# Create work_dir
mmcv.mkdir_or_exist(osp.abspath(cfg.work_dir))
train_segmentor(model, datasets, cfg, distributed= False , validate= True ,
meta= dict ())
2021-11-25 07:20:29,987 - mmseg - INFO - Loaded 255 images
2021-11-25 07:20:29,988 - mmseg - INFO - load checkpoint from ./checkpoints/pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth
2021-11-25 07:20:29,989 - mmseg - INFO - Use load_from_local loader
2021-11-25 07:20:30,110 - mmseg - WARNING - The model and loaded state dict do not match exactly
size mismatch for decode_head.conv_seg.weight: copying a param with shape torch.Size([19, 512, 1, 1]) from checkpoint, the shape in current model is torch.Size([7, 512, 1, 1]).
size mismatch for decode_head.conv_seg.bias: copying a param with shape torch.Size([19]) from checkpoint, the shape in current model is torch.Size([7]).
size mismatch for auxiliary_head.conv_seg.weight: copying a param with shape torch.Size([19, 256, 1, 1]) from checkpoint, the shape in current model is torch.Size([7, 256, 1, 1]).
size mismatch for auxiliary_head.conv_seg.bias: copying a param with shape torch.Size([19]) from checkpoint, the shape in current model is torch.Size([7]).
2021-11-25 07:20:30,115 - mmseg - INFO - Start running, host: ubuntu@3a26d25f88f6, work_dir: /home/ubuntu/sharedData/swp/dlLabSwp/blog/myBlog/_notebooks/work_dirs/tutorial
2021-11-25 07:20:30,116 - mmseg - INFO - Hooks will be executed in the following order:
before_run:
(VERY_HIGH ) PolyLrUpdaterHook
(NORMAL ) CheckpointHook
(LOW ) EvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_epoch:
(VERY_HIGH ) PolyLrUpdaterHook
(LOW ) IterTimerHook
(LOW ) EvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_train_iter:
(VERY_HIGH ) PolyLrUpdaterHook
(LOW ) IterTimerHook
(LOW ) EvalHook
--------------------
after_train_iter:
(ABOVE_NORMAL) OptimizerHook
(NORMAL ) CheckpointHook
(LOW ) IterTimerHook
(LOW ) EvalHook
(VERY_LOW ) TextLoggerHook
--------------------
after_train_epoch:
(NORMAL ) CheckpointHook
(LOW ) EvalHook
(VERY_LOW ) TextLoggerHook
--------------------
before_val_epoch:
(LOW ) IterTimerHook
(VERY_LOW ) TextLoggerHook
--------------------
before_val_iter:
(LOW ) IterTimerHook
--------------------
after_val_iter:
(LOW ) IterTimerHook
--------------------
after_val_epoch:
(VERY_LOW ) TextLoggerHook
--------------------
2021-11-25 07:20:30,125 - mmseg - INFO - workflow: [('train', 1)], max: 200 epochs
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:21:35,180 - mmseg - INFO - Epoch [1][90/450] lr: 9.991e-03, eta: 18:02:16, time: 0.722, data_time: 0.042, memory: 7603, decode.loss_ce: 1.0712, decode.acc_seg: 62.1146, aux.loss_ce: 0.4673, aux.acc_seg: 58.9148, loss: 1.5385
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:22:33,307 - mmseg - INFO - Epoch [1][180/450] lr: 9.982e-03, eta: 17:04:00, time: 0.646, data_time: 0.003, memory: 7603, decode.loss_ce: 0.8170, decode.acc_seg: 70.6126, aux.loss_ce: 0.3496, aux.acc_seg: 69.3008, loss: 1.1665
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:23:31,663 - mmseg - INFO - Epoch [1][270/450] lr: 9.973e-03, eta: 16:45:12, time: 0.648, data_time: 0.003, memory: 7603, decode.loss_ce: 0.6983, decode.acc_seg: 75.0388, aux.loss_ce: 0.3033, aux.acc_seg: 73.2817, loss: 1.0015
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:24:30,649 - mmseg - INFO - Epoch [1][360/450] lr: 9.964e-03, eta: 16:37:56, time: 0.655, data_time: 0.003, memory: 7603, decode.loss_ce: 0.6592, decode.acc_seg: 76.3344, aux.loss_ce: 0.2868, aux.acc_seg: 74.6073, loss: 0.9460
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:25:29,737 - mmseg - INFO - Epoch [1][450/450] lr: 9.956e-03, eta: 16:33:31, time: 0.656, data_time: 0.003, memory: 7603, decode.loss_ce: 0.6370, decode.acc_seg: 77.5461, aux.loss_ce: 0.2789, aux.acc_seg: 75.6568, loss: 0.9160
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 1008s, ETA: 0s
2021-11-25 07:42:17,893 - mmseg - INFO - per class results:
2021-11-25 07:42:17,894 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 4.56 | 4.6 |
| Buildings | 6.19 | 7.12 |
| Low vegetation | 48.38 | 55.43 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.49 | 87.37 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 07:42:17,895 - mmseg - INFO - Summary:
2021-11-25 07:42:17,895 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 16.21 | 10.44 | 25.75 |
+-------+-------+-------+
2021-11-25 07:42:17,896 - mmseg - INFO - Epoch(val) [1][255] aAcc: 0.1621, mIoU: 0.1044, mAcc: 0.2575, IoU.Impervious surface: 0.0456, IoU.Buildings: 0.0619, IoU.Low vegetation: 0.4838, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0349, IoU.Background: nan, Acc.Impervious surface: 0.0460, Acc.Buildings: 0.0712, Acc.Low vegetation: 0.5543, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8737, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:43:19,536 - mmseg - INFO - Epoch [2][90/450] lr: 9.947e-03, eta: 16:37:08, time: 0.684, data_time: 0.042, memory: 7603, decode.loss_ce: 0.5669, decode.acc_seg: 79.6583, aux.loss_ce: 0.2528, aux.acc_seg: 77.7080, loss: 0.8198
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:44:18,423 - mmseg - INFO - Epoch [2][180/450] lr: 9.938e-03, eta: 16:33:02, time: 0.654, data_time: 0.003, memory: 7603, decode.loss_ce: 0.5781, decode.acc_seg: 79.1762, aux.loss_ce: 0.2569, aux.acc_seg: 77.1837, loss: 0.8349
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:45:17,557 - mmseg - INFO - Epoch [2][270/450] lr: 9.929e-03, eta: 16:30:15, time: 0.657, data_time: 0.003, memory: 7603, decode.loss_ce: 0.5597, decode.acc_seg: 79.5922, aux.loss_ce: 0.2497, aux.acc_seg: 77.6859, loss: 0.8094
2021-11-25 07:46:10,288 - mmseg - INFO - Saving checkpoint at 800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:46:20,230 - mmseg - INFO - Epoch [2][360/450] lr: 9.920e-03, eta: 16:34:21, time: 0.696, data_time: 0.003, memory: 7603, decode.loss_ce: 0.5047, decode.acc_seg: 81.7269, aux.loss_ce: 0.2278, aux.acc_seg: 79.5494, loss: 0.7325
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 07:47:19,526 - mmseg - INFO - Epoch [2][450/450] lr: 9.911e-03, eta: 16:31:51, time: 0.659, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4897, decode.acc_seg: 82.0476, aux.loss_ce: 0.2205, aux.acc_seg: 80.0745, loss: 0.7101
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 871s, ETA: 0s
2021-11-25 08:01:51,099 - mmseg - INFO - per class results:
2021-11-25 08:01:51,100 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.97 | 11.28 |
| Buildings | 36.27 | 55.12 |
| Low vegetation | 32.39 | 37.55 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.07 | 69.82 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 08:01:51,101 - mmseg - INFO - Summary:
2021-11-25 08:01:51,101 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 29.9 | 13.78 | 28.96 |
+------+-------+-------+
2021-11-25 08:01:51,103 - mmseg - INFO - Epoch(val) [2][255] aAcc: 0.2990, mIoU: 0.1378, mAcc: 0.2896, IoU.Impervious surface: 0.1097, IoU.Buildings: 0.3627, IoU.Low vegetation: 0.3239, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0307, IoU.Background: nan, Acc.Impervious surface: 0.1128, Acc.Buildings: 0.5512, Acc.Low vegetation: 0.3755, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.6982, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:02:52,903 - mmseg - INFO - Epoch [3][90/450] lr: 9.902e-03, eta: 16:33:17, time: 0.686, data_time: 0.042, memory: 7603, decode.loss_ce: 0.5552, decode.acc_seg: 79.9243, aux.loss_ce: 0.2500, aux.acc_seg: 78.0673, loss: 0.8053
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:03:51,842 - mmseg - INFO - Epoch [3][180/450] lr: 9.893e-03, eta: 16:30:28, time: 0.655, data_time: 0.003, memory: 7603, decode.loss_ce: 0.5174, decode.acc_seg: 81.1654, aux.loss_ce: 0.2307, aux.acc_seg: 79.3683, loss: 0.7481
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:04:51,265 - mmseg - INFO - Epoch [3][270/450] lr: 9.884e-03, eta: 16:28:32, time: 0.660, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4541, decode.acc_seg: 83.4478, aux.loss_ce: 0.2066, aux.acc_seg: 81.5367, loss: 0.6607
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:05:50,692 - mmseg - INFO - Epoch [3][360/450] lr: 9.875e-03, eta: 16:26:45, time: 0.660, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4549, decode.acc_seg: 83.6564, aux.loss_ce: 0.2031, aux.acc_seg: 81.9106, loss: 0.6580
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:06:50,311 - mmseg - INFO - Epoch [3][450/450] lr: 9.866e-03, eta: 16:25:17, time: 0.662, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4616, decode.acc_seg: 83.3123, aux.loss_ce: 0.2084, aux.acc_seg: 81.4651, loss: 0.6701
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 828s, ETA: 0s
2021-11-25 08:20:38,571 - mmseg - INFO - per class results:
2021-11-25 08:20:38,572 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.7 | 11.05 |
| Buildings | 13.95 | 18.84 |
| Low vegetation | 3.78 | 3.93 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.53 | 89.79 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 08:20:38,573 - mmseg - INFO - Summary:
2021-11-25 08:20:38,574 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 11.92 | 4.99 | 20.6 |
+-------+------+------+
2021-11-25 08:20:38,575 - mmseg - INFO - Epoch(val) [3][255] aAcc: 0.1192, mIoU: 0.0499, mAcc: 0.2060, IoU.Impervious surface: 0.0870, IoU.Buildings: 0.1395, IoU.Low vegetation: 0.0378, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0353, IoU.Background: nan, Acc.Impervious surface: 0.1105, Acc.Buildings: 0.1884, Acc.Low vegetation: 0.0393, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8979, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:21:40,397 - mmseg - INFO - Epoch [4][90/450] lr: 9.857e-03, eta: 16:26:04, time: 0.686, data_time: 0.043, memory: 7603, decode.loss_ce: 0.4568, decode.acc_seg: 83.5926, aux.loss_ce: 0.2049, aux.acc_seg: 81.8774, loss: 0.6617
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:22:39,394 - mmseg - INFO - Epoch [4][180/450] lr: 9.848e-03, eta: 16:23:59, time: 0.656, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4156, decode.acc_seg: 84.9214, aux.loss_ce: 0.1904, aux.acc_seg: 82.9777, loss: 0.6060
2021-11-25 08:23:25,414 - mmseg - INFO - Saving checkpoint at 1600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:23:41,218 - mmseg - INFO - Epoch [4][270/450] lr: 9.840e-03, eta: 16:24:35, time: 0.687, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4378, decode.acc_seg: 84.0178, aux.loss_ce: 0.2046, aux.acc_seg: 81.5142, loss: 0.6424
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:24:40,672 - mmseg - INFO - Epoch [4][360/450] lr: 9.831e-03, eta: 16:22:58, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4556, decode.acc_seg: 83.6867, aux.loss_ce: 0.2063, aux.acc_seg: 81.7279, loss: 0.6619
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:25:40,232 - mmseg - INFO - Epoch [4][450/450] lr: 9.822e-03, eta: 16:21:30, time: 0.662, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4505, decode.acc_seg: 83.5123, aux.loss_ce: 0.2042, aux.acc_seg: 81.4684, loss: 0.6547
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 903s, ETA: 0s
2021-11-25 08:40:43,501 - mmseg - INFO - per class results:
2021-11-25 08:40:43,502 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 28.19 | 43.28 |
| Buildings | 60.57 | 92.73 |
| Low vegetation | 1.3 | 1.32 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.87 | 4.43 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 08:40:43,503 - mmseg - INFO - Summary:
2021-11-25 08:40:43,503 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 44.13 | 15.32 | 23.63 |
+-------+-------+-------+
2021-11-25 08:40:43,505 - mmseg - INFO - Epoch(val) [4][255] aAcc: 0.4413, mIoU: 0.1532, mAcc: 0.2363, IoU.Impervious surface: 0.2819, IoU.Buildings: 0.6057, IoU.Low vegetation: 0.0130, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0187, IoU.Background: nan, Acc.Impervious surface: 0.4328, Acc.Buildings: 0.9273, Acc.Low vegetation: 0.0132, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.0443, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:41:45,326 - mmseg - INFO - Epoch [5][90/450] lr: 9.813e-03, eta: 16:21:48, time: 0.686, data_time: 0.043, memory: 7603, decode.loss_ce: 0.4300, decode.acc_seg: 84.4160, aux.loss_ce: 0.1969, aux.acc_seg: 82.6397, loss: 0.6270
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:42:44,258 - mmseg - INFO - Epoch [5][180/450] lr: 9.804e-03, eta: 16:19:53, time: 0.655, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4371, decode.acc_seg: 84.0168, aux.loss_ce: 0.2003, aux.acc_seg: 82.1757, loss: 0.6374
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:43:43,591 - mmseg - INFO - Epoch [5][270/450] lr: 9.795e-03, eta: 16:18:19, time: 0.659, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4491, decode.acc_seg: 83.6826, aux.loss_ce: 0.2066, aux.acc_seg: 81.3558, loss: 0.6556
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:44:43,053 - mmseg - INFO - Epoch [5][360/450] lr: 9.786e-03, eta: 16:16:54, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4246, decode.acc_seg: 84.8247, aux.loss_ce: 0.1925, aux.acc_seg: 83.1097, loss: 0.6171
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 08:45:42,537 - mmseg - INFO - Epoch [5][450/450] lr: 9.777e-03, eta: 16:15:32, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3962, decode.acc_seg: 85.3740, aux.loss_ce: 0.1813, aux.acc_seg: 83.5963, loss: 0.5774
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 883s, ETA: 0s
2021-11-25 09:00:25,924 - mmseg - INFO - per class results:
2021-11-25 09:00:25,925 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.22 | 18.26 |
| Buildings | 47.95 | 80.89 |
| Low vegetation | 7.12 | 7.67 |
| Trees | 0.18 | 0.18 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.48 | 46.03 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 09:00:25,926 - mmseg - INFO - Summary:
2021-11-25 09:00:25,926 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 34.14 | 12.16 | 25.51 |
+-------+-------+-------+
2021-11-25 09:00:25,927 - mmseg - INFO - Epoch(val) [5][255] aAcc: 0.3414, mIoU: 0.1216, mAcc: 0.2551, IoU.Impervious surface: 0.1522, IoU.Buildings: 0.4795, IoU.Low vegetation: 0.0712, IoU.Trees: 0.0018, IoU.Cars: 0.0000, IoU.Clutter: 0.0248, IoU.Background: nan, Acc.Impervious surface: 0.1826, Acc.Buildings: 0.8089, Acc.Low vegetation: 0.0767, Acc.Trees: 0.0018, Acc.Cars: 0.0000, Acc.Clutter: 0.4603, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:01:27,659 - mmseg - INFO - Epoch [6][90/450] lr: 9.768e-03, eta: 16:15:33, time: 0.685, data_time: 0.042, memory: 7603, decode.loss_ce: 0.4005, decode.acc_seg: 85.1259, aux.loss_ce: 0.1928, aux.acc_seg: 82.5360, loss: 0.5932
2021-11-25 09:02:06,733 - mmseg - INFO - Saving checkpoint at 2400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:02:29,429 - mmseg - INFO - Epoch [6][180/450] lr: 9.759e-03, eta: 16:15:33, time: 0.686, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3757, decode.acc_seg: 86.1290, aux.loss_ce: 0.1719, aux.acc_seg: 84.5401, loss: 0.5476
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:03:28,644 - mmseg - INFO - Epoch [6][270/450] lr: 9.750e-03, eta: 16:14:00, time: 0.658, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3543, decode.acc_seg: 87.1279, aux.loss_ce: 0.1669, aux.acc_seg: 85.0667, loss: 0.5212
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:04:28,162 - mmseg - INFO - Epoch [6][360/450] lr: 9.741e-03, eta: 16:12:40, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3625, decode.acc_seg: 86.6022, aux.loss_ce: 0.1719, aux.acc_seg: 84.5289, loss: 0.5344
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:05:27,618 - mmseg - INFO - Epoch [6][450/450] lr: 9.732e-03, eta: 16:11:19, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3614, decode.acc_seg: 86.7679, aux.loss_ce: 0.1715, aux.acc_seg: 84.5761, loss: 0.5329
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 818s, ETA: 0s
2021-11-25 09:19:05,783 - mmseg - INFO - per class results:
2021-11-25 09:19:05,785 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 0.5 | 0.5 |
| Buildings | 4.02 | 4.96 |
| Low vegetation | 0.31 | 0.31 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.42 | 97.67 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-25 09:19:05,785 - mmseg - INFO - Summary:
2021-11-25 09:19:05,786 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 3.45 | 1.37 | 17.24 |
+------+------+-------+
2021-11-25 09:19:05,787 - mmseg - INFO - Epoch(val) [6][255] aAcc: 0.0345, mIoU: 0.0137, mAcc: 0.1724, IoU.Impervious surface: 0.0050, IoU.Buildings: 0.0402, IoU.Low vegetation: 0.0031, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0342, IoU.Background: nan, Acc.Impervious surface: 0.0050, Acc.Buildings: 0.0496, Acc.Low vegetation: 0.0031, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9767, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:20:07,615 - mmseg - INFO - Epoch [7][90/450] lr: 9.723e-03, eta: 16:11:12, time: 0.686, data_time: 0.043, memory: 7603, decode.loss_ce: 0.3869, decode.acc_seg: 85.9644, aux.loss_ce: 0.1842, aux.acc_seg: 83.4822, loss: 0.5711
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:21:06,479 - mmseg - INFO - Epoch [7][180/450] lr: 9.715e-03, eta: 16:09:33, time: 0.654, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3750, decode.acc_seg: 86.1850, aux.loss_ce: 0.1715, aux.acc_seg: 84.4727, loss: 0.5465
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:22:05,903 - mmseg - INFO - Epoch [7][270/450] lr: 9.706e-03, eta: 16:08:13, time: 0.660, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3887, decode.acc_seg: 85.5784, aux.loss_ce: 0.1823, aux.acc_seg: 83.8154, loss: 0.5710
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:23:05,383 - mmseg - INFO - Epoch [7][360/450] lr: 9.697e-03, eta: 16:06:56, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3519, decode.acc_seg: 86.9584, aux.loss_ce: 0.1644, aux.acc_seg: 85.0780, loss: 0.5162
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:24:04,885 - mmseg - INFO - Epoch [7][450/450] lr: 9.688e-03, eta: 16:05:41, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3504, decode.acc_seg: 86.9109, aux.loss_ce: 0.1656, aux.acc_seg: 84.9018, loss: 0.5160
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 843s, ETA: 0s
2021-11-25 09:38:08,467 - mmseg - INFO - per class results:
2021-11-25 09:38:08,468 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 4.16 | 4.19 |
| Buildings | 17.71 | 22.81 |
| Low vegetation | 32.68 | 36.52 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.21 | 84.35 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 09:38:08,468 - mmseg - INFO - Summary:
2021-11-25 09:38:08,469 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 17.3 | 9.63 | 24.65 |
+------+------+-------+
2021-11-25 09:38:08,470 - mmseg - INFO - Epoch(val) [7][255] aAcc: 0.1730, mIoU: 0.0963, mAcc: 0.2465, IoU.Impervious surface: 0.0416, IoU.Buildings: 0.1771, IoU.Low vegetation: 0.3268, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0321, IoU.Background: nan, Acc.Impervious surface: 0.0419, Acc.Buildings: 0.2281, Acc.Low vegetation: 0.3652, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8435, Acc.Background: nan
2021-11-25 09:38:44,351 - mmseg - INFO - Saving checkpoint at 3200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:39:11,049 - mmseg - INFO - Epoch [8][90/450] lr: 9.679e-03, eta: 16:05:47, time: 0.695, data_time: 0.043, memory: 7603, decode.loss_ce: 0.3495, decode.acc_seg: 87.1021, aux.loss_ce: 0.1643, aux.acc_seg: 84.9772, loss: 0.5138
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:40:09,988 - mmseg - INFO - Epoch [8][180/450] lr: 9.670e-03, eta: 16:04:16, time: 0.655, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3603, decode.acc_seg: 86.6781, aux.loss_ce: 0.1698, aux.acc_seg: 84.6627, loss: 0.5302
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:41:09,250 - mmseg - INFO - Epoch [8][270/450] lr: 9.661e-03, eta: 16:02:55, time: 0.658, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3421, decode.acc_seg: 87.2735, aux.loss_ce: 0.1647, aux.acc_seg: 85.1212, loss: 0.5068
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:42:08,688 - mmseg - INFO - Epoch [8][360/450] lr: 9.652e-03, eta: 16:01:40, time: 0.660, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3212, decode.acc_seg: 88.1806, aux.loss_ce: 0.1543, aux.acc_seg: 85.9603, loss: 0.4755
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:43:08,285 - mmseg - INFO - Epoch [8][450/450] lr: 9.643e-03, eta: 16:00:29, time: 0.662, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3963, decode.acc_seg: 85.3728, aux.loss_ce: 0.1851, aux.acc_seg: 83.2452, loss: 0.5815
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 822s, ETA: 0s
2021-11-25 09:56:50,416 - mmseg - INFO - per class results:
2021-11-25 09:56:50,418 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 4.87 | 5.31 |
| Buildings | 13.41 | 14.61 |
| Low vegetation | 3.26 | 3.34 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.26 | 93.15 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 09:56:50,418 - mmseg - INFO - Summary:
2021-11-25 09:56:50,419 - mmseg - INFO -
+------+------+------+
| aAcc | mIoU | mAcc |
+------+------+------+
| 8.63 | 4.13 | 19.4 |
+------+------+------+
2021-11-25 09:56:50,420 - mmseg - INFO - Epoch(val) [8][255] aAcc: 0.0863, mIoU: 0.0413, mAcc: 0.1940, IoU.Impervious surface: 0.0487, IoU.Buildings: 0.1341, IoU.Low vegetation: 0.0326, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0326, IoU.Background: nan, Acc.Impervious surface: 0.0531, Acc.Buildings: 0.1461, Acc.Low vegetation: 0.0334, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9315, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:57:52,251 - mmseg - INFO - Epoch [9][90/450] lr: 9.634e-03, eta: 16:00:10, time: 0.686, data_time: 0.043, memory: 7603, decode.loss_ce: 0.3243, decode.acc_seg: 88.1011, aux.loss_ce: 0.1573, aux.acc_seg: 85.9358, loss: 0.4815
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:58:51,141 - mmseg - INFO - Epoch [9][180/450] lr: 9.625e-03, eta: 15:58:43, time: 0.654, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3469, decode.acc_seg: 87.2028, aux.loss_ce: 0.1672, aux.acc_seg: 84.8017, loss: 0.5141
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 09:59:50,402 - mmseg - INFO - Epoch [9][270/450] lr: 9.616e-03, eta: 15:57:25, time: 0.658, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3319, decode.acc_seg: 87.4829, aux.loss_ce: 0.1580, aux.acc_seg: 85.5029, loss: 0.4900
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:00:49,879 - mmseg - INFO - Epoch [9][360/450] lr: 9.607e-03, eta: 15:56:13, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3658, decode.acc_seg: 86.5122, aux.loss_ce: 0.1691, aux.acc_seg: 84.5630, loss: 0.5350
2021-11-25 10:01:16,265 - mmseg - INFO - Saving checkpoint at 4000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:01:50,039 - mmseg - INFO - Epoch [9][450/450] lr: 9.598e-03, eta: 15:55:16, time: 0.668, data_time: 0.003, memory: 7603, decode.loss_ce: 0.4453, decode.acc_seg: 83.6974, aux.loss_ce: 0.2060, aux.acc_seg: 81.2452, loss: 0.6513
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 849s, ETA: 0s
2021-11-25 10:15:59,290 - mmseg - INFO - per class results:
2021-11-25 10:15:59,291 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.11 | 11.74 |
| Buildings | 20.03 | 26.44 |
| Low vegetation | 28.24 | 38.7 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.29 | 72.04 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 10:15:59,292 - mmseg - INFO - Summary:
2021-11-25 10:15:59,292 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 21.15 | 10.28 | 24.82 |
+-------+-------+-------+
2021-11-25 10:15:59,293 - mmseg - INFO - Epoch(val) [9][255] aAcc: 0.2115, mIoU: 0.1028, mAcc: 0.2482, IoU.Impervious surface: 0.1011, IoU.Buildings: 0.2003, IoU.Low vegetation: 0.2824, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0329, IoU.Background: nan, Acc.Impervious surface: 0.1174, Acc.Buildings: 0.2644, Acc.Low vegetation: 0.3870, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.7204, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:17:01,160 - mmseg - INFO - Epoch [10][90/450] lr: 9.589e-03, eta: 15:54:54, time: 0.687, data_time: 0.043, memory: 7603, decode.loss_ce: 0.3472, decode.acc_seg: 87.0358, aux.loss_ce: 0.1683, aux.acc_seg: 84.7151, loss: 0.5156
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:18:00,187 - mmseg - INFO - Epoch [10][180/450] lr: 9.580e-03, eta: 15:53:33, time: 0.656, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3225, decode.acc_seg: 87.9344, aux.loss_ce: 0.1522, aux.acc_seg: 86.1658, loss: 0.4747
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:18:59,571 - mmseg - INFO - Epoch [10][270/450] lr: 9.571e-03, eta: 15:52:20, time: 0.660, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3063, decode.acc_seg: 88.6531, aux.loss_ce: 0.1458, aux.acc_seg: 86.7628, loss: 0.4521
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:19:59,085 - mmseg - INFO - Epoch [10][360/450] lr: 9.562e-03, eta: 15:51:10, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3271, decode.acc_seg: 87.6725, aux.loss_ce: 0.1525, aux.acc_seg: 85.9501, loss: 0.4796
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:20:58,574 - mmseg - INFO - Epoch [10][450/450] lr: 9.553e-03, eta: 15:50:00, time: 0.661, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3111, decode.acc_seg: 88.3345, aux.loss_ce: 0.1514, aux.acc_seg: 86.3226, loss: 0.4625
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 827s, ETA: 0s
2021-11-25 10:34:45,817 - mmseg - INFO - per class results:
2021-11-25 10:34:45,819 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.02 | 3.12 |
| Buildings | 2.14 | 2.2 |
| Low vegetation | 19.27 | 20.21 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.42 | 97.65 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 10:34:45,820 - mmseg - INFO - Summary:
2021-11-25 10:34:45,821 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 7.36 | 4.64 | 20.53 |
+------+------+-------+
2021-11-25 10:34:45,822 - mmseg - INFO - Epoch(val) [10][255] aAcc: 0.0736, mIoU: 0.0464, mAcc: 0.2053, IoU.Impervious surface: 0.0302, IoU.Buildings: 0.0214, IoU.Low vegetation: 0.1927, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0342, IoU.Background: nan, Acc.Impervious surface: 0.0312, Acc.Buildings: 0.0220, Acc.Low vegetation: 0.2021, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9765, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:35:47,660 - mmseg - INFO - Epoch [11][90/450] lr: 9.545e-03, eta: 15:49:33, time: 0.686, data_time: 0.043, memory: 7603, decode.loss_ce: 0.2840, decode.acc_seg: 89.3585, aux.loss_ce: 0.1414, aux.acc_seg: 87.2072, loss: 0.4254
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:36:46,556 - mmseg - INFO - Epoch [11][180/450] lr: 9.536e-03, eta: 15:48:12, time: 0.654, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3172, decode.acc_seg: 88.2655, aux.loss_ce: 0.1521, aux.acc_seg: 86.1669, loss: 0.4692
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:37:46,315 - mmseg - INFO - Epoch [11][270/450] lr: 9.527e-03, eta: 15:47:07, time: 0.664, data_time: 0.003, memory: 7603, decode.loss_ce: 0.3463, decode.acc_seg: 87.3040, aux.loss_ce: 0.1627, aux.acc_seg: 85.4784, loss: 0.5089
2021-11-25 10:38:06,524 - mmseg - INFO - Saving checkpoint at 4800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:38:47,633 - mmseg - INFO - Epoch [11][360/450] lr: 9.518e-03, eta: 15:46:30, time: 0.681, data_time: 0.003, memory: 7603, decode.loss_ce: 0.2986, decode.acc_seg: 89.0921, aux.loss_ce: 0.1467, aux.acc_seg: 86.8859, loss: 0.4454
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:39:47,823 - mmseg - INFO - Epoch [11][450/450] lr: 9.509e-03, eta: 15:45:33, time: 0.669, data_time: 0.003, memory: 7603, decode.loss_ce: 0.2955, decode.acc_seg: 88.8875, aux.loss_ce: 0.1457, aux.acc_seg: 86.7765, loss: 0.4412
