599][root][INFO] - Class_7 Result: iou 0.5942.
[2021-06-14 14:17:19,599][root][INFO] - Class_8 Result: iou 0.4816.
[2021-06-14 14:17:19,600][root][INFO] - Class_9 Result: iou 0.5920.
[2021-06-14 14:17:19,600][root][INFO] - Class_10 Result: iou 0.3877.
[2021-06-14 14:17:19,601][root][INFO] - Class_11 Result: iou 0.4350.
[2021-06-14 14:17:19,601][root][INFO] - Class_12 Result: iou 0.5629.
[2021-06-14 14:17:19,602][root][INFO] - Class_13 Result: iou 0.5273.
[2021-06-14 14:17:19,602][root][INFO] - Class_14 Result: iou 0.6180.
[2021-06-14 14:17:19,602][root][INFO] - Class_15 Result: iou 0.5438.
[2021-06-14 14:17:19,602][root][INFO] - Class_16 Result: iou 0.8707.
[2021-06-14 14:17:19,603][root][INFO] - Class_17 Result: iou 0.5843.
[2021-06-14 14:17:19,603][root][INFO] - Class_18 Result: iou 0.7868.
[2021-06-14 14:17:19,603][root][INFO] - Class_19 Result: iou 0.4291.
[2021-06-14 14:17:19,936][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 14:17:27,502][root][INFO] - Epoch: [24/50][10/1216] Data 0.001 (0.307) Batch 0.387 (0.756) Loss 0.1983 
[2021-06-14 14:17:31,348][root][INFO] - Epoch: [24/50][20/1216] Data 0.001 (0.154) Batch 0.386 (0.570) Loss 0.2206 
[2021-06-14 14:17:35,177][root][INFO] - Epoch: [24/50][30/1216] Data 0.001 (0.103) Batch 0.387 (0.508) Loss 0.1875 
[2021-06-14 14:17:39,014][root][INFO] - Epoch: [24/50][40/1216] Data 0.001 (0.077) Batch 0.384 (0.477) Loss 0.2409 
[2021-06-14 14:17:42,850][root][INFO] - Epoch: [24/50][50/1216] Data 0.001 (0.062) Batch 0.390 (0.458) Loss 0.2030 
[2021-06-14 14:17:46,681][root][INFO] - Epoch: [24/50][60/1216] Data 0.001 (0.052) Batch 0.381 (0.446) Loss 0.2338 
[2021-06-14 14:17:50,506][root][INFO] - Epoch: [24/50][70/1216] Data 0.001 (0.045) Batch 0.383 (0.437) Loss 0.1953 
[2021-06-14 14:17:54,335][root][INFO] - Epoch: [24/50][80/1216] Data 0.001 (0.039) Batch 0.383 (0.430) Loss 0.3395 
[2021-06-14 14:17:58,167][root][INFO] - Epoch: [24/50][90/1216] Data 0.001 (0.035) Batch 0.384 (0.425) Loss 0.1796 
[2021-06-14 14:18:02,002][root][INFO] - Epoch: [24/50][100/1216] Data 0.001 (0.032) Batch 0.383 (0.421) Loss 0.2040 
[2021-06-14 14:18:05,844][root][INFO] - Epoch: [24/50][110/1216] Data 0.001 (0.029) Batch 0.387 (0.417) Loss 0.1753 
[2021-06-14 14:18:09,678][root][INFO] - Epoch: [24/50][120/1216] Data 0.001 (0.026) Batch 0.386 (0.414) Loss 0.2207 
[2021-06-14 14:18:13,509][root][INFO] - Epoch: [24/50][130/1216] Data 0.001 (0.024) Batch 0.382 (0.412) Loss 0.2342 
[2021-06-14 14:18:17,346][root][INFO] - Epoch: [24/50][140/1216] Data 0.001 (0.023) Batch 0.388 (0.410) Loss 0.2474 
[2021-06-14 14:18:21,179][root][INFO] - Epoch: [24/50][150/1216] Data 0.001 (0.021) Batch 0.382 (0.408) Loss 0.2202 
[2021-06-14 14:18:25,025][root][INFO] - Epoch: [24/50][160/1216] Data 0.001 (0.020) Batch 0.388 (0.407) Loss 0.1947 
[2021-06-14 14:18:28,861][root][INFO] - Epoch: [24/50][170/1216] Data 0.001 (0.019) Batch 0.384 (0.405) Loss 0.1766 
[2021-06-14 14:18:32,718][root][INFO] - Epoch: [24/50][180/1216] Data 0.001 (0.018) Batch 0.383 (0.404) Loss 0.2540 
[2021-06-14 14:18:36,574][root][INFO] - Epoch: [24/50][190/1216] Data 0.001 (0.017) Batch 0.385 (0.403) Loss 0.2401 
[2021-06-14 14:18:40,423][root][INFO] - Epoch: [24/50][200/1216] Data 0.001 (0.016) Batch 0.382 (0.402) Loss 0.1529 
[2021-06-14 14:18:44,265][root][INFO] - Epoch: [24/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.402) Loss 0.1895 
[2021-06-14 14:18:48,109][root][INFO] - Epoch: [24/50][220/1216] Data 0.001 (0.015) Batch 0.390 (0.401) Loss 0.2276 
[2021-06-14 14:18:51,950][root][INFO] - Epoch: [24/50][230/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.1866 
[2021-06-14 14:18:55,801][root][INFO] - Epoch: [24/50][240/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 0.1559 
[2021-06-14 14:18:59,646][root][INFO] - Epoch: [24/50][250/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.1782 
[2021-06-14 14:19:03,491][root][INFO] - Epoch: [24/50][260/1216] Data 0.001 (0.013) Batch 0.383 (0.398) Loss 0.2103 
[2021-06-14 14:19:07,318][root][INFO] - Epoch: [24/50][270/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.1923 
[2021-06-14 14:19:11,152][root][INFO] - Epoch: [24/50][280/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.2512 
[2021-06-14 14:19:14,992][root][INFO] - Epoch: [24/50][290/1216] Data 0.001 (0.011) Batch 0.384 (0.397) Loss 0.2172 
[2021-06-14 14:19:18,824][root][INFO] - Epoch: [24/50][300/1216] Data 0.001 (0.011) Batch 0.385 (0.396) Loss 0.2544 
[2021-06-14 14:19:22,679][root][INFO] - Epoch: [24/50][310/1216] Data 0.001 (0.011) Batch 0.391 (0.396) Loss 0.1964 
[2021-06-14 14:19:26,513][root][INFO] - Epoch: [24/50][320/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.1594 
[2021-06-14 14:19:30,366][root][INFO] - Epoch: [24/50][330/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.2030 
[2021-06-14 14:19:34,195][root][INFO] - Epoch: [24/50][340/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.2080 
[2021-06-14 14:19:38,046][root][INFO] - Epoch: [24/50][350/1216] Data 0.001 (0.010) Batch 0.386 (0.395) Loss 0.2476 
[2021-06-14 14:19:41,896][root][INFO] - Epoch: [24/50][360/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.2614 
[2021-06-14 14:19:45,737][root][INFO] - Epoch: [24/50][370/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.2277 
[2021-06-14 14:19:49,568][root][INFO] - Epoch: [24/50][380/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1762 
[2021-06-14 14:19:53,405][root][INFO] - Epoch: [24/50][390/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1630 
[2021-06-14 14:19:57,261][root][INFO] - Epoch: [24/50][400/1216] Data 0.001 (0.009) Batch 0.386 (0.393) Loss 0.2020 
[2021-06-14 14:20:01,100][root][INFO] - Epoch: [24/50][410/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2313 
[2021-06-14 14:20:04,943][root][INFO] - Epoch: [24/50][420/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2066 
[2021-06-14 14:20:08,781][root][INFO] - Epoch: [24/50][430/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1773 
[2021-06-14 14:20:12,626][root][INFO] - Epoch: [24/50][440/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2148 
[2021-06-14 14:20:16,467][root][INFO] - Epoch: [24/50][450/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.2567 
[2021-06-14 14:20:20,304][root][INFO] - Epoch: [24/50][460/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.1999 
[2021-06-14 14:20:24,131][root][INFO] - Epoch: [24/50][470/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2730 
[2021-06-14 14:20:27,974][root][INFO] - Epoch: [24/50][480/1216] Data 0.001 (0.007) Batch 0.389 (0.392) Loss 0.2816 
[2021-06-14 14:20:31,824][root][INFO] - Epoch: [24/50][490/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.2543 
[2021-06-14 14:20:35,676][root][INFO] - Epoch: [24/50][500/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.2265 
[2021-06-14 14:20:39,515][root][INFO] - Epoch: [24/50][510/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2028 
[2021-06-14 14:20:43,359][root][INFO] - Epoch: [24/50][520/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1404 
[2021-06-14 14:20:47,210][root][INFO] - Epoch: [24/50][530/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.3017 
[2021-06-14 14:20:51,067][root][INFO] - Epoch: [24/50][540/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1551 
[2021-06-14 14:20:54,902][root][INFO] - Epoch: [24/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1930 
[2021-06-14 14:20:58,744][root][INFO] - Epoch: [24/50][560/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.2553 
[2021-06-14 14:21:02,589][root][INFO] - Epoch: [24/50][570/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.2329 
[2021-06-14 14:21:06,436][root][INFO] - Epoch: [24/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2084 
[2021-06-14 14:21:10,290][root][INFO] - Epoch: [24/50][590/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1466 
[2021-06-14 14:21:14,123][root][INFO] - Epoch: [24/50][600/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2282 
[2021-06-14 14:21:17,969][root][INFO] - Epoch: [24/50][610/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2636 
[2021-06-14 14:21:21,801][root][INFO] - Epoch: [24/50][620/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2984 
[2021-06-14 14:21:25,630][root][INFO] - Epoch: [24/50][630/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2083 
[2021-06-14 14:21:29,469][root][INFO] - Epoch: [24/50][640/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1786 
[2021-06-14 14:21:33,321][root][INFO] - Epoch: [24/50][650/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.2035 
[2021-06-14 14:21:37,168][root][INFO] - Epoch: [24/50][660/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2210 
[2021-06-14 14:21:41,010][root][INFO] - Epoch: [24/50][670/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.1455 
[2021-06-14 14:21:44,854][root][INFO] - Epoch: [24/50][680/1216] Data 0.001 (0.005) Batch 0.390 (0.390) Loss 0.2608 
[2021-06-14 14:21:48,699][root][INFO] - Epoch: [24/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.2631 
[2021-06-14 14:21:52,534][root][INFO] - Epoch: [24/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1981 
[2021-06-14 14:21:56,383][root][INFO] - Epoch: [24/50][710/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2152 
[2021-06-14 14:22:00,230][root][INFO] - Epoch: [24/50][720/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2405 
[2021-06-14 14:22:04,070][root][INFO] - Epoch: [24/50][730/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1978 
[2021-06-14 14:22:07,916][root][INFO] - Epoch: [24/50][740/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2321 
[2021-06-14 14:22:11,755][root][INFO] - Epoch: [24/50][750/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1719 
[2021-06-14 14:22:15,590][root][INFO] - Epoch: [24/50][760/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2268 
[2021-06-14 14:22:19,438][root][INFO] - Epoch: [24/50][770/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2043 
[2021-06-14 14:22:23,275][root][INFO] - Epoch: [24/50][780/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.3022 
[2021-06-14 14:22:27,120][root][INFO] - Epoch: [24/50][790/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1539 
[2021-06-14 14:22:30,972][root][INFO] - Epoch: [24/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1779 
[2021-06-14 14:22:34,803][root][INFO] - Epoch: [24/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1947 
[2021-06-14 14:22:38,652][root][INFO] - Epoch: [24/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2514 
[2021-06-14 14:22:42,489][root][INFO] - Epoch: [24/50][830/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1919 
[2021-06-14 14:22:46,342][root][INFO] - Epoch: [24/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2488 
[2021-06-14 14:22:50,188][root][INFO] - Epoch: [24/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.2358 
[2021-06-14 14:22:54,019][root][INFO] - Epoch: [24/50][860/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1841 
[2021-06-14 14:22:57,871][root][INFO] - Epoch: [24/50][870/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1766 
[2021-06-14 14:23:01,715][root][INFO] - Epoch: [24/50][880/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2204 
[2021-06-14 14:23:05,557][root][INFO] - Epoch: [24/50][890/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2420 
[2021-06-14 14:23:09,393][root][INFO] - Epoch: [24/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2041 
[2021-06-14 14:23:13,232][root][INFO] - Epoch: [24/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1868 
[2021-06-14 14:23:17,062][root][INFO] - Epoch: [24/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2283 
[2021-06-14 14:23:20,913][root][INFO] - Epoch: [24/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2021 
[2021-06-14 14:23:24,751][root][INFO] - Epoch: [24/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2234 
[2021-06-14 14:23:28,592][root][INFO] - Epoch: [24/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2038 
[2021-06-14 14:23:32,449][root][INFO] - Epoch: [24/50][960/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2138 
[2021-06-14 14:23:36,282][root][INFO] - Epoch: [24/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2661 
[2021-06-14 14:23:40,113][root][INFO] - Epoch: [24/50][980/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2266 
[2021-06-14 14:23:43,962][root][INFO] - Epoch: [24/50][990/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2150 
[2021-06-14 14:23:47,823][root][INFO] - Epoch: [24/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1951 
[2021-06-14 14:23:51,665][root][INFO] - Epoch: [24/50][1010/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1821 
[2021-06-14 14:23:55,530][root][INFO] - Epoch: [24/50][1020/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2304 
[2021-06-14 14:23:59,377][root][INFO] - Epoch: [24/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2240 
[2021-06-14 14:24:03,230][root][INFO] - Epoch: [24/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2176 
[2021-06-14 14:24:07,062][root][INFO] - Epoch: [24/50][1050/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2303 
[2021-06-14 14:24:10,907][root][INFO] - Epoch: [24/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2081 
[2021-06-14 14:24:14,748][root][INFO] - Epoch: [24/50][1070/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2057 
[2021-06-14 14:24:18,593][root][INFO] - Epoch: [24/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1943 
[2021-06-14 14:24:22,428][root][INFO] - Epoch: [24/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2016 
[2021-06-14 14:24:26,261][root][INFO] - Epoch: [24/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1481 
[2021-06-14 14:24:30,112][root][INFO] - Epoch: [24/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1697 
[2021-06-14 14:24:33,954][root][INFO] - Epoch: [24/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2694 
[2021-06-14 14:24:37,789][root][INFO] - Epoch: [24/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1706 
[2021-06-14 14:24:41,622][root][INFO] - Epoch: [24/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2011 
[2021-06-14 14:24:45,461][root][INFO] - Epoch: [24/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2078 
[2021-06-14 14:24:49,294][root][INFO] - Epoch: [24/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2018 
[2021-06-14 14:24:53,138][root][INFO] - Epoch: [24/50][1170/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2240 
[2021-06-14 14:24:56,976][root][INFO] - Epoch: [24/50][1180/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2354 
[2021-06-14 14:25:00,819][root][INFO] - Epoch: [24/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1876 
[2021-06-14 14:25:04,638][root][INFO] - Epoch: [24/50][1200/1216] Data 0.001 (0.003) Batch 0.386 (0.387) Loss 0.1799 
[2021-06-14 14:25:08,473][root][INFO] - Epoch: [24/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2126 
[2021-06-14 14:25:11,040][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 14:25:12,419][root][INFO] - Test: [1/680] 
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[2021-06-14 14:26:03,714][root][INFO] - Test: [661/680] 
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[2021-06-14 14:26:03,981][root][INFO] - Test: [665/680] 
[2021-06-14 14:26:04,048][root][INFO] - Test: [666/680] 
[2021-06-14 14:26:04,115][root][INFO] - Test: [667/680] 
[2021-06-14 14:26:04,182][root][INFO] - Test: [668/680] 
[2021-06-14 14:26:04,249][root][INFO] - Test: [669/680] 
[2021-06-14 14:26:04,316][root][INFO] - Test: [670/680] 
[2021-06-14 14:26:04,383][root][INFO] - Test: [671/680] 
[2021-06-14 14:26:04,451][root][INFO] - Test: [672/680] 
[2021-06-14 14:26:04,518][root][INFO] - Test: [673/680] 
[2021-06-14 14:26:04,585][root][INFO] - Test: [674/680] 
[2021-06-14 14:26:04,652][root][INFO] - Test: [675/680] 
[2021-06-14 14:26:04,718][root][INFO] - Test: [676/680] 
[2021-06-14 14:26:04,785][root][INFO] - Test: [677/680] 
[2021-06-14 14:26:04,852][root][INFO] - Test: [678/680] 
[2021-06-14 14:26:04,918][root][INFO] - Test: [679/680] 
[2021-06-14 14:26:04,959][root][INFO] - Test: [680/680] 
[2021-06-14 14:26:05,269][root][INFO] - Val result: mIoU 0.6201.
[2021-06-14 14:26:05,269][root][INFO] - Class_0 Result: iou 0.7899.
[2021-06-14 14:26:05,269][root][INFO] - Class_1 Result: iou 0.8695.
[2021-06-14 14:26:05,269][root][INFO] - Class_2 Result: iou 0.5661.
[2021-06-14 14:26:05,269][root][INFO] - Class_3 Result: iou 0.7572.
[2021-06-14 14:26:05,269][root][INFO] - Class_4 Result: iou 0.6687.
[2021-06-14 14:26:05,270][root][INFO] - Class_5 Result: iou 0.6318.
[2021-06-14 14:26:05,270][root][INFO] - Class_6 Result: iou 0.6810.
[2021-06-14 14:26:05,270][root][INFO] - Class_7 Result: iou 0.5934.
[2021-06-14 14:26:05,270][root][INFO] - Class_8 Result: iou 0.4931.
[2021-06-14 14:26:05,270][root][INFO] - Class_9 Result: iou 0.6033.
[2021-06-14 14:26:05,270][root][INFO] - Class_10 Result: iou 0.3480.
[2021-06-14 14:26:05,270][root][INFO] - Class_11 Result: iou 0.4639.
[2021-06-14 14:26:05,270][root][INFO] - Class_12 Result: iou 0.5551.
[2021-06-14 14:26:05,270][root][INFO] - Class_13 Result: iou 0.5208.
[2021-06-14 14:26:05,270][root][INFO] - Class_14 Result: iou 0.6020.
[2021-06-14 14:26:05,270][root][INFO] - Class_15 Result: iou 0.5282.
[2021-06-14 14:26:05,270][root][INFO] - Class_16 Result: iou 0.8770.
[2021-06-14 14:26:05,270][root][INFO] - Class_17 Result: iou 0.6208.
[2021-06-14 14:26:05,270][root][INFO] - Class_18 Result: iou 0.7968.
[2021-06-14 14:26:05,270][root][INFO] - Class_19 Result: iou 0.4354.
[2021-06-14 14:26:05,270][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 14:26:13,445][root][INFO] - Epoch: [25/50][10/1216] Data 0.001 (0.376) Batch 0.382 (0.817) Loss 0.1553 
[2021-06-14 14:26:17,263][root][INFO] - Epoch: [25/50][20/1216] Data 0.001 (0.188) Batch 0.381 (0.599) Loss 0.1598 
[2021-06-14 14:26:21,115][root][INFO] - Epoch: [25/50][30/1216] Data 0.001 (0.126) Batch 0.382 (0.528) Loss 0.1873 
[2021-06-14 14:26:24,937][root][INFO] - Epoch: [25/50][40/1216] Data 0.001 (0.095) Batch 0.385 (0.491) Loss 0.1873 
[2021-06-14 14:26:28,760][root][INFO] - Epoch: [25/50][50/1216] Data 0.001 (0.076) Batch 0.384 (0.470) Loss 0.1885 
[2021-06-14 14:26:32,578][root][INFO] - Epoch: [25/50][60/1216] Data 0.001 (0.063) Batch 0.381 (0.455) Loss 0.1952 
[2021-06-14 14:26:36,418][root][INFO] - Epoch: [25/50][70/1216] Data 0.001 (0.054) Batch 0.381 (0.445) Loss 0.1519 
[2021-06-14 14:26:40,239][root][INFO] - Epoch: [25/50][80/1216] Data 0.001 (0.048) Batch 0.384 (0.437) Loss 0.2665 
[2021-06-14 14:26:44,070][root][INFO] - Epoch: [25/50][90/1216] Data 0.001 (0.043) Batch 0.387 (0.431) Loss 0.2030 
[2021-06-14 14:26:47,893][root][INFO] - Epoch: [25/50][100/1216] Data 0.001 (0.038) Batch 0.381 (0.426) Loss 0.2376 
[2021-06-14 14:26:51,717][root][INFO] - Epoch: [25/50][110/1216] Data 0.001 (0.035) Batch 0.384 (0.422) Loss 0.2480 
[2021-06-14 14:26:55,556][root][INFO] - Epoch: [25/50][120/1216] Data 0.001 (0.032) Batch 0.383 (0.419) Loss 0.2027 
[2021-06-14 14:26:59,407][root][INFO] - Epoch: [25/50][130/1216] Data 0.001 (0.030) Batch 0.381 (0.416) Loss 0.2113 
[2021-06-14 14:27:03,235][root][INFO] - Epoch: [25/50][140/1216] Data 0.001 (0.028) Batch 0.382 (0.414) Loss 0.2094 
[2021-06-14 14:27:07,068][root][INFO] - Epoch: [25/50][150/1216] Data 0.001 (0.026) Batch 0.382 (0.412) Loss 0.2053 
[2021-06-14 14:27:10,904][root][INFO] - Epoch: [25/50][160/1216] Data 0.001 (0.024) Batch 0.381 (0.410) Loss 0.2144 
[2021-06-14 14:27:14,741][root][INFO] - Epoch: [25/50][170/1216] Data 0.001 (0.023) Batch 0.381 (0.409) Loss 0.2685 
[2021-06-14 14:27:18,586][root][INFO] - Epoch: [25/50][180/1216] Data 0.001 (0.022) Batch 0.391 (0.407) Loss 0.1834 
[2021-06-14 14:27:22,433][root][INFO] - Epoch: [25/50][190/1216] Data 0.001 (0.021) Batch 0.385 (0.406) Loss 0.2642 
[2021-06-14 14:27:26,273][root][INFO] - Epoch: [25/50][200/1216] Data 0.001 (0.020) Batch 0.385 (0.405) Loss 0.2167 
[2021-06-14 14:27:30,106][root][INFO] - Epoch: [25/50][210/1216] Data 0.001 (0.019) Batch 0.382 (0.404) Loss 0.2575 
[2021-06-14 14:27:33,941][root][INFO] - Epoch: [25/50][220/1216] Data 0.001 (0.018) Batch 0.385 (0.403) Loss 0.2020 
[2021-06-14 14:27:37,779][root][INFO] - Epoch: [25/50][230/1216] Data 0.001 (0.017) Batch 0.381 (0.402) Loss 0.1831 
[2021-06-14 14:27:41,615][root][INFO] - Epoch: [25/50][240/1216] Data 0.001 (0.017) Batch 0.384 (0.401) Loss 0.1363 
[2021-06-14 14:27:45,453][root][INFO] - Epoch: [25/50][250/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.1858 
[2021-06-14 14:27:49,295][root][INFO] - Epoch: [25/50][260/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.2015 
[2021-06-14 14:27:53,124][root][INFO] - Epoch: [25/50][270/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.1777 
[2021-06-14 14:27:56,965][root][INFO] - Epoch: [25/50][280/1216] Data 0.001 (0.014) Batch 0.384 (0.399) Loss 0.1882 
[2021-06-14 14:28:00,793][root][INFO] - Epoch: [25/50][290/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.2067 
[2021-06-14 14:28:04,635][root][INFO] - Epoch: [25/50][300/1216] Data 0.001 (0.013) Batch 0.392 (0.398) Loss 0.1991 
[2021-06-14 14:28:08,465][root][INFO] - Epoch: [25/50][310/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.1621 
[2021-06-14 14:28:12,307][root][INFO] - Epoch: [25/50][320/1216] Data 0.001 (0.013) Batch 0.387 (0.397) Loss 0.2336 
[2021-06-14 14:28:16,154][root][INFO] - Epoch: [25/50][330/1216] Data 0.001 (0.012) Batch 0.385 (0.397) Loss 0.1589 
[2021-06-14 14:28:20,001][root][INFO] - Epoch: [25/50][340/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.2365 
[2021-06-14 14:28:23,865][root][INFO] - Epoch: [25/50][350/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.2015 
[2021-06-14 14:28:27,705][root][INFO] - Epoch: [25/50][360/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.2184 
[2021-06-14 14:28:31,540][root][INFO] - Epoch: [25/50][370/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1754 
[2021-06-14 14:28:35,383][root][INFO] - Epoch: [25/50][380/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.1987 
[2021-06-14 14:28:39,222][root][INFO] - Epoch: [25/50][390/1216] Data 0.001 (0.011) Batch 0.389 (0.395) Loss 0.2014 
[2021-06-14 14:28:43,063][root][INFO] - Epoch: [25/50][400/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.2496 
[2021-06-14 14:28:46,915][root][INFO] - Epoch: [25/50][410/1216] Data 0.001 (0.010) Batch 0.385 (0.394) Loss 0.2159 
[2021-06-14 14:28:50,755][root][INFO] - Epoch: [25/50][420/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1856 
[2021-06-14 14:28:54,638][root][INFO] - Epoch: [25/50][430/1216] Data 0.002 (0.010) Batch 0.395 (0.394) Loss 0.2202 
[2021-06-14 14:28:58,498][root][INFO] - Epoch: [25/50][440/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.1599 
[2021-06-14 14:29:02,351][root][INFO] - Epoch: [25/50][450/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.1680 
[2021-06-14 14:29:06,198][root][INFO] - Epoch: [25/50][460/1216] Data 0.001 (0.009) Batch 0.385 (0.393) Loss 0.1970 
[2021-06-14 14:29:10,052][root][INFO] - Epoch: [25/50][470/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.1793 
[2021-06-14 14:29:13,899][root][INFO] - Epoch: [25/50][480/1216] Data 0.001 (0.009) Batch 0.385 (0.393) Loss 0.1904 
[2021-06-14 14:29:17,744][root][INFO] - Epoch: [25/50][490/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.1851 
[2021-06-14 14:29:21,597][root][INFO] - Epoch: [25/50][500/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2080 
[2021-06-14 14:29:25,443][root][INFO] - Epoch: [25/50][510/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.1953 
[2021-06-14 14:29:29,293][root][INFO] - Epoch: [25/50][520/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2112 
[2021-06-14 14:29:33,130][root][INFO] - Epoch: [25/50][530/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1921 
[2021-06-14 14:29:36,965][root][INFO] - Epoch: [25/50][540/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1904 
[2021-06-14 14:29:40,795][root][INFO] - Epoch: [25/50][550/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.2179 
[2021-06-14 14:29:44,630][root][INFO] - Epoch: [25/50][560/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2017 
[2021-06-14 14:29:48,475][root][INFO] - Epoch: [25/50][570/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.1512 
[2021-06-14 14:29:52,303][root][INFO] - Epoch: [25/50][580/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2021 
[2021-06-14 14:29:56,136][root][INFO] - Epoch: [25/50][590/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1692 
[2021-06-14 14:29:59,975][root][INFO] - Epoch: [25/50][600/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1891 
[2021-06-14 14:30:03,811][root][INFO] - Epoch: [25/50][610/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.2061 
[2021-06-14 14:30:07,646][root][INFO] - Epoch: [25/50][620/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.2531 
[2021-06-14 14:30:11,477][root][INFO] - Epoch: [25/50][630/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.1878 
[2021-06-14 14:30:15,305][root][INFO] - Epoch: [25/50][640/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2134 
[2021-06-14 14:30:19,160][root][INFO] - Epoch: [25/50][650/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2590 
[2021-06-14 14:30:23,008][root][INFO] - Epoch: [25/50][660/1216] Data 0.001 (0.007) Batch 0.389 (0.390) Loss 0.1492 
[2021-06-14 14:30:26,845][root][INFO] - Epoch: [25/50][670/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1977 
[2021-06-14 14:30:30,677][root][INFO] - Epoch: [25/50][680/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1904 
[2021-06-14 14:30:34,518][root][INFO] - Epoch: [25/50][690/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2188 
[2021-06-14 14:30:38,350][root][INFO] - Epoch: [25/50][700/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2247 
[2021-06-14 14:30:42,186][root][INFO] - Epoch: [25/50][710/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.1358 
[2021-06-14 14:30:46,032][root][INFO] - Epoch: [25/50][720/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2312 
[2021-06-14 14:30:49,863][root][INFO] - Epoch: [25/50][730/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2775 
[2021-06-14 14:30:53,707][root][INFO] - Epoch: [25/50][740/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2284 
[2021-06-14 14:30:57,564][root][INFO] - Epoch: [25/50][750/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2446 
[2021-06-14 14:31:01,396][root][INFO] - Epoch: [25/50][760/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.2028 
[2021-06-14 14:31:05,238][root][INFO] - Epoch: [25/50][770/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2473 
[2021-06-14 14:31:09,077][root][INFO] - Epoch: [25/50][780/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.2254 
[2021-06-14 14:31:12,914][root][INFO] - Epoch: [25/50][790/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1845 
[2021-06-14 14:31:16,752][root][INFO] - Epoch: [25/50][800/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.2229 
[2021-06-14 14:31:20,590][root][INFO] - Epoch: [25/50][810/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.2050 
[2021-06-14 14:31:24,441][root][INFO] - Epoch: [25/50][820/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2504 
[2021-06-14 14:31:28,266][root][INFO] - Epoch: [25/50][830/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2135 
[2021-06-14 14:31:32,111][root][INFO] - Epoch: [25/50][840/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2544 
[2021-06-14 14:31:35,952][root][INFO] - Epoch: [25/50][850/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2228 
[2021-06-14 14:31:39,792][root][INFO] - Epoch: [25/50][860/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.2768 
[2021-06-14 14:31:43,626][root][INFO] - Epoch: [25/50][870/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2628 
[2021-06-14 14:31:47,487][root][INFO] - Epoch: [25/50][880/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2664 
[2021-06-14 14:31:51,342][root][INFO] - Epoch: [25/50][890/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2376 
[2021-06-14 14:31:55,176][root][INFO] - Epoch: [25/50][900/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2194 
[2021-06-14 14:31:59,030][root][INFO] - Epoch: [25/50][910/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.1948 
[2021-06-14 14:32:02,881][root][INFO] - Epoch: [25/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2808 
[2021-06-14 14:32:06,717][root][INFO] - Epoch: [25/50][930/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.2013 
[2021-06-14 14:32:10,562][root][INFO] - Epoch: [25/50][940/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2077 
[2021-06-14 14:32:14,413][root][INFO] - Epoch: [25/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1819 
[2021-06-14 14:32:18,245][root][INFO] - Epoch: [25/50][960/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2524 
[2021-06-14 14:32:22,092][root][INFO] - Epoch: [25/50][970/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2145 
[2021-06-14 14:32:25,921][root][INFO] - Epoch: [25/50][980/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.2337 
[2021-06-14 14:32:29,753][root][INFO] - Epoch: [25/50][990/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2352 
[2021-06-14 14:32:33,593][root][INFO] - Epoch: [25/50][1000/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2014 
[2021-06-14 14:32:37,421][root][INFO] - Epoch: [25/50][1010/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2850 
[2021-06-14 14:32:41,257][root][INFO] - Epoch: [25/50][1020/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.2561 
[2021-06-14 14:32:45,095][root][INFO] - Epoch: [25/50][1030/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1925 
[2021-06-14 14:32:48,929][root][INFO] - Epoch: [25/50][1040/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2122 
[2021-06-14 14:32:52,768][root][INFO] - Epoch: [25/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2318 
[2021-06-14 14:32:56,618][root][INFO] - Epoch: [25/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1551 
[2021-06-14 14:33:00,467][root][INFO] - Epoch: [25/50][1070/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2108 
[2021-06-14 14:33:04,304][root][INFO] - Epoch: [25/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2031 
[2021-06-14 14:33:08,147][root][INFO] - Epoch: [25/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1930 
[2021-06-14 14:33:11,989][root][INFO] - Epoch: [25/50][1100/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1820 
[2021-06-14 14:33:15,833][root][INFO] - Epoch: [25/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2035 
[2021-06-14 14:33:19,690][root][INFO] - Epoch: [25/50][1120/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2300 
[2021-06-14 14:33:23,531][root][INFO] - Epoch: [25/50][1130/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2458 
[2021-06-14 14:33:27,366][root][INFO] - Epoch: [25/50][1140/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2357 
[2021-06-14 14:33:31,204][root][INFO] - Epoch: [25/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1906 
[2021-06-14 14:33:35,050][root][INFO] - Epoch: [25/50][1160/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2157 
[2021-06-14 14:33:38,887][root][INFO] - Epoch: [25/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2004 
[2021-06-14 14:33:42,741][root][INFO] - Epoch: [25/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2290 
[2021-06-14 14:33:46,563][root][INFO] - Epoch: [25/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1831 
[2021-06-14 14:33:50,384][root][INFO] - Epoch: [25/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2450 
[2021-06-14 14:33:54,203][root][INFO] - Epoch: [25/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2073 
[2021-06-14 14:33:56,775][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 14:33:57,972][root][INFO] - Test: [1/680] 
[2021-06-14 14:33:59,250][root][INFO] - Test: [2/680] 
[2021-06-14 14:33:59,375][root][INFO] - Test: [3/680] 
[2021-06-14 14:33:59,495][root][INFO] - Test: [4/680] 
[2021-06-14 14:33:59,637][root][INFO] - Test: [5/680] 
[2021-06-14 14:33:59,770][root][INFO] - Test: [6/680] 
[2021-06-14 14:33:59,895][root][INFO] - Test: [7/680] 
[2021-06-14 14:34:00,006][root][INFO] - Test: [8/680] 
[2021-06-14 14:34:00,121][root][INFO] - Test: [9/680] 
[2021-06-14 14:34:00,265][root][INFO] - Test: [10/680] 
[2021-06-14 14:34:00,361][root][INFO] - Test: [11/680] 
[2021-06-14 14:34:00,459][root][INFO] - Test: [12/680] 
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[2021-06-14 14:34:51,117][root][INFO] - Test: [680/680] 
[2021-06-14 14:34:51,384][root][INFO] - Val result: mIoU 0.6168.
[2021-06-14 14:34:51,385][root][INFO] - Class_0 Result: iou 0.7919.
[2021-06-14 14:34:51,386][root][INFO] - Class_1 Result: iou 0.8653.
[2021-06-14 14:34:51,386][root][INFO] - Class_2 Result: iou 0.5723.
[2021-06-14 14:34:51,387][root][INFO] - Class_3 Result: iou 0.7585.
[2021-06-14 14:34:51,387][root][INFO] - Class_4 Result: iou 0.6732.
[2021-06-14 14:34:51,388][root][INFO] - Class_5 Result: iou 0.6380.
[2021-06-14 14:34:51,389][root][INFO] - Class_6 Result: iou 0.6734.
[2021-06-14 14:34:51,390][root][INFO] - Class_7 Result: iou 0.6087.
[2021-06-14 14:34:51,390][root][INFO] - Class_8 Result: iou 0.4871.
[2021-06-14 14:34:51,390][root][INFO] - Class_9 Result: iou 0.6053.
[2021-06-14 14:34:51,392][root][INFO] - Class_10 Result: iou 0.3518.
[2021-06-14 14:34:51,392][root][INFO] - Class_11 Result: iou 0.4227.
[2021-06-14 14:34:51,392][root][INFO] - Class_12 Result: iou 0.5433.
[2021-06-14 14:34:51,392][root][INFO] - Class_13 Result: iou 0.5388.
[2021-06-14 14:34:51,392][root][INFO] - Class_14 Result: iou 0.5727.
[2021-06-14 14:34:51,392][root][INFO] - Class_15 Result: iou 0.5403.
[2021-06-14 14:34:51,392][root][INFO] - Class_16 Result: iou 0.8693.
[2021-06-14 14:34:51,392][root][INFO] - Class_17 Result: iou 0.6028.
[2021-06-14 14:34:51,394][root][INFO] - Class_18 Result: iou 0.7923.
[2021-06-14 14:34:51,394][root][INFO] - Class_19 Result: iou 0.4292.
[2021-06-14 14:34:51,394][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 14:34:59,386][root][INFO] - Epoch: [26/50][10/1216] Data 0.001 (0.316) Batch 0.398 (0.799) Loss 0.2093 
[2021-06-14 14:35:03,212][root][INFO] - Epoch: [26/50][20/1216] Data 0.001 (0.158) Batch 0.383 (0.591) Loss 0.1984 
[2021-06-14 14:35:07,040][root][INFO] - Epoch: [26/50][30/1216] Data 0.001 (0.106) Batch 0.384 (0.521) Loss 0.1712 
[2021-06-14 14:35:10,860][root][INFO] - Epoch: [26/50][40/1216] Data 0.001 (0.080) Batch 0.381 (0.487) Loss 0.2191 
[2021-06-14 14:35:14,683][root][INFO] - Epoch: [26/50][50/1216] Data 0.001 (0.064) Batch 0.386 (0.466) Loss 0.2330 
[2021-06-14 14:35:18,548][root][INFO] - Epoch: [26/50][60/1216] Data 0.001 (0.053) Batch 0.402 (0.452) Loss 0.2091 
[2021-06-14 14:35:22,384][root][INFO] - Epoch: [26/50][70/1216] Data 0.001 (0.046) Batch 0.382 (0.443) Loss 0.2391 
[2021-06-14 14:35:26,214][root][INFO] - Epoch: [26/50][80/1216] Data 0.001 (0.040) Batch 0.381 (0.435) Loss 0.2954 
[2021-06-14 14:35:30,045][root][INFO] - Epoch: [26/50][90/1216] Data 0.001 (0.036) Batch 0.382 (0.429) Loss 0.1699 
[2021-06-14 14:35:33,900][root][INFO] - Epoch: [26/50][100/1216] Data 0.001 (0.032) Batch 0.383 (0.425) Loss 0.2178 
[2021-06-14 14:35:37,730][root][INFO] - Epoch: [26/50][110/1216] Data 0.001 (0.030) Batch 0.382 (0.421) Loss 0.2145 
[2021-06-14 14:35:41,573][root][INFO] - Epoch: [26/50][120/1216] Data 0.001 (0.027) Batch 0.383 (0.418) Loss 0.1733 
[2021-06-14 14:35:45,421][root][INFO] - Epoch: [26/50][130/1216] Data 0.001 (0.025) Batch 0.382 (0.416) Loss 0.1871 
[2021-06-14 14:35:49,262][root][INFO] - Epoch: [26/50][140/1216] Data 0.001 (0.023) Batch 0.383 (0.413) Loss 0.1702 
[2021-06-14 14:35:53,101][root][INFO] - Epoch: [26/50][150/1216] Data 0.001 (0.022) Batch 0.383 (0.411) Loss 0.1710 
[2021-06-14 14:35:56,948][root][INFO] - Epoch: [26/50][160/1216] Data 0.001 (0.021) Batch 0.388 (0.410) Loss 0.1633 
[2021-06-14 14:36:00,802][root][INFO] - Epoch: [26/50][170/1216] Data 0.001 (0.019) Batch 0.383 (0.408) Loss 0.1802 
[2021-06-14 14:36:04,643][root][INFO] - Epoch: [26/50][180/1216] Data 0.001 (0.018) Batch 0.382 (0.407) Loss 0.1930 
[2021-06-14 14:36:08,482][root][INFO] - Epoch: [26/50][190/1216] Data 0.001 (0.017) Batch 0.387 (0.406) Loss 0.1982 
[2021-06-14 14:36:12,320][root][INFO] - Epoch: [26/50][200/1216] Data 0.001 (0.017) Batch 0.384 (0.405) Loss 0.1871 
[2021-06-14 14:36:16,159][root][INFO] - Epoch: [26/50][210/1216] Data 0.001 (0.016) Batch 0.383 (0.404) Loss 0.1874 
[2021-06-14 14:36:19,980][root][INFO] - Epoch: [26/50][220/1216] Data 0.001 (0.015) Batch 0.382 (0.403) Loss 0.2133 
[2021-06-14 14:36:23,827][root][INFO] - Epoch: [26/50][230/1216] Data 0.001 (0.015) Batch 0.384 (0.402) Loss 0.2060 
[2021-06-14 14:36:27,680][root][INFO] - Epoch: [26/50][240/1216] Data 0.001 (0.014) Batch 0.384 (0.401) Loss 0.1894 
[2021-06-14 14:36:31,521][root][INFO] - Epoch: [26/50][250/1216] Data 0.001 (0.013) Batch 0.384 (0.400) Loss 0.3393 
[2021-06-14 14:36:35,377][root][INFO] - Epoch: [26/50][260/1216] Data 0.001 (0.013) Batch 0.387 (0.400) Loss 0.1600 
[2021-06-14 14:36:39,221][root][INFO] - Epoch: [26/50][270/1216] Data 0.001 (0.013) Batch 0.384 (0.399) Loss 0.2263 
[2021-06-14 14:36:43,052][root][INFO] - Epoch: [26/50][280/1216] Data 0.001 (0.012) Batch 0.382 (0.399) Loss 0.1633 
[2021-06-14 14:36:46,886][root][INFO] - Epoch: [26/50][290/1216] Data 0.001 (0.012) Batch 0.384 (0.398) Loss 0.1798 
[2021-06-14 14:36:50,738][root][INFO] - Epoch: [26/50][300/1216] Data 0.001 (0.011) Batch 0.386 (0.398) Loss 0.2077 
[2021-06-14 14:36:54,580][root][INFO] - Epoch: [26/50][310/1216] Data 0.001 (0.011) Batch 0.384 (0.397) Loss 0.1949 
[2021-06-14 14:36:58,405][root][INFO] - Epoch: [26/50][320/1216] Data 0.001 (0.011) Batch 0.383 (0.397) Loss 0.1798 
[2021-06-14 14:37:02,252][root][INFO] - Epoch: [26/50][330/1216] Data 0.001 (0.010) Batch 0.385 (0.397) Loss 0.2574 
[2021-06-14 14:37:06,099][root][INFO] - Epoch: [26/50][340/1216] Data 0.001 (0.010) Batch 0.388 (0.396) Loss 0.1517 
[2021-06-14 14:37:09,937][root][INFO] - Epoch: [26/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.1846 
[2021-06-14 14:37:13,767][root][INFO] - Epoch: [26/50][360/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.1980 
[2021-06-14 14:37:17,620][root][INFO] - Epoch: [26/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.395) Loss 0.1550 
[2021-06-14 14:37:21,461][root][INFO] - Epoch: [26/50][380/1216] Data 0.001 (0.009) Batch 0.389 (0.395) Loss 0.2148 
[2021-06-14 14:37:25,297][root][INFO] - Epoch: [26/50][390/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 0.2105 
[2021-06-14 14:37:29,129][root][INFO] - Epoch: [26/50][400/1216] Data 0.001 (0.009) Batch 0.386 (0.394) Loss 0.1705 
[2021-06-14 14:37:32,988][root][INFO] - Epoch: [26/50][410/1216] Data 0.001 (0.009) Batch 0.386 (0.394) Loss 0.2906 
[2021-06-14 14:37:36,836][root][INFO] - Epoch: [26/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.394) Loss 0.1738 
[2021-06-14 14:37:40,671][root][INFO] - Epoch: [26/50][430/1216] Data 0.001 (0.008) Batch 0.383 (0.394) Loss 0.1372 
[2021-06-14 14:37:44,519][root][INFO] - Epoch: [26/50][440/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.1655 
[2021-06-14 14:37:48,367][root][INFO] - Epoch: [26/50][450/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1696 
[2021-06-14 14:37:52,206][root][INFO] - Epoch: [26/50][460/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2630 
[2021-06-14 14:37:56,047][root][INFO] - Epoch: [26/50][470/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1799 
[2021-06-14 14:37:59,884][root][INFO] - Epoch: [26/50][480/1216] Data 0.001 (0.007) Batch 0.381 (0.393) Loss 0.1851 
[2021-06-14 14:38:03,725][root][INFO] - Epoch: [26/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.393) Loss 0.1847 
[2021-06-14 14:38:07,557][root][INFO] - Epoch: [26/50][500/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1694 
[2021-06-14 14:38:11,398][root][INFO] - Epoch: [26/50][510/1216] Data 0.001 (0.007) Batch 0.386 (0.392) Loss 0.1776 
[2021-06-14 14:38:15,239][root][INFO] - Epoch: [26/50][520/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2778 
[2021-06-14 14:38:19,087][root][INFO] - Epoch: [26/50][530/1216] Data 0.001 (0.007) Batch 0.388 (0.392) Loss 0.2145 
[2021-06-14 14:38:22,926][root][INFO] - Epoch: [26/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.1732 
[2021-06-14 14:38:26,789][root][INFO] - Epoch: [26/50][550/1216] Data 0.002 (0.007) Batch 0.390 (0.392) Loss 0.2051 
[2021-06-14 14:38:30,636][root][INFO] - Epoch: [26/50][560/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1816 
[2021-06-14 14:38:34,487][root][INFO] - Epoch: [26/50][570/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.3148 
[2021-06-14 14:38:38,340][root][INFO] - Epoch: [26/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.1808 
[2021-06-14 14:38:42,186][root][INFO] - Epoch: [26/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1626 
[2021-06-14 14:38:46,036][root][INFO] - Epoch: [26/50][600/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.2324 
[2021-06-14 14:38:49,880][root][INFO] - Epoch: [26/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2073 
[2021-06-14 14:38:53,736][root][INFO] - Epoch: [26/50][620/1216] Data 0.001 (0.006) Batch 0.391 (0.391) Loss 0.1803 
[2021-06-14 14:38:57,586][root][INFO] - Epoch: [26/50][630/1216] Data 0.001 (0.006) Batch 0.388 (0.391) Loss 0.1531 
[2021-06-14 14:39:01,430][root][INFO] - Epoch: [26/50][640/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.2160 
[2021-06-14 14:39:05,272][root][INFO] - Epoch: [26/50][650/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.1758 
[2021-06-14 14:39:09,120][root][INFO] - Epoch: [26/50][660/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1736 
[2021-06-14 14:39:12,972][root][INFO] - Epoch: [26/50][670/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2053 
[2021-06-14 14:39:16,816][root][INFO] - Epoch: [26/50][680/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1881 
[2021-06-14 14:39:20,650][root][INFO] - Epoch: [26/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.2068 
[2021-06-14 14:39:24,487][root][INFO] - Epoch: [26/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2096 
[2021-06-14 14:39:28,335][root][INFO] - Epoch: [26/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.1882 
[2021-06-14 14:39:32,173][root][INFO] - Epoch: [26/50][720/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2011 
[2021-06-14 14:39:36,005][root][INFO] - Epoch: [26/50][730/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2204 
[2021-06-14 14:39:39,843][root][INFO] - Epoch: [26/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.1823 
[2021-06-14 14:39:43,690][root][INFO] - Epoch: [26/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1837 
[2021-06-14 14:39:47,543][root][INFO] - Epoch: [26/50][760/1216] Data 0.001 (0.005) Batch 0.392 (0.390) Loss 0.2037 
[2021-06-14 14:39:51,386][root][INFO] - Epoch: [26/50][770/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2011 
[2021-06-14 14:39:55,232][root][INFO] - Epoch: [26/50][780/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2495 
[2021-06-14 14:39:59,070][root][INFO] - Epoch: [26/50][790/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1873 
[2021-06-14 14:40:02,910][root][INFO] - Epoch: [26/50][800/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.1588 
[2021-06-14 14:40:06,746][root][INFO] - Epoch: [26/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1915 
[2021-06-14 14:40:10,588][root][INFO] - Epoch: [26/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2093 
[2021-06-14 14:40:14,432][root][INFO] - Epoch: [26/50][830/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1784 
[2021-06-14 14:40:18,287][root][INFO] - Epoch: [26/50][840/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.2416 
[2021-06-14 14:40:22,129][root][INFO] - Epoch: [26/50][850/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2523 
[2021-06-14 14:40:25,971][root][INFO] - Epoch: [26/50][860/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1394 
[2021-06-14 14:40:29,795][root][INFO] - Epoch: [26/50][870/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1594 
[2021-06-14 14:40:33,635][root][INFO] - Epoch: [26/50][880/1216] Data 0.001 (0.004) Batch 0.385 (0.389) Loss 0.2138 
[2021-06-14 14:40:37,476][root][INFO] - Epoch: [26/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.389) Loss 0.1921 
[2021-06-14 14:40:41,302][root][INFO] - Epoch: [26/50][900/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.1961 
[2021-06-14 14:40:45,163][root][INFO] - Epoch: [26/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.1868 
[2021-06-14 14:40:49,008][root][INFO] - Epoch: [26/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.389) Loss 0.2133 
[2021-06-14 14:40:52,847][root][INFO] - Epoch: [26/50][930/1216] Data 0.001 (0.004) Batch 0.386 (0.389) Loss 0.2015 
[2021-06-14 14:40:56,701][root][INFO] - Epoch: [26/50][940/1216] Data 0.001 (0.004) Batch 0.386 (0.389) Loss 0.2020 
[2021-06-14 14:41:00,543][root][INFO] - Epoch: [26/50][950/1216] Data 0.001 (0.004) Batch 0.384 (0.389) Loss 0.2966 
[2021-06-14 14:41:04,396][root][INFO] - Epoch: [26/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.389) Loss 0.1792 
[2021-06-14 14:41:08,260][root][INFO] - Epoch: [26/50][970/1216] Data 0.001 (0.004) Batch 0.385 (0.389) Loss 0.1963 
[2021-06-14 14:41:12,093][root][INFO] - Epoch: [26/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2007 
[2021-06-14 14:41:15,932][root][INFO] - Epoch: [26/50][990/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1796 
[2021-06-14 14:41:19,773][root][INFO] - Epoch: [26/50][1000/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1752 
[2021-06-14 14:41:23,619][root][INFO] - Epoch: [26/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1701 
[2021-06-14 14:41:27,463][root][INFO] - Epoch: [26/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2059 
[2021-06-14 14:41:31,325][root][INFO] - Epoch: [26/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2169 
[2021-06-14 14:41:35,174][root][INFO] - Epoch: [26/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.3733 
[2021-06-14 14:41:39,017][root][INFO] - Epoch: [26/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2387 
[2021-06-14 14:41:42,868][root][INFO] - Epoch: [26/50][1060/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.2255 
[2021-06-14 14:41:46,705][root][INFO] - Epoch: [26/50][1070/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1743 
[2021-06-14 14:41:50,555][root][INFO] - Epoch: [26/50][1080/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2120 
[2021-06-14 14:41:54,407][root][INFO] - Epoch: [26/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2207 
[2021-06-14 14:41:58,253][root][INFO] - Epoch: [26/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1807 
[2021-06-14 14:42:02,099][root][INFO] - Epoch: [26/50][1110/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1906 
[2021-06-14 14:42:05,940][root][INFO] - Epoch: [26/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1421 
[2021-06-14 14:42:09,779][root][INFO] - Epoch: [26/50][1130/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2221 
[2021-06-14 14:42:13,623][root][INFO] - Epoch: [26/50][1140/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2260 
[2021-06-14 14:42:17,458][root][INFO] - Epoch: [26/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2086 
[2021-06-14 14:42:21,304][root][INFO] - Epoch: [26/50][1160/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2191 
[2021-06-14 14:42:25,140][root][INFO] - Epoch: [26/50][1170/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1867 
[2021-06-14 14:42:28,980][root][INFO] - Epoch: [26/50][1180/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2187 
[2021-06-14 14:42:32,810][root][INFO] - Epoch: [26/50][1190/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2446 
[2021-06-14 14:42:36,633][root][INFO] - Epoch: [26/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1862 
[2021-06-14 14:42:40,464][root][INFO] - Epoch: [26/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.388) Loss 0.2606 
[2021-06-14 14:42:43,042][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 14:43:36,794][root][INFO] - Test: [680/680] 
[2021-06-14 14:43:37,043][root][INFO] - Val result: mIoU 0.6147.
[2021-06-14 14:43:37,044][root][INFO] - Class_0 Result: iou 0.7949.
[2021-06-14 14:43:37,044][root][INFO] - Class_1 Result: iou 0.8700.
[2021-06-14 14:43:37,044][root][INFO] - Class_2 Result: iou 0.5664.
[2021-06-14 14:43:37,044][root][INFO] - Class_3 Result: iou 0.7522.
[2021-06-14 14:43:37,044][root][INFO] - Class_4 Result: iou 0.6734.
[2021-06-14 14:43:37,044][root][INFO] - Class_5 Result: iou 0.6411.
[2021-06-14 14:43:37,044][root][INFO] - Class_6 Result: iou 0.6544.
[2021-06-14 14:43:37,045][root][INFO] - Class_7 Result: iou 0.6057.
[2021-06-14 14:43:37,045][root][INFO] - Class_8 Result: iou 0.4804.
[2021-06-14 14:43:37,045][root][INFO] - Class_9 Result: iou 0.6066.
[2021-06-14 14:43:37,045][root][INFO] - Class_10 Result: iou 0.3656.
[2021-06-14 14:43:37,045][root][INFO] - Class_11 Result: iou 0.4511.
[2021-06-14 14:43:37,045][root][INFO] - Class_12 Result: iou 0.5065.
[2021-06-14 14:43:37,045][root][INFO] - Class_13 Result: iou 0.5213.
[2021-06-14 14:43:37,045][root][INFO] - Class_14 Result: iou 0.6136.
[2021-06-14 14:43:37,045][root][INFO] - Class_15 Result: iou 0.4592.
[2021-06-14 14:43:37,045][root][INFO] - Class_16 Result: iou 0.8764.
[2021-06-14 14:43:37,045][root][INFO] - Class_17 Result: iou 0.6198.
[2021-06-14 14:43:37,045][root][INFO] - Class_18 Result: iou 0.7988.
[2021-06-14 14:43:37,045][root][INFO] - Class_19 Result: iou 0.4369.