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 874s, ETA: 0s
2021-11-25 10:54:21,569 - mmseg - INFO - per class results:
2021-11-25 10:54:21,572 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.0 | 10.23 |
| Buildings | 12.96 | 17.22 |
| Low vegetation | 16.87 | 19.89 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.33 | 86.93 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 10:54:21,573 - mmseg - INFO - Summary:
2021-11-25 10:54:21,573 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.24 | 7.19 | 22.38 |
+-------+------+-------+
2021-11-25 10:54:21,575 - mmseg - INFO - Epoch(val) [11][255] aAcc: 0.1424, mIoU: 0.0719, mAcc: 0.2238, IoU.Impervious surface: 0.1000, IoU.Buildings: 0.1296, IoU.Low vegetation: 0.1687, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0333, IoU.Background: nan, Acc.Impervious surface: 0.1023, Acc.Buildings: 0.1722, Acc.Low vegetation: 0.1989, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8693, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:55:27,107 - mmseg - INFO - Epoch [12][90/450] lr: 9.500e-03, eta: 15:46:05, time: 0.727, data_time: 0.047, memory: 7603, decode.loss_ce: 0.2866, decode.acc_seg: 89.3839, aux.loss_ce: 0.1380, aux.acc_seg: 87.5458, loss: 0.4246
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:56:29,775 - mmseg - INFO - Epoch [12][180/450] lr: 9.491e-03, eta: 15:45:46, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2859, decode.acc_seg: 89.3421, aux.loss_ce: 0.1398, aux.acc_seg: 87.2431, loss: 0.4257
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:57:32,665 - mmseg - INFO - Epoch [12][270/450] lr: 9.482e-03, eta: 15:45:30, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2816, decode.acc_seg: 89.3196, aux.loss_ce: 0.1394, aux.acc_seg: 87.2663, loss: 0.4210
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:58:36,018 - mmseg - INFO - Epoch [12][360/450] lr: 9.473e-03, eta: 15:45:20, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2943, decode.acc_seg: 88.7295, aux.loss_ce: 0.1426, aux.acc_seg: 87.1129, loss: 0.4369
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 10:59:39,235 - mmseg - INFO - Epoch [12][450/450] lr: 9.464e-03, eta: 15:45:06, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2847, decode.acc_seg: 89.2414, aux.loss_ce: 0.1407, aux.acc_seg: 87.2387, loss: 0.4254
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 919s, ETA: 0s
2021-11-25 11:14:58,445 - mmseg - INFO - per class results:
2021-11-25 11:14:58,446 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 2.81 | 2.84 |
| Buildings | 5.83 | 7.35 |
| Low vegetation | 27.14 | 35.79 |
| Trees | 0.85 | 0.85 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.76 | 89.47 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 11:14:58,447 - mmseg - INFO - Summary:
2021-11-25 11:14:58,448 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 11.96 | 6.73 | 22.72 |
+-------+------+-------+
2021-11-25 11:14:58,449 - mmseg - INFO - Epoch(val) [12][255] aAcc: 0.1196, mIoU: 0.0673, mAcc: 0.2272, IoU.Impervious surface: 0.0281, IoU.Buildings: 0.0583, IoU.Low vegetation: 0.2714, IoU.Trees: 0.0085, IoU.Cars: 0.0000, IoU.Clutter: 0.0376, IoU.Background: nan, Acc.Impervious surface: 0.0284, Acc.Buildings: 0.0735, Acc.Low vegetation: 0.3579, Acc.Trees: 0.0085, Acc.Cars: 0.0000, Acc.Clutter: 0.8947, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:16:04,179 - mmseg - INFO - Epoch [13][90/450] lr: 9.455e-03, eta: 15:45:28, time: 0.730, data_time: 0.049, memory: 7603, decode.loss_ce: 0.2854, decode.acc_seg: 89.4674, aux.loss_ce: 0.1388, aux.acc_seg: 87.5302, loss: 0.4242
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:17:06,886 - mmseg - INFO - Epoch [13][180/450] lr: 9.446e-03, eta: 15:45:02, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2827, decode.acc_seg: 89.4450, aux.loss_ce: 0.1402, aux.acc_seg: 87.3780, loss: 0.4229
2021-11-25 11:17:20,672 - mmseg - INFO - Saving checkpoint at 5600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:18:10,311 - mmseg - INFO - Epoch [13][270/450] lr: 9.437e-03, eta: 15:44:46, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.3077, decode.acc_seg: 88.6441, aux.loss_ce: 0.1473, aux.acc_seg: 86.8241, loss: 0.4550
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:19:13,653 - mmseg - INFO - Epoch [13][360/450] lr: 9.428e-03, eta: 15:44:27, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2691, decode.acc_seg: 89.8452, aux.loss_ce: 0.1332, aux.acc_seg: 87.8333, loss: 0.4023
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:20:16,908 - mmseg - INFO - Epoch [13][450/450] lr: 9.419e-03, eta: 15:44:05, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2962, decode.acc_seg: 89.1743, aux.loss_ce: 0.1432, aux.acc_seg: 87.0489, loss: 0.4394
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 977s, ETA: 0s
2021-11-25 11:36:34,458 - mmseg - INFO - per class results:
2021-11-25 11:36:34,460 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 6.49 | 6.69 |
| Buildings | 57.61 | 89.41 |
| Low vegetation | 9.55 | 10.03 |
| Trees | 0.04 | 0.04 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.31 | 20.48 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 11:36:34,460 - mmseg - INFO - Summary:
2021-11-25 11:36:34,461 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 33.1 | 12.5 | 21.11 |
+------+------+-------+
2021-11-25 11:36:34,462 - mmseg - INFO - Epoch(val) [13][255] aAcc: 0.3310, mIoU: 0.1250, mAcc: 0.2111, IoU.Impervious surface: 0.0649, IoU.Buildings: 0.5761, IoU.Low vegetation: 0.0955, IoU.Trees: 0.0004, IoU.Cars: 0.0000, IoU.Clutter: 0.0131, IoU.Background: nan, Acc.Impervious surface: 0.0669, Acc.Buildings: 0.8941, Acc.Low vegetation: 0.1003, Acc.Trees: 0.0004, Acc.Cars: 0.0000, Acc.Clutter: 0.2048, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:37:40,210 - mmseg - INFO - Epoch [14][90/450] lr: 9.410e-03, eta: 15:44:17, time: 0.730, data_time: 0.047, memory: 7603, decode.loss_ce: 0.3082, decode.acc_seg: 88.4252, aux.loss_ce: 0.1501, aux.acc_seg: 86.5508, loss: 0.4583
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:38:42,744 - mmseg - INFO - Epoch [14][180/450] lr: 9.401e-03, eta: 15:43:42, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2949, decode.acc_seg: 88.9090, aux.loss_ce: 0.1483, aux.acc_seg: 86.4962, loss: 0.4432
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:39:46,045 - mmseg - INFO - Epoch [14][270/450] lr: 9.392e-03, eta: 15:43:17, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2823, decode.acc_seg: 89.4339, aux.loss_ce: 0.1416, aux.acc_seg: 87.1201, loss: 0.4239
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:40:49,201 - mmseg - INFO - Epoch [14][360/450] lr: 9.383e-03, eta: 15:42:49, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2616, decode.acc_seg: 90.1739, aux.loss_ce: 0.1328, aux.acc_seg: 87.7597, loss: 0.3945
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:41:52,666 - mmseg - INFO - Epoch [14][450/450] lr: 9.374e-03, eta: 15:42:25, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2527, decode.acc_seg: 90.5216, aux.loss_ce: 0.1269, aux.acc_seg: 88.3526, loss: 0.3795
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 914s, ETA: 0s
2021-11-25 11:57:07,259 - mmseg - INFO - per class results:
2021-11-25 11:57:07,261 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 0.62 | 0.64 |
| Buildings | 2.56 | 2.94 |
| Low vegetation | 16.18 | 17.38 |
| Trees | 0.17 | 0.17 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.36 | 95.97 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 11:57:07,261 - mmseg - INFO - Summary:
2021-11-25 11:57:07,262 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 6.22 | 3.81 | 19.52 |
+------+------+-------+
2021-11-25 11:57:07,263 - mmseg - INFO - Epoch(val) [14][255] aAcc: 0.0622, mIoU: 0.0381, mAcc: 0.1952, IoU.Impervious surface: 0.0062, IoU.Buildings: 0.0256, IoU.Low vegetation: 0.1618, IoU.Trees: 0.0017, IoU.Cars: 0.0000, IoU.Clutter: 0.0336, IoU.Background: nan, Acc.Impervious surface: 0.0064, Acc.Buildings: 0.0294, Acc.Low vegetation: 0.1738, Acc.Trees: 0.0017, Acc.Cars: 0.0000, Acc.Clutter: 0.9597, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:58:12,773 - mmseg - INFO - Epoch [15][90/450] lr: 9.365e-03, eta: 15:42:25, time: 0.727, data_time: 0.047, memory: 7603, decode.loss_ce: 0.2844, decode.acc_seg: 89.2095, aux.loss_ce: 0.1376, aux.acc_seg: 87.4376, loss: 0.4221
2021-11-25 11:58:19,823 - mmseg - INFO - Saving checkpoint at 6400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 11:59:16,241 - mmseg - INFO - Epoch [15][180/450] lr: 9.356e-03, eta: 15:41:57, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2814, decode.acc_seg: 89.4256, aux.loss_ce: 0.1415, aux.acc_seg: 87.1717, loss: 0.4228
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:00:19,640 - mmseg - INFO - Epoch [15][270/450] lr: 9.347e-03, eta: 15:41:28, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2819, decode.acc_seg: 89.5664, aux.loss_ce: 0.1413, aux.acc_seg: 87.1978, loss: 0.4232
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:01:22,861 - mmseg - INFO - Epoch [15][360/450] lr: 9.338e-03, eta: 15:40:56, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2619, decode.acc_seg: 90.1008, aux.loss_ce: 0.1303, aux.acc_seg: 88.1695, loss: 0.3922
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:02:26,278 - mmseg - INFO - Epoch [15][450/450] lr: 9.329e-03, eta: 15:40:25, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2623, decode.acc_seg: 90.1968, aux.loss_ce: 0.1315, aux.acc_seg: 88.0391, loss: 0.3938
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 916s, ETA: 0s
2021-11-25 12:17:42,734 - mmseg - INFO - per class results:
2021-11-25 12:17:42,735 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.96 | 10.34 |
| Buildings | 6.71 | 8.52 |
| Low vegetation | 15.29 | 17.19 |
| Trees | 0.1 | 0.1 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.7 | 91.92 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 12:17:42,736 - mmseg - INFO - Summary:
2021-11-25 12:17:42,736 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 11.06 | 5.96 | 21.35 |
+-------+------+-------+
2021-11-25 12:17:42,738 - mmseg - INFO - Epoch(val) [15][255] aAcc: 0.1106, mIoU: 0.0596, mAcc: 0.2135, IoU.Impervious surface: 0.0996, IoU.Buildings: 0.0671, IoU.Low vegetation: 0.1529, IoU.Trees: 0.0010, IoU.Cars: 0.0000, IoU.Clutter: 0.0370, IoU.Background: nan, Acc.Impervious surface: 0.1034, Acc.Buildings: 0.0852, Acc.Low vegetation: 0.1719, Acc.Trees: 0.0010, Acc.Cars: 0.0000, Acc.Clutter: 0.9192, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:18:48,432 - mmseg - INFO - Epoch [16][90/450] lr: 9.320e-03, eta: 15:40:20, time: 0.729, data_time: 0.047, memory: 7603, decode.loss_ce: 0.2579, decode.acc_seg: 90.3092, aux.loss_ce: 0.1277, aux.acc_seg: 88.4005, loss: 0.3856
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:19:51,106 - mmseg - INFO - Epoch [16][180/450] lr: 9.311e-03, eta: 15:39:38, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2656, decode.acc_seg: 89.9604, aux.loss_ce: 0.1308, aux.acc_seg: 88.0169, loss: 0.3964
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:20:54,182 - mmseg - INFO - Epoch [16][270/450] lr: 9.302e-03, eta: 15:39:01, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2851, decode.acc_seg: 89.4062, aux.loss_ce: 0.1449, aux.acc_seg: 87.1108, loss: 0.4300
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:21:57,494 - mmseg - INFO - Epoch [16][360/450] lr: 9.293e-03, eta: 15:38:25, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2676, decode.acc_seg: 90.0149, aux.loss_ce: 0.1343, aux.acc_seg: 87.7751, loss: 0.4019
2021-11-25 12:23:00,849 - mmseg - INFO - Saving checkpoint at 7200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:23:01,599 - mmseg - INFO - Epoch [16][450/450] lr: 9.284e-03, eta: 15:37:59, time: 0.713, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2653, decode.acc_seg: 90.0842, aux.loss_ce: 0.1345, aux.acc_seg: 87.7951, loss: 0.3998
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 899s, ETA: 0s
2021-11-25 12:38:00,318 - mmseg - INFO - per class results:
2021-11-25 12:38:00,322 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 2.19 | 2.21 |
| Buildings | 2.87 | 3.28 |
| Low vegetation | 0.5 | 0.51 |
| Trees | 0.0 | 0.0 |
| Cars | 0.05 | 0.05 |
| Clutter | 3.43 | 97.81 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-25 12:38:00,323 - mmseg - INFO - Summary:
2021-11-25 12:38:00,324 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 3.51 | 1.51 | 17.31 |
+------+------+-------+
2021-11-25 12:38:00,326 - mmseg - INFO - Epoch(val) [16][255] aAcc: 0.0351, mIoU: 0.0151, mAcc: 0.1731, IoU.Impervious surface: 0.0219, IoU.Buildings: 0.0287, IoU.Low vegetation: 0.0050, IoU.Trees: 0.0000, IoU.Cars: 0.0005, IoU.Clutter: 0.0343, IoU.Background: nan, Acc.Impervious surface: 0.0221, Acc.Buildings: 0.0328, Acc.Low vegetation: 0.0051, Acc.Trees: 0.0000, Acc.Cars: 0.0005, Acc.Clutter: 0.9781, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:39:06,293 - mmseg - INFO - Epoch [17][90/450] lr: 9.275e-03, eta: 15:37:52, time: 0.732, data_time: 0.047, memory: 7603, decode.loss_ce: 0.2652, decode.acc_seg: 89.9512, aux.loss_ce: 0.1378, aux.acc_seg: 87.5499, loss: 0.4030
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:40:08,719 - mmseg - INFO - Epoch [17][180/450] lr: 9.266e-03, eta: 15:37:04, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2641, decode.acc_seg: 89.9302, aux.loss_ce: 0.1297, aux.acc_seg: 88.0454, loss: 0.3938
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:41:11,934 - mmseg - INFO - Epoch [17][270/450] lr: 9.257e-03, eta: 15:36:24, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2646, decode.acc_seg: 89.9607, aux.loss_ce: 0.1357, aux.acc_seg: 87.6865, loss: 0.4003
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:42:15,046 - mmseg - INFO - Epoch [17][360/450] lr: 9.248e-03, eta: 15:35:43, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2619, decode.acc_seg: 90.0569, aux.loss_ce: 0.1375, aux.acc_seg: 87.4432, loss: 0.3994
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:43:18,550 - mmseg - INFO - Epoch [17][450/450] lr: 9.239e-03, eta: 15:35:06, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2690, decode.acc_seg: 89.8364, aux.loss_ce: 0.1364, aux.acc_seg: 87.6302, loss: 0.4054
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 924s, ETA: 0s
2021-11-25 12:58:42,756 - mmseg - INFO - per class results:
2021-11-25 12:58:42,758 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 1.86 | 1.89 |
| Buildings | 14.86 | 20.25 |
| Low vegetation | 17.35 | 20.17 |
| Trees | 5.33 | 5.54 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.55 | 88.49 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 12:58:42,759 - mmseg - INFO - Summary:
2021-11-25 12:58:42,760 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 13.21 | 7.16 | 22.72 |
+-------+------+-------+
2021-11-25 12:58:42,761 - mmseg - INFO - Epoch(val) [17][255] aAcc: 0.1321, mIoU: 0.0716, mAcc: 0.2272, IoU.Impervious surface: 0.0186, IoU.Buildings: 0.1486, IoU.Low vegetation: 0.1735, IoU.Trees: 0.0533, IoU.Cars: 0.0000, IoU.Clutter: 0.0355, IoU.Background: nan, Acc.Impervious surface: 0.0189, Acc.Buildings: 0.2025, Acc.Low vegetation: 0.2017, Acc.Trees: 0.0554, Acc.Cars: 0.0000, Acc.Clutter: 0.8849, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 12:59:48,560 - mmseg - INFO - Epoch [18][90/450] lr: 9.230e-03, eta: 15:34:51, time: 0.730, data_time: 0.046, memory: 7603, decode.loss_ce: 0.2714, decode.acc_seg: 89.8424, aux.loss_ce: 0.1400, aux.acc_seg: 87.4511, loss: 0.4114
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:00:51,433 - mmseg - INFO - Epoch [18][180/450] lr: 9.221e-03, eta: 15:34:06, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.3408, decode.acc_seg: 87.5954, aux.loss_ce: 0.1644, aux.acc_seg: 85.3209, loss: 0.5052
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:01:54,520 - mmseg - INFO - Epoch [18][270/450] lr: 9.212e-03, eta: 15:33:22, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.3246, decode.acc_seg: 88.0722, aux.loss_ce: 0.1590, aux.acc_seg: 85.7640, loss: 0.4836
2021-11-25 13:02:50,702 - mmseg - INFO - Saving checkpoint at 8000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:02:58,563 - mmseg - INFO - Epoch [18][360/450] lr: 9.203e-03, eta: 15:32:47, time: 0.712, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2586, decode.acc_seg: 90.1658, aux.loss_ce: 0.1294, aux.acc_seg: 88.1567, loss: 0.3880
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:04:01,852 - mmseg - INFO - Epoch [18][450/450] lr: 9.194e-03, eta: 15:32:05, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2723, decode.acc_seg: 89.9391, aux.loss_ce: 0.1395, aux.acc_seg: 87.6309, loss: 0.4118
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 984s, ETA: 0s
2021-11-25 13:20:26,240 - mmseg - INFO - per class results:
2021-11-25 13:20:26,241 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 5.48 | 5.64 |
| Buildings | 10.96 | 14.2 |
| Low vegetation | 0.86 | 0.86 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.33 | 95.06 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 13:20:26,242 - mmseg - INFO - Summary:
2021-11-25 13:20:26,243 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 8.15 | 3.44 | 19.29 |
+------+------+-------+
2021-11-25 13:20:26,245 - mmseg - INFO - Epoch(val) [18][255] aAcc: 0.0815, mIoU: 0.0344, mAcc: 0.1929, IoU.Impervious surface: 0.0548, IoU.Buildings: 0.1096, IoU.Low vegetation: 0.0086, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0333, IoU.Background: nan, Acc.Impervious surface: 0.0564, Acc.Buildings: 0.1420, Acc.Low vegetation: 0.0086, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9506, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:21:44,249 - mmseg - INFO - Epoch [19][90/450] lr: 9.185e-03, eta: 15:33:48, time: 0.866, data_time: 0.189, memory: 7603, decode.loss_ce: 0.2614, decode.acc_seg: 90.0673, aux.loss_ce: 0.1329, aux.acc_seg: 87.9050, loss: 0.3943
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:22:46,621 - mmseg - INFO - Epoch [19][180/450] lr: 9.176e-03, eta: 15:32:53, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2351, decode.acc_seg: 91.1934, aux.loss_ce: 0.1184, aux.acc_seg: 89.2932, loss: 0.3535
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:23:49,622 - mmseg - INFO - Epoch [19][270/450] lr: 9.167e-03, eta: 15:32:05, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2359, decode.acc_seg: 91.0135, aux.loss_ce: 0.1210, aux.acc_seg: 88.8839, loss: 0.3568
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:24:52,828 - mmseg - INFO - Epoch [19][360/450] lr: 9.158e-03, eta: 15:31:18, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2415, decode.acc_seg: 90.9522, aux.loss_ce: 0.1270, aux.acc_seg: 88.6010, loss: 0.3685
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:25:56,110 - mmseg - INFO - Epoch [19][450/450] lr: 9.149e-03, eta: 15:30:32, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2459, decode.acc_seg: 90.6303, aux.loss_ce: 0.1262, aux.acc_seg: 88.4023, loss: 0.3720
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1031s, ETA: 0s
2021-11-25 13:43:07,017 - mmseg - INFO - per class results:
2021-11-25 13:43:07,019 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 0.51 | 0.51 |
| Buildings | 38.37 | 60.28 |
| Low vegetation | 1.74 | 1.75 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.49 | 69.85 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 13:43:07,019 - mmseg - INFO - Summary:
2021-11-25 13:43:07,020 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 20.95 | 7.18 | 22.06 |
+-------+------+-------+
2021-11-25 13:43:07,022 - mmseg - INFO - Epoch(val) [19][255] aAcc: 0.2095, mIoU: 0.0718, mAcc: 0.2206, IoU.Impervious surface: 0.0051, IoU.Buildings: 0.3837, IoU.Low vegetation: 0.0174, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0249, IoU.Background: nan, Acc.Impervious surface: 0.0051, Acc.Buildings: 0.6028, Acc.Low vegetation: 0.0175, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.6985, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:44:14,133 - mmseg - INFO - Epoch [20][90/450] lr: 9.140e-03, eta: 15:30:21, time: 0.745, data_time: 0.065, memory: 7603, decode.loss_ce: 0.2579, decode.acc_seg: 90.2706, aux.loss_ce: 0.1310, aux.acc_seg: 88.0090, loss: 0.3889
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:45:16,914 - mmseg - INFO - Epoch [20][180/450] lr: 9.131e-03, eta: 15:29:28, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2248, decode.acc_seg: 91.5181, aux.loss_ce: 0.1144, aux.acc_seg: 89.5543, loss: 0.3392
2021-11-25 13:46:05,868 - mmseg - INFO - Saving checkpoint at 8800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:46:20,720 - mmseg - INFO - Epoch [20][270/450] lr: 9.122e-03, eta: 15:28:46, time: 0.709, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2567, decode.acc_seg: 90.2310, aux.loss_ce: 0.1289, aux.acc_seg: 88.1071, loss: 0.3856
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:47:23,926 - mmseg - INFO - Epoch [20][360/450] lr: 9.113e-03, eta: 15:27:57, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2439, decode.acc_seg: 90.7161, aux.loss_ce: 0.1243, aux.acc_seg: 88.7524, loss: 0.3682
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 13:48:27,198 - mmseg - INFO - Epoch [20][450/450] lr: 9.104e-03, eta: 15:27:08, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2613, decode.acc_seg: 90.1737, aux.loss_ce: 0.1394, aux.acc_seg: 87.3428, loss: 0.4007
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1060s, ETA: 0s
2021-11-25 14:06:07,609 - mmseg - INFO - per class results:
2021-11-25 14:06:07,610 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 20.57 | 22.48 |
| Buildings | 24.38 | 37.32 |
| Low vegetation | 17.02 | 22.73 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.06 | 74.69 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 14:06:07,610 - mmseg - INFO - Summary:
2021-11-25 14:06:07,611 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 25.03 | 10.84 | 26.2 |
+-------+-------+------+
2021-11-25 14:06:07,612 - mmseg - INFO - Epoch(val) [20][255] aAcc: 0.2503, mIoU: 0.1084, mAcc: 0.2620, IoU.Impervious surface: 0.2057, IoU.Buildings: 0.2438, IoU.Low vegetation: 0.1702, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0306, IoU.Background: nan, Acc.Impervious surface: 0.2248, Acc.Buildings: 0.3732, Acc.Low vegetation: 0.2273, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.7469, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:07:26,903 - mmseg - INFO - Epoch [21][90/450] lr: 9.095e-03, eta: 15:28:41, time: 0.880, data_time: 0.200, memory: 7603, decode.loss_ce: 0.2632, decode.acc_seg: 90.2408, aux.loss_ce: 0.1348, aux.acc_seg: 87.8639, loss: 0.3980
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:08:29,575 - mmseg - INFO - Epoch [21][180/450] lr: 9.086e-03, eta: 15:27:45, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2174, decode.acc_seg: 91.7563, aux.loss_ce: 0.1135, aux.acc_seg: 89.6826, loss: 0.3309
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:09:32,331 - mmseg - INFO - Epoch [21][270/450] lr: 9.077e-03, eta: 15:26:50, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2354, decode.acc_seg: 91.0788, aux.loss_ce: 0.1206, aux.acc_seg: 88.9084, loss: 0.3560
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:10:35,512 - mmseg - INFO - Epoch [21][360/450] lr: 9.068e-03, eta: 15:25:58, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2441, decode.acc_seg: 90.9553, aux.loss_ce: 0.1258, aux.acc_seg: 88.6237, loss: 0.3699
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:11:38,627 - mmseg - INFO - Epoch [21][450/450] lr: 9.059e-03, eta: 15:25:06, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2862, decode.acc_seg: 89.4088, aux.loss_ce: 0.1468, aux.acc_seg: 86.6909, loss: 0.4330
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1045s, ETA: 0s
2021-11-25 14:29:04,013 - mmseg - INFO - per class results:
2021-11-25 14:29:04,015 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.8 | 14.49 |
| Buildings | 33.66 | 53.24 |
| Low vegetation | 0.6 | 0.6 |
| Trees | 0.02 | 0.02 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.62 | 75.18 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 14:29:04,015 - mmseg - INFO - Summary:
2021-11-25 14:29:04,016 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 23.14 | 8.28 | 23.92 |
+-------+------+-------+
2021-11-25 14:29:04,018 - mmseg - INFO - Epoch(val) [21][255] aAcc: 0.2314, mIoU: 0.0828, mAcc: 0.2392, IoU.Impervious surface: 0.1280, IoU.Buildings: 0.3366, IoU.Low vegetation: 0.0060, IoU.Trees: 0.0002, IoU.Cars: 0.0000, IoU.Clutter: 0.0262, IoU.Background: nan, Acc.Impervious surface: 0.1449, Acc.Buildings: 0.5324, Acc.Low vegetation: 0.0060, Acc.Trees: 0.0002, Acc.Cars: 0.0000, Acc.Clutter: 0.7518, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:30:11,632 - mmseg - INFO - Epoch [22][90/450] lr: 9.050e-03, eta: 15:24:50, time: 0.751, data_time: 0.070, memory: 7603, decode.loss_ce: 0.2787, decode.acc_seg: 89.4997, aux.loss_ce: 0.1405, aux.acc_seg: 87.2344, loss: 0.4193
2021-11-25 14:30:53,180 - mmseg - INFO - Saving checkpoint at 9600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:31:14,886 - mmseg - INFO - Epoch [22][180/450] lr: 9.041e-03, eta: 15:23:58, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2524, decode.acc_seg: 90.3485, aux.loss_ce: 0.1278, aux.acc_seg: 88.1916, loss: 0.3802
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:32:17,941 - mmseg - INFO - Epoch [22][270/450] lr: 9.032e-03, eta: 15:23:04, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2605, decode.acc_seg: 90.2362, aux.loss_ce: 0.1327, aux.acc_seg: 87.8765, loss: 0.3932
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:33:21,057 - mmseg - INFO - Epoch [22][360/450] lr: 9.023e-03, eta: 15:22:10, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2377, decode.acc_seg: 91.1618, aux.loss_ce: 0.1251, aux.acc_seg: 88.7768, loss: 0.3627
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:34:24,293 - mmseg - INFO - Epoch [22][450/450] lr: 9.014e-03, eta: 15:21:17, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2563, decode.acc_seg: 90.3628, aux.loss_ce: 0.1306, aux.acc_seg: 88.1179, loss: 0.3868
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1022s, ETA: 0s
2021-11-25 14:51:26,336 - mmseg - INFO - per class results:
2021-11-25 14:51:26,338 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 2.95 | 3.0 |
| Buildings | 10.85 | 14.93 |
| Low vegetation | 4.13 | 4.3 |
| Trees | 0.43 | 0.43 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.34 | 93.91 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 14:51:26,339 - mmseg - INFO - Summary:
2021-11-25 14:51:26,339 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 8.23 | 3.62 | 19.43 |
+------+------+-------+
2021-11-25 14:51:26,340 - mmseg - INFO - Epoch(val) [22][255] aAcc: 0.0823, mIoU: 0.0362, mAcc: 0.1943, IoU.Impervious surface: 0.0295, IoU.Buildings: 0.1085, IoU.Low vegetation: 0.0413, IoU.Trees: 0.0043, IoU.Cars: 0.0000, IoU.Clutter: 0.0334, IoU.Background: nan, Acc.Impervious surface: 0.0300, Acc.Buildings: 0.1493, Acc.Low vegetation: 0.0430, Acc.Trees: 0.0043, Acc.Cars: 0.0000, Acc.Clutter: 0.9391, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:52:31,543 - mmseg - INFO - Epoch [23][90/450] lr: 9.005e-03, eta: 15:20:40, time: 0.724, data_time: 0.044, memory: 7603, decode.loss_ce: 0.2416, decode.acc_seg: 90.9761, aux.loss_ce: 0.1253, aux.acc_seg: 88.6616, loss: 0.3669
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:53:33,968 - mmseg - INFO - Epoch [23][180/450] lr: 8.996e-03, eta: 15:19:40, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2388, decode.acc_seg: 90.9187, aux.loss_ce: 0.1245, aux.acc_seg: 88.7530, loss: 0.3634
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:54:37,029 - mmseg - INFO - Epoch [23][270/450] lr: 8.987e-03, eta: 15:18:45, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2472, decode.acc_seg: 90.6419, aux.loss_ce: 0.1245, aux.acc_seg: 88.8486, loss: 0.3717
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:55:40,040 - mmseg - INFO - Epoch [23][360/450] lr: 8.978e-03, eta: 15:17:49, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2217, decode.acc_seg: 91.5967, aux.loss_ce: 0.1146, aux.acc_seg: 89.4717, loss: 0.3363
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 14:56:43,042 - mmseg - INFO - Epoch [23][450/450] lr: 8.969e-03, eta: 15:16:54, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2133, decode.acc_seg: 91.8683, aux.loss_ce: 0.1104, aux.acc_seg: 89.8672, loss: 0.3237
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 924s, ETA: 0s
2021-11-25 15:12:07,439 - mmseg - INFO - per class results:
2021-11-25 15:12:07,441 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 2.72 | 2.78 |
| Buildings | 18.02 | 25.41 |
| Low vegetation | 14.5 | 17.03 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.37 | 83.58 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 15:12:07,442 - mmseg - INFO - Summary:
2021-11-25 15:12:07,442 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 13.8 | 6.43 | 21.47 |
+------+------+-------+
2021-11-25 15:12:07,444 - mmseg - INFO - Epoch(val) [23][255] aAcc: 0.1380, mIoU: 0.0643, mAcc: 0.2147, IoU.Impervious surface: 0.0272, IoU.Buildings: 0.1802, IoU.Low vegetation: 0.1450, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0337, IoU.Background: nan, Acc.Impervious surface: 0.0278, Acc.Buildings: 0.2541, Acc.Low vegetation: 0.1703, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8358, Acc.Background: nan
2021-11-25 15:12:45,377 - mmseg - INFO - Saving checkpoint at 10400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:13:13,742 - mmseg - INFO - Epoch [24][90/450] lr: 8.960e-03, eta: 15:16:23, time: 0.736, data_time: 0.047, memory: 7603, decode.loss_ce: 0.2167, decode.acc_seg: 91.7779, aux.loss_ce: 0.1142, aux.acc_seg: 89.4996, loss: 0.3309
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:14:15,981 - mmseg - INFO - Epoch [24][180/450] lr: 8.951e-03, eta: 15:15:21, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2201, decode.acc_seg: 91.6755, aux.loss_ce: 0.1140, aux.acc_seg: 89.5517, loss: 0.3342
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:15:18,927 - mmseg - INFO - Epoch [24][270/450] lr: 8.942e-03, eta: 15:14:24, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2358, decode.acc_seg: 91.1267, aux.loss_ce: 0.1282, aux.acc_seg: 88.4891, loss: 0.3639
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:16:21,711 - mmseg - INFO - Epoch [24][360/450] lr: 8.933e-03, eta: 15:13:26, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2157, decode.acc_seg: 91.7577, aux.loss_ce: 0.1150, aux.acc_seg: 89.5324, loss: 0.3307
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:17:24,946 - mmseg - INFO - Epoch [24][450/450] lr: 8.924e-03, eta: 15:12:32, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2296, decode.acc_seg: 91.3671, aux.loss_ce: 0.1206, aux.acc_seg: 88.9437, loss: 0.3502
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 902s, ETA: 0s
2021-11-25 15:32:27,071 - mmseg - INFO - per class results:
2021-11-25 15:32:27,073 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 1.56 | 1.57 |
| Buildings | 6.21 | 7.57 |
| Low vegetation | 1.23 | 1.24 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.42 | 97.72 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-25 15:32:27,074 - mmseg - INFO - Summary:
2021-11-25 15:32:27,075 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 4.82 | 2.07 | 18.02 |
+------+------+-------+
2021-11-25 15:32:27,076 - mmseg - INFO - Epoch(val) [24][255] aAcc: 0.0482, mIoU: 0.0207, mAcc: 0.1802, IoU.Impervious surface: 0.0156, IoU.Buildings: 0.0621, IoU.Low vegetation: 0.0123, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0342, IoU.Background: nan, Acc.Impervious surface: 0.0157, Acc.Buildings: 0.0757, Acc.Low vegetation: 0.0124, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9772, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:33:32,456 - mmseg - INFO - Epoch [25][90/450] lr: 8.915e-03, eta: 15:11:52, time: 0.726, data_time: 0.046, memory: 7603, decode.loss_ce: 0.2103, decode.acc_seg: 91.8792, aux.loss_ce: 0.1098, aux.acc_seg: 89.8047, loss: 0.3201
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:34:34,812 - mmseg - INFO - Epoch [25][180/450] lr: 8.906e-03, eta: 15:10:50, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2144, decode.acc_seg: 91.7959, aux.loss_ce: 0.1102, aux.acc_seg: 89.8287, loss: 0.3246
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:35:37,659 - mmseg - INFO - Epoch [25][270/450] lr: 8.897e-03, eta: 15:09:52, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2046, decode.acc_seg: 92.2625, aux.loss_ce: 0.1110, aux.acc_seg: 89.8668, loss: 0.3156
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:36:40,850 - mmseg - INFO - Epoch [25][360/450] lr: 8.888e-03, eta: 15:08:57, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2769, decode.acc_seg: 89.7469, aux.loss_ce: 0.1383, aux.acc_seg: 87.5012, loss: 0.4152
2021-11-25 15:37:08,667 - mmseg - INFO - Saving checkpoint at 11200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:37:44,415 - mmseg - INFO - Epoch [25][450/450] lr: 8.879e-03, eta: 15:08:04, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2720, decode.acc_seg: 89.7589, aux.loss_ce: 0.1417, aux.acc_seg: 86.9093, loss: 0.4136
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 1017s, ETA: 0s
2021-11-25 15:54:41,910 - mmseg - INFO - per class results:
2021-11-25 15:54:41,912 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 28.25 | 33.7 |
| Buildings | 57.46 | 90.21 |
| Low vegetation | 32.45 | 45.86 |
| Trees | 7.35 | 8.29 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.49 | 8.24 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 15:54:41,912 - mmseg - INFO - Summary:
2021-11-25 15:54:41,913 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 50.04 | 21.33 | 31.05 |
+-------+-------+-------+
2021-11-25 15:54:41,915 - mmseg - INFO - Epoch(val) [25][255] aAcc: 0.5004, mIoU: 0.2133, mAcc: 0.3105, IoU.Impervious surface: 0.2825, IoU.Buildings: 0.5746, IoU.Low vegetation: 0.3245, IoU.Trees: 0.0735, IoU.Cars: 0.0000, IoU.Clutter: 0.0249, IoU.Background: nan, Acc.Impervious surface: 0.3370, Acc.Buildings: 0.9021, Acc.Low vegetation: 0.4586, Acc.Trees: 0.0829, Acc.Cars: 0.0000, Acc.Clutter: 0.0824, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:55:59,392 - mmseg - INFO - Epoch [26][90/450] lr: 8.870e-03, eta: 15:08:46, time: 0.860, data_time: 0.182, memory: 7603, decode.loss_ce: 0.2396, decode.acc_seg: 90.9310, aux.loss_ce: 0.1229, aux.acc_seg: 88.8474, loss: 0.3625
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:57:01,858 - mmseg - INFO - Epoch [26][180/450] lr: 8.861e-03, eta: 15:07:45, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2251, decode.acc_seg: 91.5146, aux.loss_ce: 0.1154, aux.acc_seg: 89.6017, loss: 0.3405
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:58:04,309 - mmseg - INFO - Epoch [26][270/450] lr: 8.852e-03, eta: 15:06:43, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2161, decode.acc_seg: 91.7598, aux.loss_ce: 0.1170, aux.acc_seg: 89.3947, loss: 0.3331
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 15:59:07,649 - mmseg - INFO - Epoch [26][360/450] lr: 8.843e-03, eta: 15:05:47, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2289, decode.acc_seg: 91.3878, aux.loss_ce: 0.1165, aux.acc_seg: 89.4138, loss: 0.3455
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:00:10,383 - mmseg - INFO - Epoch [26][450/450] lr: 8.834e-03, eta: 15:04:47, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2501, decode.acc_seg: 90.6124, aux.loss_ce: 0.1317, aux.acc_seg: 88.0259, loss: 0.3818
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1081s, ETA: 0s
2021-11-25 16:18:12,016 - mmseg - INFO - per class results:
2021-11-25 16:18:12,017 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 30.63 | 43.49 |
| Buildings | 53.77 | 86.71 |
| Low vegetation | 8.11 | 9.32 |
| Trees | 0.13 | 0.13 |
| Cars | 0.03 | 0.03 |
| Clutter | 2.68 | 15.66 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 16:18:12,017 - mmseg - INFO - Summary:
2021-11-25 16:18:12,018 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 44.06 | 15.89 | 25.89 |
+-------+-------+-------+
2021-11-25 16:18:12,019 - mmseg - INFO - Epoch(val) [26][255] aAcc: 0.4406, mIoU: 0.1589, mAcc: 0.2589, IoU.Impervious surface: 0.3063, IoU.Buildings: 0.5377, IoU.Low vegetation: 0.0811, IoU.Trees: 0.0013, IoU.Cars: 0.0003, IoU.Clutter: 0.0268, IoU.Background: nan, Acc.Impervious surface: 0.4349, Acc.Buildings: 0.8671, Acc.Low vegetation: 0.0932, Acc.Trees: 0.0013, Acc.Cars: 0.0003, Acc.Clutter: 0.1566, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:19:17,477 - mmseg - INFO - Epoch [27][90/450] lr: 8.825e-03, eta: 15:04:04, time: 0.727, data_time: 0.046, memory: 7603, decode.loss_ce: 0.2299, decode.acc_seg: 91.3913, aux.loss_ce: 0.1192, aux.acc_seg: 89.2792, loss: 0.3492
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:20:19,769 - mmseg - INFO - Epoch [27][180/450] lr: 8.816e-03, eta: 15:03:01, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2139, decode.acc_seg: 91.9991, aux.loss_ce: 0.1147, aux.acc_seg: 89.5361, loss: 0.3285
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:21:22,739 - mmseg - INFO - Epoch [27][270/450] lr: 8.807e-03, eta: 15:02:02, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2130, decode.acc_seg: 91.9956, aux.loss_ce: 0.1133, aux.acc_seg: 89.6972, loss: 0.3264
2021-11-25 16:21:43,473 - mmseg - INFO - Saving checkpoint at 12000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:22:26,241 - mmseg - INFO - Epoch [27][360/450] lr: 8.798e-03, eta: 15:01:06, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2080, decode.acc_seg: 92.0865, aux.loss_ce: 0.1105, aux.acc_seg: 89.8449, loss: 0.3185
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:23:29,246 - mmseg - INFO - Epoch [27][450/450] lr: 8.789e-03, eta: 15:00:08, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1965, decode.acc_seg: 92.7119, aux.loss_ce: 0.1044, aux.acc_seg: 90.5094, loss: 0.3010
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 961s, ETA: 0s
2021-11-25 16:39:30,565 - mmseg - INFO - per class results:
2021-11-25 16:39:30,566 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.55 | 8.99 |
| Buildings | 58.34 | 78.84 |
| Low vegetation | 1.24 | 1.25 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.42 | 48.07 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 16:39:30,566 - mmseg - INFO - Summary:
2021-11-25 16:39:30,567 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 29.19 | 11.76 | 22.86 |
+-------+-------+-------+
2021-11-25 16:39:30,569 - mmseg - INFO - Epoch(val) [27][255] aAcc: 0.2919, mIoU: 0.1176, mAcc: 0.2286, IoU.Impervious surface: 0.0855, IoU.Buildings: 0.5834, IoU.Low vegetation: 0.0124, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0242, IoU.Background: nan, Acc.Impervious surface: 0.0899, Acc.Buildings: 0.7884, Acc.Low vegetation: 0.0125, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.4807, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:40:53,120 - mmseg - INFO - Epoch [28][90/450] lr: 8.780e-03, eta: 15:01:13, time: 0.917, data_time: 0.239, memory: 7603, decode.loss_ce: 0.2073, decode.acc_seg: 92.1358, aux.loss_ce: 0.1070, aux.acc_seg: 90.2068, loss: 0.3142
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:41:55,488 - mmseg - INFO - Epoch [28][180/450] lr: 8.771e-03, eta: 15:00:09, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2007, decode.acc_seg: 92.3031, aux.loss_ce: 0.1040, aux.acc_seg: 90.4859, loss: 0.3047
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:42:57,999 - mmseg - INFO - Epoch [28][270/450] lr: 8.762e-03, eta: 14:59:06, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1989, decode.acc_seg: 92.4420, aux.loss_ce: 0.1040, aux.acc_seg: 90.5119, loss: 0.3029
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:44:00,787 - mmseg - INFO - Epoch [28][360/450] lr: 8.753e-03, eta: 14:58:04, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1956, decode.acc_seg: 92.5067, aux.loss_ce: 0.1013, aux.acc_seg: 90.6486, loss: 0.2969
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 16:45:03,547 - mmseg - INFO - Epoch [28][450/450] lr: 8.743e-03, eta: 14:57:03, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1917, decode.acc_seg: 92.6961, aux.loss_ce: 0.1015, aux.acc_seg: 90.6887, loss: 0.2932
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 963s, ETA: 0s
2021-11-25 17:01:06,435 - mmseg - INFO - per class results:
2021-11-25 17:01:06,436 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 2.94 | 3.64 |
| Buildings | 51.56 | 81.21 |
| Low vegetation | 0.86 | 0.87 |
| Trees | 0.01 | 0.01 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.65 | 48.37 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 17:01:06,437 - mmseg - INFO - Summary:
2021-11-25 17:01:06,438 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 28.13 | 9.67 | 22.35 |
+-------+------+-------+
2021-11-25 17:01:06,441 - mmseg - INFO - Epoch(val) [28][255] aAcc: 0.2813, mIoU: 0.0967, mAcc: 0.2235, IoU.Impervious surface: 0.0294, IoU.Buildings: 0.5156, IoU.Low vegetation: 0.0086, IoU.Trees: 0.0001, IoU.Cars: 0.0000, IoU.Clutter: 0.0265, IoU.Background: nan, Acc.Impervious surface: 0.0364, Acc.Buildings: 0.8121, Acc.Low vegetation: 0.0087, Acc.Trees: 0.0001, Acc.Cars: 0.0000, Acc.Clutter: 0.4837, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:02:14,503 - mmseg - INFO - Epoch [29][90/450] lr: 8.734e-03, eta: 14:56:33, time: 0.756, data_time: 0.074, memory: 7603, decode.loss_ce: 0.2034, decode.acc_seg: 92.2106, aux.loss_ce: 0.1083, aux.acc_seg: 90.0675, loss: 0.3117
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:03:16,712 - mmseg - INFO - Epoch [29][180/450] lr: 8.725e-03, eta: 14:55:28, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1998, decode.acc_seg: 92.4801, aux.loss_ce: 0.1063, aux.acc_seg: 90.3631, loss: 0.3061
2021-11-25 17:03:30,709 - mmseg - INFO - Saving checkpoint at 12800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:04:20,288 - mmseg - INFO - Epoch [29][270/450] lr: 8.716e-03, eta: 14:54:31, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2219, decode.acc_seg: 91.6485, aux.loss_ce: 0.1173, aux.acc_seg: 89.4546, loss: 0.3392
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:05:23,021 - mmseg - INFO - Epoch [29][360/450] lr: 8.707e-03, eta: 14:53:29, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2194, decode.acc_seg: 91.6993, aux.loss_ce: 0.1157, aux.acc_seg: 89.4706, loss: 0.3351
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:06:25,902 - mmseg - INFO - Epoch [29][450/450] lr: 8.698e-03, eta: 14:52:28, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2074, decode.acc_seg: 92.2485, aux.loss_ce: 0.1163, aux.acc_seg: 89.6336, loss: 0.3237
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1085s, ETA: 0s
2021-11-25 17:24:31,508 - mmseg - INFO - per class results:
2021-11-25 17:24:31,509 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 27.9 | 29.83 |
| Buildings | 17.04 | 24.58 |
| Low vegetation | 24.98 | 34.97 |
| Trees | 7.6 | 8.49 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.38 | 57.51 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 17:24:31,510 - mmseg - INFO - Summary:
2021-11-25 17:24:31,510 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 26.49 | 13.32 | 25.9 |
+-------+-------+------+
2021-11-25 17:24:31,512 - mmseg - INFO - Epoch(val) [29][255] aAcc: 0.2649, mIoU: 0.1332, mAcc: 0.2590, IoU.Impervious surface: 0.2790, IoU.Buildings: 0.1704, IoU.Low vegetation: 0.2498, IoU.Trees: 0.0760, IoU.Cars: 0.0000, IoU.Clutter: 0.0238, IoU.Background: nan, Acc.Impervious surface: 0.2983, Acc.Buildings: 0.2458, Acc.Low vegetation: 0.3497, Acc.Trees: 0.0849, Acc.Cars: 0.0000, Acc.Clutter: 0.5751, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:25:36,785 - mmseg - INFO - Epoch [30][90/450] lr: 8.689e-03, eta: 14:51:40, time: 0.725, data_time: 0.046, memory: 7603, decode.loss_ce: 0.2246, decode.acc_seg: 91.6560, aux.loss_ce: 0.1169, aux.acc_seg: 89.5486, loss: 0.3414
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:26:38,884 - mmseg - INFO - Epoch [30][180/450] lr: 8.680e-03, eta: 14:50:35, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2061, decode.acc_seg: 92.2106, aux.loss_ce: 0.1135, aux.acc_seg: 89.6329, loss: 0.3197
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:27:41,737 - mmseg - INFO - Epoch [30][270/450] lr: 8.671e-03, eta: 14:49:33, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2009, decode.acc_seg: 92.3600, aux.loss_ce: 0.1074, aux.acc_seg: 90.1884, loss: 0.3083
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:28:44,661 - mmseg - INFO - Epoch [30][360/450] lr: 8.662e-03, eta: 14:48:32, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2041, decode.acc_seg: 92.1457, aux.loss_ce: 0.1106, aux.acc_seg: 89.7926, loss: 0.3147
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:29:47,395 - mmseg - INFO - Epoch [30][450/450] lr: 8.653e-03, eta: 14:47:30, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2052, decode.acc_seg: 92.2266, aux.loss_ce: 0.1112, aux.acc_seg: 89.8988, loss: 0.3164
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 950s, ETA: 0s
2021-11-25 17:45:37,906 - mmseg - INFO - per class results:
2021-11-25 17:45:37,907 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 25.41 | 34.02 |
| Buildings | 26.52 | 34.05 |
| Low vegetation | 6.3 | 7.1 |
| Trees | 0.0 | 0.0 |
| Cars | 0.04 | 0.04 |
| Clutter | 2.88 | 74.38 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 17:45:37,908 - mmseg - INFO - Summary:
2021-11-25 17:45:37,908 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 24.66 | 10.19 | 24.93 |
+-------+-------+-------+
2021-11-25 17:45:37,910 - mmseg - INFO - Epoch(val) [30][255] aAcc: 0.2466, mIoU: 0.1019, mAcc: 0.2493, IoU.Impervious surface: 0.2541, IoU.Buildings: 0.2652, IoU.Low vegetation: 0.0630, IoU.Trees: 0.0000, IoU.Cars: 0.0004, IoU.Clutter: 0.0288, IoU.Background: nan, Acc.Impervious surface: 0.3402, Acc.Buildings: 0.3405, Acc.Low vegetation: 0.0710, Acc.Trees: 0.0000, Acc.Cars: 0.0004, Acc.Clutter: 0.7438, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:46:59,364 - mmseg - INFO - Epoch [31][90/450] lr: 8.644e-03, eta: 14:48:13, time: 0.904, data_time: 0.223, memory: 7603, decode.loss_ce: 0.2045, decode.acc_seg: 92.3275, aux.loss_ce: 0.1120, aux.acc_seg: 89.8663, loss: 0.3165
2021-11-25 17:47:06,162 - mmseg - INFO - Saving checkpoint at 13600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:48:02,208 - mmseg - INFO - Epoch [31][180/450] lr: 8.635e-03, eta: 14:47:10, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1967, decode.acc_seg: 92.6078, aux.loss_ce: 0.1049, aux.acc_seg: 90.4188, loss: 0.3016
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:49:05,001 - mmseg - INFO - Epoch [31][270/450] lr: 8.626e-03, eta: 14:46:08, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2094, decode.acc_seg: 91.9941, aux.loss_ce: 0.1118, aux.acc_seg: 89.6998, loss: 0.3212
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:50:07,584 - mmseg - INFO - Epoch [31][360/450] lr: 8.617e-03, eta: 14:45:04, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2086, decode.acc_seg: 92.1643, aux.loss_ce: 0.1110, aux.acc_seg: 90.0168, loss: 0.3196
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 17:51:10,465 - mmseg - INFO - Epoch [31][450/450] lr: 8.608e-03, eta: 14:44:02, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1833, decode.acc_seg: 93.0125, aux.loss_ce: 0.0997, aux.acc_seg: 90.9482, loss: 0.2831
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1139s, ETA: 0s
2021-11-25 18:10:09,922 - mmseg - INFO - per class results:
2021-11-25 18:10:09,924 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 6.65 | 7.05 |
| Buildings | 61.6 | 95.15 |
| Low vegetation | 0.32 | 0.32 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.29 | 11.5 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-25 18:10:09,925 - mmseg - INFO - Summary:
2021-11-25 18:10:09,925 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 32.97 | 11.64 | 19.0 |
+-------+-------+------+
2021-11-25 18:10:09,928 - mmseg - INFO - Epoch(val) [31][255] aAcc: 0.3297, mIoU: 0.1164, mAcc: 0.1900, IoU.Impervious surface: 0.0665, IoU.Buildings: 0.6160, IoU.Low vegetation: 0.0032, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0129, IoU.Background: nan, Acc.Impervious surface: 0.0705, Acc.Buildings: 0.9515, Acc.Low vegetation: 0.0032, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.1150, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:11:15,629 - mmseg - INFO - Epoch [32][90/450] lr: 8.599e-03, eta: 14:43:14, time: 0.729, data_time: 0.051, memory: 7603, decode.loss_ce: 0.1788, decode.acc_seg: 93.1551, aux.loss_ce: 0.0980, aux.acc_seg: 91.0432, loss: 0.2768
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:12:17,924 - mmseg - INFO - Epoch [32][180/450] lr: 8.590e-03, eta: 14:42:09, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1892, decode.acc_seg: 92.7914, aux.loss_ce: 0.1031, aux.acc_seg: 90.5720, loss: 0.2923
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:13:20,441 - mmseg - INFO - Epoch [32][270/450] lr: 8.580e-03, eta: 14:41:05, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2094, decode.acc_seg: 92.1278, aux.loss_ce: 0.1172, aux.acc_seg: 89.4673, loss: 0.3266
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:14:23,525 - mmseg - INFO - Epoch [32][360/450] lr: 8.571e-03, eta: 14:40:03, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1967, decode.acc_seg: 92.3834, aux.loss_ce: 0.1073, aux.acc_seg: 90.1667, loss: 0.3039
2021-11-25 18:15:26,171 - mmseg - INFO - Saving checkpoint at 14400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:15:27,097 - mmseg - INFO - Epoch [32][450/450] lr: 8.562e-03, eta: 14:39:05, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1785, decode.acc_seg: 93.1995, aux.loss_ce: 0.0962, aux.acc_seg: 91.1662, loss: 0.2747
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.3 task/s, elapsed: 1003s, ETA: 0s
2021-11-25 18:32:10,522 - mmseg - INFO - per class results:
2021-11-25 18:32:10,523 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.3 | 15.65 |
| Buildings | 25.76 | 35.64 |
| Low vegetation | 1.76 | 1.78 |
| Trees | 5.63 | 5.73 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.77 | 79.55 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 18:32:10,525 - mmseg - INFO - Summary:
2021-11-25 18:32:10,526 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.87 | 8.37 | 23.06 |
+-------+------+-------+
2021-11-25 18:32:10,527 - mmseg - INFO - Epoch(val) [32][255] aAcc: 0.1887, mIoU: 0.0837, mAcc: 0.2306, IoU.Impervious surface: 0.1430, IoU.Buildings: 0.2576, IoU.Low vegetation: 0.0176, IoU.Trees: 0.0563, IoU.Cars: 0.0000, IoU.Clutter: 0.0277, IoU.Background: nan, Acc.Impervious surface: 0.1565, Acc.Buildings: 0.3564, Acc.Low vegetation: 0.0178, Acc.Trees: 0.0573, Acc.Cars: 0.0000, Acc.Clutter: 0.7955, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:33:31,565 - mmseg - INFO - Epoch [33][90/450] lr: 8.553e-03, eta: 14:39:37, time: 0.900, data_time: 0.223, memory: 7603, decode.loss_ce: 0.1884, decode.acc_seg: 92.6795, aux.loss_ce: 0.1036, aux.acc_seg: 90.4628, loss: 0.2919
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:34:33,543 - mmseg - INFO - Epoch [33][180/450] lr: 8.544e-03, eta: 14:38:29, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1828, decode.acc_seg: 93.0325, aux.loss_ce: 0.1012, aux.acc_seg: 90.8110, loss: 0.2840
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:35:36,158 - mmseg - INFO - Epoch [33][270/450] lr: 8.535e-03, eta: 14:37:25, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1848, decode.acc_seg: 92.8407, aux.loss_ce: 0.1030, aux.acc_seg: 90.6070, loss: 0.2878
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:36:38,520 - mmseg - INFO - Epoch [33][360/450] lr: 8.526e-03, eta: 14:36:19, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1777, decode.acc_seg: 93.1629, aux.loss_ce: 0.0972, aux.acc_seg: 91.0703, loss: 0.2749
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:37:41,443 - mmseg - INFO - Epoch [33][450/450] lr: 8.517e-03, eta: 14:35:17, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1866, decode.acc_seg: 92.8982, aux.loss_ce: 0.1031, aux.acc_seg: 90.5973, loss: 0.2897
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1028s, ETA: 0s
2021-11-25 18:54:50,084 - mmseg - INFO - per class results:
2021-11-25 18:54:50,086 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.27 | 15.81 |
| Buildings | 8.77 | 10.76 |
| Low vegetation | 9.38 | 10.97 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.13 | 89.49 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 18:54:50,086 - mmseg - INFO - Summary:
2021-11-25 18:54:50,087 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 12.28 | 6.09 | 21.17 |
+-------+------+-------+
2021-11-25 18:54:50,088 - mmseg - INFO - Epoch(val) [33][255] aAcc: 0.1228, mIoU: 0.0609, mAcc: 0.2117, IoU.Impervious surface: 0.1527, IoU.Buildings: 0.0877, IoU.Low vegetation: 0.0938, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0313, IoU.Background: nan, Acc.Impervious surface: 0.1581, Acc.Buildings: 0.1076, Acc.Low vegetation: 0.1097, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8949, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:56:11,901 - mmseg - INFO - Epoch [34][90/450] lr: 8.508e-03, eta: 14:35:48, time: 0.908, data_time: 0.233, memory: 7603, decode.loss_ce: 0.1953, decode.acc_seg: 92.5888, aux.loss_ce: 0.1058, aux.acc_seg: 90.2668, loss: 0.3011
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:57:14,171 - mmseg - INFO - Epoch [34][180/450] lr: 8.499e-03, eta: 14:34:42, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2054, decode.acc_seg: 92.3677, aux.loss_ce: 0.1079, aux.acc_seg: 90.3578, loss: 0.3133
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:58:16,555 - mmseg - INFO - Epoch [34][270/450] lr: 8.490e-03, eta: 14:33:36, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2234, decode.acc_seg: 91.5368, aux.loss_ce: 0.1163, aux.acc_seg: 89.2667, loss: 0.3397
2021-11-25 18:59:12,334 - mmseg - INFO - Saving checkpoint at 15200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 18:59:19,944 - mmseg - INFO - Epoch [34][360/450] lr: 8.481e-03, eta: 14:32:34, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1918, decode.acc_seg: 92.6990, aux.loss_ce: 0.1064, aux.acc_seg: 90.2375, loss: 0.2982
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:00:22,815 - mmseg - INFO - Epoch [34][450/450] lr: 8.472e-03, eta: 14:31:31, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2046, decode.acc_seg: 92.3541, aux.loss_ce: 0.1095, aux.acc_seg: 90.1424, loss: 0.3141
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1107s, ETA: 0s
2021-11-25 19:18:50,348 - mmseg - INFO - per class results:
2021-11-25 19:18:50,350 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 16.33 | 18.17 |
| Buildings | 20.51 | 26.23 |
| Low vegetation | 10.41 | 11.36 |
| Trees | 4.11 | 4.16 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.91 | 83.5 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 19:18:50,350 - mmseg - INFO - Summary:
2021-11-25 19:18:50,351 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 18.46 | 9.05 | 23.9 |
+-------+------+------+
2021-11-25 19:18:50,354 - mmseg - INFO - Epoch(val) [34][255] aAcc: 0.1846, mIoU: 0.0905, mAcc: 0.2390, IoU.Impervious surface: 0.1633, IoU.Buildings: 0.2051, IoU.Low vegetation: 0.1041, IoU.Trees: 0.0411, IoU.Cars: 0.0000, IoU.Clutter: 0.0291, IoU.Background: nan, Acc.Impervious surface: 0.1817, Acc.Buildings: 0.2623, Acc.Low vegetation: 0.1136, Acc.Trees: 0.0416, Acc.Cars: 0.0000, Acc.Clutter: 0.8350, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:20:02,529 - mmseg - INFO - Epoch [35][90/450] lr: 8.463e-03, eta: 14:31:12, time: 0.801, data_time: 0.126, memory: 7603, decode.loss_ce: 0.2047, decode.acc_seg: 92.2784, aux.loss_ce: 0.1119, aux.acc_seg: 89.7956, loss: 0.3166