[2021-06-14 14:43:37,045][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 14:43:44,338][root][INFO] - Epoch: [27/50][10/1216] Data 0.001 (0.265) Batch 0.394 (0.728) Loss 0.2107 
[2021-06-14 14:43:48,171][root][INFO] - Epoch: [27/50][20/1216] Data 0.001 (0.133) Batch 0.382 (0.556) Loss 0.2422 
[2021-06-14 14:43:51,993][root][INFO] - Epoch: [27/50][30/1216] Data 0.001 (0.089) Batch 0.383 (0.498) Loss 0.2157 
[2021-06-14 14:43:55,820][root][INFO] - Epoch: [27/50][40/1216] Data 0.001 (0.067) Batch 0.380 (0.469) Loss 0.2695 
[2021-06-14 14:43:59,656][root][INFO] - Epoch: [27/50][50/1216] Data 0.001 (0.054) Batch 0.384 (0.452) Loss 0.1968 
[2021-06-14 14:44:03,487][root][INFO] - Epoch: [27/50][60/1216] Data 0.001 (0.045) Batch 0.380 (0.441) Loss 0.1671 
[2021-06-14 14:44:07,319][root][INFO] - Epoch: [27/50][70/1216] Data 0.001 (0.039) Batch 0.386 (0.432) Loss 0.1474 
[2021-06-14 14:44:11,151][root][INFO] - Epoch: [27/50][80/1216] Data 0.001 (0.034) Batch 0.381 (0.426) Loss 0.1900 
[2021-06-14 14:44:14,990][root][INFO] - Epoch: [27/50][90/1216] Data 0.001 (0.030) Batch 0.383 (0.421) Loss 0.1825 
[2021-06-14 14:44:18,834][root][INFO] - Epoch: [27/50][100/1216] Data 0.001 (0.027) Batch 0.399 (0.418) Loss 0.2226 
[2021-06-14 14:44:22,669][root][INFO] - Epoch: [27/50][110/1216] Data 0.001 (0.025) Batch 0.382 (0.415) Loss 0.1522 
[2021-06-14 14:44:26,500][root][INFO] - Epoch: [27/50][120/1216] Data 0.001 (0.023) Batch 0.381 (0.412) Loss 0.1782 
[2021-06-14 14:44:30,341][root][INFO] - Epoch: [27/50][130/1216] Data 0.001 (0.021) Batch 0.383 (0.410) Loss 0.2033 
[2021-06-14 14:44:34,166][root][INFO] - Epoch: [27/50][140/1216] Data 0.001 (0.020) Batch 0.382 (0.408) Loss 0.2308 
[2021-06-14 14:44:38,004][root][INFO] - Epoch: [27/50][150/1216] Data 0.001 (0.019) Batch 0.384 (0.406) Loss 0.2088 
[2021-06-14 14:44:41,843][root][INFO] - Epoch: [27/50][160/1216] Data 0.001 (0.017) Batch 0.382 (0.405) Loss 0.1917 
[2021-06-14 14:44:45,676][root][INFO] - Epoch: [27/50][170/1216] Data 0.001 (0.016) Batch 0.382 (0.404) Loss 0.1993 
[2021-06-14 14:44:49,514][root][INFO] - Epoch: [27/50][180/1216] Data 0.001 (0.016) Batch 0.382 (0.403) Loss 0.1929 
[2021-06-14 14:44:53,358][root][INFO] - Epoch: [27/50][190/1216] Data 0.001 (0.015) Batch 0.386 (0.402) Loss 0.1833 
[2021-06-14 14:44:57,194][root][INFO] - Epoch: [27/50][200/1216] Data 0.001 (0.014) Batch 0.384 (0.401) Loss 0.1512 
[2021-06-14 14:45:01,036][root][INFO] - Epoch: [27/50][210/1216] Data 0.001 (0.013) Batch 0.384 (0.400) Loss 0.1929 
[2021-06-14 14:45:04,860][root][INFO] - Epoch: [27/50][220/1216] Data 0.001 (0.013) Batch 0.382 (0.399) Loss 0.1987 
[2021-06-14 14:45:08,694][root][INFO] - Epoch: [27/50][230/1216] Data 0.001 (0.012) Batch 0.384 (0.398) Loss 0.1680 
[2021-06-14 14:45:12,541][root][INFO] - Epoch: [27/50][240/1216] Data 0.001 (0.012) Batch 0.384 (0.398) Loss 0.1891 
[2021-06-14 14:45:16,368][root][INFO] - Epoch: [27/50][250/1216] Data 0.001 (0.011) Batch 0.382 (0.397) Loss 0.2089 
[2021-06-14 14:45:20,212][root][INFO] - Epoch: [27/50][260/1216] Data 0.001 (0.011) Batch 0.382 (0.397) Loss 0.1972 
[2021-06-14 14:45:24,054][root][INFO] - Epoch: [27/50][270/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.1905 
[2021-06-14 14:45:27,899][root][INFO] - Epoch: [27/50][280/1216] Data 0.001 (0.010) Batch 0.382 (0.396) Loss 0.2010 
[2021-06-14 14:45:31,741][root][INFO] - Epoch: [27/50][290/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1694 
[2021-06-14 14:45:35,575][root][INFO] - Epoch: [27/50][300/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.1972 
[2021-06-14 14:45:39,430][root][INFO] - Epoch: [27/50][310/1216] Data 0.001 (0.009) Batch 0.386 (0.395) Loss 0.1435 
[2021-06-14 14:45:43,288][root][INFO] - Epoch: [27/50][320/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.2007 
[2021-06-14 14:45:47,138][root][INFO] - Epoch: [27/50][330/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.1686 
[2021-06-14 14:45:50,976][root][INFO] - Epoch: [27/50][340/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1929 
[2021-06-14 14:45:54,813][root][INFO] - Epoch: [27/50][350/1216] Data 0.001 (0.008) Batch 0.383 (0.394) Loss 0.1956 
[2021-06-14 14:45:58,645][root][INFO] - Epoch: [27/50][360/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1724 
[2021-06-14 14:46:02,500][root][INFO] - Epoch: [27/50][370/1216] Data 0.001 (0.008) Batch 0.389 (0.393) Loss 0.1968 
[2021-06-14 14:46:06,332][root][INFO] - Epoch: [27/50][380/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.2018 
[2021-06-14 14:46:10,165][root][INFO] - Epoch: [27/50][390/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1927 
[2021-06-14 14:46:13,996][root][INFO] - Epoch: [27/50][400/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2306 
[2021-06-14 14:46:17,857][root][INFO] - Epoch: [27/50][410/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.1799 
[2021-06-14 14:46:21,706][root][INFO] - Epoch: [27/50][420/1216] Data 0.001 (0.007) Batch 0.385 (0.392) Loss 0.1996 
[2021-06-14 14:46:25,548][root][INFO] - Epoch: [27/50][430/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2619 
[2021-06-14 14:46:29,387][root][INFO] - Epoch: [27/50][440/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.1372 
[2021-06-14 14:46:33,223][root][INFO] - Epoch: [27/50][450/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2022 
[2021-06-14 14:46:37,062][root][INFO] - Epoch: [27/50][460/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1745 
[2021-06-14 14:46:40,912][root][INFO] - Epoch: [27/50][470/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.2344 
[2021-06-14 14:46:44,753][root][INFO] - Epoch: [27/50][480/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.2323 
[2021-06-14 14:46:48,578][root][INFO] - Epoch: [27/50][490/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2133 
[2021-06-14 14:46:52,417][root][INFO] - Epoch: [27/50][500/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1740 
[2021-06-14 14:46:56,256][root][INFO] - Epoch: [27/50][510/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2285 
[2021-06-14 14:47:00,118][root][INFO] - Epoch: [27/50][520/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.1889 
[2021-06-14 14:47:03,965][root][INFO] - Epoch: [27/50][530/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2034 
[2021-06-14 14:47:07,802][root][INFO] - Epoch: [27/50][540/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1878 
[2021-06-14 14:47:11,640][root][INFO] - Epoch: [27/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2217 
[2021-06-14 14:47:15,479][root][INFO] - Epoch: [27/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1997 
[2021-06-14 14:47:19,321][root][INFO] - Epoch: [27/50][570/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1851 
[2021-06-14 14:47:23,181][root][INFO] - Epoch: [27/50][580/1216] Data 0.001 (0.005) Batch 0.389 (0.390) Loss 0.1638 
[2021-06-14 14:47:27,009][root][INFO] - Epoch: [27/50][590/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.2028 
[2021-06-14 14:47:30,847][root][INFO] - Epoch: [27/50][600/1216] Data 0.001 (0.005) Batch 0.389 (0.390) Loss 0.1351 
[2021-06-14 14:47:34,670][root][INFO] - Epoch: [27/50][610/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.1577 
[2021-06-14 14:47:38,498][root][INFO] - Epoch: [27/50][620/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1727 
[2021-06-14 14:47:42,333][root][INFO] - Epoch: [27/50][630/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1607 
[2021-06-14 14:47:46,159][root][INFO] - Epoch: [27/50][640/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1332 
[2021-06-14 14:47:49,994][root][INFO] - Epoch: [27/50][650/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1909 
[2021-06-14 14:47:53,834][root][INFO] - Epoch: [27/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1953 
[2021-06-14 14:47:57,665][root][INFO] - Epoch: [27/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2169 
[2021-06-14 14:48:01,514][root][INFO] - Epoch: [27/50][680/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.2208 
[2021-06-14 14:48:05,349][root][INFO] - Epoch: [27/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1765 
[2021-06-14 14:48:09,195][root][INFO] - Epoch: [27/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2626 
[2021-06-14 14:48:13,033][root][INFO] - Epoch: [27/50][710/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1898 
[2021-06-14 14:48:16,870][root][INFO] - Epoch: [27/50][720/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1742 
[2021-06-14 14:48:20,698][root][INFO] - Epoch: [27/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2176 
[2021-06-14 14:48:24,546][root][INFO] - Epoch: [27/50][740/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1927 
[2021-06-14 14:48:28,398][root][INFO] - Epoch: [27/50][750/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1998 
[2021-06-14 14:48:32,226][root][INFO] - Epoch: [27/50][760/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1771 
[2021-06-14 14:48:36,064][root][INFO] - Epoch: [27/50][770/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.1684 
[2021-06-14 14:48:39,896][root][INFO] - Epoch: [27/50][780/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1826 
[2021-06-14 14:48:43,738][root][INFO] - Epoch: [27/50][790/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1868 
[2021-06-14 14:48:47,587][root][INFO] - Epoch: [27/50][800/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2343 
[2021-06-14 14:48:51,450][root][INFO] - Epoch: [27/50][810/1216] Data 0.002 (0.004) Batch 0.384 (0.388) Loss 0.1679 
[2021-06-14 14:48:55,288][root][INFO] - Epoch: [27/50][820/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1684 
[2021-06-14 14:48:59,122][root][INFO] - Epoch: [27/50][830/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1729 
[2021-06-14 14:49:02,958][root][INFO] - Epoch: [27/50][840/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1850 
[2021-06-14 14:49:06,794][root][INFO] - Epoch: [27/50][850/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2063 
[2021-06-14 14:49:10,630][root][INFO] - Epoch: [27/50][860/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2361 
[2021-06-14 14:49:14,473][root][INFO] - Epoch: [27/50][870/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.2018 
[2021-06-14 14:49:18,321][root][INFO] - Epoch: [27/50][880/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2105 
[2021-06-14 14:49:22,153][root][INFO] - Epoch: [27/50][890/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2095 
[2021-06-14 14:49:25,989][root][INFO] - Epoch: [27/50][900/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2151 
[2021-06-14 14:49:29,821][root][INFO] - Epoch: [27/50][910/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2330 
[2021-06-14 14:49:33,653][root][INFO] - Epoch: [27/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1791 
[2021-06-14 14:49:37,506][root][INFO] - Epoch: [27/50][930/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2129 
[2021-06-14 14:49:41,336][root][INFO] - Epoch: [27/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2289 
[2021-06-14 14:49:45,184][root][INFO] - Epoch: [27/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2060 
[2021-06-14 14:49:49,022][root][INFO] - Epoch: [27/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1591 
[2021-06-14 14:49:52,865][root][INFO] - Epoch: [27/50][970/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1763 
[2021-06-14 14:49:56,711][root][INFO] - Epoch: [27/50][980/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2225 
[2021-06-14 14:50:00,544][root][INFO] - Epoch: [27/50][990/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.2487 
[2021-06-14 14:50:04,380][root][INFO] - Epoch: [27/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2220 
[2021-06-14 14:50:08,215][root][INFO] - Epoch: [27/50][1010/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1970 
[2021-06-14 14:50:12,045][root][INFO] - Epoch: [27/50][1020/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1657 
[2021-06-14 14:50:15,892][root][INFO] - Epoch: [27/50][1030/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2308 
[2021-06-14 14:50:19,743][root][INFO] - Epoch: [27/50][1040/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2340 
[2021-06-14 14:50:23,583][root][INFO] - Epoch: [27/50][1050/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2031 
[2021-06-14 14:50:27,414][root][INFO] - Epoch: [27/50][1060/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.1884 
[2021-06-14 14:50:31,255][root][INFO] - Epoch: [27/50][1070/1216] Data 0.001 (0.003) Batch 0.387 (0.387) Loss 0.2073 
[2021-06-14 14:50:35,086][root][INFO] - Epoch: [27/50][1080/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2020 
[2021-06-14 14:50:38,909][root][INFO] - Epoch: [27/50][1090/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2267 
[2021-06-14 14:50:42,739][root][INFO] - Epoch: [27/50][1100/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.2450 
[2021-06-14 14:50:46,581][root][INFO] - Epoch: [27/50][1110/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2443 
[2021-06-14 14:50:50,407][root][INFO] - Epoch: [27/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1751 
[2021-06-14 14:50:54,241][root][INFO] - Epoch: [27/50][1130/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1783 
[2021-06-14 14:50:58,092][root][INFO] - Epoch: [27/50][1140/1216] Data 0.001 (0.003) Batch 0.389 (0.387) Loss 0.2422 
[2021-06-14 14:51:01,932][root][INFO] - Epoch: [27/50][1150/1216] Data 0.001 (0.003) Batch 0.386 (0.387) Loss 0.2282 
[2021-06-14 14:51:05,764][root][INFO] - Epoch: [27/50][1160/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1550 
[2021-06-14 14:51:09,596][root][INFO] - Epoch: [27/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.2041 
[2021-06-14 14:51:13,434][root][INFO] - Epoch: [27/50][1180/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1928 
[2021-06-14 14:51:17,269][root][INFO] - Epoch: [27/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1764 
[2021-06-14 14:51:21,087][root][INFO] - Epoch: [27/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2424 
[2021-06-14 14:51:24,909][root][INFO] - Epoch: [27/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1699 
[2021-06-14 14:51:27,462][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 14:51:29,050][root][INFO] - Test: [1/680] 
[2021-06-14 14:51:30,148][root][INFO] - Test: [2/680] 
[2021-06-14 14:51:30,342][root][INFO] - Test: [3/680] 
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[2021-06-14 14:51:30,882][root][INFO] - Test: [7/680] 
[2021-06-14 14:51:31,048][root][INFO] - Test: [8/680] 
[2021-06-14 14:51:31,198][root][INFO] - Test: [9/680] 
[2021-06-14 14:51:31,330][root][INFO] - Test: [10/680] 
[2021-06-14 14:51:31,428][root][INFO] - Test: [11/680] 
[2021-06-14 14:51:31,534][root][INFO] - Test: [12/680] 
[2021-06-14 14:51:31,611][root][INFO] - Test: [13/680] 
[2021-06-14 14:51:31,706][root][INFO] - Test: [14/680] 
[2021-06-14 14:51:31,774][root][INFO] - Test: [15/680] 
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[2021-06-14 14:51:31,934][root][INFO] - Test: [17/680] 
[2021-06-14 14:51:32,004][root][INFO] - Test: [18/680] 
[2021-06-14 14:51:32,078][root][INFO] - Test: [19/680] 
[2021-06-14 14:51:32,143][root][INFO] - Test: [20/680] 
[2021-06-14 14:51:32,240][root][INFO] - Test: [21/680] 
[2021-06-14 14:51:32,313][root][INFO] - Test: [22/680] 
[2021-06-14 14:51:32,384][root][INFO] - Test: [23/680] 
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[2021-06-14 14:51:32,527][root][INFO] - Test: [25/680] 
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[2021-06-14 14:51:32,664][root][INFO] - Test: [27/680] 
[2021-06-14 14:51:32,732][root][INFO] - Test: [28/680] 
[2021-06-14 14:51:32,831][root][INFO] - Test: [29/680] 
[2021-06-14 14:51:32,927][root][INFO] - Test: [30/680] 
[2021-06-14 14:51:33,009][root][INFO] - Test: [31/680] 
[2021-06-14 14:51:33,078][root][INFO] - Test: [32/680] 
[2021-06-14 14:51:33,147][root][INFO] - Test: [33/680] 
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[2021-06-14 14:51:33,291][root][INFO] - Test: [35/680] 
[2021-06-14 14:51:33,359][root][INFO] - Test: [36/680] 
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[2021-06-14 14:51:33,978][root][INFO] - Test: [44/680] 
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[2021-06-14 14:51:34,200][root][INFO] - Test: [47/680] 
[2021-06-14 14:51:34,269][root][INFO] - Test: [48/680] 
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[2021-06-14 14:52:16,584][root][INFO] - Test: [611/680] 
[2021-06-14 14:52:16,654][root][INFO] - Test: [612/680] 
[2021-06-14 14:52:16,727][root][INFO] - Test: [613/680] 
[2021-06-14 14:52:16,808][root][INFO] - Test: [614/680] 
[2021-06-14 14:52:16,892][root][INFO] - Test: [615/680] 
[2021-06-14 14:52:16,966][root][INFO] - Test: [616/680] 
[2021-06-14 14:52:17,041][root][INFO] - Test: [617/680] 
[2021-06-14 14:52:17,112][root][INFO] - Test: [618/680] 
[2021-06-14 14:52:17,181][root][INFO] - Test: [619/680] 
[2021-06-14 14:52:17,256][root][INFO] - Test: [620/680] 
[2021-06-14 14:52:17,325][root][INFO] - Test: [621/680] 
[2021-06-14 14:52:17,396][root][INFO] - Test: [622/680] 
[2021-06-14 14:52:17,470][root][INFO] - Test: [623/680] 
[2021-06-14 14:52:17,540][root][INFO] - Test: [624/680] 
[2021-06-14 14:52:17,643][root][INFO] - Test: [625/680] 
[2021-06-14 14:52:17,710][root][INFO] - Test: [626/680] 
[2021-06-14 14:52:17,797][root][INFO] - Test: [627/680] 
[2021-06-14 14:52:17,868][root][INFO] - Test: [628/680] 
[2021-06-14 14:52:17,940][root][INFO] - Test: [629/680] 
[2021-06-14 14:52:18,006][root][INFO] - Test: [630/680] 
[2021-06-14 14:52:18,097][root][INFO] - Test: [631/680] 
[2021-06-14 14:52:18,166][root][INFO] - Test: [632/680] 
[2021-06-14 14:52:18,242][root][INFO] - Test: [633/680] 
[2021-06-14 14:52:18,311][root][INFO] - Test: [634/680] 
[2021-06-14 14:52:18,386][root][INFO] - Test: [635/680] 
[2021-06-14 14:52:18,458][root][INFO] - Test: [636/680] 
[2021-06-14 14:52:18,531][root][INFO] - Test: [637/680] 
[2021-06-14 14:52:18,604][root][INFO] - Test: [638/680] 
[2021-06-14 14:52:18,677][root][INFO] - Test: [639/680] 
[2021-06-14 14:52:18,753][root][INFO] - Test: [640/680] 
[2021-06-14 14:52:18,824][root][INFO] - Test: [641/680] 
[2021-06-14 14:52:18,895][root][INFO] - Test: [642/680] 
[2021-06-14 14:52:18,968][root][INFO] - Test: [643/680] 
[2021-06-14 14:52:19,044][root][INFO] - Test: [644/680] 
[2021-06-14 14:52:19,114][root][INFO] - Test: [645/680] 
[2021-06-14 14:52:19,186][root][INFO] - Test: [646/680] 
[2021-06-14 14:52:19,264][root][INFO] - Test: [647/680] 
[2021-06-14 14:52:19,340][root][INFO] - Test: [648/680] 
[2021-06-14 14:52:19,410][root][INFO] - Test: [649/680] 
[2021-06-14 14:52:19,475][root][INFO] - Test: [650/680] 
[2021-06-14 14:52:19,541][root][INFO] - Test: [651/680] 
[2021-06-14 14:52:19,607][root][INFO] - Test: [652/680] 
[2021-06-14 14:52:19,673][root][INFO] - Test: [653/680] 
[2021-06-14 14:52:19,739][root][INFO] - Test: [654/680] 
[2021-06-14 14:52:19,805][root][INFO] - Test: [655/680] 
[2021-06-14 14:52:19,871][root][INFO] - Test: [656/680] 
[2021-06-14 14:52:19,937][root][INFO] - Test: [657/680] 
[2021-06-14 14:52:20,002][root][INFO] - Test: [658/680] 
[2021-06-14 14:52:20,069][root][INFO] - Test: [659/680] 
[2021-06-14 14:52:20,135][root][INFO] - Test: [660/680] 
[2021-06-14 14:52:20,201][root][INFO] - Test: [661/680] 
[2021-06-14 14:52:20,266][root][INFO] - Test: [662/680] 
[2021-06-14 14:52:20,332][root][INFO] - Test: [663/680] 
[2021-06-14 14:52:20,398][root][INFO] - Test: [664/680] 
[2021-06-14 14:52:20,463][root][INFO] - Test: [665/680] 
[2021-06-14 14:52:20,529][root][INFO] - Test: [666/680] 
[2021-06-14 14:52:20,596][root][INFO] - Test: [667/680] 
[2021-06-14 14:52:20,662][root][INFO] - Test: [668/680] 
[2021-06-14 14:52:20,727][root][INFO] - Test: [669/680] 
[2021-06-14 14:52:20,792][root][INFO] - Test: [670/680] 
[2021-06-14 14:52:20,858][root][INFO] - Test: [671/680] 
[2021-06-14 14:52:20,924][root][INFO] - Test: [672/680] 
[2021-06-14 14:52:20,990][root][INFO] - Test: [673/680] 
[2021-06-14 14:52:21,056][root][INFO] - Test: [674/680] 
[2021-06-14 14:52:21,122][root][INFO] - Test: [675/680] 
[2021-06-14 14:52:21,188][root][INFO] - Test: [676/680] 
[2021-06-14 14:52:21,254][root][INFO] - Test: [677/680] 
[2021-06-14 14:52:21,320][root][INFO] - Test: [678/680] 
[2021-06-14 14:52:21,386][root][INFO] - Test: [679/680] 
[2021-06-14 14:52:21,424][root][INFO] - Test: [680/680] 
[2021-06-14 14:52:21,674][root][INFO] - Val result: mIoU 0.6198.
[2021-06-14 14:52:21,674][root][INFO] - Class_0 Result: iou 0.7915.
[2021-06-14 14:52:21,675][root][INFO] - Class_1 Result: iou 0.8682.
[2021-06-14 14:52:21,675][root][INFO] - Class_2 Result: iou 0.5740.
[2021-06-14 14:52:21,675][root][INFO] - Class_3 Result: iou 0.7483.
[2021-06-14 14:52:21,675][root][INFO] - Class_4 Result: iou 0.6669.
[2021-06-14 14:52:21,675][root][INFO] - Class_5 Result: iou 0.6206.
[2021-06-14 14:52:21,675][root][INFO] - Class_6 Result: iou 0.6783.
[2021-06-14 14:52:21,675][root][INFO] - Class_7 Result: iou 0.6092.
[2021-06-14 14:52:21,675][root][INFO] - Class_8 Result: iou 0.4931.
[2021-06-14 14:52:21,675][root][INFO] - Class_9 Result: iou 0.5974.
[2021-06-14 14:52:21,676][root][INFO] - Class_10 Result: iou 0.3405.
[2021-06-14 14:52:21,676][root][INFO] - Class_11 Result: iou 0.4602.
[2021-06-14 14:52:21,676][root][INFO] - Class_12 Result: iou 0.5536.
[2021-06-14 14:52:21,676][root][INFO] - Class_13 Result: iou 0.5301.
[2021-06-14 14:52:21,678][root][INFO] - Class_14 Result: iou 0.6248.
[2021-06-14 14:52:21,678][root][INFO] - Class_15 Result: iou 0.5052.
[2021-06-14 14:52:21,678][root][INFO] - Class_16 Result: iou 0.8716.
[2021-06-14 14:52:21,678][root][INFO] - Class_17 Result: iou 0.6193.
[2021-06-14 14:52:21,678][root][INFO] - Class_18 Result: iou 0.7967.
[2021-06-14 14:52:21,678][root][INFO] - Class_19 Result: iou 0.4467.
[2021-06-14 14:52:21,678][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 14:52:29,076][root][INFO] - Epoch: [28/50][10/1216] Data 0.001 (0.306) Batch 0.426 (0.739) Loss 0.1963 
[2021-06-14 14:52:32,922][root][INFO] - Epoch: [28/50][20/1216] Data 0.001 (0.153) Batch 0.399 (0.562) Loss 0.1897 
[2021-06-14 14:52:36,757][root][INFO] - Epoch: [28/50][30/1216] Data 0.001 (0.103) Batch 0.384 (0.502) Loss 0.1387 
[2021-06-14 14:52:40,578][root][INFO] - Epoch: [28/50][40/1216] Data 0.001 (0.077) Batch 0.382 (0.472) Loss 0.1645 
[2021-06-14 14:52:44,403][root][INFO] - Epoch: [28/50][50/1216] Data 0.001 (0.062) Batch 0.381 (0.454) Loss 0.1621 
[2021-06-14 14:52:48,227][root][INFO] - Epoch: [28/50][60/1216] Data 0.001 (0.052) Batch 0.382 (0.442) Loss 0.1869 
[2021-06-14 14:52:52,049][root][INFO] - Epoch: [28/50][70/1216] Data 0.001 (0.044) Batch 0.380 (0.434) Loss 0.2088 
[2021-06-14 14:52:55,890][root][INFO] - Epoch: [28/50][80/1216] Data 0.001 (0.039) Batch 0.383 (0.428) Loss 0.1627 
[2021-06-14 14:52:59,727][root][INFO] - Epoch: [28/50][90/1216] Data 0.001 (0.035) Batch 0.381 (0.423) Loss 0.1478 
[2021-06-14 14:53:03,558][root][INFO] - Epoch: [28/50][100/1216] Data 0.001 (0.031) Batch 0.387 (0.419) Loss 0.1853 
[2021-06-14 14:53:07,419][root][INFO] - Epoch: [28/50][110/1216] Data 0.001 (0.029) Batch 0.384 (0.416) Loss 0.1383 
[2021-06-14 14:53:11,261][root][INFO] - Epoch: [28/50][120/1216] Data 0.001 (0.026) Batch 0.388 (0.413) Loss 0.1814 
[2021-06-14 14:53:15,102][root][INFO] - Epoch: [28/50][130/1216] Data 0.001 (0.024) Batch 0.382 (0.411) Loss 0.1533 
[2021-06-14 14:53:18,945][root][INFO] - Epoch: [28/50][140/1216] Data 0.001 (0.023) Batch 0.382 (0.409) Loss 0.1938 
[2021-06-14 14:53:22,774][root][INFO] - Epoch: [28/50][150/1216] Data 0.001 (0.021) Batch 0.384 (0.407) Loss 0.1418 
[2021-06-14 14:53:26,603][root][INFO] - Epoch: [28/50][160/1216] Data 0.001 (0.020) Batch 0.384 (0.406) Loss 0.2155 
[2021-06-14 14:53:30,445][root][INFO] - Epoch: [28/50][170/1216] Data 0.001 (0.019) Batch 0.383 (0.404) Loss 0.1682 
[2021-06-14 14:53:34,286][root][INFO] - Epoch: [28/50][180/1216] Data 0.001 (0.018) Batch 0.385 (0.403) Loss 0.2001 
[2021-06-14 14:53:38,125][root][INFO] - Epoch: [28/50][190/1216] Data 0.001 (0.017) Batch 0.385 (0.402) Loss 0.2344 
[2021-06-14 14:53:41,971][root][INFO] - Epoch: [28/50][200/1216] Data 0.001 (0.016) Batch 0.383 (0.401) Loss 0.1803 
[2021-06-14 14:53:45,809][root][INFO] - Epoch: [28/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.401) Loss 0.1906 
[2021-06-14 14:53:49,660][root][INFO] - Epoch: [28/50][220/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.1455 
[2021-06-14 14:53:53,499][root][INFO] - Epoch: [28/50][230/1216] Data 0.001 (0.014) Batch 0.388 (0.399) Loss 0.2001 
[2021-06-14 14:53:57,344][root][INFO] - Epoch: [28/50][240/1216] Data 0.001 (0.014) Batch 0.384 (0.399) Loss 0.2115 
[2021-06-14 14:54:01,194][root][INFO] - Epoch: [28/50][250/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.1994 
[2021-06-14 14:54:05,020][root][INFO] - Epoch: [28/50][260/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.1949 
[2021-06-14 14:54:08,867][root][INFO] - Epoch: [28/50][270/1216] Data 0.001 (0.012) Batch 0.384 (0.397) Loss 0.1397 
[2021-06-14 14:54:12,708][root][INFO] - Epoch: [28/50][280/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1963 
[2021-06-14 14:54:16,544][root][INFO] - Epoch: [28/50][290/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1921 
[2021-06-14 14:54:20,388][root][INFO] - Epoch: [28/50][300/1216] Data 0.001 (0.011) Batch 0.385 (0.396) Loss 0.1885 
[2021-06-14 14:54:24,240][root][INFO] - Epoch: [28/50][310/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1484 
[2021-06-14 14:54:28,086][root][INFO] - Epoch: [28/50][320/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1509 
[2021-06-14 14:54:31,925][root][INFO] - Epoch: [28/50][330/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.2107 
[2021-06-14 14:54:35,771][root][INFO] - Epoch: [28/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.2465 
[2021-06-14 14:54:39,607][root][INFO] - Epoch: [28/50][350/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1776 
[2021-06-14 14:54:43,471][root][INFO] - Epoch: [28/50][360/1216] Data 0.001 (0.009) Batch 0.385 (0.394) Loss 0.2293 
[2021-06-14 14:54:47,313][root][INFO] - Epoch: [28/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.1640 
[2021-06-14 14:54:51,163][root][INFO] - Epoch: [28/50][380/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2007 
[2021-06-14 14:54:55,002][root][INFO] - Epoch: [28/50][390/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1572 
[2021-06-14 14:54:58,844][root][INFO] - Epoch: [28/50][400/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2416 
[2021-06-14 14:55:02,693][root][INFO] - Epoch: [28/50][410/1216] Data 0.001 (0.008) Batch 0.386 (0.393) Loss 0.2067 
[2021-06-14 14:55:06,534][root][INFO] - Epoch: [28/50][420/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.2219 
[2021-06-14 14:55:10,378][root][INFO] - Epoch: [28/50][430/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2029 
[2021-06-14 14:55:14,228][root][INFO] - Epoch: [28/50][440/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1701 
[2021-06-14 14:55:18,087][root][INFO] - Epoch: [28/50][450/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1408 
[2021-06-14 14:55:21,923][root][INFO] - Epoch: [28/50][460/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.1776 
[2021-06-14 14:55:25,775][root][INFO] - Epoch: [28/50][470/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.2191 
[2021-06-14 14:55:29,631][root][INFO] - Epoch: [28/50][480/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.1932 
[2021-06-14 14:55:33,470][root][INFO] - Epoch: [28/50][490/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1421 
[2021-06-14 14:55:37,317][root][INFO] - Epoch: [28/50][500/1216] Data 0.001 (0.007) Batch 0.389 (0.391) Loss 0.1469 
[2021-06-14 14:55:41,161][root][INFO] - Epoch: [28/50][510/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1782 
[2021-06-14 14:55:45,008][root][INFO] - Epoch: [28/50][520/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1812 
[2021-06-14 14:55:48,870][root][INFO] - Epoch: [28/50][530/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.2479 
[2021-06-14 14:55:52,716][root][INFO] - Epoch: [28/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1813 
[2021-06-14 14:55:56,554][root][INFO] - Epoch: [28/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1346 
[2021-06-14 14:56:00,407][root][INFO] - Epoch: [28/50][560/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.1851 
[2021-06-14 14:56:04,250][root][INFO] - Epoch: [28/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1871 
[2021-06-14 14:56:08,074][root][INFO] - Epoch: [28/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2033 
[2021-06-14 14:56:11,904][root][INFO] - Epoch: [28/50][590/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2280 
[2021-06-14 14:56:15,740][root][INFO] - Epoch: [28/50][600/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2091 
[2021-06-14 14:56:19,579][root][INFO] - Epoch: [28/50][610/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1443 
[2021-06-14 14:56:23,416][root][INFO] - Epoch: [28/50][620/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1834 
[2021-06-14 14:56:27,248][root][INFO] - Epoch: [28/50][630/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1664 
[2021-06-14 14:56:31,105][root][INFO] - Epoch: [28/50][640/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1975 
[2021-06-14 14:56:34,939][root][INFO] - Epoch: [28/50][650/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1899 
[2021-06-14 14:56:38,778][root][INFO] - Epoch: [28/50][660/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1854 
[2021-06-14 14:56:42,621][root][INFO] - Epoch: [28/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1999 
[2021-06-14 14:56:46,466][root][INFO] - Epoch: [28/50][680/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1973 
[2021-06-14 14:56:50,324][root][INFO] - Epoch: [28/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1772 
[2021-06-14 14:56:54,149][root][INFO] - Epoch: [28/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2168 
[2021-06-14 14:56:57,973][root][INFO] - Epoch: [28/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2421 
[2021-06-14 14:57:01,834][root][INFO] - Epoch: [28/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1901 
[2021-06-14 14:57:05,677][root][INFO] - Epoch: [28/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1822 
[2021-06-14 14:57:09,504][root][INFO] - Epoch: [28/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1882 
[2021-06-14 14:57:13,369][root][INFO] - Epoch: [28/50][750/1216] Data 0.001 (0.005) Batch 0.399 (0.389) Loss 0.1865 
[2021-06-14 14:57:17,216][root][INFO] - Epoch: [28/50][760/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1768 
[2021-06-14 14:57:21,053][root][INFO] - Epoch: [28/50][770/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1890 
[2021-06-14 14:57:24,893][root][INFO] - Epoch: [28/50][780/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2022 
[2021-06-14 14:57:28,727][root][INFO] - Epoch: [28/50][790/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2080 
[2021-06-14 14:57:32,570][root][INFO] - Epoch: [28/50][800/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2157 
[2021-06-14 14:57:36,407][root][INFO] - Epoch: [28/50][810/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2012 
[2021-06-14 14:57:40,246][root][INFO] - Epoch: [28/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1728 
[2021-06-14 14:57:44,102][root][INFO] - Epoch: [28/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1773 
[2021-06-14 14:57:47,947][root][INFO] - Epoch: [28/50][840/1216] Data 0.001 (0.005) Batch 0.390 (0.388) Loss 0.1712 
[2021-06-14 14:57:51,799][root][INFO] - Epoch: [28/50][850/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1908 
[2021-06-14 14:57:55,658][root][INFO] - Epoch: [28/50][860/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2040 
[2021-06-14 14:57:59,506][root][INFO] - Epoch: [28/50][870/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1972 
[2021-06-14 14:58:03,352][root][INFO] - Epoch: [28/50][880/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1680 
[2021-06-14 14:58:07,216][root][INFO] - Epoch: [28/50][890/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1826 
[2021-06-14 14:58:11,051][root][INFO] - Epoch: [28/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1637 
[2021-06-14 14:58:14,901][root][INFO] - Epoch: [28/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1930 
[2021-06-14 14:58:18,742][root][INFO] - Epoch: [28/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1682 
[2021-06-14 14:58:22,571][root][INFO] - Epoch: [28/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2010 
[2021-06-14 14:58:26,422][root][INFO] - Epoch: [28/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1519 
[2021-06-14 14:58:30,255][root][INFO] - Epoch: [28/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1980 
[2021-06-14 14:58:34,101][root][INFO] - Epoch: [28/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2298 
[2021-06-14 14:58:37,929][root][INFO] - Epoch: [28/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1499 
[2021-06-14 14:58:41,762][root][INFO] - Epoch: [28/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1892 
[2021-06-14 14:58:45,601][root][INFO] - Epoch: [28/50][990/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1887 
[2021-06-14 14:58:49,433][root][INFO] - Epoch: [28/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1307 
[2021-06-14 14:58:53,279][root][INFO] - Epoch: [28/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1872 
[2021-06-14 14:58:57,111][root][INFO] - Epoch: [28/50][1020/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1866 
[2021-06-14 14:59:00,948][root][INFO] - Epoch: [28/50][1030/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1630 
[2021-06-14 14:59:04,791][root][INFO] - Epoch: [28/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1984 
[2021-06-14 14:59:08,642][root][INFO] - Epoch: [28/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2033 
[2021-06-14 14:59:12,480][root][INFO] - Epoch: [28/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2091 
[2021-06-14 14:59:16,322][root][INFO] - Epoch: [28/50][1070/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2436 
[2021-06-14 14:59:20,155][root][INFO] - Epoch: [28/50][1080/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1585 
[2021-06-14 14:59:23,990][root][INFO] - Epoch: [28/50][1090/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.1889 
[2021-06-14 14:59:27,817][root][INFO] - Epoch: [28/50][1100/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.2439 
[2021-06-14 14:59:31,643][root][INFO] - Epoch: [28/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1898 
[2021-06-14 14:59:35,475][root][INFO] - Epoch: [28/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2398 
[2021-06-14 14:59:39,301][root][INFO] - Epoch: [28/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1973 
[2021-06-14 14:59:43,146][root][INFO] - Epoch: [28/50][1140/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1818 
[2021-06-14 14:59:47,005][root][INFO] - Epoch: [28/50][1150/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1902 
[2021-06-14 14:59:50,848][root][INFO] - Epoch: [28/50][1160/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1956 
[2021-06-14 14:59:54,698][root][INFO] - Epoch: [28/50][1170/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.2377 
[2021-06-14 14:59:58,544][root][INFO] - Epoch: [28/50][1180/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1997 
[2021-06-14 15:00:02,374][root][INFO] - Epoch: [28/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1624 
[2021-06-14 15:00:06,236][root][INFO] - Epoch: [28/50][1200/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.1872 
[2021-06-14 15:00:10,061][root][INFO] - Epoch: [28/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1856 
[2021-06-14 15:00:12,633][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 15:01:07,312][root][INFO] - Val result: mIoU 0.6180.
[2021-06-14 15:01:07,312][root][INFO] - Class_0 Result: iou 0.7874.
[2021-06-14 15:01:07,313][root][INFO] - Class_1 Result: iou 0.8635.
[2021-06-14 15:01:07,313][root][INFO] - Class_2 Result: iou 0.5678.
[2021-06-14 15:01:07,313][root][INFO] - Class_3 Result: iou 0.7641.
[2021-06-14 15:01:07,313][root][INFO] - Class_4 Result: iou 0.6691.
[2021-06-14 15:01:07,313][root][INFO] - Class_5 Result: iou 0.6341.
[2021-06-14 15:01:07,314][root][INFO] - Class_6 Result: iou 0.6807.
[2021-06-14 15:01:07,314][root][INFO] - Class_7 Result: iou 0.5969.
[2021-06-14 15:01:07,314][root][INFO] - Class_8 Result: iou 0.4837.
[2021-06-14 15:01:07,314][root][INFO] - Class_9 Result: iou 0.6034.
[2021-06-14 15:01:07,314][root][INFO] - Class_10 Result: iou 0.3558.
[2021-06-14 15:01:07,314][root][INFO] - Class_11 Result: iou 0.4413.
[2021-06-14 15:01:07,314][root][INFO] - Class_12 Result: iou 0.5613.
[2021-06-14 15:01:07,314][root][INFO] - Class_13 Result: iou 0.5343.
[2021-06-14 15:01:07,314][root][INFO] - Class_14 Result: iou 0.6016.
[2021-06-14 15:01:07,314][root][INFO] - Class_15 Result: iou 0.4948.
[2021-06-14 15:01:07,314][root][INFO] - Class_16 Result: iou 0.8772.
[2021-06-14 15:01:07,314][root][INFO] - Class_17 Result: iou 0.6258.
[2021-06-14 15:01:07,314][root][INFO] - Class_18 Result: iou 0.7989.
[2021-06-14 15:01:07,314][root][INFO] - Class_19 Result: iou 0.4178.
[2021-06-14 15:01:07,314][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:01:14,782][root][INFO] - Epoch: [29/50][10/1216] Data 0.001 (0.303) Batch 0.382 (0.746) Loss 0.2412 
[2021-06-14 15:01:18,615][root][INFO] - Epoch: [29/50][20/1216] Data 0.001 (0.152) Batch 0.382 (0.565) Loss 0.1821 
[2021-06-14 15:01:22,438][root][INFO] - Epoch: [29/50][30/1216] Data 0.001 (0.102) Batch 0.382 (0.504) Loss 0.1626 
[2021-06-14 15:01:26,262][root][INFO] - Epoch: [29/50][40/1216] Data 0.001 (0.076) Batch 0.385 (0.474) Loss 0.1920 
[2021-06-14 15:01:30,093][root][INFO] - Epoch: [29/50][50/1216] Data 0.001 (0.061) Batch 0.383 (0.455) Loss 0.1572 
[2021-06-14 15:01:33,927][root][INFO] - Epoch: [29/50][60/1216] Data 0.001 (0.051) Batch 0.383 (0.443) Loss 0.1496 
[2021-06-14 15:01:37,757][root][INFO] - Epoch: [29/50][70/1216] Data 0.001 (0.044) Batch 0.383 (0.435) Loss 0.1521 
[2021-06-14 15:01:41,587][root][INFO] - Epoch: [29/50][80/1216] Data 0.001 (0.039) Batch 0.382 (0.428) Loss 0.1593 
[2021-06-14 15:01:45,403][root][INFO] - Epoch: [29/50][90/1216] Data 0.001 (0.034) Batch 0.382 (0.423) Loss 0.1702 
[2021-06-14 15:01:49,237][root][INFO] - Epoch: [29/50][100/1216] Data 0.001 (0.031) Batch 0.380 (0.419) Loss 0.1956 
[2021-06-14 15:01:53,064][root][INFO] - Epoch: [29/50][110/1216] Data 0.001 (0.028) Batch 0.383 (0.416) Loss 0.1562 
[2021-06-14 15:01:56,884][root][INFO] - Epoch: [29/50][120/1216] Data 0.001 (0.026) Batch 0.381 (0.413) Loss 0.1503 
[2021-06-14 15:02:00,708][root][INFO] - Epoch: [29/50][130/1216] Data 0.001 (0.024) Batch 0.381 (0.411) Loss 0.1856 
[2021-06-14 15:02:04,554][root][INFO] - Epoch: [29/50][140/1216] Data 0.001 (0.022) Batch 0.380 (0.409) Loss 0.1853 
[2021-06-14 15:02:08,394][root][INFO] - Epoch: [29/50][150/1216] Data 0.001 (0.021) Batch 0.396 (0.407) Loss 0.1963 
[2021-06-14 15:02:12,224][root][INFO] - Epoch: [29/50][160/1216] Data 0.001 (0.020) Batch 0.382 (0.406) Loss 0.2025 
[2021-06-14 15:02:16,059][root][INFO] - Epoch: [29/50][170/1216] Data 0.001 (0.019) Batch 0.382 (0.404) Loss 0.1756 
[2021-06-14 15:02:19,885][root][INFO] - Epoch: [29/50][180/1216] Data 0.001 (0.018) Batch 0.382 (0.403) Loss 0.1820 
[2021-06-14 15:02:23,727][root][INFO] - Epoch: [29/50][190/1216] Data 0.001 (0.017) Batch 0.387 (0.402) Loss 0.1700 
[2021-06-14 15:02:27,551][root][INFO] - Epoch: [29/50][200/1216] Data 0.001 (0.016) Batch 0.381 (0.401) Loss 0.2255 
[2021-06-14 15:02:31,404][root][INFO] - Epoch: [29/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.400) Loss 0.1887 
[2021-06-14 15:02:35,250][root][INFO] - Epoch: [29/50][220/1216] Data 0.001 (0.015) Batch 0.384 (0.400) Loss 0.2015 
[2021-06-14 15:02:39,091][root][INFO] - Epoch: [29/50][230/1216] Data 0.001 (0.014) Batch 0.381 (0.399) Loss 0.1597 
[2021-06-14 15:02:42,932][root][INFO] - Epoch: [29/50][240/1216] Data 0.001 (0.013) Batch 0.388 (0.398) Loss 0.1777 
[2021-06-14 15:02:46,764][root][INFO] - Epoch: [29/50][250/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.1508 
[2021-06-14 15:02:50,605][root][INFO] - Epoch: [29/50][260/1216] Data 0.001 (0.013) Batch 0.385 (0.397) Loss 0.2250 
[2021-06-14 15:02:54,442][root][INFO] - Epoch: [29/50][270/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.2341 
[2021-06-14 15:02:58,273][root][INFO] - Epoch: [29/50][280/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.1821 
[2021-06-14 15:03:02,120][root][INFO] - Epoch: [29/50][290/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.1881 
[2021-06-14 15:03:05,954][root][INFO] - Epoch: [29/50][300/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.1875 
[2021-06-14 15:03:09,800][root][INFO] - Epoch: [29/50][310/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.2384 
[2021-06-14 15:03:13,639][root][INFO] - Epoch: [29/50][320/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.1930 
[2021-06-14 15:03:17,482][root][INFO] - Epoch: [29/50][330/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.1935 
[2021-06-14 15:03:21,320][root][INFO] - Epoch: [29/50][340/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.1511 
[2021-06-14 15:03:25,157][root][INFO] - Epoch: [29/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.1508 
[2021-06-14 15:03:28,992][root][INFO] - Epoch: [29/50][360/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.1555 
[2021-06-14 15:03:32,827][root][INFO] - Epoch: [29/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.2105 
[2021-06-14 15:03:36,665][root][INFO] - Epoch: [29/50][380/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2149 
[2021-06-14 15:03:40,511][root][INFO] - Epoch: [29/50][390/1216] Data 0.001 (0.009) Batch 0.390 (0.393) Loss 0.1720 
[2021-06-14 15:03:44,355][root][INFO] - Epoch: [29/50][400/1216] Data 0.001 (0.008) Batch 0.387 (0.393) Loss 0.2152 
[2021-06-14 15:03:48,190][root][INFO] - Epoch: [29/50][410/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1956 
[2021-06-14 15:03:52,030][root][INFO] - Epoch: [29/50][420/1216] Data 0.001 (0.008) Batch 0.390 (0.392) Loss 0.1733 
[2021-06-14 15:03:55,881][root][INFO] - Epoch: [29/50][430/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2672 
[2021-06-14 15:03:59,719][root][INFO] - Epoch: [29/50][440/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.2007 
[2021-06-14 15:04:03,547][root][INFO] - Epoch: [29/50][450/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.2029 
[2021-06-14 15:04:07,387][root][INFO] - Epoch: [29/50][460/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1436 
[2021-06-14 15:04:11,230][root][INFO] - Epoch: [29/50][470/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1892 
[2021-06-14 15:04:15,084][root][INFO] - Epoch: [29/50][480/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1785 
[2021-06-14 15:04:18,917][root][INFO] - Epoch: [29/50][490/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1788 
[2021-06-14 15:04:22,782][root][INFO] - Epoch: [29/50][500/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1832 
[2021-06-14 15:04:26,620][root][INFO] - Epoch: [29/50][510/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2198 
[2021-06-14 15:04:30,455][root][INFO] - Epoch: [29/50][520/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1509 
[2021-06-14 15:04:34,304][root][INFO] - Epoch: [29/50][530/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1818 
[2021-06-14 15:04:38,146][root][INFO] - Epoch: [29/50][540/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.2120 
[2021-06-14 15:04:41,999][root][INFO] - Epoch: [29/50][550/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2094 
[2021-06-14 15:04:45,844][root][INFO] - Epoch: [29/50][560/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.1774 
[2021-06-14 15:04:49,689][root][INFO] - Epoch: [29/50][570/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2323 
[2021-06-14 15:04:53,540][root][INFO] - Epoch: [29/50][580/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.2076 
[2021-06-14 15:04:57,387][root][INFO] - Epoch: [29/50][590/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2021 
[2021-06-14 15:05:01,236][root][INFO] - Epoch: [29/50][600/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.1661 
[2021-06-14 15:05:05,058][root][INFO] - Epoch: [29/50][610/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1659 
[2021-06-14 15:05:08,902][root][INFO] - Epoch: [29/50][620/1216] Data 0.001 (0.006) Batch 0.391 (0.390) Loss 0.2313 
[2021-06-14 15:05:12,760][root][INFO] - Epoch: [29/50][630/1216] Data 0.001 (0.006) Batch 0.392 (0.390) Loss 0.1825 
[2021-06-14 15:05:16,618][root][INFO] - Epoch: [29/50][640/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1791 
[2021-06-14 15:05:20,463][root][INFO] - Epoch: [29/50][650/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1570 
[2021-06-14 15:05:24,292][root][INFO] - Epoch: [29/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1530 
[2021-06-14 15:05:28,130][root][INFO] - Epoch: [29/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2074 
[2021-06-14 15:05:31,975][root][INFO] - Epoch: [29/50][680/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2359 
[2021-06-14 15:05:35,817][root][INFO] - Epoch: [29/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1822 
[2021-06-14 15:05:39,677][root][INFO] - Epoch: [29/50][700/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1886 
[2021-06-14 15:05:43,507][root][INFO] - Epoch: [29/50][710/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2016 
[2021-06-14 15:05:47,351][root][INFO] - Epoch: [29/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2317 
[2021-06-14 15:05:51,195][root][INFO] - Epoch: [29/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1784 
[2021-06-14 15:05:55,053][root][INFO] - Epoch: [29/50][740/1216] Data 0.001 (0.005) Batch 0.391 (0.389) Loss 0.1755 
[2021-06-14 15:05:58,914][root][INFO] - Epoch: [29/50][750/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1782 
[2021-06-14 15:06:02,754][root][INFO] - Epoch: [29/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1475 
[2021-06-14 15:06:06,588][root][INFO] - Epoch: [29/50][770/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1481 
[2021-06-14 15:06:10,430][root][INFO] - Epoch: [29/50][780/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2035 
[2021-06-14 15:06:14,288][root][INFO] - Epoch: [29/50][790/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1844 
[2021-06-14 15:06:18,132][root][INFO] - Epoch: [29/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1688 
[2021-06-14 15:06:21,972][root][INFO] - Epoch: [29/50][810/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1968 
[2021-06-14 15:06:25,811][root][INFO] - Epoch: [29/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1842 
[2021-06-14 15:06:29,665][root][INFO] - Epoch: [29/50][830/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.2686 
[2021-06-14 15:06:33,535][root][INFO] - Epoch: [29/50][840/1216] Data 0.001 (0.004) Batch 0.405 (0.388) Loss 0.1869 
[2021-06-14 15:06:37,380][root][INFO] - Epoch: [29/50][850/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1629 
[2021-06-14 15:06:41,205][root][INFO] - Epoch: [29/50][860/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2484 
[2021-06-14 15:06:45,044][root][INFO] - Epoch: [29/50][870/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2085 
[2021-06-14 15:06:48,868][root][INFO] - Epoch: [29/50][880/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1425 
[2021-06-14 15:06:52,694][root][INFO] - Epoch: [29/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1938 
[2021-06-14 15:06:56,527][root][INFO] - Epoch: [29/50][900/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2130 
[2021-06-14 15:07:00,358][root][INFO] - Epoch: [29/50][910/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1731 
[2021-06-14 15:07:04,193][root][INFO] - Epoch: [29/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1906 
[2021-06-14 15:07:08,034][root][INFO] - Epoch: [29/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1239 
[2021-06-14 15:07:11,875][root][INFO] - Epoch: [29/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1918 
[2021-06-14 15:07:15,713][root][INFO] - Epoch: [29/50][950/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1704 
[2021-06-14 15:07:19,549][root][INFO] - Epoch: [29/50][960/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2261 
[2021-06-14 15:07:23,386][root][INFO] - Epoch: [29/50][970/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2301 
[2021-06-14 15:07:27,216][root][INFO] - Epoch: [29/50][980/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2278 
[2021-06-14 15:07:31,062][root][INFO] - Epoch: [29/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1609 
[2021-06-14 15:07:34,918][root][INFO] - Epoch: [29/50][1000/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1995 
[2021-06-14 15:07:38,763][root][INFO] - Epoch: [29/50][1010/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1567 
[2021-06-14 15:07:42,596][root][INFO] - Epoch: [29/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1564 
[2021-06-14 15:07:46,431][root][INFO] - Epoch: [29/50][1030/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1606 
[2021-06-14 15:07:50,270][root][INFO] - Epoch: [29/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1576 
[2021-06-14 15:07:54,114][root][INFO] - Epoch: [29/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.2006 
[2021-06-14 15:07:57,958][root][INFO] - Epoch: [29/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2097 
[2021-06-14 15:08:01,788][root][INFO] - Epoch: [29/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1920 
[2021-06-14 15:08:05,617][root][INFO] - Epoch: [29/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1680 
[2021-06-14 15:08:09,452][root][INFO] - Epoch: [29/50][1090/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1867 
[2021-06-14 15:08:13,293][root][INFO] - Epoch: [29/50][1100/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1597 
[2021-06-14 15:08:17,126][root][INFO] - Epoch: [29/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1735 
[2021-06-14 15:08:20,968][root][INFO] - Epoch: [29/50][1120/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2004 
[2021-06-14 15:08:24,828][root][INFO] - Epoch: [29/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1804 
[2021-06-14 15:08:28,664][root][INFO] - Epoch: [29/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.2253 
[2021-06-14 15:08:32,510][root][INFO] - Epoch: [29/50][1150/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1727 
[2021-06-14 15:08:36,352][root][INFO] - Epoch: [29/50][1160/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1506 
[2021-06-14 15:08:40,189][root][INFO] - Epoch: [29/50][1170/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1853 
[2021-06-14 15:08:44,036][root][INFO] - Epoch: [29/50][1180/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.2219 
[2021-06-14 15:08:47,879][root][INFO] - Epoch: [29/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1981 
[2021-06-14 15:08:51,702][root][INFO] - Epoch: [29/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1480 
[2021-06-14 15:08:55,527][root][INFO] - Epoch: [29/50][1210/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1870 
[2021-06-14 15:08:58,090][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 15:09:00,021][root][INFO] - Test: [1/680] 
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[2021-06-14 15:09:50,249][root][INFO] - Test: [650/680] 
[2021-06-14 15:09:50,316][root][INFO] - Test: [651/680] 
[2021-06-14 15:09:50,382][root][INFO] - Test: [652/680] 
[2021-06-14 15:09:50,448][root][INFO] - Test: [653/680] 
[2021-06-14 15:09:50,514][root][INFO] - Test: [654/680] 
[2021-06-14 15:09:50,580][root][INFO] - Test: [655/680] 
[2021-06-14 15:09:50,646][root][INFO] - Test: [656/680] 
[2021-06-14 15:09:50,712][root][INFO] - Test: [657/680] 
[2021-06-14 15:09:50,777][root][INFO] - Test: [658/680] 
[2021-06-14 15:09:50,844][root][INFO] - Test: [659/680] 
[2021-06-14 15:09:50,911][root][INFO] - Test: [660/680] 
[2021-06-14 15:09:50,978][root][INFO] - Test: [661/680] 
[2021-06-14 15:09:51,045][root][INFO] - Test: [662/680] 
[2021-06-14 15:09:51,112][root][INFO] - Test: [663/680] 
[2021-06-14 15:09:51,179][root][INFO] - Test: [664/680] 
[2021-06-14 15:09:51,246][root][INFO] - Test: [665/680] 
[2021-06-14 15:09:51,313][root][INFO] - Test: [666/680] 
[2021-06-14 15:09:51,380][root][INFO] - Test: [667/680] 
[2021-06-14 15:09:51,446][root][INFO] - Test: [668/680] 
[2021-06-14 15:09:51,512][root][INFO] - Test: [669/680] 
[2021-06-14 15:09:51,577][root][INFO] - Test: [670/680] 
[2021-06-14 15:09:51,644][root][INFO] - Test: [671/680] 
[2021-06-14 15:09:51,711][root][INFO] - Test: [672/680] 
[2021-06-14 15:09:51,778][root][INFO] - Test: [673/680] 
[2021-06-14 15:09:51,845][root][INFO] - Test: [674/680] 
[2021-06-14 15:09:51,912][root][INFO] - Test: [675/680] 
[2021-06-14 15:09:51,979][root][INFO] - Test: [676/680] 
[2021-06-14 15:09:52,046][root][INFO] - Test: [677/680] 
[2021-06-14 15:09:52,112][root][INFO] - Test: [678/680] 
[2021-06-14 15:09:52,178][root][INFO] - Test: [679/680] 
[2021-06-14 15:09:52,217][root][INFO] - Test: [680/680] 
[2021-06-14 15:09:52,493][root][INFO] - Val result: mIoU 0.6212.
[2021-06-14 15:09:52,494][root][INFO] - Class_0 Result: iou 0.7863.
[2021-06-14 15:09:52,494][root][INFO] - Class_1 Result: iou 0.8693.
[2021-06-14 15:09:52,494][root][INFO] - Class_2 Result: iou 0.5724.
[2021-06-14 15:09:52,494][root][INFO] - Class_3 Result: iou 0.7535.
[2021-06-14 15:09:52,495][root][INFO] - Class_4 Result: iou 0.6776.
[2021-06-14 15:09:52,495][root][INFO] - Class_5 Result: iou 0.6508.
[2021-06-14 15:09:52,495][root][INFO] - Class_6 Result: iou 0.6850.
[2021-06-14 15:09:52,495][root][INFO] - Class_7 Result: iou 0.6013.
[2021-06-14 15:09:52,495][root][INFO] - Class_8 Result: iou 0.4872.
[2021-06-14 15:09:52,495][root][INFO] - Class_9 Result: iou 0.5971.
[2021-06-14 15:09:52,495][root][INFO] - Class_10 Result: iou 0.3439.
[2021-06-14 15:09:52,498][root][INFO] - Class_11 Result: iou 0.4658.
[2021-06-14 15:09:52,498][root][INFO] - Class_12 Result: iou 0.5525.
[2021-06-14 15:09:52,498][root][INFO] - Class_13 Result: iou 0.5251.
[2021-06-14 15:09:52,499][root][INFO] - Class_14 Result: iou 0.6246.
[2021-06-14 15:09:52,499][root][INFO] - Class_15 Result: iou 0.5219.
[2021-06-14 15:09:52,500][root][INFO] - Class_16 Result: iou 0.8707.
[2021-06-14 15:09:52,500][root][INFO] - Class_17 Result: iou 0.6011.
[2021-06-14 15:09:52,500][root][INFO] - Class_18 Result: iou 0.7939.
[2021-06-14 15:09:52,500][root][INFO] - Class_19 Result: iou 0.4434.
[2021-06-14 15:09:52,501][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:10:00,620][root][INFO] - Epoch: [30/50][10/1216] Data 0.001 (0.375) Batch 0.380 (0.812) Loss 0.2118 
[2021-06-14 15:10:04,448][root][INFO] - Epoch: [30/50][20/1216] Data 0.001 (0.188) Batch 0.383 (0.597) Loss 0.1921 
[2021-06-14 15:10:08,274][root][INFO] - Epoch: [30/50][30/1216] Data 0.001 (0.126) Batch 0.383 (0.526) Loss 0.1321 
[2021-06-14 15:10:12,128][root][INFO] - Epoch: [30/50][40/1216] Data 0.001 (0.094) Batch 0.382 (0.491) Loss 0.1543 
[2021-06-14 15:10:15,959][root][INFO] - Epoch: [30/50][50/1216] Data 0.001 (0.076) Batch 0.384 (0.469) Loss 0.1754 
[2021-06-14 15:10:19,785][root][INFO] - Epoch: [30/50][60/1216] Data 0.001 (0.063) Batch 0.381 (0.455) Loss 0.1510 
[2021-06-14 15:10:23,633][root][INFO] - Epoch: [30/50][70/1216] Data 0.001 (0.054) Batch 0.387 (0.445) Loss 0.2028 
[2021-06-14 15:10:27,474][root][INFO] - Epoch: [30/50][80/1216] Data 0.001 (0.048) Batch 0.383 (0.437) Loss 0.1950 
[2021-06-14 15:10:31,306][root][INFO] - Epoch: [30/50][90/1216] Data 0.001 (0.042) Batch 0.388 (0.431) Loss 0.1855 
[2021-06-14 15:10:35,125][root][INFO] - Epoch: [30/50][100/1216] Data 0.001 (0.038) Batch 0.383 (0.426) Loss 0.2184 
[2021-06-14 15:10:38,937][root][INFO] - Epoch: [30/50][110/1216] Data 0.001 (0.035) Batch 0.381 (0.422) Loss 0.1242 
[2021-06-14 15:10:42,759][root][INFO] - Epoch: [30/50][120/1216] Data 0.001 (0.032) Batch 0.382 (0.419) Loss 0.1827 
[2021-06-14 15:10:46,572][root][INFO] - Epoch: [30/50][130/1216] Data 0.001 (0.030) Batch 0.380 (0.416) Loss 0.1622 
[2021-06-14 15:10:50,395][root][INFO] - Epoch: [30/50][140/1216] Data 0.001 (0.028) Batch 0.381 (0.413) Loss 0.1791 
[2021-06-14 15:10:54,208][root][INFO] - Epoch: [30/50][150/1216] Data 0.001 (0.026) Batch 0.381 (0.411) Loss 0.1727 
[2021-06-14 15:10:58,041][root][INFO] - Epoch: [30/50][160/1216] Data 0.001 (0.024) Batch 0.383 (0.410) Loss 0.1862 
[2021-06-14 15:11:01,865][root][INFO] - Epoch: [30/50][170/1216] Data 0.001 (0.023) Batch 0.384 (0.408) Loss 0.1291 
[2021-06-14 15:11:05,701][root][INFO] - Epoch: [30/50][180/1216] Data 0.001 (0.022) Batch 0.383 (0.407) Loss 0.1638 
[2021-06-14 15:11:09,550][root][INFO] - Epoch: [30/50][190/1216] Data 0.001 (0.021) Batch 0.390 (0.405) Loss 0.1600 
[2021-06-14 15:11:13,387][root][INFO] - Epoch: [30/50][200/1216] Data 0.001 (0.020) Batch 0.380 (0.404) Loss 0.1509 
[2021-06-14 15:11:17,225][root][INFO] - Epoch: [30/50][210/1216] Data 0.001 (0.019) Batch 0.383 (0.403) Loss 0.1972 
[2021-06-14 15:11:21,066][root][INFO] - Epoch: [30/50][220/1216] Data 0.001 (0.018) Batch 0.384 (0.403) Loss 0.2127 
[2021-06-14 15:11:24,907][root][INFO] - Epoch: [30/50][230/1216] Data 0.001 (0.017) Batch 0.385 (0.402) Loss 0.1947 
[2021-06-14 15:11:28,745][root][INFO] - Epoch: [30/50][240/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.1778 
[2021-06-14 15:11:33,072][root][INFO] - Epoch: [30/50][250/1216] Data 0.001 (0.016) Batch 0.388 (0.402) Loss 0.1867 
[2021-06-14 15:11:36,918][root][INFO] - Epoch: [30/50][260/1216] Data 0.001 (0.015) Batch 0.390 (0.402) Loss 0.1673 
[2021-06-14 15:11:40,754][root][INFO] - Epoch: [30/50][270/1216] Data 0.001 (0.015) Batch 0.382 (0.401) Loss 0.1702 
[2021-06-14 15:11:44,611][root][INFO] - Epoch: [30/50][280/1216] Data 0.001 (0.014) Batch 0.384 (0.400) Loss 0.1618 
[2021-06-14 15:11:48,444][root][INFO] - Epoch: [30/50][290/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.1794 
[2021-06-14 15:11:52,280][root][INFO] - Epoch: [30/50][300/1216] Data 0.001 (0.013) Batch 0.384 (0.399) Loss 0.1738 
[2021-06-14 15:11:56,129][root][INFO] - Epoch: [30/50][310/1216] Data 0.001 (0.013) Batch 0.383 (0.399) Loss 0.1520 
[2021-06-14 15:11:59,966][root][INFO] - Epoch: [30/50][320/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.1634 
[2021-06-14 15:12:03,810][root][INFO] - Epoch: [30/50][330/1216] Data 0.001 (0.012) Batch 0.382 (0.398) Loss 0.1687 
[2021-06-14 15:12:07,639][root][INFO] - Epoch: [30/50][340/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1621 
[2021-06-14 15:12:11,490][root][INFO] - Epoch: [30/50][350/1216] Data 0.001 (0.012) Batch 0.388 (0.397) Loss 0.2147 
[2021-06-14 15:12:15,319][root][INFO] - Epoch: [30/50][360/1216] Data 0.001 (0.011) Batch 0.385 (0.397) Loss 0.1602 
[2021-06-14 15:12:19,157][root][INFO] - Epoch: [30/50][370/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.1685 
[2021-06-14 15:12:22,994][root][INFO] - Epoch: [30/50][380/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.2148 
[2021-06-14 15:12:26,834][root][INFO] - Epoch: [30/50][390/1216] Data 0.001 (0.010) Batch 0.381 (0.396) Loss 0.1464 
[2021-06-14 15:12:30,674][root][INFO] - Epoch: [30/50][400/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1822 
[2021-06-14 15:12:34,519][root][INFO] - Epoch: [30/50][410/1216] Data 0.001 (0.010) Batch 0.381 (0.395) Loss 0.1532 
[2021-06-14 15:12:38,377][root][INFO] - Epoch: [30/50][420/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1518 
[2021-06-14 15:12:42,202][root][INFO] - Epoch: [30/50][430/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1414 
[2021-06-14 15:12:46,026][root][INFO] - Epoch: [30/50][440/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1729 
[2021-06-14 15:12:49,860][root][INFO] - Epoch: [30/50][450/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.1764 
[2021-06-14 15:12:53,700][root][INFO] - Epoch: [30/50][460/1216] Data 0.001 (0.009) Batch 0.387 (0.394) Loss 0.1833 
[2021-06-14 15:12:57,540][root][INFO] - Epoch: [30/50][470/1216] Data 0.001 (0.009) Batch 0.390 (0.394) Loss 0.1776 
[2021-06-14 15:13:01,372][root][INFO] - Epoch: [30/50][480/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1394 
[2021-06-14 15:13:05,227][root][INFO] - Epoch: [30/50][490/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1774 
[2021-06-14 15:13:09,068][root][INFO] - Epoch: [30/50][500/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.1558 
[2021-06-14 15:13:12,918][root][INFO] - Epoch: [30/50][510/1216] Data 0.001 (0.008) Batch 0.389 (0.393) Loss 0.1811 
[2021-06-14 15:13:16,753][root][INFO] - Epoch: [30/50][520/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1556 
[2021-06-14 15:13:20,600][root][INFO] - Epoch: [30/50][530/1216] Data 0.001 (0.008) Batch 0.387 (0.393) Loss 0.1703 
[2021-06-14 15:13:24,434][root][INFO] - Epoch: [30/50][540/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.2454 
[2021-06-14 15:13:28,274][root][INFO] - Epoch: [30/50][550/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1687 
[2021-06-14 15:13:32,112][root][INFO] - Epoch: [30/50][560/1216] Data 0.001 (0.008) Batch 0.390 (0.392) Loss 0.2411 
[2021-06-14 15:13:35,948][root][INFO] - Epoch: [30/50][570/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.1479 
[2021-06-14 15:13:39,790][root][INFO] - Epoch: [30/50][580/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2113 
[2021-06-14 15:13:43,615][root][INFO] - Epoch: [30/50][590/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.1418 
[2021-06-14 15:13:47,451][root][INFO] - Epoch: [30/50][600/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1915 
[2021-06-14 15:13:51,298][root][INFO] - Epoch: [30/50][610/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.2327 
[2021-06-14 15:13:55,126][root][INFO] - Epoch: [30/50][620/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2191 
[2021-06-14 15:13:58,952][root][INFO] - Epoch: [30/50][630/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2088 
[2021-06-14 15:14:02,796][root][INFO] - Epoch: [30/50][640/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.2026 
[2021-06-14 15:14:06,627][root][INFO] - Epoch: [30/50][650/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1553 
[2021-06-14 15:14:10,454][root][INFO] - Epoch: [30/50][660/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1419 
[2021-06-14 15:14:14,289][root][INFO] - Epoch: [30/50][670/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.1311 
[2021-06-14 15:14:18,124][root][INFO] - Epoch: [30/50][680/1216] Data 0.001 (0.006) Batch 0.392 (0.391) Loss 0.2135 
[2021-06-14 15:14:21,969][root][INFO] - Epoch: [30/50][690/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.1588 
[2021-06-14 15:14:25,818][root][INFO] - Epoch: [30/50][700/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1743 
[2021-06-14 15:14:29,660][root][INFO] - Epoch: [30/50][710/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.1888 
[2021-06-14 15:14:33,492][root][INFO] - Epoch: [30/50][720/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1781 
[2021-06-14 15:14:37,343][root][INFO] - Epoch: [30/50][730/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1547 
[2021-06-14 15:14:41,174][root][INFO] - Epoch: [30/50][740/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1624 
[2021-06-14 15:14:45,026][root][INFO] - Epoch: [30/50][750/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1414 
[2021-06-14 15:14:48,870][root][INFO] - Epoch: [30/50][760/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1621 
[2021-06-14 15:14:52,713][root][INFO] - Epoch: [30/50][770/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1662 
[2021-06-14 15:14:56,555][root][INFO] - Epoch: [30/50][780/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2320 
[2021-06-14 15:15:00,386][root][INFO] - Epoch: [30/50][790/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1429 
[2021-06-14 15:15:04,243][root][INFO] - Epoch: [30/50][800/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1689 
[2021-06-14 15:15:08,086][root][INFO] - Epoch: [30/50][810/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1729 
[2021-06-14 15:15:11,928][root][INFO] - Epoch: [30/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1767 
[2021-06-14 15:15:15,762][root][INFO] - Epoch: [30/50][830/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.2023 
[2021-06-14 15:15:19,607][root][INFO] - Epoch: [30/50][840/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1725 
[2021-06-14 15:15:23,445][root][INFO] - Epoch: [30/50][850/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.2324 
[2021-06-14 15:15:27,299][root][INFO] - Epoch: [30/50][860/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1472 
[2021-06-14 15:15:31,137][root][INFO] - Epoch: [30/50][870/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1540 
[2021-06-14 15:15:35,009][root][INFO] - Epoch: [30/50][880/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1581 
[2021-06-14 15:15:38,857][root][INFO] - Epoch: [30/50][890/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1901 
[2021-06-14 15:15:42,683][root][INFO] - Epoch: [30/50][900/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2099 
[2021-06-14 15:15:46,534][root][INFO] - Epoch: [30/50][910/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1663 
[2021-06-14 15:15:50,382][root][INFO] - Epoch: [30/50][920/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2066 
[2021-06-14 15:15:54,219][root][INFO] - Epoch: [30/50][930/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1660 
[2021-06-14 15:15:58,067][root][INFO] - Epoch: [30/50][940/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1808 
[2021-06-14 15:16:01,898][root][INFO] - Epoch: [30/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1978 
[2021-06-14 15:16:05,737][root][INFO] - Epoch: [30/50][960/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2277 
[2021-06-14 15:16:09,568][root][INFO] - Epoch: [30/50][970/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1675 
[2021-06-14 15:16:13,402][root][INFO] - Epoch: [30/50][980/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2289 
[2021-06-14 15:16:17,254][root][INFO] - Epoch: [30/50][990/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1966 
[2021-06-14 15:16:21,093][root][INFO] - Epoch: [30/50][1000/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1629 
[2021-06-14 15:16:24,951][root][INFO] - Epoch: [30/50][1010/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1893 
[2021-06-14 15:16:28,802][root][INFO] - Epoch: [30/50][1020/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1488 
[2021-06-14 15:16:32,640][root][INFO] - Epoch: [30/50][1030/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.2188 
[2021-06-14 15:16:36,493][root][INFO] - Epoch: [30/50][1040/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2149 
[2021-06-14 15:16:40,329][root][INFO] - Epoch: [30/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1829 
[2021-06-14 15:16:44,156][root][INFO] - Epoch: [30/50][1060/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1762 
[2021-06-14 15:16:48,006][root][INFO] - Epoch: [30/50][1070/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1840 
[2021-06-14 15:16:51,840][root][INFO] - Epoch: [30/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1929 
[2021-06-14 15:16:55,676][root][INFO] - Epoch: [30/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2180 
[2021-06-14 15:16:59,506][root][INFO] - Epoch: [30/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1943 
[2021-06-14 15:17:03,334][root][INFO] - Epoch: [30/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1973 
[2021-06-14 15:17:07,165][root][INFO] - Epoch: [30/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2094 
[2021-06-14 15:17:11,010][root][INFO] - Epoch: [30/50][1130/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.2215 
[2021-06-14 15:17:14,839][root][INFO] - Epoch: [30/50][1140/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1896 
[2021-06-14 15:17:18,686][root][INFO] - Epoch: [30/50][1150/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2370 
[2021-06-14 15:17:22,519][root][INFO] - Epoch: [30/50][1160/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1937 
[2021-06-14 15:17:26,358][root][INFO] - Epoch: [30/50][1170/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2412 
[2021-06-14 15:17:30,185][root][INFO] - Epoch: [30/50][1180/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1829 
[2021-06-14 15:17:34,019][root][INFO] - Epoch: [30/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1849 
[2021-06-14 15:17:37,833][root][INFO] - Epoch: [30/50][1200/1216] Data 0.001 (0.004) Batch 0.380 (0.388) Loss 0.2154 
[2021-06-14 15:17:41,657][root][INFO] - Epoch: [30/50][1210/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1986 
[2021-06-14 15:17:44,210][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 15:18:38,655][root][INFO] - Val result: mIoU 0.6185.
[2021-06-14 15:18:38,655][root][INFO] - Class_0 Result: iou 0.7901.
[2021-06-14 15:18:38,656][root][INFO] - Class_1 Result: iou 0.8676.
[2021-06-14 15:18:38,656][root][INFO] - Class_2 Result: iou 0.5724.
[2021-06-14 15:18:38,656][root][INFO] - Class_3 Result: iou 0.7416.
[2021-06-14 15:18:38,657][root][INFO] - Class_4 Result: iou 0.6708.
[2021-06-14 15:18:38,657][root][INFO] - Class_5 Result: iou 0.6310.
[2021-06-14 15:18:38,657][root][INFO] - Class_6 Result: iou 0.6803.
[2021-06-14 15:18:38,657][root][INFO] - Class_7 Result: iou 0.6027.
[2021-06-14 15:18:38,658][root][INFO] - Class_8 Result: iou 0.4961.
[2021-06-14 15:18:38,658][root][INFO] - Class_9 Result: iou 0.6052.
[2021-06-14 15:18:38,658][root][INFO] - Class_10 Result: iou 0.3453.
[2021-06-14 15:18:38,659][root][INFO] - Class_11 Result: iou 0.4396.
[2021-06-14 15:18:38,659][root][INFO] - Class_12 Result: iou 0.5559.
[2021-06-14 15:18:38,659][root][INFO] - Class_13 Result: iou 0.5326.
[2021-06-14 15:18:38,660][root][INFO] - Class_14 Result: iou 0.6174.
[2021-06-14 15:18:38,660][root][INFO] - Class_15 Result: iou 0.5133.
[2021-06-14 15:18:38,660][root][INFO] - Class_16 Result: iou 0.8734.
[2021-06-14 15:18:38,661][root][INFO] - Class_17 Result: iou 0.6159.
[2021-06-14 15:18:38,661][root][INFO] - Class_18 Result: iou 0.7929.
[2021-06-14 15:18:38,661][root][INFO] - Class_19 Result: iou 0.4266.
[2021-06-14 15:18:38,662][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:18:46,047][root][INFO] - Epoch: [31/50][10/1216] Data 0.001 (0.287) Batch 0.383 (0.738) Loss 0.1884 
[2021-06-14 15:18:49,866][root][INFO] - Epoch: [31/50][20/1216] Data 0.001 (0.144) Batch 0.383 (0.560) Loss 0.1776 
[2021-06-14 15:18:53,690][root][INFO] - Epoch: [31/50][30/1216] Data 0.001 (0.096) Batch 0.381 (0.501) Loss 0.1735 
[2021-06-14 15:18:57,510][root][INFO] - Epoch: [31/50][40/1216] Data 0.001 (0.072) Batch 0.385 (0.471) Loss 0.1960 
[2021-06-14 15:19:01,346][root][INFO] - Epoch: [31/50][50/1216] Data 0.001 (0.058) Batch 0.381 (0.454) Loss 0.1978 
[2021-06-14 15:19:05,189][root][INFO] - Epoch: [31/50][60/1216] Data 0.001 (0.049) Batch 0.383 (0.442) Loss 0.1480 
[2021-06-14 15:19:09,045][root][INFO] - Epoch: [31/50][70/1216] Data 0.001 (0.042) Batch 0.385 (0.434) Loss 0.1293 
[2021-06-14 15:19:12,881][root][INFO] - Epoch: [31/50][80/1216] Data 0.001 (0.037) Batch 0.382 (0.428) Loss 0.2153 
[2021-06-14 15:19:16,709][root][INFO] - Epoch: [31/50][90/1216] Data 0.001 (0.033) Batch 0.385 (0.423) Loss 0.1543 
[2021-06-14 15:19:20,531][root][INFO] - Epoch: [31/50][100/1216] Data 0.001 (0.029) Batch 0.382 (0.419) Loss 0.1970 
[2021-06-14 15:19:24,362][root][INFO] - Epoch: [31/50][110/1216] Data 0.001 (0.027) Batch 0.383 (0.415) Loss 0.1341 
[2021-06-14 15:19:28,203][root][INFO] - Epoch: [31/50][120/1216] Data 0.001 (0.025) Batch 0.383 (0.413) Loss 0.1712 
[2021-06-14 15:19:32,029][root][INFO] - Epoch: [31/50][130/1216] Data 0.001 (0.023) Batch 0.381 (0.410) Loss 0.1833 
[2021-06-14 15:19:35,857][root][INFO] - Epoch: [31/50][140/1216] Data 0.001 (0.021) Batch 0.381 (0.409) Loss 0.1451 
[2021-06-14 15:19:39,700][root][INFO] - Epoch: [31/50][150/1216] Data 0.001 (0.020) Batch 0.389 (0.407) Loss 0.1719 
[2021-06-14 15:19:43,534][root][INFO] - Epoch: [31/50][160/1216] Data 0.001 (0.019) Batch 0.383 (0.405) Loss 0.1874 
[2021-06-14 15:19:47,365][root][INFO] - Epoch: [31/50][170/1216] Data 0.001 (0.018) Batch 0.387 (0.404) Loss 0.1587 
[2021-06-14 15:19:51,199][root][INFO] - Epoch: [31/50][180/1216] Data 0.001 (0.017) Batch 0.381 (0.403) Loss 0.1853 
[2021-06-14 15:19:55,051][root][INFO] - Epoch: [31/50][190/1216] Data 0.001 (0.016) Batch 0.381 (0.402) Loss 0.1591 
[2021-06-14 15:19:58,898][root][INFO] - Epoch: [31/50][200/1216] Data 0.001 (0.015) Batch 0.389 (0.401) Loss 0.1821 
[2021-06-14 15:20:02,725][root][INFO] - Epoch: [31/50][210/1216] Data 0.001 (0.014) Batch 0.390 (0.400) Loss 0.1464 
[2021-06-14 15:20:06,560][root][INFO] - Epoch: [31/50][220/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.1667 
[2021-06-14 15:20:10,401][root][INFO] - Epoch: [31/50][230/1216] Data 0.001 (0.013) Batch 0.381 (0.399) Loss 0.1824 
[2021-06-14 15:20:14,238][root][INFO] - Epoch: [31/50][240/1216] Data 0.001 (0.013) Batch 0.385 (0.398) Loss 0.1883 
[2021-06-14 15:20:18,066][root][INFO] - Epoch: [31/50][250/1216] Data 0.001 (0.012) Batch 0.382 (0.398) Loss 0.1453 
[2021-06-14 15:20:21,920][root][INFO] - Epoch: [31/50][260/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.1695 
[2021-06-14 15:20:25,770][root][INFO] - Epoch: [31/50][270/1216] Data 0.001 (0.011) Batch 0.389 (0.397) Loss 0.1873 
[2021-06-14 15:20:29,608][root][INFO] - Epoch: [31/50][280/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.1948 
[2021-06-14 15:20:33,464][root][INFO] - Epoch: [31/50][290/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1492 
[2021-06-14 15:20:37,315][root][INFO] - Epoch: [31/50][300/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1714 
[2021-06-14 15:20:41,166][root][INFO] - Epoch: [31/50][310/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.1702 
[2021-06-14 15:20:45,018][root][INFO] - Epoch: [31/50][320/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1619 
[2021-06-14 15:20:48,864][root][INFO] - Epoch: [31/50][330/1216] Data 0.001 (0.010) Batch 0.384 (0.395) Loss 0.1975 
[2021-06-14 15:20:52,710][root][INFO] - Epoch: [31/50][340/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1882 
[2021-06-14 15:20:56,555][root][INFO] - Epoch: [31/50][350/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.1751 
[2021-06-14 15:21:00,388][root][INFO] - Epoch: [31/50][360/1216] Data 0.001 (0.009) Batch 0.385 (0.394) Loss 0.1530 
[2021-06-14 15:21:04,222][root][INFO] - Epoch: [31/50][370/1216] Data 0.001 (0.009) Batch 0.385 (0.393) Loss 0.1638 
[2021-06-14 15:21:08,068][root][INFO] - Epoch: [31/50][380/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1900 
[2021-06-14 15:21:11,904][root][INFO] - Epoch: [31/50][390/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1687 
[2021-06-14 15:21:15,775][root][INFO] - Epoch: [31/50][400/1216] Data 0.001 (0.008) Batch 0.397 (0.393) Loss 0.1477 
[2021-06-14 15:21:19,633][root][INFO] - Epoch: [31/50][410/1216] Data 0.001 (0.008) Batch 0.385 (0.393) Loss 0.2447 
[2021-06-14 15:21:23,466][root][INFO] - Epoch: [31/50][420/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1435 
[2021-06-14 15:21:27,313][root][INFO] - Epoch: [31/50][430/1216] Data 0.001 (0.008) Batch 0.387 (0.392) Loss 0.1421 
[2021-06-14 15:21:31,149][root][INFO] - Epoch: [31/50][440/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.1874 
[2021-06-14 15:21:35,000][root][INFO] - Epoch: [31/50][450/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1580 
[2021-06-14 15:21:38,845][root][INFO] - Epoch: [31/50][460/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.1664 
[2021-06-14 15:21:42,704][root][INFO] - Epoch: [31/50][470/1216] Data 0.001 (0.007) Batch 0.385 (0.392) Loss 0.1971 
[2021-06-14 15:21:46,548][root][INFO] - Epoch: [31/50][480/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1510 
[2021-06-14 15:21:50,384][root][INFO] - Epoch: [31/50][490/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1946 
[2021-06-14 15:21:54,240][root][INFO] - Epoch: [31/50][500/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1692 
[2021-06-14 15:21:58,078][root][INFO] - Epoch: [31/50][510/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.1826 
[2021-06-14 15:22:01,909][root][INFO] - Epoch: [31/50][520/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.1927 
[2021-06-14 15:22:05,743][root][INFO] - Epoch: [31/50][530/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.1852 
[2021-06-14 15:22:09,586][root][INFO] - Epoch: [31/50][540/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.2073 
[2021-06-14 15:22:13,415][root][INFO] - Epoch: [31/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1698 
[2021-06-14 15:22:17,249][root][INFO] - Epoch: [31/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1973 
[2021-06-14 15:22:21,079][root][INFO] - Epoch: [31/50][570/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.1747 
[2021-06-14 15:22:24,921][root][INFO] - Epoch: [31/50][580/1216] Data 0.001 (0.006) Batch 0.389 (0.390) Loss 0.1655 
[2021-06-14 15:22:28,760][root][INFO] - Epoch: [31/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1298 
[2021-06-14 15:22:32,596][root][INFO] - Epoch: [31/50][600/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1640 
[2021-06-14 15:22:36,430][root][INFO] - Epoch: [31/50][610/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2011 
[2021-06-14 15:22:40,272][root][INFO] - Epoch: [31/50][620/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1663 
[2021-06-14 15:22:44,112][root][INFO] - Epoch: [31/50][630/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.2131 
[2021-06-14 15:22:47,949][root][INFO] - Epoch: [31/50][640/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1214 
[2021-06-14 15:22:51,803][root][INFO] - Epoch: [31/50][650/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1685 
[2021-06-14 15:22:55,659][root][INFO] - Epoch: [31/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1453 
[2021-06-14 15:22:59,499][root][INFO] - Epoch: [31/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1677 
[2021-06-14 15:23:03,333][root][INFO] - Epoch: [31/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1479 
[2021-06-14 15:23:07,176][root][INFO] - Epoch: [31/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.2094 
[2021-06-14 15:23:11,017][root][INFO] - Epoch: [31/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1360 
[2021-06-14 15:23:14,857][root][INFO] - Epoch: [31/50][710/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1749 
[2021-06-14 15:23:18,712][root][INFO] - Epoch: [31/50][720/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1574 
[2021-06-14 15:23:22,549][root][INFO] - Epoch: [31/50][730/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2208 
[2021-06-14 15:23:26,388][root][INFO] - Epoch: [31/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1790 
[2021-06-14 15:23:30,247][root][INFO] - Epoch: [31/50][750/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.1742 
[2021-06-14 15:23:34,083][root][INFO] - Epoch: [31/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1513 
[2021-06-14 15:23:37,924][root][INFO] - Epoch: [31/50][770/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1514 
[2021-06-14 15:23:41,758][root][INFO] - Epoch: [31/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1417 
[2021-06-14 15:23:45,625][root][INFO] - Epoch: [31/50][790/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.1784 
[2021-06-14 15:23:49,459][root][INFO] - Epoch: [31/50][800/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1557 
[2021-06-14 15:23:53,297][root][INFO] - Epoch: [31/50][810/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1398 
[2021-06-14 15:23:57,144][root][INFO] - Epoch: [31/50][820/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1438 
[2021-06-14 15:24:01,000][root][INFO] - Epoch: [31/50][830/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1709 
[2021-06-14 15:24:04,837][root][INFO] - Epoch: [31/50][840/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1583 
[2021-06-14 15:24:08,681][root][INFO] - Epoch: [31/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1959 
[2021-06-14 15:24:12,525][root][INFO] - Epoch: [31/50][860/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1815 
[2021-06-14 15:24:16,360][root][INFO] - Epoch: [31/50][870/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1553 
[2021-06-14 15:24:20,203][root][INFO] - Epoch: [31/50][880/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1731 
[2021-06-14 15:24:24,066][root][INFO] - Epoch: [31/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1782 
[2021-06-14 15:24:27,905][root][INFO] - Epoch: [31/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1334 
[2021-06-14 15:24:31,749][root][INFO] - Epoch: [31/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1510 
[2021-06-14 15:24:35,591][root][INFO] - Epoch: [31/50][920/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1631 
[2021-06-14 15:24:39,437][root][INFO] - Epoch: [31/50][930/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1938 
[2021-06-14 15:24:43,271][root][INFO] - Epoch: [31/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2501 
[2021-06-14 15:24:47,125][root][INFO] - Epoch: [31/50][950/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1986 
[2021-06-14 15:24:50,980][root][INFO] - Epoch: [31/50][960/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.2207 
[2021-06-14 15:24:54,845][root][INFO] - Epoch: [31/50][970/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1814 
[2021-06-14 15:24:58,689][root][INFO] - Epoch: [31/50][980/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2038 
[2021-06-14 15:25:02,527][root][INFO] - Epoch: [31/50][990/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1557 
[2021-06-14 15:25:06,378][root][INFO] - Epoch: [31/50][1000/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1689 
[2021-06-14 15:25:10,235][root][INFO] - Epoch: [31/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2178 
[2021-06-14 15:25:14,067][root][INFO] - Epoch: [31/50][1020/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1588 
[2021-06-14 15:25:17,900][root][INFO] - Epoch: [31/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1320 
[2021-06-14 15:25:21,741][root][INFO] - Epoch: [31/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1773 
[2021-06-14 15:25:25,567][root][INFO] - Epoch: [31/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1879 
[2021-06-14 15:25:29,402][root][INFO] - Epoch: [31/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2045 
[2021-06-14 15:25:33,239][root][INFO] - Epoch: [31/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1759 
[2021-06-14 15:25:37,088][root][INFO] - Epoch: [31/50][1080/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.2095 
[2021-06-14 15:25:40,932][root][INFO] - Epoch: [31/50][1090/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1907 
[2021-06-14 15:25:44,774][root][INFO] - Epoch: [31/50][1100/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1881 
[2021-06-14 15:25:48,608][root][INFO] - Epoch: [31/50][1110/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1792 
[2021-06-14 15:25:52,437][root][INFO] - Epoch: [31/50][1120/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1614 
[2021-06-14 15:25:56,290][root][INFO] - Epoch: [31/50][1130/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1785 
[2021-06-14 15:26:00,129][root][INFO] - Epoch: [31/50][1140/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1661 
[2021-06-14 15:26:03,981][root][INFO] - Epoch: [31/50][1150/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.1788 
[2021-06-14 15:26:07,834][root][INFO] - Epoch: [31/50][1160/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1799 
[2021-06-14 15:26:11,680][root][INFO] - Epoch: [31/50][1170/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1237 
[2021-06-14 15:26:15,511][root][INFO] - Epoch: [31/50][1180/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1742 
[2021-06-14 15:26:19,342][root][INFO] - Epoch: [31/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1785 
[2021-06-14 15:26:23,162][root][INFO] - Epoch: [31/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1728 
[2021-06-14 15:26:26,984][root][INFO] - Epoch: [31/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1639 
[2021-06-14 15:26:29,546][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 15:26:30,783][root][INFO] - Test: [1/680] 
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[2021-06-14 15:27:19,292][root][INFO] - Test: [616/680] 
[2021-06-14 15:27:19,387][root][INFO] - Test: [617/680] 
[2021-06-14 15:27:19,481][root][INFO] - Test: [618/680] 
[2021-06-14 15:27:19,550][root][INFO] - Test: [619/680] 
[2021-06-14 15:27:19,617][root][INFO] - Test: [620/680] 
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[2021-06-14 15:27:19,765][root][INFO] - Test: [622/680] 
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[2021-06-14 15:27:20,720][root][INFO] - Test: [635/680] 
[2021-06-14 15:27:20,791][root][INFO] - Test: [636/680] 
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[2021-06-14 15:27:21,770][root][INFO] - Test: [649/680] 
[2021-06-14 15:27:21,836][root][INFO] - Test: [650/680] 
[2021-06-14 15:27:21,902][root][INFO] - Test: [651/680] 
[2021-06-14 15:27:21,967][root][INFO] - Test: [652/680] 
[2021-06-14 15:27:22,034][root][INFO] - Test: [653/680] 
[2021-06-14 15:27:22,099][root][INFO] - Test: [654/680] 
[2021-06-14 15:27:22,165][root][INFO] - Test: [655/680] 
[2021-06-14 15:27:22,231][root][INFO] - Test: [656/680] 
[2021-06-14 15:27:22,297][root][INFO] - Test: [657/680] 
[2021-06-14 15:27:22,363][root][INFO] - Test: [658/680] 
[2021-06-14 15:27:22,429][root][INFO] - Test: [659/680] 
[2021-06-14 15:27:22,494][root][INFO] - Test: [660/680] 
[2021-06-14 15:27:22,561][root][INFO] - Test: [661/680] 
[2021-06-14 15:27:22,627][root][INFO] - Test: [662/680] 
[2021-06-14 15:27:22,693][root][INFO] - Test: [663/680] 
[2021-06-14 15:27:22,760][root][INFO] - Test: [664/680] 
[2021-06-14 15:27:22,826][root][INFO] - Test: [665/680] 
[2021-06-14 15:27:22,894][root][INFO] - Test: [666/680] 
[2021-06-14 15:27:22,962][root][INFO] - Test: [667/680] 
[2021-06-14 15:27:23,028][root][INFO] - Test: [668/680] 
[2021-06-14 15:27:23,095][root][INFO] - Test: [669/680] 
[2021-06-14 15:27:23,161][root][INFO] - Test: [670/680] 
[2021-06-14 15:27:23,228][root][INFO] - Test: [671/680] 
[2021-06-14 15:27:23,295][root][INFO] - Test: [672/680] 
[2021-06-14 15:27:23,361][root][INFO] - Test: [673/680] 
[2021-06-14 15:27:23,428][root][INFO] - Test: [674/680] 
[2021-06-14 15:27:23,494][root][INFO] - Test: [675/680] 
[2021-06-14 15:27:23,560][root][INFO] - Test: [676/680] 
[2021-06-14 15:27:23,626][root][INFO] - Test: [677/680] 
[2021-06-14 15:27:23,692][root][INFO] - Test: [678/680] 
[2021-06-14 15:27:23,759][root][INFO] - Test: [679/680] 
[2021-06-14 15:27:23,798][root][INFO] - Test: [680/680] 
[2021-06-14 15:27:24,051][root][INFO] - Val result: mIoU 0.6181.
[2021-06-14 15:27:24,052][root][INFO] - Class_0 Result: iou 0.7916.
[2021-06-14 15:27:24,052][root][INFO] - Class_1 Result: iou 0.8702.
[2021-06-14 15:27:24,052][root][INFO] - Class_2 Result: iou 0.5685.
[2021-06-14 15:27:24,053][root][INFO] - Class_3 Result: iou 0.7518.
[2021-06-14 15:27:24,053][root][INFO] - Class_4 Result: iou 0.6747.
[2021-06-14 15:27:24,053][root][INFO] - Class_5 Result: iou 0.6349.
[2021-06-14 15:27:24,053][root][INFO] - Class_6 Result: iou 0.6789.
[2021-06-14 15:27:24,053][root][INFO] - Class_7 Result: iou 0.6035.
[2021-06-14 15:27:24,054][root][INFO] - Class_8 Result: iou 0.4980.
[2021-06-14 15:27:24,054][root][INFO] - Class_9 Result: iou 0.6089.
[2021-06-14 15:27:24,054][root][INFO] - Class_10 Result: iou 0.3397.
[2021-06-14 15:27:24,054][root][INFO] - Class_11 Result: iou 0.4392.
[2021-06-14 15:27:24,055][root][INFO] - Class_12 Result: iou 0.5508.
[2021-06-14 15:27:24,055][root][INFO] - Class_13 Result: iou 0.5209.
[2021-06-14 15:27:24,055][root][INFO] - Class_14 Result: iou 0.6129.
[2021-06-14 15:27:24,055][root][INFO] - Class_15 Result: iou 0.4987.
[2021-06-14 15:27:24,056][root][INFO] - Class_16 Result: iou 0.8781.
[2021-06-14 15:27:24,056][root][INFO] - Class_17 Result: iou 0.6207.
[2021-06-14 15:27:24,056][root][INFO] - Class_18 Result: iou 0.7868.
[2021-06-14 15:27:24,056][root][INFO] - Class_19 Result: iou 0.4330.
[2021-06-14 15:27:24,056][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:27:31,973][root][INFO] - Epoch: [32/50][10/1216] Data 0.001 (0.366) Batch 0.382 (0.791) Loss 0.1423 
[2021-06-14 15:27:35,822][root][INFO] - Epoch: [32/50][20/1216] Data 0.001 (0.184) Batch 0.387 (0.588) Loss 0.1701 
[2021-06-14 15:27:39,659][root][INFO] - Epoch: [32/50][30/1216] Data 0.001 (0.123) Batch 0.381 (0.520) Loss 0.1582 
[2021-06-14 15:27:43,484][root][INFO] - Epoch: [32/50][40/1216] Data 0.001 (0.092) Batch 0.381 (0.486) Loss 0.1207 
[2021-06-14 15:27:47,312][root][INFO] - Epoch: [32/50][50/1216] Data 0.001 (0.074) Batch 0.382 (0.465) Loss 0.1735 
[2021-06-14 15:27:51,157][root][INFO] - Epoch: [32/50][60/1216] Data 0.001 (0.062) Batch 0.385 (0.452) Loss 0.1727 
[2021-06-14 15:27:55,003][root][INFO] - Epoch: [32/50][70/1216] Data 0.001 (0.053) Batch 0.382 (0.442) Loss 0.1947 
[2021-06-14 15:27:58,845][root][INFO] - Epoch: [32/50][80/1216] Data 0.001 (0.047) Batch 0.383 (0.435) Loss 0.1750 
[2021-06-14 15:28:02,668][root][INFO] - Epoch: [32/50][90/1216] Data 0.001 (0.041) Batch 0.382 (0.429) Loss 0.1757 
[2021-06-14 15:28:06,497][root][INFO] - Epoch: [32/50][100/1216] Data 0.001 (0.037) Batch 0.383 (0.424) Loss 0.2029 
[2021-06-14 15:28:10,331][root][INFO] - Epoch: [32/50][110/1216] Data 0.001 (0.034) Batch 0.384 (0.421) Loss 0.1133 
[2021-06-14 15:28:14,161][root][INFO] - Epoch: [32/50][120/1216] Data 0.001 (0.031) Batch 0.381 (0.418) Loss 0.1335 
[2021-06-14 15:28:17,990][root][INFO] - Epoch: [32/50][130/1216] Data 0.001 (0.029) Batch 0.384 (0.415) Loss 0.1929 
[2021-06-14 15:28:21,811][root][INFO] - Epoch: [32/50][140/1216] Data 0.001 (0.027) Batch 0.383 (0.413) Loss 0.2153 
[2021-06-14 15:28:25,662][root][INFO] - Epoch: [32/50][150/1216] Data 0.001 (0.025) Batch 0.385 (0.411) Loss 0.1683 
[2021-06-14 15:28:29,483][root][INFO] - Epoch: [32/50][160/1216] Data 0.001 (0.024) Batch 0.382 (0.409) Loss 0.2029 
[2021-06-14 15:28:33,320][root][INFO] - Epoch: [32/50][170/1216] Data 0.001 (0.022) Batch 0.382 (0.407) Loss 0.2571 
[2021-06-14 15:28:37,149][root][INFO] - Epoch: [32/50][180/1216] Data 0.001 (0.021) Batch 0.383 (0.406) Loss 0.2046 
[2021-06-14 15:28:40,978][root][INFO] - Epoch: [32/50][190/1216] Data 0.001 (0.020) Batch 0.385 (0.405) Loss 0.1681 
[2021-06-14 15:28:44,812][root][INFO] - Epoch: [32/50][200/1216] Data 0.001 (0.019) Batch 0.383 (0.404) Loss 0.1404 
[2021-06-14 15:28:48,631][root][INFO] - Epoch: [32/50][210/1216] Data 0.001 (0.018) Batch 0.382 (0.403) Loss 0.1726 
[2021-06-14 15:28:52,478][root][INFO] - Epoch: [32/50][220/1216] Data 0.001 (0.017) Batch 0.383 (0.402) Loss 0.1789 
[2021-06-14 15:28:56,312][root][INFO] - Epoch: [32/50][230/1216] Data 0.001 (0.017) Batch 0.383 (0.401) Loss 0.1838 
[2021-06-14 15:29:00,167][root][INFO] - Epoch: [32/50][240/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.1447 
[2021-06-14 15:29:04,007][root][INFO] - Epoch: [32/50][250/1216] Data 0.001 (0.015) Batch 0.384 (0.400) Loss 0.1522 
[2021-06-14 15:29:07,854][root][INFO] - Epoch: [32/50][260/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.1574 
[2021-06-14 15:29:11,683][root][INFO] - Epoch: [32/50][270/1216] Data 0.001 (0.014) Batch 0.382 (0.399) Loss 0.1738 
[2021-06-14 15:29:15,524][root][INFO] - Epoch: [32/50][280/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.1510 
[2021-06-14 15:29:19,365][root][INFO] - Epoch: [32/50][290/1216] Data 0.001 (0.013) Batch 0.385 (0.398) Loss 0.1460 
[2021-06-14 15:29:23,202][root][INFO] - Epoch: [32/50][300/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.2211 
[2021-06-14 15:29:27,047][root][INFO] - Epoch: [32/50][310/1216] Data 0.001 (0.013) Batch 0.385 (0.397) Loss 0.2206 
[2021-06-14 15:29:30,891][root][INFO] - Epoch: [32/50][320/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.1485 
[2021-06-14 15:29:34,737][root][INFO] - Epoch: [32/50][330/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1345 
[2021-06-14 15:29:38,570][root][INFO] - Epoch: [32/50][340/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1841 
[2021-06-14 15:29:42,412][root][INFO] - Epoch: [32/50][350/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.2721 
[2021-06-14 15:29:46,253][root][INFO] - Epoch: [32/50][360/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.1573 
[2021-06-14 15:29:50,099][root][INFO] - Epoch: [32/50][370/1216] Data 0.001 (0.011) Batch 0.385 (0.395) Loss 0.2214 
[2021-06-14 15:29:53,931][root][INFO] - Epoch: [32/50][380/1216] Data 0.001 (0.011) Batch 0.381 (0.394) Loss 0.1960 
[2021-06-14 15:29:57,775][root][INFO] - Epoch: [32/50][390/1216] Data 0.001 (0.010) Batch 0.385 (0.394) Loss 0.1697 
[2021-06-14 15:30:01,612][root][INFO] - Epoch: [32/50][400/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1874 
[2021-06-14 15:30:05,447][root][INFO] - Epoch: [32/50][410/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1679 
[2021-06-14 15:30:09,272][root][INFO] - Epoch: [32/50][420/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1949 
[2021-06-14 15:30:13,104][root][INFO] - Epoch: [32/50][430/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.1932 
[2021-06-14 15:30:16,941][root][INFO] - Epoch: [32/50][440/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1343 
[2021-06-14 15:30:20,772][root][INFO] - Epoch: [32/50][450/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1836 
[2021-06-14 15:30:24,603][root][INFO] - Epoch: [32/50][460/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1557 
[2021-06-14 15:30:28,428][root][INFO] - Epoch: [32/50][470/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1648 
[2021-06-14 15:30:32,280][root][INFO] - Epoch: [32/50][480/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1391 
[2021-06-14 15:30:36,123][root][INFO] - Epoch: [32/50][490/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1577 
[2021-06-14 15:30:39,964][root][INFO] - Epoch: [32/50][500/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.1613 
[2021-06-14 15:30:43,812][root][INFO] - Epoch: [32/50][510/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.1557 
[2021-06-14 15:30:47,649][root][INFO] - Epoch: [32/50][520/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1651 
[2021-06-14 15:30:51,499][root][INFO] - Epoch: [32/50][530/1216] Data 0.001 (0.008) Batch 0.388 (0.391) Loss 0.1382 
[2021-06-14 15:30:55,340][root][INFO] - Epoch: [32/50][540/1216] Data 0.001 (0.008) Batch 0.390 (0.391) Loss 0.1801 
[2021-06-14 15:30:59,184][root][INFO] - Epoch: [32/50][550/1216] Data 0.001 (0.008) Batch 0.385 (0.391) Loss 0.1647 
[2021-06-14 15:31:03,016][root][INFO] - Epoch: [32/50][560/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.2065 
[2021-06-14 15:31:06,865][root][INFO] - Epoch: [32/50][570/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1799 
[2021-06-14 15:31:10,719][root][INFO] - Epoch: [32/50][580/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1948 
[2021-06-14 15:31:14,569][root][INFO] - Epoch: [32/50][590/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1620 
[2021-06-14 15:31:18,398][root][INFO] - Epoch: [32/50][600/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1834 
[2021-06-14 15:31:22,234][root][INFO] - Epoch: [32/50][610/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1318 
[2021-06-14 15:31:26,062][root][INFO] - Epoch: [32/50][620/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1811 
[2021-06-14 15:31:29,895][root][INFO] - Epoch: [32/50][630/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.2014 
[2021-06-14 15:31:33,730][root][INFO] - Epoch: [32/50][640/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1982 
[2021-06-14 15:31:37,578][root][INFO] - Epoch: [32/50][650/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1502 
[2021-06-14 15:31:41,414][root][INFO] - Epoch: [32/50][660/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1909 
[2021-06-14 15:31:45,248][root][INFO] - Epoch: [32/50][670/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2091 
[2021-06-14 15:31:49,070][root][INFO] - Epoch: [32/50][680/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1802 
[2021-06-14 15:31:52,904][root][INFO] - Epoch: [32/50][690/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.2394 
[2021-06-14 15:31:56,743][root][INFO] - Epoch: [32/50][700/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.2157 
[2021-06-14 15:32:00,577][root][INFO] - Epoch: [32/50][710/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1818 
[2021-06-14 15:32:04,410][root][INFO] - Epoch: [32/50][720/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1731 
[2021-06-14 15:32:08,250][root][INFO] - Epoch: [32/50][730/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1565 
[2021-06-14 15:32:12,087][root][INFO] - Epoch: [32/50][740/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1437 
[2021-06-14 15:32:15,932][root][INFO] - Epoch: [32/50][750/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1734 
[2021-06-14 15:32:19,772][root][INFO] - Epoch: [32/50][760/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1957 
[2021-06-14 15:32:23,615][root][INFO] - Epoch: [32/50][770/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1817 
[2021-06-14 15:32:27,452][root][INFO] - Epoch: [32/50][780/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1913 
[2021-06-14 15:32:31,307][root][INFO] - Epoch: [32/50][790/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.1750 
[2021-06-14 15:32:35,150][root][INFO] - Epoch: [32/50][800/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.1755 
[2021-06-14 15:32:38,983][root][INFO] - Epoch: [32/50][810/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1441 
[2021-06-14 15:32:42,807][root][INFO] - Epoch: [32/50][820/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.2054 
[2021-06-14 15:32:46,655][root][INFO] - Epoch: [32/50][830/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1723 
[2021-06-14 15:32:50,503][root][INFO] - Epoch: [32/50][840/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1549 
[2021-06-14 15:32:54,345][root][INFO] - Epoch: [32/50][850/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.1862 
[2021-06-14 15:32:58,179][root][INFO] - Epoch: [32/50][860/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.2058 
[2021-06-14 15:33:02,020][root][INFO] - Epoch: [32/50][870/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.2042 
[2021-06-14 15:33:05,863][root][INFO] - Epoch: [32/50][880/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1959 
[2021-06-14 15:33:09,704][root][INFO] - Epoch: [32/50][890/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1460 
[2021-06-14 15:33:13,544][root][INFO] - Epoch: [32/50][900/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1373 
[2021-06-14 15:33:17,378][root][INFO] - Epoch: [32/50][910/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1980 
[2021-06-14 15:33:21,231][root][INFO] - Epoch: [32/50][920/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.2201 
[2021-06-14 15:33:25,075][root][INFO] - Epoch: [32/50][930/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1754 
[2021-06-14 15:33:28,912][root][INFO] - Epoch: [32/50][940/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1750 
[2021-06-14 15:33:32,761][root][INFO] - Epoch: [32/50][950/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1892 
[2021-06-14 15:33:36,612][root][INFO] - Epoch: [32/50][960/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1547 
[2021-06-14 15:33:40,456][root][INFO] - Epoch: [32/50][970/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1843 
[2021-06-14 15:33:44,321][root][INFO] - Epoch: [32/50][980/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1324 
[2021-06-14 15:33:48,172][root][INFO] - Epoch: [32/50][990/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1436 
[2021-06-14 15:33:52,024][root][INFO] - Epoch: [32/50][1000/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1502 
[2021-06-14 15:33:55,861][root][INFO] - Epoch: [32/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1782 
[2021-06-14 15:33:59,711][root][INFO] - Epoch: [32/50][1020/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1712 
[2021-06-14 15:34:03,556][root][INFO] - Epoch: [32/50][1030/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2165 
[2021-06-14 15:34:07,392][root][INFO] - Epoch: [32/50][1040/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1582 
[2021-06-14 15:34:11,228][root][INFO] - Epoch: [32/50][1050/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1655 
[2021-06-14 15:34:15,070][root][INFO] - Epoch: [32/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1820 
[2021-06-14 15:34:18,909][root][INFO] - Epoch: [32/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2144 
[2021-06-14 15:34:22,751][root][INFO] - Epoch: [32/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1225 
[2021-06-14 15:34:26,598][root][INFO] - Epoch: [32/50][1090/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1484 
[2021-06-14 15:34:30,437][root][INFO] - Epoch: [32/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2014 
[2021-06-14 15:34:34,275][root][INFO] - Epoch: [32/50][1110/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1855 
[2021-06-14 15:34:38,116][root][INFO] - Epoch: [32/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1722 
[2021-06-14 15:34:41,966][root][INFO] - Epoch: [32/50][1130/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1404 
[2021-06-14 15:34:45,800][root][INFO] - Epoch: [32/50][1140/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1800 
[2021-06-14 15:34:49,646][root][INFO] - Epoch: [32/50][1150/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1501 
[2021-06-14 15:34:53,476][root][INFO] - Epoch: [32/50][1160/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1815 
[2021-06-14 15:34:57,326][root][INFO] - Epoch: [32/50][1170/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1692 
[2021-06-14 15:35:01,156][root][INFO] - Epoch: [32/50][1180/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1929 
[2021-06-14 15:35:05,002][root][INFO] - Epoch: [32/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1935 
[2021-06-14 15:35:08,819][root][INFO] - Epoch: [32/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1697 
[2021-06-14 15:35:12,635][root][INFO] - Epoch: [32/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1401 
[2021-06-14 15:35:15,198][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 15:35:16,579][root][INFO] - Test: [1/680] 
[2021-06-14 15:35:17,617][root][INFO] - Test: [2/680] 
[2021-06-14 15:35:17,766][root][INFO] - Test: [3/680] 
[2021-06-14 15:35:17,885][root][INFO] - Test: [4/680] 
[2021-06-14 15:35:17,974][root][INFO] - Test: [5/680] 
[2021-06-14 15:35:18,072][root][INFO] - Test: [6/680] 
[2021-06-14 15:35:18,192][root][INFO] - Test: [7/680] 
[2021-06-14 15:35:18,330][root][INFO] - Test: [8/680] 
[2021-06-14 15:35:18,499][root][INFO] - Test: [9/680] 
[2021-06-14 15:35:18,606][root][INFO] - Test: [10/680] 
[2021-06-14 15:35:18,690][root][INFO] - Test: [11/680] 
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[2021-06-14 15:36:09,163][root][INFO] - Test: [680/680] 
[2021-06-14 15:36:09,416][root][INFO] - Val result: mIoU 0.6191.
[2021-06-14 15:36:09,416][root][INFO] - Class_0 Result: iou 0.7921.
[2021-06-14 15:36:09,416][root][INFO] - Class_1 Result: iou 0.8644.
[2021-06-14 15:36:09,417][root][INFO] - Class_2 Result: iou 0.5757.
[2021-06-14 15:36:09,417][root][INFO] - Class_3 Result: iou 0.7496.
[2021-06-14 15:36:09,417][root][INFO] - Class_4 Result: iou 0.6743.
[2021-06-14 15:36:09,417][root][INFO] - Class_5 Result: iou 0.6314.
[2021-06-14 15:36:09,418][root][INFO] - Class_6 Result: iou 0.6723.
[2021-06-14 15:36:09,418][root][INFO] - Class_7 Result: iou 0.6023.
[2021-06-14 15:36:09,418][root][INFO] - Class_8 Result: iou 0.4899.
[2021-06-14 15:36:09,418][root][INFO] - Class_9 Result: iou 0.6118.
[2021-06-14 15:36:09,418][root][INFO] - Class_10 Result: iou 0.3600.
[2021-06-14 15:36:09,419][root][INFO] - Class_11 Result: iou 0.4315.
[2021-06-14 15:36:09,419][root][INFO] - Class_12 Result: iou 0.5546.
[2021-06-14 15:36:09,419][root][INFO] - Class_13 Result: iou 0.5282.
[2021-06-14 15:36:09,419][root][INFO] - Class_14 Result: iou 0.6218.
[2021-06-14 15:36:09,420][root][INFO] - Class_15 Result: iou 0.5197.
[2021-06-14 15:36:09,420][root][INFO] - Class_16 Result: iou 0.8707.
[2021-06-14 15:36:09,420][root][INFO] - Class_17 Result: iou 0.6153.
[2021-06-14 15:36:09,420][root][INFO] - Class_18 Result: iou 0.7805.
[2021-06-14 15:36:09,421][root][INFO] - Class_19 Result: iou 0.4352.
[2021-06-14 15:36:09,421][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:36:16,897][root][INFO] - Epoch: [33/50][10/1216] Data 0.018 (0.300) Batch 0.400 (0.747) Loss 0.1654 
[2021-06-14 15:36:20,727][root][INFO] - Epoch: [33/50][20/1216] Data 0.001 (0.151) Batch 0.381 (0.565) Loss 0.1452 
[2021-06-14 15:36:24,549][root][INFO] - Epoch: [33/50][30/1216] Data 0.001 (0.101) Batch 0.382 (0.504) Loss 0.1486 
[2021-06-14 15:36:28,378][root][INFO] - Epoch: [33/50][40/1216] Data 0.001 (0.076) Batch 0.381 (0.474) Loss 0.2043 
[2021-06-14 15:36:32,209][root][INFO] - Epoch: [33/50][50/1216] Data 0.001 (0.061) Batch 0.386 (0.456) Loss 0.2244 
[2021-06-14 15:36:36,044][root][INFO] - Epoch: [33/50][60/1216] Data 0.001 (0.051) Batch 0.382 (0.444) Loss 0.1292 
[2021-06-14 15:36:39,878][root][INFO] - Epoch: [33/50][70/1216] Data 0.001 (0.044) Batch 0.383 (0.435) Loss 0.1055 
[2021-06-14 15:36:43,710][root][INFO] - Epoch: [33/50][80/1216] Data 0.001 (0.038) Batch 0.381 (0.429) Loss 0.1444 
[2021-06-14 15:36:47,547][root][INFO] - Epoch: [33/50][90/1216] Data 0.001 (0.034) Batch 0.382 (0.424) Loss 0.1478 
[2021-06-14 15:36:51,370][root][INFO] - Epoch: [33/50][100/1216] Data 0.001 (0.031) Batch 0.384 (0.419) Loss 0.1977 
[2021-06-14 15:36:55,202][root][INFO] - Epoch: [33/50][110/1216] Data 0.001 (0.028) Batch 0.383 (0.416) Loss 0.2325 
[2021-06-14 15:36:59,032][root][INFO] - Epoch: [33/50][120/1216] Data 0.001 (0.026) Batch 0.383 (0.413) Loss 0.1279 
[2021-06-14 15:37:02,862][root][INFO] - Epoch: [33/50][130/1216] Data 0.001 (0.024) Batch 0.382 (0.411) Loss 0.1741 
[2021-06-14 15:37:06,705][root][INFO] - Epoch: [33/50][140/1216] Data 0.001 (0.022) Batch 0.382 (0.409) Loss 0.1526 
[2021-06-14 15:37:10,538][root][INFO] - Epoch: [33/50][150/1216] Data 0.001 (0.021) Batch 0.382 (0.407) Loss 0.1788 
[2021-06-14 15:37:14,367][root][INFO] - Epoch: [33/50][160/1216] Data 0.001 (0.020) Batch 0.382 (0.406) Loss 0.1627 
[2021-06-14 15:37:18,192][root][INFO] - Epoch: [33/50][170/1216] Data 0.001 (0.018) Batch 0.381 (0.405) Loss 0.1669 
[2021-06-14 15:37:22,031][root][INFO] - Epoch: [33/50][180/1216] Data 0.001 (0.018) Batch 0.384 (0.403) Loss 0.2077 
[2021-06-14 15:37:25,866][root][INFO] - Epoch: [33/50][190/1216] Data 0.001 (0.017) Batch 0.382 (0.402) Loss 0.1796 
[2021-06-14 15:37:29,705][root][INFO] - Epoch: [33/50][200/1216] Data 0.001 (0.016) Batch 0.385 (0.401) Loss 0.1246 
[2021-06-14 15:37:33,537][root][INFO] - Epoch: [33/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.401) Loss 0.1978 
[2021-06-14 15:37:37,380][root][INFO] - Epoch: [33/50][220/1216] Data 0.001 (0.014) Batch 0.384 (0.400) Loss 0.1373 
[2021-06-14 15:37:41,243][root][INFO] - Epoch: [33/50][230/1216] Data 0.001 (0.014) Batch 0.390 (0.399) Loss 0.1519 
[2021-06-14 15:37:45,076][root][INFO] - Epoch: [33/50][240/1216] Data 0.001 (0.013) Batch 0.384 (0.399) Loss 0.2043 
[2021-06-14 15:37:48,912][root][INFO] - Epoch: [33/50][250/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.1396 
[2021-06-14 15:37:52,753][root][INFO] - Epoch: [33/50][260/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.1499 
[2021-06-14 15:37:56,612][root][INFO] - Epoch: [33/50][270/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1877 
[2021-06-14 15:38:00,455][root][INFO] - Epoch: [33/50][280/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.2117 
[2021-06-14 15:38:04,292][root][INFO] - Epoch: [33/50][290/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.1836 
[2021-06-14 15:38:08,125][root][INFO] - Epoch: [33/50][300/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1332 
[2021-06-14 15:38:11,982][root][INFO] - Epoch: [33/50][310/1216] Data 0.001 (0.011) Batch 0.386 (0.395) Loss 0.1653 
[2021-06-14 15:38:15,819][root][INFO] - Epoch: [33/50][320/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1342 
[2021-06-14 15:38:19,657][root][INFO] - Epoch: [33/50][330/1216] Data 0.001 (0.010) Batch 0.385 (0.395) Loss 0.1466 
[2021-06-14 15:38:23,493][root][INFO] - Epoch: [33/50][340/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1606 
[2021-06-14 15:38:27,327][root][INFO] - Epoch: [33/50][350/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.1730 
[2021-06-14 15:38:31,162][root][INFO] - Epoch: [33/50][360/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1453 
[2021-06-14 15:38:35,043][root][INFO] - Epoch: [33/50][370/1216] Data 0.002 (0.009) Batch 0.386 (0.394) Loss 0.1517 
[2021-06-14 15:38:38,887][root][INFO] - Epoch: [33/50][380/1216] Data 0.001 (0.009) Batch 0.388 (0.393) Loss 0.1583 
[2021-06-14 15:38:42,727][root][INFO] - Epoch: [33/50][390/1216] Data 0.001 (0.009) Batch 0.389 (0.393) Loss 0.1704 
[2021-06-14 15:38:46,567][root][INFO] - Epoch: [33/50][400/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1363 
[2021-06-14 15:38:50,415][root][INFO] - Epoch: [33/50][410/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1767 
[2021-06-14 15:38:54,268][root][INFO] - Epoch: [33/50][420/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.2047 
[2021-06-14 15:38:58,101][root][INFO] - Epoch: [33/50][430/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1861 
[2021-06-14 15:39:01,940][root][INFO] - Epoch: [33/50][440/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1595 
[2021-06-14 15:39:05,783][root][INFO] - Epoch: [33/50][450/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1057 
[2021-06-14 15:39:09,629][root][INFO] - Epoch: [33/50][460/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.2005 
[2021-06-14 15:39:13,463][root][INFO] - Epoch: [33/50][470/1216] Data 0.001 (0.007) Batch 0.385 (0.392) Loss 0.1418 
[2021-06-14 15:39:17,305][root][INFO] - Epoch: [33/50][480/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.1903 
[2021-06-14 15:39:21,160][root][INFO] - Epoch: [33/50][490/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1746 
[2021-06-14 15:39:25,003][root][INFO] - Epoch: [33/50][500/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1585 
[2021-06-14 15:39:28,842][root][INFO] - Epoch: [33/50][510/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1620 
[2021-06-14 15:39:32,673][root][INFO] - Epoch: [33/50][520/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1179 
[2021-06-14 15:39:36,529][root][INFO] - Epoch: [33/50][530/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1967 
[2021-06-14 15:39:40,353][root][INFO] - Epoch: [33/50][540/1216] Data 0.001 (0.006) Batch 0.384 (0.391) Loss 0.1759 
[2021-06-14 15:39:44,207][root][INFO] - Epoch: [33/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1418 
[2021-06-14 15:39:48,049][root][INFO] - Epoch: [33/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1491 
[2021-06-14 15:39:51,873][root][INFO] - Epoch: [33/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1784 
[2021-06-14 15:39:55,706][root][INFO] - Epoch: [33/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1798 
[2021-06-14 15:39:59,532][root][INFO] - Epoch: [33/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1764 
[2021-06-14 15:40:03,378][root][INFO] - Epoch: [33/50][600/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1325 
[2021-06-14 15:40:07,214][root][INFO] - Epoch: [33/50][610/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.2201 
[2021-06-14 15:40:11,045][root][INFO] - Epoch: [33/50][620/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1636 
[2021-06-14 15:40:14,886][root][INFO] - Epoch: [33/50][630/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1911 
[2021-06-14 15:40:18,731][root][INFO] - Epoch: [33/50][640/1216] Data 0.001 (0.006) Batch 0.387 (0.390) Loss 0.1777 
[2021-06-14 15:40:22,557][root][INFO] - Epoch: [33/50][650/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1748 
[2021-06-14 15:40:26,397][root][INFO] - Epoch: [33/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1895 
[2021-06-14 15:40:30,224][root][INFO] - Epoch: [33/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1625 
[2021-06-14 15:40:34,057][root][INFO] - Epoch: [33/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1758 
[2021-06-14 15:40:37,892][root][INFO] - Epoch: [33/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1978 
[2021-06-14 15:40:41,748][root][INFO] - Epoch: [33/50][700/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1654 
[2021-06-14 15:40:45,585][root][INFO] - Epoch: [33/50][710/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1485 
[2021-06-14 15:40:49,428][root][INFO] - Epoch: [33/50][720/1216] Data 0.002 (0.005) Batch 0.386 (0.389) Loss 0.1762 
[2021-06-14 15:40:53,271][root][INFO] - Epoch: [33/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1476 
[2021-06-14 15:40:57,110][root][INFO] - Epoch: [33/50][740/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1557 
[2021-06-14 15:41:00,955][root][INFO] - Epoch: [33/50][750/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1646 
[2021-06-14 15:41:04,831][root][INFO] - Epoch: [33/50][760/1216] Data 0.002 (0.005) Batch 0.389 (0.389) Loss 0.1452 
[2021-06-14 15:41:08,658][root][INFO] - Epoch: [33/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1385 
[2021-06-14 15:41:12,497][root][INFO] - Epoch: [33/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1806 
[2021-06-14 15:41:16,335][root][INFO] - Epoch: [33/50][790/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1525 
[2021-06-14 15:41:20,182][root][INFO] - Epoch: [33/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1703 
[2021-06-14 15:41:24,013][root][INFO] - Epoch: [33/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1940 
[2021-06-14 15:41:27,849][root][INFO] - Epoch: [33/50][820/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1459 
[2021-06-14 15:41:31,688][root][INFO] - Epoch: [33/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2004 
[2021-06-14 15:41:35,512][root][INFO] - Epoch: [33/50][840/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2363 
[2021-06-14 15:41:39,345][root][INFO] - Epoch: [33/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1723 
[2021-06-14 15:41:43,186][root][INFO] - Epoch: [33/50][860/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.1485 
[2021-06-14 15:41:47,023][root][INFO] - Epoch: [33/50][870/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1627 
[2021-06-14 15:41:50,852][root][INFO] - Epoch: [33/50][880/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2513 
[2021-06-14 15:41:54,695][root][INFO] - Epoch: [33/50][890/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1334 
[2021-06-14 15:41:58,554][root][INFO] - Epoch: [33/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1739 
[2021-06-14 15:42:02,384][root][INFO] - Epoch: [33/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1548 
[2021-06-14 15:42:06,223][root][INFO] - Epoch: [33/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1950 
[2021-06-14 15:42:10,076][root][INFO] - Epoch: [33/50][930/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1977 
[2021-06-14 15:42:13,900][root][INFO] - Epoch: [33/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1871 
[2021-06-14 15:42:17,735][root][INFO] - Epoch: [33/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2060 
[2021-06-14 15:42:21,576][root][INFO] - Epoch: [33/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1653 
[2021-06-14 15:42:25,407][root][INFO] - Epoch: [33/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1779 
[2021-06-14 15:42:29,246][root][INFO] - Epoch: [33/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.2207 
[2021-06-14 15:42:33,068][root][INFO] - Epoch: [33/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1858 
[2021-06-14 15:42:36,910][root][INFO] - Epoch: [33/50][1000/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1422 
[2021-06-14 15:42:40,756][root][INFO] - Epoch: [33/50][1010/1216] Data 0.001 (0.004) Batch 0.390 (0.387) Loss 0.1412 
[2021-06-14 15:42:44,587][root][INFO] - Epoch: [33/50][1020/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1691 
[2021-06-14 15:42:48,420][root][INFO] - Epoch: [33/50][1030/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1902 
[2021-06-14 15:42:52,250][root][INFO] - Epoch: [33/50][1040/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1408 
[2021-06-14 15:42:56,082][root][INFO] - Epoch: [33/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1426 
[2021-06-14 15:42:59,901][root][INFO] - Epoch: [33/50][1060/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1634 
[2021-06-14 15:43:03,720][root][INFO] - Epoch: [33/50][1070/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.1977 
[2021-06-14 15:43:07,534][root][INFO] - Epoch: [33/50][1080/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1696 
[2021-06-14 15:43:11,372][root][INFO] - Epoch: [33/50][1090/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1682 
[2021-06-14 15:43:15,197][root][INFO] - Epoch: [33/50][1100/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1741 
[2021-06-14 15:43:19,040][root][INFO] - Epoch: [33/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1392 
[2021-06-14 15:43:22,869][root][INFO] - Epoch: [33/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1561 
[2021-06-14 15:43:26,698][root][INFO] - Epoch: [33/50][1130/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1298 
[2021-06-14 15:43:30,529][root][INFO] - Epoch: [33/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1670 
[2021-06-14 15:43:34,361][root][INFO] - Epoch: [33/50][1150/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1405 
[2021-06-14 15:43:38,187][root][INFO] - Epoch: [33/50][1160/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.2085 
[2021-06-14 15:43:42,011][root][INFO] - Epoch: [33/50][1170/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1587 
[2021-06-14 15:43:45,859][root][INFO] - Epoch: [33/50][1180/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2023 
[2021-06-14 15:43:49,680][root][INFO] - Epoch: [33/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1965 
[2021-06-14 15:43:53,491][root][INFO] - Epoch: [33/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1379 
[2021-06-14 15:43:57,311][root][INFO] - Epoch: [33/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1569 
[2021-06-14 15:43:59,854][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 15:44:53,997][root][INFO] - Val result: mIoU 0.6164.
[2021-06-14 15:44:53,997][root][INFO] - Class_0 Result: iou 0.7901.
[2021-06-14 15:44:53,997][root][INFO] - Class_1 Result: iou 0.8663.
[2021-06-14 15:44:53,997][root][INFO] - Class_2 Result: iou 0.5645.
[2021-06-14 15:44:53,997][root][INFO] - Class_3 Result: iou 0.7464.
[2021-06-14 15:44:53,997][root][INFO] - Class_4 Result: iou 0.6737.
[2021-06-14 15:44:53,997][root][INFO] - Class_5 Result: iou 0.6406.
[2021-06-14 15:44:53,998][root][INFO] - Class_6 Result: iou 0.6743.
[2021-06-14 15:44:53,998][root][INFO] - Class_7 Result: iou 0.5961.
[2021-06-14 15:44:53,998][root][INFO] - Class_8 Result: iou 0.4945.
[2021-06-14 15:44:53,998][root][INFO] - Class_9 Result: iou 0.5955.
[2021-06-14 15:44:53,998][root][INFO] - Class_10 Result: iou 0.3349.
[2021-06-14 15:44:53,998][root][INFO] - Class_11 Result: iou 0.4445.
[2021-06-14 15:44:53,998][root][INFO] - Class_12 Result: iou 0.5523.
[2021-06-14 15:44:53,998][root][INFO] - Class_13 Result: iou 0.5287.
[2021-06-14 15:44:53,998][root][INFO] - Class_14 Result: iou 0.6106.
[2021-06-14 15:44:53,998][root][INFO] - Class_15 Result: iou 0.5339.
[2021-06-14 15:44:53,998][root][INFO] - Class_16 Result: iou 0.8680.
[2021-06-14 15:44:53,998][root][INFO] - Class_17 Result: iou 0.6141.
[2021-06-14 15:44:53,998][root][INFO] - Class_18 Result: iou 0.7843.
[2021-06-14 15:44:53,998][root][INFO] - Class_19 Result: iou 0.4152.