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:21:04,750 - mmseg - INFO - Epoch [35][180/450] lr: 8.453e-03, eta: 14:30:05, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2052, decode.acc_seg: 92.2330, aux.loss_ce: 0.1132, aux.acc_seg: 89.6764, loss: 0.3184
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:22:07,116 - mmseg - INFO - Epoch [35][270/450] lr: 8.444e-03, eta: 14:28:59, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1868, decode.acc_seg: 92.9519, aux.loss_ce: 0.1018, aux.acc_seg: 90.8183, loss: 0.2886
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:23:10,063 - mmseg - INFO - Epoch [35][360/450] lr: 8.435e-03, eta: 14:27:55, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2020, decode.acc_seg: 92.3242, aux.loss_ce: 0.1127, aux.acc_seg: 90.0004, loss: 0.3147
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:24:12,619 - mmseg - INFO - Epoch [35][450/450] lr: 8.426e-03, eta: 14:26:50, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1877, decode.acc_seg: 92.8949, aux.loss_ce: 0.1035, aux.acc_seg: 90.4558, loss: 0.2912
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1145s, ETA: 0s
2021-11-25 19:43:17,980 - mmseg - INFO - per class results:
2021-11-25 19:43:17,982 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 32.48 | 43.72 |
| Buildings | 16.04 | 18.41 |
| Low vegetation | 26.08 | 49.14 |
| Trees | 0.0 | 0.0 |
| Cars | 0.04 | 0.05 |
| Clutter | 1.87 | 44.01 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 19:43:17,982 - mmseg - INFO - Summary:
2021-11-25 19:43:17,983 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.64 | 12.75 | 25.89 |
+-------+-------+-------+
2021-11-25 19:43:17,984 - mmseg - INFO - Epoch(val) [35][255] aAcc: 0.3064, mIoU: 0.1275, mAcc: 0.2589, IoU.Impervious surface: 0.3248, IoU.Buildings: 0.1604, IoU.Low vegetation: 0.2608, IoU.Trees: 0.0000, IoU.Cars: 0.0004, IoU.Clutter: 0.0187, IoU.Background: nan, Acc.Impervious surface: 0.4372, Acc.Buildings: 0.1841, Acc.Low vegetation: 0.4914, Acc.Trees: 0.0000, Acc.Cars: 0.0005, Acc.Clutter: 0.4401, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:44:41,580 - mmseg - INFO - Epoch [36][90/450] lr: 8.417e-03, eta: 14:27:23, time: 0.928, data_time: 0.250, memory: 7603, decode.loss_ce: 0.1721, decode.acc_seg: 93.4208, aux.loss_ce: 0.0947, aux.acc_seg: 91.3329, loss: 0.2668
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:45:43,779 - mmseg - INFO - Epoch [36][180/450] lr: 8.408e-03, eta: 14:26:15, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1785, decode.acc_seg: 93.2534, aux.loss_ce: 0.0972, aux.acc_seg: 91.1361, loss: 0.2757
2021-11-25 19:46:32,243 - mmseg - INFO - Saving checkpoint at 16000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:46:46,909 - mmseg - INFO - Epoch [36][270/450] lr: 8.399e-03, eta: 14:25:12, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1790, decode.acc_seg: 93.1560, aux.loss_ce: 0.0997, aux.acc_seg: 90.8791, loss: 0.2787
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:47:49,806 - mmseg - INFO - Epoch [36][360/450] lr: 8.390e-03, eta: 14:24:07, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1711, decode.acc_seg: 93.4588, aux.loss_ce: 0.0940, aux.acc_seg: 91.4757, loss: 0.2651
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 19:48:52,395 - mmseg - INFO - Epoch [36][450/450] lr: 8.381e-03, eta: 14:23:02, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1630, decode.acc_seg: 93.8243, aux.loss_ce: 0.0903, aux.acc_seg: 91.7529, loss: 0.2534
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1145s, ETA: 0s
2021-11-25 20:07:57,073 - mmseg - INFO - per class results:
2021-11-25 20:07:57,074 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 26.01 | 37.73 |
| Buildings | 31.93 | 42.76 |
| Low vegetation | 16.3 | 34.8 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.16 | 22.09 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 20:07:57,075 - mmseg - INFO - Summary:
2021-11-25 20:07:57,075 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 33.26 | 12.73 | 22.9 |
+-------+-------+------+
2021-11-25 20:07:57,077 - mmseg - INFO - Epoch(val) [36][255] aAcc: 0.3326, mIoU: 0.1273, mAcc: 0.2290, IoU.Impervious surface: 0.2601, IoU.Buildings: 0.3193, IoU.Low vegetation: 0.1630, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0216, IoU.Background: nan, Acc.Impervious surface: 0.3773, Acc.Buildings: 0.4276, Acc.Low vegetation: 0.3480, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.2209, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:09:02,978 - mmseg - INFO - Epoch [37][90/450] lr: 8.372e-03, eta: 14:22:11, time: 0.732, data_time: 0.053, memory: 7603, decode.loss_ce: 0.1856, decode.acc_seg: 93.0521, aux.loss_ce: 0.1047, aux.acc_seg: 90.5616, loss: 0.2904
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:10:05,159 - mmseg - INFO - Epoch [37][180/450] lr: 8.363e-03, eta: 14:21:03, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2010, decode.acc_seg: 92.4297, aux.loss_ce: 0.1073, aux.acc_seg: 90.3891, loss: 0.3083
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:11:07,425 - mmseg - INFO - Epoch [37][270/450] lr: 8.354e-03, eta: 14:19:56, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1697, decode.acc_seg: 93.6032, aux.loss_ce: 0.0953, aux.acc_seg: 91.3641, loss: 0.2650
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:12:10,313 - mmseg - INFO - Epoch [37][360/450] lr: 8.344e-03, eta: 14:18:52, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1690, decode.acc_seg: 93.4663, aux.loss_ce: 0.0949, aux.acc_seg: 91.3548, loss: 0.2638
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:13:12,911 - mmseg - INFO - Epoch [37][450/450] lr: 8.335e-03, eta: 14:17:46, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1871, decode.acc_seg: 92.8178, aux.loss_ce: 0.1007, aux.acc_seg: 90.8127, loss: 0.2878
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1143s, ETA: 0s
2021-11-25 20:32:15,817 - mmseg - INFO - per class results:
2021-11-25 20:32:15,818 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.86 | 13.42 |
| Buildings | 64.94 | 98.27 |
| Low vegetation | 1.79 | 1.83 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 0.86 | 1.56 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 20:32:15,819 - mmseg - INFO - Summary:
2021-11-25 20:32:15,819 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 36.19 | 13.08 | 19.18 |
+-------+-------+-------+
2021-11-25 20:32:15,821 - mmseg - INFO - Epoch(val) [37][255] aAcc: 0.3619, mIoU: 0.1308, mAcc: 0.1918, IoU.Impervious surface: 0.1086, IoU.Buildings: 0.6494, IoU.Low vegetation: 0.0179, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0086, IoU.Background: nan, Acc.Impervious surface: 0.1342, Acc.Buildings: 0.9827, Acc.Low vegetation: 0.0183, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.0156, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:33:39,285 - mmseg - INFO - Epoch [38][90/450] lr: 8.326e-03, eta: 14:18:11, time: 0.926, data_time: 0.250, memory: 7603, decode.loss_ce: 0.1873, decode.acc_seg: 92.8778, aux.loss_ce: 0.1058, aux.acc_seg: 90.3710, loss: 0.2931
2021-11-25 20:34:20,672 - mmseg - INFO - Saving checkpoint at 16800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:34:42,298 - mmseg - INFO - Epoch [38][180/450] lr: 8.317e-03, eta: 14:17:07, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1787, decode.acc_seg: 93.1800, aux.loss_ce: 0.0962, aux.acc_seg: 91.1965, loss: 0.2748
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:35:44,491 - mmseg - INFO - Epoch [38][270/450] lr: 8.308e-03, eta: 14:15:59, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1693, decode.acc_seg: 93.6237, aux.loss_ce: 0.0907, aux.acc_seg: 91.7593, loss: 0.2600
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:36:47,109 - mmseg - INFO - Epoch [38][360/450] lr: 8.299e-03, eta: 14:14:53, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1708, decode.acc_seg: 93.4879, aux.loss_ce: 0.0924, aux.acc_seg: 91.4967, loss: 0.2632
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 20:37:49,932 - mmseg - INFO - Epoch [38][450/450] lr: 8.290e-03, eta: 14:13:48, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1723, decode.acc_seg: 93.4067, aux.loss_ce: 0.0968, aux.acc_seg: 91.1496, loss: 0.2692
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1288s, ETA: 0s
2021-11-25 20:59:18,329 - mmseg - INFO - per class results:
2021-11-25 20:59:18,332 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 22.47 | 28.07 |
| Buildings | 33.71 | 53.33 |
| Low vegetation | 6.09 | 6.44 |
| Trees | 15.15 | 19.43 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.28 | 47.82 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 20:59:18,333 - mmseg - INFO - Summary:
2021-11-25 20:59:18,333 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.59 | 13.28 | 25.85 |
+-------+-------+-------+
2021-11-25 20:59:18,335 - mmseg - INFO - Epoch(val) [38][255] aAcc: 0.3059, mIoU: 0.1328, mAcc: 0.2585, IoU.Impervious surface: 0.2247, IoU.Buildings: 0.3371, IoU.Low vegetation: 0.0609, IoU.Trees: 0.1515, IoU.Cars: 0.0000, IoU.Clutter: 0.0228, IoU.Background: nan, Acc.Impervious surface: 0.2807, Acc.Buildings: 0.5333, Acc.Low vegetation: 0.0644, Acc.Trees: 0.1943, Acc.Cars: 0.0000, Acc.Clutter: 0.4782, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:00:38,610 - mmseg - INFO - Epoch [39][90/450] lr: 8.281e-03, eta: 14:13:57, time: 0.891, data_time: 0.213, memory: 7603, decode.loss_ce: 0.1815, decode.acc_seg: 93.1275, aux.loss_ce: 0.0994, aux.acc_seg: 91.0482, loss: 0.2809
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:01:40,527 - mmseg - INFO - Epoch [39][180/450] lr: 8.272e-03, eta: 14:12:47, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1735, decode.acc_seg: 93.3497, aux.loss_ce: 0.0970, aux.acc_seg: 91.2250, loss: 0.2705
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:02:42,950 - mmseg - INFO - Epoch [39][270/450] lr: 8.263e-03, eta: 14:11:40, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1751, decode.acc_seg: 93.3441, aux.loss_ce: 0.0963, aux.acc_seg: 91.1460, loss: 0.2714
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:03:45,444 - mmseg - INFO - Epoch [39][360/450] lr: 8.253e-03, eta: 14:10:34, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1857, decode.acc_seg: 92.8992, aux.loss_ce: 0.1069, aux.acc_seg: 90.2308, loss: 0.2925
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:04:48,322 - mmseg - INFO - Epoch [39][450/450] lr: 8.244e-03, eta: 14:09:28, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2142, decode.acc_seg: 92.0746, aux.loss_ce: 0.1145, aux.acc_seg: 89.6611, loss: 0.3286
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1141s, ETA: 0s
2021-11-25 21:23:49,554 - mmseg - INFO - per class results:
2021-11-25 21:23:49,555 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 11.98 | 13.23 |
| Buildings | 46.52 | 79.25 |
| Low vegetation | 4.57 | 4.62 |
| Trees | 5.91 | 6.71 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.46 | 32.5 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 21:23:49,556 - mmseg - INFO - Summary:
2021-11-25 21:23:49,557 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 31.91 | 11.91 | 22.72 |
+-------+-------+-------+
2021-11-25 21:23:49,558 - mmseg - INFO - Epoch(val) [39][255] aAcc: 0.3191, mIoU: 0.1191, mAcc: 0.2272, IoU.Impervious surface: 0.1198, IoU.Buildings: 0.4652, IoU.Low vegetation: 0.0457, IoU.Trees: 0.0591, IoU.Cars: 0.0000, IoU.Clutter: 0.0246, IoU.Background: nan, Acc.Impervious surface: 0.1323, Acc.Buildings: 0.7925, Acc.Low vegetation: 0.0462, Acc.Trees: 0.0671, Acc.Cars: 0.0000, Acc.Clutter: 0.3250, Acc.Background: nan
2021-11-25 21:24:32,214 - mmseg - INFO - Saving checkpoint at 17600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:25:00,485 - mmseg - INFO - Epoch [40][90/450] lr: 8.235e-03, eta: 14:08:56, time: 0.787, data_time: 0.100, memory: 7603, decode.loss_ce: 0.2656, decode.acc_seg: 90.1769, aux.loss_ce: 0.1467, aux.acc_seg: 86.7875, loss: 0.4122
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:26:02,447 - mmseg - INFO - Epoch [40][180/450] lr: 8.226e-03, eta: 14:07:47, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2400, decode.acc_seg: 91.0034, aux.loss_ce: 0.1269, aux.acc_seg: 88.5069, loss: 0.3669
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:27:04,980 - mmseg - INFO - Epoch [40][270/450] lr: 8.217e-03, eta: 14:06:40, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2062, decode.acc_seg: 92.2245, aux.loss_ce: 0.1136, aux.acc_seg: 89.6593, loss: 0.3197
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:28:07,442 - mmseg - INFO - Epoch [40][360/450] lr: 8.208e-03, eta: 14:05:34, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1829, decode.acc_seg: 93.0401, aux.loss_ce: 0.1018, aux.acc_seg: 90.6805, loss: 0.2847
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:29:10,487 - mmseg - INFO - Epoch [40][450/450] lr: 8.199e-03, eta: 14:04:29, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1886, decode.acc_seg: 92.8098, aux.loss_ce: 0.1034, aux.acc_seg: 90.5044, loss: 0.2920
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1100s, ETA: 0s
2021-11-25 21:47:30,604 - mmseg - INFO - per class results:
2021-11-25 21:47:30,605 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 16.16 | 20.58 |
| Buildings | 10.77 | 14.52 |
| Low vegetation | 2.15 | 2.21 |
| Trees | 0.08 | 0.08 |
| Cars | 0.03 | 0.03 |
| Clutter | 3.07 | 81.52 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 21:47:30,606 - mmseg - INFO - Summary:
2021-11-25 21:47:30,607 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 13.19 | 5.38 | 19.82 |
+-------+------+-------+
2021-11-25 21:47:30,608 - mmseg - INFO - Epoch(val) [40][255] aAcc: 0.1319, mIoU: 0.0538, mAcc: 0.1982, IoU.Impervious surface: 0.1616, IoU.Buildings: 0.1077, IoU.Low vegetation: 0.0215, IoU.Trees: 0.0008, IoU.Cars: 0.0003, IoU.Clutter: 0.0307, IoU.Background: nan, Acc.Impervious surface: 0.2058, Acc.Buildings: 0.1452, Acc.Low vegetation: 0.0221, Acc.Trees: 0.0008, Acc.Cars: 0.0003, Acc.Clutter: 0.8152, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:48:53,138 - mmseg - INFO - Epoch [41][90/450] lr: 8.190e-03, eta: 14:04:42, time: 0.916, data_time: 0.239, memory: 7603, decode.loss_ce: 0.1925, decode.acc_seg: 92.6684, aux.loss_ce: 0.1052, aux.acc_seg: 90.4437, loss: 0.2977
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:49:55,269 - mmseg - INFO - Epoch [41][180/450] lr: 8.181e-03, eta: 14:03:33, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2133, decode.acc_seg: 91.9589, aux.loss_ce: 0.1153, aux.acc_seg: 89.6893, loss: 0.3286
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:50:57,587 - mmseg - INFO - Epoch [41][270/450] lr: 8.171e-03, eta: 14:02:25, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2253, decode.acc_seg: 91.5946, aux.loss_ce: 0.1184, aux.acc_seg: 89.2124, loss: 0.3436
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:52:00,361 - mmseg - INFO - Epoch [41][360/450] lr: 8.162e-03, eta: 14:01:19, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1843, decode.acc_seg: 92.9548, aux.loss_ce: 0.1008, aux.acc_seg: 90.7977, loss: 0.2852
2021-11-25 21:52:28,066 - mmseg - INFO - Saving checkpoint at 18400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 21:53:03,775 - mmseg - INFO - Epoch [41][450/450] lr: 8.153e-03, eta: 14:00:16, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2158, decode.acc_seg: 91.9497, aux.loss_ce: 0.1207, aux.acc_seg: 89.1306, loss: 0.3365
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1115s, ETA: 0s
2021-11-25 22:11:39,015 - mmseg - INFO - per class results:
2021-11-25 22:11:39,017 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.77 | 15.41 |
| Buildings | 9.07 | 11.19 |
| Low vegetation | 37.62 | 46.81 |
| Trees | 7.62 | 8.3 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.27 | 79.96 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 22:11:39,018 - mmseg - INFO - Summary:
2021-11-25 22:11:39,018 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 20.19 | 12.06 | 26.94 |
+-------+-------+-------+
2021-11-25 22:11:39,020 - mmseg - INFO - Epoch(val) [41][255] aAcc: 0.2019, mIoU: 0.1206, mAcc: 0.2694, IoU.Impervious surface: 0.1477, IoU.Buildings: 0.0907, IoU.Low vegetation: 0.3762, IoU.Trees: 0.0762, IoU.Cars: 0.0000, IoU.Clutter: 0.0327, IoU.Background: nan, Acc.Impervious surface: 0.1541, Acc.Buildings: 0.1119, Acc.Low vegetation: 0.4681, Acc.Trees: 0.0830, Acc.Cars: 0.0000, Acc.Clutter: 0.7996, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:12:45,517 - mmseg - INFO - Epoch [42][90/450] lr: 8.144e-03, eta: 13:59:24, time: 0.738, data_time: 0.060, memory: 7603, decode.loss_ce: 0.1918, decode.acc_seg: 92.8260, aux.loss_ce: 0.1070, aux.acc_seg: 90.3572, loss: 0.2988
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:13:47,741 - mmseg - INFO - Epoch [42][180/450] lr: 8.135e-03, eta: 13:58:16, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2036, decode.acc_seg: 92.3528, aux.loss_ce: 0.1145, aux.acc_seg: 89.6307, loss: 0.3182
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:14:49,857 - mmseg - INFO - Epoch [42][270/450] lr: 8.126e-03, eta: 13:57:08, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1766, decode.acc_seg: 93.1954, aux.loss_ce: 0.0971, aux.acc_seg: 91.0692, loss: 0.2737
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:15:52,597 - mmseg - INFO - Epoch [42][360/450] lr: 8.117e-03, eta: 13:56:02, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1598, decode.acc_seg: 93.8861, aux.loss_ce: 0.0892, aux.acc_seg: 91.8445, loss: 0.2490
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:16:55,281 - mmseg - INFO - Epoch [42][450/450] lr: 8.108e-03, eta: 13:54:55, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1879, decode.acc_seg: 92.8392, aux.loss_ce: 0.1068, aux.acc_seg: 90.3468, loss: 0.2947
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1094s, ETA: 0s
2021-11-25 22:35:09,503 - mmseg - INFO - per class results:
2021-11-25 22:35:09,505 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 3.39 | 3.48 |
| Buildings | 21.1 | 32.64 |
| Low vegetation | 0.9 | 0.9 |
| Trees | 0.23 | 0.23 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.83 | 74.94 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-25 22:35:09,506 - mmseg - INFO - Summary:
2021-11-25 22:35:09,506 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 13.04 | 4.74 | 18.7 |
+-------+------+------+
2021-11-25 22:35:09,509 - mmseg - INFO - Epoch(val) [42][255] aAcc: 0.1304, mIoU: 0.0474, mAcc: 0.1870, IoU.Impervious surface: 0.0339, IoU.Buildings: 0.2110, IoU.Low vegetation: 0.0090, IoU.Trees: 0.0023, IoU.Cars: 0.0000, IoU.Clutter: 0.0283, IoU.Background: nan, Acc.Impervious surface: 0.0348, Acc.Buildings: 0.3264, Acc.Low vegetation: 0.0090, Acc.Trees: 0.0023, Acc.Cars: 0.0000, Acc.Clutter: 0.7494, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:36:15,623 - mmseg - INFO - Epoch [43][90/450] lr: 8.099e-03, eta: 13:54:02, time: 0.734, data_time: 0.054, memory: 7603, decode.loss_ce: 0.1743, decode.acc_seg: 93.4768, aux.loss_ce: 0.0957, aux.acc_seg: 91.3337, loss: 0.2701
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:37:17,680 - mmseg - INFO - Epoch [43][180/450] lr: 8.089e-03, eta: 13:52:53, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2744, decode.acc_seg: 90.2761, aux.loss_ce: 0.1419, aux.acc_seg: 87.4850, loss: 0.4163
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:38:20,127 - mmseg - INFO - Epoch [43][270/450] lr: 8.080e-03, eta: 13:51:46, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2057, decode.acc_seg: 92.1449, aux.loss_ce: 0.1119, aux.acc_seg: 89.7588, loss: 0.3176
2021-11-25 22:38:40,809 - mmseg - INFO - Saving checkpoint at 19200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:39:23,076 - mmseg - INFO - Epoch [43][360/450] lr: 8.071e-03, eta: 13:50:41, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1796, decode.acc_seg: 93.2565, aux.loss_ce: 0.1064, aux.acc_seg: 90.4433, loss: 0.2859
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 22:40:25,746 - mmseg - INFO - Epoch [43][450/450] lr: 8.062e-03, eta: 13:49:35, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1721, decode.acc_seg: 93.4565, aux.loss_ce: 0.0972, aux.acc_seg: 91.1112, loss: 0.2694
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1114s, ETA: 0s
2021-11-25 22:59:00,239 - mmseg - INFO - per class results:
2021-11-25 22:59:00,241 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 11.83 | 12.35 |
| Buildings | 14.31 | 19.15 |
| Low vegetation | 13.11 | 15.68 |
| Trees | 5.23 | 5.74 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.72 | 78.14 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 22:59:00,243 - mmseg - INFO - Summary:
2021-11-25 22:59:00,244 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 15.25 | 7.87 | 21.85 |
+-------+------+-------+
2021-11-25 22:59:00,246 - mmseg - INFO - Epoch(val) [43][255] aAcc: 0.1525, mIoU: 0.0787, mAcc: 0.2185, IoU.Impervious surface: 0.1183, IoU.Buildings: 0.1431, IoU.Low vegetation: 0.1311, IoU.Trees: 0.0523, IoU.Cars: 0.0000, IoU.Clutter: 0.0272, IoU.Background: nan, Acc.Impervious surface: 0.1235, Acc.Buildings: 0.1915, Acc.Low vegetation: 0.1568, Acc.Trees: 0.0574, Acc.Cars: 0.0000, Acc.Clutter: 0.7814, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:00:23,260 - mmseg - INFO - Epoch [44][90/450] lr: 8.053e-03, eta: 13:49:43, time: 0.922, data_time: 0.242, memory: 7603, decode.loss_ce: 0.1791, decode.acc_seg: 93.0652, aux.loss_ce: 0.1014, aux.acc_seg: 90.5666, loss: 0.2805
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:01:25,182 - mmseg - INFO - Epoch [44][180/450] lr: 8.044e-03, eta: 13:48:33, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1709, decode.acc_seg: 93.4079, aux.loss_ce: 0.0934, aux.acc_seg: 91.4111, loss: 0.2644
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:02:27,689 - mmseg - INFO - Epoch [44][270/450] lr: 8.035e-03, eta: 13:47:26, time: 0.695, data_time: 0.003, memory: 7603, decode.loss_ce: 0.1570, decode.acc_seg: 93.9298, aux.loss_ce: 0.0870, aux.acc_seg: 92.0298, loss: 0.2440
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:03:30,082 - mmseg - INFO - Epoch [44][360/450] lr: 8.026e-03, eta: 13:46:19, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1694, decode.acc_seg: 93.5900, aux.loss_ce: 0.0965, aux.acc_seg: 91.2383, loss: 0.2659
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:04:32,901 - mmseg - INFO - Epoch [44][450/450] lr: 8.016e-03, eta: 13:45:13, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1624, decode.acc_seg: 93.7811, aux.loss_ce: 0.0881, aux.acc_seg: 91.9311, loss: 0.2505
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1122s, ETA: 0s
2021-11-25 23:23:14,586 - mmseg - INFO - per class results:
2021-11-25 23:23:14,588 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.69 | 16.1 |
| Buildings | 13.67 | 18.66 |
| Low vegetation | 20.78 | 25.19 |
| Trees | 14.84 | 21.98 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.31 | 62.26 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 23:23:14,589 - mmseg - INFO - Summary:
2021-11-25 23:23:14,590 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 19.84 | 11.21 | 24.03 |
+-------+-------+-------+
2021-11-25 23:23:14,592 - mmseg - INFO - Epoch(val) [44][255] aAcc: 0.1984, mIoU: 0.1121, mAcc: 0.2403, IoU.Impervious surface: 0.1569, IoU.Buildings: 0.1367, IoU.Low vegetation: 0.2078, IoU.Trees: 0.1484, IoU.Cars: 0.0000, IoU.Clutter: 0.0231, IoU.Background: nan, Acc.Impervious surface: 0.1610, Acc.Buildings: 0.1866, Acc.Low vegetation: 0.2519, Acc.Trees: 0.2198, Acc.Cars: 0.0000, Acc.Clutter: 0.6226, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:24:33,609 - mmseg - INFO - Epoch [45][90/450] lr: 8.007e-03, eta: 13:45:04, time: 0.877, data_time: 0.200, memory: 7603, decode.loss_ce: 0.1678, decode.acc_seg: 93.5564, aux.loss_ce: 0.0899, aux.acc_seg: 91.6803, loss: 0.2578
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:25:35,854 - mmseg - INFO - Epoch [45][180/450] lr: 7.998e-03, eta: 13:43:56, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1597, decode.acc_seg: 93.8969, aux.loss_ce: 0.0857, aux.acc_seg: 92.2079, loss: 0.2454
2021-11-25 23:25:49,544 - mmseg - INFO - Saving checkpoint at 20000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:26:38,692 - mmseg - INFO - Epoch [45][270/450] lr: 7.989e-03, eta: 13:42:50, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1633, decode.acc_seg: 93.8374, aux.loss_ce: 0.0901, aux.acc_seg: 91.8648, loss: 0.2533
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:27:41,240 - mmseg - INFO - Epoch [45][360/450] lr: 7.980e-03, eta: 13:41:43, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1479, decode.acc_seg: 94.3261, aux.loss_ce: 0.0860, aux.acc_seg: 92.1410, loss: 0.2338
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:28:44,016 - mmseg - INFO - Epoch [45][450/450] lr: 7.971e-03, eta: 13:40:37, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1712, decode.acc_seg: 93.6060, aux.loss_ce: 0.0976, aux.acc_seg: 91.2439, loss: 0.2688
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1140s, ETA: 0s
2021-11-25 23:47:44,454 - mmseg - INFO - per class results:
2021-11-25 23:47:44,455 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.64 | 17.42 |
| Buildings | 27.12 | 36.23 |
| Low vegetation | 29.66 | 38.38 |
| Trees | 11.66 | 15.68 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.96 | 53.93 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-25 23:47:44,456 - mmseg - INFO - Summary:
2021-11-25 23:47:44,457 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 27.62 | 14.34 | 26.94 |
+-------+-------+-------+
2021-11-25 23:47:44,458 - mmseg - INFO - Epoch(val) [45][255] aAcc: 0.2762, mIoU: 0.1434, mAcc: 0.2694, IoU.Impervious surface: 0.1564, IoU.Buildings: 0.2712, IoU.Low vegetation: 0.2966, IoU.Trees: 0.1166, IoU.Cars: 0.0000, IoU.Clutter: 0.0196, IoU.Background: nan, Acc.Impervious surface: 0.1742, Acc.Buildings: 0.3623, Acc.Low vegetation: 0.3838, Acc.Trees: 0.1568, Acc.Cars: 0.0000, Acc.Clutter: 0.5393, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:49:06,987 - mmseg - INFO - Epoch [46][90/450] lr: 7.962e-03, eta: 13:40:38, time: 0.916, data_time: 0.238, memory: 7603, decode.loss_ce: 0.1642, decode.acc_seg: 93.6955, aux.loss_ce: 0.0936, aux.acc_seg: 91.4597, loss: 0.2578
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:50:09,154 - mmseg - INFO - Epoch [46][180/450] lr: 7.952e-03, eta: 13:39:30, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1580, decode.acc_seg: 93.9511, aux.loss_ce: 0.0860, aux.acc_seg: 92.1097, loss: 0.2440
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:51:11,274 - mmseg - INFO - Epoch [46][270/450] lr: 7.943e-03, eta: 13:38:21, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1967, decode.acc_seg: 92.3825, aux.loss_ce: 0.1081, aux.acc_seg: 90.1736, loss: 0.3048
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:52:13,978 - mmseg - INFO - Epoch [46][360/450] lr: 7.934e-03, eta: 13:37:14, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1725, decode.acc_seg: 93.3960, aux.loss_ce: 0.0975, aux.acc_seg: 91.0822, loss: 0.2700
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-25 23:53:16,589 - mmseg - INFO - Epoch [46][450/450] lr: 7.925e-03, eta: 13:36:07, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1596, decode.acc_seg: 93.9207, aux.loss_ce: 0.0927, aux.acc_seg: 91.7129, loss: 0.2523
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1122s, ETA: 0s
2021-11-26 00:11:58,497 - mmseg - INFO - per class results:
2021-11-26 00:11:58,498 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 19.6 | 24.69 |
| Buildings | 17.1 | 19.43 |
| Low vegetation | 21.04 | 28.0 |
| Trees | 9.67 | 11.99 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.59 | 68.75 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 00:11:58,499 - mmseg - INFO - Summary:
2021-11-26 00:11:58,499 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 22.39 | 11.67 | 25.48 |
+-------+-------+-------+
2021-11-26 00:11:58,501 - mmseg - INFO - Epoch(val) [46][255] aAcc: 0.2239, mIoU: 0.1167, mAcc: 0.2548, IoU.Impervious surface: 0.1960, IoU.Buildings: 0.1710, IoU.Low vegetation: 0.2104, IoU.Trees: 0.0967, IoU.Cars: 0.0000, IoU.Clutter: 0.0259, IoU.Background: nan, Acc.Impervious surface: 0.2469, Acc.Buildings: 0.1943, Acc.Low vegetation: 0.2800, Acc.Trees: 0.1199, Acc.Cars: 0.0000, Acc.Clutter: 0.6875, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:13:19,571 - mmseg - INFO - Epoch [47][90/450] lr: 7.916e-03, eta: 13:36:02, time: 0.900, data_time: 0.223, memory: 7603, decode.loss_ce: 0.1793, decode.acc_seg: 93.2538, aux.loss_ce: 0.0983, aux.acc_seg: 91.0629, loss: 0.2777
2021-11-26 00:13:26,555 - mmseg - INFO - Saving checkpoint at 20800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:14:22,514 - mmseg - INFO - Epoch [47][180/450] lr: 7.907e-03, eta: 13:34:56, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1518, decode.acc_seg: 94.1501, aux.loss_ce: 0.0846, aux.acc_seg: 92.2530, loss: 0.2364
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:15:24,879 - mmseg - INFO - Epoch [47][270/450] lr: 7.898e-03, eta: 13:33:48, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1391, decode.acc_seg: 94.6070, aux.loss_ce: 0.0815, aux.acc_seg: 92.5487, loss: 0.2206
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:16:27,692 - mmseg - INFO - Epoch [47][360/450] lr: 7.888e-03, eta: 13:32:41, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1713, decode.acc_seg: 93.4932, aux.loss_ce: 0.0920, aux.acc_seg: 91.4865, loss: 0.2633
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:17:30,539 - mmseg - INFO - Epoch [47][450/450] lr: 7.879e-03, eta: 13:31:35, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2091, decode.acc_seg: 92.0237, aux.loss_ce: 0.1172, aux.acc_seg: 89.1786, loss: 0.3263
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1148s, ETA: 0s
2021-11-26 00:36:39,104 - mmseg - INFO - per class results:
2021-11-26 00:36:39,106 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.73 | 3.83 |
| Buildings | 66.54 | 99.73 |
| Low vegetation | 2.14 | 2.17 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.38 | 2.45 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 00:36:39,107 - mmseg - INFO - Summary:
2021-11-26 00:36:39,108 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 33.6 | 12.3 | 18.03 |
+------+------+-------+
2021-11-26 00:36:39,109 - mmseg - INFO - Epoch(val) [47][255] aAcc: 0.3360, mIoU: 0.1230, mAcc: 0.1803, IoU.Impervious surface: 0.0373, IoU.Buildings: 0.6654, IoU.Low vegetation: 0.0214, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0138, IoU.Background: nan, Acc.Impervious surface: 0.0383, Acc.Buildings: 0.9973, Acc.Low vegetation: 0.0217, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.0245, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:38:02,093 - mmseg - INFO - Epoch [48][90/450] lr: 7.870e-03, eta: 13:31:34, time: 0.921, data_time: 0.243, memory: 7603, decode.loss_ce: 0.1821, decode.acc_seg: 93.1142, aux.loss_ce: 0.1027, aux.acc_seg: 90.6532, loss: 0.2848
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:39:03,953 - mmseg - INFO - Epoch [48][180/450] lr: 7.861e-03, eta: 13:30:24, time: 0.687, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1717, decode.acc_seg: 93.4218, aux.loss_ce: 0.0967, aux.acc_seg: 91.1508, loss: 0.2683
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:40:06,401 - mmseg - INFO - Epoch [48][270/450] lr: 7.852e-03, eta: 13:29:16, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1631, decode.acc_seg: 93.7183, aux.loss_ce: 0.0899, aux.acc_seg: 91.7732, loss: 0.2529
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:41:09,270 - mmseg - INFO - Epoch [48][360/450] lr: 7.843e-03, eta: 13:28:10, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1524, decode.acc_seg: 94.2100, aux.loss_ce: 0.0871, aux.acc_seg: 92.0305, loss: 0.2394
2021-11-26 00:42:11,895 - mmseg - INFO - Saving checkpoint at 21600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 00:42:12,757 - mmseg - INFO - Epoch [48][450/450] lr: 7.833e-03, eta: 13:27:05, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1538, decode.acc_seg: 94.0861, aux.loss_ce: 0.0879, aux.acc_seg: 91.9350, loss: 0.2416
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1155s, ETA: 0s
2021-11-26 01:01:28,082 - mmseg - INFO - per class results:
2021-11-26 01:01:28,083 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.89 | 26.59 |
| Buildings | 52.26 | 84.02 |
| Low vegetation | 3.16 | 3.23 |
| Trees | 0.08 | 0.08 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.6 | 26.45 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 01:01:28,084 - mmseg - INFO - Summary:
2021-11-26 01:01:28,085 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 36.64 | 12.83 | 23.39 |
+-------+-------+-------+
2021-11-26 01:01:28,086 - mmseg - INFO - Epoch(val) [48][255] aAcc: 0.3664, mIoU: 0.1283, mAcc: 0.2339, IoU.Impervious surface: 0.1889, IoU.Buildings: 0.5226, IoU.Low vegetation: 0.0316, IoU.Trees: 0.0008, IoU.Cars: 0.0000, IoU.Clutter: 0.0260, IoU.Background: nan, Acc.Impervious surface: 0.2659, Acc.Buildings: 0.8402, Acc.Low vegetation: 0.0323, Acc.Trees: 0.0008, Acc.Cars: 0.0000, Acc.Clutter: 0.2645, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:02:34,064 - mmseg - INFO - Epoch [49][90/450] lr: 7.824e-03, eta: 13:26:09, time: 0.732, data_time: 0.052, memory: 7603, decode.loss_ce: 0.1548, decode.acc_seg: 94.1351, aux.loss_ce: 0.0918, aux.acc_seg: 91.7034, loss: 0.2466
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:03:36,036 - mmseg - INFO - Epoch [49][180/450] lr: 7.815e-03, eta: 13:24:59, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1505, decode.acc_seg: 94.2347, aux.loss_ce: 0.0876, aux.acc_seg: 92.1784, loss: 0.2381
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:04:38,711 - mmseg - INFO - Epoch [49][270/450] lr: 7.806e-03, eta: 13:23:52, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1734, decode.acc_seg: 93.4210, aux.loss_ce: 0.0979, aux.acc_seg: 91.1877, loss: 0.2713
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:05:41,188 - mmseg - INFO - Epoch [49][360/450] lr: 7.797e-03, eta: 13:22:45, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1744, decode.acc_seg: 93.2419, aux.loss_ce: 0.0966, aux.acc_seg: 91.1286, loss: 0.2710
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:06:44,039 - mmseg - INFO - Epoch [49][450/450] lr: 7.788e-03, eta: 13:21:38, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1711, decode.acc_seg: 93.4790, aux.loss_ce: 0.0971, aux.acc_seg: 91.1920, loss: 0.2682
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1093s, ETA: 0s
2021-11-26 01:24:57,648 - mmseg - INFO - per class results:
2021-11-26 01:24:57,650 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 7.75 | 9.32 |
| Buildings | 3.69 | 4.0 |
| Low vegetation | 21.71 | 28.57 |
| Trees | 3.38 | 3.41 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.46 | 90.59 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 01:24:57,650 - mmseg - INFO - Summary:
2021-11-26 01:24:57,651 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 11.89 | 6.66 | 22.65 |
+-------+------+-------+
2021-11-26 01:24:57,652 - mmseg - INFO - Epoch(val) [49][255] aAcc: 0.1189, mIoU: 0.0666, mAcc: 0.2265, IoU.Impervious surface: 0.0775, IoU.Buildings: 0.0369, IoU.Low vegetation: 0.2171, IoU.Trees: 0.0338, IoU.Cars: 0.0000, IoU.Clutter: 0.0346, IoU.Background: nan, Acc.Impervious surface: 0.0932, Acc.Buildings: 0.0400, Acc.Low vegetation: 0.2857, Acc.Trees: 0.0341, Acc.Cars: 0.0000, Acc.Clutter: 0.9059, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:26:20,435 - mmseg - INFO - Epoch [50][90/450] lr: 7.778e-03, eta: 13:21:33, time: 0.919, data_time: 0.242, memory: 7603, decode.loss_ce: 0.2121, decode.acc_seg: 91.9711, aux.loss_ce: 0.1167, aux.acc_seg: 89.3602, loss: 0.3287
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:27:22,663 - mmseg - INFO - Epoch [50][180/450] lr: 7.769e-03, eta: 13:20:24, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1649, decode.acc_seg: 93.7321, aux.loss_ce: 0.0930, aux.acc_seg: 91.4963, loss: 0.2579
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:28:25,291 - mmseg - INFO - Epoch [50][270/450] lr: 7.760e-03, eta: 13:19:17, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1528, decode.acc_seg: 94.2145, aux.loss_ce: 0.0946, aux.acc_seg: 91.5409, loss: 0.2474
2021-11-26 01:29:20,916 - mmseg - INFO - Saving checkpoint at 22400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:29:28,640 - mmseg - INFO - Epoch [50][360/450] lr: 7.751e-03, eta: 13:18:12, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1550, decode.acc_seg: 94.0604, aux.loss_ce: 0.0896, aux.acc_seg: 91.8623, loss: 0.2446
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:30:31,356 - mmseg - INFO - Epoch [50][450/450] lr: 7.742e-03, eta: 13:17:05, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1616, decode.acc_seg: 93.8541, aux.loss_ce: 0.0904, aux.acc_seg: 91.7846, loss: 0.2520
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1238s, ETA: 0s
2021-11-26 01:51:09,939 - mmseg - INFO - per class results:
2021-11-26 01:51:09,941 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.26 | 14.02 |
| Buildings | 50.29 | 83.53 |
| Low vegetation | 23.96 | 28.56 |
| Trees | 9.5 | 13.56 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.09 | 24.33 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 01:51:09,942 - mmseg - INFO - Summary:
2021-11-26 01:51:09,943 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 38.93 | 16.68 | 27.33 |
+-------+-------+-------+
2021-11-26 01:51:09,945 - mmseg - INFO - Epoch(val) [50][255] aAcc: 0.3893, mIoU: 0.1668, mAcc: 0.2733, IoU.Impervious surface: 0.1326, IoU.Buildings: 0.5029, IoU.Low vegetation: 0.2396, IoU.Trees: 0.0950, IoU.Cars: 0.0000, IoU.Clutter: 0.0309, IoU.Background: nan, Acc.Impervious surface: 0.1402, Acc.Buildings: 0.8353, Acc.Low vegetation: 0.2856, Acc.Trees: 0.1356, Acc.Cars: 0.0000, Acc.Clutter: 0.2433, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:52:32,501 - mmseg - INFO - Epoch [51][90/450] lr: 7.733e-03, eta: 13:16:57, time: 0.916, data_time: 0.238, memory: 7603, decode.loss_ce: 0.1643, decode.acc_seg: 93.7444, aux.loss_ce: 0.0878, aux.acc_seg: 92.0022, loss: 0.2521
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:53:34,443 - mmseg - INFO - Epoch [51][180/450] lr: 7.723e-03, eta: 13:15:48, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1495, decode.acc_seg: 94.2823, aux.loss_ce: 0.0832, aux.acc_seg: 92.3253, loss: 0.2327
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:54:37,313 - mmseg - INFO - Epoch [51][270/450] lr: 7.714e-03, eta: 13:14:41, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1449, decode.acc_seg: 94.4864, aux.loss_ce: 0.0848, aux.acc_seg: 92.3073, loss: 0.2297
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:55:39,985 - mmseg - INFO - Epoch [51][360/450] lr: 7.705e-03, eta: 13:13:34, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1480, decode.acc_seg: 94.3305, aux.loss_ce: 0.0823, aux.acc_seg: 92.5148, loss: 0.2303
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 01:56:43,269 - mmseg - INFO - Epoch [51][450/450] lr: 7.696e-03, eta: 13:12:28, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1523, decode.acc_seg: 94.1411, aux.loss_ce: 0.0861, aux.acc_seg: 92.0931, loss: 0.2384
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1156s, ETA: 0s
2021-11-26 02:15:59,012 - mmseg - INFO - per class results:
2021-11-26 02:15:59,013 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 25.19 | 30.03 |
| Buildings | 51.17 | 79.9 |
| Low vegetation | 4.28 | 4.47 |
| Trees | 10.91 | 14.34 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.15 | 22.26 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 02:15:59,014 - mmseg - INFO - Summary:
2021-11-26 02:15:59,015 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 38.3 | 15.61 | 25.17 |
+------+-------+-------+
2021-11-26 02:15:59,016 - mmseg - INFO - Epoch(val) [51][255] aAcc: 0.3830, mIoU: 0.1561, mAcc: 0.2517, IoU.Impervious surface: 0.2519, IoU.Buildings: 0.5117, IoU.Low vegetation: 0.0428, IoU.Trees: 0.1091, IoU.Cars: 0.0000, IoU.Clutter: 0.0215, IoU.Background: nan, Acc.Impervious surface: 0.3003, Acc.Buildings: 0.7990, Acc.Low vegetation: 0.0447, Acc.Trees: 0.1434, Acc.Cars: 0.0000, Acc.Clutter: 0.2226, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:17:18,506 - mmseg - INFO - Epoch [52][90/450] lr: 7.687e-03, eta: 13:12:10, time: 0.882, data_time: 0.205, memory: 7603, decode.loss_ce: 0.1494, decode.acc_seg: 94.2506, aux.loss_ce: 0.0846, aux.acc_seg: 92.2635, loss: 0.2340
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:18:21,127 - mmseg - INFO - Epoch [52][180/450] lr: 7.678e-03, eta: 13:11:02, time: 0.696, data_time: 0.003, memory: 7603, decode.loss_ce: 0.1529, decode.acc_seg: 94.1006, aux.loss_ce: 0.0875, aux.acc_seg: 92.0468, loss: 0.2405
2021-11-26 02:19:10,039 - mmseg - INFO - Saving checkpoint at 23200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:19:24,658 - mmseg - INFO - Epoch [52][270/450] lr: 7.668e-03, eta: 13:09:57, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1435, decode.acc_seg: 94.4995, aux.loss_ce: 0.0831, aux.acc_seg: 92.3539, loss: 0.2267
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:20:27,862 - mmseg - INFO - Epoch [52][360/450] lr: 7.659e-03, eta: 13:08:52, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1394, decode.acc_seg: 94.6907, aux.loss_ce: 0.0799, aux.acc_seg: 92.7320, loss: 0.2193
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:21:30,705 - mmseg - INFO - Epoch [52][450/450] lr: 7.650e-03, eta: 13:07:45, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1482, decode.acc_seg: 94.2879, aux.loss_ce: 0.0862, aux.acc_seg: 92.1488, loss: 0.2344
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1113s, ETA: 0s
2021-11-26 02:40:03,549 - mmseg - INFO - per class results:
2021-11-26 02:40:03,551 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 11.39 | 11.75 |
| Buildings | 21.37 | 25.05 |
| Low vegetation | 19.19 | 22.57 |
| Trees | 1.09 | 1.1 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.78 | 79.77 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 02:40:03,552 - mmseg - INFO - Summary:
2021-11-26 02:40:03,553 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 17.78 | 9.3 | 23.37 |
+-------+------+-------+
2021-11-26 02:40:03,554 - mmseg - INFO - Epoch(val) [52][255] aAcc: 0.1778, mIoU: 0.0930, mAcc: 0.2337, IoU.Impervious surface: 0.1139, IoU.Buildings: 0.2137, IoU.Low vegetation: 0.1919, IoU.Trees: 0.0109, IoU.Cars: 0.0000, IoU.Clutter: 0.0278, IoU.Background: nan, Acc.Impervious surface: 0.1175, Acc.Buildings: 0.2505, Acc.Low vegetation: 0.2257, Acc.Trees: 0.0110, Acc.Cars: 0.0000, Acc.Clutter: 0.7977, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:41:26,458 - mmseg - INFO - Epoch [53][90/450] lr: 7.641e-03, eta: 13:07:35, time: 0.920, data_time: 0.240, memory: 7603, decode.loss_ce: 0.1763, decode.acc_seg: 93.3108, aux.loss_ce: 0.0992, aux.acc_seg: 90.9061, loss: 0.2755
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:42:28,830 - mmseg - INFO - Epoch [53][180/450] lr: 7.632e-03, eta: 13:06:26, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1631, decode.acc_seg: 93.8498, aux.loss_ce: 0.0907, aux.acc_seg: 91.7623, loss: 0.2538
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:43:31,813 - mmseg - INFO - Epoch [53][270/450] lr: 7.622e-03, eta: 13:05:20, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1462, decode.acc_seg: 94.4094, aux.loss_ce: 0.0821, aux.acc_seg: 92.4785, loss: 0.2283
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:44:34,914 - mmseg - INFO - Epoch [53][360/450] lr: 7.613e-03, eta: 13:04:13, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1814, decode.acc_seg: 93.2727, aux.loss_ce: 0.1032, aux.acc_seg: 90.6710, loss: 0.2847
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 02:45:38,175 - mmseg - INFO - Epoch [53][450/450] lr: 7.604e-03, eta: 13:03:07, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1648, decode.acc_seg: 93.7250, aux.loss_ce: 0.0912, aux.acc_seg: 91.7402, loss: 0.2560
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1155s, ETA: 0s
2021-11-26 03:04:52,890 - mmseg - INFO - per class results:
2021-11-26 03:04:52,891 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 29.98 | 40.28 |
| Buildings | 35.92 | 60.66 |
| Low vegetation | 11.38 | 13.57 |
| Trees | 0.35 | 0.35 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.23 | 35.99 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 03:04:52,891 - mmseg - INFO - Summary:
2021-11-26 03:04:52,892 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 35.89 | 13.31 | 25.14 |
+-------+-------+-------+
2021-11-26 03:04:52,893 - mmseg - INFO - Epoch(val) [53][255] aAcc: 0.3589, mIoU: 0.1331, mAcc: 0.2514, IoU.Impervious surface: 0.2998, IoU.Buildings: 0.3592, IoU.Low vegetation: 0.1138, IoU.Trees: 0.0035, IoU.Cars: 0.0000, IoU.Clutter: 0.0223, IoU.Background: nan, Acc.Impervious surface: 0.4028, Acc.Buildings: 0.6066, Acc.Low vegetation: 0.1357, Acc.Trees: 0.0035, Acc.Cars: 0.0000, Acc.Clutter: 0.3599, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:06:09,560 - mmseg - INFO - Epoch [54][90/450] lr: 7.595e-03, eta: 13:02:39, time: 0.851, data_time: 0.172, memory: 7603, decode.loss_ce: 0.1604, decode.acc_seg: 93.8443, aux.loss_ce: 0.0902, aux.acc_seg: 91.7795, loss: 0.2506
2021-11-26 03:06:51,239 - mmseg - INFO - Saving checkpoint at 24000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:07:12,981 - mmseg - INFO - Epoch [54][180/450] lr: 7.586e-03, eta: 13:01:33, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1452, decode.acc_seg: 94.4076, aux.loss_ce: 0.0813, aux.acc_seg: 92.5151, loss: 0.2265
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:08:15,767 - mmseg - INFO - Epoch [54][270/450] lr: 7.577e-03, eta: 13:00:26, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1374, decode.acc_seg: 94.6829, aux.loss_ce: 0.0800, aux.acc_seg: 92.6623, loss: 0.2174
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:09:19,129 - mmseg - INFO - Epoch [54][360/450] lr: 7.567e-03, eta: 12:59:20, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1375, decode.acc_seg: 94.7126, aux.loss_ce: 0.0827, aux.acc_seg: 92.5071, loss: 0.2201
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:10:22,266 - mmseg - INFO - Epoch [54][450/450] lr: 7.558e-03, eta: 12:58:14, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1413, decode.acc_seg: 94.5842, aux.loss_ce: 0.0839, aux.acc_seg: 92.3924, loss: 0.2252
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1149s, ETA: 0s
2021-11-26 03:29:30,927 - mmseg - INFO - per class results:
2021-11-26 03:29:30,929 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 21.08 | 22.37 |
| Buildings | 54.15 | 73.23 |
| Low vegetation | 2.94 | 2.99 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.37 | 55.33 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 03:29:30,930 - mmseg - INFO - Summary:
2021-11-26 03:29:30,930 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 32.24 | 13.42 | 25.65 |
+-------+-------+-------+
2021-11-26 03:29:30,931 - mmseg - INFO - Epoch(val) [54][255] aAcc: 0.3224, mIoU: 0.1342, mAcc: 0.2565, IoU.Impervious surface: 0.2108, IoU.Buildings: 0.5415, IoU.Low vegetation: 0.0294, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0237, IoU.Background: nan, Acc.Impervious surface: 0.2237, Acc.Buildings: 0.7323, Acc.Low vegetation: 0.0299, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.5533, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:30:54,395 - mmseg - INFO - Epoch [55][90/450] lr: 7.549e-03, eta: 12:58:02, time: 0.927, data_time: 0.248, memory: 7603, decode.loss_ce: 0.1342, decode.acc_seg: 94.7211, aux.loss_ce: 0.0762, aux.acc_seg: 92.9232, loss: 0.2104
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:31:56,955 - mmseg - INFO - Epoch [55][180/450] lr: 7.540e-03, eta: 12:56:54, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1765, decode.acc_seg: 93.3986, aux.loss_ce: 0.0977, aux.acc_seg: 91.1737, loss: 0.2742
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:32:59,853 - mmseg - INFO - Epoch [55][270/450] lr: 7.531e-03, eta: 12:55:47, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1761, decode.acc_seg: 93.3151, aux.loss_ce: 0.1040, aux.acc_seg: 90.7208, loss: 0.2800
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:34:03,054 - mmseg - INFO - Epoch [55][360/450] lr: 7.521e-03, eta: 12:54:41, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2069, decode.acc_seg: 92.3638, aux.loss_ce: 0.1125, aux.acc_seg: 89.8433, loss: 0.3193
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:35:06,353 - mmseg - INFO - Epoch [55][450/450] lr: 7.512e-03, eta: 12:53:35, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.3746, decode.acc_seg: 86.6713, aux.loss_ce: 0.1810, aux.acc_seg: 83.9294, loss: 0.5556
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1142s, ETA: 0s
2021-11-26 03:54:08,118 - mmseg - INFO - per class results:
2021-11-26 03:54:08,119 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 1.82 | 1.85 |
| Buildings | 44.89 | 77.33 |
| Low vegetation | 3.83 | 3.93 |
| Trees | 1.9 | 1.96 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.63 | 15.19 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 03:54:08,120 - mmseg - INFO - Summary:
2021-11-26 03:54:08,121 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 26.59 | 9.01 | 16.71 |
+-------+------+-------+
2021-11-26 03:54:08,122 - mmseg - INFO - Epoch(val) [55][255] aAcc: 0.2659, mIoU: 0.0901, mAcc: 0.1671, IoU.Impervious surface: 0.0182, IoU.Buildings: 0.4489, IoU.Low vegetation: 0.0383, IoU.Trees: 0.0190, IoU.Cars: 0.0000, IoU.Clutter: 0.0163, IoU.Background: nan, Acc.Impervious surface: 0.0185, Acc.Buildings: 0.7733, Acc.Low vegetation: 0.0393, Acc.Trees: 0.0196, Acc.Cars: 0.0000, Acc.Clutter: 0.1519, Acc.Background: nan
2021-11-26 03:55:01,981 - mmseg - INFO - Saving checkpoint at 24800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:55:30,357 - mmseg - INFO - Epoch [56][90/450] lr: 7.503e-03, eta: 12:53:19, time: 0.913, data_time: 0.225, memory: 7603, decode.loss_ce: 0.3078, decode.acc_seg: 88.6825, aux.loss_ce: 0.1606, aux.acc_seg: 85.6194, loss: 0.4684
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:56:33,150 - mmseg - INFO - Epoch [56][180/450] lr: 7.494e-03, eta: 12:52:11, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2866, decode.acc_seg: 89.3468, aux.loss_ce: 0.1515, aux.acc_seg: 86.1662, loss: 0.4381
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:57:36,058 - mmseg - INFO - Epoch [56][270/450] lr: 7.485e-03, eta: 12:51:04, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2142, decode.acc_seg: 92.1317, aux.loss_ce: 0.1177, aux.acc_seg: 89.3511, loss: 0.3319
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:58:39,422 - mmseg - INFO - Epoch [56][360/450] lr: 7.475e-03, eta: 12:49:58, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1915, decode.acc_seg: 92.7376, aux.loss_ce: 0.1088, aux.acc_seg: 90.1077, loss: 0.3004
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 03:59:42,656 - mmseg - INFO - Epoch [56][450/450] lr: 7.466e-03, eta: 12:48:52, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2113, decode.acc_seg: 92.0846, aux.loss_ce: 0.1228, aux.acc_seg: 89.0526, loss: 0.3341
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1103s, ETA: 0s
2021-11-26 04:18:05,412 - mmseg - INFO - per class results:
2021-11-26 04:18:05,414 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 12.8 | 13.58 |
| Buildings | 9.69 | 12.9 |
| Low vegetation | 16.2 | 19.25 |
| Trees | 0.71 | 0.71 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.68 | 90.77 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-26 04:18:05,414 - mmseg - INFO - Summary:
2021-11-26 04:18:05,415 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 13.98 | 7.18 | 22.87 |
+-------+------+-------+
2021-11-26 04:18:05,416 - mmseg - INFO - Epoch(val) [56][255] aAcc: 0.1398, mIoU: 0.0718, mAcc: 0.2287, IoU.Impervious surface: 0.1280, IoU.Buildings: 0.0969, IoU.Low vegetation: 0.1620, IoU.Trees: 0.0071, IoU.Cars: 0.0000, IoU.Clutter: 0.0368, IoU.Background: nan, Acc.Impervious surface: 0.1358, Acc.Buildings: 0.1290, Acc.Low vegetation: 0.1925, Acc.Trees: 0.0071, Acc.Cars: 0.0000, Acc.Clutter: 0.9077, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:19:31,089 - mmseg - INFO - Epoch [57][90/450] lr: 7.457e-03, eta: 12:48:43, time: 0.951, data_time: 0.270, memory: 7603, decode.loss_ce: 0.1742, decode.acc_seg: 93.4521, aux.loss_ce: 0.1006, aux.acc_seg: 90.8844, loss: 0.2748
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:20:33,999 - mmseg - INFO - Epoch [57][180/450] lr: 7.448e-03, eta: 12:47:35, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1762, decode.acc_seg: 93.3978, aux.loss_ce: 0.0992, aux.acc_seg: 90.9941, loss: 0.2754
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:21:37,200 - mmseg - INFO - Epoch [57][270/450] lr: 7.439e-03, eta: 12:46:29, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1873, decode.acc_seg: 92.9997, aux.loss_ce: 0.1095, aux.acc_seg: 90.3228, loss: 0.2968
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:22:40,215 - mmseg - INFO - Epoch [57][360/450] lr: 7.429e-03, eta: 12:45:22, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1702, decode.acc_seg: 93.5897, aux.loss_ce: 0.0989, aux.acc_seg: 90.9805, loss: 0.2691
2021-11-26 04:23:08,338 - mmseg - INFO - Saving checkpoint at 25600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:23:44,513 - mmseg - INFO - Epoch [57][450/450] lr: 7.420e-03, eta: 12:44:18, time: 0.714, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1658, decode.acc_seg: 93.6520, aux.loss_ce: 0.0942, aux.acc_seg: 91.3588, loss: 0.2601
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1092s, ETA: 0s
2021-11-26 04:41:56,169 - mmseg - INFO - per class results:
2021-11-26 04:41:56,171 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.26 | 19.48 |
| Buildings | 27.68 | 44.33 |
| Low vegetation | 1.77 | 1.8 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.88 | 69.65 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 04:41:56,171 - mmseg - INFO - Summary:
2021-11-26 04:41:56,172 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 22.07 | 7.77 | 22.54 |
+-------+------+-------+
2021-11-26 04:41:56,173 - mmseg - INFO - Epoch(val) [57][255] aAcc: 0.2207, mIoU: 0.0777, mAcc: 0.2254, IoU.Impervious surface: 0.1426, IoU.Buildings: 0.2768, IoU.Low vegetation: 0.0177, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0288, IoU.Background: nan, Acc.Impervious surface: 0.1948, Acc.Buildings: 0.4433, Acc.Low vegetation: 0.0180, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.6965, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:43:02,437 - mmseg - INFO - Epoch [58][90/450] lr: 7.411e-03, eta: 12:43:19, time: 0.736, data_time: 0.054, memory: 7603, decode.loss_ce: 0.1571, decode.acc_seg: 94.0176, aux.loss_ce: 0.0893, aux.acc_seg: 91.8804, loss: 0.2464
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:44:04,878 - mmseg - INFO - Epoch [58][180/450] lr: 7.402e-03, eta: 12:42:11, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1379, decode.acc_seg: 94.6983, aux.loss_ce: 0.0798, aux.acc_seg: 92.7103, loss: 0.2177
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:45:08,046 - mmseg - INFO - Epoch [58][270/450] lr: 7.392e-03, eta: 12:41:04, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1551, decode.acc_seg: 93.9668, aux.loss_ce: 0.0910, aux.acc_seg: 91.6881, loss: 0.2461