[2021-06-14 15:44:53,998][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:45:01,355][root][INFO] - Epoch: [34/50][10/1216] Data 0.001 (0.282) Batch 0.422 (0.735) Loss 0.1897 
[2021-06-14 15:45:05,190][root][INFO] - Epoch: [34/50][20/1216] Data 0.001 (0.142) Batch 0.382 (0.559) Loss 0.1843 
[2021-06-14 15:45:09,016][root][INFO] - Epoch: [34/50][30/1216] Data 0.001 (0.095) Batch 0.387 (0.500) Loss 0.1359 
[2021-06-14 15:45:12,844][root][INFO] - Epoch: [34/50][40/1216] Data 0.001 (0.071) Batch 0.383 (0.471) Loss 0.1531 
[2021-06-14 15:45:16,694][root][INFO] - Epoch: [34/50][50/1216] Data 0.001 (0.057) Batch 0.383 (0.454) Loss 0.1652 
[2021-06-14 15:45:20,522][root][INFO] - Epoch: [34/50][60/1216] Data 0.001 (0.048) Batch 0.384 (0.442) Loss 0.1361 
[2021-06-14 15:45:24,371][root][INFO] - Epoch: [34/50][70/1216] Data 0.001 (0.041) Batch 0.388 (0.434) Loss 0.1424 
[2021-06-14 15:45:28,188][root][INFO] - Epoch: [34/50][80/1216] Data 0.001 (0.036) Batch 0.381 (0.427) Loss 0.1356 
[2021-06-14 15:45:32,029][root][INFO] - Epoch: [34/50][90/1216] Data 0.001 (0.032) Batch 0.382 (0.423) Loss 0.1618 
[2021-06-14 15:45:35,852][root][INFO] - Epoch: [34/50][100/1216] Data 0.001 (0.029) Batch 0.383 (0.419) Loss 0.1493 
[2021-06-14 15:45:39,682][root][INFO] - Epoch: [34/50][110/1216] Data 0.001 (0.027) Batch 0.382 (0.415) Loss 0.1427 
[2021-06-14 15:45:43,518][root][INFO] - Epoch: [34/50][120/1216] Data 0.001 (0.024) Batch 0.380 (0.413) Loss 0.1467 
[2021-06-14 15:45:47,349][root][INFO] - Epoch: [34/50][130/1216] Data 0.001 (0.023) Batch 0.382 (0.410) Loss 0.1723 
[2021-06-14 15:45:51,179][root][INFO] - Epoch: [34/50][140/1216] Data 0.001 (0.021) Batch 0.384 (0.408) Loss 0.1704 
[2021-06-14 15:45:55,009][root][INFO] - Epoch: [34/50][150/1216] Data 0.001 (0.020) Batch 0.382 (0.407) Loss 0.1529 
[2021-06-14 15:45:58,839][root][INFO] - Epoch: [34/50][160/1216] Data 0.001 (0.019) Batch 0.381 (0.405) Loss 0.1429 
[2021-06-14 15:46:02,658][root][INFO] - Epoch: [34/50][170/1216] Data 0.001 (0.017) Batch 0.382 (0.404) Loss 0.1434 
[2021-06-14 15:46:06,479][root][INFO] - Epoch: [34/50][180/1216] Data 0.001 (0.017) Batch 0.381 (0.403) Loss 0.1588 
[2021-06-14 15:46:10,308][root][INFO] - Epoch: [34/50][190/1216] Data 0.001 (0.016) Batch 0.382 (0.402) Loss 0.1232 
[2021-06-14 15:46:14,132][root][INFO] - Epoch: [34/50][200/1216] Data 0.001 (0.015) Batch 0.384 (0.401) Loss 0.1293 
[2021-06-14 15:46:17,958][root][INFO] - Epoch: [34/50][210/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.1573 
[2021-06-14 15:46:21,784][root][INFO] - Epoch: [34/50][220/1216] Data 0.001 (0.014) Batch 0.386 (0.399) Loss 0.1739 
[2021-06-14 15:46:25,627][root][INFO] - Epoch: [34/50][230/1216] Data 0.001 (0.013) Batch 0.383 (0.398) Loss 0.1332 
[2021-06-14 15:46:29,447][root][INFO] - Epoch: [34/50][240/1216] Data 0.001 (0.013) Batch 0.381 (0.398) Loss 0.1704 
[2021-06-14 15:46:33,270][root][INFO] - Epoch: [34/50][250/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1877 
[2021-06-14 15:46:37,108][root][INFO] - Epoch: [34/50][260/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1934 
[2021-06-14 15:46:40,943][root][INFO] - Epoch: [34/50][270/1216] Data 0.001 (0.011) Batch 0.387 (0.396) Loss 0.1681 
[2021-06-14 15:46:44,779][root][INFO] - Epoch: [34/50][280/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.1598 
[2021-06-14 15:46:48,640][root][INFO] - Epoch: [34/50][290/1216] Data 0.001 (0.011) Batch 0.381 (0.395) Loss 0.1490 
[2021-06-14 15:46:52,490][root][INFO] - Epoch: [34/50][300/1216] Data 0.001 (0.010) Batch 0.387 (0.395) Loss 0.1464 
[2021-06-14 15:46:56,345][root][INFO] - Epoch: [34/50][310/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.2678 
[2021-06-14 15:47:00,183][root][INFO] - Epoch: [34/50][320/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1127 
[2021-06-14 15:47:04,009][root][INFO] - Epoch: [34/50][330/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.1189 
[2021-06-14 15:47:07,850][root][INFO] - Epoch: [34/50][340/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.1397 
[2021-06-14 15:47:11,755][root][INFO] - Epoch: [34/50][350/1216] Data 0.001 (0.009) Batch 0.392 (0.394) Loss 0.1541 
[2021-06-14 15:47:15,585][root][INFO] - Epoch: [34/50][360/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.1424 
[2021-06-14 15:47:19,421][root][INFO] - Epoch: [34/50][370/1216] Data 0.001 (0.008) Batch 0.386 (0.393) Loss 0.1358 
[2021-06-14 15:47:23,252][root][INFO] - Epoch: [34/50][380/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1640 
[2021-06-14 15:47:27,084][root][INFO] - Epoch: [34/50][390/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1589 
[2021-06-14 15:47:30,922][root][INFO] - Epoch: [34/50][400/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1787 
[2021-06-14 15:47:34,759][root][INFO] - Epoch: [34/50][410/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1704 
[2021-06-14 15:47:38,596][root][INFO] - Epoch: [34/50][420/1216] Data 0.001 (0.008) Batch 0.388 (0.392) Loss 0.1539 
[2021-06-14 15:47:42,427][root][INFO] - Epoch: [34/50][430/1216] Data 0.001 (0.007) Batch 0.382 (0.392) Loss 0.1626 
[2021-06-14 15:47:46,260][root][INFO] - Epoch: [34/50][440/1216] Data 0.001 (0.007) Batch 0.380 (0.391) Loss 0.1357 
[2021-06-14 15:47:50,103][root][INFO] - Epoch: [34/50][450/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.1686 
[2021-06-14 15:47:53,947][root][INFO] - Epoch: [34/50][460/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1994 
[2021-06-14 15:47:57,778][root][INFO] - Epoch: [34/50][470/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1986 
[2021-06-14 15:48:01,607][root][INFO] - Epoch: [34/50][480/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1273 
[2021-06-14 15:48:05,438][root][INFO] - Epoch: [34/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1156 
[2021-06-14 15:48:09,272][root][INFO] - Epoch: [34/50][500/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1851 
[2021-06-14 15:48:13,107][root][INFO] - Epoch: [34/50][510/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1925 
[2021-06-14 15:48:16,947][root][INFO] - Epoch: [34/50][520/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1454 
[2021-06-14 15:48:20,780][root][INFO] - Epoch: [34/50][530/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1633 
[2021-06-14 15:48:24,611][root][INFO] - Epoch: [34/50][540/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1645 
[2021-06-14 15:48:28,452][root][INFO] - Epoch: [34/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1484 
[2021-06-14 15:48:32,287][root][INFO] - Epoch: [34/50][560/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1678 
[2021-06-14 15:48:36,119][root][INFO] - Epoch: [34/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1694 
[2021-06-14 15:48:39,955][root][INFO] - Epoch: [34/50][580/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1735 
[2021-06-14 15:48:43,796][root][INFO] - Epoch: [34/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1907 
[2021-06-14 15:48:47,625][root][INFO] - Epoch: [34/50][600/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1645 
[2021-06-14 15:48:51,457][root][INFO] - Epoch: [34/50][610/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1482 
[2021-06-14 15:48:55,293][root][INFO] - Epoch: [34/50][620/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1362 
[2021-06-14 15:48:59,133][root][INFO] - Epoch: [34/50][630/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1898 
[2021-06-14 15:49:02,969][root][INFO] - Epoch: [34/50][640/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1460 
[2021-06-14 15:49:06,807][root][INFO] - Epoch: [34/50][650/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1622 
[2021-06-14 15:49:10,647][root][INFO] - Epoch: [34/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1724 
[2021-06-14 15:49:14,488][root][INFO] - Epoch: [34/50][670/1216] Data 0.001 (0.005) Batch 0.388 (0.389) Loss 0.1714 
[2021-06-14 15:49:18,330][root][INFO] - Epoch: [34/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1780 
[2021-06-14 15:49:22,160][root][INFO] - Epoch: [34/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1547 
[2021-06-14 15:49:26,002][root][INFO] - Epoch: [34/50][700/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.1606 
[2021-06-14 15:49:29,836][root][INFO] - Epoch: [34/50][710/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1571 
[2021-06-14 15:49:33,671][root][INFO] - Epoch: [34/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1447 
[2021-06-14 15:49:37,515][root][INFO] - Epoch: [34/50][730/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1871 
[2021-06-14 15:49:41,392][root][INFO] - Epoch: [34/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1562 
[2021-06-14 15:49:45,220][root][INFO] - Epoch: [34/50][750/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1424 
[2021-06-14 15:49:49,058][root][INFO] - Epoch: [34/50][760/1216] Data 0.001 (0.005) Batch 0.390 (0.388) Loss 0.1922 
[2021-06-14 15:49:52,898][root][INFO] - Epoch: [34/50][770/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1649 
[2021-06-14 15:49:56,730][root][INFO] - Epoch: [34/50][780/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1568 
[2021-06-14 15:50:00,589][root][INFO] - Epoch: [34/50][790/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.1375 
[2021-06-14 15:50:04,434][root][INFO] - Epoch: [34/50][800/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1721 
[2021-06-14 15:50:08,274][root][INFO] - Epoch: [34/50][810/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.2029 
[2021-06-14 15:50:12,098][root][INFO] - Epoch: [34/50][820/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1585 
[2021-06-14 15:50:15,952][root][INFO] - Epoch: [34/50][830/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1685 
[2021-06-14 15:50:19,774][root][INFO] - Epoch: [34/50][840/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1509 
[2021-06-14 15:50:23,606][root][INFO] - Epoch: [34/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1941 
[2021-06-14 15:50:27,426][root][INFO] - Epoch: [34/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1422 
[2021-06-14 15:50:31,276][root][INFO] - Epoch: [34/50][870/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1511 
[2021-06-14 15:50:35,118][root][INFO] - Epoch: [34/50][880/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1823 
[2021-06-14 15:50:38,963][root][INFO] - Epoch: [34/50][890/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1586 
[2021-06-14 15:50:42,811][root][INFO] - Epoch: [34/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1473 
[2021-06-14 15:50:46,652][root][INFO] - Epoch: [34/50][910/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.2046 
[2021-06-14 15:50:50,496][root][INFO] - Epoch: [34/50][920/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1349 
[2021-06-14 15:50:54,329][root][INFO] - Epoch: [34/50][930/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1851 
[2021-06-14 15:50:58,161][root][INFO] - Epoch: [34/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1875 
[2021-06-14 15:51:02,015][root][INFO] - Epoch: [34/50][950/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1891 
[2021-06-14 15:51:05,863][root][INFO] - Epoch: [34/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1840 
[2021-06-14 15:51:09,705][root][INFO] - Epoch: [34/50][970/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1656 
[2021-06-14 15:51:13,538][root][INFO] - Epoch: [34/50][980/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1625 
[2021-06-14 15:51:17,386][root][INFO] - Epoch: [34/50][990/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1295 
[2021-06-14 15:51:21,236][root][INFO] - Epoch: [34/50][1000/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1740 
[2021-06-14 15:51:25,077][root][INFO] - Epoch: [34/50][1010/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1685 
[2021-06-14 15:51:28,918][root][INFO] - Epoch: [34/50][1020/1216] Data 0.001 (0.004) Batch 0.390 (0.387) Loss 0.1878 
[2021-06-14 15:51:32,747][root][INFO] - Epoch: [34/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1265 
[2021-06-14 15:51:36,570][root][INFO] - Epoch: [34/50][1040/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1688 
[2021-06-14 15:51:40,394][root][INFO] - Epoch: [34/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1543 
[2021-06-14 15:51:44,227][root][INFO] - Epoch: [34/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1439 
[2021-06-14 15:51:48,066][root][INFO] - Epoch: [34/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1265 
[2021-06-14 15:51:51,904][root][INFO] - Epoch: [34/50][1080/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1452 
[2021-06-14 15:51:55,738][root][INFO] - Epoch: [34/50][1090/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1610 
[2021-06-14 15:51:59,562][root][INFO] - Epoch: [34/50][1100/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1823 
[2021-06-14 15:52:03,384][root][INFO] - Epoch: [34/50][1110/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1855 
[2021-06-14 15:52:07,224][root][INFO] - Epoch: [34/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1637 
[2021-06-14 15:52:11,148][root][INFO] - Epoch: [34/50][1130/1216] Data 0.002 (0.003) Batch 0.390 (0.387) Loss 0.1519 
[2021-06-14 15:52:14,985][root][INFO] - Epoch: [34/50][1140/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1461 
[2021-06-14 15:52:18,822][root][INFO] - Epoch: [34/50][1150/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2485 
[2021-06-14 15:52:22,685][root][INFO] - Epoch: [34/50][1160/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.1608 
[2021-06-14 15:52:26,512][root][INFO] - Epoch: [34/50][1170/1216] Data 0.001 (0.003) Batch 0.380 (0.387) Loss 0.1380 
[2021-06-14 15:52:30,346][root][INFO] - Epoch: [34/50][1180/1216] Data 0.001 (0.003) Batch 0.387 (0.387) Loss 0.1584 
[2021-06-14 15:52:34,166][root][INFO] - Epoch: [34/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1272 
[2021-06-14 15:52:37,982][root][INFO] - Epoch: [34/50][1200/1216] Data 0.001 (0.003) Batch 0.380 (0.387) Loss 0.2503 
[2021-06-14 15:52:41,793][root][INFO] - Epoch: [34/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1491 
[2021-06-14 15:52:44,377][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 15:52:45,761][root][INFO] - Test: [1/680] 
[2021-06-14 15:52:46,829][root][INFO] - Test: [2/680] 
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[2021-06-14 15:53:33,755][root][INFO] - Test: [613/680] 
[2021-06-14 15:53:33,827][root][INFO] - Test: [614/680] 
[2021-06-14 15:53:33,920][root][INFO] - Test: [615/680] 
[2021-06-14 15:53:33,992][root][INFO] - Test: [616/680] 
[2021-06-14 15:53:34,060][root][INFO] - Test: [617/680] 
[2021-06-14 15:53:34,131][root][INFO] - Test: [618/680] 
[2021-06-14 15:53:34,200][root][INFO] - Test: [619/680] 
[2021-06-14 15:53:34,283][root][INFO] - Test: [620/680] 
[2021-06-14 15:53:34,353][root][INFO] - Test: [621/680] 
[2021-06-14 15:53:34,420][root][INFO] - Test: [622/680] 
[2021-06-14 15:53:34,493][root][INFO] - Test: [623/680] 
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[2021-06-14 15:53:34,641][root][INFO] - Test: [625/680] 
[2021-06-14 15:53:34,734][root][INFO] - Test: [626/680] 
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[2021-06-14 15:53:34,947][root][INFO] - Test: [629/680] 
[2021-06-14 15:53:35,020][root][INFO] - Test: [630/680] 
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[2021-06-14 15:53:35,173][root][INFO] - Test: [632/680] 
[2021-06-14 15:53:35,257][root][INFO] - Test: [633/680] 
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[2021-06-14 15:53:35,402][root][INFO] - Test: [635/680] 
[2021-06-14 15:53:35,476][root][INFO] - Test: [636/680] 
[2021-06-14 15:53:35,549][root][INFO] - Test: [637/680] 
[2021-06-14 15:53:35,622][root][INFO] - Test: [638/680] 
[2021-06-14 15:53:35,692][root][INFO] - Test: [639/680] 
[2021-06-14 15:53:35,762][root][INFO] - Test: [640/680] 
[2021-06-14 15:53:35,834][root][INFO] - Test: [641/680] 
[2021-06-14 15:53:35,912][root][INFO] - Test: [642/680] 
[2021-06-14 15:53:35,983][root][INFO] - Test: [643/680] 
[2021-06-14 15:53:36,055][root][INFO] - Test: [644/680] 
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[2021-06-14 15:53:36,682][root][INFO] - Test: [653/680] 
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[2021-06-14 15:53:36,817][root][INFO] - Test: [655/680] 
[2021-06-14 15:53:36,883][root][INFO] - Test: [656/680] 
[2021-06-14 15:53:36,948][root][INFO] - Test: [657/680] 
[2021-06-14 15:53:37,014][root][INFO] - Test: [658/680] 
[2021-06-14 15:53:37,080][root][INFO] - Test: [659/680] 
[2021-06-14 15:53:37,145][root][INFO] - Test: [660/680] 
[2021-06-14 15:53:37,210][root][INFO] - Test: [661/680] 
[2021-06-14 15:53:37,276][root][INFO] - Test: [662/680] 
[2021-06-14 15:53:37,341][root][INFO] - Test: [663/680] 
[2021-06-14 15:53:37,407][root][INFO] - Test: [664/680] 
[2021-06-14 15:53:37,472][root][INFO] - Test: [665/680] 
[2021-06-14 15:53:37,539][root][INFO] - Test: [666/680] 
[2021-06-14 15:53:37,605][root][INFO] - Test: [667/680] 
[2021-06-14 15:53:37,671][root][INFO] - Test: [668/680] 
[2021-06-14 15:53:37,738][root][INFO] - Test: [669/680] 
[2021-06-14 15:53:37,803][root][INFO] - Test: [670/680] 
[2021-06-14 15:53:37,869][root][INFO] - Test: [671/680] 
[2021-06-14 15:53:37,936][root][INFO] - Test: [672/680] 
[2021-06-14 15:53:38,002][root][INFO] - Test: [673/680] 
[2021-06-14 15:53:38,068][root][INFO] - Test: [674/680] 
[2021-06-14 15:53:38,134][root][INFO] - Test: [675/680] 
[2021-06-14 15:53:38,200][root][INFO] - Test: [676/680] 
[2021-06-14 15:53:38,266][root][INFO] - Test: [677/680] 
[2021-06-14 15:53:38,332][root][INFO] - Test: [678/680] 
[2021-06-14 15:53:38,398][root][INFO] - Test: [679/680] 
[2021-06-14 15:53:38,436][root][INFO] - Test: [680/680] 
[2021-06-14 15:53:38,686][root][INFO] - Val result: mIoU 0.6184.
[2021-06-14 15:53:38,687][root][INFO] - Class_0 Result: iou 0.7934.
[2021-06-14 15:53:38,687][root][INFO] - Class_1 Result: iou 0.8653.
[2021-06-14 15:53:38,687][root][INFO] - Class_2 Result: iou 0.5744.
[2021-06-14 15:53:38,687][root][INFO] - Class_3 Result: iou 0.7494.
[2021-06-14 15:53:38,688][root][INFO] - Class_4 Result: iou 0.6642.
[2021-06-14 15:53:38,688][root][INFO] - Class_5 Result: iou 0.6287.
[2021-06-14 15:53:38,688][root][INFO] - Class_6 Result: iou 0.6691.
[2021-06-14 15:53:38,688][root][INFO] - Class_7 Result: iou 0.6086.
[2021-06-14 15:53:38,689][root][INFO] - Class_8 Result: iou 0.4976.
[2021-06-14 15:53:38,689][root][INFO] - Class_9 Result: iou 0.6008.
[2021-06-14 15:53:38,689][root][INFO] - Class_10 Result: iou 0.3580.
[2021-06-14 15:53:38,690][root][INFO] - Class_11 Result: iou 0.4502.
[2021-06-14 15:53:38,690][root][INFO] - Class_12 Result: iou 0.5488.
[2021-06-14 15:53:38,690][root][INFO] - Class_13 Result: iou 0.5202.
[2021-06-14 15:53:38,690][root][INFO] - Class_14 Result: iou 0.6143.
[2021-06-14 15:53:38,690][root][INFO] - Class_15 Result: iou 0.5080.
[2021-06-14 15:53:38,690][root][INFO] - Class_16 Result: iou 0.8705.
[2021-06-14 15:53:38,691][root][INFO] - Class_17 Result: iou 0.6154.
[2021-06-14 15:53:38,691][root][INFO] - Class_18 Result: iou 0.7952.
[2021-06-14 15:53:38,691][root][INFO] - Class_19 Result: iou 0.4353.
[2021-06-14 15:53:38,691][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 15:53:45,815][root][INFO] - Epoch: [35/50][10/1216] Data 0.001 (0.265) Batch 0.404 (0.712) Loss 0.1360 
[2021-06-14 15:53:49,667][root][INFO] - Epoch: [35/50][20/1216] Data 0.001 (0.133) Batch 0.382 (0.549) Loss 0.1855 
[2021-06-14 15:53:53,493][root][INFO] - Epoch: [35/50][30/1216] Data 0.001 (0.089) Batch 0.383 (0.493) Loss 0.1562 
[2021-06-14 15:53:57,321][root][INFO] - Epoch: [35/50][40/1216] Data 0.001 (0.067) Batch 0.381 (0.466) Loss 0.1547 
[2021-06-14 15:54:01,157][root][INFO] - Epoch: [35/50][50/1216] Data 0.001 (0.054) Batch 0.384 (0.449) Loss 0.1464 
[2021-06-14 15:54:04,977][root][INFO] - Epoch: [35/50][60/1216] Data 0.001 (0.045) Batch 0.384 (0.438) Loss 0.1974 
[2021-06-14 15:54:08,796][root][INFO] - Epoch: [35/50][70/1216] Data 0.001 (0.039) Batch 0.382 (0.430) Loss 0.1827 
[2021-06-14 15:54:12,623][root][INFO] - Epoch: [35/50][80/1216] Data 0.001 (0.034) Batch 0.383 (0.424) Loss 0.1499 
[2021-06-14 15:54:16,452][root][INFO] - Epoch: [35/50][90/1216] Data 0.001 (0.030) Batch 0.383 (0.420) Loss 0.1415 
[2021-06-14 15:54:20,285][root][INFO] - Epoch: [35/50][100/1216] Data 0.001 (0.027) Batch 0.381 (0.416) Loss 0.1649 
[2021-06-14 15:54:24,113][root][INFO] - Epoch: [35/50][110/1216] Data 0.001 (0.025) Batch 0.381 (0.413) Loss 0.1295 
[2021-06-14 15:54:27,931][root][INFO] - Epoch: [35/50][120/1216] Data 0.001 (0.023) Batch 0.380 (0.410) Loss 0.1531 
[2021-06-14 15:54:31,772][root][INFO] - Epoch: [35/50][130/1216] Data 0.001 (0.021) Batch 0.384 (0.408) Loss 0.1751 
[2021-06-14 15:54:35,592][root][INFO] - Epoch: [35/50][140/1216] Data 0.001 (0.020) Batch 0.381 (0.406) Loss 0.1458 
[2021-06-14 15:54:39,416][root][INFO] - Epoch: [35/50][150/1216] Data 0.001 (0.019) Batch 0.381 (0.405) Loss 0.1631 
[2021-06-14 15:54:43,229][root][INFO] - Epoch: [35/50][160/1216] Data 0.001 (0.017) Batch 0.381 (0.403) Loss 0.1420 
[2021-06-14 15:54:47,065][root][INFO] - Epoch: [35/50][170/1216] Data 0.001 (0.016) Batch 0.400 (0.402) Loss 0.1547 
[2021-06-14 15:54:50,913][root][INFO] - Epoch: [35/50][180/1216] Data 0.001 (0.016) Batch 0.399 (0.401) Loss 0.1945 
[2021-06-14 15:54:54,737][root][INFO] - Epoch: [35/50][190/1216] Data 0.001 (0.015) Batch 0.381 (0.400) Loss 0.1594 
[2021-06-14 15:54:58,566][root][INFO] - Epoch: [35/50][200/1216] Data 0.001 (0.014) Batch 0.382 (0.399) Loss 0.1948 
[2021-06-14 15:55:02,380][root][INFO] - Epoch: [35/50][210/1216] Data 0.001 (0.013) Batch 0.381 (0.399) Loss 0.1397 
[2021-06-14 15:55:06,199][root][INFO] - Epoch: [35/50][220/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.1583 
[2021-06-14 15:55:10,026][root][INFO] - Epoch: [35/50][230/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1297 
[2021-06-14 15:55:13,836][root][INFO] - Epoch: [35/50][240/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.1745 
[2021-06-14 15:55:17,669][root][INFO] - Epoch: [35/50][250/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1445 
[2021-06-14 15:55:21,499][root][INFO] - Epoch: [35/50][260/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.1904 
[2021-06-14 15:55:25,327][root][INFO] - Epoch: [35/50][270/1216] Data 0.001 (0.011) Batch 0.381 (0.395) Loss 0.1905 
[2021-06-14 15:55:29,146][root][INFO] - Epoch: [35/50][280/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1701 
[2021-06-14 15:55:32,987][root][INFO] - Epoch: [35/50][290/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1812 
[2021-06-14 15:55:36,811][root][INFO] - Epoch: [35/50][300/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1474 
[2021-06-14 15:55:40,632][root][INFO] - Epoch: [35/50][310/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1680 
[2021-06-14 15:55:44,465][root][INFO] - Epoch: [35/50][320/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1555 
[2021-06-14 15:55:48,288][root][INFO] - Epoch: [35/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1887 
[2021-06-14 15:55:52,133][root][INFO] - Epoch: [35/50][340/1216] Data 0.001 (0.009) Batch 0.381 (0.392) Loss 0.1486 
[2021-06-14 15:55:55,969][root][INFO] - Epoch: [35/50][350/1216] Data 0.001 (0.008) Batch 0.388 (0.392) Loss 0.1701 
[2021-06-14 15:55:59,803][root][INFO] - Epoch: [35/50][360/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1984 
[2021-06-14 15:56:03,629][root][INFO] - Epoch: [35/50][370/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1730 
[2021-06-14 15:56:07,454][root][INFO] - Epoch: [35/50][380/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1581 
[2021-06-14 15:56:11,291][root][INFO] - Epoch: [35/50][390/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1767 
[2021-06-14 15:56:15,117][root][INFO] - Epoch: [35/50][400/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1351 
[2021-06-14 15:56:18,938][root][INFO] - Epoch: [35/50][410/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1495 
[2021-06-14 15:56:22,769][root][INFO] - Epoch: [35/50][420/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1183 
[2021-06-14 15:56:26,598][root][INFO] - Epoch: [35/50][430/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1585 
[2021-06-14 15:56:30,420][root][INFO] - Epoch: [35/50][440/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1589 
[2021-06-14 15:56:34,252][root][INFO] - Epoch: [35/50][450/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1719 
[2021-06-14 15:56:38,076][root][INFO] - Epoch: [35/50][460/1216] Data 0.001 (0.007) Batch 0.386 (0.390) Loss 0.1759 
[2021-06-14 15:56:41,906][root][INFO] - Epoch: [35/50][470/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1798 
[2021-06-14 15:56:45,738][root][INFO] - Epoch: [35/50][480/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.1466 
[2021-06-14 15:56:49,570][root][INFO] - Epoch: [35/50][490/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.2220 
[2021-06-14 15:56:53,399][root][INFO] - Epoch: [35/50][500/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1361 
[2021-06-14 15:56:57,234][root][INFO] - Epoch: [35/50][510/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1588 
[2021-06-14 15:57:01,062][root][INFO] - Epoch: [35/50][520/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1543 
[2021-06-14 15:57:04,898][root][INFO] - Epoch: [35/50][530/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1348 
[2021-06-14 15:57:08,724][root][INFO] - Epoch: [35/50][540/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1703 
[2021-06-14 15:57:12,554][root][INFO] - Epoch: [35/50][550/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1453 
[2021-06-14 15:57:16,387][root][INFO] - Epoch: [35/50][560/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1550 
[2021-06-14 15:57:20,219][root][INFO] - Epoch: [35/50][570/1216] Data 0.001 (0.006) Batch 0.387 (0.389) Loss 0.2330 
[2021-06-14 15:57:24,045][root][INFO] - Epoch: [35/50][580/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1682 
[2021-06-14 15:57:27,885][root][INFO] - Epoch: [35/50][590/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1691 
[2021-06-14 15:57:31,715][root][INFO] - Epoch: [35/50][600/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1573 
[2021-06-14 15:57:35,545][root][INFO] - Epoch: [35/50][610/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1919 
[2021-06-14 15:57:39,370][root][INFO] - Epoch: [35/50][620/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1396 
[2021-06-14 15:57:43,207][root][INFO] - Epoch: [35/50][630/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1814 
[2021-06-14 15:57:47,043][root][INFO] - Epoch: [35/50][640/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1422 
[2021-06-14 15:57:50,881][root][INFO] - Epoch: [35/50][650/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.1517 
[2021-06-14 15:57:54,723][root][INFO] - Epoch: [35/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2228 
[2021-06-14 15:57:58,575][root][INFO] - Epoch: [35/50][670/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.1697 
[2021-06-14 15:58:02,409][root][INFO] - Epoch: [35/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2098 
[2021-06-14 15:58:06,248][root][INFO] - Epoch: [35/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1724 
[2021-06-14 15:58:10,078][root][INFO] - Epoch: [35/50][700/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1416 
[2021-06-14 15:58:13,911][root][INFO] - Epoch: [35/50][710/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1516 
[2021-06-14 15:58:17,742][root][INFO] - Epoch: [35/50][720/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1407 
[2021-06-14 15:58:21,569][root][INFO] - Epoch: [35/50][730/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1752 
[2021-06-14 15:58:25,390][root][INFO] - Epoch: [35/50][740/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1475 
[2021-06-14 15:58:29,220][root][INFO] - Epoch: [35/50][750/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1584 
[2021-06-14 15:58:33,044][root][INFO] - Epoch: [35/50][760/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1526 
[2021-06-14 15:58:36,868][root][INFO] - Epoch: [35/50][770/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1878 
[2021-06-14 15:58:40,697][root][INFO] - Epoch: [35/50][780/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1605 
[2021-06-14 15:58:44,532][root][INFO] - Epoch: [35/50][790/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1492 
[2021-06-14 15:58:48,367][root][INFO] - Epoch: [35/50][800/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1914 
[2021-06-14 15:58:52,192][root][INFO] - Epoch: [35/50][810/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1697 
[2021-06-14 15:58:56,019][root][INFO] - Epoch: [35/50][820/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1729 
[2021-06-14 15:58:59,846][root][INFO] - Epoch: [35/50][830/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1380 
[2021-06-14 15:59:03,687][root][INFO] - Epoch: [35/50][840/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1684 
[2021-06-14 15:59:07,529][root][INFO] - Epoch: [35/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1507 
[2021-06-14 15:59:11,355][root][INFO] - Epoch: [35/50][860/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1767 
[2021-06-14 15:59:15,198][root][INFO] - Epoch: [35/50][870/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1703 
[2021-06-14 15:59:19,029][root][INFO] - Epoch: [35/50][880/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1569 
[2021-06-14 15:59:22,857][root][INFO] - Epoch: [35/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1852 
[2021-06-14 15:59:26,689][root][INFO] - Epoch: [35/50][900/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1852 
[2021-06-14 15:59:30,515][root][INFO] - Epoch: [35/50][910/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1412 
[2021-06-14 15:59:34,345][root][INFO] - Epoch: [35/50][920/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1453 
[2021-06-14 15:59:38,179][root][INFO] - Epoch: [35/50][930/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1421 
[2021-06-14 15:59:42,003][root][INFO] - Epoch: [35/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1531 
[2021-06-14 15:59:45,832][root][INFO] - Epoch: [35/50][950/1216] Data 0.001 (0.004) Batch 0.384 (0.386) Loss 0.1476 
[2021-06-14 15:59:49,661][root][INFO] - Epoch: [35/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1597 
[2021-06-14 15:59:53,486][root][INFO] - Epoch: [35/50][970/1216] Data 0.001 (0.004) Batch 0.381 (0.386) Loss 0.1757 
[2021-06-14 15:59:57,310][root][INFO] - Epoch: [35/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1794 
[2021-06-14 16:00:01,140][root][INFO] - Epoch: [35/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1720 
[2021-06-14 16:00:04,971][root][INFO] - Epoch: [35/50][1000/1216] Data 0.001 (0.004) Batch 0.387 (0.386) Loss 0.1324 
[2021-06-14 16:00:08,804][root][INFO] - Epoch: [35/50][1010/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1432 
[2021-06-14 16:00:12,639][root][INFO] - Epoch: [35/50][1020/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1855 
[2021-06-14 16:00:16,491][root][INFO] - Epoch: [35/50][1030/1216] Data 0.001 (0.003) Batch 0.387 (0.386) Loss 0.1748 
[2021-06-14 16:00:20,322][root][INFO] - Epoch: [35/50][1040/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1576 
[2021-06-14 16:00:24,152][root][INFO] - Epoch: [35/50][1050/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1530 
[2021-06-14 16:00:27,983][root][INFO] - Epoch: [35/50][1060/1216] Data 0.001 (0.003) Batch 0.385 (0.386) Loss 0.2397 
[2021-06-14 16:00:31,814][root][INFO] - Epoch: [35/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1367 
[2021-06-14 16:00:35,636][root][INFO] - Epoch: [35/50][1080/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1485 
[2021-06-14 16:00:39,467][root][INFO] - Epoch: [35/50][1090/1216] Data 0.001 (0.003) Batch 0.389 (0.386) Loss 0.1916 
[2021-06-14 16:00:43,304][root][INFO] - Epoch: [35/50][1100/1216] Data 0.001 (0.003) Batch 0.383 (0.386) Loss 0.1640 
[2021-06-14 16:00:47,132][root][INFO] - Epoch: [35/50][1110/1216] Data 0.001 (0.003) Batch 0.385 (0.386) Loss 0.1478 
[2021-06-14 16:00:50,956][root][INFO] - Epoch: [35/50][1120/1216] Data 0.001 (0.003) Batch 0.383 (0.386) Loss 0.1753 
[2021-06-14 16:00:54,790][root][INFO] - Epoch: [35/50][1130/1216] Data 0.001 (0.003) Batch 0.383 (0.386) Loss 0.1523 
[2021-06-14 16:00:58,617][root][INFO] - Epoch: [35/50][1140/1216] Data 0.001 (0.003) Batch 0.387 (0.386) Loss 0.2270 
[2021-06-14 16:01:02,440][root][INFO] - Epoch: [35/50][1150/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1598 
[2021-06-14 16:01:06,276][root][INFO] - Epoch: [35/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.386) Loss 0.1502 
[2021-06-14 16:01:10,096][root][INFO] - Epoch: [35/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1631 
[2021-06-14 16:01:13,945][root][INFO] - Epoch: [35/50][1180/1216] Data 0.001 (0.003) Batch 0.390 (0.386) Loss 0.1699 
[2021-06-14 16:01:17,764][root][INFO] - Epoch: [35/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1973 
[2021-06-14 16:01:21,578][root][INFO] - Epoch: [35/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1403 
[2021-06-14 16:01:25,389][root][INFO] - Epoch: [35/50][1210/1216] Data 0.001 (0.003) Batch 0.380 (0.386) Loss 0.1455 
[2021-06-14 16:01:27,947][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 16:02:22,046][root][INFO] - Val result: mIoU 0.6170.
[2021-06-14 16:02:22,046][root][INFO] - Class_0 Result: iou 0.7811.
[2021-06-14 16:02:22,047][root][INFO] - Class_1 Result: iou 0.8697.
[2021-06-14 16:02:22,047][root][INFO] - Class_2 Result: iou 0.5756.
[2021-06-14 16:02:22,047][root][INFO] - Class_3 Result: iou 0.7496.
[2021-06-14 16:02:22,048][root][INFO] - Class_4 Result: iou 0.6764.
[2021-06-14 16:02:22,048][root][INFO] - Class_5 Result: iou 0.6308.
[2021-06-14 16:02:22,048][root][INFO] - Class_6 Result: iou 0.6743.
[2021-06-14 16:02:22,048][root][INFO] - Class_7 Result: iou 0.5986.
[2021-06-14 16:02:22,048][root][INFO] - Class_8 Result: iou 0.4834.
[2021-06-14 16:02:22,048][root][INFO] - Class_9 Result: iou 0.5989.
[2021-06-14 16:02:22,048][root][INFO] - Class_10 Result: iou 0.3589.
[2021-06-14 16:02:22,048][root][INFO] - Class_11 Result: iou 0.4460.
[2021-06-14 16:02:22,048][root][INFO] - Class_12 Result: iou 0.5574.
[2021-06-14 16:02:22,048][root][INFO] - Class_13 Result: iou 0.4884.
[2021-06-14 16:02:22,048][root][INFO] - Class_14 Result: iou 0.6188.
[2021-06-14 16:02:22,048][root][INFO] - Class_15 Result: iou 0.5223.
[2021-06-14 16:02:22,048][root][INFO] - Class_16 Result: iou 0.8731.
[2021-06-14 16:02:22,048][root][INFO] - Class_17 Result: iou 0.6208.
[2021-06-14 16:02:22,048][root][INFO] - Class_18 Result: iou 0.7891.
[2021-06-14 16:02:22,048][root][INFO] - Class_19 Result: iou 0.4264.
[2021-06-14 16:02:22,048][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:02:28,975][root][INFO] - Epoch: [36/50][10/1216] Data 0.001 (0.269) Batch 0.390 (0.692) Loss 0.1661 
[2021-06-14 16:02:32,840][root][INFO] - Epoch: [36/50][20/1216] Data 0.001 (0.135) Batch 0.382 (0.539) Loss 0.1269 
[2021-06-14 16:02:36,695][root][INFO] - Epoch: [36/50][30/1216] Data 0.001 (0.090) Batch 0.381 (0.488) Loss 0.1831 
[2021-06-14 16:02:40,534][root][INFO] - Epoch: [36/50][40/1216] Data 0.001 (0.068) Batch 0.383 (0.462) Loss 0.2120 
[2021-06-14 16:02:44,358][root][INFO] - Epoch: [36/50][50/1216] Data 0.001 (0.054) Batch 0.382 (0.446) Loss 0.1288 
[2021-06-14 16:02:48,199][root][INFO] - Epoch: [36/50][60/1216] Data 0.001 (0.046) Batch 0.382 (0.436) Loss 0.1726 
[2021-06-14 16:02:52,029][root][INFO] - Epoch: [36/50][70/1216] Data 0.001 (0.039) Batch 0.382 (0.428) Loss 0.1269 
[2021-06-14 16:02:55,867][root][INFO] - Epoch: [36/50][80/1216] Data 0.001 (0.034) Batch 0.388 (0.423) Loss 0.1593 
[2021-06-14 16:02:59,690][root][INFO] - Epoch: [36/50][90/1216] Data 0.001 (0.031) Batch 0.380 (0.418) Loss 0.1541 
[2021-06-14 16:03:03,518][root][INFO] - Epoch: [36/50][100/1216] Data 0.001 (0.028) Batch 0.380 (0.415) Loss 0.1850 
[2021-06-14 16:03:07,355][root][INFO] - Epoch: [36/50][110/1216] Data 0.001 (0.025) Batch 0.385 (0.412) Loss 0.1445 
[2021-06-14 16:03:11,224][root][INFO] - Epoch: [36/50][120/1216] Data 0.001 (0.023) Batch 0.388 (0.410) Loss 0.1804 
[2021-06-14 16:03:15,044][root][INFO] - Epoch: [36/50][130/1216] Data 0.001 (0.022) Batch 0.381 (0.408) Loss 0.1571 
[2021-06-14 16:03:18,872][root][INFO] - Epoch: [36/50][140/1216] Data 0.001 (0.020) Batch 0.383 (0.406) Loss 0.1450 
[2021-06-14 16:03:22,688][root][INFO] - Epoch: [36/50][150/1216] Data 0.001 (0.019) Batch 0.381 (0.404) Loss 0.1555 
[2021-06-14 16:03:26,517][root][INFO] - Epoch: [36/50][160/1216] Data 0.001 (0.018) Batch 0.382 (0.403) Loss 0.1417 
[2021-06-14 16:03:30,341][root][INFO] - Epoch: [36/50][170/1216] Data 0.001 (0.017) Batch 0.381 (0.402) Loss 0.1331 
[2021-06-14 16:03:34,166][root][INFO] - Epoch: [36/50][180/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.1779 
[2021-06-14 16:03:38,000][root][INFO] - Epoch: [36/50][190/1216] Data 0.001 (0.015) Batch 0.381 (0.400) Loss 0.2125 
[2021-06-14 16:03:41,840][root][INFO] - Epoch: [36/50][200/1216] Data 0.001 (0.014) Batch 0.382 (0.399) Loss 0.1956 
[2021-06-14 16:03:45,670][root][INFO] - Epoch: [36/50][210/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.1577 
[2021-06-14 16:03:49,495][root][INFO] - Epoch: [36/50][220/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.1950 
[2021-06-14 16:03:53,318][root][INFO] - Epoch: [36/50][230/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.1695 
[2021-06-14 16:03:57,156][root][INFO] - Epoch: [36/50][240/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.1593 
[2021-06-14 16:04:00,984][root][INFO] - Epoch: [36/50][250/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.1701 
[2021-06-14 16:04:04,804][root][INFO] - Epoch: [36/50][260/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1444 
[2021-06-14 16:04:08,625][root][INFO] - Epoch: [36/50][270/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1613 
[2021-06-14 16:04:12,449][root][INFO] - Epoch: [36/50][280/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1468 
[2021-06-14 16:04:16,286][root][INFO] - Epoch: [36/50][290/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.1841 
[2021-06-14 16:04:20,135][root][INFO] - Epoch: [36/50][300/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1666 
[2021-06-14 16:04:23,965][root][INFO] - Epoch: [36/50][310/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1758 
[2021-06-14 16:04:27,804][root][INFO] - Epoch: [36/50][320/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1489 
[2021-06-14 16:04:31,641][root][INFO] - Epoch: [36/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1279 
[2021-06-14 16:04:35,477][root][INFO] - Epoch: [36/50][340/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1473 
[2021-06-14 16:04:39,306][root][INFO] - Epoch: [36/50][350/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1671 
[2021-06-14 16:04:43,133][root][INFO] - Epoch: [36/50][360/1216] Data 0.001 (0.008) Batch 0.386 (0.392) Loss 0.1875 
[2021-06-14 16:04:46,968][root][INFO] - Epoch: [36/50][370/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1066 
[2021-06-14 16:04:50,801][root][INFO] - Epoch: [36/50][380/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1704 
[2021-06-14 16:04:54,632][root][INFO] - Epoch: [36/50][390/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1807 
[2021-06-14 16:04:58,459][root][INFO] - Epoch: [36/50][400/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1415 
[2021-06-14 16:05:02,284][root][INFO] - Epoch: [36/50][410/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1828 
[2021-06-14 16:05:06,119][root][INFO] - Epoch: [36/50][420/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1274 
[2021-06-14 16:05:09,954][root][INFO] - Epoch: [36/50][430/1216] Data 0.001 (0.007) Batch 0.385 (0.390) Loss 0.1473 
[2021-06-14 16:05:13,783][root][INFO] - Epoch: [36/50][440/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1361 
[2021-06-14 16:05:17,612][root][INFO] - Epoch: [36/50][450/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1855 
[2021-06-14 16:05:21,446][root][INFO] - Epoch: [36/50][460/1216] Data 0.001 (0.007) Batch 0.390 (0.390) Loss 0.1734 
[2021-06-14 16:05:25,285][root][INFO] - Epoch: [36/50][470/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1523 
[2021-06-14 16:05:29,118][root][INFO] - Epoch: [36/50][480/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1446 
[2021-06-14 16:05:32,950][root][INFO] - Epoch: [36/50][490/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1188 
[2021-06-14 16:05:36,791][root][INFO] - Epoch: [36/50][500/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1833 
[2021-06-14 16:05:40,682][root][INFO] - Epoch: [36/50][510/1216] Data 0.002 (0.006) Batch 0.387 (0.389) Loss 0.1426 
[2021-06-14 16:05:44,518][root][INFO] - Epoch: [36/50][520/1216] Data 0.002 (0.006) Batch 0.384 (0.389) Loss 0.1303 
[2021-06-14 16:05:48,359][root][INFO] - Epoch: [36/50][530/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1463 
[2021-06-14 16:05:52,197][root][INFO] - Epoch: [36/50][540/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1826 
[2021-06-14 16:05:56,030][root][INFO] - Epoch: [36/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1704 
[2021-06-14 16:05:59,873][root][INFO] - Epoch: [36/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1348 
[2021-06-14 16:06:03,712][root][INFO] - Epoch: [36/50][570/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1555 
[2021-06-14 16:06:07,547][root][INFO] - Epoch: [36/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1741 
[2021-06-14 16:06:11,388][root][INFO] - Epoch: [36/50][590/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1814 
[2021-06-14 16:06:15,242][root][INFO] - Epoch: [36/50][600/1216] Data 0.001 (0.005) Batch 0.397 (0.389) Loss 0.1668 
[2021-06-14 16:06:19,070][root][INFO] - Epoch: [36/50][610/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1478 
[2021-06-14 16:06:22,913][root][INFO] - Epoch: [36/50][620/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1385 
[2021-06-14 16:06:26,748][root][INFO] - Epoch: [36/50][630/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1650 
[2021-06-14 16:06:30,591][root][INFO] - Epoch: [36/50][640/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1694 
[2021-06-14 16:06:34,417][root][INFO] - Epoch: [36/50][650/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1399 
[2021-06-14 16:06:38,252][root][INFO] - Epoch: [36/50][660/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1227 
[2021-06-14 16:06:42,085][root][INFO] - Epoch: [36/50][670/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1977 
[2021-06-14 16:06:45,909][root][INFO] - Epoch: [36/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.2057 
[2021-06-14 16:06:49,751][root][INFO] - Epoch: [36/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1809 
[2021-06-14 16:06:53,586][root][INFO] - Epoch: [36/50][700/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1250 
[2021-06-14 16:06:57,412][root][INFO] - Epoch: [36/50][710/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1367 
[2021-06-14 16:07:01,254][root][INFO] - Epoch: [36/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1328 
[2021-06-14 16:07:05,076][root][INFO] - Epoch: [36/50][730/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1590 
[2021-06-14 16:07:08,926][root][INFO] - Epoch: [36/50][740/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.1574 
[2021-06-14 16:07:12,765][root][INFO] - Epoch: [36/50][750/1216] Data 0.002 (0.004) Batch 0.393 (0.388) Loss 0.1693 
[2021-06-14 16:07:16,594][root][INFO] - Epoch: [36/50][760/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1447 
[2021-06-14 16:07:20,419][root][INFO] - Epoch: [36/50][770/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1780 
[2021-06-14 16:07:24,250][root][INFO] - Epoch: [36/50][780/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1736 
[2021-06-14 16:07:28,097][root][INFO] - Epoch: [36/50][790/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1122 
[2021-06-14 16:07:31,939][root][INFO] - Epoch: [36/50][800/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1275 
[2021-06-14 16:07:35,766][root][INFO] - Epoch: [36/50][810/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1621 
[2021-06-14 16:07:39,607][root][INFO] - Epoch: [36/50][820/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1392 
[2021-06-14 16:07:43,431][root][INFO] - Epoch: [36/50][830/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1486 
[2021-06-14 16:07:47,269][root][INFO] - Epoch: [36/50][840/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1511 
[2021-06-14 16:07:51,125][root][INFO] - Epoch: [36/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1730 
[2021-06-14 16:07:54,965][root][INFO] - Epoch: [36/50][860/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1470 
[2021-06-14 16:07:58,813][root][INFO] - Epoch: [36/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1771 
[2021-06-14 16:08:02,659][root][INFO] - Epoch: [36/50][880/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1421 
[2021-06-14 16:08:06,494][root][INFO] - Epoch: [36/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1879 
[2021-06-14 16:08:10,374][root][INFO] - Epoch: [36/50][900/1216] Data 0.002 (0.004) Batch 0.389 (0.387) Loss 0.1700 
[2021-06-14 16:08:14,213][root][INFO] - Epoch: [36/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1377 
[2021-06-14 16:08:18,062][root][INFO] - Epoch: [36/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1236 
[2021-06-14 16:08:21,900][root][INFO] - Epoch: [36/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2091 
[2021-06-14 16:08:25,742][root][INFO] - Epoch: [36/50][940/1216] Data 0.001 (0.004) Batch 0.391 (0.387) Loss 0.1274 
[2021-06-14 16:08:29,591][root][INFO] - Epoch: [36/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1386 
[2021-06-14 16:08:33,433][root][INFO] - Epoch: [36/50][960/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1357 
[2021-06-14 16:08:37,291][root][INFO] - Epoch: [36/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1825 
[2021-06-14 16:08:41,145][root][INFO] - Epoch: [36/50][980/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1704 
[2021-06-14 16:08:44,972][root][INFO] - Epoch: [36/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1250 
[2021-06-14 16:08:48,801][root][INFO] - Epoch: [36/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1586 
[2021-06-14 16:08:52,649][root][INFO] - Epoch: [36/50][1010/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1628 
[2021-06-14 16:08:56,508][root][INFO] - Epoch: [36/50][1020/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1209 
[2021-06-14 16:09:00,339][root][INFO] - Epoch: [36/50][1030/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1748 
[2021-06-14 16:09:04,180][root][INFO] - Epoch: [36/50][1040/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1312 
[2021-06-14 16:09:08,016][root][INFO] - Epoch: [36/50][1050/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1259 
[2021-06-14 16:09:11,865][root][INFO] - Epoch: [36/50][1060/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.1337 
[2021-06-14 16:09:15,701][root][INFO] - Epoch: [36/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1721 
[2021-06-14 16:09:19,526][root][INFO] - Epoch: [36/50][1080/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1561 
[2021-06-14 16:09:23,360][root][INFO] - Epoch: [36/50][1090/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1653 
[2021-06-14 16:09:27,199][root][INFO] - Epoch: [36/50][1100/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1704 
[2021-06-14 16:09:31,041][root][INFO] - Epoch: [36/50][1110/1216] Data 0.001 (0.003) Batch 0.386 (0.386) Loss 0.1773 
[2021-06-14 16:09:34,889][root][INFO] - Epoch: [36/50][1120/1216] Data 0.001 (0.003) Batch 0.387 (0.386) Loss 0.1782 
[2021-06-14 16:09:38,720][root][INFO] - Epoch: [36/50][1130/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1719 
[2021-06-14 16:09:42,551][root][INFO] - Epoch: [36/50][1140/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1561 
[2021-06-14 16:09:46,384][root][INFO] - Epoch: [36/50][1150/1216] Data 0.001 (0.003) Batch 0.383 (0.386) Loss 0.1624 
[2021-06-14 16:09:50,224][root][INFO] - Epoch: [36/50][1160/1216] Data 0.001 (0.003) Batch 0.383 (0.386) Loss 0.1275 
[2021-06-14 16:09:54,061][root][INFO] - Epoch: [36/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1188 
[2021-06-14 16:09:57,905][root][INFO] - Epoch: [36/50][1180/1216] Data 0.001 (0.003) Batch 0.385 (0.386) Loss 0.1455 
[2021-06-14 16:10:01,729][root][INFO] - Epoch: [36/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1361 
[2021-06-14 16:10:05,547][root][INFO] - Epoch: [36/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1551 
[2021-06-14 16:10:09,359][root][INFO] - Epoch: [36/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1755 
[2021-06-14 16:10:11,912][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 16:10:13,343][root][INFO] - Test: [1/680] 
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[2021-06-14 16:11:03,936][root][INFO] - Test: [652/680] 
[2021-06-14 16:11:04,002][root][INFO] - Test: [653/680] 
[2021-06-14 16:11:04,068][root][INFO] - Test: [654/680] 
[2021-06-14 16:11:04,134][root][INFO] - Test: [655/680] 
[2021-06-14 16:11:04,199][root][INFO] - Test: [656/680] 
[2021-06-14 16:11:04,265][root][INFO] - Test: [657/680] 
[2021-06-14 16:11:04,331][root][INFO] - Test: [658/680] 
[2021-06-14 16:11:04,399][root][INFO] - Test: [659/680] 
[2021-06-14 16:11:04,465][root][INFO] - Test: [660/680] 
[2021-06-14 16:11:04,531][root][INFO] - Test: [661/680] 
[2021-06-14 16:11:04,597][root][INFO] - Test: [662/680] 
[2021-06-14 16:11:04,663][root][INFO] - Test: [663/680] 
[2021-06-14 16:11:04,731][root][INFO] - Test: [664/680] 
[2021-06-14 16:11:04,798][root][INFO] - Test: [665/680] 
[2021-06-14 16:11:04,874][root][INFO] - Test: [666/680] 
[2021-06-14 16:11:04,944][root][INFO] - Test: [667/680] 
[2021-06-14 16:11:05,010][root][INFO] - Test: [668/680] 
[2021-06-14 16:11:05,075][root][INFO] - Test: [669/680] 
[2021-06-14 16:11:05,140][root][INFO] - Test: [670/680] 
[2021-06-14 16:11:05,206][root][INFO] - Test: [671/680] 
[2021-06-14 16:11:05,272][root][INFO] - Test: [672/680] 
[2021-06-14 16:11:05,338][root][INFO] - Test: [673/680] 
[2021-06-14 16:11:05,404][root][INFO] - Test: [674/680] 
[2021-06-14 16:11:05,470][root][INFO] - Test: [675/680] 
[2021-06-14 16:11:05,536][root][INFO] - Test: [676/680] 
[2021-06-14 16:11:05,601][root][INFO] - Test: [677/680] 
[2021-06-14 16:11:05,667][root][INFO] - Test: [678/680] 
[2021-06-14 16:11:05,733][root][INFO] - Test: [679/680] 
[2021-06-14 16:11:05,772][root][INFO] - Test: [680/680] 
[2021-06-14 16:11:06,032][root][INFO] - Val result: mIoU 0.6190.
[2021-06-14 16:11:06,032][root][INFO] - Class_0 Result: iou 0.7918.
[2021-06-14 16:11:06,033][root][INFO] - Class_1 Result: iou 0.8621.
[2021-06-14 16:11:06,033][root][INFO] - Class_2 Result: iou 0.5730.
[2021-06-14 16:11:06,033][root][INFO] - Class_3 Result: iou 0.7458.
[2021-06-14 16:11:06,033][root][INFO] - Class_4 Result: iou 0.6747.
[2021-06-14 16:11:06,033][root][INFO] - Class_5 Result: iou 0.6395.
[2021-06-14 16:11:06,034][root][INFO] - Class_6 Result: iou 0.6741.
[2021-06-14 16:11:06,034][root][INFO] - Class_7 Result: iou 0.6087.
[2021-06-14 16:11:06,034][root][INFO] - Class_8 Result: iou 0.4902.
[2021-06-14 16:11:06,034][root][INFO] - Class_9 Result: iou 0.5915.
[2021-06-14 16:11:06,035][root][INFO] - Class_10 Result: iou 0.3747.
[2021-06-14 16:11:06,035][root][INFO] - Class_11 Result: iou 0.4494.
[2021-06-14 16:11:06,035][root][INFO] - Class_12 Result: iou 0.5529.
[2021-06-14 16:11:06,035][root][INFO] - Class_13 Result: iou 0.5200.
[2021-06-14 16:11:06,035][root][INFO] - Class_14 Result: iou 0.6162.
[2021-06-14 16:11:06,036][root][INFO] - Class_15 Result: iou 0.5254.
[2021-06-14 16:11:06,036][root][INFO] - Class_16 Result: iou 0.8730.
[2021-06-14 16:11:06,036][root][INFO] - Class_17 Result: iou 0.6075.
[2021-06-14 16:11:06,037][root][INFO] - Class_18 Result: iou 0.7841.
[2021-06-14 16:11:06,037][root][INFO] - Class_19 Result: iou 0.4259.
[2021-06-14 16:11:06,037][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:11:14,015][root][INFO] - Epoch: [37/50][10/1216] Data 0.001 (0.380) Batch 0.383 (0.797) Loss 0.1415 
[2021-06-14 16:11:17,853][root][INFO] - Epoch: [37/50][20/1216] Data 0.001 (0.190) Batch 0.382 (0.591) Loss 0.1491 
[2021-06-14 16:11:21,670][root][INFO] - Epoch: [37/50][30/1216] Data 0.001 (0.127) Batch 0.383 (0.521) Loss 0.1803 
[2021-06-14 16:11:25,497][root][INFO] - Epoch: [37/50][40/1216] Data 0.001 (0.096) Batch 0.381 (0.486) Loss 0.1160 
[2021-06-14 16:11:29,329][root][INFO] - Epoch: [37/50][50/1216] Data 0.001 (0.077) Batch 0.386 (0.466) Loss 0.1628 
[2021-06-14 16:11:33,152][root][INFO] - Epoch: [37/50][60/1216] Data 0.001 (0.064) Batch 0.381 (0.452) Loss 0.1337 
[2021-06-14 16:11:36,983][root][INFO] - Epoch: [37/50][70/1216] Data 0.001 (0.055) Batch 0.384 (0.442) Loss 0.1264 
[2021-06-14 16:11:40,818][root][INFO] - Epoch: [37/50][80/1216] Data 0.001 (0.048) Batch 0.382 (0.435) Loss 0.1209 
[2021-06-14 16:11:44,643][root][INFO] - Epoch: [37/50][90/1216] Data 0.001 (0.043) Batch 0.381 (0.429) Loss 0.1576 
[2021-06-14 16:11:48,473][root][INFO] - Epoch: [37/50][100/1216] Data 0.001 (0.039) Batch 0.386 (0.424) Loss 0.1479 
[2021-06-14 16:11:52,308][root][INFO] - Epoch: [37/50][110/1216] Data 0.001 (0.035) Batch 0.382 (0.421) Loss 0.1559 
[2021-06-14 16:11:56,157][root][INFO] - Epoch: [37/50][120/1216] Data 0.001 (0.032) Batch 0.384 (0.418) Loss 0.1349 
[2021-06-14 16:12:00,018][root][INFO] - Epoch: [37/50][130/1216] Data 0.001 (0.030) Batch 0.385 (0.415) Loss 0.1764 
[2021-06-14 16:12:03,850][root][INFO] - Epoch: [37/50][140/1216] Data 0.001 (0.028) Batch 0.382 (0.413) Loss 0.1967 
[2021-06-14 16:12:07,682][root][INFO] - Epoch: [37/50][150/1216] Data 0.001 (0.026) Batch 0.381 (0.411) Loss 0.1311 
[2021-06-14 16:12:11,506][root][INFO] - Epoch: [37/50][160/1216] Data 0.001 (0.025) Batch 0.382 (0.409) Loss 0.1963 
[2021-06-14 16:12:15,338][root][INFO] - Epoch: [37/50][170/1216] Data 0.001 (0.023) Batch 0.382 (0.408) Loss 0.1741 
[2021-06-14 16:12:19,155][root][INFO] - Epoch: [37/50][180/1216] Data 0.001 (0.022) Batch 0.380 (0.406) Loss 0.1480 
[2021-06-14 16:12:22,984][root][INFO] - Epoch: [37/50][190/1216] Data 0.001 (0.021) Batch 0.383 (0.405) Loss 0.1489 
[2021-06-14 16:12:26,802][root][INFO] - Epoch: [37/50][200/1216] Data 0.001 (0.020) Batch 0.382 (0.404) Loss 0.1857 
[2021-06-14 16:12:30,628][root][INFO] - Epoch: [37/50][210/1216] Data 0.001 (0.019) Batch 0.381 (0.403) Loss 0.1272 
[2021-06-14 16:12:34,466][root][INFO] - Epoch: [37/50][220/1216] Data 0.001 (0.018) Batch 0.389 (0.402) Loss 0.1609 
[2021-06-14 16:12:38,298][root][INFO] - Epoch: [37/50][230/1216] Data 0.001 (0.017) Batch 0.383 (0.401) Loss 0.1457 
[2021-06-14 16:12:42,130][root][INFO] - Epoch: [37/50][240/1216] Data 0.001 (0.017) Batch 0.388 (0.400) Loss 0.1582 
[2021-06-14 16:12:45,955][root][INFO] - Epoch: [37/50][250/1216] Data 0.001 (0.016) Batch 0.383 (0.400) Loss 0.1761 
[2021-06-14 16:12:49,794][root][INFO] - Epoch: [37/50][260/1216] Data 0.001 (0.015) Batch 0.381 (0.399) Loss 0.1443 
[2021-06-14 16:12:53,623][root][INFO] - Epoch: [37/50][270/1216] Data 0.001 (0.015) Batch 0.382 (0.398) Loss 0.1230 
[2021-06-14 16:12:57,444][root][INFO] - Epoch: [37/50][280/1216] Data 0.001 (0.014) Batch 0.381 (0.398) Loss 0.1879 
[2021-06-14 16:13:01,272][root][INFO] - Epoch: [37/50][290/1216] Data 0.001 (0.014) Batch 0.382 (0.397) Loss 0.1357 
[2021-06-14 16:13:05,096][root][INFO] - Epoch: [37/50][300/1216] Data 0.001 (0.013) Batch 0.381 (0.397) Loss 0.1462 
[2021-06-14 16:13:08,917][root][INFO] - Epoch: [37/50][310/1216] Data 0.001 (0.013) Batch 0.380 (0.396) Loss 0.1272 
[2021-06-14 16:13:12,741][root][INFO] - Epoch: [37/50][320/1216] Data 0.001 (0.013) Batch 0.383 (0.396) Loss 0.1489 
[2021-06-14 16:13:16,582][root][INFO] - Epoch: [37/50][330/1216] Data 0.001 (0.012) Batch 0.385 (0.396) Loss 0.1572 
[2021-06-14 16:13:20,433][root][INFO] - Epoch: [37/50][340/1216] Data 0.001 (0.012) Batch 0.382 (0.395) Loss 0.1167 
[2021-06-14 16:13:24,260][root][INFO] - Epoch: [37/50][350/1216] Data 0.001 (0.012) Batch 0.382 (0.395) Loss 0.1381 
[2021-06-14 16:13:28,082][root][INFO] - Epoch: [37/50][360/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.1570 
[2021-06-14 16:13:31,908][root][INFO] - Epoch: [37/50][370/1216] Data 0.001 (0.011) Batch 0.382 (0.394) Loss 0.1728 
[2021-06-14 16:13:35,742][root][INFO] - Epoch: [37/50][380/1216] Data 0.001 (0.011) Batch 0.388 (0.394) Loss 0.1339 
[2021-06-14 16:13:39,573][root][INFO] - Epoch: [37/50][390/1216] Data 0.001 (0.011) Batch 0.384 (0.394) Loss 0.1248 
[2021-06-14 16:13:43,411][root][INFO] - Epoch: [37/50][400/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1326 
[2021-06-14 16:13:47,252][root][INFO] - Epoch: [37/50][410/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1547 
[2021-06-14 16:13:51,096][root][INFO] - Epoch: [37/50][420/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1912 
[2021-06-14 16:13:54,929][root][INFO] - Epoch: [37/50][430/1216] Data 0.001 (0.010) Batch 0.387 (0.393) Loss 0.1259 
[2021-06-14 16:13:58,756][root][INFO] - Epoch: [37/50][440/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1654 
[2021-06-14 16:14:02,603][root][INFO] - Epoch: [37/50][450/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1587 
[2021-06-14 16:14:06,446][root][INFO] - Epoch: [37/50][460/1216] Data 0.001 (0.009) Batch 0.389 (0.392) Loss 0.2283 
[2021-06-14 16:14:10,276][root][INFO] - Epoch: [37/50][470/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1858 
[2021-06-14 16:14:14,116][root][INFO] - Epoch: [37/50][480/1216] Data 0.001 (0.009) Batch 0.381 (0.392) Loss 0.1308 
[2021-06-14 16:14:17,989][root][INFO] - Epoch: [37/50][490/1216] Data 0.001 (0.009) Batch 0.389 (0.392) Loss 0.1512 
[2021-06-14 16:14:21,825][root][INFO] - Epoch: [37/50][500/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1641 
[2021-06-14 16:14:25,656][root][INFO] - Epoch: [37/50][510/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1119 
[2021-06-14 16:14:29,482][root][INFO] - Epoch: [37/50][520/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1268 
[2021-06-14 16:14:33,307][root][INFO] - Epoch: [37/50][530/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1644 
[2021-06-14 16:14:37,152][root][INFO] - Epoch: [37/50][540/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1418 
[2021-06-14 16:14:41,002][root][INFO] - Epoch: [37/50][550/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1278 
[2021-06-14 16:14:44,839][root][INFO] - Epoch: [37/50][560/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1242 
[2021-06-14 16:14:48,683][root][INFO] - Epoch: [37/50][570/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.2140 
[2021-06-14 16:14:52,505][root][INFO] - Epoch: [37/50][580/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1117 
[2021-06-14 16:14:56,336][root][INFO] - Epoch: [37/50][590/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1621 
[2021-06-14 16:15:00,183][root][INFO] - Epoch: [37/50][600/1216] Data 0.001 (0.007) Batch 0.385 (0.390) Loss 0.1242 
[2021-06-14 16:15:04,021][root][INFO] - Epoch: [37/50][610/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1707 
[2021-06-14 16:15:07,858][root][INFO] - Epoch: [37/50][620/1216] Data 0.001 (0.007) Batch 0.388 (0.390) Loss 0.1814 
[2021-06-14 16:15:11,696][root][INFO] - Epoch: [37/50][630/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1663 
[2021-06-14 16:15:15,540][root][INFO] - Epoch: [37/50][640/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1380 
[2021-06-14 16:15:19,361][root][INFO] - Epoch: [37/50][650/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1214 
[2021-06-14 16:15:23,189][root][INFO] - Epoch: [37/50][660/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1385 
[2021-06-14 16:15:27,025][root][INFO] - Epoch: [37/50][670/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1378 
[2021-06-14 16:15:30,919][root][INFO] - Epoch: [37/50][680/1216] Data 0.001 (0.006) Batch 0.392 (0.390) Loss 0.1929 
[2021-06-14 16:15:34,759][root][INFO] - Epoch: [37/50][690/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1484 
[2021-06-14 16:15:38,600][root][INFO] - Epoch: [37/50][700/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1516 
[2021-06-14 16:15:42,449][root][INFO] - Epoch: [37/50][710/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1417 
[2021-06-14 16:15:46,289][root][INFO] - Epoch: [37/50][720/1216] Data 0.001 (0.006) Batch 0.389 (0.389) Loss 0.1939 
[2021-06-14 16:15:50,127][root][INFO] - Epoch: [37/50][730/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1416 
[2021-06-14 16:15:53,962][root][INFO] - Epoch: [37/50][740/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.1684 
[2021-06-14 16:15:57,796][root][INFO] - Epoch: [37/50][750/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1344 
[2021-06-14 16:16:01,631][root][INFO] - Epoch: [37/50][760/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1684 
[2021-06-14 16:16:05,462][root][INFO] - Epoch: [37/50][770/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1243 
[2021-06-14 16:16:09,304][root][INFO] - Epoch: [37/50][780/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1444 
[2021-06-14 16:16:13,131][root][INFO] - Epoch: [37/50][790/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1373 
[2021-06-14 16:16:16,971][root][INFO] - Epoch: [37/50][800/1216] Data 0.001 (0.006) Batch 0.389 (0.389) Loss 0.1443 
[2021-06-14 16:16:20,816][root][INFO] - Epoch: [37/50][810/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.2123 
[2021-06-14 16:16:24,647][root][INFO] - Epoch: [37/50][820/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1317 
[2021-06-14 16:16:28,489][root][INFO] - Epoch: [37/50][830/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1348 
[2021-06-14 16:16:32,322][root][INFO] - Epoch: [37/50][840/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1121 
[2021-06-14 16:16:36,159][root][INFO] - Epoch: [37/50][850/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1233 
[2021-06-14 16:16:39,990][root][INFO] - Epoch: [37/50][860/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1715 
[2021-06-14 16:16:43,826][root][INFO] - Epoch: [37/50][870/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1507 
[2021-06-14 16:16:47,697][root][INFO] - Epoch: [37/50][880/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1576 
[2021-06-14 16:16:51,533][root][INFO] - Epoch: [37/50][890/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1453 
[2021-06-14 16:16:55,376][root][INFO] - Epoch: [37/50][900/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1956 
[2021-06-14 16:16:59,197][root][INFO] - Epoch: [37/50][910/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1204 
[2021-06-14 16:17:03,025][root][INFO] - Epoch: [37/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1358 
[2021-06-14 16:17:06,865][root][INFO] - Epoch: [37/50][930/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1741 
[2021-06-14 16:17:10,714][root][INFO] - Epoch: [37/50][940/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1873 
[2021-06-14 16:17:14,560][root][INFO] - Epoch: [37/50][950/1216] Data 0.001 (0.005) Batch 0.391 (0.388) Loss 0.1585 
[2021-06-14 16:17:18,407][root][INFO] - Epoch: [37/50][960/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1509 
[2021-06-14 16:17:22,238][root][INFO] - Epoch: [37/50][970/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1318 
[2021-06-14 16:17:26,099][root][INFO] - Epoch: [37/50][980/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1325 
[2021-06-14 16:17:29,932][root][INFO] - Epoch: [37/50][990/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1782 
[2021-06-14 16:17:33,770][root][INFO] - Epoch: [37/50][1000/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1641 
[2021-06-14 16:17:37,598][root][INFO] - Epoch: [37/50][1010/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1487 
[2021-06-14 16:17:41,438][root][INFO] - Epoch: [37/50][1020/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1469 
[2021-06-14 16:17:45,263][root][INFO] - Epoch: [37/50][1030/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1496 
[2021-06-14 16:17:49,102][root][INFO] - Epoch: [37/50][1040/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1457 
[2021-06-14 16:17:52,939][root][INFO] - Epoch: [37/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1188 
[2021-06-14 16:17:56,793][root][INFO] - Epoch: [37/50][1060/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1389 
[2021-06-14 16:18:00,646][root][INFO] - Epoch: [37/50][1070/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.1224 
[2021-06-14 16:18:04,483][root][INFO] - Epoch: [37/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1726 
[2021-06-14 16:18:08,329][root][INFO] - Epoch: [37/50][1090/1216] Data 0.001 (0.004) Batch 0.393 (0.387) Loss 0.1764 
[2021-06-14 16:18:12,159][root][INFO] - Epoch: [37/50][1100/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1655 
[2021-06-14 16:18:15,995][root][INFO] - Epoch: [37/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1779 
[2021-06-14 16:18:19,817][root][INFO] - Epoch: [37/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1627 
[2021-06-14 16:18:23,645][root][INFO] - Epoch: [37/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1193 
[2021-06-14 16:18:27,482][root][INFO] - Epoch: [37/50][1140/1216] Data 0.002 (0.004) Batch 0.387 (0.387) Loss 0.1307 
[2021-06-14 16:18:31,310][root][INFO] - Epoch: [37/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1727 
[2021-06-14 16:18:35,145][root][INFO] - Epoch: [37/50][1160/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1901 
[2021-06-14 16:18:38,974][root][INFO] - Epoch: [37/50][1170/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1608 
[2021-06-14 16:18:42,811][root][INFO] - Epoch: [37/50][1180/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1818 
[2021-06-14 16:18:46,647][root][INFO] - Epoch: [37/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1450 
[2021-06-14 16:18:50,465][root][INFO] - Epoch: [37/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1637 
[2021-06-14 16:18:54,285][root][INFO] - Epoch: [37/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1768 
[2021-06-14 16:18:56,844][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 16:19:52,438][root][INFO] - Val result: mIoU 0.6222.
[2021-06-14 16:19:52,438][root][INFO] - Class_0 Result: iou 0.7924.
[2021-06-14 16:19:52,439][root][INFO] - Class_1 Result: iou 0.8633.
[2021-06-14 16:19:52,439][root][INFO] - Class_2 Result: iou 0.5787.
[2021-06-14 16:19:52,439][root][INFO] - Class_3 Result: iou 0.7520.
[2021-06-14 16:19:52,440][root][INFO] - Class_4 Result: iou 0.6727.