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:46:11,210 - mmseg - INFO - Epoch [58][360/450] lr: 7.383e-03, eta: 12:39:58, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1653, decode.acc_seg: 93.7066, aux.loss_ce: 0.0966, aux.acc_seg: 91.2470, loss: 0.2619
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 04:47:14,408 - mmseg - INFO - Epoch [58][450/450] lr: 7.374e-03, eta: 12:38:51, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1546, decode.acc_seg: 94.0912, aux.loss_ce: 0.0881, aux.acc_seg: 92.0424, loss: 0.2427
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1132s, ETA: 0s
2021-11-26 05:06:06,520 - mmseg - INFO - per class results:
2021-11-26 05:06:06,521 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.26 | 11.07 |
| Buildings | 24.79 | 40.59 |
| Low vegetation | 14.99 | 18.23 |
| Trees | 4.9 | 5.71 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.3 | 54.69 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 05:06:06,521 - mmseg - INFO - Summary:
2021-11-26 05:06:06,522 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 21.79 | 9.37 | 21.72 |
+-------+------+-------+
2021-11-26 05:06:06,523 - mmseg - INFO - Epoch(val) [58][255] aAcc: 0.2179, mIoU: 0.0937, mAcc: 0.2172, IoU.Impervious surface: 0.0926, IoU.Buildings: 0.2479, IoU.Low vegetation: 0.1499, IoU.Trees: 0.0490, IoU.Cars: 0.0000, IoU.Clutter: 0.0230, IoU.Background: nan, Acc.Impervious surface: 0.1107, Acc.Buildings: 0.4059, Acc.Low vegetation: 0.1823, Acc.Trees: 0.0571, Acc.Cars: 0.0000, Acc.Clutter: 0.5469, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:07:28,511 - mmseg - INFO - Epoch [59][90/450] lr: 7.365e-03, eta: 12:38:31, time: 0.910, data_time: 0.228, memory: 7603, decode.loss_ce: 0.1591, decode.acc_seg: 93.9985, aux.loss_ce: 0.0911, aux.acc_seg: 91.6781, loss: 0.2502
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:08:31,187 - mmseg - INFO - Epoch [59][180/450] lr: 7.356e-03, eta: 12:37:23, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1724, decode.acc_seg: 93.4843, aux.loss_ce: 0.1016, aux.acc_seg: 90.9151, loss: 0.2740
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:09:34,505 - mmseg - INFO - Epoch [59][270/450] lr: 7.346e-03, eta: 12:36:16, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2744, decode.acc_seg: 89.7252, aux.loss_ce: 0.1456, aux.acc_seg: 86.5851, loss: 0.4201
2021-11-26 05:09:55,572 - mmseg - INFO - Saving checkpoint at 26400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:10:38,267 - mmseg - INFO - Epoch [59][360/450] lr: 7.337e-03, eta: 12:35:11, time: 0.708, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1871, decode.acc_seg: 92.7981, aux.loss_ce: 0.1002, aux.acc_seg: 90.8178, loss: 0.2872
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:11:41,713 - mmseg - INFO - Epoch [59][450/450] lr: 7.328e-03, eta: 12:34:05, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1632, decode.acc_seg: 93.8305, aux.loss_ce: 0.0947, aux.acc_seg: 91.4586, loss: 0.2579
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1128s, ETA: 0s
2021-11-26 05:30:29,994 - mmseg - INFO - per class results:
2021-11-26 05:30:29,995 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.12 | 19.81 |
| Buildings | 22.57 | 36.45 |
| Low vegetation | 9.72 | 11.63 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.76 | 64.82 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 05:30:29,996 - mmseg - INFO - Summary:
2021-11-26 05:30:29,997 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 21.52 | 8.36 | 22.12 |
+-------+------+-------+
2021-11-26 05:30:29,998 - mmseg - INFO - Epoch(val) [59][255] aAcc: 0.2152, mIoU: 0.0836, mAcc: 0.2212, IoU.Impervious surface: 0.1512, IoU.Buildings: 0.2257, IoU.Low vegetation: 0.0972, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0276, IoU.Background: nan, Acc.Impervious surface: 0.1981, Acc.Buildings: 0.3645, Acc.Low vegetation: 0.1163, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.6482, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:31:49,812 - mmseg - INFO - Epoch [60][90/450] lr: 7.319e-03, eta: 12:33:38, time: 0.886, data_time: 0.207, memory: 7603, decode.loss_ce: 0.1533, decode.acc_seg: 94.2516, aux.loss_ce: 0.0902, aux.acc_seg: 91.9037, loss: 0.2435
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:32:52,315 - mmseg - INFO - Epoch [60][180/450] lr: 7.309e-03, eta: 12:32:30, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1495, decode.acc_seg: 94.3868, aux.loss_ce: 0.0869, aux.acc_seg: 92.2277, loss: 0.2364
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:33:55,418 - mmseg - INFO - Epoch [60][270/450] lr: 7.300e-03, eta: 12:31:23, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1478, decode.acc_seg: 94.3249, aux.loss_ce: 0.0878, aux.acc_seg: 91.9871, loss: 0.2356
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:34:58,812 - mmseg - INFO - Epoch [60][360/450] lr: 7.291e-03, eta: 12:30:17, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1411, decode.acc_seg: 94.6644, aux.loss_ce: 0.0815, aux.acc_seg: 92.6025, loss: 0.2226
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:36:01,870 - mmseg - INFO - Epoch [60][450/450] lr: 7.282e-03, eta: 12:29:10, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1438, decode.acc_seg: 94.4540, aux.loss_ce: 0.0820, aux.acc_seg: 92.4182, loss: 0.2258
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1269s, ETA: 0s
2021-11-26 05:57:11,484 - mmseg - INFO - per class results:
2021-11-26 05:57:11,486 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 27.14 | 30.94 |
| Buildings | 31.76 | 49.7 |
| Low vegetation | 14.14 | 17.26 |
| Trees | 1.02 | 1.03 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.41 | 54.39 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 05:57:11,487 - mmseg - INFO - Summary:
2021-11-26 05:57:11,488 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.45 | 12.75 | 25.55 |
+-------+-------+-------+
2021-11-26 05:57:11,489 - mmseg - INFO - Epoch(val) [60][255] aAcc: 0.3045, mIoU: 0.1275, mAcc: 0.2555, IoU.Impervious surface: 0.2714, IoU.Buildings: 0.3176, IoU.Low vegetation: 0.1414, IoU.Trees: 0.0102, IoU.Cars: 0.0000, IoU.Clutter: 0.0241, IoU.Background: nan, Acc.Impervious surface: 0.3094, Acc.Buildings: 0.4970, Acc.Low vegetation: 0.1726, Acc.Trees: 0.0103, Acc.Cars: 0.0000, Acc.Clutter: 0.5439, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:58:36,809 - mmseg - INFO - Epoch [61][90/450] lr: 7.273e-03, eta: 12:28:54, time: 0.947, data_time: 0.270, memory: 7603, decode.loss_ce: 0.1450, decode.acc_seg: 94.5813, aux.loss_ce: 0.0843, aux.acc_seg: 92.4730, loss: 0.2293
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 05:59:39,556 - mmseg - INFO - Epoch [61][180/450] lr: 7.263e-03, eta: 12:27:47, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1293, decode.acc_seg: 95.0850, aux.loss_ce: 0.0750, aux.acc_seg: 93.1602, loss: 0.2043
2021-11-26 05:59:53,354 - mmseg - INFO - Saving checkpoint at 27200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:00:43,155 - mmseg - INFO - Epoch [61][270/450] lr: 7.254e-03, eta: 12:26:41, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1307, decode.acc_seg: 94.9518, aux.loss_ce: 0.0735, aux.acc_seg: 93.2436, loss: 0.2042
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:01:46,407 - mmseg - INFO - Epoch [61][360/450] lr: 7.245e-03, eta: 12:25:34, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1262, decode.acc_seg: 95.1160, aux.loss_ce: 0.0715, aux.acc_seg: 93.3793, loss: 0.1977
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:02:49,774 - mmseg - INFO - Epoch [61][450/450] lr: 7.236e-03, eta: 12:24:28, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1241, decode.acc_seg: 95.2247, aux.loss_ce: 0.0711, aux.acc_seg: 93.4993, loss: 0.1953
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1132s, ETA: 0s
2021-11-26 06:21:41,598 - mmseg - INFO - per class results:
2021-11-26 06:21:41,599 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 6.94 | 7.52 |
| Buildings | 27.02 | 41.0 |
| Low vegetation | 27.55 | 40.86 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.72 | 66.01 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 06:21:41,600 - mmseg - INFO - Summary:
2021-11-26 06:21:41,600 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 24.75 | 10.7 | 25.9 |
+-------+------+------+
2021-11-26 06:21:41,602 - mmseg - INFO - Epoch(val) [61][255] aAcc: 0.2475, mIoU: 0.1070, mAcc: 0.2590, IoU.Impervious surface: 0.0694, IoU.Buildings: 0.2702, IoU.Low vegetation: 0.2755, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0272, IoU.Background: nan, Acc.Impervious surface: 0.0752, Acc.Buildings: 0.4100, Acc.Low vegetation: 0.4086, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.6601, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:23:02,258 - mmseg - INFO - Epoch [62][90/450] lr: 7.226e-03, eta: 12:24:00, time: 0.896, data_time: 0.219, memory: 7603, decode.loss_ce: 0.1495, decode.acc_seg: 94.4093, aux.loss_ce: 0.0868, aux.acc_seg: 92.1675, loss: 0.2363
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:24:04,952 - mmseg - INFO - Epoch [62][180/450] lr: 7.217e-03, eta: 12:22:52, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1301, decode.acc_seg: 95.0476, aux.loss_ce: 0.0759, aux.acc_seg: 93.1138, loss: 0.2060
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:25:07,912 - mmseg - INFO - Epoch [62][270/450] lr: 7.208e-03, eta: 12:21:45, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1318, decode.acc_seg: 94.9381, aux.loss_ce: 0.0775, aux.acc_seg: 92.8929, loss: 0.2093
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:26:11,358 - mmseg - INFO - Epoch [62][360/450] lr: 7.199e-03, eta: 12:20:39, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1252, decode.acc_seg: 95.1656, aux.loss_ce: 0.0737, aux.acc_seg: 93.2459, loss: 0.1989
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:27:14,419 - mmseg - INFO - Epoch [62][450/450] lr: 7.189e-03, eta: 12:19:32, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1205, decode.acc_seg: 95.3413, aux.loss_ce: 0.0711, aux.acc_seg: 93.4865, loss: 0.1916
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1116s, ETA: 0s
2021-11-26 06:45:50,707 - mmseg - INFO - per class results:
2021-11-26 06:45:50,708 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.78 | 21.38 |
| Buildings | 25.51 | 41.02 |
| Low vegetation | 9.87 | 11.36 |
| Trees | 0.43 | 0.43 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.71 | 63.55 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 06:45:50,709 - mmseg - INFO - Summary:
2021-11-26 06:45:50,711 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 23.47 | 9.55 | 22.96 |
+-------+------+-------+
2021-11-26 06:45:50,712 - mmseg - INFO - Epoch(val) [62][255] aAcc: 0.2347, mIoU: 0.0955, mAcc: 0.2296, IoU.Impervious surface: 0.1878, IoU.Buildings: 0.2551, IoU.Low vegetation: 0.0987, IoU.Trees: 0.0043, IoU.Cars: 0.0000, IoU.Clutter: 0.0271, IoU.Background: nan, Acc.Impervious surface: 0.2138, Acc.Buildings: 0.4102, Acc.Low vegetation: 0.1136, Acc.Trees: 0.0043, Acc.Cars: 0.0000, Acc.Clutter: 0.6355, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:46:56,961 - mmseg - INFO - Epoch [63][90/450] lr: 7.180e-03, eta: 12:18:32, time: 0.735, data_time: 0.053, memory: 7603, decode.loss_ce: 0.1471, decode.acc_seg: 94.4081, aux.loss_ce: 0.0840, aux.acc_seg: 92.3993, loss: 0.2311
2021-11-26 06:47:03,749 - mmseg - INFO - Saving checkpoint at 28000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:48:00,470 - mmseg - INFO - Epoch [63][180/450] lr: 7.171e-03, eta: 12:17:25, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1411, decode.acc_seg: 94.5802, aux.loss_ce: 0.0851, aux.acc_seg: 92.2176, loss: 0.2261
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:49:03,626 - mmseg - INFO - Epoch [63][270/450] lr: 7.162e-03, eta: 12:16:19, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1558, decode.acc_seg: 94.0000, aux.loss_ce: 0.0902, aux.acc_seg: 91.7024, loss: 0.2460
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:50:07,082 - mmseg - INFO - Epoch [63][360/450] lr: 7.152e-03, eta: 12:15:12, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1314, decode.acc_seg: 94.9307, aux.loss_ce: 0.0784, aux.acc_seg: 92.8272, loss: 0.2098
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 06:51:10,250 - mmseg - INFO - Epoch [63][450/450] lr: 7.143e-03, eta: 12:14:06, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1392, decode.acc_seg: 94.7254, aux.loss_ce: 0.0820, aux.acc_seg: 92.4733, loss: 0.2213
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1184s, ETA: 0s
2021-11-26 07:10:54,684 - mmseg - INFO - per class results:
2021-11-26 07:10:54,686 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 11.19 | 11.86 |
| Buildings | 59.42 | 93.03 |
| Low vegetation | 15.5 | 18.75 |
| Trees | 10.73 | 12.5 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.73 | 9.22 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 07:10:54,687 - mmseg - INFO - Summary:
2021-11-26 07:10:54,687 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 38.95 | 16.43 | 24.23 |
+-------+-------+-------+
2021-11-26 07:10:54,689 - mmseg - INFO - Epoch(val) [63][255] aAcc: 0.3895, mIoU: 0.1643, mAcc: 0.2423, IoU.Impervious surface: 0.1119, IoU.Buildings: 0.5942, IoU.Low vegetation: 0.1550, IoU.Trees: 0.1073, IoU.Cars: 0.0000, IoU.Clutter: 0.0173, IoU.Background: nan, Acc.Impervious surface: 0.1186, Acc.Buildings: 0.9303, Acc.Low vegetation: 0.1875, Acc.Trees: 0.1250, Acc.Cars: 0.0000, Acc.Clutter: 0.0922, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:12:18,458 - mmseg - INFO - Epoch [64][90/450] lr: 7.134e-03, eta: 12:13:43, time: 0.930, data_time: 0.251, memory: 7603, decode.loss_ce: 0.1272, decode.acc_seg: 95.0677, aux.loss_ce: 0.0737, aux.acc_seg: 93.1916, loss: 0.2009
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:13:21,316 - mmseg - INFO - Epoch [64][180/450] lr: 7.125e-03, eta: 12:12:36, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1241, decode.acc_seg: 95.2259, aux.loss_ce: 0.0750, aux.acc_seg: 93.1047, loss: 0.1990
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:14:24,220 - mmseg - INFO - Epoch [64][270/450] lr: 7.115e-03, eta: 12:11:28, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1259, decode.acc_seg: 95.1495, aux.loss_ce: 0.0753, aux.acc_seg: 93.1840, loss: 0.2012
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:15:27,762 - mmseg - INFO - Epoch [64][360/450] lr: 7.106e-03, eta: 12:10:22, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1502, decode.acc_seg: 94.1477, aux.loss_ce: 0.0883, aux.acc_seg: 91.8446, loss: 0.2385
2021-11-26 07:16:30,970 - mmseg - INFO - Saving checkpoint at 28800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:16:31,735 - mmseg - INFO - Epoch [64][450/450] lr: 7.097e-03, eta: 12:09:17, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1297, decode.acc_seg: 94.9970, aux.loss_ce: 0.0763, aux.acc_seg: 92.9851, loss: 0.2061
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1124s, ETA: 0s
2021-11-26 07:35:15,646 - mmseg - INFO - per class results:
2021-11-26 07:35:15,648 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.8 | 21.64 |
| Buildings | 16.17 | 21.72 |
| Low vegetation | 12.56 | 14.29 |
| Trees | 12.67 | 31.46 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.96 | 46.95 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 07:35:15,648 - mmseg - INFO - Summary:
2021-11-26 07:35:15,649 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 21.34 | 10.36 | 22.68 |
+-------+-------+-------+
2021-11-26 07:35:15,651 - mmseg - INFO - Epoch(val) [64][255] aAcc: 0.2134, mIoU: 0.1036, mAcc: 0.2268, IoU.Impervious surface: 0.1880, IoU.Buildings: 0.1617, IoU.Low vegetation: 0.1256, IoU.Trees: 0.1267, IoU.Cars: 0.0000, IoU.Clutter: 0.0196, IoU.Background: nan, Acc.Impervious surface: 0.2164, Acc.Buildings: 0.2172, Acc.Low vegetation: 0.1429, Acc.Trees: 0.3146, Acc.Cars: 0.0000, Acc.Clutter: 0.4695, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:36:21,750 - mmseg - INFO - Epoch [65][90/450] lr: 7.088e-03, eta: 12:08:16, time: 0.734, data_time: 0.052, memory: 7603, decode.loss_ce: 0.1239, decode.acc_seg: 95.2290, aux.loss_ce: 0.0744, aux.acc_seg: 93.2984, loss: 0.1983
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:37:24,479 - mmseg - INFO - Epoch [65][180/450] lr: 7.078e-03, eta: 12:07:09, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1246, decode.acc_seg: 95.1898, aux.loss_ce: 0.0728, aux.acc_seg: 93.3327, loss: 0.1974
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:38:27,907 - mmseg - INFO - Epoch [65][270/450] lr: 7.069e-03, eta: 12:06:02, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1327, decode.acc_seg: 94.8973, aux.loss_ce: 0.0771, aux.acc_seg: 92.9657, loss: 0.2097
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:39:31,402 - mmseg - INFO - Epoch [65][360/450] lr: 7.060e-03, eta: 12:04:56, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1282, decode.acc_seg: 95.1293, aux.loss_ce: 0.0748, aux.acc_seg: 93.1932, loss: 0.2030
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 07:40:34,439 - mmseg - INFO - Epoch [65][450/450] lr: 7.050e-03, eta: 12:03:49, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1257, decode.acc_seg: 95.1382, aux.loss_ce: 0.0753, aux.acc_seg: 93.0638, loss: 0.2010
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1116s, ETA: 0s
2021-11-26 07:59:10,756 - mmseg - INFO - per class results:
2021-11-26 07:59:10,757 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.23 | 12.43 |
| Buildings | 11.09 | 14.61 |
| Low vegetation | 21.66 | 31.98 |
| Trees | 10.43 | 25.22 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.64 | 41.01 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 07:59:10,758 - mmseg - INFO - Summary:
2021-11-26 07:59:10,759 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.71 | 9.51 | 20.87 |
+-------+------+-------+
2021-11-26 07:59:10,760 - mmseg - INFO - Epoch(val) [65][255] aAcc: 0.1871, mIoU: 0.0951, mAcc: 0.2087, IoU.Impervious surface: 0.1223, IoU.Buildings: 0.1109, IoU.Low vegetation: 0.2166, IoU.Trees: 0.1043, IoU.Cars: 0.0000, IoU.Clutter: 0.0164, IoU.Background: nan, Acc.Impervious surface: 0.1243, Acc.Buildings: 0.1461, Acc.Low vegetation: 0.3198, Acc.Trees: 0.2522, Acc.Cars: 0.0000, Acc.Clutter: 0.4101, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:00:16,600 - mmseg - INFO - Epoch [66][90/450] lr: 7.041e-03, eta: 12:02:48, time: 0.731, data_time: 0.051, memory: 7603, decode.loss_ce: 0.1166, decode.acc_seg: 95.4911, aux.loss_ce: 0.0682, aux.acc_seg: 93.7622, loss: 0.1848
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:01:19,596 - mmseg - INFO - Epoch [66][180/450] lr: 7.032e-03, eta: 12:01:41, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1247, decode.acc_seg: 95.1962, aux.loss_ce: 0.0722, aux.acc_seg: 93.3686, loss: 0.1969
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:02:22,778 - mmseg - INFO - Epoch [66][270/450] lr: 7.023e-03, eta: 12:00:34, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1223, decode.acc_seg: 95.2447, aux.loss_ce: 0.0748, aux.acc_seg: 93.2149, loss: 0.1971
2021-11-26 08:03:19,201 - mmseg - INFO - Saving checkpoint at 29600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:03:27,018 - mmseg - INFO - Epoch [66][360/450] lr: 7.013e-03, eta: 11:59:29, time: 0.714, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1172, decode.acc_seg: 95.4597, aux.loss_ce: 0.0699, aux.acc_seg: 93.6201, loss: 0.1871
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:04:30,383 - mmseg - INFO - Epoch [66][450/450] lr: 7.004e-03, eta: 11:58:23, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1188, decode.acc_seg: 95.4132, aux.loss_ce: 0.0715, aux.acc_seg: 93.4143, loss: 0.1903
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1130s, ETA: 0s
2021-11-26 08:23:20,155 - mmseg - INFO - per class results:
2021-11-26 08:23:20,157 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 7.79 | 8.08 |
| Buildings | 21.88 | 33.78 |
| Low vegetation | 8.93 | 10.52 |
| Trees | 4.85 | 5.21 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.94 | 70.76 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 08:23:20,157 - mmseg - INFO - Summary:
2021-11-26 08:23:20,158 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 17.32 | 7.73 | 21.39 |
+-------+------+-------+
2021-11-26 08:23:20,159 - mmseg - INFO - Epoch(val) [66][255] aAcc: 0.1732, mIoU: 0.0773, mAcc: 0.2139, IoU.Impervious surface: 0.0779, IoU.Buildings: 0.2188, IoU.Low vegetation: 0.0893, IoU.Trees: 0.0485, IoU.Cars: 0.0000, IoU.Clutter: 0.0294, IoU.Background: nan, Acc.Impervious surface: 0.0808, Acc.Buildings: 0.3378, Acc.Low vegetation: 0.1052, Acc.Trees: 0.0521, Acc.Cars: 0.0000, Acc.Clutter: 0.7076, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:24:42,812 - mmseg - INFO - Epoch [67][90/450] lr: 6.995e-03, eta: 11:57:56, time: 0.918, data_time: 0.238, memory: 7603, decode.loss_ce: 0.1127, decode.acc_seg: 95.6355, aux.loss_ce: 0.0668, aux.acc_seg: 93.8208, loss: 0.1796
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:25:45,456 - mmseg - INFO - Epoch [67][180/450] lr: 6.986e-03, eta: 11:56:48, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1093, decode.acc_seg: 95.7761, aux.loss_ce: 0.0658, aux.acc_seg: 93.9847, loss: 0.1751
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:26:48,914 - mmseg - INFO - Epoch [67][270/450] lr: 6.976e-03, eta: 11:55:41, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1178, decode.acc_seg: 95.3863, aux.loss_ce: 0.0675, aux.acc_seg: 93.7391, loss: 0.1853
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:27:52,069 - mmseg - INFO - Epoch [67][360/450] lr: 6.967e-03, eta: 11:54:35, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1163, decode.acc_seg: 95.4991, aux.loss_ce: 0.0690, aux.acc_seg: 93.6453, loss: 0.1853
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:28:55,375 - mmseg - INFO - Epoch [67][450/450] lr: 6.958e-03, eta: 11:53:28, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1311, decode.acc_seg: 94.9166, aux.loss_ce: 0.0740, aux.acc_seg: 93.1007, loss: 0.2052
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1111s, ETA: 0s
2021-11-26 08:47:26,385 - mmseg - INFO - per class results:
2021-11-26 08:47:26,386 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 2.34 | 2.35 |
| Buildings | 6.05 | 7.24 |
| Low vegetation | 26.9 | 39.49 |
| Trees | 16.67 | 64.25 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.3 | 22.65 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 08:47:26,387 - mmseg - INFO - Summary:
2021-11-26 08:47:26,388 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.83 | 8.88 | 22.66 |
+-------+------+-------+
2021-11-26 08:47:26,389 - mmseg - INFO - Epoch(val) [67][255] aAcc: 0.1883, mIoU: 0.0888, mAcc: 0.2266, IoU.Impervious surface: 0.0234, IoU.Buildings: 0.0605, IoU.Low vegetation: 0.2690, IoU.Trees: 0.1667, IoU.Cars: 0.0000, IoU.Clutter: 0.0130, IoU.Background: nan, Acc.Impervious surface: 0.0235, Acc.Buildings: 0.0724, Acc.Low vegetation: 0.3949, Acc.Trees: 0.6425, Acc.Cars: 0.0000, Acc.Clutter: 0.2265, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:48:50,206 - mmseg - INFO - Epoch [68][90/450] lr: 6.948e-03, eta: 11:53:02, time: 0.930, data_time: 0.248, memory: 7603, decode.loss_ce: 0.1591, decode.acc_seg: 94.0550, aux.loss_ce: 0.0934, aux.acc_seg: 91.6260, loss: 0.2525
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:49:52,899 - mmseg - INFO - Epoch [68][180/450] lr: 6.939e-03, eta: 11:51:54, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1303, decode.acc_seg: 94.9893, aux.loss_ce: 0.0797, aux.acc_seg: 92.6761, loss: 0.2100
2021-11-26 08:50:41,943 - mmseg - INFO - Saving checkpoint at 30400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:50:57,044 - mmseg - INFO - Epoch [68][270/450] lr: 6.930e-03, eta: 11:50:49, time: 0.713, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1184, decode.acc_seg: 95.4437, aux.loss_ce: 0.0767, aux.acc_seg: 93.1370, loss: 0.1951
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:52:00,293 - mmseg - INFO - Epoch [68][360/450] lr: 6.921e-03, eta: 11:49:42, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1176, decode.acc_seg: 95.4536, aux.loss_ce: 0.0714, aux.acc_seg: 93.4468, loss: 0.1890
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 08:53:03,622 - mmseg - INFO - Epoch [68][450/450] lr: 6.911e-03, eta: 11:48:36, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1185, decode.acc_seg: 95.3646, aux.loss_ce: 0.0708, aux.acc_seg: 93.4825, loss: 0.1893
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1151s, ETA: 0s
2021-11-26 09:12:15,036 - mmseg - INFO - per class results:
2021-11-26 09:12:15,038 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.32 | 13.7 |
| Buildings | 41.29 | 69.27 |
| Low vegetation | 18.32 | 24.33 |
| Trees | 10.47 | 21.58 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.62 | 13.9 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 09:12:15,038 - mmseg - INFO - Summary:
2021-11-26 09:12:15,039 - mmseg - INFO -
+------+-------+------+
| aAcc | mIoU | mAcc |
+------+-------+------+
| 34.2 | 14.17 | 23.8 |
+------+-------+------+
2021-11-26 09:12:15,040 - mmseg - INFO - Epoch(val) [68][255] aAcc: 0.3420, mIoU: 0.1417, mAcc: 0.2380, IoU.Impervious surface: 0.1332, IoU.Buildings: 0.4129, IoU.Low vegetation: 0.1832, IoU.Trees: 0.1047, IoU.Cars: 0.0000, IoU.Clutter: 0.0162, IoU.Background: nan, Acc.Impervious surface: 0.1370, Acc.Buildings: 0.6927, Acc.Low vegetation: 0.2433, Acc.Trees: 0.2158, Acc.Cars: 0.0000, Acc.Clutter: 0.1390, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:13:35,274 - mmseg - INFO - Epoch [69][90/450] lr: 6.902e-03, eta: 11:48:02, time: 0.891, data_time: 0.211, memory: 7603, decode.loss_ce: 0.1188, decode.acc_seg: 95.3961, aux.loss_ce: 0.0721, aux.acc_seg: 93.3812, loss: 0.1909
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:14:37,764 - mmseg - INFO - Epoch [69][180/450] lr: 6.893e-03, eta: 11:46:54, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1225, decode.acc_seg: 95.2852, aux.loss_ce: 0.0712, aux.acc_seg: 93.4751, loss: 0.1937
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:15:40,983 - mmseg - INFO - Epoch [69][270/450] lr: 6.883e-03, eta: 11:45:47, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.3917, decode.acc_seg: 86.3309, aux.loss_ce: 0.1921, aux.acc_seg: 83.2556, loss: 0.5838
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:16:44,272 - mmseg - INFO - Epoch [69][360/450] lr: 6.874e-03, eta: 11:44:40, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.3425, decode.acc_seg: 87.3233, aux.loss_ce: 0.1718, aux.acc_seg: 84.3013, loss: 0.5143
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:17:47,638 - mmseg - INFO - Epoch [69][450/450] lr: 6.865e-03, eta: 11:43:34, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.2020, decode.acc_seg: 92.4749, aux.loss_ce: 0.1126, aux.acc_seg: 89.7736, loss: 0.3146
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1109s, ETA: 0s
2021-11-26 09:36:16,770 - mmseg - INFO - per class results:
2021-11-26 09:36:16,772 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.12 | 15.13 |
| Buildings | 17.97 | 26.3 |
| Low vegetation | 9.53 | 11.29 |
| Trees | 11.51 | 14.65 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.77 | 65.9 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 09:36:16,772 - mmseg - INFO - Summary:
2021-11-26 09:36:16,777 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.42 | 9.32 | 22.21 |
+-------+------+-------+
2021-11-26 09:36:16,778 - mmseg - INFO - Epoch(val) [69][255] aAcc: 0.1842, mIoU: 0.0932, mAcc: 0.2221, IoU.Impervious surface: 0.1412, IoU.Buildings: 0.1797, IoU.Low vegetation: 0.0953, IoU.Trees: 0.1151, IoU.Cars: 0.0000, IoU.Clutter: 0.0277, IoU.Background: nan, Acc.Impervious surface: 0.1513, Acc.Buildings: 0.2630, Acc.Low vegetation: 0.1129, Acc.Trees: 0.1465, Acc.Cars: 0.0000, Acc.Clutter: 0.6590, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:37:39,553 - mmseg - INFO - Epoch [70][90/450] lr: 6.856e-03, eta: 11:43:04, time: 0.919, data_time: 0.238, memory: 7603, decode.loss_ce: 0.1626, decode.acc_seg: 93.8825, aux.loss_ce: 0.0938, aux.acc_seg: 91.4068, loss: 0.2564