[2021-06-14 16:19:52,440][root][INFO] - Class_5 Result: iou 0.6346.
[2021-06-14 16:19:52,440][root][INFO] - Class_6 Result: iou 0.6664.
[2021-06-14 16:19:52,441][root][INFO] - Class_7 Result: iou 0.6080.
[2021-06-14 16:19:52,441][root][INFO] - Class_8 Result: iou 0.4980.
[2021-06-14 16:19:52,441][root][INFO] - Class_9 Result: iou 0.6004.
[2021-06-14 16:19:52,442][root][INFO] - Class_10 Result: iou 0.3794.
[2021-06-14 16:19:52,442][root][INFO] - Class_11 Result: iou 0.4653.
[2021-06-14 16:19:52,443][root][INFO] - Class_12 Result: iou 0.5481.
[2021-06-14 16:19:52,443][root][INFO] - Class_13 Result: iou 0.5344.
[2021-06-14 16:19:52,443][root][INFO] - Class_14 Result: iou 0.6159.
[2021-06-14 16:19:52,444][root][INFO] - Class_15 Result: iou 0.5273.
[2021-06-14 16:19:52,444][root][INFO] - Class_16 Result: iou 0.8787.
[2021-06-14 16:19:52,445][root][INFO] - Class_17 Result: iou 0.6086.
[2021-06-14 16:19:52,445][root][INFO] - Class_18 Result: iou 0.7830.
[2021-06-14 16:19:52,445][root][INFO] - Class_19 Result: iou 0.4357.
[2021-06-14 16:19:52,446][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:19:59,848][root][INFO] - Epoch: [38/50][10/1216] Data 0.001 (0.320) Batch 0.391 (0.740) Loss 0.1491 
[2021-06-14 16:20:03,704][root][INFO] - Epoch: [38/50][20/1216] Data 0.001 (0.160) Batch 0.382 (0.563) Loss 0.1180 
[2021-06-14 16:20:07,536][root][INFO] - Epoch: [38/50][30/1216] Data 0.001 (0.107) Batch 0.382 (0.503) Loss 0.1284 
[2021-06-14 16:20:11,356][root][INFO] - Epoch: [38/50][40/1216] Data 0.001 (0.081) Batch 0.381 (0.473) Loss 0.1278 
[2021-06-14 16:20:15,188][root][INFO] - Epoch: [38/50][50/1216] Data 0.001 (0.065) Batch 0.382 (0.455) Loss 0.1599 
[2021-06-14 16:20:19,024][root][INFO] - Epoch: [38/50][60/1216] Data 0.001 (0.054) Batch 0.384 (0.443) Loss 0.1390 
[2021-06-14 16:20:22,854][root][INFO] - Epoch: [38/50][70/1216] Data 0.001 (0.046) Batch 0.382 (0.434) Loss 0.1218 
[2021-06-14 16:20:26,684][root][INFO] - Epoch: [38/50][80/1216] Data 0.001 (0.041) Batch 0.382 (0.428) Loss 0.1580 
[2021-06-14 16:20:30,518][root][INFO] - Epoch: [38/50][90/1216] Data 0.001 (0.036) Batch 0.382 (0.423) Loss 0.1566 
[2021-06-14 16:20:34,348][root][INFO] - Epoch: [38/50][100/1216] Data 0.001 (0.033) Batch 0.388 (0.419) Loss 0.1420 
[2021-06-14 16:20:38,180][root][INFO] - Epoch: [38/50][110/1216] Data 0.001 (0.030) Batch 0.381 (0.416) Loss 0.1604 
[2021-06-14 16:20:42,006][root][INFO] - Epoch: [38/50][120/1216] Data 0.001 (0.027) Batch 0.382 (0.413) Loss 0.1301 
[2021-06-14 16:20:45,859][root][INFO] - Epoch: [38/50][130/1216] Data 0.001 (0.025) Batch 0.382 (0.411) Loss 0.1252 
[2021-06-14 16:20:49,692][root][INFO] - Epoch: [38/50][140/1216] Data 0.001 (0.024) Batch 0.381 (0.409) Loss 0.1471 
[2021-06-14 16:20:53,523][root][INFO] - Epoch: [38/50][150/1216] Data 0.001 (0.022) Batch 0.386 (0.407) Loss 0.1259 
[2021-06-14 16:20:57,362][root][INFO] - Epoch: [38/50][160/1216] Data 0.001 (0.021) Batch 0.385 (0.406) Loss 0.1492 
[2021-06-14 16:21:01,210][root][INFO] - Epoch: [38/50][170/1216] Data 0.001 (0.020) Batch 0.385 (0.404) Loss 0.1577 
[2021-06-14 16:21:05,033][root][INFO] - Epoch: [38/50][180/1216] Data 0.001 (0.019) Batch 0.382 (0.403) Loss 0.1138 
[2021-06-14 16:21:08,857][root][INFO] - Epoch: [38/50][190/1216] Data 0.001 (0.018) Batch 0.380 (0.402) Loss 0.1534 
[2021-06-14 16:21:12,693][root][INFO] - Epoch: [38/50][200/1216] Data 0.001 (0.017) Batch 0.395 (0.401) Loss 0.1292 
[2021-06-14 16:21:16,548][root][INFO] - Epoch: [38/50][210/1216] Data 0.001 (0.016) Batch 0.381 (0.400) Loss 0.1487 
[2021-06-14 16:21:20,370][root][INFO] - Epoch: [38/50][220/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.1176 
[2021-06-14 16:21:24,202][root][INFO] - Epoch: [38/50][230/1216] Data 0.001 (0.015) Batch 0.384 (0.399) Loss 0.1318 
[2021-06-14 16:21:28,021][root][INFO] - Epoch: [38/50][240/1216] Data 0.001 (0.014) Batch 0.381 (0.398) Loss 0.1448 
[2021-06-14 16:21:31,859][root][INFO] - Epoch: [38/50][250/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.1260 
[2021-06-14 16:21:35,685][root][INFO] - Epoch: [38/50][260/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.1527 
[2021-06-14 16:21:39,522][root][INFO] - Epoch: [38/50][270/1216] Data 0.001 (0.013) Batch 0.383 (0.397) Loss 0.2245 
[2021-06-14 16:21:43,350][root][INFO] - Epoch: [38/50][280/1216] Data 0.001 (0.012) Batch 0.384 (0.396) Loss 0.1197 
[2021-06-14 16:21:47,176][root][INFO] - Epoch: [38/50][290/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.1516 
[2021-06-14 16:21:51,013][root][INFO] - Epoch: [38/50][300/1216] Data 0.001 (0.011) Batch 0.385 (0.395) Loss 0.1480 
[2021-06-14 16:21:54,863][root][INFO] - Epoch: [38/50][310/1216] Data 0.001 (0.011) Batch 0.389 (0.395) Loss 0.1747 
[2021-06-14 16:21:58,698][root][INFO] - Epoch: [38/50][320/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.1313 
[2021-06-14 16:22:02,540][root][INFO] - Epoch: [38/50][330/1216] Data 0.001 (0.011) Batch 0.382 (0.394) Loss 0.1909 
[2021-06-14 16:22:06,364][root][INFO] - Epoch: [38/50][340/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1160 
[2021-06-14 16:22:10,186][root][INFO] - Epoch: [38/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.1982 
[2021-06-14 16:22:14,006][root][INFO] - Epoch: [38/50][360/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1326 
[2021-06-14 16:22:17,848][root][INFO] - Epoch: [38/50][370/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1687 
[2021-06-14 16:22:21,700][root][INFO] - Epoch: [38/50][380/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1303 
[2021-06-14 16:22:25,557][root][INFO] - Epoch: [38/50][390/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1688 
[2021-06-14 16:22:29,414][root][INFO] - Epoch: [38/50][400/1216] Data 0.001 (0.009) Batch 0.384 (0.392) Loss 0.1466 
[2021-06-14 16:22:33,264][root][INFO] - Epoch: [38/50][410/1216] Data 0.001 (0.009) Batch 0.384 (0.392) Loss 0.1444 
[2021-06-14 16:22:37,094][root][INFO] - Epoch: [38/50][420/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1287 
[2021-06-14 16:22:40,934][root][INFO] - Epoch: [38/50][430/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1404 
[2021-06-14 16:22:44,767][root][INFO] - Epoch: [38/50][440/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1446 
[2021-06-14 16:22:48,599][root][INFO] - Epoch: [38/50][450/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1619 
[2021-06-14 16:22:52,434][root][INFO] - Epoch: [38/50][460/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1338 
[2021-06-14 16:22:56,265][root][INFO] - Epoch: [38/50][470/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1440 
[2021-06-14 16:23:00,106][root][INFO] - Epoch: [38/50][480/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1471 
[2021-06-14 16:23:03,947][root][INFO] - Epoch: [38/50][490/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.1032 
[2021-06-14 16:23:07,789][root][INFO] - Epoch: [38/50][500/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1292 
[2021-06-14 16:23:11,621][root][INFO] - Epoch: [38/50][510/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.2111 
[2021-06-14 16:23:15,457][root][INFO] - Epoch: [38/50][520/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1409 
[2021-06-14 16:23:19,300][root][INFO] - Epoch: [38/50][530/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1394 
[2021-06-14 16:23:23,153][root][INFO] - Epoch: [38/50][540/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1556 
[2021-06-14 16:23:26,977][root][INFO] - Epoch: [38/50][550/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.0991 
[2021-06-14 16:23:30,833][root][INFO] - Epoch: [38/50][560/1216] Data 0.001 (0.007) Batch 0.389 (0.390) Loss 0.1313 
[2021-06-14 16:23:34,657][root][INFO] - Epoch: [38/50][570/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1539 
[2021-06-14 16:23:38,515][root][INFO] - Epoch: [38/50][580/1216] Data 0.001 (0.006) Batch 0.390 (0.390) Loss 0.1415 
[2021-06-14 16:23:42,361][root][INFO] - Epoch: [38/50][590/1216] Data 0.001 (0.006) Batch 0.389 (0.390) Loss 0.1696 
[2021-06-14 16:23:46,204][root][INFO] - Epoch: [38/50][600/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1519 
[2021-06-14 16:23:50,054][root][INFO] - Epoch: [38/50][610/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1410 
[2021-06-14 16:23:53,888][root][INFO] - Epoch: [38/50][620/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1422 
[2021-06-14 16:23:57,723][root][INFO] - Epoch: [38/50][630/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1478 
[2021-06-14 16:24:01,555][root][INFO] - Epoch: [38/50][640/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.1645 
[2021-06-14 16:24:05,402][root][INFO] - Epoch: [38/50][650/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1471 
[2021-06-14 16:24:09,232][root][INFO] - Epoch: [38/50][660/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1457 
[2021-06-14 16:24:13,064][root][INFO] - Epoch: [38/50][670/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1584 
[2021-06-14 16:24:16,907][root][INFO] - Epoch: [38/50][680/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1541 
[2021-06-14 16:24:20,742][root][INFO] - Epoch: [38/50][690/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1289 
[2021-06-14 16:24:24,574][root][INFO] - Epoch: [38/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1532 
[2021-06-14 16:24:28,413][root][INFO] - Epoch: [38/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1669 
[2021-06-14 16:24:32,258][root][INFO] - Epoch: [38/50][720/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1384 
[2021-06-14 16:24:36,096][root][INFO] - Epoch: [38/50][730/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1188 
[2021-06-14 16:24:39,935][root][INFO] - Epoch: [38/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1399 
[2021-06-14 16:24:43,786][root][INFO] - Epoch: [38/50][750/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1401 
[2021-06-14 16:24:47,621][root][INFO] - Epoch: [38/50][760/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1513 
[2021-06-14 16:24:51,469][root][INFO] - Epoch: [38/50][770/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1302 
[2021-06-14 16:24:55,303][root][INFO] - Epoch: [38/50][780/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1354 
[2021-06-14 16:24:59,139][root][INFO] - Epoch: [38/50][790/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1249 
[2021-06-14 16:25:02,985][root][INFO] - Epoch: [38/50][800/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1489 
[2021-06-14 16:25:06,831][root][INFO] - Epoch: [38/50][810/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1477 
[2021-06-14 16:25:10,663][root][INFO] - Epoch: [38/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1332 
[2021-06-14 16:25:14,494][root][INFO] - Epoch: [38/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1483 
[2021-06-14 16:25:18,345][root][INFO] - Epoch: [38/50][840/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1553 
[2021-06-14 16:25:22,190][root][INFO] - Epoch: [38/50][850/1216] Data 0.001 (0.005) Batch 0.390 (0.388) Loss 0.1778 
[2021-06-14 16:25:26,033][root][INFO] - Epoch: [38/50][860/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1581 
[2021-06-14 16:25:29,877][root][INFO] - Epoch: [38/50][870/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1467 
[2021-06-14 16:25:33,719][root][INFO] - Epoch: [38/50][880/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1298 
[2021-06-14 16:25:37,560][root][INFO] - Epoch: [38/50][890/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1652 
[2021-06-14 16:25:41,389][root][INFO] - Epoch: [38/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1699 
[2021-06-14 16:25:45,229][root][INFO] - Epoch: [38/50][910/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1551 
[2021-06-14 16:25:49,083][root][INFO] - Epoch: [38/50][920/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1223 
[2021-06-14 16:25:52,935][root][INFO] - Epoch: [38/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.2101 
[2021-06-14 16:25:56,773][root][INFO] - Epoch: [38/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1715 
[2021-06-14 16:26:00,612][root][INFO] - Epoch: [38/50][950/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1541 
[2021-06-14 16:26:04,451][root][INFO] - Epoch: [38/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1497 
[2021-06-14 16:26:08,292][root][INFO] - Epoch: [38/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1521 
[2021-06-14 16:26:12,130][root][INFO] - Epoch: [38/50][980/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1215 
[2021-06-14 16:26:15,969][root][INFO] - Epoch: [38/50][990/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1519 
[2021-06-14 16:26:19,809][root][INFO] - Epoch: [38/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1432 
[2021-06-14 16:26:23,644][root][INFO] - Epoch: [38/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1899 
[2021-06-14 16:26:27,486][root][INFO] - Epoch: [38/50][1020/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.2342 
[2021-06-14 16:26:31,335][root][INFO] - Epoch: [38/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1557 
[2021-06-14 16:26:35,166][root][INFO] - Epoch: [38/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1680 
[2021-06-14 16:26:39,006][root][INFO] - Epoch: [38/50][1050/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1618 
[2021-06-14 16:26:42,846][root][INFO] - Epoch: [38/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1520 
[2021-06-14 16:26:46,704][root][INFO] - Epoch: [38/50][1070/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1599 
[2021-06-14 16:26:50,597][root][INFO] - Epoch: [38/50][1080/1216] Data 0.002 (0.004) Batch 0.387 (0.387) Loss 0.1120 
[2021-06-14 16:26:54,443][root][INFO] - Epoch: [38/50][1090/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1710 
[2021-06-14 16:26:58,321][root][INFO] - Epoch: [38/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1981 
[2021-06-14 16:27:02,161][root][INFO] - Epoch: [38/50][1110/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1687 
[2021-06-14 16:27:06,002][root][INFO] - Epoch: [38/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1290 
[2021-06-14 16:27:09,845][root][INFO] - Epoch: [38/50][1130/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1715 
[2021-06-14 16:27:13,692][root][INFO] - Epoch: [38/50][1140/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1582 
[2021-06-14 16:27:17,531][root][INFO] - Epoch: [38/50][1150/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1483 
[2021-06-14 16:27:21,373][root][INFO] - Epoch: [38/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1695 
[2021-06-14 16:27:25,220][root][INFO] - Epoch: [38/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1708 
[2021-06-14 16:27:29,072][root][INFO] - Epoch: [38/50][1180/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.1256 
[2021-06-14 16:27:32,900][root][INFO] - Epoch: [38/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1525 
[2021-06-14 16:27:36,729][root][INFO] - Epoch: [38/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1163 
[2021-06-14 16:27:40,551][root][INFO] - Epoch: [38/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1824 
[2021-06-14 16:27:43,146][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 16:28:32,289][root][INFO] - Test: [611/680] 
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[2021-06-14 16:28:35,238][root][INFO] - Test: [650/680] 
[2021-06-14 16:28:35,303][root][INFO] - Test: [651/680] 
[2021-06-14 16:28:35,369][root][INFO] - Test: [652/680] 
[2021-06-14 16:28:35,435][root][INFO] - Test: [653/680] 
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[2021-06-14 16:28:35,767][root][INFO] - Test: [658/680] 
[2021-06-14 16:28:35,834][root][INFO] - Test: [659/680] 
[2021-06-14 16:28:35,903][root][INFO] - Test: [660/680] 
[2021-06-14 16:28:35,973][root][INFO] - Test: [661/680] 
[2021-06-14 16:28:36,039][root][INFO] - Test: [662/680] 
[2021-06-14 16:28:36,105][root][INFO] - Test: [663/680] 
[2021-06-14 16:28:36,171][root][INFO] - Test: [664/680] 
[2021-06-14 16:28:36,237][root][INFO] - Test: [665/680] 
[2021-06-14 16:28:36,304][root][INFO] - Test: [666/680] 
[2021-06-14 16:28:36,371][root][INFO] - Test: [667/680] 
[2021-06-14 16:28:36,438][root][INFO] - Test: [668/680] 
[2021-06-14 16:28:36,505][root][INFO] - Test: [669/680] 
[2021-06-14 16:28:36,570][root][INFO] - Test: [670/680] 
[2021-06-14 16:28:36,636][root][INFO] - Test: [671/680] 
[2021-06-14 16:28:36,703][root][INFO] - Test: [672/680] 
[2021-06-14 16:28:36,770][root][INFO] - Test: [673/680] 
[2021-06-14 16:28:36,837][root][INFO] - Test: [674/680] 
[2021-06-14 16:28:36,903][root][INFO] - Test: [675/680] 
[2021-06-14 16:28:36,970][root][INFO] - Test: [676/680] 
[2021-06-14 16:28:37,037][root][INFO] - Test: [677/680] 
[2021-06-14 16:28:37,103][root][INFO] - Test: [678/680] 
[2021-06-14 16:28:37,171][root][INFO] - Test: [679/680] 
[2021-06-14 16:28:37,209][root][INFO] - Test: [680/680] 
[2021-06-14 16:28:37,523][root][INFO] - Val result: mIoU 0.6191.
[2021-06-14 16:28:37,524][root][INFO] - Class_0 Result: iou 0.7889.
[2021-06-14 16:28:37,524][root][INFO] - Class_1 Result: iou 0.8646.
[2021-06-14 16:28:37,525][root][INFO] - Class_2 Result: iou 0.5769.
[2021-06-14 16:28:37,526][root][INFO] - Class_3 Result: iou 0.7417.
[2021-06-14 16:28:37,526][root][INFO] - Class_4 Result: iou 0.6756.
[2021-06-14 16:28:37,526][root][INFO] - Class_5 Result: iou 0.6389.
[2021-06-14 16:28:37,527][root][INFO] - Class_6 Result: iou 0.6680.
[2021-06-14 16:28:37,527][root][INFO] - Class_7 Result: iou 0.5997.
[2021-06-14 16:28:37,528][root][INFO] - Class_8 Result: iou 0.4947.
[2021-06-14 16:28:37,528][root][INFO] - Class_9 Result: iou 0.6010.
[2021-06-14 16:28:37,529][root][INFO] - Class_10 Result: iou 0.3440.
[2021-06-14 16:28:37,529][root][INFO] - Class_11 Result: iou 0.4572.
[2021-06-14 16:28:37,530][root][INFO] - Class_12 Result: iou 0.5492.
[2021-06-14 16:28:37,530][root][INFO] - Class_13 Result: iou 0.5199.
[2021-06-14 16:28:37,530][root][INFO] - Class_14 Result: iou 0.6282.
[2021-06-14 16:28:37,531][root][INFO] - Class_15 Result: iou 0.5205.
[2021-06-14 16:28:37,531][root][INFO] - Class_16 Result: iou 0.8802.
[2021-06-14 16:28:37,531][root][INFO] - Class_17 Result: iou 0.6193.
[2021-06-14 16:28:37,532][root][INFO] - Class_18 Result: iou 0.7911.
[2021-06-14 16:28:37,532][root][INFO] - Class_19 Result: iou 0.4232.
[2021-06-14 16:28:37,533][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:28:45,547][root][INFO] - Epoch: [39/50][10/1216] Data 0.001 (0.377) Batch 0.389 (0.801) Loss 0.1373 
[2021-06-14 16:28:49,373][root][INFO] - Epoch: [39/50][20/1216] Data 0.001 (0.189) Batch 0.382 (0.592) Loss 0.1528 
[2021-06-14 16:28:53,203][root][INFO] - Epoch: [39/50][30/1216] Data 0.001 (0.126) Batch 0.381 (0.522) Loss 0.1625 
[2021-06-14 16:28:57,041][root][INFO] - Epoch: [39/50][40/1216] Data 0.001 (0.095) Batch 0.382 (0.488) Loss 0.1275 
[2021-06-14 16:29:00,864][root][INFO] - Epoch: [39/50][50/1216] Data 0.001 (0.076) Batch 0.383 (0.467) Loss 0.1843 
[2021-06-14 16:29:04,690][root][INFO] - Epoch: [39/50][60/1216] Data 0.001 (0.064) Batch 0.383 (0.453) Loss 0.1278 
[2021-06-14 16:29:08,535][root][INFO] - Epoch: [39/50][70/1216] Data 0.001 (0.055) Batch 0.383 (0.443) Loss 0.1411 
[2021-06-14 16:29:12,383][root][INFO] - Epoch: [39/50][80/1216] Data 0.001 (0.048) Batch 0.389 (0.436) Loss 0.1486 
[2021-06-14 16:29:16,269][root][INFO] - Epoch: [39/50][90/1216] Data 0.001 (0.043) Batch 0.393 (0.430) Loss 0.1425 
[2021-06-14 16:29:20,121][root][INFO] - Epoch: [39/50][100/1216] Data 0.001 (0.038) Batch 0.384 (0.426) Loss 0.1501 
[2021-06-14 16:29:23,960][root][INFO] - Epoch: [39/50][110/1216] Data 0.001 (0.035) Batch 0.384 (0.422) Loss 0.1374 
[2021-06-14 16:29:27,790][root][INFO] - Epoch: [39/50][120/1216] Data 0.001 (0.032) Batch 0.383 (0.419) Loss 0.1070 
[2021-06-14 16:29:31,643][root][INFO] - Epoch: [39/50][130/1216] Data 0.001 (0.030) Batch 0.383 (0.416) Loss 0.1126 
[2021-06-14 16:29:35,477][root][INFO] - Epoch: [39/50][140/1216] Data 0.001 (0.028) Batch 0.382 (0.414) Loss 0.1418 
[2021-06-14 16:29:39,314][root][INFO] - Epoch: [39/50][150/1216] Data 0.001 (0.026) Batch 0.382 (0.412) Loss 0.1715 
[2021-06-14 16:29:43,153][root][INFO] - Epoch: [39/50][160/1216] Data 0.001 (0.024) Batch 0.383 (0.410) Loss 0.1633 
[2021-06-14 16:29:46,987][root][INFO] - Epoch: [39/50][170/1216] Data 0.001 (0.023) Batch 0.383 (0.409) Loss 0.1341 
[2021-06-14 16:29:50,829][root][INFO] - Epoch: [39/50][180/1216] Data 0.001 (0.022) Batch 0.384 (0.407) Loss 0.1399 
[2021-06-14 16:29:54,669][root][INFO] - Epoch: [39/50][190/1216] Data 0.001 (0.021) Batch 0.389 (0.406) Loss 0.1158 
[2021-06-14 16:29:58,509][root][INFO] - Epoch: [39/50][200/1216] Data 0.001 (0.020) Batch 0.389 (0.405) Loss 0.1269 
[2021-06-14 16:30:02,346][root][INFO] - Epoch: [39/50][210/1216] Data 0.001 (0.019) Batch 0.383 (0.404) Loss 0.1682 
[2021-06-14 16:30:06,207][root][INFO] - Epoch: [39/50][220/1216] Data 0.001 (0.018) Batch 0.388 (0.403) Loss 0.1397 
[2021-06-14 16:30:10,064][root][INFO] - Epoch: [39/50][230/1216] Data 0.001 (0.017) Batch 0.382 (0.402) Loss 0.1323 
[2021-06-14 16:30:13,899][root][INFO] - Epoch: [39/50][240/1216] Data 0.001 (0.017) Batch 0.383 (0.402) Loss 0.1565 
[2021-06-14 16:30:17,736][root][INFO] - Epoch: [39/50][250/1216] Data 0.001 (0.016) Batch 0.383 (0.401) Loss 0.1205 
[2021-06-14 16:30:21,578][root][INFO] - Epoch: [39/50][260/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.1290 
[2021-06-14 16:30:25,415][root][INFO] - Epoch: [39/50][270/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.1816 
[2021-06-14 16:30:29,240][root][INFO] - Epoch: [39/50][280/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 0.1666 
[2021-06-14 16:30:33,070][root][INFO] - Epoch: [39/50][290/1216] Data 0.001 (0.014) Batch 0.384 (0.398) Loss 0.2006 
[2021-06-14 16:30:36,909][root][INFO] - Epoch: [39/50][300/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.1354 
[2021-06-14 16:30:40,740][root][INFO] - Epoch: [39/50][310/1216] Data 0.001 (0.013) Batch 0.384 (0.397) Loss 0.1421 
[2021-06-14 16:30:44,588][root][INFO] - Epoch: [39/50][320/1216] Data 0.001 (0.013) Batch 0.385 (0.397) Loss 0.1590 
[2021-06-14 16:30:48,423][root][INFO] - Epoch: [39/50][330/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1382 
[2021-06-14 16:30:52,257][root][INFO] - Epoch: [39/50][340/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1136 
[2021-06-14 16:30:56,085][root][INFO] - Epoch: [39/50][350/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1786 
[2021-06-14 16:30:59,921][root][INFO] - Epoch: [39/50][360/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1435 
[2021-06-14 16:31:03,761][root][INFO] - Epoch: [39/50][370/1216] Data 0.001 (0.011) Batch 0.386 (0.395) Loss 0.1650 
[2021-06-14 16:31:07,607][root][INFO] - Epoch: [39/50][380/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.1210 
[2021-06-14 16:31:11,457][root][INFO] - Epoch: [39/50][390/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1251 
[2021-06-14 16:31:15,287][root][INFO] - Epoch: [39/50][400/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1870 
[2021-06-14 16:31:19,113][root][INFO] - Epoch: [39/50][410/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1451 
[2021-06-14 16:31:22,952][root][INFO] - Epoch: [39/50][420/1216] Data 0.001 (0.010) Batch 0.388 (0.394) Loss 0.1039 
[2021-06-14 16:31:26,786][root][INFO] - Epoch: [39/50][430/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.0979 
[2021-06-14 16:31:30,629][root][INFO] - Epoch: [39/50][440/1216] Data 0.001 (0.009) Batch 0.385 (0.393) Loss 0.1657 
[2021-06-14 16:31:34,491][root][INFO] - Epoch: [39/50][450/1216] Data 0.001 (0.009) Batch 0.387 (0.393) Loss 0.1296 
[2021-06-14 16:31:38,324][root][INFO] - Epoch: [39/50][460/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1319 
[2021-06-14 16:31:42,164][root][INFO] - Epoch: [39/50][470/1216] Data 0.001 (0.009) Batch 0.387 (0.393) Loss 0.1790 
[2021-06-14 16:31:46,073][root][INFO] - Epoch: [39/50][480/1216] Data 0.002 (0.009) Batch 0.396 (0.393) Loss 0.1325 
[2021-06-14 16:31:49,932][root][INFO] - Epoch: [39/50][490/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1619 
[2021-06-14 16:31:53,771][root][INFO] - Epoch: [39/50][500/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1233 
[2021-06-14 16:31:57,602][root][INFO] - Epoch: [39/50][510/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1656 
[2021-06-14 16:32:01,445][root][INFO] - Epoch: [39/50][520/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1260 
[2021-06-14 16:32:05,291][root][INFO] - Epoch: [39/50][530/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1989 
[2021-06-14 16:32:09,137][root][INFO] - Epoch: [39/50][540/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1418 
[2021-06-14 16:32:12,993][root][INFO] - Epoch: [39/50][550/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1368 
[2021-06-14 16:32:16,832][root][INFO] - Epoch: [39/50][560/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1562 
[2021-06-14 16:32:20,677][root][INFO] - Epoch: [39/50][570/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1272 
[2021-06-14 16:32:24,510][root][INFO] - Epoch: [39/50][580/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1255 
[2021-06-14 16:32:28,355][root][INFO] - Epoch: [39/50][590/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1390 
[2021-06-14 16:32:32,200][root][INFO] - Epoch: [39/50][600/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1546 
[2021-06-14 16:32:36,032][root][INFO] - Epoch: [39/50][610/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1463 
[2021-06-14 16:32:39,876][root][INFO] - Epoch: [39/50][620/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1513 
[2021-06-14 16:32:43,718][root][INFO] - Epoch: [39/50][630/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1815 
[2021-06-14 16:32:47,547][root][INFO] - Epoch: [39/50][640/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1307 
[2021-06-14 16:32:51,382][root][INFO] - Epoch: [39/50][650/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1081 
[2021-06-14 16:32:55,224][root][INFO] - Epoch: [39/50][660/1216] Data 0.001 (0.007) Batch 0.387 (0.390) Loss 0.1534 
[2021-06-14 16:32:59,072][root][INFO] - Epoch: [39/50][670/1216] Data 0.001 (0.007) Batch 0.386 (0.390) Loss 0.1627 
[2021-06-14 16:33:02,922][root][INFO] - Epoch: [39/50][680/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1585 
[2021-06-14 16:33:06,762][root][INFO] - Epoch: [39/50][690/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1586 
[2021-06-14 16:33:10,626][root][INFO] - Epoch: [39/50][700/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1644 
[2021-06-14 16:33:14,488][root][INFO] - Epoch: [39/50][710/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1327 
[2021-06-14 16:33:18,328][root][INFO] - Epoch: [39/50][720/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1168 
[2021-06-14 16:33:22,164][root][INFO] - Epoch: [39/50][730/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1529 
[2021-06-14 16:33:26,005][root][INFO] - Epoch: [39/50][740/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1309 
[2021-06-14 16:33:29,843][root][INFO] - Epoch: [39/50][750/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.1673 
[2021-06-14 16:33:33,688][root][INFO] - Epoch: [39/50][760/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1464 
[2021-06-14 16:33:37,529][root][INFO] - Epoch: [39/50][770/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.1309 
[2021-06-14 16:33:41,381][root][INFO] - Epoch: [39/50][780/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1561 
[2021-06-14 16:33:45,224][root][INFO] - Epoch: [39/50][790/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1364 
[2021-06-14 16:33:49,068][root][INFO] - Epoch: [39/50][800/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1776 
[2021-06-14 16:33:52,911][root][INFO] - Epoch: [39/50][810/1216] Data 0.001 (0.006) Batch 0.389 (0.389) Loss 0.1581 
[2021-06-14 16:33:56,762][root][INFO] - Epoch: [39/50][820/1216] Data 0.002 (0.005) Batch 0.384 (0.389) Loss 0.1649 
[2021-06-14 16:34:00,608][root][INFO] - Epoch: [39/50][830/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1351 
[2021-06-14 16:34:04,445][root][INFO] - Epoch: [39/50][840/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1462 
[2021-06-14 16:34:08,273][root][INFO] - Epoch: [39/50][850/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1446 
[2021-06-14 16:34:12,099][root][INFO] - Epoch: [39/50][860/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1176 
[2021-06-14 16:34:15,938][root][INFO] - Epoch: [39/50][870/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.1279 
[2021-06-14 16:34:19,779][root][INFO] - Epoch: [39/50][880/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1866 
[2021-06-14 16:34:23,615][root][INFO] - Epoch: [39/50][890/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1290 
[2021-06-14 16:34:27,454][root][INFO] - Epoch: [39/50][900/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1548 
[2021-06-14 16:34:31,277][root][INFO] - Epoch: [39/50][910/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1111 
[2021-06-14 16:34:35,116][root][INFO] - Epoch: [39/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1420 
[2021-06-14 16:34:38,956][root][INFO] - Epoch: [39/50][930/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1275 
[2021-06-14 16:34:42,786][root][INFO] - Epoch: [39/50][940/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1128 
[2021-06-14 16:34:46,632][root][INFO] - Epoch: [39/50][950/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1544 
[2021-06-14 16:34:50,458][root][INFO] - Epoch: [39/50][960/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1598 
[2021-06-14 16:34:54,286][root][INFO] - Epoch: [39/50][970/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1485 
[2021-06-14 16:34:58,116][root][INFO] - Epoch: [39/50][980/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1466 
[2021-06-14 16:35:01,942][root][INFO] - Epoch: [39/50][990/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1613 
[2021-06-14 16:35:05,773][root][INFO] - Epoch: [39/50][1000/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1442 
[2021-06-14 16:35:09,633][root][INFO] - Epoch: [39/50][1010/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1584 
[2021-06-14 16:35:13,468][root][INFO] - Epoch: [39/50][1020/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1639 
[2021-06-14 16:35:17,306][root][INFO] - Epoch: [39/50][1030/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1717 
[2021-06-14 16:35:21,131][root][INFO] - Epoch: [39/50][1040/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1420 
[2021-06-14 16:35:24,971][root][INFO] - Epoch: [39/50][1050/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1771 
[2021-06-14 16:35:28,864][root][INFO] - Epoch: [39/50][1060/1216] Data 0.002 (0.004) Batch 0.394 (0.388) Loss 0.1404 
[2021-06-14 16:35:32,716][root][INFO] - Epoch: [39/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1221 
[2021-06-14 16:35:36,547][root][INFO] - Epoch: [39/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1452 
[2021-06-14 16:35:40,384][root][INFO] - Epoch: [39/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1055 
[2021-06-14 16:35:44,228][root][INFO] - Epoch: [39/50][1100/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1869 
[2021-06-14 16:35:48,072][root][INFO] - Epoch: [39/50][1110/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1426 
[2021-06-14 16:35:51,912][root][INFO] - Epoch: [39/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1518 
[2021-06-14 16:35:55,737][root][INFO] - Epoch: [39/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1626 
[2021-06-14 16:35:59,561][root][INFO] - Epoch: [39/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1866 
[2021-06-14 16:36:03,390][root][INFO] - Epoch: [39/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1486 
[2021-06-14 16:36:07,227][root][INFO] - Epoch: [39/50][1160/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1793 
[2021-06-14 16:36:11,056][root][INFO] - Epoch: [39/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1474 
[2021-06-14 16:36:14,892][root][INFO] - Epoch: [39/50][1180/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1402 
[2021-06-14 16:36:18,717][root][INFO] - Epoch: [39/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1063 
[2021-06-14 16:36:22,562][root][INFO] - Epoch: [39/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1276 
[2021-06-14 16:36:26,375][root][INFO] - Epoch: [39/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1314 
[2021-06-14 16:36:28,972][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 16:36:30,269][root][INFO] - Test: [1/680] 
[2021-06-14 16:36:31,128][root][INFO] - Test: [2/680] 
[2021-06-14 16:36:31,311][root][INFO] - Test: [3/680] 
[2021-06-14 16:36:31,463][root][INFO] - Test: [4/680] 
[2021-06-14 16:36:31,711][root][INFO] - Test: [5/680] 
[2021-06-14 16:36:31,853][root][INFO] - Test: [6/680] 
[2021-06-14 16:36:31,971][root][INFO] - Test: [7/680] 
[2021-06-14 16:36:32,128][root][INFO] - Test: [8/680] 
[2021-06-14 16:36:32,281][root][INFO] - Test: [9/680] 
[2021-06-14 16:36:32,364][root][INFO] - Test: [10/680] 
[2021-06-14 16:36:32,443][root][INFO] - Test: [11/680] 
[2021-06-14 16:36:32,530][root][INFO] - Test: [12/680] 
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[2021-06-14 16:37:23,546][root][INFO] - Test: [680/680] 
[2021-06-14 16:37:23,808][root][INFO] - Val result: mIoU 0.6169.
[2021-06-14 16:37:23,808][root][INFO] - Class_0 Result: iou 0.7906.
[2021-06-14 16:37:23,809][root][INFO] - Class_1 Result: iou 0.8666.
[2021-06-14 16:37:23,809][root][INFO] - Class_2 Result: iou 0.5680.
[2021-06-14 16:37:23,809][root][INFO] - Class_3 Result: iou 0.7351.
[2021-06-14 16:37:23,809][root][INFO] - Class_4 Result: iou 0.6703.
[2021-06-14 16:37:23,810][root][INFO] - Class_5 Result: iou 0.6342.
[2021-06-14 16:37:23,810][root][INFO] - Class_6 Result: iou 0.6716.
[2021-06-14 16:37:23,810][root][INFO] - Class_7 Result: iou 0.6043.
[2021-06-14 16:37:23,810][root][INFO] - Class_8 Result: iou 0.4979.
[2021-06-14 16:37:23,811][root][INFO] - Class_9 Result: iou 0.5918.
[2021-06-14 16:37:23,811][root][INFO] - Class_10 Result: iou 0.3499.
[2021-06-14 16:37:23,812][root][INFO] - Class_11 Result: iou 0.4421.
[2021-06-14 16:37:23,812][root][INFO] - Class_12 Result: iou 0.5484.
[2021-06-14 16:37:23,813][root][INFO] - Class_13 Result: iou 0.5203.
[2021-06-14 16:37:23,813][root][INFO] - Class_14 Result: iou 0.6172.
[2021-06-14 16:37:23,813][root][INFO] - Class_15 Result: iou 0.5256.
[2021-06-14 16:37:23,814][root][INFO] - Class_16 Result: iou 0.8754.
[2021-06-14 16:37:23,814][root][INFO] - Class_17 Result: iou 0.6161.
[2021-06-14 16:37:23,814][root][INFO] - Class_18 Result: iou 0.7897.
[2021-06-14 16:37:23,814][root][INFO] - Class_19 Result: iou 0.4238.
[2021-06-14 16:37:23,815][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:37:31,263][root][INFO] - Epoch: [40/50][10/1216] Data 0.001 (0.275) Batch 0.421 (0.744) Loss 0.1475 
[2021-06-14 16:37:35,116][root][INFO] - Epoch: [40/50][20/1216] Data 0.001 (0.138) Batch 0.383 (0.565) Loss 0.1424 
[2021-06-14 16:37:38,937][root][INFO] - Epoch: [40/50][30/1216] Data 0.001 (0.092) Batch 0.382 (0.504) Loss 0.1457 
[2021-06-14 16:37:42,755][root][INFO] - Epoch: [40/50][40/1216] Data 0.001 (0.069) Batch 0.381 (0.473) Loss 0.1916 
[2021-06-14 16:37:46,610][root][INFO] - Epoch: [40/50][50/1216] Data 0.001 (0.056) Batch 0.386 (0.456) Loss 0.1976 
[2021-06-14 16:37:50,438][root][INFO] - Epoch: [40/50][60/1216] Data 0.001 (0.047) Batch 0.383 (0.444) Loss 0.1396 
[2021-06-14 16:37:54,276][root][INFO] - Epoch: [40/50][70/1216] Data 0.001 (0.040) Batch 0.383 (0.435) Loss 0.1539 
[2021-06-14 16:37:58,104][root][INFO] - Epoch: [40/50][80/1216] Data 0.001 (0.035) Batch 0.381 (0.429) Loss 0.1285 
[2021-06-14 16:38:01,941][root][INFO] - Epoch: [40/50][90/1216] Data 0.001 (0.031) Batch 0.389 (0.424) Loss 0.1801 
[2021-06-14 16:38:05,793][root][INFO] - Epoch: [40/50][100/1216] Data 0.001 (0.028) Batch 0.380 (0.420) Loss 0.1617 
[2021-06-14 16:38:09,631][root][INFO] - Epoch: [40/50][110/1216] Data 0.001 (0.026) Batch 0.390 (0.416) Loss 0.1790 
[2021-06-14 16:38:13,463][root][INFO] - Epoch: [40/50][120/1216] Data 0.001 (0.024) Batch 0.382 (0.414) Loss 0.1631 
[2021-06-14 16:38:17,284][root][INFO] - Epoch: [40/50][130/1216] Data 0.001 (0.022) Batch 0.382 (0.411) Loss 0.1611 
[2021-06-14 16:38:21,110][root][INFO] - Epoch: [40/50][140/1216] Data 0.001 (0.020) Batch 0.382 (0.409) Loss 0.1240 
[2021-06-14 16:38:24,945][root][INFO] - Epoch: [40/50][150/1216] Data 0.001 (0.019) Batch 0.382 (0.408) Loss 0.1293 
[2021-06-14 16:38:28,771][root][INFO] - Epoch: [40/50][160/1216] Data 0.001 (0.018) Batch 0.381 (0.406) Loss 0.1818 
[2021-06-14 16:38:32,591][root][INFO] - Epoch: [40/50][170/1216] Data 0.001 (0.017) Batch 0.382 (0.405) Loss 0.1474 
[2021-06-14 16:38:36,429][root][INFO] - Epoch: [40/50][180/1216] Data 0.001 (0.016) Batch 0.383 (0.403) Loss 0.1837 
[2021-06-14 16:38:40,255][root][INFO] - Epoch: [40/50][190/1216] Data 0.001 (0.015) Batch 0.383 (0.402) Loss 0.2042 
[2021-06-14 16:38:44,078][root][INFO] - Epoch: [40/50][200/1216] Data 0.001 (0.015) Batch 0.383 (0.401) Loss 0.1369 
[2021-06-14 16:38:47,916][root][INFO] - Epoch: [40/50][210/1216] Data 0.001 (0.014) Batch 0.382 (0.400) Loss 0.1145 
[2021-06-14 16:38:51,751][root][INFO] - Epoch: [40/50][220/1216] Data 0.001 (0.013) Batch 0.381 (0.400) Loss 0.1197 
[2021-06-14 16:38:55,569][root][INFO] - Epoch: [40/50][230/1216] Data 0.001 (0.013) Batch 0.381 (0.399) Loss 0.1195 
[2021-06-14 16:38:59,396][root][INFO] - Epoch: [40/50][240/1216] Data 0.001 (0.012) Batch 0.383 (0.398) Loss 0.1526 
[2021-06-14 16:39:03,236][root][INFO] - Epoch: [40/50][250/1216] Data 0.001 (0.012) Batch 0.381 (0.398) Loss 0.1591 
[2021-06-14 16:39:07,079][root][INFO] - Epoch: [40/50][260/1216] Data 0.001 (0.011) Batch 0.382 (0.397) Loss 0.1628 
[2021-06-14 16:39:10,901][root][INFO] - Epoch: [40/50][270/1216] Data 0.001 (0.011) Batch 0.381 (0.397) Loss 0.1382 
[2021-06-14 16:39:14,744][root][INFO] - Epoch: [40/50][280/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1690 
[2021-06-14 16:39:18,597][root][INFO] - Epoch: [40/50][290/1216] Data 0.001 (0.010) Batch 0.383 (0.396) Loss 0.1299 
[2021-06-14 16:39:22,431][root][INFO] - Epoch: [40/50][300/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.1305 
[2021-06-14 16:39:26,264][root][INFO] - Epoch: [40/50][310/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1734 
[2021-06-14 16:39:30,103][root][INFO] - Epoch: [40/50][320/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 0.1518 
[2021-06-14 16:39:33,959][root][INFO] - Epoch: [40/50][330/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1431 
[2021-06-14 16:39:37,785][root][INFO] - Epoch: [40/50][340/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.1508 
[2021-06-14 16:39:41,630][root][INFO] - Epoch: [40/50][350/1216] Data 0.001 (0.009) Batch 0.387 (0.394) Loss 0.1606 
[2021-06-14 16:39:45,469][root][INFO] - Epoch: [40/50][360/1216] Data 0.001 (0.008) Batch 0.381 (0.393) Loss 0.1560 
[2021-06-14 16:39:49,293][root][INFO] - Epoch: [40/50][370/1216] Data 0.001 (0.008) Batch 0.381 (0.393) Loss 0.1633 
[2021-06-14 16:39:53,132][root][INFO] - Epoch: [40/50][380/1216] Data 0.001 (0.008) Batch 0.388 (0.393) Loss 0.1951 
[2021-06-14 16:39:56,968][root][INFO] - Epoch: [40/50][390/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1735 
[2021-06-14 16:40:00,797][root][INFO] - Epoch: [40/50][400/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1368 
[2021-06-14 16:40:04,635][root][INFO] - Epoch: [40/50][410/1216] Data 0.001 (0.008) Batch 0.391 (0.392) Loss 0.1586 
[2021-06-14 16:40:08,473][root][INFO] - Epoch: [40/50][420/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1564 
[2021-06-14 16:40:12,312][root][INFO] - Epoch: [40/50][430/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1907 
[2021-06-14 16:40:16,213][root][INFO] - Epoch: [40/50][440/1216] Data 0.002 (0.007) Batch 0.388 (0.392) Loss 0.1282 
[2021-06-14 16:40:20,050][root][INFO] - Epoch: [40/50][450/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.1160 
[2021-06-14 16:40:23,878][root][INFO] - Epoch: [40/50][460/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1694 
[2021-06-14 16:40:27,723][root][INFO] - Epoch: [40/50][470/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1315 
[2021-06-14 16:40:31,558][root][INFO] - Epoch: [40/50][480/1216] Data 0.001 (0.007) Batch 0.386 (0.391) Loss 0.1603 
[2021-06-14 16:40:35,395][root][INFO] - Epoch: [40/50][490/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.1619 
[2021-06-14 16:40:39,237][root][INFO] - Epoch: [40/50][500/1216] Data 0.001 (0.006) Batch 0.385 (0.391) Loss 0.1813 
[2021-06-14 16:40:43,086][root][INFO] - Epoch: [40/50][510/1216] Data 0.001 (0.006) Batch 0.388 (0.391) Loss 0.1441 
[2021-06-14 16:40:46,915][root][INFO] - Epoch: [40/50][520/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.1137 
[2021-06-14 16:40:50,769][root][INFO] - Epoch: [40/50][530/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1374 
[2021-06-14 16:40:54,594][root][INFO] - Epoch: [40/50][540/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.0957 
[2021-06-14 16:40:58,421][root][INFO] - Epoch: [40/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1813 
[2021-06-14 16:41:02,250][root][INFO] - Epoch: [40/50][560/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1477 
[2021-06-14 16:41:06,087][root][INFO] - Epoch: [40/50][570/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1589 
[2021-06-14 16:41:09,923][root][INFO] - Epoch: [40/50][580/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1353 
[2021-06-14 16:41:13,760][root][INFO] - Epoch: [40/50][590/1216] Data 0.001 (0.006) Batch 0.388 (0.390) Loss 0.1572 
[2021-06-14 16:41:17,592][root][INFO] - Epoch: [40/50][600/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1203 
[2021-06-14 16:41:21,419][root][INFO] - Epoch: [40/50][610/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.1607 
[2021-06-14 16:41:25,271][root][INFO] - Epoch: [40/50][620/1216] Data 0.001 (0.005) Batch 0.390 (0.389) Loss 0.1432 
[2021-06-14 16:41:29,110][root][INFO] - Epoch: [40/50][630/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1581 
[2021-06-14 16:41:32,943][root][INFO] - Epoch: [40/50][640/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1590 
[2021-06-14 16:41:36,780][root][INFO] - Epoch: [40/50][650/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1252 
[2021-06-14 16:41:40,620][root][INFO] - Epoch: [40/50][660/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1540 
[2021-06-14 16:41:44,455][root][INFO] - Epoch: [40/50][670/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.1212 
[2021-06-14 16:41:48,292][root][INFO] - Epoch: [40/50][680/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1367 
[2021-06-14 16:41:52,130][root][INFO] - Epoch: [40/50][690/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.1337 
[2021-06-14 16:41:55,970][root][INFO] - Epoch: [40/50][700/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1396 
[2021-06-14 16:41:59,814][root][INFO] - Epoch: [40/50][710/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1361 
[2021-06-14 16:42:03,661][root][INFO] - Epoch: [40/50][720/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.0941 
[2021-06-14 16:42:07,514][root][INFO] - Epoch: [40/50][730/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1559 
[2021-06-14 16:42:11,356][root][INFO] - Epoch: [40/50][740/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1119 
[2021-06-14 16:42:15,196][root][INFO] - Epoch: [40/50][750/1216] Data 0.001 (0.005) Batch 0.389 (0.389) Loss 0.1218 
[2021-06-14 16:42:19,046][root][INFO] - Epoch: [40/50][760/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1444 
[2021-06-14 16:42:22,879][root][INFO] - Epoch: [40/50][770/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1678 
[2021-06-14 16:42:26,732][root][INFO] - Epoch: [40/50][780/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1169 
[2021-06-14 16:42:30,574][root][INFO] - Epoch: [40/50][790/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1180 
[2021-06-14 16:42:34,411][root][INFO] - Epoch: [40/50][800/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1554 
[2021-06-14 16:42:38,239][root][INFO] - Epoch: [40/50][810/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1569 
[2021-06-14 16:42:42,077][root][INFO] - Epoch: [40/50][820/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1331 
[2021-06-14 16:42:45,957][root][INFO] - Epoch: [40/50][830/1216] Data 0.002 (0.004) Batch 0.392 (0.388) Loss 0.1247 
[2021-06-14 16:42:49,806][root][INFO] - Epoch: [40/50][840/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1708 
[2021-06-14 16:42:53,655][root][INFO] - Epoch: [40/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1160 
[2021-06-14 16:42:57,491][root][INFO] - Epoch: [40/50][860/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1396 
[2021-06-14 16:43:01,316][root][INFO] - Epoch: [40/50][870/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1444 
[2021-06-14 16:43:05,166][root][INFO] - Epoch: [40/50][880/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.1114 
[2021-06-14 16:43:09,009][root][INFO] - Epoch: [40/50][890/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1432 
[2021-06-14 16:43:12,836][root][INFO] - Epoch: [40/50][900/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1401 
[2021-06-14 16:43:16,691][root][INFO] - Epoch: [40/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1625 
[2021-06-14 16:43:20,522][root][INFO] - Epoch: [40/50][920/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1682 
[2021-06-14 16:43:24,350][root][INFO] - Epoch: [40/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1369 
[2021-06-14 16:43:28,192][root][INFO] - Epoch: [40/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1195 
[2021-06-14 16:43:32,012][root][INFO] - Epoch: [40/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1417 
[2021-06-14 16:43:35,836][root][INFO] - Epoch: [40/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1552 
[2021-06-14 16:43:39,658][root][INFO] - Epoch: [40/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1348 
[2021-06-14 16:43:43,502][root][INFO] - Epoch: [40/50][980/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1675 
[2021-06-14 16:43:47,341][root][INFO] - Epoch: [40/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1500 
[2021-06-14 16:43:51,185][root][INFO] - Epoch: [40/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1215 
[2021-06-14 16:43:55,024][root][INFO] - Epoch: [40/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1741 
[2021-06-14 16:43:58,852][root][INFO] - Epoch: [40/50][1020/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1515 
[2021-06-14 16:44:02,688][root][INFO] - Epoch: [40/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1552 
[2021-06-14 16:44:06,513][root][INFO] - Epoch: [40/50][1040/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1671 
[2021-06-14 16:44:10,348][root][INFO] - Epoch: [40/50][1050/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1416 
[2021-06-14 16:44:14,195][root][INFO] - Epoch: [40/50][1060/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1795 
[2021-06-14 16:44:18,029][root][INFO] - Epoch: [40/50][1070/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1568 
[2021-06-14 16:44:21,857][root][INFO] - Epoch: [40/50][1080/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.2010 
[2021-06-14 16:44:25,699][root][INFO] - Epoch: [40/50][1090/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1565 
[2021-06-14 16:44:29,539][root][INFO] - Epoch: [40/50][1100/1216] Data 0.001 (0.003) Batch 0.387 (0.387) Loss 0.1763 
[2021-06-14 16:44:33,363][root][INFO] - Epoch: [40/50][1110/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1548 
[2021-06-14 16:44:37,199][root][INFO] - Epoch: [40/50][1120/1216] Data 0.001 (0.003) Batch 0.380 (0.387) Loss 0.1450 
[2021-06-14 16:44:41,022][root][INFO] - Epoch: [40/50][1130/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1814 
[2021-06-14 16:44:44,842][root][INFO] - Epoch: [40/50][1140/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1145 
[2021-06-14 16:44:48,683][root][INFO] - Epoch: [40/50][1150/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1503 
[2021-06-14 16:44:52,513][root][INFO] - Epoch: [40/50][1160/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1353 
[2021-06-14 16:44:56,338][root][INFO] - Epoch: [40/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.0928 
[2021-06-14 16:45:00,177][root][INFO] - Epoch: [40/50][1180/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1578 
[2021-06-14 16:45:03,994][root][INFO] - Epoch: [40/50][1190/1216] Data 0.001 (0.003) Batch 0.380 (0.387) Loss 0.1069 
[2021-06-14 16:45:07,805][root][INFO] - Epoch: [40/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1720 
[2021-06-14 16:45:11,619][root][INFO] - Epoch: [40/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1305 
[2021-06-14 16:45:14,164][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 16:46:08,388][root][INFO] - Val result: mIoU 0.6187.
[2021-06-14 16:46:08,388][root][INFO] - Class_0 Result: iou 0.7901.
[2021-06-14 16:46:08,389][root][INFO] - Class_1 Result: iou 0.8640.
[2021-06-14 16:46:08,389][root][INFO] - Class_2 Result: iou 0.5706.
[2021-06-14 16:46:08,389][root][INFO] - Class_3 Result: iou 0.7396.
[2021-06-14 16:46:08,389][root][INFO] - Class_4 Result: iou 0.6713.
[2021-06-14 16:46:08,390][root][INFO] - Class_5 Result: iou 0.6384.
[2021-06-14 16:46:08,390][root][INFO] - Class_6 Result: iou 0.6738.
[2021-06-14 16:46:08,390][root][INFO] - Class_7 Result: iou 0.6011.
[2021-06-14 16:46:08,390][root][INFO] - Class_8 Result: iou 0.5019.
[2021-06-14 16:46:08,390][root][INFO] - Class_9 Result: iou 0.6010.
[2021-06-14 16:46:08,390][root][INFO] - Class_10 Result: iou 0.3636.
[2021-06-14 16:46:08,390][root][INFO] - Class_11 Result: iou 0.4450.
[2021-06-14 16:46:08,390][root][INFO] - Class_12 Result: iou 0.5471.
[2021-06-14 16:46:08,390][root][INFO] - Class_13 Result: iou 0.5153.
[2021-06-14 16:46:08,390][root][INFO] - Class_14 Result: iou 0.6168.
[2021-06-14 16:46:08,390][root][INFO] - Class_15 Result: iou 0.5293.
[2021-06-14 16:46:08,390][root][INFO] - Class_16 Result: iou 0.8782.
[2021-06-14 16:46:08,390][root][INFO] - Class_17 Result: iou 0.6032.
[2021-06-14 16:46:08,390][root][INFO] - Class_18 Result: iou 0.7941.
[2021-06-14 16:46:08,390][root][INFO] - Class_19 Result: iou 0.4299.