2021-11-26 09:38:21,229 - mmseg - INFO - Saving checkpoint at 31200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:38:43,107 - mmseg - INFO - Epoch [70][180/450] lr: 6.846e-03, eta: 11:41:57, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1498, decode.acc_seg: 94.2839, aux.loss_ce: 0.0911, aux.acc_seg: 91.7528, loss: 0.2410
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:39:46,094 - mmseg - INFO - Epoch [70][270/450] lr: 6.837e-03, eta: 11:40:50, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1391, decode.acc_seg: 94.7215, aux.loss_ce: 0.0860, aux.acc_seg: 92.1296, loss: 0.2251
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:40:49,495 - mmseg - INFO - Epoch [70][360/450] lr: 6.828e-03, eta: 11:39:44, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1361, decode.acc_seg: 94.8398, aux.loss_ce: 0.0838, aux.acc_seg: 92.4256, loss: 0.2199
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 09:41:52,617 - mmseg - INFO - Epoch [70][450/450] lr: 6.818e-03, eta: 11:38:36, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1996, decode.acc_seg: 92.5879, aux.loss_ce: 0.1157, aux.acc_seg: 89.6544, loss: 0.3153
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1105s, ETA: 0s
2021-11-26 10:00:17,799 - mmseg - INFO - per class results:
2021-11-26 10:00:17,801 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 4.2 | 4.26 |
| Buildings | 31.92 | 58.16 |
| Low vegetation | 6.27 | 6.77 |
| Trees | 10.17 | 17.27 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.74 | 28.03 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 10:00:17,801 - mmseg - INFO - Summary:
2021-11-26 10:00:17,802 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 23.83 | 9.05 | 19.08 |
+-------+------+-------+
2021-11-26 10:00:17,803 - mmseg - INFO - Epoch(val) [70][255] aAcc: 0.2383, mIoU: 0.0905, mAcc: 0.1908, IoU.Impervious surface: 0.0420, IoU.Buildings: 0.3192, IoU.Low vegetation: 0.0627, IoU.Trees: 0.1017, IoU.Cars: 0.0000, IoU.Clutter: 0.0174, IoU.Background: nan, Acc.Impervious surface: 0.0426, Acc.Buildings: 0.5816, Acc.Low vegetation: 0.0677, Acc.Trees: 0.1727, Acc.Cars: 0.0000, Acc.Clutter: 0.2803, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:01:40,687 - mmseg - INFO - Epoch [71][90/450] lr: 6.809e-03, eta: 11:38:06, time: 0.920, data_time: 0.243, memory: 7603, decode.loss_ce: 0.1720, decode.acc_seg: 93.4555, aux.loss_ce: 0.0957, aux.acc_seg: 91.2757, loss: 0.2677
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:02:43,391 - mmseg - INFO - Epoch [71][180/450] lr: 6.800e-03, eta: 11:36:58, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1461, decode.acc_seg: 94.5011, aux.loss_ce: 0.0887, aux.acc_seg: 92.0193, loss: 0.2348
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:03:46,695 - mmseg - INFO - Epoch [71][270/450] lr: 6.790e-03, eta: 11:35:51, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1388, decode.acc_seg: 94.6455, aux.loss_ce: 0.0787, aux.acc_seg: 92.8851, loss: 0.2175
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:04:49,852 - mmseg - INFO - Epoch [71][360/450] lr: 6.781e-03, eta: 11:34:44, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1408, decode.acc_seg: 94.6243, aux.loss_ce: 0.0829, aux.acc_seg: 92.4377, loss: 0.2237
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:05:53,362 - mmseg - INFO - Epoch [71][450/450] lr: 6.772e-03, eta: 11:33:38, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1367, decode.acc_seg: 94.8345, aux.loss_ce: 0.0819, aux.acc_seg: 92.6119, loss: 0.2186
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1148s, ETA: 0s
2021-11-26 10:25:01,045 - mmseg - INFO - per class results:
2021-11-26 10:25:01,047 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 5.42 | 6.06 |
| Buildings | 60.73 | 94.31 |
| Low vegetation | 1.02 | 1.03 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.43 | 22.96 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 10:25:01,047 - mmseg - INFO - Summary:
2021-11-26 10:25:01,048 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 32.72 | 11.6 | 20.73 |
+-------+------+-------+
2021-11-26 10:25:01,050 - mmseg - INFO - Epoch(val) [71][255] aAcc: 0.3272, mIoU: 0.1160, mAcc: 0.2073, IoU.Impervious surface: 0.0542, IoU.Buildings: 0.6073, IoU.Low vegetation: 0.0102, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0243, IoU.Background: nan, Acc.Impervious surface: 0.0606, Acc.Buildings: 0.9431, Acc.Low vegetation: 0.0103, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.2296, Acc.Background: nan
2021-11-26 10:25:56,654 - mmseg - INFO - Saving checkpoint at 32000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:26:25,006 - mmseg - INFO - Epoch [72][90/450] lr: 6.763e-03, eta: 11:33:08, time: 0.932, data_time: 0.245, memory: 7603, decode.loss_ce: 0.1310, decode.acc_seg: 95.0187, aux.loss_ce: 0.0786, aux.acc_seg: 92.8987, loss: 0.2096
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:27:27,478 - mmseg - INFO - Epoch [72][180/450] lr: 6.753e-03, eta: 11:32:00, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1288, decode.acc_seg: 95.0519, aux.loss_ce: 0.0773, aux.acc_seg: 93.0039, loss: 0.2060
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:28:30,618 - mmseg - INFO - Epoch [72][270/450] lr: 6.744e-03, eta: 11:30:53, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1409, decode.acc_seg: 94.6629, aux.loss_ce: 0.0858, aux.acc_seg: 92.1785, loss: 0.2266
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:29:33,577 - mmseg - INFO - Epoch [72][360/450] lr: 6.735e-03, eta: 11:29:45, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1428, decode.acc_seg: 94.6215, aux.loss_ce: 0.0857, aux.acc_seg: 92.1882, loss: 0.2285
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:30:37,069 - mmseg - INFO - Epoch [72][450/450] lr: 6.725e-03, eta: 11:28:39, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1365, decode.acc_seg: 94.8376, aux.loss_ce: 0.0783, aux.acc_seg: 92.8259, loss: 0.2149
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1128s, ETA: 0s
2021-11-26 10:49:25,453 - mmseg - INFO - per class results:
2021-11-26 10:49:25,454 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.32 | 27.42 |
| Buildings | 26.32 | 42.2 |
| Low vegetation | 10.01 | 11.18 |
| Trees | 12.47 | 17.79 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.59 | 45.78 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 10:49:25,455 - mmseg - INFO - Summary:
2021-11-26 10:49:25,456 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 27.53 | 12.45 | 24.06 |
+-------+-------+-------+
2021-11-26 10:49:25,458 - mmseg - INFO - Epoch(val) [72][255] aAcc: 0.2753, mIoU: 0.1245, mAcc: 0.2406, IoU.Impervious surface: 0.2332, IoU.Buildings: 0.2632, IoU.Low vegetation: 0.1001, IoU.Trees: 0.1247, IoU.Cars: 0.0000, IoU.Clutter: 0.0259, IoU.Background: nan, Acc.Impervious surface: 0.2742, Acc.Buildings: 0.4220, Acc.Low vegetation: 0.1118, Acc.Trees: 0.1779, Acc.Cars: 0.0000, Acc.Clutter: 0.4578, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:50:31,520 - mmseg - INFO - Epoch [73][90/450] lr: 6.716e-03, eta: 11:27:37, time: 0.733, data_time: 0.052, memory: 7603, decode.loss_ce: 0.1361, decode.acc_seg: 94.8974, aux.loss_ce: 0.0829, aux.acc_seg: 92.4912, loss: 0.2189
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:51:34,043 - mmseg - INFO - Epoch [73][180/450] lr: 6.707e-03, eta: 11:26:29, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1751, decode.acc_seg: 93.3342, aux.loss_ce: 0.0995, aux.acc_seg: 90.9924, loss: 0.2746
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:52:37,316 - mmseg - INFO - Epoch [73][270/450] lr: 6.697e-03, eta: 11:25:22, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1665, decode.acc_seg: 93.7108, aux.loss_ce: 0.0971, aux.acc_seg: 91.0814, loss: 0.2636
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:53:40,306 - mmseg - INFO - Epoch [73][360/450] lr: 6.688e-03, eta: 11:24:15, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1416, decode.acc_seg: 94.6516, aux.loss_ce: 0.0819, aux.acc_seg: 92.5439, loss: 0.2235
2021-11-26 10:54:08,390 - mmseg - INFO - Saving checkpoint at 32800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 10:54:44,274 - mmseg - INFO - Epoch [73][450/450] lr: 6.679e-03, eta: 11:23:09, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1344, decode.acc_seg: 94.8654, aux.loss_ce: 0.0847, aux.acc_seg: 92.3568, loss: 0.2191
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1101s, ETA: 0s
2021-11-26 11:13:04,946 - mmseg - INFO - per class results:
2021-11-26 11:13:04,947 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.8 | 3.88 |
| Buildings | 13.79 | 19.97 |
| Low vegetation | 4.09 | 4.25 |
| Trees | 10.5 | 11.95 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.97 | 77.97 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 11:13:04,948 - mmseg - INFO - Summary:
2021-11-26 11:13:04,948 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 11.21 | 5.86 | 19.67 |
+-------+------+-------+
2021-11-26 11:13:04,951 - mmseg - INFO - Epoch(val) [73][255] aAcc: 0.1121, mIoU: 0.0586, mAcc: 0.1967, IoU.Impervious surface: 0.0380, IoU.Buildings: 0.1379, IoU.Low vegetation: 0.0409, IoU.Trees: 0.1050, IoU.Cars: 0.0000, IoU.Clutter: 0.0297, IoU.Background: nan, Acc.Impervious surface: 0.0388, Acc.Buildings: 0.1997, Acc.Low vegetation: 0.0425, Acc.Trees: 0.1195, Acc.Cars: 0.0000, Acc.Clutter: 0.7797, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:14:28,342 - mmseg - INFO - Epoch [74][90/450] lr: 6.669e-03, eta: 11:22:37, time: 0.926, data_time: 0.248, memory: 7603, decode.loss_ce: 0.1320, decode.acc_seg: 94.9478, aux.loss_ce: 0.0785, aux.acc_seg: 92.8297, loss: 0.2105
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:15:31,012 - mmseg - INFO - Epoch [74][180/450] lr: 6.660e-03, eta: 11:21:29, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1364, decode.acc_seg: 94.7777, aux.loss_ce: 0.0821, aux.acc_seg: 92.4738, loss: 0.2185
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:16:34,035 - mmseg - INFO - Epoch [74][270/450] lr: 6.651e-03, eta: 11:20:22, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1259, decode.acc_seg: 95.1848, aux.loss_ce: 0.0728, aux.acc_seg: 93.3518, loss: 0.1986
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:17:37,264 - mmseg - INFO - Epoch [74][360/450] lr: 6.641e-03, eta: 11:19:15, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1458, decode.acc_seg: 94.4130, aux.loss_ce: 0.0865, aux.acc_seg: 92.2662, loss: 0.2323
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:18:40,683 - mmseg - INFO - Epoch [74][450/450] lr: 6.632e-03, eta: 11:18:08, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1292, decode.acc_seg: 95.0686, aux.loss_ce: 0.0787, aux.acc_seg: 92.8186, loss: 0.2079
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1114s, ETA: 0s
2021-11-26 11:37:14,627 - mmseg - INFO - per class results:
2021-11-26 11:37:14,628 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 22.3 | 25.49 |
| Buildings | 17.79 | 25.65 |
| Low vegetation | 6.6 | 7.1 |
| Trees | 10.14 | 11.34 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.62 | 62.67 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 11:37:14,629 - mmseg - INFO - Summary:
2021-11-26 11:37:14,630 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 20.33 | 9.91 | 22.04 |
+-------+------+-------+
2021-11-26 11:37:14,631 - mmseg - INFO - Epoch(val) [74][255] aAcc: 0.2033, mIoU: 0.0991, mAcc: 0.2204, IoU.Impervious surface: 0.2230, IoU.Buildings: 0.1779, IoU.Low vegetation: 0.0660, IoU.Trees: 0.1014, IoU.Cars: 0.0000, IoU.Clutter: 0.0262, IoU.Background: nan, Acc.Impervious surface: 0.2549, Acc.Buildings: 0.2565, Acc.Low vegetation: 0.0710, Acc.Trees: 0.1134, Acc.Cars: 0.0000, Acc.Clutter: 0.6267, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:38:37,715 - mmseg - INFO - Epoch [75][90/450] lr: 6.623e-03, eta: 11:17:35, time: 0.922, data_time: 0.242, memory: 7603, decode.loss_ce: 0.1882, decode.acc_seg: 92.9249, aux.loss_ce: 0.0983, aux.acc_seg: 90.9898, loss: 0.2865
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:39:40,296 - mmseg - INFO - Epoch [75][180/450] lr: 6.613e-03, eta: 11:16:27, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1454, decode.acc_seg: 94.5257, aux.loss_ce: 0.0893, aux.acc_seg: 92.0275, loss: 0.2347
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:40:43,616 - mmseg - INFO - Epoch [75][270/450] lr: 6.604e-03, eta: 11:15:20, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1291, decode.acc_seg: 95.0738, aux.loss_ce: 0.0765, aux.acc_seg: 92.9828, loss: 0.2057
2021-11-26 11:41:04,516 - mmseg - INFO - Saving checkpoint at 33600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:41:47,258 - mmseg - INFO - Epoch [75][360/450] lr: 6.595e-03, eta: 11:14:14, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1189, decode.acc_seg: 95.4578, aux.loss_ce: 0.0703, aux.acc_seg: 93.6109, loss: 0.1891
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 11:42:50,645 - mmseg - INFO - Epoch [75][450/450] lr: 6.585e-03, eta: 11:13:07, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1171, decode.acc_seg: 95.4795, aux.loss_ce: 0.0672, aux.acc_seg: 93.8523, loss: 0.1843
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1123s, ETA: 0s
2021-11-26 12:01:34,123 - mmseg - INFO - per class results:
2021-11-26 12:01:34,124 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.5 | 29.98 |
| Buildings | 9.5 | 11.05 |
| Low vegetation | 14.02 | 15.93 |
| Trees | 13.68 | 17.36 |
| Cars | 0.02 | 0.02 |
| Clutter | 2.33 | 66.82 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 12:01:34,125 - mmseg - INFO - Summary:
2021-11-26 12:01:34,126 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 19.65 | 10.51 | 23.52 |
+-------+-------+-------+
2021-11-26 12:01:34,128 - mmseg - INFO - Epoch(val) [75][255] aAcc: 0.1965, mIoU: 0.1051, mAcc: 0.2352, IoU.Impervious surface: 0.2350, IoU.Buildings: 0.0950, IoU.Low vegetation: 0.1402, IoU.Trees: 0.1368, IoU.Cars: 0.0002, IoU.Clutter: 0.0233, IoU.Background: nan, Acc.Impervious surface: 0.2998, Acc.Buildings: 0.1105, Acc.Low vegetation: 0.1593, Acc.Trees: 0.1736, Acc.Cars: 0.0002, Acc.Clutter: 0.6682, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:02:58,614 - mmseg - INFO - Epoch [76][90/450] lr: 6.576e-03, eta: 11:12:35, time: 0.938, data_time: 0.260, memory: 7603, decode.loss_ce: 0.1148, decode.acc_seg: 95.5651, aux.loss_ce: 0.0685, aux.acc_seg: 93.7328, loss: 0.1833
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:04:01,294 - mmseg - INFO - Epoch [76][180/450] lr: 6.567e-03, eta: 11:11:27, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1109, decode.acc_seg: 95.7402, aux.loss_ce: 0.0662, aux.acc_seg: 93.9779, loss: 0.1772
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:05:04,370 - mmseg - INFO - Epoch [76][270/450] lr: 6.557e-03, eta: 11:10:20, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1093, decode.acc_seg: 95.7854, aux.loss_ce: 0.0657, aux.acc_seg: 93.9881, loss: 0.1751
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:06:07,650 - mmseg - INFO - Epoch [76][360/450] lr: 6.548e-03, eta: 11:09:13, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1118, decode.acc_seg: 95.6843, aux.loss_ce: 0.0666, aux.acc_seg: 93.9176, loss: 0.1784
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:07:11,411 - mmseg - INFO - Epoch [76][450/450] lr: 6.539e-03, eta: 11:08:07, time: 0.708, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1166, decode.acc_seg: 95.5622, aux.loss_ce: 0.0699, aux.acc_seg: 93.6130, loss: 0.1866
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1136s, ETA: 0s
2021-11-26 12:26:07,799 - mmseg - INFO - per class results:
2021-11-26 12:26:07,801 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.61 | 10.85 |
| Buildings | 25.09 | 37.35 |
| Low vegetation | 29.99 | 37.21 |
| Trees | 14.6 | 18.8 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.3 | 54.74 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 12:26:07,802 - mmseg - INFO - Summary:
2021-11-26 12:26:07,802 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 25.98 | 13.76 | 26.49 |
+-------+-------+-------+
2021-11-26 12:26:07,805 - mmseg - INFO - Epoch(val) [76][255] aAcc: 0.2598, mIoU: 0.1376, mAcc: 0.2649, IoU.Impervious surface: 0.1061, IoU.Buildings: 0.2509, IoU.Low vegetation: 0.2999, IoU.Trees: 0.1460, IoU.Cars: 0.0000, IoU.Clutter: 0.0230, IoU.Background: nan, Acc.Impervious surface: 0.1085, Acc.Buildings: 0.3735, Acc.Low vegetation: 0.3721, Acc.Trees: 0.1880, Acc.Cars: 0.0000, Acc.Clutter: 0.5474, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:27:28,773 - mmseg - INFO - Epoch [77][90/450] lr: 6.529e-03, eta: 11:07:29, time: 0.899, data_time: 0.219, memory: 7603, decode.loss_ce: 0.1112, decode.acc_seg: 95.7083, aux.loss_ce: 0.0667, aux.acc_seg: 93.8987, loss: 0.1779
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:28:31,348 - mmseg - INFO - Epoch [77][180/450] lr: 6.520e-03, eta: 11:06:20, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1077, decode.acc_seg: 95.8045, aux.loss_ce: 0.0676, aux.acc_seg: 93.8129, loss: 0.1753
2021-11-26 12:28:45,201 - mmseg - INFO - Saving checkpoint at 34400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:29:35,176 - mmseg - INFO - Epoch [77][270/450] lr: 6.511e-03, eta: 11:05:14, time: 0.709, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1568, decode.acc_seg: 94.1353, aux.loss_ce: 0.0961, aux.acc_seg: 91.4432, loss: 0.2530
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:30:38,526 - mmseg - INFO - Epoch [77][360/450] lr: 6.501e-03, eta: 11:04:08, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1961, decode.acc_seg: 92.7160, aux.loss_ce: 0.1116, aux.acc_seg: 89.8071, loss: 0.3078
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:31:41,564 - mmseg - INFO - Epoch [77][450/450] lr: 6.492e-03, eta: 11:03:00, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1424, decode.acc_seg: 94.6209, aux.loss_ce: 0.0866, aux.acc_seg: 92.2271, loss: 0.2290
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1161s, ETA: 0s
2021-11-26 12:51:02,767 - mmseg - INFO - per class results:
2021-11-26 12:51:02,769 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.35 | 11.07 |
| Buildings | 61.6 | 95.15 |
| Low vegetation | 2.11 | 2.13 |
| Trees | 8.22 | 9.23 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.36 | 7.58 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 12:51:02,769 - mmseg - INFO - Summary:
2021-11-26 12:51:02,771 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 35.67 | 14.11 | 20.86 |
+-------+-------+-------+
2021-11-26 12:51:02,772 - mmseg - INFO - Epoch(val) [77][255] aAcc: 0.3567, mIoU: 0.1411, mAcc: 0.2086, IoU.Impervious surface: 0.1035, IoU.Buildings: 0.6160, IoU.Low vegetation: 0.0211, IoU.Trees: 0.0822, IoU.Cars: 0.0000, IoU.Clutter: 0.0236, IoU.Background: nan, Acc.Impervious surface: 0.1107, Acc.Buildings: 0.9515, Acc.Low vegetation: 0.0213, Acc.Trees: 0.0923, Acc.Cars: 0.0000, Acc.Clutter: 0.0758, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:52:22,406 - mmseg - INFO - Epoch [78][90/450] lr: 6.483e-03, eta: 11:02:19, time: 0.884, data_time: 0.205, memory: 7603, decode.loss_ce: 0.1513, decode.acc_seg: 94.2764, aux.loss_ce: 0.0891, aux.acc_seg: 91.8755, loss: 0.2404
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:53:24,829 - mmseg - INFO - Epoch [78][180/450] lr: 6.473e-03, eta: 11:01:11, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1291, decode.acc_seg: 95.0451, aux.loss_ce: 0.0820, aux.acc_seg: 92.6075, loss: 0.2112
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:54:28,149 - mmseg - INFO - Epoch [78][270/450] lr: 6.464e-03, eta: 11:00:04, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1797, decode.acc_seg: 93.5250, aux.loss_ce: 0.1006, aux.acc_seg: 91.3118, loss: 0.2803
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:55:31,259 - mmseg - INFO - Epoch [78][360/450] lr: 6.454e-03, eta: 10:58:57, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1378, decode.acc_seg: 94.8390, aux.loss_ce: 0.0809, aux.acc_seg: 92.6161, loss: 0.2187
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 12:56:34,752 - mmseg - INFO - Epoch [78][450/450] lr: 6.445e-03, eta: 10:57:50, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1390, decode.acc_seg: 94.8686, aux.loss_ce: 0.0822, aux.acc_seg: 92.6867, loss: 0.2212
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1137s, ETA: 0s
2021-11-26 13:15:31,788 - mmseg - INFO - per class results:
2021-11-26 13:15:31,789 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.03 | 17.91 |
| Buildings | 28.5 | 44.47 |
| Low vegetation | 12.42 | 13.77 |
| Trees | 7.44 | 8.01 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.79 | 73.5 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 13:15:31,789 - mmseg - INFO - Summary:
2021-11-26 13:15:31,790 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 24.97 | 11.36 | 26.28 |
+-------+-------+-------+
2021-11-26 13:15:31,791 - mmseg - INFO - Epoch(val) [78][255] aAcc: 0.2497, mIoU: 0.1136, mAcc: 0.2628, IoU.Impervious surface: 0.1703, IoU.Buildings: 0.2850, IoU.Low vegetation: 0.1242, IoU.Trees: 0.0744, IoU.Cars: 0.0000, IoU.Clutter: 0.0279, IoU.Background: nan, Acc.Impervious surface: 0.1791, Acc.Buildings: 0.4447, Acc.Low vegetation: 0.1377, Acc.Trees: 0.0801, Acc.Cars: 0.0000, Acc.Clutter: 0.7350, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:16:37,788 - mmseg - INFO - Epoch [79][90/450] lr: 6.436e-03, eta: 10:56:47, time: 0.732, data_time: 0.050, memory: 7603, decode.loss_ce: 0.1852, decode.acc_seg: 93.1619, aux.loss_ce: 0.1071, aux.acc_seg: 90.3697, loss: 0.2923
2021-11-26 13:16:44,559 - mmseg - INFO - Saving checkpoint at 35200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:17:41,007 - mmseg - INFO - Epoch [79][180/450] lr: 6.426e-03, eta: 10:55:40, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1634, decode.acc_seg: 93.7887, aux.loss_ce: 0.0922, aux.acc_seg: 91.5585, loss: 0.2557
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:18:44,294 - mmseg - INFO - Epoch [79][270/450] lr: 6.417e-03, eta: 10:54:33, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1682, decode.acc_seg: 93.7425, aux.loss_ce: 0.1008, aux.acc_seg: 91.0299, loss: 0.2691
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:19:47,605 - mmseg - INFO - Epoch [79][360/450] lr: 6.408e-03, eta: 10:53:26, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1620, decode.acc_seg: 93.9042, aux.loss_ce: 0.0983, aux.acc_seg: 91.1840, loss: 0.2603
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:20:50,802 - mmseg - INFO - Epoch [79][450/450] lr: 6.398e-03, eta: 10:52:19, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1291, decode.acc_seg: 95.1556, aux.loss_ce: 0.0770, aux.acc_seg: 93.0227, loss: 0.2060
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1110s, ETA: 0s
2021-11-26 13:39:20,840 - mmseg - INFO - per class results:
2021-11-26 13:39:20,841 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 7.71 | 7.87 |
| Buildings | 11.76 | 15.52 |
| Low vegetation | 27.97 | 36.64 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.21 | 77.98 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 13:39:20,842 - mmseg - INFO - Summary:
2021-11-26 13:39:20,842 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 16.09 | 8.44 | 23.0 |
+-------+------+------+
2021-11-26 13:39:20,843 - mmseg - INFO - Epoch(val) [79][255] aAcc: 0.1609, mIoU: 0.0844, mAcc: 0.2300, IoU.Impervious surface: 0.0771, IoU.Buildings: 0.1176, IoU.Low vegetation: 0.2797, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0321, IoU.Background: nan, Acc.Impervious surface: 0.0787, Acc.Buildings: 0.1552, Acc.Low vegetation: 0.3664, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.7798, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:40:44,507 - mmseg - INFO - Epoch [80][90/450] lr: 6.389e-03, eta: 10:51:44, time: 0.929, data_time: 0.251, memory: 7603, decode.loss_ce: 0.1192, decode.acc_seg: 95.4112, aux.loss_ce: 0.0710, aux.acc_seg: 93.4832, loss: 0.1902
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:41:47,017 - mmseg - INFO - Epoch [80][180/450] lr: 6.380e-03, eta: 10:50:35, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1170, decode.acc_seg: 95.4914, aux.loss_ce: 0.0704, aux.acc_seg: 93.5425, loss: 0.1874
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:42:50,007 - mmseg - INFO - Epoch [80][270/450] lr: 6.370e-03, eta: 10:49:28, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1409, decode.acc_seg: 94.7770, aux.loss_ce: 0.0860, aux.acc_seg: 92.3714, loss: 0.2269
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:43:53,342 - mmseg - INFO - Epoch [80][360/450] lr: 6.361e-03, eta: 10:48:21, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1609, decode.acc_seg: 94.1428, aux.loss_ce: 0.0932, aux.acc_seg: 91.7159, loss: 0.2541
2021-11-26 13:44:56,446 - mmseg - INFO - Saving checkpoint at 36000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 13:44:57,262 - mmseg - INFO - Epoch [80][450/450] lr: 6.351e-03, eta: 10:47:15, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1253, decode.acc_seg: 95.2179, aux.loss_ce: 0.0804, aux.acc_seg: 92.7554, loss: 0.2057
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1272s, ETA: 0s
2021-11-26 14:06:09,255 - mmseg - INFO - per class results:
2021-11-26 14:06:09,257 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 1.72 | 1.72 |
| Buildings | 18.27 | 25.56 |
| Low vegetation | 18.13 | 19.39 |
| Trees | 5.3 | 5.57 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.89 | 73.62 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 14:06:09,257 - mmseg - INFO - Summary:
2021-11-26 14:06:09,259 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.46 | 7.72 | 20.98 |
+-------+------+-------+
2021-11-26 14:06:09,260 - mmseg - INFO - Epoch(val) [80][255] aAcc: 0.1446, mIoU: 0.0772, mAcc: 0.2098, IoU.Impervious surface: 0.0172, IoU.Buildings: 0.1827, IoU.Low vegetation: 0.1813, IoU.Trees: 0.0530, IoU.Cars: 0.0000, IoU.Clutter: 0.0289, IoU.Background: nan, Acc.Impervious surface: 0.0172, Acc.Buildings: 0.2556, Acc.Low vegetation: 0.1939, Acc.Trees: 0.0557, Acc.Cars: 0.0000, Acc.Clutter: 0.7362, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:07:29,499 - mmseg - INFO - Epoch [81][90/450] lr: 6.342e-03, eta: 10:46:34, time: 0.891, data_time: 0.213, memory: 7603, decode.loss_ce: 0.1270, decode.acc_seg: 95.1856, aux.loss_ce: 0.0778, aux.acc_seg: 92.9324, loss: 0.2047
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:08:32,107 - mmseg - INFO - Epoch [81][180/450] lr: 6.333e-03, eta: 10:45:26, time: 0.696, data_time: 0.003, memory: 7603, decode.loss_ce: 0.1113, decode.acc_seg: 95.7308, aux.loss_ce: 0.0694, aux.acc_seg: 93.7177, loss: 0.1807
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:09:34,972 - mmseg - INFO - Epoch [81][270/450] lr: 6.323e-03, eta: 10:44:18, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1133, decode.acc_seg: 95.5778, aux.loss_ce: 0.0679, aux.acc_seg: 93.7972, loss: 0.1812
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:10:38,275 - mmseg - INFO - Epoch [81][360/450] lr: 6.314e-03, eta: 10:43:11, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1125, decode.acc_seg: 95.6552, aux.loss_ce: 0.0701, aux.acc_seg: 93.7015, loss: 0.1826
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:11:41,359 - mmseg - INFO - Epoch [81][450/450] lr: 6.305e-03, eta: 10:42:04, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1092, decode.acc_seg: 95.8059, aux.loss_ce: 0.0659, aux.acc_seg: 93.9406, loss: 0.1752
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1113s, ETA: 0s
2021-11-26 14:30:14,349 - mmseg - INFO - per class results:
2021-11-26 14:30:14,351 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.77 | 11.51 |
| Buildings | 22.08 | 33.43 |
| Low vegetation | 14.59 | 19.31 |