[2021-06-14 16:46:08,390][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:46:15,806][root][INFO] - Epoch: [41/50][10/1216] Data 0.001 (0.304) Batch 0.388 (0.740) Loss 0.1312 
[2021-06-14 16:46:19,643][root][INFO] - Epoch: [41/50][20/1216] Data 0.001 (0.153) Batch 0.384 (0.562) Loss 0.1519 
[2021-06-14 16:46:23,494][root][INFO] - Epoch: [41/50][30/1216] Data 0.001 (0.102) Batch 0.394 (0.503) Loss 0.1470 
[2021-06-14 16:46:27,312][root][INFO] - Epoch: [41/50][40/1216] Data 0.001 (0.077) Batch 0.380 (0.473) Loss 0.1401 
[2021-06-14 16:46:31,132][root][INFO] - Epoch: [41/50][50/1216] Data 0.001 (0.062) Batch 0.382 (0.455) Loss 0.1547 
[2021-06-14 16:46:34,945][root][INFO] - Epoch: [41/50][60/1216] Data 0.001 (0.052) Batch 0.381 (0.442) Loss 0.1233 
[2021-06-14 16:46:38,762][root][INFO] - Epoch: [41/50][70/1216] Data 0.001 (0.044) Batch 0.383 (0.434) Loss 0.1407 
[2021-06-14 16:46:42,587][root][INFO] - Epoch: [41/50][80/1216] Data 0.001 (0.039) Batch 0.386 (0.427) Loss 0.1288 
[2021-06-14 16:46:46,409][root][INFO] - Epoch: [41/50][90/1216] Data 0.001 (0.035) Batch 0.383 (0.422) Loss 0.1445 
[2021-06-14 16:46:50,241][root][INFO] - Epoch: [41/50][100/1216] Data 0.001 (0.031) Batch 0.381 (0.418) Loss 0.1429 
[2021-06-14 16:46:54,067][root][INFO] - Epoch: [41/50][110/1216] Data 0.001 (0.029) Batch 0.382 (0.415) Loss 0.1293 
[2021-06-14 16:46:57,888][root][INFO] - Epoch: [41/50][120/1216] Data 0.001 (0.026) Batch 0.383 (0.412) Loss 0.1131 
[2021-06-14 16:47:01,713][root][INFO] - Epoch: [41/50][130/1216] Data 0.001 (0.024) Batch 0.382 (0.410) Loss 0.1196 
[2021-06-14 16:47:05,534][root][INFO] - Epoch: [41/50][140/1216] Data 0.001 (0.023) Batch 0.381 (0.408) Loss 0.1914 
[2021-06-14 16:47:09,369][root][INFO] - Epoch: [41/50][150/1216] Data 0.001 (0.021) Batch 0.382 (0.406) Loss 0.1674 
[2021-06-14 16:47:13,206][root][INFO] - Epoch: [41/50][160/1216] Data 0.001 (0.020) Batch 0.381 (0.405) Loss 0.1875 
[2021-06-14 16:47:17,032][root][INFO] - Epoch: [41/50][170/1216] Data 0.001 (0.019) Batch 0.381 (0.404) Loss 0.1190 
[2021-06-14 16:47:20,866][root][INFO] - Epoch: [41/50][180/1216] Data 0.001 (0.018) Batch 0.382 (0.403) Loss 0.1876 
[2021-06-14 16:47:24,691][root][INFO] - Epoch: [41/50][190/1216] Data 0.001 (0.017) Batch 0.381 (0.402) Loss 0.1497 
[2021-06-14 16:47:28,532][root][INFO] - Epoch: [41/50][200/1216] Data 0.001 (0.016) Batch 0.381 (0.401) Loss 0.1298 
[2021-06-14 16:47:32,366][root][INFO] - Epoch: [41/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.400) Loss 0.1413 
[2021-06-14 16:47:36,198][root][INFO] - Epoch: [41/50][220/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.1371 
[2021-06-14 16:47:40,033][root][INFO] - Epoch: [41/50][230/1216] Data 0.001 (0.014) Batch 0.381 (0.398) Loss 0.1436 
[2021-06-14 16:47:43,866][root][INFO] - Epoch: [41/50][240/1216] Data 0.001 (0.014) Batch 0.381 (0.398) Loss 0.1448 
[2021-06-14 16:47:47,696][root][INFO] - Epoch: [41/50][250/1216] Data 0.001 (0.013) Batch 0.387 (0.397) Loss 0.1482 
[2021-06-14 16:47:51,533][root][INFO] - Epoch: [41/50][260/1216] Data 0.001 (0.013) Batch 0.387 (0.397) Loss 0.1786 
[2021-06-14 16:47:55,361][root][INFO] - Epoch: [41/50][270/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1716 
[2021-06-14 16:47:59,201][root][INFO] - Epoch: [41/50][280/1216] Data 0.001 (0.012) Batch 0.384 (0.396) Loss 0.1336 
[2021-06-14 16:48:03,026][root][INFO] - Epoch: [41/50][290/1216] Data 0.001 (0.011) Batch 0.381 (0.395) Loss 0.1336 
[2021-06-14 16:48:06,848][root][INFO] - Epoch: [41/50][300/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1525 
[2021-06-14 16:48:10,670][root][INFO] - Epoch: [41/50][310/1216] Data 0.001 (0.011) Batch 0.381 (0.394) Loss 0.1565 
[2021-06-14 16:48:14,507][root][INFO] - Epoch: [41/50][320/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1325 
[2021-06-14 16:48:18,327][root][INFO] - Epoch: [41/50][330/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.1049 
[2021-06-14 16:48:22,180][root][INFO] - Epoch: [41/50][340/1216] Data 0.001 (0.010) Batch 0.383 (0.393) Loss 0.1258 
[2021-06-14 16:48:26,015][root][INFO] - Epoch: [41/50][350/1216] Data 0.001 (0.010) Batch 0.383 (0.393) Loss 0.1684 
[2021-06-14 16:48:29,853][root][INFO] - Epoch: [41/50][360/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1125 
[2021-06-14 16:48:33,685][root][INFO] - Epoch: [41/50][370/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.2188 
[2021-06-14 16:48:37,517][root][INFO] - Epoch: [41/50][380/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1432 
[2021-06-14 16:48:41,344][root][INFO] - Epoch: [41/50][390/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1301 
[2021-06-14 16:48:45,182][root][INFO] - Epoch: [41/50][400/1216] Data 0.002 (0.008) Batch 0.384 (0.392) Loss 0.1598 
[2021-06-14 16:48:48,999][root][INFO] - Epoch: [41/50][410/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1854 
[2021-06-14 16:48:52,833][root][INFO] - Epoch: [41/50][420/1216] Data 0.001 (0.008) Batch 0.384 (0.392) Loss 0.1899 
[2021-06-14 16:48:56,674][root][INFO] - Epoch: [41/50][430/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1413 
[2021-06-14 16:49:00,517][root][INFO] - Epoch: [41/50][440/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1283 
[2021-06-14 16:49:04,350][root][INFO] - Epoch: [41/50][450/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1338 
[2021-06-14 16:49:08,201][root][INFO] - Epoch: [41/50][460/1216] Data 0.001 (0.007) Batch 0.387 (0.391) Loss 0.1019 
[2021-06-14 16:49:12,045][root][INFO] - Epoch: [41/50][470/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1531 
[2021-06-14 16:49:15,882][root][INFO] - Epoch: [41/50][480/1216] Data 0.001 (0.007) Batch 0.390 (0.391) Loss 0.1390 
[2021-06-14 16:49:19,727][root][INFO] - Epoch: [41/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1171 
[2021-06-14 16:49:23,571][root][INFO] - Epoch: [41/50][500/1216] Data 0.001 (0.007) Batch 0.386 (0.390) Loss 0.1202 
[2021-06-14 16:49:27,402][root][INFO] - Epoch: [41/50][510/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1298 
[2021-06-14 16:49:31,234][root][INFO] - Epoch: [41/50][520/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1547 
[2021-06-14 16:49:35,083][root][INFO] - Epoch: [41/50][530/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.2013 
[2021-06-14 16:49:38,922][root][INFO] - Epoch: [41/50][540/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1472 
[2021-06-14 16:49:42,754][root][INFO] - Epoch: [41/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1483 
[2021-06-14 16:49:46,612][root][INFO] - Epoch: [41/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1207 
[2021-06-14 16:49:50,454][root][INFO] - Epoch: [41/50][570/1216] Data 0.001 (0.006) Batch 0.386 (0.390) Loss 0.1308 
[2021-06-14 16:49:54,283][root][INFO] - Epoch: [41/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1278 
[2021-06-14 16:49:58,119][root][INFO] - Epoch: [41/50][590/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1148 
[2021-06-14 16:50:01,963][root][INFO] - Epoch: [41/50][600/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1397 
[2021-06-14 16:50:05,788][root][INFO] - Epoch: [41/50][610/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1241 
[2021-06-14 16:50:09,617][root][INFO] - Epoch: [41/50][620/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1141 
[2021-06-14 16:50:13,454][root][INFO] - Epoch: [41/50][630/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1544 
[2021-06-14 16:50:17,290][root][INFO] - Epoch: [41/50][640/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1179 
[2021-06-14 16:50:21,125][root][INFO] - Epoch: [41/50][650/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1450 
[2021-06-14 16:50:24,951][root][INFO] - Epoch: [41/50][660/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.0953 
[2021-06-14 16:50:28,782][root][INFO] - Epoch: [41/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1574 
[2021-06-14 16:50:32,614][root][INFO] - Epoch: [41/50][680/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1489 
[2021-06-14 16:50:36,448][root][INFO] - Epoch: [41/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1478 
[2021-06-14 16:50:40,293][root][INFO] - Epoch: [41/50][700/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1409 
[2021-06-14 16:50:44,128][root][INFO] - Epoch: [41/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1828 
[2021-06-14 16:50:47,960][root][INFO] - Epoch: [41/50][720/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1668 
[2021-06-14 16:50:51,801][root][INFO] - Epoch: [41/50][730/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1727 
[2021-06-14 16:50:55,654][root][INFO] - Epoch: [41/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1438 
[2021-06-14 16:50:59,491][root][INFO] - Epoch: [41/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1559 
[2021-06-14 16:51:03,336][root][INFO] - Epoch: [41/50][760/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1243 
[2021-06-14 16:51:07,175][root][INFO] - Epoch: [41/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1573 
[2021-06-14 16:51:11,037][root][INFO] - Epoch: [41/50][780/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1363 
[2021-06-14 16:51:14,882][root][INFO] - Epoch: [41/50][790/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1493 
[2021-06-14 16:51:18,738][root][INFO] - Epoch: [41/50][800/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1526 
[2021-06-14 16:51:22,579][root][INFO] - Epoch: [41/50][810/1216] Data 0.001 (0.005) Batch 0.389 (0.388) Loss 0.1656 
[2021-06-14 16:51:26,429][root][INFO] - Epoch: [41/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1508 
[2021-06-14 16:51:30,273][root][INFO] - Epoch: [41/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1621 
[2021-06-14 16:51:34,116][root][INFO] - Epoch: [41/50][840/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1321 
[2021-06-14 16:51:37,962][root][INFO] - Epoch: [41/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1162 
[2021-06-14 16:51:41,812][root][INFO] - Epoch: [41/50][860/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1443 
[2021-06-14 16:51:45,658][root][INFO] - Epoch: [41/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1497 
[2021-06-14 16:51:49,505][root][INFO] - Epoch: [41/50][880/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1639 
[2021-06-14 16:51:53,351][root][INFO] - Epoch: [41/50][890/1216] Data 0.001 (0.004) Batch 0.391 (0.388) Loss 0.1137 
[2021-06-14 16:51:57,203][root][INFO] - Epoch: [41/50][900/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1528 
[2021-06-14 16:52:01,052][root][INFO] - Epoch: [41/50][910/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1038 
[2021-06-14 16:52:04,901][root][INFO] - Epoch: [41/50][920/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1731 
[2021-06-14 16:52:08,746][root][INFO] - Epoch: [41/50][930/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1262 
[2021-06-14 16:52:12,589][root][INFO] - Epoch: [41/50][940/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1259 
[2021-06-14 16:52:16,435][root][INFO] - Epoch: [41/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1354 
[2021-06-14 16:52:20,282][root][INFO] - Epoch: [41/50][960/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.0949 
[2021-06-14 16:52:24,130][root][INFO] - Epoch: [41/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.0983 
[2021-06-14 16:52:27,988][root][INFO] - Epoch: [41/50][980/1216] Data 0.001 (0.004) Batch 0.390 (0.387) Loss 0.1615 
[2021-06-14 16:52:31,833][root][INFO] - Epoch: [41/50][990/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1613 
[2021-06-14 16:52:35,682][root][INFO] - Epoch: [41/50][1000/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1428 
[2021-06-14 16:52:39,520][root][INFO] - Epoch: [41/50][1010/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1755 
[2021-06-14 16:52:43,371][root][INFO] - Epoch: [41/50][1020/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1179 
[2021-06-14 16:52:47,210][root][INFO] - Epoch: [41/50][1030/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1892 
[2021-06-14 16:52:51,036][root][INFO] - Epoch: [41/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1031 
[2021-06-14 16:52:54,870][root][INFO] - Epoch: [41/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1430 
[2021-06-14 16:52:58,708][root][INFO] - Epoch: [41/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1323 
[2021-06-14 16:53:02,542][root][INFO] - Epoch: [41/50][1070/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1704 
[2021-06-14 16:53:06,393][root][INFO] - Epoch: [41/50][1080/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1540 
[2021-06-14 16:53:10,243][root][INFO] - Epoch: [41/50][1090/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1515 
[2021-06-14 16:53:14,084][root][INFO] - Epoch: [41/50][1100/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.1583 
[2021-06-14 16:53:17,926][root][INFO] - Epoch: [41/50][1110/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1265 
[2021-06-14 16:53:21,765][root][INFO] - Epoch: [41/50][1120/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1713 
[2021-06-14 16:53:25,605][root][INFO] - Epoch: [41/50][1130/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1680 
[2021-06-14 16:53:29,450][root][INFO] - Epoch: [41/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1300 
[2021-06-14 16:53:33,277][root][INFO] - Epoch: [41/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1286 
[2021-06-14 16:53:37,098][root][INFO] - Epoch: [41/50][1160/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1630 
[2021-06-14 16:53:40,934][root][INFO] - Epoch: [41/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1260 
[2021-06-14 16:53:44,767][root][INFO] - Epoch: [41/50][1180/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1351 
[2021-06-14 16:53:48,605][root][INFO] - Epoch: [41/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1401 
[2021-06-14 16:53:52,425][root][INFO] - Epoch: [41/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1453 
[2021-06-14 16:53:56,244][root][INFO] - Epoch: [41/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1429 
[2021-06-14 16:53:58,824][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 16:54:00,812][root][INFO] - Test: [1/680] 
[2021-06-14 16:54:01,003][root][INFO] - Test: [2/680] 
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[2021-06-14 16:54:02,065][root][INFO] - Test: [9/680] 
[2021-06-14 16:54:02,226][root][INFO] - Test: [10/680] 
[2021-06-14 16:54:02,315][root][INFO] - Test: [11/680] 
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[2021-06-14 16:54:02,594][root][INFO] - Test: [13/680] 
[2021-06-14 16:54:02,714][root][INFO] - Test: [14/680] 
[2021-06-14 16:54:02,792][root][INFO] - Test: [15/680] 
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[2021-06-14 16:54:02,932][root][INFO] - Test: [17/680] 
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[2021-06-14 16:54:04,436][root][INFO] - Test: [36/680] 
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[2021-06-14 16:54:48,220][root][INFO] - Test: [611/680] 
[2021-06-14 16:54:48,292][root][INFO] - Test: [612/680] 
[2021-06-14 16:54:48,358][root][INFO] - Test: [613/680] 
[2021-06-14 16:54:48,424][root][INFO] - Test: [614/680] 
[2021-06-14 16:54:48,497][root][INFO] - Test: [615/680] 
[2021-06-14 16:54:48,565][root][INFO] - Test: [616/680] 
[2021-06-14 16:54:48,633][root][INFO] - Test: [617/680] 
[2021-06-14 16:54:48,723][root][INFO] - Test: [618/680] 
[2021-06-14 16:54:48,820][root][INFO] - Test: [619/680] 
[2021-06-14 16:54:48,904][root][INFO] - Test: [620/680] 
[2021-06-14 16:54:48,971][root][INFO] - Test: [621/680] 
[2021-06-14 16:54:49,039][root][INFO] - Test: [622/680] 
[2021-06-14 16:54:49,111][root][INFO] - Test: [623/680] 
[2021-06-14 16:54:49,209][root][INFO] - Test: [624/680] 
[2021-06-14 16:54:49,279][root][INFO] - Test: [625/680] 
[2021-06-14 16:54:49,356][root][INFO] - Test: [626/680] 
[2021-06-14 16:54:49,432][root][INFO] - Test: [627/680] 
[2021-06-14 16:54:49,504][root][INFO] - Test: [628/680] 
[2021-06-14 16:54:49,573][root][INFO] - Test: [629/680] 
[2021-06-14 16:54:49,641][root][INFO] - Test: [630/680] 
[2021-06-14 16:54:49,736][root][INFO] - Test: [631/680] 
[2021-06-14 16:54:49,804][root][INFO] - Test: [632/680] 
[2021-06-14 16:54:49,886][root][INFO] - Test: [633/680] 
[2021-06-14 16:54:49,958][root][INFO] - Test: [634/680] 
[2021-06-14 16:54:50,029][root][INFO] - Test: [635/680] 
[2021-06-14 16:54:50,100][root][INFO] - Test: [636/680] 
[2021-06-14 16:54:50,174][root][INFO] - Test: [637/680] 
[2021-06-14 16:54:50,245][root][INFO] - Test: [638/680] 
[2021-06-14 16:54:50,311][root][INFO] - Test: [639/680] 
[2021-06-14 16:54:50,406][root][INFO] - Test: [640/680] 
[2021-06-14 16:54:50,475][root][INFO] - Test: [641/680] 
[2021-06-14 16:54:50,571][root][INFO] - Test: [642/680] 
[2021-06-14 16:54:50,644][root][INFO] - Test: [643/680] 
[2021-06-14 16:54:50,724][root][INFO] - Test: [644/680] 
[2021-06-14 16:54:50,798][root][INFO] - Test: [645/680] 
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[2021-06-14 16:54:51,012][root][INFO] - Test: [648/680] 
[2021-06-14 16:54:51,085][root][INFO] - Test: [649/680] 
[2021-06-14 16:54:51,153][root][INFO] - Test: [650/680] 
[2021-06-14 16:54:51,220][root][INFO] - Test: [651/680] 
[2021-06-14 16:54:51,285][root][INFO] - Test: [652/680] 
[2021-06-14 16:54:51,351][root][INFO] - Test: [653/680] 
[2021-06-14 16:54:51,417][root][INFO] - Test: [654/680] 
[2021-06-14 16:54:51,484][root][INFO] - Test: [655/680] 
[2021-06-14 16:54:51,549][root][INFO] - Test: [656/680] 
[2021-06-14 16:54:51,616][root][INFO] - Test: [657/680] 
[2021-06-14 16:54:51,681][root][INFO] - Test: [658/680] 
[2021-06-14 16:54:51,748][root][INFO] - Test: [659/680] 
[2021-06-14 16:54:51,814][root][INFO] - Test: [660/680] 
[2021-06-14 16:54:51,880][root][INFO] - Test: [661/680] 
[2021-06-14 16:54:51,946][root][INFO] - Test: [662/680] 
[2021-06-14 16:54:52,024][root][INFO] - Test: [663/680] 
[2021-06-14 16:54:52,090][root][INFO] - Test: [664/680] 
[2021-06-14 16:54:52,155][root][INFO] - Test: [665/680] 
[2021-06-14 16:54:52,221][root][INFO] - Test: [666/680] 
[2021-06-14 16:54:52,287][root][INFO] - Test: [667/680] 
[2021-06-14 16:54:52,354][root][INFO] - Test: [668/680] 
[2021-06-14 16:54:52,419][root][INFO] - Test: [669/680] 
[2021-06-14 16:54:52,485][root][INFO] - Test: [670/680] 
[2021-06-14 16:54:52,551][root][INFO] - Test: [671/680] 
[2021-06-14 16:54:52,617][root][INFO] - Test: [672/680] 
[2021-06-14 16:54:52,682][root][INFO] - Test: [673/680] 
[2021-06-14 16:54:52,748][root][INFO] - Test: [674/680] 
[2021-06-14 16:54:52,814][root][INFO] - Test: [675/680] 
[2021-06-14 16:54:52,880][root][INFO] - Test: [676/680] 
[2021-06-14 16:54:52,947][root][INFO] - Test: [677/680] 
[2021-06-14 16:54:53,013][root][INFO] - Test: [678/680] 
[2021-06-14 16:54:53,078][root][INFO] - Test: [679/680] 
[2021-06-14 16:54:53,116][root][INFO] - Test: [680/680] 
[2021-06-14 16:54:53,374][root][INFO] - Val result: mIoU 0.6175.
[2021-06-14 16:54:53,374][root][INFO] - Class_0 Result: iou 0.7865.
[2021-06-14 16:54:53,375][root][INFO] - Class_1 Result: iou 0.8593.
[2021-06-14 16:54:53,375][root][INFO] - Class_2 Result: iou 0.5725.
[2021-06-14 16:54:53,375][root][INFO] - Class_3 Result: iou 0.7291.
[2021-06-14 16:54:53,376][root][INFO] - Class_4 Result: iou 0.6704.
[2021-06-14 16:54:53,376][root][INFO] - Class_5 Result: iou 0.6332.
[2021-06-14 16:54:53,376][root][INFO] - Class_6 Result: iou 0.6760.
[2021-06-14 16:54:53,376][root][INFO] - Class_7 Result: iou 0.5997.
[2021-06-14 16:54:53,377][root][INFO] - Class_8 Result: iou 0.4945.
[2021-06-14 16:54:53,377][root][INFO] - Class_9 Result: iou 0.5962.
[2021-06-14 16:54:53,377][root][INFO] - Class_10 Result: iou 0.3605.
[2021-06-14 16:54:53,378][root][INFO] - Class_11 Result: iou 0.4480.
[2021-06-14 16:54:53,378][root][INFO] - Class_12 Result: iou 0.5503.
[2021-06-14 16:54:53,378][root][INFO] - Class_13 Result: iou 0.5164.
[2021-06-14 16:54:53,378][root][INFO] - Class_14 Result: iou 0.6192.
[2021-06-14 16:54:53,379][root][INFO] - Class_15 Result: iou 0.5344.
[2021-06-14 16:54:53,379][root][INFO] - Class_16 Result: iou 0.8702.
[2021-06-14 16:54:53,379][root][INFO] - Class_17 Result: iou 0.6088.
[2021-06-14 16:54:53,380][root][INFO] - Class_18 Result: iou 0.7986.
[2021-06-14 16:54:53,380][root][INFO] - Class_19 Result: iou 0.4266.
[2021-06-14 16:54:53,380][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 16:55:00,125][root][INFO] - Epoch: [42/50][10/1216] Data 0.001 (0.220) Batch 0.405 (0.673) Loss 0.1247 
[2021-06-14 16:55:04,071][root][INFO] - Epoch: [42/50][20/1216] Data 0.001 (0.111) Batch 0.381 (0.534) Loss 0.1279 
[2021-06-14 16:55:07,896][root][INFO] - Epoch: [42/50][30/1216] Data 0.001 (0.075) Batch 0.383 (0.484) Loss 0.1545 
[2021-06-14 16:55:11,731][root][INFO] - Epoch: [42/50][40/1216] Data 0.001 (0.056) Batch 0.381 (0.459) Loss 0.1470 
[2021-06-14 16:55:15,568][root][INFO] - Epoch: [42/50][50/1216] Data 0.001 (0.045) Batch 0.383 (0.444) Loss 0.1436 
[2021-06-14 16:55:19,410][root][INFO] - Epoch: [42/50][60/1216] Data 0.001 (0.038) Batch 0.386 (0.434) Loss 0.1352 
[2021-06-14 16:55:23,246][root][INFO] - Epoch: [42/50][70/1216] Data 0.001 (0.032) Batch 0.383 (0.427) Loss 0.0991 
[2021-06-14 16:55:27,078][root][INFO] - Epoch: [42/50][80/1216] Data 0.001 (0.028) Batch 0.381 (0.421) Loss 0.1600 
[2021-06-14 16:55:30,925][root][INFO] - Epoch: [42/50][90/1216] Data 0.001 (0.025) Batch 0.394 (0.417) Loss 0.1561 
[2021-06-14 16:55:34,754][root][INFO] - Epoch: [42/50][100/1216] Data 0.001 (0.023) Batch 0.383 (0.414) Loss 0.1498 
[2021-06-14 16:55:38,578][root][INFO] - Epoch: [42/50][110/1216] Data 0.001 (0.021) Batch 0.382 (0.411) Loss 0.1151 
[2021-06-14 16:55:42,427][root][INFO] - Epoch: [42/50][120/1216] Data 0.001 (0.019) Batch 0.383 (0.409) Loss 0.1805 
[2021-06-14 16:55:46,274][root][INFO] - Epoch: [42/50][130/1216] Data 0.002 (0.018) Batch 0.385 (0.407) Loss 0.1247 
[2021-06-14 16:55:50,111][root][INFO] - Epoch: [42/50][140/1216] Data 0.001 (0.017) Batch 0.383 (0.405) Loss 0.1050 
[2021-06-14 16:55:53,952][root][INFO] - Epoch: [42/50][150/1216] Data 0.001 (0.016) Batch 0.382 (0.404) Loss 0.1404 
[2021-06-14 16:55:57,778][root][INFO] - Epoch: [42/50][160/1216] Data 0.001 (0.015) Batch 0.383 (0.402) Loss 0.1137 
[2021-06-14 16:56:01,635][root][INFO] - Epoch: [42/50][170/1216] Data 0.001 (0.014) Batch 0.386 (0.401) Loss 0.1713 
[2021-06-14 16:56:05,479][root][INFO] - Epoch: [42/50][180/1216] Data 0.001 (0.013) Batch 0.384 (0.401) Loss 0.1312 
[2021-06-14 16:56:09,325][root][INFO] - Epoch: [42/50][190/1216] Data 0.001 (0.012) Batch 0.388 (0.400) Loss 0.1468 
[2021-06-14 16:56:13,176][root][INFO] - Epoch: [42/50][200/1216] Data 0.001 (0.012) Batch 0.382 (0.399) Loss 0.1255 
[2021-06-14 16:56:17,005][root][INFO] - Epoch: [42/50][210/1216] Data 0.001 (0.011) Batch 0.383 (0.398) Loss 0.1390 
[2021-06-14 16:56:20,845][root][INFO] - Epoch: [42/50][220/1216] Data 0.001 (0.011) Batch 0.383 (0.398) Loss 0.1500 
[2021-06-14 16:56:24,681][root][INFO] - Epoch: [42/50][230/1216] Data 0.001 (0.010) Batch 0.384 (0.397) Loss 0.0989 
[2021-06-14 16:56:28,512][root][INFO] - Epoch: [42/50][240/1216] Data 0.001 (0.010) Batch 0.384 (0.396) Loss 0.1400 
[2021-06-14 16:56:32,374][root][INFO] - Epoch: [42/50][250/1216] Data 0.001 (0.010) Batch 0.384 (0.396) Loss 0.1046 
[2021-06-14 16:56:36,208][root][INFO] - Epoch: [42/50][260/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 0.1362 
[2021-06-14 16:56:40,052][root][INFO] - Epoch: [42/50][270/1216] Data 0.001 (0.009) Batch 0.382 (0.395) Loss 0.1189 
[2021-06-14 16:56:43,885][root][INFO] - Epoch: [42/50][280/1216] Data 0.001 (0.009) Batch 0.383 (0.395) Loss 0.1250 
[2021-06-14 16:56:47,719][root][INFO] - Epoch: [42/50][290/1216] Data 0.001 (0.008) Batch 0.381 (0.394) Loss 0.1927 
[2021-06-14 16:56:51,549][root][INFO] - Epoch: [42/50][300/1216] Data 0.001 (0.008) Batch 0.383 (0.394) Loss 0.1593 
[2021-06-14 16:56:55,377][root][INFO] - Epoch: [42/50][310/1216] Data 0.001 (0.008) Batch 0.383 (0.394) Loss 0.1546 
[2021-06-14 16:56:59,205][root][INFO] - Epoch: [42/50][320/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1641 
[2021-06-14 16:57:03,044][root][INFO] - Epoch: [42/50][330/1216] Data 0.001 (0.008) Batch 0.387 (0.393) Loss 0.1399 
[2021-06-14 16:57:06,876][root][INFO] - Epoch: [42/50][340/1216] Data 0.001 (0.007) Batch 0.383 (0.393) Loss 0.1226 
[2021-06-14 16:57:10,712][root][INFO] - Epoch: [42/50][350/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1934 
[2021-06-14 16:57:14,550][root][INFO] - Epoch: [42/50][360/1216] Data 0.001 (0.007) Batch 0.383 (0.392) Loss 0.1347 
[2021-06-14 16:57:18,398][root][INFO] - Epoch: [42/50][370/1216] Data 0.001 (0.007) Batch 0.381 (0.392) Loss 0.1200 
[2021-06-14 16:57:22,221][root][INFO] - Epoch: [42/50][380/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.1552 
[2021-06-14 16:57:26,060][root][INFO] - Epoch: [42/50][390/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1326 
[2021-06-14 16:57:29,883][root][INFO] - Epoch: [42/50][400/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.1142 
[2021-06-14 16:57:33,711][root][INFO] - Epoch: [42/50][410/1216] Data 0.001 (0.006) Batch 0.381 (0.391) Loss 0.1250 
[2021-06-14 16:57:37,557][root][INFO] - Epoch: [42/50][420/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1289 
[2021-06-14 16:57:41,400][root][INFO] - Epoch: [42/50][430/1216] Data 0.001 (0.006) Batch 0.382 (0.391) Loss 0.1419 
[2021-06-14 16:57:45,221][root][INFO] - Epoch: [42/50][440/1216] Data 0.001 (0.006) Batch 0.383 (0.391) Loss 0.1236 
[2021-06-14 16:57:49,045][root][INFO] - Epoch: [42/50][450/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1298 
[2021-06-14 16:57:52,872][root][INFO] - Epoch: [42/50][460/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1531 
[2021-06-14 16:57:56,707][root][INFO] - Epoch: [42/50][470/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.2208 
[2021-06-14 16:58:00,545][root][INFO] - Epoch: [42/50][480/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1493 
[2021-06-14 16:58:04,373][root][INFO] - Epoch: [42/50][490/1216] Data 0.001 (0.005) Batch 0.384 (0.390) Loss 0.0989 
[2021-06-14 16:58:08,232][root][INFO] - Epoch: [42/50][500/1216] Data 0.001 (0.005) Batch 0.382 (0.390) Loss 0.1620 
[2021-06-14 16:58:12,061][root][INFO] - Epoch: [42/50][510/1216] Data 0.001 (0.005) Batch 0.383 (0.390) Loss 0.1250 
[2021-06-14 16:58:15,892][root][INFO] - Epoch: [42/50][520/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1180 
[2021-06-14 16:58:19,727][root][INFO] - Epoch: [42/50][530/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1211 
[2021-06-14 16:58:23,557][root][INFO] - Epoch: [42/50][540/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1561 
[2021-06-14 16:58:27,392][root][INFO] - Epoch: [42/50][550/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1381 
[2021-06-14 16:58:31,228][root][INFO] - Epoch: [42/50][560/1216] Data 0.002 (0.005) Batch 0.385 (0.389) Loss 0.1493 
[2021-06-14 16:58:35,055][root][INFO] - Epoch: [42/50][570/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1519 
[2021-06-14 16:58:38,886][root][INFO] - Epoch: [42/50][580/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1768 
[2021-06-14 16:58:42,742][root][INFO] - Epoch: [42/50][590/1216] Data 0.002 (0.005) Batch 0.384 (0.389) Loss 0.1620 
[2021-06-14 16:58:46,571][root][INFO] - Epoch: [42/50][600/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1810 
[2021-06-14 16:58:50,404][root][INFO] - Epoch: [42/50][610/1216] Data 0.001 (0.004) Batch 0.385 (0.389) Loss 0.1685 
[2021-06-14 16:58:54,243][root][INFO] - Epoch: [42/50][620/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1245 
[2021-06-14 16:58:58,076][root][INFO] - Epoch: [42/50][630/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1434 
[2021-06-14 16:59:01,907][root][INFO] - Epoch: [42/50][640/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1168 
[2021-06-14 16:59:05,750][root][INFO] - Epoch: [42/50][650/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.1318 
[2021-06-14 16:59:09,607][root][INFO] - Epoch: [42/50][660/1216] Data 0.001 (0.004) Batch 0.390 (0.388) Loss 0.1803 
[2021-06-14 16:59:13,444][root][INFO] - Epoch: [42/50][670/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1696 
[2021-06-14 16:59:17,280][root][INFO] - Epoch: [42/50][680/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1409 
[2021-06-14 16:59:21,110][root][INFO] - Epoch: [42/50][690/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1400 
[2021-06-14 16:59:24,961][root][INFO] - Epoch: [42/50][700/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.2003 
[2021-06-14 16:59:28,807][root][INFO] - Epoch: [42/50][710/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1525 
[2021-06-14 16:59:32,637][root][INFO] - Epoch: [42/50][720/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1314 
[2021-06-14 16:59:36,490][root][INFO] - Epoch: [42/50][730/1216] Data 0.001 (0.004) Batch 0.402 (0.388) Loss 0.1456 
[2021-06-14 16:59:40,321][root][INFO] - Epoch: [42/50][740/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1324 
[2021-06-14 16:59:44,157][root][INFO] - Epoch: [42/50][750/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1284 
[2021-06-14 16:59:48,013][root][INFO] - Epoch: [42/50][760/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.0973 
[2021-06-14 16:59:51,844][root][INFO] - Epoch: [42/50][770/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1527 
[2021-06-14 16:59:55,678][root][INFO] - Epoch: [42/50][780/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1190 
[2021-06-14 16:59:59,514][root][INFO] - Epoch: [42/50][790/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1401 
[2021-06-14 17:00:03,354][root][INFO] - Epoch: [42/50][800/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1265 
[2021-06-14 17:00:07,200][root][INFO] - Epoch: [42/50][810/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1945 
[2021-06-14 17:00:11,024][root][INFO] - Epoch: [42/50][820/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1376 
[2021-06-14 17:00:14,878][root][INFO] - Epoch: [42/50][830/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1632 
[2021-06-14 17:00:18,718][root][INFO] - Epoch: [42/50][840/1216] Data 0.001 (0.003) Batch 0.385 (0.387) Loss 0.1458 
[2021-06-14 17:00:22,546][root][INFO] - Epoch: [42/50][850/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1776 
[2021-06-14 17:00:26,374][root][INFO] - Epoch: [42/50][860/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1218 
[2021-06-14 17:00:30,211][root][INFO] - Epoch: [42/50][870/1216] Data 0.001 (0.003) Batch 0.384 (0.387) Loss 0.1308 
[2021-06-14 17:00:34,024][root][INFO] - Epoch: [42/50][880/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1308 
[2021-06-14 17:00:37,845][root][INFO] - Epoch: [42/50][890/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1272 
[2021-06-14 17:00:41,671][root][INFO] - Epoch: [42/50][900/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1395 
[2021-06-14 17:00:45,508][root][INFO] - Epoch: [42/50][910/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1099 
[2021-06-14 17:00:49,356][root][INFO] - Epoch: [42/50][920/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.1221 
[2021-06-14 17:00:53,191][root][INFO] - Epoch: [42/50][930/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1084 
[2021-06-14 17:00:57,029][root][INFO] - Epoch: [42/50][940/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1458 
[2021-06-14 17:01:00,865][root][INFO] - Epoch: [42/50][950/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1688 
[2021-06-14 17:01:04,713][root][INFO] - Epoch: [42/50][960/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1655 
[2021-06-14 17:01:08,549][root][INFO] - Epoch: [42/50][970/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1498 
[2021-06-14 17:01:12,433][root][INFO] - Epoch: [42/50][980/1216] Data 0.001 (0.003) Batch 0.397 (0.387) Loss 0.1488 
[2021-06-14 17:01:16,265][root][INFO] - Epoch: [42/50][990/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1504 
[2021-06-14 17:01:20,108][root][INFO] - Epoch: [42/50][1000/1216] Data 0.001 (0.003) Batch 0.386 (0.387) Loss 0.1617 
[2021-06-14 17:01:23,950][root][INFO] - Epoch: [42/50][1010/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.1827 
[2021-06-14 17:01:27,772][root][INFO] - Epoch: [42/50][1020/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1333 
[2021-06-14 17:01:31,608][root][INFO] - Epoch: [42/50][1030/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1250 
[2021-06-14 17:01:35,438][root][INFO] - Epoch: [42/50][1040/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1657 
[2021-06-14 17:01:39,270][root][INFO] - Epoch: [42/50][1050/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1451 
[2021-06-14 17:01:43,091][root][INFO] - Epoch: [42/50][1060/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1707 
[2021-06-14 17:01:46,921][root][INFO] - Epoch: [42/50][1070/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1297 
[2021-06-14 17:01:50,777][root][INFO] - Epoch: [42/50][1080/1216] Data 0.001 (0.003) Batch 0.397 (0.386) Loss 0.1308 
[2021-06-14 17:01:54,608][root][INFO] - Epoch: [42/50][1090/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1366 
[2021-06-14 17:01:58,444][root][INFO] - Epoch: [42/50][1100/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1373 
[2021-06-14 17:02:02,284][root][INFO] - Epoch: [42/50][1110/1216] Data 0.001 (0.003) Batch 0.387 (0.386) Loss 0.1708 
[2021-06-14 17:02:06,116][root][INFO] - Epoch: [42/50][1120/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1246 
[2021-06-14 17:02:09,936][root][INFO] - Epoch: [42/50][1130/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1182 
[2021-06-14 17:02:13,765][root][INFO] - Epoch: [42/50][1140/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1594 
[2021-06-14 17:02:17,594][root][INFO] - Epoch: [42/50][1150/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1004 
[2021-06-14 17:02:21,436][root][INFO] - Epoch: [42/50][1160/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1010 
[2021-06-14 17:02:25,310][root][INFO] - Epoch: [42/50][1170/1216] Data 0.002 (0.003) Batch 0.391 (0.386) Loss 0.1391 
[2021-06-14 17:02:29,161][root][INFO] - Epoch: [42/50][1180/1216] Data 0.001 (0.003) Batch 0.385 (0.386) Loss 0.1502 
[2021-06-14 17:02:32,982][root][INFO] - Epoch: [42/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1454 
[2021-06-14 17:02:36,797][root][INFO] - Epoch: [42/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1488 
[2021-06-14 17:02:40,612][root][INFO] - Epoch: [42/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1376 
[2021-06-14 17:02:43,177][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 17:03:37,415][root][INFO] - Val result: mIoU 0.6191.
[2021-06-14 17:03:37,415][root][INFO] - Class_0 Result: iou 0.7893.
[2021-06-14 17:03:37,415][root][INFO] - Class_1 Result: iou 0.8615.
[2021-06-14 17:03:37,415][root][INFO] - Class_2 Result: iou 0.5718.
[2021-06-14 17:03:37,415][root][INFO] - Class_3 Result: iou 0.7383.
[2021-06-14 17:03:37,415][root][INFO] - Class_4 Result: iou 0.6742.
[2021-06-14 17:03:37,416][root][INFO] - Class_5 Result: iou 0.6397.
[2021-06-14 17:03:37,416][root][INFO] - Class_6 Result: iou 0.6710.
[2021-06-14 17:03:37,416][root][INFO] - Class_7 Result: iou 0.6038.
[2021-06-14 17:03:37,416][root][INFO] - Class_8 Result: iou 0.4938.
[2021-06-14 17:03:37,416][root][INFO] - Class_9 Result: iou 0.6026.
[2021-06-14 17:03:37,416][root][INFO] - Class_10 Result: iou 0.3583.
[2021-06-14 17:03:37,416][root][INFO] - Class_11 Result: iou 0.4495.
[2021-06-14 17:03:37,416][root][INFO] - Class_12 Result: iou 0.5487.
[2021-06-14 17:03:37,416][root][INFO] - Class_13 Result: iou 0.5100.
[2021-06-14 17:03:37,416][root][INFO] - Class_14 Result: iou 0.6098.
[2021-06-14 17:03:37,416][root][INFO] - Class_15 Result: iou 0.5311.
[2021-06-14 17:03:37,416][root][INFO] - Class_16 Result: iou 0.8799.
[2021-06-14 17:03:37,416][root][INFO] - Class_17 Result: iou 0.6178.
[2021-06-14 17:03:37,416][root][INFO] - Class_18 Result: iou 0.7960.
[2021-06-14 17:03:37,416][root][INFO] - Class_19 Result: iou 0.4357.
[2021-06-14 17:03:37,416][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:03:45,384][root][INFO] - Epoch: [43/50][10/1216] Data 0.001 (0.395) Batch 0.382 (0.796) Loss 0.1044 
[2021-06-14 17:03:49,202][root][INFO] - Epoch: [43/50][20/1216] Data 0.001 (0.198) Batch 0.381 (0.589) Loss 0.1220 
[2021-06-14 17:03:53,016][root][INFO] - Epoch: [43/50][30/1216] Data 0.001 (0.132) Batch 0.381 (0.520) Loss 0.1374 
[2021-06-14 17:03:56,832][root][INFO] - Epoch: [43/50][40/1216] Data 0.001 (0.099) Batch 0.381 (0.485) Loss 0.1164 
[2021-06-14 17:04:00,664][root][INFO] - Epoch: [43/50][50/1216] Data 0.001 (0.080) Batch 0.386 (0.465) Loss 0.1180 
[2021-06-14 17:04:04,491][root][INFO] - Epoch: [43/50][60/1216] Data 0.001 (0.067) Batch 0.382 (0.451) Loss 0.1175 
[2021-06-14 17:04:08,316][root][INFO] - Epoch: [43/50][70/1216] Data 0.001 (0.057) Batch 0.382 (0.441) Loss 0.1034 
[2021-06-14 17:04:12,142][root][INFO] - Epoch: [43/50][80/1216] Data 0.001 (0.050) Batch 0.384 (0.434) Loss 0.1368 
[2021-06-14 17:04:15,973][root][INFO] - Epoch: [43/50][90/1216] Data 0.001 (0.045) Batch 0.381 (0.428) Loss 0.1323 
[2021-06-14 17:04:19,823][root][INFO] - Epoch: [43/50][100/1216] Data 0.001 (0.040) Batch 0.382 (0.424) Loss 0.1691 
[2021-06-14 17:04:23,650][root][INFO] - Epoch: [43/50][110/1216] Data 0.001 (0.037) Batch 0.382 (0.420) Loss 0.1367 
[2021-06-14 17:04:27,476][root][INFO] - Epoch: [43/50][120/1216] Data 0.001 (0.034) Batch 0.382 (0.417) Loss 0.1660 
[2021-06-14 17:04:31,299][root][INFO] - Epoch: [43/50][130/1216] Data 0.001 (0.031) Batch 0.381 (0.414) Loss 0.1383 
[2021-06-14 17:04:35,122][root][INFO] - Epoch: [43/50][140/1216] Data 0.001 (0.029) Batch 0.382 (0.412) Loss 0.1694 
[2021-06-14 17:04:38,945][root][INFO] - Epoch: [43/50][150/1216] Data 0.001 (0.027) Batch 0.383 (0.410) Loss 0.1094 
[2021-06-14 17:04:42,770][root][INFO] - Epoch: [43/50][160/1216] Data 0.001 (0.026) Batch 0.381 (0.408) Loss 0.1110 
[2021-06-14 17:04:46,603][root][INFO] - Epoch: [43/50][170/1216] Data 0.001 (0.024) Batch 0.382 (0.407) Loss 0.1313 
[2021-06-14 17:04:50,489][root][INFO] - Epoch: [43/50][180/1216] Data 0.001 (0.023) Batch 0.386 (0.406) Loss 0.1425 
[2021-06-14 17:04:54,336][root][INFO] - Epoch: [43/50][190/1216] Data 0.001 (0.022) Batch 0.383 (0.405) Loss 0.1125 
[2021-06-14 17:04:58,165][root][INFO] - Epoch: [43/50][200/1216] Data 0.001 (0.021) Batch 0.381 (0.404) Loss 0.1364 
[2021-06-14 17:05:01,991][root][INFO] - Epoch: [43/50][210/1216] Data 0.001 (0.020) Batch 0.382 (0.403) Loss 0.1454 
[2021-06-14 17:05:05,826][root][INFO] - Epoch: [43/50][220/1216] Data 0.001 (0.019) Batch 0.381 (0.402) Loss 0.1247 
[2021-06-14 17:05:09,671][root][INFO] - Epoch: [43/50][230/1216] Data 0.001 (0.018) Batch 0.388 (0.401) Loss 0.1457 
[2021-06-14 17:05:13,505][root][INFO] - Epoch: [43/50][240/1216] Data 0.001 (0.017) Batch 0.382 (0.400) Loss 0.1260 
[2021-06-14 17:05:17,333][root][INFO] - Epoch: [43/50][250/1216] Data 0.001 (0.017) Batch 0.383 (0.400) Loss 0.1393 
[2021-06-14 17:05:21,188][root][INFO] - Epoch: [43/50][260/1216] Data 0.001 (0.016) Batch 0.382 (0.399) Loss 0.1260 
[2021-06-14 17:05:25,014][root][INFO] - Epoch: [43/50][270/1216] Data 0.001 (0.015) Batch 0.382 (0.398) Loss 0.1274 
[2021-06-14 17:05:28,852][root][INFO] - Epoch: [43/50][280/1216] Data 0.001 (0.015) Batch 0.385 (0.398) Loss 0.1199 
[2021-06-14 17:05:32,682][root][INFO] - Epoch: [43/50][290/1216] Data 0.001 (0.014) Batch 0.388 (0.397) Loss 0.1289 
[2021-06-14 17:05:36,514][root][INFO] - Epoch: [43/50][300/1216] Data 0.001 (0.014) Batch 0.382 (0.397) Loss 0.1546 
[2021-06-14 17:05:40,346][root][INFO] - Epoch: [43/50][310/1216] Data 0.001 (0.014) Batch 0.383 (0.397) Loss 0.1084 
[2021-06-14 17:05:44,176][root][INFO] - Epoch: [43/50][320/1216] Data 0.001 (0.013) Batch 0.388 (0.396) Loss 0.1653 
[2021-06-14 17:05:48,005][root][INFO] - Epoch: [43/50][330/1216] Data 0.001 (0.013) Batch 0.382 (0.396) Loss 0.1360 
[2021-06-14 17:05:51,836][root][INFO] - Epoch: [43/50][340/1216] Data 0.001 (0.012) Batch 0.381 (0.395) Loss 0.1532 
[2021-06-14 17:05:55,661][root][INFO] - Epoch: [43/50][350/1216] Data 0.001 (0.012) Batch 0.381 (0.395) Loss 0.1373 
[2021-06-14 17:05:59,476][root][INFO] - Epoch: [43/50][360/1216] Data 0.001 (0.012) Batch 0.381 (0.395) Loss 0.1094 
[2021-06-14 17:06:03,298][root][INFO] - Epoch: [43/50][370/1216] Data 0.001 (0.012) Batch 0.381 (0.394) Loss 0.1330 
[2021-06-14 17:06:07,138][root][INFO] - Epoch: [43/50][380/1216] Data 0.001 (0.011) Batch 0.384 (0.394) Loss 0.1184 
[2021-06-14 17:06:10,955][root][INFO] - Epoch: [43/50][390/1216] Data 0.001 (0.011) Batch 0.381 (0.394) Loss 0.1314 
[2021-06-14 17:06:14,779][root][INFO] - Epoch: [43/50][400/1216] Data 0.001 (0.011) Batch 0.382 (0.393) Loss 0.1527 
[2021-06-14 17:06:18,605][root][INFO] - Epoch: [43/50][410/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1442 
[2021-06-14 17:06:22,427][root][INFO] - Epoch: [43/50][420/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1261 
[2021-06-14 17:06:26,256][root][INFO] - Epoch: [43/50][430/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1355 
[2021-06-14 17:06:30,094][root][INFO] - Epoch: [43/50][440/1216] Data 0.001 (0.010) Batch 0.387 (0.392) Loss 0.1566 
[2021-06-14 17:06:33,917][root][INFO] - Epoch: [43/50][450/1216] Data 0.001 (0.010) Batch 0.381 (0.392) Loss 0.1345 
[2021-06-14 17:06:37,746][root][INFO] - Epoch: [43/50][460/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1302 
[2021-06-14 17:06:41,573][root][INFO] - Epoch: [43/50][470/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1253 
[2021-06-14 17:06:45,395][root][INFO] - Epoch: [43/50][480/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1487 
[2021-06-14 17:06:49,217][root][INFO] - Epoch: [43/50][490/1216] Data 0.001 (0.009) Batch 0.382 (0.391) Loss 0.1455 
[2021-06-14 17:06:53,054][root][INFO] - Epoch: [43/50][500/1216] Data 0.001 (0.009) Batch 0.383 (0.391) Loss 0.1485 
[2021-06-14 17:06:56,888][root][INFO] - Epoch: [43/50][510/1216] Data 0.001 (0.009) Batch 0.385 (0.391) Loss 0.2103 
[2021-06-14 17:07:00,719][root][INFO] - Epoch: [43/50][520/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1335 
[2021-06-14 17:07:04,551][root][INFO] - Epoch: [43/50][530/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1379 
[2021-06-14 17:07:08,378][root][INFO] - Epoch: [43/50][540/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1124 
[2021-06-14 17:07:12,223][root][INFO] - Epoch: [43/50][550/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1343 
[2021-06-14 17:07:16,050][root][INFO] - Epoch: [43/50][560/1216] Data 0.001 (0.008) Batch 0.380 (0.390) Loss 0.1512 
[2021-06-14 17:07:19,996][root][INFO] - Epoch: [43/50][570/1216] Data 0.001 (0.008) Batch 0.387 (0.390) Loss 0.1044 
[2021-06-14 17:07:23,823][root][INFO] - Epoch: [43/50][580/1216] Data 0.001 (0.008) Batch 0.381 (0.390) Loss 0.1364 
[2021-06-14 17:07:27,646][root][INFO] - Epoch: [43/50][590/1216] Data 0.001 (0.008) Batch 0.381 (0.390) Loss 0.1237 
[2021-06-14 17:07:31,476][root][INFO] - Epoch: [43/50][600/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1455 
[2021-06-14 17:07:35,307][root][INFO] - Epoch: [43/50][610/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1400 
[2021-06-14 17:07:39,126][root][INFO] - Epoch: [43/50][620/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1750 
[2021-06-14 17:07:42,958][root][INFO] - Epoch: [43/50][630/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1097 
[2021-06-14 17:07:46,795][root][INFO] - Epoch: [43/50][640/1216] Data 0.001 (0.007) Batch 0.380 (0.390) Loss 0.1460 
[2021-06-14 17:07:50,631][root][INFO] - Epoch: [43/50][650/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1096 
[2021-06-14 17:07:54,458][root][INFO] - Epoch: [43/50][660/1216] Data 0.001 (0.007) Batch 0.382 (0.389) Loss 0.1428 
[2021-06-14 17:07:58,280][root][INFO] - Epoch: [43/50][670/1216] Data 0.001 (0.007) Batch 0.382 (0.389) Loss 0.1204 
[2021-06-14 17:08:02,122][root][INFO] - Epoch: [43/50][680/1216] Data 0.001 (0.007) Batch 0.382 (0.389) Loss 0.1417 
[2021-06-14 17:08:05,953][root][INFO] - Epoch: [43/50][690/1216] Data 0.001 (0.007) Batch 0.382 (0.389) Loss 0.1203 
[2021-06-14 17:08:09,802][root][INFO] - Epoch: [43/50][700/1216] Data 0.001 (0.007) Batch 0.387 (0.389) Loss 0.0992 
[2021-06-14 17:08:13,628][root][INFO] - Epoch: [43/50][710/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1733 
[2021-06-14 17:08:17,448][root][INFO] - Epoch: [43/50][720/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1503 
[2021-06-14 17:08:21,280][root][INFO] - Epoch: [43/50][730/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1281 
[2021-06-14 17:08:25,113][root][INFO] - Epoch: [43/50][740/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1277 
[2021-06-14 17:08:28,929][root][INFO] - Epoch: [43/50][750/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1585 
[2021-06-14 17:08:32,753][root][INFO] - Epoch: [43/50][760/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1249 
[2021-06-14 17:08:36,573][root][INFO] - Epoch: [43/50][770/1216] Data 0.001 (0.006) Batch 0.383 (0.388) Loss 0.1714 
[2021-06-14 17:08:40,411][root][INFO] - Epoch: [43/50][780/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1432 
[2021-06-14 17:08:44,240][root][INFO] - Epoch: [43/50][790/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1242 
[2021-06-14 17:08:48,071][root][INFO] - Epoch: [43/50][800/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1334 
[2021-06-14 17:08:51,897][root][INFO] - Epoch: [43/50][810/1216] Data 0.001 (0.006) Batch 0.384 (0.388) Loss 0.1357 
[2021-06-14 17:08:55,723][root][INFO] - Epoch: [43/50][820/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1353 
[2021-06-14 17:08:59,550][root][INFO] - Epoch: [43/50][830/1216] Data 0.001 (0.006) Batch 0.382 (0.388) Loss 0.1207 
[2021-06-14 17:09:03,381][root][INFO] - Epoch: [43/50][840/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1613 
[2021-06-14 17:09:07,203][root][INFO] - Epoch: [43/50][850/1216] Data 0.001 (0.006) Batch 0.382 (0.388) Loss 0.1222 
[2021-06-14 17:09:11,028][root][INFO] - Epoch: [43/50][860/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1100 
[2021-06-14 17:09:14,854][root][INFO] - Epoch: [43/50][870/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1159 
[2021-06-14 17:09:18,681][root][INFO] - Epoch: [43/50][880/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1488 
[2021-06-14 17:09:22,512][root][INFO] - Epoch: [43/50][890/1216] Data 0.001 (0.005) Batch 0.380 (0.388) Loss 0.1306 
[2021-06-14 17:09:26,338][root][INFO] - Epoch: [43/50][900/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1328 
[2021-06-14 17:09:30,173][root][INFO] - Epoch: [43/50][910/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1250 
[2021-06-14 17:09:34,016][root][INFO] - Epoch: [43/50][920/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1610 
[2021-06-14 17:09:37,849][root][INFO] - Epoch: [43/50][930/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1329 
[2021-06-14 17:09:41,677][root][INFO] - Epoch: [43/50][940/1216] Data 0.001 (0.005) Batch 0.381 (0.387) Loss 0.1228 
[2021-06-14 17:09:45,510][root][INFO] - Epoch: [43/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1473 
[2021-06-14 17:09:49,344][root][INFO] - Epoch: [43/50][960/1216] Data 0.001 (0.005) Batch 0.383 (0.387) Loss 0.1528 
[2021-06-14 17:09:53,177][root][INFO] - Epoch: [43/50][970/1216] Data 0.001 (0.005) Batch 0.384 (0.387) Loss 0.1341 
[2021-06-14 17:09:57,007][root][INFO] - Epoch: [43/50][980/1216] Data 0.001 (0.005) Batch 0.383 (0.387) Loss 0.1294 
[2021-06-14 17:10:00,838][root][INFO] - Epoch: [43/50][990/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1512 
[2021-06-14 17:10:04,671][root][INFO] - Epoch: [43/50][1000/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1386 
[2021-06-14 17:10:08,500][root][INFO] - Epoch: [43/50][1010/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1539 
[2021-06-14 17:10:12,328][root][INFO] - Epoch: [43/50][1020/1216] Data 0.001 (0.005) Batch 0.385 (0.387) Loss 0.0931 
[2021-06-14 17:10:16,172][root][INFO] - Epoch: [43/50][1030/1216] Data 0.001 (0.005) Batch 0.381 (0.387) Loss 0.1137 
[2021-06-14 17:10:20,001][root][INFO] - Epoch: [43/50][1040/1216] Data 0.001 (0.005) Batch 0.383 (0.387) Loss 0.1080 
[2021-06-14 17:10:23,834][root][INFO] - Epoch: [43/50][1050/1216] Data 0.001 (0.005) Batch 0.381 (0.387) Loss 0.2189 
[2021-06-14 17:10:27,660][root][INFO] - Epoch: [43/50][1060/1216] Data 0.001 (0.005) Batch 0.383 (0.387) Loss 0.1132 
[2021-06-14 17:10:31,492][root][INFO] - Epoch: [43/50][1070/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1320 
[2021-06-14 17:10:35,329][root][INFO] - Epoch: [43/50][1080/1216] Data 0.001 (0.005) Batch 0.383 (0.387) Loss 0.1170 
[2021-06-14 17:10:39,161][root][INFO] - Epoch: [43/50][1090/1216] Data 0.001 (0.005) Batch 0.384 (0.387) Loss 0.1611 
[2021-06-14 17:10:43,012][root][INFO] - Epoch: [43/50][1100/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1117 
[2021-06-14 17:10:46,860][root][INFO] - Epoch: [43/50][1110/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1664 
[2021-06-14 17:10:50,682][root][INFO] - Epoch: [43/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1416 
[2021-06-14 17:10:54,508][root][INFO] - Epoch: [43/50][1130/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1168 
[2021-06-14 17:10:58,329][root][INFO] - Epoch: [43/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1799 
[2021-06-14 17:11:02,169][root][INFO] - Epoch: [43/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1580 
[2021-06-14 17:11:05,999][root][INFO] - Epoch: [43/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1393 
[2021-06-14 17:11:09,842][root][INFO] - Epoch: [43/50][1170/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1285 
[2021-06-14 17:11:13,675][root][INFO] - Epoch: [43/50][1180/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1214 
[2021-06-14 17:11:17,489][root][INFO] - Epoch: [43/50][1190/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.1420 
[2021-06-14 17:11:21,305][root][INFO] - Epoch: [43/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1486 
[2021-06-14 17:11:25,118][root][INFO] - Epoch: [43/50][1210/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1449 
[2021-06-14 17:11:27,707][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 17:11:29,535][root][INFO] - Test: [1/680] 
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[2021-06-14 17:12:19,865][root][INFO] - Test: [650/680] 
[2021-06-14 17:12:19,931][root][INFO] - Test: [651/680] 
[2021-06-14 17:12:19,997][root][INFO] - Test: [652/680] 
[2021-06-14 17:12:20,063][root][INFO] - Test: [653/680] 
[2021-06-14 17:12:20,129][root][INFO] - Test: [654/680] 
[2021-06-14 17:12:20,196][root][INFO] - Test: [655/680] 
[2021-06-14 17:12:20,262][root][INFO] - Test: [656/680] 
[2021-06-14 17:12:20,328][root][INFO] - Test: [657/680] 
[2021-06-14 17:12:20,395][root][INFO] - Test: [658/680] 
[2021-06-14 17:12:20,461][root][INFO] - Test: [659/680] 
[2021-06-14 17:12:20,526][root][INFO] - Test: [660/680] 
[2021-06-14 17:12:20,592][root][INFO] - Test: [661/680] 
[2021-06-14 17:12:20,658][root][INFO] - Test: [662/680] 
[2021-06-14 17:12:20,724][root][INFO] - Test: [663/680] 
[2021-06-14 17:12:20,790][root][INFO] - Test: [664/680] 
[2021-06-14 17:12:20,855][root][INFO] - Test: [665/680] 
[2021-06-14 17:12:20,922][root][INFO] - Test: [666/680] 
[2021-06-14 17:12:20,988][root][INFO] - Test: [667/680] 
[2021-06-14 17:12:21,055][root][INFO] - Test: [668/680] 
[2021-06-14 17:12:21,121][root][INFO] - Test: [669/680] 
[2021-06-14 17:12:21,188][root][INFO] - Test: [670/680] 
[2021-06-14 17:12:21,256][root][INFO] - Test: [671/680] 
[2021-06-14 17:12:21,323][root][INFO] - Test: [672/680] 
[2021-06-14 17:12:21,390][root][INFO] - Test: [673/680] 
[2021-06-14 17:12:21,456][root][INFO] - Test: [674/680] 
[2021-06-14 17:12:21,529][root][INFO] - Test: [675/680] 
[2021-06-14 17:12:21,598][root][INFO] - Test: [676/680] 
[2021-06-14 17:12:21,668][root][INFO] - Test: [677/680] 
[2021-06-14 17:12:21,737][root][INFO] - Test: [678/680] 
[2021-06-14 17:12:21,805][root][INFO] - Test: [679/680] 
[2021-06-14 17:12:21,847][root][INFO] - Test: [680/680] 
[2021-06-14 17:12:22,107][root][INFO] - Val result: mIoU 0.6180.
[2021-06-14 17:12:22,108][root][INFO] - Class_0 Result: iou 0.7903.
[2021-06-14 17:12:22,108][root][INFO] - Class_1 Result: iou 0.8597.
[2021-06-14 17:12:22,108][root][INFO] - Class_2 Result: iou 0.5744.
[2021-06-14 17:12:22,108][root][INFO] - Class_3 Result: iou 0.7348.
[2021-06-14 17:12:22,109][root][INFO] - Class_4 Result: iou 0.6739.
[2021-06-14 17:12:22,109][root][INFO] - Class_5 Result: iou 0.6449.
[2021-06-14 17:12:22,109][root][INFO] - Class_6 Result: iou 0.6756.
[2021-06-14 17:12:22,109][root][INFO] - Class_7 Result: iou 0.6034.
[2021-06-14 17:12:22,110][root][INFO] - Class_8 Result: iou 0.4976.
[2021-06-14 17:12:22,110][root][INFO] - Class_9 Result: iou 0.5942.
[2021-06-14 17:12:22,110][root][INFO] - Class_10 Result: iou 0.3629.
[2021-06-14 17:12:22,110][root][INFO] - Class_11 Result: iou 0.4554.
[2021-06-14 17:12:22,111][root][INFO] - Class_12 Result: iou 0.5480.
[2021-06-14 17:12:22,111][root][INFO] - Class_13 Result: iou 0.5107.
[2021-06-14 17:12:22,111][root][INFO] - Class_14 Result: iou 0.6074.
[2021-06-14 17:12:22,111][root][INFO] - Class_15 Result: iou 0.5128.
[2021-06-14 17:12:22,112][root][INFO] - Class_16 Result: iou 0.8770.
[2021-06-14 17:12:22,112][root][INFO] - Class_17 Result: iou 0.6180.
[2021-06-14 17:12:22,112][root][INFO] - Class_18 Result: iou 0.7933.
[2021-06-14 17:12:22,112][root][INFO] - Class_19 Result: iou 0.4257.
[2021-06-14 17:12:22,113][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:12:29,713][root][INFO] - Epoch: [44/50][10/1216] Data 0.001 (0.306) Batch 0.392 (0.760) Loss 0.1160 
[2021-06-14 17:12:33,542][root][INFO] - Epoch: [44/50][20/1216] Data 0.001 (0.153) Batch 0.383 (0.571) Loss 0.1253 
[2021-06-14 17:12:37,368][root][INFO] - Epoch: [44/50][30/1216] Data 0.001 (0.103) Batch 0.381 (0.508) Loss 0.1787 
[2021-06-14 17:12:41,198][root][INFO] - Epoch: [44/50][40/1216] Data 0.001 (0.077) Batch 0.381 (0.477) Loss 0.1158 
[2021-06-14 17:12:45,021][root][INFO] - Epoch: [44/50][50/1216] Data 0.001 (0.062) Batch 0.381 (0.458) Loss 0.1329 
[2021-06-14 17:12:48,852][root][INFO] - Epoch: [44/50][60/1216] Data 0.001 (0.052) Batch 0.383 (0.446) Loss 0.1395 
[2021-06-14 17:12:52,698][root][INFO] - Epoch: [44/50][70/1216] Data 0.001 (0.044) Batch 0.387 (0.437) Loss 0.1484 
[2021-06-14 17:12:56,521][root][INFO] - Epoch: [44/50][80/1216] Data 0.001 (0.039) Batch 0.381 (0.430) Loss 0.1291 
[2021-06-14 17:13:00,353][root][INFO] - Epoch: [44/50][90/1216] Data 0.001 (0.035) Batch 0.381 (0.425) Loss 0.1368 
[2021-06-14 17:13:04,188][root][INFO] - Epoch: [44/50][100/1216] Data 0.001 (0.031) Batch 0.380 (0.421) Loss 0.1406 
[2021-06-14 17:13:08,020][root][INFO] - Epoch: [44/50][110/1216] Data 0.001 (0.029) Batch 0.383 (0.417) Loss 0.1416 
[2021-06-14 17:13:11,865][root][INFO] - Epoch: [44/50][120/1216] Data 0.001 (0.026) Batch 0.385 (0.415) Loss 0.1304 
[2021-06-14 17:13:15,687][root][INFO] - Epoch: [44/50][130/1216] Data 0.001 (0.024) Batch 0.381 (0.412) Loss 0.1358 
[2021-06-14 17:13:19,526][root][INFO] - Epoch: [44/50][140/1216] Data 0.001 (0.023) Batch 0.383 (0.410) Loss 0.0998 
[2021-06-14 17:13:23,345][root][INFO] - Epoch: [44/50][150/1216] Data 0.001 (0.021) Batch 0.383 (0.408) Loss 0.1475 
[2021-06-14 17:13:27,185][root][INFO] - Epoch: [44/50][160/1216] Data 0.001 (0.020) Batch 0.383 (0.407) Loss 0.1174 
[2021-06-14 17:13:31,020][root][INFO] - Epoch: [44/50][170/1216] Data 0.001 (0.019) Batch 0.382 (0.405) Loss 0.1404 
[2021-06-14 17:13:34,863][root][INFO] - Epoch: [44/50][180/1216] Data 0.001 (0.018) Batch 0.381 (0.404) Loss 0.1164 
[2021-06-14 17:13:38,702][root][INFO] - Epoch: [44/50][190/1216] Data 0.001 (0.017) Batch 0.386 (0.403) Loss 0.1953 
[2021-06-14 17:13:42,525][root][INFO] - Epoch: [44/50][200/1216] Data 0.001 (0.016) Batch 0.382 (0.402) Loss 0.1162 
[2021-06-14 17:13:46,360][root][INFO] - Epoch: [44/50][210/1216] Data 0.001 (0.015) Batch 0.385 (0.401) Loss 0.1145 
[2021-06-14 17:13:50,188][root][INFO] - Epoch: [44/50][220/1216] Data 0.001 (0.015) Batch 0.382 (0.400) Loss 0.1210 
[2021-06-14 17:13:54,019][root][INFO] - Epoch: [44/50][230/1216] Data 0.001 (0.014) Batch 0.383 (0.400) Loss 0.1312 
[2021-06-14 17:13:57,854][root][INFO] - Epoch: [44/50][240/1216] Data 0.001 (0.014) Batch 0.382 (0.399) Loss 0.1463 
[2021-06-14 17:14:01,694][root][INFO] - Epoch: [44/50][250/1216] Data 0.001 (0.013) Batch 0.384 (0.398) Loss 0.1136 
[2021-06-14 17:14:05,527][root][INFO] - Epoch: [44/50][260/1216] Data 0.001 (0.013) Batch 0.381 (0.398) Loss 0.1550 
[2021-06-14 17:14:09,361][root][INFO] - Epoch: [44/50][270/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1245 
[2021-06-14 17:14:13,194][root][INFO] - Epoch: [44/50][280/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1505 
[2021-06-14 17:14:17,028][root][INFO] - Epoch: [44/50][290/1216] Data 0.001 (0.011) Batch 0.381 (0.396) Loss 0.1469 
[2021-06-14 17:14:20,854][root][INFO] - Epoch: [44/50][300/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.1255 
[2021-06-14 17:14:24,688][root][INFO] - Epoch: [44/50][310/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.1257 
[2021-06-14 17:14:28,530][root][INFO] - Epoch: [44/50][320/1216] Data 0.001 (0.010) Batch 0.381 (0.395) Loss 0.1827 
[2021-06-14 17:14:32,370][root][INFO] - Epoch: [44/50][330/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1398 
[2021-06-14 17:14:36,194][root][INFO] - Epoch: [44/50][340/1216] Data 0.001 (0.010) Batch 0.381 (0.394) Loss 0.1403 
[2021-06-14 17:14:40,039][root][INFO] - Epoch: [44/50][350/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1783 
[2021-06-14 17:14:43,858][root][INFO] - Epoch: [44/50][360/1216] Data 0.001 (0.009) Batch 0.381 (0.394) Loss 0.1390 
[2021-06-14 17:14:47,684][root][INFO] - Epoch: [44/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1322 
[2021-06-14 17:14:51,512][root][INFO] - Epoch: [44/50][380/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1374 
[2021-06-14 17:14:55,339][root][INFO] - Epoch: [44/50][390/1216] Data 0.001 (0.009) Batch 0.384 (0.393) Loss 0.1177 
[2021-06-14 17:14:59,170][root][INFO] - Epoch: [44/50][400/1216] Data 0.001 (0.008) Batch 0.382 (0.393) Loss 0.1242 
[2021-06-14 17:15:02,988][root][INFO] - Epoch: [44/50][410/1216] Data 0.001 (0.008) Batch 0.380 (0.392) Loss 0.1205 
[2021-06-14 17:15:06,823][root][INFO] - Epoch: [44/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1382 
[2021-06-14 17:15:10,657][root][INFO] - Epoch: [44/50][430/1216] Data 0.001 (0.008) Batch 0.387 (0.392) Loss 0.1296 
[2021-06-14 17:15:14,478][root][INFO] - Epoch: [44/50][440/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1506 
[2021-06-14 17:15:18,307][root][INFO] - Epoch: [44/50][450/1216] Data 0.001 (0.008) Batch 0.389 (0.392) Loss 0.1027 
[2021-06-14 17:15:22,140][root][INFO] - Epoch: [44/50][460/1216] Data 0.001 (0.008) Batch 0.387 (0.391) Loss 0.1624 
[2021-06-14 17:15:25,983][root][INFO] - Epoch: [44/50][470/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1654 
[2021-06-14 17:15:29,829][root][INFO] - Epoch: [44/50][480/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1591 
[2021-06-14 17:15:33,659][root][INFO] - Epoch: [44/50][490/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1237 
[2021-06-14 17:15:37,491][root][INFO] - Epoch: [44/50][500/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1726 
[2021-06-14 17:15:41,321][root][INFO] - Epoch: [44/50][510/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1379 
[2021-06-14 17:15:45,148][root][INFO] - Epoch: [44/50][520/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.0983 
[2021-06-14 17:15:48,977][root][INFO] - Epoch: [44/50][530/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1603 
[2021-06-14 17:15:52,810][root][INFO] - Epoch: [44/50][540/1216] Data 0.001 (0.007) Batch 0.387 (0.390) Loss 0.0958 
[2021-06-14 17:15:56,649][root][INFO] - Epoch: [44/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1483 
[2021-06-14 17:16:00,478][root][INFO] - Epoch: [44/50][560/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1595 
[2021-06-14 17:16:04,302][root][INFO] - Epoch: [44/50][570/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1230 
[2021-06-14 17:16:08,130][root][INFO] - Epoch: [44/50][580/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1226 
[2021-06-14 17:16:11,967][root][INFO] - Epoch: [44/50][590/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1431 
[2021-06-14 17:16:15,799][root][INFO] - Epoch: [44/50][600/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1205 
[2021-06-14 17:16:19,658][root][INFO] - Epoch: [44/50][610/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.1293 
[2021-06-14 17:16:23,500][root][INFO] - Epoch: [44/50][620/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1471 
[2021-06-14 17:16:27,326][root][INFO] - Epoch: [44/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1447 
[2021-06-14 17:16:31,157][root][INFO] - Epoch: [44/50][640/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1577 
[2021-06-14 17:16:34,987][root][INFO] - Epoch: [44/50][650/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1297 
[2021-06-14 17:16:38,824][root][INFO] - Epoch: [44/50][660/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1149 
[2021-06-14 17:16:42,662][root][INFO] - Epoch: [44/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1457 
[2021-06-14 17:16:46,494][root][INFO] - Epoch: [44/50][680/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1605 
[2021-06-14 17:16:50,322][root][INFO] - Epoch: [44/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1465 
[2021-06-14 17:16:54,146][root][INFO] - Epoch: [44/50][700/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1516 
[2021-06-14 17:16:57,992][root][INFO] - Epoch: [44/50][710/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1224 
[2021-06-14 17:17:01,816][root][INFO] - Epoch: [44/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1310 
[2021-06-14 17:17:05,656][root][INFO] - Epoch: [44/50][730/1216] Data 0.001 (0.005) Batch 0.380 (0.388) Loss 0.1336 
[2021-06-14 17:17:09,487][root][INFO] - Epoch: [44/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1199 
[2021-06-14 17:17:13,346][root][INFO] - Epoch: [44/50][750/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1335 
[2021-06-14 17:17:17,183][root][INFO] - Epoch: [44/50][760/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1371 
[2021-06-14 17:17:21,030][root][INFO] - Epoch: [44/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1619 
[2021-06-14 17:17:24,871][root][INFO] - Epoch: [44/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1151 
[2021-06-14 17:17:28,705][root][INFO] - Epoch: [44/50][790/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1242 
[2021-06-14 17:17:32,556][root][INFO] - Epoch: [44/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1117 
[2021-06-14 17:17:36,384][root][INFO] - Epoch: [44/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1460 
[2021-06-14 17:17:40,214][root][INFO] - Epoch: [44/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1828 
[2021-06-14 17:17:44,047][root][INFO] - Epoch: [44/50][830/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1884 
[2021-06-14 17:17:47,873][root][INFO] - Epoch: [44/50][840/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1120 
[2021-06-14 17:17:51,695][root][INFO] - Epoch: [44/50][850/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.0964 
[2021-06-14 17:17:55,537][root][INFO] - Epoch: [44/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1252 
[2021-06-14 17:17:59,378][root][INFO] - Epoch: [44/50][870/1216] Data 0.001 (0.004) Batch 0.387 (0.388) Loss 0.1369 
[2021-06-14 17:18:03,213][root][INFO] - Epoch: [44/50][880/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1504 
[2021-06-14 17:18:07,050][root][INFO] - Epoch: [44/50][890/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1082 
[2021-06-14 17:18:10,879][root][INFO] - Epoch: [44/50][900/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1289 
[2021-06-14 17:18:14,709][root][INFO] - Epoch: [44/50][910/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.0978 
[2021-06-14 17:18:18,552][root][INFO] - Epoch: [44/50][920/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1179 
[2021-06-14 17:18:22,383][root][INFO] - Epoch: [44/50][930/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1342 
[2021-06-14 17:18:26,268][root][INFO] - Epoch: [44/50][940/1216] Data 0.002 (0.004) Batch 0.389 (0.387) Loss 0.1300 
[2021-06-14 17:18:30,145][root][INFO] - Epoch: [44/50][950/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1311 
[2021-06-14 17:18:34,008][root][INFO] - Epoch: [44/50][960/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1440 
[2021-06-14 17:18:37,834][root][INFO] - Epoch: [44/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1522 
[2021-06-14 17:18:41,666][root][INFO] - Epoch: [44/50][980/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1324 
[2021-06-14 17:18:45,490][root][INFO] - Epoch: [44/50][990/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1345 
[2021-06-14 17:18:49,331][root][INFO] - Epoch: [44/50][1000/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1657 
[2021-06-14 17:18:53,171][root][INFO] - Epoch: [44/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1544 
[2021-06-14 17:18:57,011][root][INFO] - Epoch: [44/50][1020/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1303 
[2021-06-14 17:19:00,856][root][INFO] - Epoch: [44/50][1030/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1624 
[2021-06-14 17:19:04,684][root][INFO] - Epoch: [44/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1396 
[2021-06-14 17:19:08,517][root][INFO] - Epoch: [44/50][1050/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1119 
[2021-06-14 17:19:12,356][root][INFO] - Epoch: [44/50][1060/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1157 
[2021-06-14 17:19:16,183][root][INFO] - Epoch: [44/50][1070/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1280 
[2021-06-14 17:19:20,008][root][INFO] - Epoch: [44/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1320 
[2021-06-14 17:19:23,857][root][INFO] - Epoch: [44/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1149 
[2021-06-14 17:19:27,675][root][INFO] - Epoch: [44/50][1100/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1322 
[2021-06-14 17:19:31,513][root][INFO] - Epoch: [44/50][1110/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1305 
[2021-06-14 17:19:35,339][root][INFO] - Epoch: [44/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1718 
[2021-06-14 17:19:39,168][root][INFO] - Epoch: [44/50][1130/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1249 
[2021-06-14 17:19:43,008][root][INFO] - Epoch: [44/50][1140/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1180 
[2021-06-14 17:19:46,837][root][INFO] - Epoch: [44/50][1150/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1286 
[2021-06-14 17:19:50,667][root][INFO] - Epoch: [44/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1310 
[2021-06-14 17:19:54,500][root][INFO] - Epoch: [44/50][1170/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1327 
[2021-06-14 17:19:58,317][root][INFO] - Epoch: [44/50][1180/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1150 
[2021-06-14 17:20:02,131][root][INFO] - Epoch: [44/50][1190/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1064 
[2021-06-14 17:20:05,946][root][INFO] - Epoch: [44/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.387) Loss 0.1202 
[2021-06-14 17:20:09,757][root][INFO] - Epoch: [44/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1300 
[2021-06-14 17:20:12,354][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 17:21:06,814][root][INFO] - Val result: mIoU 0.6188.
[2021-06-14 17:21:06,814][root][INFO] - Class_0 Result: iou 0.7886.
[2021-06-14 17:21:06,814][root][INFO] - Class_1 Result: iou 0.8621.
[2021-06-14 17:21:06,815][root][INFO] - Class_2 Result: iou 0.5706.
[2021-06-14 17:21:06,815][root][INFO] - Class_3 Result: iou 0.7340.
[2021-06-14 17:21:06,815][root][INFO] - Class_4 Result: iou 0.6724.
[2021-06-14 17:21:06,815][root][INFO] - Class_5 Result: iou 0.6393.
[2021-06-14 17:21:06,815][root][INFO] - Class_6 Result: iou 0.6708.
[2021-06-14 17:21:06,815][root][INFO] - Class_7 Result: iou 0.6033.
[2021-06-14 17:21:06,815][root][INFO] - Class_8 Result: iou 0.4990.
[2021-06-14 17:21:06,815][root][INFO] - Class_9 Result: iou 0.6007.
[2021-06-14 17:21:06,815][root][INFO] - Class_10 Result: iou 0.3710.
[2021-06-14 17:21:06,815][root][INFO] - Class_11 Result: iou 0.4590.
[2021-06-14 17:21:06,815][root][INFO] - Class_12 Result: iou 0.5442.
[2021-06-14 17:21:06,815][root][INFO] - Class_13 Result: iou 0.5138.
[2021-06-14 17:21:06,815][root][INFO] - Class_14 Result: iou 0.6116.
[2021-06-14 17:21:06,815][root][INFO] - Class_15 Result: iou 0.5221.
[2021-06-14 17:21:06,815][root][INFO] - Class_16 Result: iou 0.8789.
[2021-06-14 17:21:06,815][root][INFO] - Class_17 Result: iou 0.6142.
[2021-06-14 17:21:06,816][root][INFO] - Class_18 Result: iou 0.7938.
[2021-06-14 17:21:06,816][root][INFO] - Class_19 Result: iou 0.4264.
[2021-06-14 17:21:06,816][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:21:14,483][root][INFO] - Epoch: [45/50][10/1216] Data 0.001 (0.350) Batch 0.381 (0.766) Loss 0.1168 
[2021-06-14 17:21:18,309][root][INFO] - Epoch: [45/50][20/1216] Data 0.001 (0.175) Batch 0.384 (0.574) Loss 0.1056 
[2021-06-14 17:21:22,151][root][INFO] - Epoch: [45/50][30/1216] Data 0.001 (0.117) Batch 0.383 (0.511) Loss 0.1504 
[2021-06-14 17:21:25,994][root][INFO] - Epoch: [45/50][40/1216] Data 0.001 (0.088) Batch 0.384 (0.479) Loss 0.1282 
[2021-06-14 17:21:29,832][root][INFO] - Epoch: [45/50][50/1216] Data 0.001 (0.071) Batch 0.382 (0.460) Loss 0.1705 
[2021-06-14 17:21:33,652][root][INFO] - Epoch: [45/50][60/1216] Data 0.001 (0.059) Batch 0.382 (0.447) Loss 0.1304 
[2021-06-14 17:21:37,471][root][INFO] - Epoch: [45/50][70/1216] Data 0.001 (0.051) Batch 0.382 (0.438) Loss 0.1210 
[2021-06-14 17:21:41,314][root][INFO] - Epoch: [45/50][80/1216] Data 0.001 (0.044) Batch 0.382 (0.431) Loss 0.1092 
[2021-06-14 17:21:45,144][root][INFO] - Epoch: [45/50][90/1216] Data 0.001 (0.040) Batch 0.382 (0.426) Loss 0.1318 
[2021-06-14 17:21:48,971][root][INFO] - Epoch: [45/50][100/1216] Data 0.001 (0.036) Batch 0.381 (0.421) Loss 0.1092 
[2021-06-14 17:21:52,792][root][INFO] - Epoch: [45/50][110/1216] Data 0.001 (0.033) Batch 0.382 (0.418) Loss 0.1400 
[2021-06-14 17:21:56,619][root][INFO] - Epoch: [45/50][120/1216] Data 0.001 (0.030) Batch 0.381 (0.415) Loss 0.1838 
[2021-06-14 17:22:00,452][root][INFO] - Epoch: [45/50][130/1216] Data 0.001 (0.028) Batch 0.381 (0.413) Loss 0.1225 
[2021-06-14 17:22:04,309][root][INFO] - Epoch: [45/50][140/1216] Data 0.001 (0.026) Batch 0.389 (0.411) Loss 0.1193 
[2021-06-14 17:22:08,159][root][INFO] - Epoch: [45/50][150/1216] Data 0.001 (0.024) Batch 0.383 (0.409) Loss 0.1026 
[2021-06-14 17:22:11,992][root][INFO] - Epoch: [45/50][160/1216] Data 0.001 (0.023) Batch 0.384 (0.407) Loss 0.1459 
[2021-06-14 17:22:15,814][root][INFO] - Epoch: [45/50][170/1216] Data 0.001 (0.021) Batch 0.383 (0.406) Loss 0.1369 
[2021-06-14 17:22:19,632][root][INFO] - Epoch: [45/50][180/1216] Data 0.001 (0.020) Batch 0.381 (0.404) Loss 0.1109 
[2021-06-14 17:22:23,464][root][INFO] - Epoch: [45/50][190/1216] Data 0.001 (0.019) Batch 0.385 (0.403) Loss 0.1210 
[2021-06-14 17:22:27,323][root][INFO] - Epoch: [45/50][200/1216] Data 0.001 (0.018) Batch 0.384 (0.402) Loss 0.0988 
[2021-06-14 17:22:31,157][root][INFO] - Epoch: [45/50][210/1216] Data 0.001 (0.017) Batch 0.381 (0.402) Loss 0.1323 
[2021-06-14 17:22:34,998][root][INFO] - Epoch: [45/50][220/1216] Data 0.001 (0.017) Batch 0.383 (0.401) Loss 0.1563 
[2021-06-14 17:22:38,839][root][INFO] - Epoch: [45/50][230/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.1169 
[2021-06-14 17:22:42,674][root][INFO] - Epoch: [45/50][240/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.1401 
[2021-06-14 17:22:46,526][root][INFO] - Epoch: [45/50][250/1216] Data 0.001 (0.015) Batch 0.382 (0.399) Loss 0.1347 
[2021-06-14 17:22:50,362][root][INFO] - Epoch: [45/50][260/1216] Data 0.002 (0.014) Batch 0.384 (0.398) Loss 0.1007 
[2021-06-14 17:22:54,202][root][INFO] - Epoch: [45/50][270/1216] Data 0.001 (0.014) Batch 0.384 (0.398) Loss 0.1130 
[2021-06-14 17:22:58,031][root][INFO] - Epoch: [45/50][280/1216] Data 0.001 (0.013) Batch 0.380 (0.397) Loss 0.1527 
[2021-06-14 17:23:01,854][root][INFO] - Epoch: [45/50][290/1216] Data 0.001 (0.013) Batch 0.384 (0.397) Loss 0.1650 
[2021-06-14 17:23:05,670][root][INFO] - Epoch: [45/50][300/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.1139 
[2021-06-14 17:23:09,501][root][INFO] - Epoch: [45/50][310/1216] Data 0.001 (0.012) Batch 0.380 (0.396) Loss 0.1226 
[2021-06-14 17:23:13,321][root][INFO] - Epoch: [45/50][320/1216] Data 0.001 (0.012) Batch 0.379 (0.395) Loss 0.1428 
[2021-06-14 17:23:17,140][root][INFO] - Epoch: [45/50][330/1216] Data 0.001 (0.011) Batch 0.381 (0.395) Loss 0.1307 
[2021-06-14 17:23:21,019][root][INFO] - Epoch: [45/50][340/1216] Data 0.002 (0.011) Batch 0.385 (0.395) Loss 0.1045 
[2021-06-14 17:23:24,844][root][INFO] - Epoch: [45/50][350/1216] Data 0.001 (0.011) Batch 0.381 (0.394) Loss 0.1051 
[2021-06-14 17:23:28,677][root][INFO] - Epoch: [45/50][360/1216] Data 0.001 (0.011) Batch 0.381 (0.394) Loss 0.1005 
[2021-06-14 17:23:32,489][root][INFO] - Epoch: [45/50][370/1216] Data 0.001 (0.010) Batch 0.380 (0.394) Loss 0.1145 
[2021-06-14 17:23:36,318][root][INFO] - Epoch: [45/50][380/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1289 
[2021-06-14 17:23:40,138][root][INFO] - Epoch: [45/50][390/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1473 
[2021-06-14 17:23:43,964][root][INFO] - Epoch: [45/50][400/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1516 
[2021-06-14 17:23:47,783][root][INFO] - Epoch: [45/50][410/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1022 
[2021-06-14 17:23:51,615][root][INFO] - Epoch: [45/50][420/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1298 
[2021-06-14 17:23:55,438][root][INFO] - Epoch: [45/50][430/1216] Data 0.001 (0.009) Batch 0.388 (0.392) Loss 0.1493 
[2021-06-14 17:23:59,260][root][INFO] - Epoch: [45/50][440/1216] Data 0.001 (0.009) Batch 0.380 (0.392) Loss 0.1525 
[2021-06-14 17:24:03,081][root][INFO] - Epoch: [45/50][450/1216] Data 0.001 (0.009) Batch 0.381 (0.392) Loss 0.1908 
[2021-06-14 17:24:06,900][root][INFO] - Epoch: [45/50][460/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1500 
[2021-06-14 17:24:10,736][root][INFO] - Epoch: [45/50][470/1216] Data 0.001 (0.008) Batch 0.387 (0.391) Loss 0.1129 
[2021-06-14 17:24:14,556][root][INFO] - Epoch: [45/50][480/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1223 
[2021-06-14 17:24:18,385][root][INFO] - Epoch: [45/50][490/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1393 
[2021-06-14 17:24:22,213][root][INFO] - Epoch: [45/50][500/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1436 
[2021-06-14 17:24:26,061][root][INFO] - Epoch: [45/50][510/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1594 
[2021-06-14 17:24:29,899][root][INFO] - Epoch: [45/50][520/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1124 
[2021-06-14 17:24:33,792][root][INFO] - Epoch: [45/50][530/1216] Data 0.002 (0.007) Batch 0.388 (0.391) Loss 0.1330 
[2021-06-14 17:24:37,623][root][INFO] - Epoch: [45/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1438 
[2021-06-14 17:24:41,449][root][INFO] - Epoch: [45/50][550/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1274 
[2021-06-14 17:24:45,285][root][INFO] - Epoch: [45/50][560/1216] Data 0.001 (0.007) Batch 0.386 (0.390) Loss 0.1277 
[2021-06-14 17:24:49,128][root][INFO] - Epoch: [45/50][570/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1552 
[2021-06-14 17:24:52,952][root][INFO] - Epoch: [45/50][580/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1193 
[2021-06-14 17:24:56,785][root][INFO] - Epoch: [45/50][590/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1186 
[2021-06-14 17:25:00,622][root][INFO] - Epoch: [45/50][600/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1204 
[2021-06-14 17:25:04,455][root][INFO] - Epoch: [45/50][610/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1304 
[2021-06-14 17:25:08,282][root][INFO] - Epoch: [45/50][620/1216] Data 0.001 (0.007) Batch 0.382 (0.389) Loss 0.1525 
[2021-06-14 17:25:12,118][root][INFO] - Epoch: [45/50][630/1216] Data 0.001 (0.006) Batch 0.391 (0.389) Loss 0.2081 
[2021-06-14 17:25:15,947][root][INFO] - Epoch: [45/50][640/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1333 
[2021-06-14 17:25:19,782][root][INFO] - Epoch: [45/50][650/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1106 
[2021-06-14 17:25:23,608][root][INFO] - Epoch: [45/50][660/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.1239 
[2021-06-14 17:25:27,435][root][INFO] - Epoch: [45/50][670/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1355 
[2021-06-14 17:25:31,260][root][INFO] - Epoch: [45/50][680/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1184 
[2021-06-14 17:25:35,093][root][INFO] - Epoch: [45/50][690/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1322 
[2021-06-14 17:25:38,916][root][INFO] - Epoch: [45/50][700/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1408 
[2021-06-14 17:25:42,739][root][INFO] - Epoch: [45/50][710/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1455 
[2021-06-14 17:25:46,564][root][INFO] - Epoch: [45/50][720/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1329 
[2021-06-14 17:25:50,393][root][INFO] - Epoch: [45/50][730/1216] Data 0.001 (0.006) Batch 0.382 (0.388) Loss 0.1302 
[2021-06-14 17:25:54,223][root][INFO] - Epoch: [45/50][740/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1337 
[2021-06-14 17:25:58,053][root][INFO] - Epoch: [45/50][750/1216] Data 0.001 (0.006) Batch 0.382 (0.388) Loss 0.1021 
[2021-06-14 17:26:01,876][root][INFO] - Epoch: [45/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1763 
[2021-06-14 17:26:05,710][root][INFO] - Epoch: [45/50][770/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1080 
[2021-06-14 17:26:09,539][root][INFO] - Epoch: [45/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1149 
[2021-06-14 17:26:13,362][root][INFO] - Epoch: [45/50][790/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1355 
[2021-06-14 17:26:17,190][root][INFO] - Epoch: [45/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1264 
[2021-06-14 17:26:21,019][root][INFO] - Epoch: [45/50][810/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1661 
[2021-06-14 17:26:24,847][root][INFO] - Epoch: [45/50][820/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.0926 
[2021-06-14 17:26:28,667][root][INFO] - Epoch: [45/50][830/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1630 
[2021-06-14 17:26:32,498][root][INFO] - Epoch: [45/50][840/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1408 
[2021-06-14 17:26:36,323][root][INFO] - Epoch: [45/50][850/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1055 
[2021-06-14 17:26:40,155][root][INFO] - Epoch: [45/50][860/1216] Data 0.001 (0.005) Batch 0.387 (0.388) Loss 0.1478 
[2021-06-14 17:26:43,994][root][INFO] - Epoch: [45/50][870/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1040 
[2021-06-14 17:26:47,821][root][INFO] - Epoch: [45/50][880/1216] Data 0.001 (0.005) Batch 0.380 (0.387) Loss 0.1324 
[2021-06-14 17:26:51,659][root][INFO] - Epoch: [45/50][890/1216] Data 0.001 (0.005) Batch 0.385 (0.387) Loss 0.1306 
[2021-06-14 17:26:55,478][root][INFO] - Epoch: [45/50][900/1216] Data 0.001 (0.005) Batch 0.381 (0.387) Loss 0.1187 
[2021-06-14 17:26:59,303][root][INFO] - Epoch: [45/50][910/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1415 
[2021-06-14 17:27:03,141][root][INFO] - Epoch: [45/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1250 
[2021-06-14 17:27:06,972][root][INFO] - Epoch: [45/50][930/1216] Data 0.001 (0.005) Batch 0.381 (0.387) Loss 0.1178 
[2021-06-14 17:27:10,801][root][INFO] - Epoch: [45/50][940/1216] Data 0.001 (0.005) Batch 0.386 (0.387) Loss 0.1302 
[2021-06-14 17:27:14,632][root][INFO] - Epoch: [45/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1894 
[2021-06-14 17:27:18,455][root][INFO] - Epoch: [45/50][960/1216] Data 0.001 (0.005) Batch 0.382 (0.387) Loss 0.1092 
[2021-06-14 17:27:22,272][root][INFO] - Epoch: [45/50][970/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1254 
[2021-06-14 17:27:26,095][root][INFO] - Epoch: [45/50][980/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1312 
[2021-06-14 17:27:29,923][root][INFO] - Epoch: [45/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1364 
[2021-06-14 17:27:33,755][root][INFO] - Epoch: [45/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1350 
[2021-06-14 17:27:37,586][root][INFO] - Epoch: [45/50][1010/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1372 
[2021-06-14 17:27:41,403][root][INFO] - Epoch: [45/50][1020/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.1306 
[2021-06-14 17:27:45,240][root][INFO] - Epoch: [45/50][1030/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1297 
[2021-06-14 17:27:49,080][root][INFO] - Epoch: [45/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1335 
[2021-06-14 17:27:52,908][root][INFO] - Epoch: [45/50][1050/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1525 
[2021-06-14 17:27:56,736][root][INFO] - Epoch: [45/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1364 
[2021-06-14 17:28:00,562][root][INFO] - Epoch: [45/50][1070/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1092 
[2021-06-14 17:28:04,399][root][INFO] - Epoch: [45/50][1080/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1418 
[2021-06-14 17:28:08,229][root][INFO] - Epoch: [45/50][1090/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.0985 
[2021-06-14 17:28:12,064][root][INFO] - Epoch: [45/50][1100/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1198 
[2021-06-14 17:28:15,942][root][INFO] - Epoch: [45/50][1110/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.1217 
[2021-06-14 17:28:19,776][root][INFO] - Epoch: [45/50][1120/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1230 
[2021-06-14 17:28:23,616][root][INFO] - Epoch: [45/50][1130/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1291 
[2021-06-14 17:28:27,438][root][INFO] - Epoch: [45/50][1140/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1269 
[2021-06-14 17:28:31,264][root][INFO] - Epoch: [45/50][1150/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1052 
[2021-06-14 17:28:35,097][root][INFO] - Epoch: [45/50][1160/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1325 
[2021-06-14 17:28:38,930][root][INFO] - Epoch: [45/50][1170/1216] Data 0.001 (0.004) Batch 0.381 (0.386) Loss 0.1484 
[2021-06-14 17:28:42,762][root][INFO] - Epoch: [45/50][1180/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1462 
[2021-06-14 17:28:46,574][root][INFO] - Epoch: [45/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1377 
[2021-06-14 17:28:50,390][root][INFO] - Epoch: [45/50][1200/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1321 
[2021-06-14 17:28:54,209][root][INFO] - Epoch: [45/50][1210/1216] Data 0.001 (0.004) Batch 0.381 (0.386) Loss 0.1514 
[2021-06-14 17:28:56,779][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 17:29:31,586][root][INFO] - Test: [422/680] 
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[2021-06-14 17:29:35,827][root][INFO] - Test: [479/680] 
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[2021-06-14 17:29:36,960][root][INFO] - Test: [494/680] 
[2021-06-14 17:29:37,030][root][INFO] - Test: [495/680] 
[2021-06-14 17:29:37,105][root][INFO] - Test: [496/680] 
[2021-06-14 17:29:37,176][root][INFO] - Test: [497/680] 
[2021-06-14 17:29:37,252][root][INFO] - Test: [498/680] 
[2021-06-14 17:29:37,325][root][INFO] - Test: [499/680] 
[2021-06-14 17:29:37,392][root][INFO] - Test: [500/680] 
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[2021-06-14 17:29:40,547][root][INFO] - Test: [541/680] 
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[2021-06-14 17:29:41,425][root][INFO] - Test: [553/680] 
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[2021-06-14 17:29:41,653][root][INFO] - Test: [556/680] 
[2021-06-14 17:29:41,719][root][INFO] - Test: [557/680] 
[2021-06-14 17:29:41,793][root][INFO] - Test: [558/680] 
[2021-06-14 17:29:41,871][root][INFO] - Test: [559/680] 
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[2021-06-14 17:29:43,237][root][INFO] - Test: [577/680] 
[2021-06-14 17:29:43,316][root][INFO] - Test: [578/680] 
[2021-06-14 17:29:43,385][root][INFO] - Test: [579/680] 
[2021-06-14 17:29:43,460][root][INFO] - Test: [580/680] 
[2021-06-14 17:29:43,534][root][INFO] - Test: [581/680] 
[2021-06-14 17:29:43,605][root][INFO] - Test: [582/680] 
[2021-06-14 17:29:43,682][root][INFO] - Test: [583/680] 
[2021-06-14 17:29:43,750][root][INFO] - Test: [584/680] 
[2021-06-14 17:29:43,816][root][INFO] - Test: [585/680] 
[2021-06-14 17:29:43,883][root][INFO] - Test: [586/680] 
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[2021-06-14 17:29:44,123][root][INFO] - Test: [589/680] 
[2021-06-14 17:29:44,190][root][INFO] - Test: [590/680] 
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[2021-06-14 17:29:44,476][root][INFO] - Test: [594/680] 
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[2021-06-14 17:29:45,426][root][INFO] - Test: [606/680] 
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[2021-06-14 17:29:45,572][root][INFO] - Test: [608/680] 
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[2021-06-14 17:29:45,725][root][INFO] - Test: [610/680] 
[2021-06-14 17:29:45,793][root][INFO] - Test: [611/680] 
[2021-06-14 17:29:45,882][root][INFO] - Test: [612/680] 
[2021-06-14 17:29:45,950][root][INFO] - Test: [613/680] 
[2021-06-14 17:29:46,024][root][INFO] - Test: [614/680] 
[2021-06-14 17:29:46,091][root][INFO] - Test: [615/680] 
[2021-06-14 17:29:46,176][root][INFO] - Test: [616/680] 
[2021-06-14 17:29:46,270][root][INFO] - Test: [617/680] 
[2021-06-14 17:29:46,344][root][INFO] - Test: [618/680] 
[2021-06-14 17:29:46,425][root][INFO] - Test: [619/680] 
[2021-06-14 17:29:46,511][root][INFO] - Test: [620/680] 
[2021-06-14 17:29:46,582][root][INFO] - Test: [621/680] 
[2021-06-14 17:29:46,651][root][INFO] - Test: [622/680] 
[2021-06-14 17:29:46,717][root][INFO] - Test: [623/680] 
[2021-06-14 17:29:46,806][root][INFO] - Test: [624/680] 
[2021-06-14 17:29:46,875][root][INFO] - Test: [625/680] 
[2021-06-14 17:29:46,945][root][INFO] - Test: [626/680] 
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[2021-06-14 17:29:47,085][root][INFO] - Test: [628/680] 
[2021-06-14 17:29:47,175][root][INFO] - Test: [629/680] 
[2021-06-14 17:29:47,244][root][INFO] - Test: [630/680] 
[2021-06-14 17:29:47,316][root][INFO] - Test: [631/680] 
[2021-06-14 17:29:47,398][root][INFO] - Test: [632/680] 
[2021-06-14 17:29:47,472][root][INFO] - Test: [633/680] 
[2021-06-14 17:29:47,540][root][INFO] - Test: [634/680] 
[2021-06-14 17:29:47,610][root][INFO] - Test: [635/680] 
[2021-06-14 17:29:47,681][root][INFO] - Test: [636/680] 
[2021-06-14 17:29:47,790][root][INFO] - Test: [637/680] 
[2021-06-14 17:29:47,876][root][INFO] - Test: [638/680] 
[2021-06-14 17:29:47,946][root][INFO] - Test: [639/680] 
[2021-06-14 17:29:48,017][root][INFO] - Test: [640/680] 
[2021-06-14 17:29:48,087][root][INFO] - Test: [641/680] 
[2021-06-14 17:29:48,169][root][INFO] - Test: [642/680] 
[2021-06-14 17:29:48,239][root][INFO] - Test: [643/680] 
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[2021-06-14 17:29:48,387][root][INFO] - Test: [645/680] 
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[2021-06-14 17:29:48,608][root][INFO] - Test: [648/680] 
[2021-06-14 17:29:48,678][root][INFO] - Test: [649/680] 
[2021-06-14 17:29:48,745][root][INFO] - Test: [650/680] 
[2021-06-14 17:29:48,811][root][INFO] - Test: [651/680] 
[2021-06-14 17:29:48,877][root][INFO] - Test: [652/680] 
[2021-06-14 17:29:48,943][root][INFO] - Test: [653/680] 
[2021-06-14 17:29:49,009][root][INFO] - Test: [654/680] 
[2021-06-14 17:29:49,075][root][INFO] - Test: [655/680] 
[2021-06-14 17:29:49,141][root][INFO] - Test: [656/680] 
[2021-06-14 17:29:49,207][root][INFO] - Test: [657/680] 
[2021-06-14 17:29:49,274][root][INFO] - Test: [658/680] 
[2021-06-14 17:29:49,344][root][INFO] - Test: [659/680] 
[2021-06-14 17:29:49,412][root][INFO] - Test: [660/680] 
[2021-06-14 17:29:49,482][root][INFO] - Test: [661/680] 
[2021-06-14 17:29:49,552][root][INFO] - Test: [662/680] 
[2021-06-14 17:29:49,621][root][INFO] - Test: [663/680] 
[2021-06-14 17:29:49,694][root][INFO] - Test: [664/680] 
[2021-06-14 17:29:49,761][root][INFO] - Test: [665/680] 
[2021-06-14 17:29:49,827][root][INFO] - Test: [666/680] 
[2021-06-14 17:29:49,898][root][INFO] - Test: [667/680] 
[2021-06-14 17:29:49,969][root][INFO] - Test: [668/680] 
[2021-06-14 17:29:50,034][root][INFO] - Test: [669/680] 
[2021-06-14 17:29:50,100][root][INFO] - Test: [670/680] 
[2021-06-14 17:29:50,166][root][INFO] - Test: [671/680] 
[2021-06-14 17:29:50,233][root][INFO] - Test: [672/680] 
[2021-06-14 17:29:50,299][root][INFO] - Test: [673/680] 
[2021-06-14 17:29:50,366][root][INFO] - Test: [674/680] 
[2021-06-14 17:29:50,431][root][INFO] - Test: [675/680] 
[2021-06-14 17:29:50,497][root][INFO] - Test: [676/680] 
[2021-06-14 17:29:50,564][root][INFO] - Test: [677/680] 
[2021-06-14 17:29:50,630][root][INFO] - Test: [678/680] 
[2021-06-14 17:29:50,696][root][INFO] - Test: [679/680] 
[2021-06-14 17:29:50,734][root][INFO] - Test: [680/680] 
[2021-06-14 17:29:51,013][root][INFO] - Val result: mIoU 0.6191.
[2021-06-14 17:29:51,013][root][INFO] - Class_0 Result: iou 0.7898.
[2021-06-14 17:29:51,013][root][INFO] - Class_1 Result: iou 0.8650.
[2021-06-14 17:29:51,014][root][INFO] - Class_2 Result: iou 0.5696.
[2021-06-14 17:29:51,014][root][INFO] - Class_3 Result: iou 0.7388.
[2021-06-14 17:29:51,014][root][INFO] - Class_4 Result: iou 0.6737.
[2021-06-14 17:29:51,015][root][INFO] - Class_5 Result: iou 0.6384.
[2021-06-14 17:29:51,015][root][INFO] - Class_6 Result: iou 0.6727.
[2021-06-14 17:29:51,015][root][INFO] - Class_7 Result: iou 0.6034.
[2021-06-14 17:29:51,016][root][INFO] - Class_8 Result: iou 0.5033.
[2021-06-14 17:29:51,016][root][INFO] - Class_9 Result: iou 0.5996.
[2021-06-14 17:29:51,016][root][INFO] - Class_10 Result: iou 0.3597.
[2021-06-14 17:29:51,017][root][INFO] - Class_11 Result: iou 0.4473.
[2021-06-14 17:29:51,017][root][INFO] - Class_12 Result: iou 0.5469.
[2021-06-14 17:29:51,017][root][INFO] - Class_13 Result: iou 0.5101.
[2021-06-14 17:29:51,018][root][INFO] - Class_14 Result: iou 0.6127.
[2021-06-14 17:29:51,018][root][INFO] - Class_15 Result: iou 0.5256.
[2021-06-14 17:29:51,018][root][INFO] - Class_16 Result: iou 0.8798.
[2021-06-14 17:29:51,019][root][INFO] - Class_17 Result: iou 0.6160.
[2021-06-14 17:29:51,019][root][INFO] - Class_18 Result: iou 0.7958.
[2021-06-14 17:29:51,019][root][INFO] - Class_19 Result: iou 0.4333.
[2021-06-14 17:29:51,020][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:29:58,534][root][INFO] - Epoch: [46/50][10/1216] Data 0.001 (0.327) Batch 0.382 (0.751) Loss 0.1142 
[2021-06-14 17:30:02,367][root][INFO] - Epoch: [46/50][20/1216] Data 0.001 (0.164) Batch 0.386 (0.567) Loss 0.1108 
[2021-06-14 17:30:06,204][root][INFO] - Epoch: [46/50][30/1216] Data 0.001 (0.109) Batch 0.387 (0.506) Loss 0.1458 
[2021-06-14 17:30:10,031][root][INFO] - Epoch: [46/50][40/1216] Data 0.001 (0.082) Batch 0.382 (0.475) Loss 0.1746 
[2021-06-14 17:30:13,851][root][INFO] - Epoch: [46/50][50/1216] Data 0.001 (0.066) Batch 0.383 (0.457) Loss 0.1039 
[2021-06-14 17:30:17,681][root][INFO] - Epoch: [46/50][60/1216] Data 0.001 (0.055) Batch 0.382 (0.444) Loss 0.1755 
[2021-06-14 17:30:21,506][root][INFO] - Epoch: [46/50][70/1216] Data 0.001 (0.047) Batch 0.386 (0.435) Loss 0.1510 
[2021-06-14 17:30:25,339][root][INFO] - Epoch: [46/50][80/1216] Data 0.001 (0.042) Batch 0.382 (0.429) Loss 0.1598 
[2021-06-14 17:30:29,178][root][INFO] - Epoch: [46/50][90/1216] Data 0.001 (0.037) Batch 0.382 (0.424) Loss 0.1118 
[2021-06-14 17:30:33,010][root][INFO] - Epoch: [46/50][100/1216] Data 0.001 (0.033) Batch 0.382 (0.420) Loss 0.1416 
[2021-06-14 17:30:36,834][root][INFO] - Epoch: [46/50][110/1216] Data 0.001 (0.030) Batch 0.380 (0.416) Loss 0.1371 
[2021-06-14 17:30:40,657][root][INFO] - Epoch: [46/50][120/1216] Data 0.001 (0.028) Batch 0.381 (0.414) Loss 0.1484 
[2021-06-14 17:30:44,478][root][INFO] - Epoch: [46/50][130/1216] Data 0.001 (0.026) Batch 0.383 (0.411) Loss 0.1862 
[2021-06-14 17:30:48,300][root][INFO] - Epoch: [46/50][140/1216] Data 0.001 (0.024) Batch 0.381 (0.409) Loss 0.1312 
[2021-06-14 17:30:52,135][root][INFO] - Epoch: [46/50][150/1216] Data 0.001 (0.023) Batch 0.382 (0.407) Loss 0.0814 
[2021-06-14 17:30:55,973][root][INFO] - Epoch: [46/50][160/1216] Data 0.001 (0.021) Batch 0.382 (0.406) Loss 0.1361 
[2021-06-14 17:30:59,808][root][INFO] - Epoch: [46/50][170/1216] Data 0.001 (0.020) Batch 0.381 (0.405) Loss 0.0901 
[2021-06-14 17:31:03,635][root][INFO] - Epoch: [46/50][180/1216] Data 0.001 (0.019) Batch 0.382 (0.403) Loss 0.1152 
[2021-06-14 17:31:07,499][root][INFO] - Epoch: [46/50][190/1216] Data 0.002 (0.018) Batch 0.384 (0.402) Loss 0.1652 
[2021-06-14 17:31:11,335][root][INFO] - Epoch: [46/50][200/1216] Data 0.001 (0.017) Batch 0.382 (0.402) Loss 0.1354 
[2021-06-14 17:31:15,182][root][INFO] - Epoch: [46/50][210/1216] Data 0.001 (0.016) Batch 0.382 (0.401) Loss 0.1165 
[2021-06-14 17:31:19,009][root][INFO] - Epoch: [46/50][220/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.1296 
[2021-06-14 17:31:22,834][root][INFO] - Epoch: [46/50][230/1216] Data 0.001 (0.015) Batch 0.386 (0.399) Loss 0.1117 
[2021-06-14 17:31:26,674][root][INFO] - Epoch: [46/50][240/1216] Data 0.001 (0.014) Batch 0.388 (0.399) Loss 0.1406 
[2021-06-14 17:31:30,503][root][INFO] - Epoch: [46/50][250/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.1362 
[2021-06-14 17:31:34,342][root][INFO] - Epoch: [46/50][260/1216] Data 0.001 (0.013) Batch 0.387 (0.397) Loss 0.1255 
[2021-06-14 17:31:38,178][root][INFO] - Epoch: [46/50][270/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.1229 
[2021-06-14 17:31:42,004][root][INFO] - Epoch: [46/50][280/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.1488 
[2021-06-14 17:31:45,825][root][INFO] - Epoch: [46/50][290/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.1319 
[2021-06-14 17:31:49,669][root][INFO] - Epoch: [46/50][300/1216] Data 0.001 (0.012) Batch 0.389 (0.395) Loss 0.1316 
[2021-06-14 17:31:53,491][root][INFO] - Epoch: [46/50][310/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.1144 
[2021-06-14 17:31:57,379][root][INFO] - Epoch: [46/50][320/1216] Data 0.002 (0.011) Batch 0.388 (0.395) Loss 0.1163 
[2021-06-14 17:32:01,204][root][INFO] - Epoch: [46/50][330/1216] Data 0.001 (0.011) Batch 0.385 (0.394) Loss 0.1190 
[2021-06-14 17:32:05,030][root][INFO] - Epoch: [46/50][340/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1119 
[2021-06-14 17:32:08,860][root][INFO] - Epoch: [46/50][350/1216] Data 0.001 (0.010) Batch 0.384 (0.394) Loss 0.1412 
[2021-06-14 17:32:12,683][root][INFO] - Epoch: [46/50][360/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1279 
[2021-06-14 17:32:16,523][root][INFO] - Epoch: [46/50][370/1216] Data 0.001 (0.010) Batch 0.383 (0.393) Loss 0.1613 
[2021-06-14 17:32:20,360][root][INFO] - Epoch: [46/50][380/1216] Data 0.001 (0.009) Batch 0.382 (0.393) Loss 0.1513 
[2021-06-14 17:32:24,200][root][INFO] - Epoch: [46/50][390/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.1071 
[2021-06-14 17:32:28,034][root][INFO] - Epoch: [46/50][400/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1113 
[2021-06-14 17:32:31,855][root][INFO] - Epoch: [46/50][410/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1257 
[2021-06-14 17:32:35,686][root][INFO] - Epoch: [46/50][420/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1104 
[2021-06-14 17:32:39,501][root][INFO] - Epoch: [46/50][430/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1057 
[2021-06-14 17:32:43,348][root][INFO] - Epoch: [46/50][440/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1100 
[2021-06-14 17:32:47,182][root][INFO] - Epoch: [46/50][450/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1330 
[2021-06-14 17:32:51,011][root][INFO] - Epoch: [46/50][460/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1345 
[2021-06-14 17:32:54,840][root][INFO] - Epoch: [46/50][470/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.0898 
[2021-06-14 17:32:58,684][root][INFO] - Epoch: [46/50][480/1216] Data 0.001 (0.008) Batch 0.384 (0.391) Loss 0.1053 
[2021-06-14 17:33:02,517][root][INFO] - Epoch: [46/50][490/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1186 
[2021-06-14 17:33:06,347][root][INFO] - Epoch: [46/50][500/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1253 
[2021-06-14 17:33:10,203][root][INFO] - Epoch: [46/50][510/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.1174 
[2021-06-14 17:33:14,050][root][INFO] - Epoch: [46/50][520/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1271 
[2021-06-14 17:33:17,889][root][INFO] - Epoch: [46/50][530/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1519 
[2021-06-14 17:33:21,736][root][INFO] - Epoch: [46/50][540/1216] Data 0.001 (0.007) Batch 0.387 (0.390) Loss 0.1334 
[2021-06-14 17:33:25,586][root][INFO] - Epoch: [46/50][550/1216] Data 0.001 (0.007) Batch 0.389 (0.390) Loss 0.1576 
[2021-06-14 17:33:29,417][root][INFO] - Epoch: [46/50][560/1216] Data 0.001 (0.007) Batch 0.386 (0.390) Loss 0.1553 
[2021-06-14 17:33:33,258][root][INFO] - Epoch: [46/50][570/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.0943 
[2021-06-14 17:33:37,096][root][INFO] - Epoch: [46/50][580/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1309 
[2021-06-14 17:33:40,936][root][INFO] - Epoch: [46/50][590/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1157 
[2021-06-14 17:33:44,766][root][INFO] - Epoch: [46/50][600/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1214 
[2021-06-14 17:33:48,593][root][INFO] - Epoch: [46/50][610/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1388 
[2021-06-14 17:33:52,412][root][INFO] - Epoch: [46/50][620/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1355 
[2021-06-14 17:33:56,247][root][INFO] - Epoch: [46/50][630/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1499 
[2021-06-14 17:34:00,101][root][INFO] - Epoch: [46/50][640/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1473 
[2021-06-14 17:34:03,941][root][INFO] - Epoch: [46/50][650/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1216 
[2021-06-14 17:34:07,775][root][INFO] - Epoch: [46/50][660/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1271 
[2021-06-14 17:34:11,619][root][INFO] - Epoch: [46/50][670/1216] Data 0.001 (0.006) Batch 0.386 (0.389) Loss 0.1448 
[2021-06-14 17:34:15,447][root][INFO] - Epoch: [46/50][680/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1500 
[2021-06-14 17:34:19,275][root][INFO] - Epoch: [46/50][690/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.0906 
[2021-06-14 17:34:23,094][root][INFO] - Epoch: [46/50][700/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1030 
[2021-06-14 17:34:26,941][root][INFO] - Epoch: [46/50][710/1216] Data 0.001 (0.005) Batch 0.387 (0.389) Loss 0.1462 
[2021-06-14 17:34:30,768][root][INFO] - Epoch: [46/50][720/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1101 
[2021-06-14 17:34:34,591][root][INFO] - Epoch: [46/50][730/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1128 
[2021-06-14 17:34:38,430][root][INFO] - Epoch: [46/50][740/1216] Data 0.001 (0.005) Batch 0.388 (0.388) Loss 0.1002 
[2021-06-14 17:34:42,264][root][INFO] - Epoch: [46/50][750/1216] Data 0.001 (0.005) Batch 0.380 (0.388) Loss 0.1395 
[2021-06-14 17:34:46,098][root][INFO] - Epoch: [46/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1283 
[2021-06-14 17:34:49,931][root][INFO] - Epoch: [46/50][770/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.0922 
[2021-06-14 17:34:53,769][root][INFO] - Epoch: [46/50][780/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1243 
[2021-06-14 17:34:57,599][root][INFO] - Epoch: [46/50][790/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1847 
[2021-06-14 17:35:01,435][root][INFO] - Epoch: [46/50][800/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1004 
[2021-06-14 17:35:05,259][root][INFO] - Epoch: [46/50][810/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1309 
[2021-06-14 17:35:09,095][root][INFO] - Epoch: [46/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1509 
[2021-06-14 17:35:12,926][root][INFO] - Epoch: [46/50][830/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1319 
[2021-06-14 17:35:16,766][root][INFO] - Epoch: [46/50][840/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1088 
[2021-06-14 17:35:20,613][root][INFO] - Epoch: [46/50][850/1216] Data 0.001 (0.005) Batch 0.397 (0.388) Loss 0.1680 
[2021-06-14 17:35:24,445][root][INFO] - Epoch: [46/50][860/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1246 
[2021-06-14 17:35:28,288][root][INFO] - Epoch: [46/50][870/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1333 
[2021-06-14 17:35:32,130][root][INFO] - Epoch: [46/50][880/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1269 
[2021-06-14 17:35:35,973][root][INFO] - Epoch: [46/50][890/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1382 
[2021-06-14 17:35:39,867][root][INFO] - Epoch: [46/50][900/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1382 
[2021-06-14 17:35:43,689][root][INFO] - Epoch: [46/50][910/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1087 
[2021-06-14 17:35:47,529][root][INFO] - Epoch: [46/50][920/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1248 
[2021-06-14 17:35:51,360][root][INFO] - Epoch: [46/50][930/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1085 
[2021-06-14 17:35:55,206][root][INFO] - Epoch: [46/50][940/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.1167 
[2021-06-14 17:35:59,044][root][INFO] - Epoch: [46/50][950/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1266 
[2021-06-14 17:36:02,876][root][INFO] - Epoch: [46/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1345 
[2021-06-14 17:36:06,721][root][INFO] - Epoch: [46/50][970/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1030 
[2021-06-14 17:36:10,548][root][INFO] - Epoch: [46/50][980/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1657 
[2021-06-14 17:36:14,385][root][INFO] - Epoch: [46/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1106 
[2021-06-14 17:36:18,205][root][INFO] - Epoch: [46/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1338 
[2021-06-14 17:36:22,040][root][INFO] - Epoch: [46/50][1010/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1107 
[2021-06-14 17:36:25,877][root][INFO] - Epoch: [46/50][1020/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1395 
[2021-06-14 17:36:29,704][root][INFO] - Epoch: [46/50][1030/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1310 
[2021-06-14 17:36:33,543][root][INFO] - Epoch: [46/50][1040/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1392 
[2021-06-14 17:36:37,392][root][INFO] - Epoch: [46/50][1050/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1319 
[2021-06-14 17:36:41,249][root][INFO] - Epoch: [46/50][1060/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1081 
[2021-06-14 17:36:45,073][root][INFO] - Epoch: [46/50][1070/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1690 
[2021-06-14 17:36:48,906][root][INFO] - Epoch: [46/50][1080/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1607 
[2021-06-14 17:36:52,743][root][INFO] - Epoch: [46/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1375 
[2021-06-14 17:36:56,560][root][INFO] - Epoch: [46/50][1100/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1518 
[2021-06-14 17:37:00,395][root][INFO] - Epoch: [46/50][1110/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1352 
[2021-06-14 17:37:04,214][root][INFO] - Epoch: [46/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1356 
[2021-06-14 17:37:08,047][root][INFO] - Epoch: [46/50][1130/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1047 
[2021-06-14 17:37:11,868][root][INFO] - Epoch: [46/50][1140/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1379 
[2021-06-14 17:37:15,694][root][INFO] - Epoch: [46/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1096 
[2021-06-14 17:37:19,529][root][INFO] - Epoch: [46/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1155 
[2021-06-14 17:37:23,357][root][INFO] - Epoch: [46/50][1170/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1571 
[2021-06-14 17:37:27,195][root][INFO] - Epoch: [46/50][1180/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.0874 
[2021-06-14 17:37:31,018][root][INFO] - Epoch: [46/50][1190/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1340 
[2021-06-14 17:37:34,828][root][INFO] - Epoch: [46/50][1200/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.1277 
[2021-06-14 17:37:38,637][root][INFO] - Epoch: [46/50][1210/1216] Data 0.001 (0.004) Batch 0.381 (0.386) Loss 0.1154 
[2021-06-14 17:37:41,193][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 17:37:42,551][root][INFO] - Test: [1/680] 
[2021-06-14 17:37:43,055][root][INFO] - Test: [2/680] 
[2021-06-14 17:37:43,208][root][INFO] - Test: [3/680] 
[2021-06-14 17:37:43,454][root][INFO] - Test: [4/680] 
[2021-06-14 17:37:43,822][root][INFO] - Test: [5/680] 
[2021-06-14 17:37:43,923][root][INFO] - Test: [6/680] 
[2021-06-14 17:37:44,052][root][INFO] - Test: [7/680] 
[2021-06-14 17:37:44,169][root][INFO] - Test: [8/680] 
[2021-06-14 17:37:44,309][root][INFO] - Test: [9/680] 
[2021-06-14 17:37:44,395][root][INFO] - Test: [10/680] 
[2021-06-14 17:37:44,489][root][INFO] - Test: [11/680] 
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[2021-06-14 17:38:35,048][root][INFO] - Test: [668/680] 
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[2021-06-14 17:38:35,824][root][INFO] - Test: [680/680] 
[2021-06-14 17:38:36,106][root][INFO] - Val result: mIoU 0.6170.
[2021-06-14 17:38:36,106][root][INFO] - Class_0 Result: iou 0.7887.
[2021-06-14 17:38:36,106][root][INFO] - Class_1 Result: iou 0.8630.
[2021-06-14 17:38:36,106][root][INFO] - Class_2 Result: iou 0.5690.
[2021-06-14 17:38:36,106][root][INFO] - Class_3 Result: iou 0.7375.
[2021-06-14 17:38:36,106][root][INFO] - Class_4 Result: iou 0.6721.
[2021-06-14 17:38:36,106][root][INFO] - Class_5 Result: iou 0.6328.
[2021-06-14 17:38:36,106][root][INFO] - Class_6 Result: iou 0.6719.
[2021-06-14 17:38:36,106][root][INFO] - Class_7 Result: iou 0.6014.
[2021-06-14 17:38:36,106][root][INFO] - Class_8 Result: iou 0.4952.
[2021-06-14 17:38:36,106][root][INFO] - Class_9 Result: iou 0.5918.
[2021-06-14 17:38:36,106][root][INFO] - Class_10 Result: iou 0.3602.
[2021-06-14 17:38:36,107][root][INFO] - Class_11 Result: iou 0.4419.
[2021-06-14 17:38:36,107][root][INFO] - Class_12 Result: iou 0.5488.
[2021-06-14 17:38:36,107][root][INFO] - Class_13 Result: iou 0.5045.
[2021-06-14 17:38:36,107][root][INFO] - Class_14 Result: iou 0.6139.
[2021-06-14 17:38:36,107][root][INFO] - Class_15 Result: iou 0.5217.
[2021-06-14 17:38:36,107][root][INFO] - Class_16 Result: iou 0.8773.
[2021-06-14 17:38:36,107][root][INFO] - Class_17 Result: iou 0.6196.
[2021-06-14 17:38:36,107][root][INFO] - Class_18 Result: iou 0.7960.
[2021-06-14 17:38:36,107][root][INFO] - Class_19 Result: iou 0.4325.
[2021-06-14 17:38:36,107][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:38:43,481][root][INFO] - Epoch: [47/50][10/1216] Data 0.003 (0.306) Batch 0.399 (0.737) Loss 0.1207 
[2021-06-14 17:38:47,339][root][INFO] - Epoch: [47/50][20/1216] Data 0.001 (0.154) Batch 0.383 (0.561) Loss 0.1029 
[2021-06-14 17:38:51,160][root][INFO] - Epoch: [47/50][30/1216] Data 0.001 (0.103) Batch 0.384 (0.502) Loss 0.1138 
[2021-06-14 17:38:54,989][root][INFO] - Epoch: [47/50][40/1216] Data 0.001 (0.077) Batch 0.384 (0.472) Loss 0.1309 
[2021-06-14 17:38:58,812][root][INFO] - Epoch: [47/50][50/1216] Data 0.001 (0.062) Batch 0.381 (0.454) Loss 0.1054 
[2021-06-14 17:39:02,642][root][INFO] - Epoch: [47/50][60/1216] Data 0.001 (0.052) Batch 0.383 (0.442) Loss 0.1586 
[2021-06-14 17:39:06,466][root][INFO] - Epoch: [47/50][70/1216] Data 0.001 (0.045) Batch 0.383 (0.434) Loss 0.1257 
[2021-06-14 17:39:10,296][root][INFO] - Epoch: [47/50][80/1216] Data 0.001 (0.039) Batch 0.381 (0.427) Loss 0.1203 
[2021-06-14 17:39:14,126][root][INFO] - Epoch: [47/50][90/1216] Data 0.001 (0.035) Batch 0.381 (0.422) Loss 0.1361 
[2021-06-14 17:39:17,948][root][INFO] - Epoch: [47/50][100/1216] Data 0.001 (0.031) Batch 0.382 (0.418) Loss 0.0921 
[2021-06-14 17:39:21,786][root][INFO] - Epoch: [47/50][110/1216] Data 0.001 (0.029) Batch 0.381 (0.415) Loss 0.1118 
[2021-06-14 17:39:25,629][root][INFO] - Epoch: [47/50][120/1216] Data 0.001 (0.026) Batch 0.387 (0.413) Loss 0.1412 
[2021-06-14 17:39:29,447][root][INFO] - Epoch: [47/50][130/1216] Data 0.001 (0.024) Batch 0.381 (0.410) Loss 0.1149 
[2021-06-14 17:39:33,274][root][INFO] - Epoch: [47/50][140/1216] Data 0.001 (0.023) Batch 0.381 (0.408) Loss 0.1140 
[2021-06-14 17:39:37,107][root][INFO] - Epoch: [47/50][150/1216] Data 0.001 (0.021) Batch 0.381 (0.407) Loss 0.1385 
[2021-06-14 17:39:40,932][root][INFO] - Epoch: [47/50][160/1216] Data 0.001 (0.020) Batch 0.388 (0.405) Loss 0.1412 
[2021-06-14 17:39:44,757][root][INFO] - Epoch: [47/50][170/1216] Data 0.001 (0.019) Batch 0.381 (0.404) Loss 0.1175 
[2021-06-14 17:39:48,613][root][INFO] - Epoch: [47/50][180/1216] Data 0.001 (0.018) Batch 0.390 (0.403) Loss 0.1189 
[2021-06-14 17:39:52,443][root][INFO] - Epoch: [47/50][190/1216] Data 0.001 (0.017) Batch 0.389 (0.402) Loss 0.1112 
[2021-06-14 17:39:56,267][root][INFO] - Epoch: [47/50][200/1216] Data 0.001 (0.016) Batch 0.383 (0.401) Loss 0.1084 
[2021-06-14 17:40:00,096][root][INFO] - Epoch: [47/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.400) Loss 0.1058 
[2021-06-14 17:40:03,933][root][INFO] - Epoch: [47/50][220/1216] Data 0.001 (0.015) Batch 0.382 (0.399) Loss 0.1235 
[2021-06-14 17:40:07,762][root][INFO] - Epoch: [47/50][230/1216] Data 0.001 (0.014) Batch 0.382 (0.398) Loss 0.1091 
[2021-06-14 17:40:11,593][root][INFO] - Epoch: [47/50][240/1216] Data 0.001 (0.014) Batch 0.383 (0.398) Loss 0.1207 
[2021-06-14 17:40:15,422][root][INFO] - Epoch: [47/50][250/1216] Data 0.001 (0.013) Batch 0.388 (0.397) Loss 0.1812 
[2021-06-14 17:40:19,254][root][INFO] - Epoch: [47/50][260/1216] Data 0.001 (0.013) Batch 0.382 (0.397) Loss 0.1334 
[2021-06-14 17:40:23,075][root][INFO] - Epoch: [47/50][270/1216] Data 0.001 (0.012) Batch 0.381 (0.396) Loss 0.1238 
[2021-06-14 17:40:26,904][root][INFO] - Epoch: [47/50][280/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1482 
[2021-06-14 17:40:30,743][root][INFO] - Epoch: [47/50][290/1216] Data 0.001 (0.011) Batch 0.384 (0.395) Loss 0.1260 
[2021-06-14 17:40:34,573][root][INFO] - Epoch: [47/50][300/1216] Data 0.001 (0.011) Batch 0.382 (0.395) Loss 0.1339 
[2021-06-14 17:40:38,404][root][INFO] - Epoch: [47/50][310/1216] Data 0.001 (0.011) Batch 0.384 (0.394) Loss 0.1257 
[2021-06-14 17:40:42,243][root][INFO] - Epoch: [47/50][320/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1428 
[2021-06-14 17:40:46,070][root][INFO] - Epoch: [47/50][330/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1185 
[2021-06-14 17:40:49,920][root][INFO] - Epoch: [47/50][340/1216] Data 0.002 (0.010) Batch 0.384 (0.394) Loss 0.1185 
[2021-06-14 17:40:53,747][root][INFO] - Epoch: [47/50][350/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1261 
[2021-06-14 17:40:57,586][root][INFO] - Epoch: [47/50][360/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1166 
[2021-06-14 17:41:01,416][root][INFO] - Epoch: [47/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1170 
[2021-06-14 17:41:05,251][root][INFO] - Epoch: [47/50][380/1216] Data 0.001 (0.009) Batch 0.381 (0.392) Loss 0.1179 
[2021-06-14 17:41:09,081][root][INFO] - Epoch: [47/50][390/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.1254 
[2021-06-14 17:41:12,915][root][INFO] - Epoch: [47/50][400/1216] Data 0.001 (0.009) Batch 0.383 (0.392) Loss 0.0983 
[2021-06-14 17:41:16,742][root][INFO] - Epoch: [47/50][410/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1066 
[2021-06-14 17:41:20,574][root][INFO] - Epoch: [47/50][420/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1072 
[2021-06-14 17:41:24,407][root][INFO] - Epoch: [47/50][430/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.0967 
[2021-06-14 17:41:28,239][root][INFO] - Epoch: [47/50][440/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1315 
[2021-06-14 17:41:32,083][root][INFO] - Epoch: [47/50][450/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.1411 
[2021-06-14 17:41:35,916][root][INFO] - Epoch: [47/50][460/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1302 
[2021-06-14 17:41:39,748][root][INFO] - Epoch: [47/50][470/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1323 
[2021-06-14 17:41:43,568][root][INFO] - Epoch: [47/50][480/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1112 
[2021-06-14 17:41:47,390][root][INFO] - Epoch: [47/50][490/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1208 
[2021-06-14 17:41:51,212][root][INFO] - Epoch: [47/50][500/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1131 
[2021-06-14 17:41:55,037][root][INFO] - Epoch: [47/50][510/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1519 
[2021-06-14 17:41:58,878][root][INFO] - Epoch: [47/50][520/1216] Data 0.001 (0.007) Batch 0.397 (0.390) Loss 0.1861 
[2021-06-14 17:42:02,727][root][INFO] - Epoch: [47/50][530/1216] Data 0.001 (0.007) Batch 0.389 (0.390) Loss 0.1442 
[2021-06-14 17:42:06,565][root][INFO] - Epoch: [47/50][540/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1542 
[2021-06-14 17:42:10,400][root][INFO] - Epoch: [47/50][550/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1168 
[2021-06-14 17:42:14,221][root][INFO] - Epoch: [47/50][560/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1147 
[2021-06-14 17:42:18,061][root][INFO] - Epoch: [47/50][570/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1255 
[2021-06-14 17:42:21,895][root][INFO] - Epoch: [47/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1734 
[2021-06-14 17:42:25,728][root][INFO] - Epoch: [47/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1338 
[2021-06-14 17:42:29,574][root][INFO] - Epoch: [47/50][600/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1454 
[2021-06-14 17:42:33,421][root][INFO] - Epoch: [47/50][610/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1156 
[2021-06-14 17:42:37,247][root][INFO] - Epoch: [47/50][620/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1034 
[2021-06-14 17:42:41,079][root][INFO] - Epoch: [47/50][630/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1233 
[2021-06-14 17:42:44,917][root][INFO] - Epoch: [47/50][640/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1056 
[2021-06-14 17:42:48,751][root][INFO] - Epoch: [47/50][650/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1273 
[2021-06-14 17:42:52,594][root][INFO] - Epoch: [47/50][660/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1386 
[2021-06-14 17:42:56,435][root][INFO] - Epoch: [47/50][670/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1478 
[2021-06-14 17:43:00,273][root][INFO] - Epoch: [47/50][680/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1107 
[2021-06-14 17:43:04,103][root][INFO] - Epoch: [47/50][690/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1266 
[2021-06-14 17:43:07,950][root][INFO] - Epoch: [47/50][700/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1710 
[2021-06-14 17:43:11,781][root][INFO] - Epoch: [47/50][710/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1123 
[2021-06-14 17:43:15,623][root][INFO] - Epoch: [47/50][720/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1383 
[2021-06-14 17:43:19,456][root][INFO] - Epoch: [47/50][730/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1367 
[2021-06-14 17:43:23,289][root][INFO] - Epoch: [47/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1308 
[2021-06-14 17:43:27,152][root][INFO] - Epoch: [47/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1062 
[2021-06-14 17:43:30,982][root][INFO] - Epoch: [47/50][760/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1411 
[2021-06-14 17:43:34,823][root][INFO] - Epoch: [47/50][770/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1679 
[2021-06-14 17:43:38,669][root][INFO] - Epoch: [47/50][780/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1368 
[2021-06-14 17:43:42,499][root][INFO] - Epoch: [47/50][790/1216] Data 0.001 (0.005) Batch 0.384 (0.388) Loss 0.1018 
[2021-06-14 17:43:46,337][root][INFO] - Epoch: [47/50][800/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1104 
[2021-06-14 17:43:50,159][root][INFO] - Epoch: [47/50][810/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1270 
[2021-06-14 17:43:53,985][root][INFO] - Epoch: [47/50][820/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1009 
[2021-06-14 17:43:57,805][root][INFO] - Epoch: [47/50][830/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1422 
[2021-06-14 17:44:01,622][root][INFO] - Epoch: [47/50][840/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1331 
[2021-06-14 17:44:05,449][root][INFO] - Epoch: [47/50][850/1216] Data 0.001 (0.004) Batch 0.380 (0.387) Loss 0.1044 
[2021-06-14 17:44:09,278][root][INFO] - Epoch: [47/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1216 
[2021-06-14 17:44:13,117][root][INFO] - Epoch: [47/50][870/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1293 
[2021-06-14 17:44:16,960][root][INFO] - Epoch: [47/50][880/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1336 
[2021-06-14 17:44:20,803][root][INFO] - Epoch: [47/50][890/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.0996 
[2021-06-14 17:44:24,631][root][INFO] - Epoch: [47/50][900/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1262 
[2021-06-14 17:44:28,445][root][INFO] - Epoch: [47/50][910/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1218 
[2021-06-14 17:44:32,284][root][INFO] - Epoch: [47/50][920/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1065 
[2021-06-14 17:44:36,132][root][INFO] - Epoch: [47/50][930/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1450 
[2021-06-14 17:44:39,962][root][INFO] - Epoch: [47/50][940/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1375 
[2021-06-14 17:44:43,801][root][INFO] - Epoch: [47/50][950/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.0961 
[2021-06-14 17:44:47,638][root][INFO] - Epoch: [47/50][960/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1337 
[2021-06-14 17:44:51,468][root][INFO] - Epoch: [47/50][970/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1389 
[2021-06-14 17:44:55,293][root][INFO] - Epoch: [47/50][980/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1463 
[2021-06-14 17:44:59,131][root][INFO] - Epoch: [47/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1092 
[2021-06-14 17:45:02,985][root][INFO] - Epoch: [47/50][1000/1216] Data 0.001 (0.004) Batch 0.387 (0.387) Loss 0.0953 
[2021-06-14 17:45:06,823][root][INFO] - Epoch: [47/50][1010/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1265 
[2021-06-14 17:45:10,662][root][INFO] - Epoch: [47/50][1020/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1107 
[2021-06-14 17:45:14,495][root][INFO] - Epoch: [47/50][1030/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1225 
[2021-06-14 17:45:18,333][root][INFO] - Epoch: [47/50][1040/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1282 
[2021-06-14 17:45:22,155][root][INFO] - Epoch: [47/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1211 
[2021-06-14 17:45:25,988][root][INFO] - Epoch: [47/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1318 
[2021-06-14 17:45:29,816][root][INFO] - Epoch: [47/50][1070/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1091 
[2021-06-14 17:45:33,644][root][INFO] - Epoch: [47/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1237 
[2021-06-14 17:45:37,478][root][INFO] - Epoch: [47/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1203 
[2021-06-14 17:45:41,311][root][INFO] - Epoch: [47/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1179 
[2021-06-14 17:45:45,139][root][INFO] - Epoch: [47/50][1110/1216] Data 0.001 (0.004) Batch 0.389 (0.387) Loss 0.0931 
[2021-06-14 17:45:48,967][root][INFO] - Epoch: [47/50][1120/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1268 
[2021-06-14 17:45:52,799][root][INFO] - Epoch: [47/50][1130/1216] Data 0.001 (0.004) Batch 0.382 (0.386) Loss 0.1234 
[2021-06-14 17:45:56,639][root][INFO] - Epoch: [47/50][1140/1216] Data 0.001 (0.004) Batch 0.381 (0.386) Loss 0.1008 
[2021-06-14 17:46:00,472][root][INFO] - Epoch: [47/50][1150/1216] Data 0.001 (0.004) Batch 0.381 (0.386) Loss 0.1065 
[2021-06-14 17:46:04,297][root][INFO] - Epoch: [47/50][1160/1216] Data 0.001 (0.004) Batch 0.383 (0.386) Loss 0.1274 
[2021-06-14 17:46:08,124][root][INFO] - Epoch: [47/50][1170/1216] Data 0.001 (0.003) Batch 0.388 (0.386) Loss 0.0864 
[2021-06-14 17:46:11,960][root][INFO] - Epoch: [47/50][1180/1216] Data 0.001 (0.003) Batch 0.386 (0.386) Loss 0.1544 
[2021-06-14 17:46:15,787][root][INFO] - Epoch: [47/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1161 
[2021-06-14 17:46:19,600][root][INFO] - Epoch: [47/50][1200/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1167 
[2021-06-14 17:46:23,416][root][INFO] - Epoch: [47/50][1210/1216] Data 0.001 (0.003) Batch 0.381 (0.386) Loss 0.1538 
[2021-06-14 17:46:26,014][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 17:47:20,161][root][INFO] - Test: [680/680] 
[2021-06-14 17:47:20,491][root][INFO] - Val result: mIoU 0.6183.
[2021-06-14 17:47:20,491][root][INFO] - Class_0 Result: iou 0.7869.
[2021-06-14 17:47:20,492][root][INFO] - Class_1 Result: iou 0.8642.
[2021-06-14 17:47:20,492][root][INFO] - Class_2 Result: iou 0.5699.
[2021-06-14 17:47:20,492][root][INFO] - Class_3 Result: iou 0.7381.
[2021-06-14 17:47:20,492][root][INFO] - Class_4 Result: iou 0.6704.
[2021-06-14 17:47:20,492][root][INFO] - Class_5 Result: iou 0.6377.
[2021-06-14 17:47:20,492][root][INFO] - Class_6 Result: iou 0.6762.
[2021-06-14 17:47:20,492][root][INFO] - Class_7 Result: iou 0.6021.
[2021-06-14 17:47:20,492][root][INFO] - Class_8 Result: iou 0.4917.
[2021-06-14 17:47:20,492][root][INFO] - Class_9 Result: iou 0.5987.
[2021-06-14 17:47:20,492][root][INFO] - Class_10 Result: iou 0.3571.
[2021-06-14 17:47:20,492][root][INFO] - Class_11 Result: iou 0.4438.
[2021-06-14 17:47:20,492][root][INFO] - Class_12 Result: iou 0.5461.
[2021-06-14 17:47:20,492][root][INFO] - Class_13 Result: iou 0.5173.
[2021-06-14 17:47:20,492][root][INFO] - Class_14 Result: iou 0.6109.
[2021-06-14 17:47:20,492][root][INFO] - Class_15 Result: iou 0.5269.
[2021-06-14 17:47:20,492][root][INFO] - Class_16 Result: iou 0.8763.
[2021-06-14 17:47:20,492][root][INFO] - Class_17 Result: iou 0.6198.
[2021-06-14 17:47:20,492][root][INFO] - Class_18 Result: iou 0.8009.
[2021-06-14 17:47:20,492][root][INFO] - Class_19 Result: iou 0.4305.
[2021-06-14 17:47:20,492][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:47:28,071][root][INFO] - Epoch: [48/50][10/1216] Data 0.001 (0.306) Batch 0.391 (0.758) Loss 0.1037 
[2021-06-14 17:47:31,899][root][INFO] - Epoch: [48/50][20/1216] Data 0.001 (0.154) Batch 0.383 (0.570) Loss 0.0993 
[2021-06-14 17:47:35,733][root][INFO] - Epoch: [48/50][30/1216] Data 0.001 (0.103) Batch 0.382 (0.508) Loss 0.1167 
[2021-06-14 17:47:39,559][root][INFO] - Epoch: [48/50][40/1216] Data 0.001 (0.077) Batch 0.382 (0.477) Loss 0.1187 
[2021-06-14 17:47:43,396][root][INFO] - Epoch: [48/50][50/1216] Data 0.001 (0.062) Batch 0.388 (0.458) Loss 0.1166 
[2021-06-14 17:47:47,219][root][INFO] - Epoch: [48/50][60/1216] Data 0.001 (0.052) Batch 0.380 (0.445) Loss 0.1012 
[2021-06-14 17:47:51,044][root][INFO] - Epoch: [48/50][70/1216] Data 0.001 (0.044) Batch 0.381 (0.436) Loss 0.1283 
[2021-06-14 17:47:54,883][root][INFO] - Epoch: [48/50][80/1216] Data 0.001 (0.039) Batch 0.388 (0.430) Loss 0.1182 
[2021-06-14 17:47:58,713][root][INFO] - Epoch: [48/50][90/1216] Data 0.001 (0.035) Batch 0.383 (0.425) Loss 0.1506 
[2021-06-14 17:48:02,550][root][INFO] - Epoch: [48/50][100/1216] Data 0.001 (0.031) Batch 0.382 (0.421) Loss 0.1396 
[2021-06-14 17:48:06,383][root][INFO] - Epoch: [48/50][110/1216] Data 0.001 (0.029) Batch 0.383 (0.417) Loss 0.1668 
[2021-06-14 17:48:10,227][root][INFO] - Epoch: [48/50][120/1216] Data 0.001 (0.026) Batch 0.382 (0.414) Loss 0.1212 
[2021-06-14 17:48:14,076][root][INFO] - Epoch: [48/50][130/1216] Data 0.002 (0.024) Batch 0.384 (0.412) Loss 0.1270 
[2021-06-14 17:48:17,896][root][INFO] - Epoch: [48/50][140/1216] Data 0.001 (0.023) Batch 0.382 (0.410) Loss 0.1525 
[2021-06-14 17:48:21,725][root][INFO] - Epoch: [48/50][150/1216] Data 0.001 (0.021) Batch 0.381 (0.408) Loss 0.1164 
[2021-06-14 17:48:25,548][root][INFO] - Epoch: [48/50][160/1216] Data 0.001 (0.020) Batch 0.382 (0.407) Loss 0.1275 
[2021-06-14 17:48:29,379][root][INFO] - Epoch: [48/50][170/1216] Data 0.001 (0.019) Batch 0.382 (0.405) Loss 0.1060 
[2021-06-14 17:48:33,212][root][INFO] - Epoch: [48/50][180/1216] Data 0.001 (0.018) Batch 0.381 (0.404) Loss 0.1115 
[2021-06-14 17:48:37,045][root][INFO] - Epoch: [48/50][190/1216] Data 0.001 (0.017) Batch 0.383 (0.403) Loss 0.1657 
[2021-06-14 17:48:40,874][root][INFO] - Epoch: [48/50][200/1216] Data 0.001 (0.016) Batch 0.382 (0.402) Loss 0.1015 
[2021-06-14 17:48:44,714][root][INFO] - Epoch: [48/50][210/1216] Data 0.001 (0.015) Batch 0.383 (0.401) Loss 0.1538 
[2021-06-14 17:48:48,551][root][INFO] - Epoch: [48/50][220/1216] Data 0.001 (0.015) Batch 0.383 (0.400) Loss 0.1268 
[2021-06-14 17:48:52,409][root][INFO] - Epoch: [48/50][230/1216] Data 0.001 (0.014) Batch 0.385 (0.400) Loss 0.1488 
[2021-06-14 17:48:56,254][root][INFO] - Epoch: [48/50][240/1216] Data 0.001 (0.014) Batch 0.390 (0.399) Loss 0.1173 
[2021-06-14 17:49:00,095][root][INFO] - Epoch: [48/50][250/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.1046 
[2021-06-14 17:49:03,928][root][INFO] - Epoch: [48/50][260/1216] Data 0.001 (0.013) Batch 0.381 (0.398) Loss 0.1158 
[2021-06-14 17:49:07,766][root][INFO] - Epoch: [48/50][270/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.1071 
[2021-06-14 17:49:11,599][root][INFO] - Epoch: [48/50][280/1216] Data 0.001 (0.012) Batch 0.381 (0.397) Loss 0.1196 
[2021-06-14 17:49:15,429][root][INFO] - Epoch: [48/50][290/1216] Data 0.001 (0.011) Batch 0.381 (0.396) Loss 0.1322 
[2021-06-14 17:49:19,261][root][INFO] - Epoch: [48/50][300/1216] Data 0.001 (0.011) Batch 0.382 (0.396) Loss 0.1343 
[2021-06-14 17:49:23,104][root][INFO] - Epoch: [48/50][310/1216] Data 0.001 (0.011) Batch 0.381 (0.396) Loss 0.1344 
[2021-06-14 17:49:26,966][root][INFO] - Epoch: [48/50][320/1216] Data 0.001 (0.010) Batch 0.390 (0.395) Loss 0.1009 
[2021-06-14 17:49:30,806][root][INFO] - Epoch: [48/50][330/1216] Data 0.001 (0.010) Batch 0.382 (0.395) Loss 0.1266 
[2021-06-14 17:49:34,644][root][INFO] - Epoch: [48/50][340/1216] Data 0.001 (0.010) Batch 0.388 (0.395) Loss 0.1497 
[2021-06-14 17:49:38,475][root][INFO] - Epoch: [48/50][350/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.0975 
[2021-06-14 17:49:42,316][root][INFO] - Epoch: [48/50][360/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.0949 
[2021-06-14 17:49:46,152][root][INFO] - Epoch: [48/50][370/1216] Data 0.001 (0.009) Batch 0.383 (0.394) Loss 0.1317 
[2021-06-14 17:49:49,997][root][INFO] - Epoch: [48/50][380/1216] Data 0.001 (0.009) Batch 0.387 (0.393) Loss 0.1348 
[2021-06-14 17:49:53,829][root][INFO] - Epoch: [48/50][390/1216] Data 0.002 (0.009) Batch 0.385 (0.393) Loss 0.1385 
[2021-06-14 17:49:57,662][root][INFO] - Epoch: [48/50][400/1216] Data 0.001 (0.009) Batch 0.383 (0.393) Loss 0.1135 
[2021-06-14 17:50:01,485][root][INFO] - Epoch: [48/50][410/1216] Data 0.001 (0.008) Batch 0.380 (0.393) Loss 0.1264 
[2021-06-14 17:50:05,301][root][INFO] - Epoch: [48/50][420/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1608 
[2021-06-14 17:50:09,136][root][INFO] - Epoch: [48/50][430/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1394 
[2021-06-14 17:50:12,955][root][INFO] - Epoch: [48/50][440/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1108 
[2021-06-14 17:50:16,783][root][INFO] - Epoch: [48/50][450/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1088 
[2021-06-14 17:50:20,615][root][INFO] - Epoch: [48/50][460/1216] Data 0.001 (0.008) Batch 0.396 (0.392) Loss 0.1157 
[2021-06-14 17:50:24,435][root][INFO] - Epoch: [48/50][470/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.0988 
[2021-06-14 17:50:28,260][root][INFO] - Epoch: [48/50][480/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1437 
[2021-06-14 17:50:32,083][root][INFO] - Epoch: [48/50][490/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1182 
[2021-06-14 17:50:35,900][root][INFO] - Epoch: [48/50][500/1216] Data 0.001 (0.007) Batch 0.380 (0.391) Loss 0.1384 
[2021-06-14 17:50:39,724][root][INFO] - Epoch: [48/50][510/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1208 
[2021-06-14 17:50:43,567][root][INFO] - Epoch: [48/50][520/1216] Data 0.001 (0.007) Batch 0.388 (0.391) Loss 0.1138 
[2021-06-14 17:50:47,396][root][INFO] - Epoch: [48/50][530/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1063 
[2021-06-14 17:50:51,222][root][INFO] - Epoch: [48/50][540/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1235 
[2021-06-14 17:50:55,054][root][INFO] - Epoch: [48/50][550/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1338 
[2021-06-14 17:50:58,889][root][INFO] - Epoch: [48/50][560/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1130 
[2021-06-14 17:51:02,713][root][INFO] - Epoch: [48/50][570/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1116 
[2021-06-14 17:51:06,548][root][INFO] - Epoch: [48/50][580/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1255 
[2021-06-14 17:51:10,382][root][INFO] - Epoch: [48/50][590/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1227 
[2021-06-14 17:51:14,202][root][INFO] - Epoch: [48/50][600/1216] Data 0.001 (0.006) Batch 0.381 (0.390) Loss 0.1047 
[2021-06-14 17:51:18,034][root][INFO] - Epoch: [48/50][610/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1398 
[2021-06-14 17:51:21,874][root][INFO] - Epoch: [48/50][620/1216] Data 0.001 (0.006) Batch 0.395 (0.389) Loss 0.0977 
[2021-06-14 17:51:25,699][root][INFO] - Epoch: [48/50][630/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1117 
[2021-06-14 17:51:29,527][root][INFO] - Epoch: [48/50][640/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1195 
[2021-06-14 17:51:33,363][root][INFO] - Epoch: [48/50][650/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1313 
[2021-06-14 17:51:37,195][root][INFO] - Epoch: [48/50][660/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1209 
[2021-06-14 17:51:41,021][root][INFO] - Epoch: [48/50][670/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.0961 
[2021-06-14 17:51:44,839][root][INFO] - Epoch: [48/50][680/1216] Data 0.001 (0.005) Batch 0.381 (0.389) Loss 0.1573 
[2021-06-14 17:51:48,666][root][INFO] - Epoch: [48/50][690/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1137 
[2021-06-14 17:51:52,489][root][INFO] - Epoch: [48/50][700/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1254 
[2021-06-14 17:51:56,337][root][INFO] - Epoch: [48/50][710/1216] Data 0.002 (0.005) Batch 0.383 (0.389) Loss 0.0915 
[2021-06-14 17:52:00,173][root][INFO] - Epoch: [48/50][720/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1451 
[2021-06-14 17:52:04,012][root][INFO] - Epoch: [48/50][730/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1296 
[2021-06-14 17:52:07,831][root][INFO] - Epoch: [48/50][740/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1143 
[2021-06-14 17:52:11,650][root][INFO] - Epoch: [48/50][750/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1316 
[2021-06-14 17:52:15,481][root][INFO] - Epoch: [48/50][760/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1147 
[2021-06-14 17:52:19,303][root][INFO] - Epoch: [48/50][770/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.0953 
[2021-06-14 17:52:23,145][root][INFO] - Epoch: [48/50][780/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1364 
[2021-06-14 17:52:26,974][root][INFO] - Epoch: [48/50][790/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1142 
[2021-06-14 17:52:30,802][root][INFO] - Epoch: [48/50][800/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1340 
[2021-06-14 17:52:34,639][root][INFO] - Epoch: [48/50][810/1216] Data 0.001 (0.005) Batch 0.385 (0.388) Loss 0.1496 
[2021-06-14 17:52:38,483][root][INFO] - Epoch: [48/50][820/1216] Data 0.001 (0.005) Batch 0.386 (0.388) Loss 0.1380 
[2021-06-14 17:52:42,322][root][INFO] - Epoch: [48/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1052 
[2021-06-14 17:52:46,148][root][INFO] - Epoch: [48/50][840/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1147 
[2021-06-14 17:52:49,979][root][INFO] - Epoch: [48/50][850/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1462 
[2021-06-14 17:52:53,817][root][INFO] - Epoch: [48/50][860/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1243 
[2021-06-14 17:52:57,653][root][INFO] - Epoch: [48/50][870/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1748 
[2021-06-14 17:53:01,476][root][INFO] - Epoch: [48/50][880/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1238 
[2021-06-14 17:53:05,315][root][INFO] - Epoch: [48/50][890/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1082 
[2021-06-14 17:53:09,159][root][INFO] - Epoch: [48/50][900/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1615 
[2021-06-14 17:53:12,997][root][INFO] - Epoch: [48/50][910/1216] Data 0.001 (0.004) Batch 0.391 (0.387) Loss 0.1325 
[2021-06-14 17:53:16,830][root][INFO] - Epoch: [48/50][920/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.0991 
[2021-06-14 17:53:20,670][root][INFO] - Epoch: [48/50][930/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1042 
[2021-06-14 17:53:24,523][root][INFO] - Epoch: [48/50][940/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1598 
[2021-06-14 17:53:28,362][root][INFO] - Epoch: [48/50][950/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1118 
[2021-06-14 17:53:32,181][root][INFO] - Epoch: [48/50][960/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1293 
[2021-06-14 17:53:36,012][root][INFO] - Epoch: [48/50][970/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1166 
[2021-06-14 17:53:39,840][root][INFO] - Epoch: [48/50][980/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1332 
[2021-06-14 17:53:43,670][root][INFO] - Epoch: [48/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1214 
[2021-06-14 17:53:47,498][root][INFO] - Epoch: [48/50][1000/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.0987 
[2021-06-14 17:53:51,331][root][INFO] - Epoch: [48/50][1010/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1201 
[2021-06-14 17:53:55,175][root][INFO] - Epoch: [48/50][1020/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1304 
[2021-06-14 17:53:59,015][root][INFO] - Epoch: [48/50][1030/1216] Data 0.001 (0.004) Batch 0.384 (0.387) Loss 0.1077 
[2021-06-14 17:54:02,853][root][INFO] - Epoch: [48/50][1040/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1198 
[2021-06-14 17:54:06,698][root][INFO] - Epoch: [48/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1455 
[2021-06-14 17:54:10,534][root][INFO] - Epoch: [48/50][1060/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.1077 
[2021-06-14 17:54:14,372][root][INFO] - Epoch: [48/50][1070/1216] Data 0.001 (0.004) Batch 0.386 (0.387) Loss 0.1264 
[2021-06-14 17:54:18,217][root][INFO] - Epoch: [48/50][1080/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1087 
[2021-06-14 17:54:22,057][root][INFO] - Epoch: [48/50][1090/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1176 
[2021-06-14 17:54:25,904][root][INFO] - Epoch: [48/50][1100/1216] Data 0.001 (0.004) Batch 0.383 (0.387) Loss 0.0974 
[2021-06-14 17:54:29,756][root][INFO] - Epoch: [48/50][1110/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1502 
[2021-06-14 17:54:33,592][root][INFO] - Epoch: [48/50][1120/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1126 
[2021-06-14 17:54:37,443][root][INFO] - Epoch: [48/50][1130/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1290 
[2021-06-14 17:54:41,294][root][INFO] - Epoch: [48/50][1140/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1252 
[2021-06-14 17:54:45,132][root][INFO] - Epoch: [48/50][1150/1216] Data 0.001 (0.004) Batch 0.388 (0.387) Loss 0.1338 
[2021-06-14 17:54:48,983][root][INFO] - Epoch: [48/50][1160/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1455 
[2021-06-14 17:54:52,828][root][INFO] - Epoch: [48/50][1170/1216] Data 0.001 (0.003) Batch 0.388 (0.387) Loss 0.1343 
[2021-06-14 17:54:56,666][root][INFO] - Epoch: [48/50][1180/1216] Data 0.001 (0.003) Batch 0.383 (0.387) Loss 0.1493 
[2021-06-14 17:55:00,493][root][INFO] - Epoch: [48/50][1190/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1194 
[2021-06-14 17:55:04,311][root][INFO] - Epoch: [48/50][1200/1216] Data 0.001 (0.003) Batch 0.382 (0.387) Loss 0.1447 
[2021-06-14 17:55:08,131][root][INFO] - Epoch: [48/50][1210/1216] Data 0.001 (0.003) Batch 0.382 (0.386) Loss 0.1300 
[2021-06-14 17:55:10,711][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
[2021-06-14 17:55:12,384][root][INFO] - Test: [1/680] 
[2021-06-14 17:55:12,717][root][INFO] - Test: [2/680] 
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[2021-06-14 17:55:14,305][root][INFO] - Test: [15/680] 
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[2021-06-14 17:55:14,522][root][INFO] - Test: [17/680] 
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[2021-06-14 17:55:59,768][root][INFO] - Test: [611/680] 
[2021-06-14 17:55:59,837][root][INFO] - Test: [612/680] 
[2021-06-14 17:55:59,912][root][INFO] - Test: [613/680] 
[2021-06-14 17:55:59,985][root][INFO] - Test: [614/680] 
[2021-06-14 17:56:00,067][root][INFO] - Test: [615/680] 
[2021-06-14 17:56:00,136][root][INFO] - Test: [616/680] 
[2021-06-14 17:56:00,236][root][INFO] - Test: [617/680] 
[2021-06-14 17:56:00,303][root][INFO] - Test: [618/680] 
[2021-06-14 17:56:00,391][root][INFO] - Test: [619/680] 
[2021-06-14 17:56:00,457][root][INFO] - Test: [620/680] 
[2021-06-14 17:56:00,525][root][INFO] - Test: [621/680] 
[2021-06-14 17:56:00,597][root][INFO] - Test: [622/680] 
[2021-06-14 17:56:00,672][root][INFO] - Test: [623/680] 
[2021-06-14 17:56:00,749][root][INFO] - Test: [624/680] 
[2021-06-14 17:56:00,843][root][INFO] - Test: [625/680] 
[2021-06-14 17:56:00,918][root][INFO] - Test: [626/680] 
[2021-06-14 17:56:00,990][root][INFO] - Test: [627/680] 
[2021-06-14 17:56:01,067][root][INFO] - Test: [628/680] 
[2021-06-14 17:56:01,137][root][INFO] - Test: [629/680] 
[2021-06-14 17:56:01,207][root][INFO] - Test: [630/680] 
[2021-06-14 17:56:01,295][root][INFO] - Test: [631/680] 
[2021-06-14 17:56:01,370][root][INFO] - Test: [632/680] 
[2021-06-14 17:56:01,444][root][INFO] - Test: [633/680] 
[2021-06-14 17:56:01,516][root][INFO] - Test: [634/680] 
[2021-06-14 17:56:01,600][root][INFO] - Test: [635/680] 
[2021-06-14 17:56:01,675][root][INFO] - Test: [636/680] 
[2021-06-14 17:56:01,745][root][INFO] - Test: [637/680] 
[2021-06-14 17:56:01,817][root][INFO] - Test: [638/680] 
[2021-06-14 17:56:01,886][root][INFO] - Test: [639/680] 
[2021-06-14 17:56:01,963][root][INFO] - Test: [640/680] 
[2021-06-14 17:56:02,041][root][INFO] - Test: [641/680] 
[2021-06-14 17:56:02,111][root][INFO] - Test: [642/680] 
[2021-06-14 17:56:02,185][root][INFO] - Test: [643/680] 
[2021-06-14 17:56:02,256][root][INFO] - Test: [644/680] 
[2021-06-14 17:56:02,324][root][INFO] - Test: [645/680] 
[2021-06-14 17:56:02,424][root][INFO] - Test: [646/680] 
[2021-06-14 17:56:02,507][root][INFO] - Test: [647/680] 
[2021-06-14 17:56:02,589][root][INFO] - Test: [648/680] 
[2021-06-14 17:56:02,659][root][INFO] - Test: [649/680] 
[2021-06-14 17:56:02,731][root][INFO] - Test: [650/680] 
[2021-06-14 17:56:02,797][root][INFO] - Test: [651/680] 
[2021-06-14 17:56:02,864][root][INFO] - Test: [652/680] 
[2021-06-14 17:56:02,930][root][INFO] - Test: [653/680] 
[2021-06-14 17:56:02,996][root][INFO] - Test: [654/680] 
[2021-06-14 17:56:03,063][root][INFO] - Test: [655/680] 
[2021-06-14 17:56:03,129][root][INFO] - Test: [656/680] 
[2021-06-14 17:56:03,195][root][INFO] - Test: [657/680] 
[2021-06-14 17:56:03,262][root][INFO] - Test: [658/680] 
[2021-06-14 17:56:03,328][root][INFO] - Test: [659/680] 
[2021-06-14 17:56:03,398][root][INFO] - Test: [660/680] 
[2021-06-14 17:56:03,464][root][INFO] - Test: [661/680] 
[2021-06-14 17:56:03,531][root][INFO] - Test: [662/680] 
[2021-06-14 17:56:03,598][root][INFO] - Test: [663/680] 
[2021-06-14 17:56:03,668][root][INFO] - Test: [664/680] 
[2021-06-14 17:56:03,734][root][INFO] - Test: [665/680] 
[2021-06-14 17:56:03,801][root][INFO] - Test: [666/680] 
[2021-06-14 17:56:03,867][root][INFO] - Test: [667/680] 
[2021-06-14 17:56:03,934][root][INFO] - Test: [668/680] 
[2021-06-14 17:56:04,000][root][INFO] - Test: [669/680] 
[2021-06-14 17:56:04,066][root][INFO] - Test: [670/680] 
[2021-06-14 17:56:04,132][root][INFO] - Test: [671/680] 
[2021-06-14 17:56:04,198][root][INFO] - Test: [672/680] 
[2021-06-14 17:56:04,264][root][INFO] - Test: [673/680] 
[2021-06-14 17:56:04,331][root][INFO] - Test: [674/680] 
[2021-06-14 17:56:04,397][root][INFO] - Test: [675/680] 
[2021-06-14 17:56:04,463][root][INFO] - Test: [676/680] 
[2021-06-14 17:56:04,530][root][INFO] - Test: [677/680] 
[2021-06-14 17:56:04,596][root][INFO] - Test: [678/680] 
[2021-06-14 17:56:04,662][root][INFO] - Test: [679/680] 
[2021-06-14 17:56:04,700][root][INFO] - Test: [680/680] 
[2021-06-14 17:56:04,982][root][INFO] - Val result: mIoU 0.6186.
[2021-06-14 17:56:04,982][root][INFO] - Class_0 Result: iou 0.7886.
[2021-06-14 17:56:04,983][root][INFO] - Class_1 Result: iou 0.8621.
[2021-06-14 17:56:04,983][root][INFO] - Class_2 Result: iou 0.5752.
[2021-06-14 17:56:04,983][root][INFO] - Class_3 Result: iou 0.7363.
[2021-06-14 17:56:04,984][root][INFO] - Class_4 Result: iou 0.6744.
[2021-06-14 17:56:04,984][root][INFO] - Class_5 Result: iou 0.6384.
[2021-06-14 17:56:04,984][root][INFO] - Class_6 Result: iou 0.6743.
[2021-06-14 17:56:04,984][root][INFO] - Class_7 Result: iou 0.5992.
[2021-06-14 17:56:04,985][root][INFO] - Class_8 Result: iou 0.4979.
[2021-06-14 17:56:04,985][root][INFO] - Class_9 Result: iou 0.6012.
[2021-06-14 17:56:04,985][root][INFO] - Class_10 Result: iou 0.3588.
[2021-06-14 17:56:04,985][root][INFO] - Class_11 Result: iou 0.4509.
[2021-06-14 17:56:04,985][root][INFO] - Class_12 Result: iou 0.5434.
[2021-06-14 17:56:04,986][root][INFO] - Class_13 Result: iou 0.5116.
[2021-06-14 17:56:04,986][root][INFO] - Class_14 Result: iou 0.6190.
[2021-06-14 17:56:04,987][root][INFO] - Class_15 Result: iou 0.5231.
[2021-06-14 17:56:04,987][root][INFO] - Class_16 Result: iou 0.8756.
[2021-06-14 17:56:04,987][root][INFO] - Class_17 Result: iou 0.6153.
[2021-06-14 17:56:04,988][root][INFO] - Class_18 Result: iou 0.7987.
[2021-06-14 17:56:04,988][root][INFO] - Class_19 Result: iou 0.4283.
[2021-06-14 17:56:04,988][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 17:56:12,891][root][INFO] - Epoch: [49/50][10/1216] Data 0.001 (0.356) Batch 0.381 (0.790) Loss 0.1314 
[2021-06-14 17:56:16,718][root][INFO] - Epoch: [49/50][20/1216] Data 0.001 (0.178) Batch 0.382 (0.586) Loss 0.1455 
[2021-06-14 17:56:20,545][root][INFO] - Epoch: [49/50][30/1216] Data 0.001 (0.119) Batch 0.382 (0.518) Loss 0.1225 
[2021-06-14 17:56:24,403][root][INFO] - Epoch: [49/50][40/1216] Data 0.001 (0.090) Batch 0.389 (0.485) Loss 0.1089 
[2021-06-14 17:56:28,239][root][INFO] - Epoch: [49/50][50/1216] Data 0.001 (0.072) Batch 0.383 (0.465) Loss 0.1375 
[2021-06-14 17:56:32,104][root][INFO] - Epoch: [49/50][60/1216] Data 0.001 (0.060) Batch 0.385 (0.452) Loss 0.1036 
[2021-06-14 17:56:35,941][root][INFO] - Epoch: [49/50][70/1216] Data 0.001 (0.052) Batch 0.384 (0.442) Loss 0.1064 
[2021-06-14 17:56:39,787][root][INFO] - Epoch: [49/50][80/1216] Data 0.001 (0.045) Batch 0.388 (0.435) Loss 0.0952 
[2021-06-14 17:56:43,637][root][INFO] - Epoch: [49/50][90/1216] Data 0.002 (0.040) Batch 0.385 (0.429) Loss 0.1017 
[2021-06-14 17:56:47,471][root][INFO] - Epoch: [49/50][100/1216] Data 0.001 (0.036) Batch 0.383 (0.425) Loss 0.1075 
[2021-06-14 17:56:51,304][root][INFO] - Epoch: [49/50][110/1216] Data 0.001 (0.033) Batch 0.382 (0.421) Loss 0.1283 
[2021-06-14 17:56:55,135][root][INFO] - Epoch: [49/50][120/1216] Data 0.001 (0.031) Batch 0.382 (0.418) Loss 0.1162 
[2021-06-14 17:56:58,963][root][INFO] - Epoch: [49/50][130/1216] Data 0.001 (0.028) Batch 0.382 (0.415) Loss 0.0947 
[2021-06-14 17:57:02,800][root][INFO] - Epoch: [49/50][140/1216] Data 0.001 (0.026) Batch 0.386 (0.413) Loss 0.1290 
[2021-06-14 17:57:06,660][root][INFO] - Epoch: [49/50][150/1216] Data 0.001 (0.025) Batch 0.384 (0.411) Loss 0.1193 
[2021-06-14 17:57:10,509][root][INFO] - Epoch: [49/50][160/1216] Data 0.001 (0.023) Batch 0.383 (0.409) Loss 0.1155 
[2021-06-14 17:57:14,357][root][INFO] - Epoch: [49/50][170/1216] Data 0.001 (0.022) Batch 0.384 (0.408) Loss 0.1329 
[2021-06-14 17:57:18,194][root][INFO] - Epoch: [49/50][180/1216] Data 0.001 (0.021) Batch 0.384 (0.407) Loss 0.1311 
[2021-06-14 17:57:22,031][root][INFO] - Epoch: [49/50][190/1216] Data 0.001 (0.020) Batch 0.383 (0.405) Loss 0.0856 
[2021-06-14 17:57:25,867][root][INFO] - Epoch: [49/50][200/1216] Data 0.001 (0.019) Batch 0.384 (0.404) Loss 0.1387 
[2021-06-14 17:57:29,712][root][INFO] - Epoch: [49/50][210/1216] Data 0.001 (0.018) Batch 0.389 (0.403) Loss 0.1076 
[2021-06-14 17:57:33,551][root][INFO] - Epoch: [49/50][220/1216] Data 0.001 (0.017) Batch 0.383 (0.403) Loss 0.1036 
[2021-06-14 17:57:37,399][root][INFO] - Epoch: [49/50][230/1216] Data 0.001 (0.016) Batch 0.382 (0.402) Loss 0.1143 
[2021-06-14 17:57:41,234][root][INFO] - Epoch: [49/50][240/1216] Data 0.001 (0.016) Batch 0.384 (0.401) Loss 0.1173 
[2021-06-14 17:57:45,074][root][INFO] - Epoch: [49/50][250/1216] Data 0.001 (0.015) Batch 0.387 (0.400) Loss 0.1328 
[2021-06-14 17:57:48,943][root][INFO] - Epoch: [49/50][260/1216] Data 0.001 (0.015) Batch 0.388 (0.400) Loss 0.1282 
[2021-06-14 17:57:52,783][root][INFO] - Epoch: [49/50][270/1216] Data 0.001 (0.014) Batch 0.384 (0.399) Loss 0.0905 
[2021-06-14 17:57:56,626][root][INFO] - Epoch: [49/50][280/1216] Data 0.001 (0.014) Batch 0.383 (0.399) Loss 0.1325 
[2021-06-14 17:58:00,477][root][INFO] - Epoch: [49/50][290/1216] Data 0.001 (0.013) Batch 0.382 (0.398) Loss 0.1292 
[2021-06-14 17:58:04,316][root][INFO] - Epoch: [49/50][300/1216] Data 0.001 (0.013) Batch 0.383 (0.398) Loss 0.1306 
[2021-06-14 17:58:08,153][root][INFO] - Epoch: [49/50][310/1216] Data 0.001 (0.012) Batch 0.382 (0.397) Loss 0.0955 
[2021-06-14 17:58:11,991][root][INFO] - Epoch: [49/50][320/1216] Data 0.001 (0.012) Batch 0.383 (0.397) Loss 0.1158 
[2021-06-14 17:58:15,831][root][INFO] - Epoch: [49/50][330/1216] Data 0.001 (0.012) Batch 0.383 (0.396) Loss 0.1379 
[2021-06-14 17:58:19,675][root][INFO] - Epoch: [49/50][340/1216] Data 0.001 (0.011) Batch 0.384 (0.396) Loss 0.1402 
[2021-06-14 17:58:23,513][root][INFO] - Epoch: [49/50][350/1216] Data 0.001 (0.011) Batch 0.383 (0.396) Loss 0.1095 
[2021-06-14 17:58:27,358][root][INFO] - Epoch: [49/50][360/1216] Data 0.001 (0.011) Batch 0.388 (0.395) Loss 0.1206 
[2021-06-14 17:58:31,206][root][INFO] - Epoch: [49/50][370/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.1242 
[2021-06-14 17:58:35,071][root][INFO] - Epoch: [49/50][380/1216] Data 0.001 (0.010) Batch 0.399 (0.395) Loss 0.0864 
[2021-06-14 17:58:38,918][root][INFO] - Epoch: [49/50][390/1216] Data 0.001 (0.010) Batch 0.383 (0.395) Loss 0.1250 
[2021-06-14 17:58:42,771][root][INFO] - Epoch: [49/50][400/1216] Data 0.001 (0.010) Batch 0.383 (0.394) Loss 0.1438 
[2021-06-14 17:58:46,613][root][INFO] - Epoch: [49/50][410/1216] Data 0.001 (0.010) Batch 0.386 (0.394) Loss 0.1172 
[2021-06-14 17:58:50,448][root][INFO] - Epoch: [49/50][420/1216] Data 0.001 (0.009) Batch 0.384 (0.394) Loss 0.1121 
[2021-06-14 17:58:54,280][root][INFO] - Epoch: [49/50][430/1216] Data 0.001 (0.009) Batch 0.382 (0.394) Loss 0.1120 
[2021-06-14 17:58:58,115][root][INFO] - Epoch: [49/50][440/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.1133 
[2021-06-14 17:59:01,959][root][INFO] - Epoch: [49/50][450/1216] Data 0.001 (0.009) Batch 0.386 (0.393) Loss 0.1308 
[2021-06-14 17:59:05,795][root][INFO] - Epoch: [49/50][460/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.1376 
[2021-06-14 17:59:09,665][root][INFO] - Epoch: [49/50][470/1216] Data 0.001 (0.008) Batch 0.384 (0.393) Loss 0.1150 
[2021-06-14 17:59:13,501][root][INFO] - Epoch: [49/50][480/1216] Data 0.001 (0.008) Batch 0.383 (0.393) Loss 0.1094 
[2021-06-14 17:59:17,342][root][INFO] - Epoch: [49/50][490/1216] Data 0.001 (0.008) Batch 0.385 (0.393) Loss 0.1174 
[2021-06-14 17:59:21,168][root][INFO] - Epoch: [49/50][500/1216] Data 0.001 (0.008) Batch 0.381 (0.392) Loss 0.1211 
[2021-06-14 17:59:24,994][root][INFO] - Epoch: [49/50][510/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.1055 
[2021-06-14 17:59:28,820][root][INFO] - Epoch: [49/50][520/1216] Data 0.001 (0.008) Batch 0.382 (0.392) Loss 0.1323 
[2021-06-14 17:59:32,659][root][INFO] - Epoch: [49/50][530/1216] Data 0.001 (0.008) Batch 0.385 (0.392) Loss 0.1432 
[2021-06-14 17:59:36,497][root][INFO] - Epoch: [49/50][540/1216] Data 0.001 (0.007) Batch 0.387 (0.392) Loss 0.1416 
[2021-06-14 17:59:40,322][root][INFO] - Epoch: [49/50][550/1216] Data 0.001 (0.007) Batch 0.384 (0.392) Loss 0.1290 
[2021-06-14 17:59:44,160][root][INFO] - Epoch: [49/50][560/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1286 
[2021-06-14 17:59:48,014][root][INFO] - Epoch: [49/50][570/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1025 
[2021-06-14 17:59:51,864][root][INFO] - Epoch: [49/50][580/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.1505 
[2021-06-14 17:59:55,697][root][INFO] - Epoch: [49/50][590/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1282 
[2021-06-14 17:59:59,536][root][INFO] - Epoch: [49/50][600/1216] Data 0.001 (0.007) Batch 0.382 (0.391) Loss 0.1468 
[2021-06-14 18:00:03,361][root][INFO] - Epoch: [49/50][610/1216] Data 0.001 (0.007) Batch 0.383 (0.391) Loss 0.0908 
[2021-06-14 18:00:07,210][root][INFO] - Epoch: [49/50][620/1216] Data 0.001 (0.007) Batch 0.384 (0.391) Loss 0.1057 
[2021-06-14 18:00:11,052][root][INFO] - Epoch: [49/50][630/1216] Data 0.001 (0.007) Batch 0.385 (0.391) Loss 0.1196 
[2021-06-14 18:00:14,918][root][INFO] - Epoch: [49/50][640/1216] Data 0.001 (0.006) Batch 0.389 (0.391) Loss 0.1092 
[2021-06-14 18:00:18,754][root][INFO] - Epoch: [49/50][650/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1373 
[2021-06-14 18:00:22,581][root][INFO] - Epoch: [49/50][660/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1245 
[2021-06-14 18:00:26,430][root][INFO] - Epoch: [49/50][670/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.0984 
[2021-06-14 18:00:30,264][root][INFO] - Epoch: [49/50][680/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.0944 
[2021-06-14 18:00:34,106][root][INFO] - Epoch: [49/50][690/1216] Data 0.001 (0.006) Batch 0.389 (0.390) Loss 0.1315 
[2021-06-14 18:00:37,956][root][INFO] - Epoch: [49/50][700/1216] Data 0.001 (0.006) Batch 0.382 (0.390) Loss 0.1388 
[2021-06-14 18:00:41,809][root][INFO] - Epoch: [49/50][710/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1446 
[2021-06-14 18:00:45,645][root][INFO] - Epoch: [49/50][720/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1275 
[2021-06-14 18:00:49,469][root][INFO] - Epoch: [49/50][730/1216] Data 0.001 (0.006) Batch 0.385 (0.390) Loss 0.1851 
[2021-06-14 18:00:53,309][root][INFO] - Epoch: [49/50][740/1216] Data 0.001 (0.006) Batch 0.383 (0.390) Loss 0.1162 
[2021-06-14 18:00:57,139][root][INFO] - Epoch: [49/50][750/1216] Data 0.001 (0.006) Batch 0.384 (0.390) Loss 0.1390 
[2021-06-14 18:01:00,970][root][INFO] - Epoch: [49/50][760/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1174 
[2021-06-14 18:01:04,801][root][INFO] - Epoch: [49/50][770/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1402 
[2021-06-14 18:01:08,649][root][INFO] - Epoch: [49/50][780/1216] Data 0.001 (0.005) Batch 0.385 (0.389) Loss 0.1405 
[2021-06-14 18:01:12,491][root][INFO] - Epoch: [49/50][790/1216] Data 0.001 (0.005) Batch 0.386 (0.389) Loss 0.1482 
[2021-06-14 18:01:16,316][root][INFO] - Epoch: [49/50][800/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1216 
[2021-06-14 18:01:20,159][root][INFO] - Epoch: [49/50][810/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1036 
[2021-06-14 18:01:24,012][root][INFO] - Epoch: [49/50][820/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1344 
[2021-06-14 18:01:27,873][root][INFO] - Epoch: [49/50][830/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1451 
[2021-06-14 18:01:31,726][root][INFO] - Epoch: [49/50][840/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1212 
[2021-06-14 18:01:35,560][root][INFO] - Epoch: [49/50][850/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1271 
[2021-06-14 18:01:39,420][root][INFO] - Epoch: [49/50][860/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.1437 
[2021-06-14 18:01:43,278][root][INFO] - Epoch: [49/50][870/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1179 
[2021-06-14 18:01:47,108][root][INFO] - Epoch: [49/50][880/1216] Data 0.001 (0.005) Batch 0.384 (0.389) Loss 0.0950 
[2021-06-14 18:01:50,941][root][INFO] - Epoch: [49/50][890/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1271 
[2021-06-14 18:01:54,779][root][INFO] - Epoch: [49/50][900/1216] Data 0.001 (0.005) Batch 0.383 (0.389) Loss 0.1209 
[2021-06-14 18:01:58,618][root][INFO] - Epoch: [49/50][910/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1364 
[2021-06-14 18:02:02,454][root][INFO] - Epoch: [49/50][920/1216] Data 0.001 (0.005) Batch 0.382 (0.389) Loss 0.1301 
[2021-06-14 18:02:06,295][root][INFO] - Epoch: [49/50][930/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1294 
[2021-06-14 18:02:10,127][root][INFO] - Epoch: [49/50][940/1216] Data 0.001 (0.005) Batch 0.383 (0.388) Loss 0.1072 
[2021-06-14 18:02:13,955][root][INFO] - Epoch: [49/50][950/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1221 
[2021-06-14 18:02:17,776][root][INFO] - Epoch: [49/50][960/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1594 
[2021-06-14 18:02:21,609][root][INFO] - Epoch: [49/50][970/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1123 
[2021-06-14 18:02:25,437][root][INFO] - Epoch: [49/50][980/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1272 
[2021-06-14 18:02:29,267][root][INFO] - Epoch: [49/50][990/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1133 
[2021-06-14 18:02:33,084][root][INFO] - Epoch: [49/50][1000/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1487 
[2021-06-14 18:02:36,918][root][INFO] - Epoch: [49/50][1010/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1550 
[2021-06-14 18:02:40,750][root][INFO] - Epoch: [49/50][1020/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1290 
[2021-06-14 18:02:44,587][root][INFO] - Epoch: [49/50][1030/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1121 
[2021-06-14 18:02:48,423][root][INFO] - Epoch: [49/50][1040/1216] Data 0.001 (0.004) Batch 0.386 (0.388) Loss 0.1274 
[2021-06-14 18:02:52,264][root][INFO] - Epoch: [49/50][1050/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1370 
[2021-06-14 18:02:56,094][root][INFO] - Epoch: [49/50][1060/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1504 
[2021-06-14 18:02:59,930][root][INFO] - Epoch: [49/50][1070/1216] Data 0.001 (0.004) Batch 0.385 (0.388) Loss 0.1332 
[2021-06-14 18:03:03,765][root][INFO] - Epoch: [49/50][1080/1216] Data 0.001 (0.004) Batch 0.382 (0.388) Loss 0.1734 
[2021-06-14 18:03:07,604][root][INFO] - Epoch: [49/50][1090/1216] Data 0.001 (0.004) Batch 0.389 (0.388) Loss 0.1498 
[2021-06-14 18:03:11,433][root][INFO] - Epoch: [49/50][1100/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1026 
[2021-06-14 18:03:15,268][root][INFO] - Epoch: [49/50][1110/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1327 
[2021-06-14 18:03:19,103][root][INFO] - Epoch: [49/50][1120/1216] Data 0.001 (0.004) Batch 0.381 (0.388) Loss 0.1204 
[2021-06-14 18:03:22,947][root][INFO] - Epoch: [49/50][1130/1216] Data 0.001 (0.004) Batch 0.384 (0.388) Loss 0.1097 
[2021-06-14 18:03:26,795][root][INFO] - Epoch: [49/50][1140/1216] Data 0.001 (0.004) Batch 0.388 (0.388) Loss 0.1085 
[2021-06-14 18:03:30,634][root][INFO] - Epoch: [49/50][1150/1216] Data 0.001 (0.004) Batch 0.383 (0.388) Loss 0.1219 
[2021-06-14 18:03:34,461][root][INFO] - Epoch: [49/50][1160/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1462 
[2021-06-14 18:03:38,297][root][INFO] - Epoch: [49/50][1170/1216] Data 0.001 (0.004) Batch 0.385 (0.387) Loss 0.1160 
[2021-06-14 18:03:42,138][root][INFO] - Epoch: [49/50][1180/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1561 
[2021-06-14 18:03:45,975][root][INFO] - Epoch: [49/50][1190/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1088 
[2021-06-14 18:03:49,792][root][INFO] - Epoch: [49/50][1200/1216] Data 0.001 (0.004) Batch 0.381 (0.387) Loss 0.1312 
[2021-06-14 18:03:53,615][root][INFO] - Epoch: [49/50][1210/1216] Data 0.001 (0.004) Batch 0.382 (0.387) Loss 0.1031 
[2021-06-14 18:03:56,184][root][INFO] - >>>>>>>>>>>>>>>> Start Evaluation >>>>>>>>>>>>>>>>
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[2021-06-14 18:04:50,496][root][INFO] - Val result: mIoU 0.6168.
[2021-06-14 18:04:50,496][root][INFO] - Class_0 Result: iou 0.7890.
[2021-06-14 18:04:50,496][root][INFO] - Class_1 Result: iou 0.8634.
[2021-06-14 18:04:50,497][root][INFO] - Class_2 Result: iou 0.5692.
[2021-06-14 18:04:50,497][root][INFO] - Class_3 Result: iou 0.7382.
[2021-06-14 18:04:50,497][root][INFO] - Class_4 Result: iou 0.6677.
[2021-06-14 18:04:50,497][root][INFO] - Class_5 Result: iou 0.6292.
[2021-06-14 18:04:50,497][root][INFO] - Class_6 Result: iou 0.6740.
[2021-06-14 18:04:50,497][root][INFO] - Class_7 Result: iou 0.6025.
[2021-06-14 18:04:50,497][root][INFO] - Class_8 Result: iou 0.4989.
[2021-06-14 18:04:50,497][root][INFO] - Class_9 Result: iou 0.5931.
[2021-06-14 18:04:50,497][root][INFO] - Class_10 Result: iou 0.3603.
[2021-06-14 18:04:50,497][root][INFO] - Class_11 Result: iou 0.4515.
[2021-06-14 18:04:50,497][root][INFO] - Class_12 Result: iou 0.5422.
[2021-06-14 18:04:50,497][root][INFO] - Class_13 Result: iou 0.5100.
[2021-06-14 18:04:50,497][root][INFO] - Class_14 Result: iou 0.6167.
[2021-06-14 18:04:50,497][root][INFO] - Class_15 Result: iou 0.5143.
[2021-06-14 18:04:50,497][root][INFO] - Class_16 Result: iou 0.8773.
[2021-06-14 18:04:50,497][root][INFO] - Class_17 Result: iou 0.6180.
[2021-06-14 18:04:50,497][root][INFO] - Class_18 Result: iou 0.7960.
[2021-06-14 18:04:50,497][root][INFO] - Class_19 Result: iou 0.4253.
[2021-06-14 18:04:50,497][root][INFO] - <<<<<<<<<<<<<<<<< End Evaluation <<<<<<<<<<<<<<<<<
[2021-06-14 18:04:59,095][root][INFO] - Epoch: [50/50][10/1216] Data 0.001 (0.430) Batch 0.382 (0.859) Loss 0.1168 
[2021-06-14 18:05:02,921][root][INFO] - Epoch: [50/50][20/1216] Data 0.001 (0.216) Batch 0.381 (0.621) Loss 0.1123 
[2021-06-14 18:05:06,747][root][INFO] - Epoch: [50/50][30/1216] Data 0.001 (0.144) Batch 0.381 (0.542) Loss 0.1181 
[2021-06-14 18:05:10,579][root][INFO] - Epoch: [50/50][40/1216] Data 0.001 (0.108) Batch 0.382 (0.502) Loss 0.1129 
[2021-06-14 18:05:14,411][root][INFO] - Epoch: [50/50][50/1216] Data 0.001 (0.087) Batch 0.385 (0.478) Loss 0.1317 
[2021-06-14 18:05:18,240][root][INFO] - Epoch: [50/50][60/1216] Data 0.001 (0.072) Batch 0.381 (0.462) Loss 0.1173 
[2021-06-14 18:05:22,068][root][INFO] - Epoch: [50/50][70/1216] Data 0.001 (0.062) Batch 0.381 (0.451) Loss 0.1085 
[2021-06-14 18:05:25,902][root][INFO] - Epoch: [50/50][80/1216] Data 0.001 (0.055) Batch 0.383 (0.443) Loss 0.1752 
[2021-06-14 18:05:29,743][root][INFO] - Epoch: [50/50][90/1216] Data 0.001 (0.049) Batch 0.385 (0.436) Loss 0.1507 
[2021-06-14 18:05:33,580][root][INFO] - Epoch: [50/50][100/1216] Data 0.001 (0.044) Batch 0.382 (0.431) Loss 0.0947 
[2021-06-14 18:05:37,415][root][INFO] - Epoch: [50/50][110/1216] Data 0.001 (0.040) Batch 0.381 (0.426) Loss 0.1248 
[2021-06-14 18:05:41,253][root][INFO] - Epoch: [50/50][120/1216] Data 0.001 (0.037) Batch 0.387 (0.423) Loss 0.1129 
[2021-06-14 18:05:45,092][root][INFO] - Epoch: [50/50][130/1216] Data 0.001 (0.034) Batch 0.383 (0.420) Loss 0.1576 
[2021-06-14 18:05:48,933][root][INFO] - Epoch: [50/50][140/1216] Data 0.001 (0.032) Batch 0.383 (0.417) Loss 0.1303 
[2021-06-14 18:05:52,768][root][INFO] - Epoch: [50/50][150/1216] Data 0.001 (0.030) Batch 0.381 (0.415) Loss 0.1187 
[2021-06-14 18:05:56,595][root][INFO] - Epoch: [50/50][160/1216] Data 0.001 (0.028) Batch 0.383 (0.413) Loss 0.0813 
[2021-06-14 18:06:00,434][root][INFO] - Epoch: [50/50][170/1216] Data 0.001 (0.026) Batch 0.382 (0.411) Loss 0.1235 
[2021-06-14 18:06:04,264][root][INFO] - Epoch: [50/50][180/1216] Data 0.001 (0.025) Batch 0.383 (0.410) Loss 0.1115 
[2021-06-14 18:06:08,093][root][INFO] - Epoch: [50/50][190/1216] Data 0.001 (0.023) Batch 0.382 (0.408) Loss 0.1243 
[2021-06-14 18:06:11,931][root][INFO] - Epoch: [50/50][200/1216] Data 0.001 (0.022) Batch 0.385 (0.407) Loss 0.1436 
[2021-06-14 18:06:15,772][root][INFO] - Epoch: [50/50][210/1216] Data 0.001 (0.021) Batch 0.382 (0.406) Loss 0.1463 
[2021-06-14 18:06:19,596][root][INFO] - Epoch: [50/50][220/1216] Data 0.001 (0.020) Batch 0.383 (0.405) Loss 0.1322 
[2021-06-14 18:06:23,420][root][INFO] - Epoch: [50/50][230/1216] Data 0.001 (0.020) Batch 0.381 (0.404) Loss 0.1540 
[2021-06-14 18:06:27,247][root][INFO] - Epoch: [50/50][240/1216] Data 0.001 (0.019) Batch 0.382 (0.403) Loss 0.1319 
[2021-06-14 18:06:31,088][root][INFO] - Epoch: [50/50][250/1216] Data 0.001 (0.018) Batch 0.383 (0.402) Loss 0.1143 
[2021-06-14 18:06:34,920][root][INFO] - Epoch: [50/50][260/1216] Data 0.001 (0.017) Batch 0.384 (0.402) Loss 0.1146 
[2021-06-14 18:06:38,750][root][INFO] - Epoch: [50/50][270/1216] Data 0.001 (0.017) Batch 0.382 (0.401) Loss 0.0958 
[2021-06-14 18:06:42,590][root][INFO] - Epoch: [50/50][280/1216] Data 0.001 (0.016) Batch 0.384 (0.400) Loss 0.1068 
[2021-06-14 18:06:46,424][root][INFO] - Epoch: [50/50][290/1216] Data 0.001 (0.016) Batch 0.382 (0.400) Loss 0.1234 
[2021-06-14 18:06:50,257][root][INFO] - Epoch: [50/50][300/1216] Data 0.001 (0.015) Batch 0.383 (0.399) Loss 0.1021 
[2021-06-14 18:06:54,089][root][INFO] - Epoch: [50/50][310/1216] Data 0.001 (0.015) Batch 0.388 (0.399) Loss 0.1255 
[2021-06-14 18:06:57,923][root][INFO] - Epoch: [50/50][320/1216] Data 0.001 (0.014) Batch 0.382 (0.398) Loss 0.1231 
[2021-06-14 18:07:01,757][root][INFO] - Epoch: [50/50][330/1216] Data 0.001 (0.014) Batch 0.384 (0.398) Loss 0.1119 
[2021-06-14 18:07:05,584][root][INFO] - Epoch: [50/50][340/1216] Data 0.001 (0.013) Batch 0.380 (0.397) Loss 0.1147 
[2021-06-14 18:07:09,410][root][INFO] - Epoch: [50/50][350/1216] Data 0.001 (0.013) Batch 0.381 (0.397) Loss 0.1386 
[2021-06-14 18:07:13,247][root][INFO] - Epoch: [50/50][360/1216] Data 0.001 (0.013) Batch 0.388 (0.397) Loss 0.1769 
[2021-06-14 18:07:17,070][root][INFO] - Epoch: [50/50][370/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.0908 
[2021-06-14 18:07:20,905][root][INFO] - Epoch: [50/50][380/1216] Data 0.001 (0.012) Batch 0.382 (0.396) Loss 0.1159 
[2021-06-14 18:07:24,728][root][INFO] - Epoch: [50/50][390/1216] Data 0.001 (0.012) Batch 0.381 (0.395) Loss 0.1401 
[2021-06-14 18:07:28,563][root][INFO] - Epoch: [50/50][400/1216] Data 0.001 (0.012) Batch 0.388 (0.395) Loss 0.1261 
[2021-06-14 18:07:32,390][root][INFO] - Epoch: [50/50][410/1216] Data 0.001 (0.011) Batch 0.383 (0.395) Loss 0.1120 
[2021-06-14 18:07:36,222][root][INFO] - Epoch: [50/50][420/1216] Data 0.001 (0.011) Batch 0.381 (0.395) Loss 0.1004 
[2021-06-14 18:07:40,064][root][INFO] - Epoch: [50/50][430/1216] Data 0.001 (0.011) Batch 0.382 (0.394) Loss 0.1354 
[2021-06-14 18:07:43,946][root][INFO] - Epoch: [50/50][440/1216] Data 0.002 (0.011) Batch 0.388 (0.394) Loss 0.1490 
[2021-06-14 18:07:47,771][root][INFO] - Epoch: [50/50][450/1216] Data 0.001 (0.010) Batch 0.382 (0.394) Loss 0.1311 
[2021-06-14 18:07:51,595][root][INFO] - Epoch: [50/50][460/1216] Data 0.001 (0.010) Batch 0.386 (0.394) Loss 0.1400 
[2021-06-14 18:07:55,421][root][INFO] - Epoch: [50/50][470/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1473 
[2021-06-14 18:07:59,251][root][INFO] - Epoch: [50/50][480/1216] Data 0.001 (0.010) Batch 0.381 (0.393) Loss 0.1175 
[2021-06-14 18:08:03,086][root][INFO] - Epoch: [50/50][490/1216] Data 0.001 (0.010) Batch 0.382 (0.393) Loss 0.1026 
[2021-06-14 18:08:06,912][root][INFO] - Epoch: [50/50][500/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.1641 
[2021-06-14 18:08:10,735][root][INFO] - Epoch: [50/50][510/1216] Data 0.001 (0.009) Batch 0.381 (0.393) Loss 0.1173 
[2021-06-14 18:08:14,556][root][INFO] - Epoch: [50/50][520/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1232 
[2021-06-14 18:08:18,385][root][INFO] - Epoch: [50/50][530/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1227 
[2021-06-14 18:08:22,225][root][INFO] - Epoch: [50/50][540/1216] Data 0.001 (0.009) Batch 0.392 (0.392) Loss 0.1168 
[2021-06-14 18:08:26,044][root][INFO] - Epoch: [50/50][550/1216] Data 0.001 (0.009) Batch 0.380 (0.392) Loss 0.1175 
[2021-06-14 18:08:29,866][root][INFO] - Epoch: [50/50][560/1216] Data 0.001 (0.009) Batch 0.382 (0.392) Loss 0.1208 
[2021-06-14 18:08:33,696][root][INFO] - Epoch: [50/50][570/1216] Data 0.001 (0.008) Batch 0.383 (0.392) Loss 0.0971 
[2021-06-14 18:08:37,532][root][INFO] - Epoch: [50/50][580/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1395 
[2021-06-14 18:08:41,358][root][INFO] - Epoch: [50/50][590/1216] Data 0.001 (0.008) Batch 0.383 (0.391) Loss 0.0981 
[2021-06-14 18:08:45,182][root][INFO] - Epoch: [50/50][600/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1071 
[2021-06-14 18:08:49,016][root][INFO] - Epoch: [50/50][610/1216] Data 0.002 (0.008) Batch 0.388 (0.391) Loss 0.1369 
[2021-06-14 18:08:52,845][root][INFO] - Epoch: [50/50][620/1216] Data 0.001 (0.008) Batch 0.385 (0.391) Loss 0.1443 
[2021-06-14 18:08:56,670][root][INFO] - Epoch: [50/50][630/1216] Data 0.001 (0.008) Batch 0.381 (0.391) Loss 0.1414 
[2021-06-14 18:09:00,505][root][INFO] - Epoch: [50/50][640/1216] Data 0.001 (0.008) Batch 0.382 (0.391) Loss 0.1182 
[2021-06-14 18:09:04,331][root][INFO] - Epoch: [50/50][650/1216] Data 0.001 (0.007) Batch 0.381 (0.391) Loss 0.1262 
[2021-06-14 18:09:08,164][root][INFO] - Epoch: [50/50][660/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1185 
[2021-06-14 18:09:12,002][root][INFO] - Epoch: [50/50][670/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1425 
[2021-06-14 18:09:15,841][root][INFO] - Epoch: [50/50][680/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1142 
[2021-06-14 18:09:19,684][root][INFO] - Epoch: [50/50][690/1216] Data 0.001 (0.007) Batch 0.395 (0.390) Loss 0.1328 
[2021-06-14 18:09:23,519][root][INFO] - Epoch: [50/50][700/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1035 
[2021-06-14 18:09:27,353][root][INFO] - Epoch: [50/50][710/1216] Data 0.001 (0.007) Batch 0.388 (0.390) Loss 0.0992 
[2021-06-14 18:09:31,179][root][INFO] - Epoch: [50/50][720/1216] Data 0.001 (0.007) Batch 0.382 (0.390) Loss 0.1009 
[2021-06-14 18:09:35,007][root][INFO] - Epoch: [50/50][730/1216] Data 0.001 (0.007) Batch 0.384 (0.390) Loss 0.1321 
[2021-06-14 18:09:38,839][root][INFO] - Epoch: [50/50][740/1216] Data 0.001 (0.007) Batch 0.383 (0.390) Loss 0.1457 
[2021-06-14 18:09:42,668][root][INFO] - Epoch: [50/50][750/1216] Data 0.001 (0.007) Batch 0.381 (0.390) Loss 0.1207 
[2021-06-14 18:09:46,489][root][INFO] - Epoch: [50/50][760/1216] Data 0.001 (0.007) Batch 0.381 (0.389) Loss 0.1198 
[2021-06-14 18:09:50,331][root][INFO] - Epoch: [50/50][770/1216] Data 0.001 (0.006) Batch 0.388 (0.389) Loss 0.1200 
[2021-06-14 18:09:54,164][root][INFO] - Epoch: [50/50][780/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1037 
[2021-06-14 18:09:58,000][root][INFO] - Epoch: [50/50][790/1216] Data 0.001 (0.006) Batch 0.387 (0.389) Loss 0.0865 
[2021-06-14 18:10:01,831][root][INFO] - Epoch: [50/50][800/1216] Data 0.001 (0.006) Batch 0.384 (0.389) Loss 0.1218 
[2021-06-14 18:10:05,665][root][INFO] - Epoch: [50/50][810/1216] Data 0.001 (0.006) Batch 0.386 (0.389) Loss 0.1232 
[2021-06-14 18:10:09,487][root][INFO] - Epoch: [50/50][820/1216] Data 0.001 (0.006) Batch 0.380 (0.389) Loss 0.1033 
[2021-06-14 18:10:13,372][root][INFO] - Epoch: [50/50][830/1216] Data 0.002 (0.006) Batch 0.390 (0.389) Loss 0.1127 
[2021-06-14 18:10:17,190][root][INFO] - Epoch: [50/50][840/1216] Data 0.001 (0.006) Batch 0.381 (0.389) Loss 0.1279 
[2021-06-14 18:10:21,016][root][INFO] - Epoch: [50/50][850/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.0983 
[2021-06-14 18:10:24,838][root][INFO] - Epoch: [50/50][860/1216] Data 0.001 (0.006) Batch 0.382 (0.389) Loss 0.1345 
[2021-06-14 18:10:28,662][root][INFO] - Epoch: [50/50][870/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1249 
[2021-06-14 18:10:32,504][root][INFO] - Epoch: [50/50][880/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1244 
[2021-06-14 18:10:35,026][submitit][WARNING] - Bypassing signal SIGTERM
[2021-06-14 18:10:35,027][submitit][WARNING] - Bypassing signal SIGCONT
[2021-06-14 18:10:36,351][root][INFO] - Epoch: [50/50][890/1216] Data 0.001 (0.006) Batch 0.383 (0.389) Loss 0.1277 
[2021-06-14 18:10:40,187][root][INFO] - Epoch: [50/50][900/1216] Data 0.001 (0.006) Batch 0.385 (0.389) Loss 0.1326 
[2021-06-14 18:10:44,025][root][INFO] - Epoch: [50/50][910/1216] Data 0.001 (0.006) Batch 0.383 (0.388) Loss 0.1324 
[2021-06-14 18:10:47,860][root][INFO] - Epoch: [50/50][920/1216] Data 0.001 (0.006) Batch 0.381 (0.388) Loss 0.1417 
[2021-06-14 18:10:51,680][root][INFO] - Epoch: [50/50][930/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1177 
[2021-06-14 18:10:55,514][root][INFO] - Epoch: [50/50][940/1216] Data 0.001 (0.005) Batch 0.382 (0.388) Loss 0.1316 
[2021-06-14 18:10:59,338][root][INFO] - Epoch: [50/50][950/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1117 
[2021-06-14 18:11:03,159][root][INFO] - Epoch: [50/50][960/1216] Data 0.001 (0.005) Batch 0.381 (0.388) Loss 0.1245