| Trees | 0.08 | 0.08 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.71 | 65.01 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 14:30:14,351 - mmseg - INFO - Summary:
2021-11-26 14:30:14,352 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 19.37 | 8.37 | 21.56 |
+-------+------+-------+
2021-11-26 14:30:14,353 - mmseg - INFO - Epoch(val) [81][255] aAcc: 0.1937, mIoU: 0.0837, mAcc: 0.2156, IoU.Impervious surface: 0.1077, IoU.Buildings: 0.2208, IoU.Low vegetation: 0.1459, IoU.Trees: 0.0008, IoU.Cars: 0.0000, IoU.Clutter: 0.0271, IoU.Background: nan, Acc.Impervious surface: 0.1151, Acc.Buildings: 0.3343, Acc.Low vegetation: 0.1931, Acc.Trees: 0.0008, Acc.Cars: 0.0000, Acc.Clutter: 0.6501, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:31:36,289 - mmseg - INFO - Epoch [82][90/450] lr: 6.295e-03, eta: 10:41:24, time: 0.910, data_time: 0.232, memory: 7603, decode.loss_ce: 0.1048, decode.acc_seg: 95.9725, aux.loss_ce: 0.0642, aux.acc_seg: 94.2126, loss: 0.1691
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:32:38,890 - mmseg - INFO - Epoch [82][180/450] lr: 6.286e-03, eta: 10:40:16, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1047, decode.acc_seg: 95.9107, aux.loss_ce: 0.0629, aux.acc_seg: 94.1810, loss: 0.1676
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:33:41,619 - mmseg - INFO - Epoch [82][270/450] lr: 6.276e-03, eta: 10:39:09, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1179, decode.acc_seg: 95.4583, aux.loss_ce: 0.0711, aux.acc_seg: 93.4641, loss: 0.1890
2021-11-26 14:34:37,585 - mmseg - INFO - Saving checkpoint at 36800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:34:45,371 - mmseg - INFO - Epoch [82][360/450] lr: 6.267e-03, eta: 10:38:02, time: 0.708, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1137, decode.acc_seg: 95.6698, aux.loss_ce: 0.0744, aux.acc_seg: 93.2590, loss: 0.1881
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:35:48,541 - mmseg - INFO - Epoch [82][450/450] lr: 6.258e-03, eta: 10:36:55, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1126, decode.acc_seg: 95.6575, aux.loss_ce: 0.0695, aux.acc_seg: 93.6466, loss: 0.1822
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1125s, ETA: 0s
2021-11-26 14:54:33,345 - mmseg - INFO - per class results:
2021-11-26 14:54:33,347 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 16.25 | 17.47 |
| Buildings | 13.73 | 18.39 |
| Low vegetation | 17.68 | 20.98 |
| Trees | 5.67 | 6.37 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.2 | 76.39 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 14:54:33,347 - mmseg - INFO - Summary:
2021-11-26 14:54:33,348 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 17.77 | 9.42 | 23.27 |
+-------+------+-------+
2021-11-26 14:54:33,349 - mmseg - INFO - Epoch(val) [82][255] aAcc: 0.1777, mIoU: 0.0942, mAcc: 0.2327, IoU.Impervious surface: 0.1625, IoU.Buildings: 0.1373, IoU.Low vegetation: 0.1768, IoU.Trees: 0.0567, IoU.Cars: 0.0000, IoU.Clutter: 0.0320, IoU.Background: nan, Acc.Impervious surface: 0.1747, Acc.Buildings: 0.1839, Acc.Low vegetation: 0.2098, Acc.Trees: 0.0637, Acc.Cars: 0.0000, Acc.Clutter: 0.7639, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:55:54,429 - mmseg - INFO - Epoch [83][90/450] lr: 6.248e-03, eta: 10:36:14, time: 0.900, data_time: 0.225, memory: 7603, decode.loss_ce: 0.1151, decode.acc_seg: 95.5427, aux.loss_ce: 0.0716, aux.acc_seg: 93.4009, loss: 0.1867
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:56:56,896 - mmseg - INFO - Epoch [83][180/450] lr: 6.239e-03, eta: 10:35:06, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1723, decode.acc_seg: 93.6894, aux.loss_ce: 0.0984, aux.acc_seg: 91.1704, loss: 0.2707
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:57:59,561 - mmseg - INFO - Epoch [83][270/450] lr: 6.229e-03, eta: 10:33:58, time: 0.696, data_time: 0.003, memory: 7603, decode.loss_ce: 0.1753, decode.acc_seg: 93.3121, aux.loss_ce: 0.1033, aux.acc_seg: 90.5389, loss: 0.2786
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 14:59:02,692 - mmseg - INFO - Epoch [83][360/450] lr: 6.220e-03, eta: 10:32:51, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1333, decode.acc_seg: 94.9031, aux.loss_ce: 0.0805, aux.acc_seg: 92.6628, loss: 0.2138
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:00:05,743 - mmseg - INFO - Epoch [83][450/450] lr: 6.211e-03, eta: 10:31:43, time: 0.701, data_time: 0.003, memory: 7603, decode.loss_ce: 0.1203, decode.acc_seg: 95.3626, aux.loss_ce: 0.0789, aux.acc_seg: 92.8587, loss: 0.1992
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1116s, ETA: 0s
2021-11-26 15:18:42,152 - mmseg - INFO - per class results:
2021-11-26 15:18:42,154 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.18 | 13.79 |
| Buildings | 16.04 | 22.1 |
| Low vegetation | 18.52 | 22.51 |
| Trees | 4.17 | 4.38 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.96 | 71.03 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 15:18:42,155 - mmseg - INFO - Summary:
2021-11-26 15:18:42,155 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 17.73 | 9.15 | 22.3 |
+-------+------+------+
2021-11-26 15:18:42,157 - mmseg - INFO - Epoch(val) [83][255] aAcc: 0.1773, mIoU: 0.0915, mAcc: 0.2230, IoU.Impervious surface: 0.1318, IoU.Buildings: 0.1604, IoU.Low vegetation: 0.1852, IoU.Trees: 0.0417, IoU.Cars: 0.0000, IoU.Clutter: 0.0296, IoU.Background: nan, Acc.Impervious surface: 0.1379, Acc.Buildings: 0.2210, Acc.Low vegetation: 0.2251, Acc.Trees: 0.0438, Acc.Cars: 0.0000, Acc.Clutter: 0.7103, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:20:02,115 - mmseg - INFO - Epoch [84][90/450] lr: 6.201e-03, eta: 10:31:00, time: 0.888, data_time: 0.211, memory: 7603, decode.loss_ce: 0.1197, decode.acc_seg: 95.3948, aux.loss_ce: 0.0768, aux.acc_seg: 92.9478, loss: 0.1965
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:21:04,624 - mmseg - INFO - Epoch [84][180/450] lr: 6.192e-03, eta: 10:29:52, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1307, decode.acc_seg: 95.1410, aux.loss_ce: 0.0791, aux.acc_seg: 92.9183, loss: 0.2098
2021-11-26 15:21:53,398 - mmseg - INFO - Saving checkpoint at 37600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:22:08,191 - mmseg - INFO - Epoch [84][270/450] lr: 6.182e-03, eta: 10:28:45, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1158, decode.acc_seg: 95.6007, aux.loss_ce: 0.0762, aux.acc_seg: 93.1549, loss: 0.1920
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:23:11,126 - mmseg - INFO - Epoch [84][360/450] lr: 6.173e-03, eta: 10:27:38, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1119, decode.acc_seg: 95.7072, aux.loss_ce: 0.0714, aux.acc_seg: 93.4436, loss: 0.1832
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:24:14,295 - mmseg - INFO - Epoch [84][450/450] lr: 6.164e-03, eta: 10:26:31, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1080, decode.acc_seg: 95.8018, aux.loss_ce: 0.0660, aux.acc_seg: 93.9307, loss: 0.1740
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1126s, ETA: 0s
2021-11-26 15:43:00,298 - mmseg - INFO - per class results:
2021-11-26 15:43:00,300 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 25.75 | 32.28 |
| Buildings | 16.23 | 21.68 |
| Low vegetation | 8.68 | 9.39 |
| Trees | 9.76 | 12.79 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.54 | 59.16 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 15:43:00,301 - mmseg - INFO - Summary:
2021-11-26 15:43:00,301 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 21.84 | 10.49 | 22.55 |
+-------+-------+-------+
2021-11-26 15:43:00,303 - mmseg - INFO - Epoch(val) [84][255] aAcc: 0.2184, mIoU: 0.1049, mAcc: 0.2255, IoU.Impervious surface: 0.2575, IoU.Buildings: 0.1623, IoU.Low vegetation: 0.0868, IoU.Trees: 0.0976, IoU.Cars: 0.0000, IoU.Clutter: 0.0254, IoU.Background: nan, Acc.Impervious surface: 0.3228, Acc.Buildings: 0.2168, Acc.Low vegetation: 0.0939, Acc.Trees: 0.1279, Acc.Cars: 0.0000, Acc.Clutter: 0.5916, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:44:07,456 - mmseg - INFO - Epoch [85][90/450] lr: 6.154e-03, eta: 10:25:29, time: 0.745, data_time: 0.065, memory: 7603, decode.loss_ce: 0.1086, decode.acc_seg: 95.7908, aux.loss_ce: 0.0668, aux.acc_seg: 93.8614, loss: 0.1754
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:45:09,668 - mmseg - INFO - Epoch [85][180/450] lr: 6.145e-03, eta: 10:24:20, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1023, decode.acc_seg: 96.0363, aux.loss_ce: 0.0615, aux.acc_seg: 94.3540, loss: 0.1639
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:46:12,401 - mmseg - INFO - Epoch [85][270/450] lr: 6.135e-03, eta: 10:23:13, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1238, decode.acc_seg: 95.4165, aux.loss_ce: 0.0761, aux.acc_seg: 93.1429, loss: 0.1999
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:47:15,455 - mmseg - INFO - Epoch [85][360/450] lr: 6.126e-03, eta: 10:22:06, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1310, decode.acc_seg: 95.0772, aux.loss_ce: 0.0767, aux.acc_seg: 92.9825, loss: 0.2077
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 15:48:18,331 - mmseg - INFO - Epoch [85][450/450] lr: 6.116e-03, eta: 10:20:58, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1275, decode.acc_seg: 95.1641, aux.loss_ce: 0.0790, aux.acc_seg: 92.7505, loss: 0.2065
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1288s, ETA: 0s
2021-11-26 16:09:46,791 - mmseg - INFO - per class results:
2021-11-26 16:09:46,792 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 21.61 | 24.67 |
| Buildings | 24.51 | 37.54 |
| Low vegetation | 10.14 | 11.19 |
| Trees | 13.76 | 19.09 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.31 | 45.36 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 16:09:46,793 - mmseg - INFO - Summary:
2021-11-26 16:09:46,793 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 25.29 | 12.06 | 22.98 |
+-------+-------+-------+
2021-11-26 16:09:46,795 - mmseg - INFO - Epoch(val) [85][255] aAcc: 0.2529, mIoU: 0.1206, mAcc: 0.2298, IoU.Impervious surface: 0.2161, IoU.Buildings: 0.2451, IoU.Low vegetation: 0.1014, IoU.Trees: 0.1376, IoU.Cars: 0.0000, IoU.Clutter: 0.0231, IoU.Background: nan, Acc.Impervious surface: 0.2467, Acc.Buildings: 0.3754, Acc.Low vegetation: 0.1119, Acc.Trees: 0.1909, Acc.Cars: 0.0000, Acc.Clutter: 0.4536, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:11:09,225 - mmseg - INFO - Epoch [86][90/450] lr: 6.107e-03, eta: 10:20:17, time: 0.915, data_time: 0.239, memory: 7603, decode.loss_ce: 0.1219, decode.acc_seg: 95.3767, aux.loss_ce: 0.0739, aux.acc_seg: 93.2727, loss: 0.1958
2021-11-26 16:11:50,624 - mmseg - INFO - Saving checkpoint at 38400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:12:12,157 - mmseg - INFO - Epoch [86][180/450] lr: 6.098e-03, eta: 10:19:10, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1162, decode.acc_seg: 95.5175, aux.loss_ce: 0.0696, aux.acc_seg: 93.5895, loss: 0.1858
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:13:14,747 - mmseg - INFO - Epoch [86][270/450] lr: 6.088e-03, eta: 10:18:02, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1109, decode.acc_seg: 95.7042, aux.loss_ce: 0.0676, aux.acc_seg: 93.7878, loss: 0.1784
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:14:17,658 - mmseg - INFO - Epoch [86][360/450] lr: 6.079e-03, eta: 10:16:54, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1045, decode.acc_seg: 95.9905, aux.loss_ce: 0.0649, aux.acc_seg: 94.0780, loss: 0.1694
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:15:20,499 - mmseg - INFO - Epoch [86][450/450] lr: 6.069e-03, eta: 10:15:47, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1013, decode.acc_seg: 96.0879, aux.loss_ce: 0.0622, aux.acc_seg: 94.2616, loss: 0.1635
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1098s, ETA: 0s
2021-11-26 16:33:38,686 - mmseg - INFO - per class results:
2021-11-26 16:33:38,687 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.96 | 4.0 |
| Buildings | 20.78 | 28.66 |
| Low vegetation | 0.21 | 0.21 |
| Trees | 1.71 | 1.74 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.9 | 83.06 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 16:33:38,688 - mmseg - INFO - Summary:
2021-11-26 16:33:38,688 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 12.11 | 4.93 | 19.61 |
+-------+------+-------+
2021-11-26 16:33:38,689 - mmseg - INFO - Epoch(val) [86][255] aAcc: 0.1211, mIoU: 0.0493, mAcc: 0.1961, IoU.Impervious surface: 0.0396, IoU.Buildings: 0.2078, IoU.Low vegetation: 0.0021, IoU.Trees: 0.0171, IoU.Cars: 0.0000, IoU.Clutter: 0.0290, IoU.Background: nan, Acc.Impervious surface: 0.0400, Acc.Buildings: 0.2866, Acc.Low vegetation: 0.0021, Acc.Trees: 0.0174, Acc.Cars: 0.0000, Acc.Clutter: 0.8306, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:35:00,600 - mmseg - INFO - Epoch [87][90/450] lr: 6.060e-03, eta: 10:15:05, time: 0.909, data_time: 0.233, memory: 7603, decode.loss_ce: 0.0981, decode.acc_seg: 96.1955, aux.loss_ce: 0.0621, aux.acc_seg: 94.3324, loss: 0.1602
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:36:02,849 - mmseg - INFO - Epoch [87][180/450] lr: 6.051e-03, eta: 10:13:56, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1073, decode.acc_seg: 95.8452, aux.loss_ce: 0.0688, aux.acc_seg: 93.8182, loss: 0.1761
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:37:05,470 - mmseg - INFO - Epoch [87][270/450] lr: 6.041e-03, eta: 10:12:49, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1060, decode.acc_seg: 95.9119, aux.loss_ce: 0.0641, aux.acc_seg: 94.1573, loss: 0.1701
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:38:08,488 - mmseg - INFO - Epoch [87][360/450] lr: 6.032e-03, eta: 10:11:41, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1057, decode.acc_seg: 95.9578, aux.loss_ce: 0.0680, aux.acc_seg: 93.8562, loss: 0.1737
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:39:11,176 - mmseg - INFO - Epoch [87][450/450] lr: 6.022e-03, eta: 10:10:34, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1002, decode.acc_seg: 96.1048, aux.loss_ce: 0.0624, aux.acc_seg: 94.2495, loss: 0.1625
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1150s, ETA: 0s
2021-11-26 16:58:20,999 - mmseg - INFO - per class results:
2021-11-26 16:58:21,000 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.0 | 18.47 |
| Buildings | 42.28 | 66.66 |
| Low vegetation | 12.14 | 13.85 |
| Trees | 2.8 | 2.84 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.73 | 52.05 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 16:58:21,001 - mmseg - INFO - Summary:
2021-11-26 16:58:21,001 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 31.29 | 12.82 | 25.64 |
+-------+-------+-------+
2021-11-26 16:58:21,003 - mmseg - INFO - Epoch(val) [87][255] aAcc: 0.3129, mIoU: 0.1282, mAcc: 0.2564, IoU.Impervious surface: 0.1700, IoU.Buildings: 0.4228, IoU.Low vegetation: 0.1214, IoU.Trees: 0.0280, IoU.Cars: 0.0000, IoU.Clutter: 0.0273, IoU.Background: nan, Acc.Impervious surface: 0.1847, Acc.Buildings: 0.6666, Acc.Low vegetation: 0.1385, Acc.Trees: 0.0284, Acc.Cars: 0.0000, Acc.Clutter: 0.5205, Acc.Background: nan
2021-11-26 16:59:15,713 - mmseg - INFO - Saving checkpoint at 39200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 16:59:44,087 - mmseg - INFO - Epoch [88][90/450] lr: 6.013e-03, eta: 10:09:52, time: 0.922, data_time: 0.234, memory: 7603, decode.loss_ce: 0.1000, decode.acc_seg: 96.1214, aux.loss_ce: 0.0620, aux.acc_seg: 94.3052, loss: 0.1620
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:00:46,040 - mmseg - INFO - Epoch [88][180/450] lr: 6.003e-03, eta: 10:08:44, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1041, decode.acc_seg: 95.9157, aux.loss_ce: 0.0672, aux.acc_seg: 93.8007, loss: 0.1713
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:01:48,926 - mmseg - INFO - Epoch [88][270/450] lr: 5.994e-03, eta: 10:07:36, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0992, decode.acc_seg: 96.1762, aux.loss_ce: 0.0595, aux.acc_seg: 94.5085, loss: 0.1587
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:02:51,508 - mmseg - INFO - Epoch [88][360/450] lr: 5.984e-03, eta: 10:06:28, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0945, decode.acc_seg: 96.3482, aux.loss_ce: 0.0567, aux.acc_seg: 94.8042, loss: 0.1513
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:03:54,452 - mmseg - INFO - Epoch [88][450/450] lr: 5.975e-03, eta: 10:05:21, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1014, decode.acc_seg: 96.1066, aux.loss_ce: 0.0652, aux.acc_seg: 94.0769, loss: 0.1666
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1119s, ETA: 0s
2021-11-26 17:22:33,551 - mmseg - INFO - per class results:
2021-11-26 17:22:33,553 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.57 | 10.96 |
| Buildings | 24.8 | 35.14 |
| Low vegetation | 10.83 | 12.17 |
| Trees | 0.18 | 0.18 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.21 | 76.0 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 17:22:33,553 - mmseg - INFO - Summary:
2021-11-26 17:22:33,554 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.52 | 8.1 | 22.41 |
+-------+------+-------+
2021-11-26 17:22:33,555 - mmseg - INFO - Epoch(val) [88][255] aAcc: 0.1852, mIoU: 0.0810, mAcc: 0.2241, IoU.Impervious surface: 0.0957, IoU.Buildings: 0.2480, IoU.Low vegetation: 0.1083, IoU.Trees: 0.0018, IoU.Cars: 0.0000, IoU.Clutter: 0.0321, IoU.Background: nan, Acc.Impervious surface: 0.1096, Acc.Buildings: 0.3514, Acc.Low vegetation: 0.1217, Acc.Trees: 0.0018, Acc.Cars: 0.0000, Acc.Clutter: 0.7600, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:23:57,859 - mmseg - INFO - Epoch [89][90/450] lr: 5.966e-03, eta: 10:04:41, time: 0.936, data_time: 0.257, memory: 7603, decode.loss_ce: 0.1002, decode.acc_seg: 96.0666, aux.loss_ce: 0.0633, aux.acc_seg: 94.1738, loss: 0.1635
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:24:59,812 - mmseg - INFO - Epoch [89][180/450] lr: 5.956e-03, eta: 10:03:32, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1010, decode.acc_seg: 96.0758, aux.loss_ce: 0.0630, aux.acc_seg: 94.1971, loss: 0.1640
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:26:02,659 - mmseg - INFO - Epoch [89][270/450] lr: 5.947e-03, eta: 10:02:25, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1112, decode.acc_seg: 95.7152, aux.loss_ce: 0.0709, aux.acc_seg: 93.5220, loss: 0.1821
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:27:05,234 - mmseg - INFO - Epoch [89][360/450] lr: 5.937e-03, eta: 10:01:17, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1016, decode.acc_seg: 96.0533, aux.loss_ce: 0.0612, aux.acc_seg: 94.3040, loss: 0.1627
2021-11-26 17:27:33,207 - mmseg - INFO - Saving checkpoint at 40000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:28:08,658 - mmseg - INFO - Epoch [89][450/450] lr: 5.928e-03, eta: 10:00:10, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1017, decode.acc_seg: 96.0384, aux.loss_ce: 0.0636, aux.acc_seg: 94.2102, loss: 0.1653
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1100s, ETA: 0s
2021-11-26 17:46:28,653 - mmseg - INFO - per class results:
2021-11-26 17:46:28,655 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.67 | 13.44 |
| Buildings | 18.15 | 24.77 |
| Low vegetation | 6.95 | 7.62 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.18 | 75.61 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 17:46:28,656 - mmseg - INFO - Summary:
2021-11-26 17:46:28,657 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 15.09 | 6.82 | 20.24 |
+-------+------+-------+
2021-11-26 17:46:28,659 - mmseg - INFO - Epoch(val) [89][255] aAcc: 0.1509, mIoU: 0.0682, mAcc: 0.2024, IoU.Impervious surface: 0.1267, IoU.Buildings: 0.1815, IoU.Low vegetation: 0.0695, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0318, IoU.Background: nan, Acc.Impervious surface: 0.1344, Acc.Buildings: 0.2477, Acc.Low vegetation: 0.0762, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.7561, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:47:36,429 - mmseg - INFO - Epoch [90][90/450] lr: 5.918e-03, eta: 9:59:09, time: 0.752, data_time: 0.072, memory: 7603, decode.loss_ce: 0.1085, decode.acc_seg: 95.8519, aux.loss_ce: 0.0705, aux.acc_seg: 93.5914, loss: 0.1790
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:48:38,393 - mmseg - INFO - Epoch [90][180/450] lr: 5.909e-03, eta: 9:58:00, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0982, decode.acc_seg: 96.1662, aux.loss_ce: 0.0602, aux.acc_seg: 94.4230, loss: 0.1584
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:49:41,026 - mmseg - INFO - Epoch [90][270/450] lr: 5.899e-03, eta: 9:56:53, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1447, decode.acc_seg: 94.6577, aux.loss_ce: 0.0907, aux.acc_seg: 91.8933, loss: 0.2354
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:50:44,071 - mmseg - INFO - Epoch [90][360/450] lr: 5.890e-03, eta: 9:55:46, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1317, decode.acc_seg: 94.9266, aux.loss_ce: 0.0813, aux.acc_seg: 92.6609, loss: 0.2130
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 17:51:46,605 - mmseg - INFO - Epoch [90][450/450] lr: 5.881e-03, eta: 9:54:38, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1296, decode.acc_seg: 95.1041, aux.loss_ce: 0.0831, aux.acc_seg: 92.4590, loss: 0.2126
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1169s, ETA: 0s
2021-11-26 18:11:15,267 - mmseg - INFO - per class results:
2021-11-26 18:11:15,270 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.03 | 14.37 |
| Buildings | 15.96 | 19.44 |
| Low vegetation | 11.74 | 13.25 |
| Trees | 0.79 | 0.82 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.83 | 81.31 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 18:11:15,270 - mmseg - INFO - Summary:
2021-11-26 18:11:15,271 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.99 | 7.56 | 21.53 |
+-------+------+-------+
2021-11-26 18:11:15,272 - mmseg - INFO - Epoch(val) [90][255] aAcc: 0.1499, mIoU: 0.0756, mAcc: 0.2153, IoU.Impervious surface: 0.1403, IoU.Buildings: 0.1596, IoU.Low vegetation: 0.1174, IoU.Trees: 0.0079, IoU.Cars: 0.0000, IoU.Clutter: 0.0283, IoU.Background: nan, Acc.Impervious surface: 0.1437, Acc.Buildings: 0.1944, Acc.Low vegetation: 0.1325, Acc.Trees: 0.0082, Acc.Cars: 0.0000, Acc.Clutter: 0.8131, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:12:40,147 - mmseg - INFO - Epoch [91][90/450] lr: 5.871e-03, eta: 9:53:57, time: 0.942, data_time: 0.265, memory: 7603, decode.loss_ce: 0.1106, decode.acc_seg: 95.7240, aux.loss_ce: 0.0698, aux.acc_seg: 93.5582, loss: 0.1803
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:13:42,368 - mmseg - INFO - Epoch [91][180/450] lr: 5.862e-03, eta: 9:52:49, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0983, decode.acc_seg: 96.2091, aux.loss_ce: 0.0627, aux.acc_seg: 94.2373, loss: 0.1610
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:14:44,713 - mmseg - INFO - Epoch [91][270/450] lr: 5.852e-03, eta: 9:51:41, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1042, decode.acc_seg: 95.9953, aux.loss_ce: 0.0661, aux.acc_seg: 93.9942, loss: 0.1702
2021-11-26 18:15:05,623 - mmseg - INFO - Saving checkpoint at 40800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:15:48,479 - mmseg - INFO - Epoch [91][360/450] lr: 5.843e-03, eta: 9:50:35, time: 0.709, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0929, decode.acc_seg: 96.4257, aux.loss_ce: 0.0596, aux.acc_seg: 94.5815, loss: 0.1525
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:16:51,313 - mmseg - INFO - Epoch [91][450/450] lr: 5.833e-03, eta: 9:49:27, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1248, decode.acc_seg: 95.2403, aux.loss_ce: 0.0753, aux.acc_seg: 93.1795, loss: 0.2001
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1105s, ETA: 0s
2021-11-26 18:35:16,009 - mmseg - INFO - per class results:
2021-11-26 18:35:16,011 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 4.06 | 4.09 |
| Buildings | 27.81 | 45.26 |
| Low vegetation | 0.24 | 0.24 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.44 | 68.93 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 18:35:16,011 - mmseg - INFO - Summary:
2021-11-26 18:35:16,012 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 17.01 | 5.76 | 19.75 |
+-------+------+-------+
2021-11-26 18:35:16,014 - mmseg - INFO - Epoch(val) [91][255] aAcc: 0.1701, mIoU: 0.0576, mAcc: 0.1975, IoU.Impervious surface: 0.0406, IoU.Buildings: 0.2781, IoU.Low vegetation: 0.0024, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0244, IoU.Background: nan, Acc.Impervious surface: 0.0409, Acc.Buildings: 0.4526, Acc.Low vegetation: 0.0024, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.6893, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:36:39,007 - mmseg - INFO - Epoch [92][90/450] lr: 5.824e-03, eta: 9:48:44, time: 0.921, data_time: 0.244, memory: 7603, decode.loss_ce: 0.1087, decode.acc_seg: 95.8173, aux.loss_ce: 0.0682, aux.acc_seg: 93.7503, loss: 0.1769
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:37:40,856 - mmseg - INFO - Epoch [92][180/450] lr: 5.814e-03, eta: 9:47:35, time: 0.687, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1265, decode.acc_seg: 95.1720, aux.loss_ce: 0.0758, aux.acc_seg: 93.0375, loss: 0.2023
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:38:43,595 - mmseg - INFO - Epoch [92][270/450] lr: 5.805e-03, eta: 9:46:28, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1035, decode.acc_seg: 96.0061, aux.loss_ce: 0.0653, aux.acc_seg: 94.0635, loss: 0.1688
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:39:46,008 - mmseg - INFO - Epoch [92][360/450] lr: 5.795e-03, eta: 9:45:20, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1094, decode.acc_seg: 95.8062, aux.loss_ce: 0.0663, aux.acc_seg: 93.9004, loss: 0.1757
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 18:40:48,986 - mmseg - INFO - Epoch [92][450/450] lr: 5.786e-03, eta: 9:44:13, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1885, decode.acc_seg: 92.9811, aux.loss_ce: 0.1162, aux.acc_seg: 89.6706, loss: 0.3046
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1115s, ETA: 0s
2021-11-26 18:59:24,228 - mmseg - INFO - per class results:
2021-11-26 18:59:24,229 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 2.19 | 2.19 |
| Buildings | 28.09 | 51.2 |
| Low vegetation | 4.75 | 5.1 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.99 | 57.73 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 18:59:24,229 - mmseg - INFO - Summary:
2021-11-26 18:59:24,230 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 19.06 | 6.17 | 19.37 |
+-------+------+-------+
2021-11-26 18:59:24,233 - mmseg - INFO - Epoch(val) [92][255] aAcc: 0.1906, mIoU: 0.0617, mAcc: 0.1937, IoU.Impervious surface: 0.0219, IoU.Buildings: 0.2809, IoU.Low vegetation: 0.0475, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0199, IoU.Background: nan, Acc.Impervious surface: 0.0219, Acc.Buildings: 0.5120, Acc.Low vegetation: 0.0510, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.5773, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:00:47,790 - mmseg - INFO - Epoch [93][90/450] lr: 5.776e-03, eta: 9:43:30, time: 0.928, data_time: 0.248, memory: 7603, decode.loss_ce: 0.1926, decode.acc_seg: 92.8054, aux.loss_ce: 0.1141, aux.acc_seg: 89.7446, loss: 0.3067
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:01:49,772 - mmseg - INFO - Epoch [93][180/450] lr: 5.767e-03, eta: 9:42:21, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1386, decode.acc_seg: 94.7004, aux.loss_ce: 0.0849, aux.acc_seg: 92.1583, loss: 0.2235
2021-11-26 19:02:03,684 - mmseg - INFO - Saving checkpoint at 41600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:02:53,280 - mmseg - INFO - Epoch [93][270/450] lr: 5.757e-03, eta: 9:41:15, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1263, decode.acc_seg: 95.2178, aux.loss_ce: 0.0817, aux.acc_seg: 92.5052, loss: 0.2081
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:03:55,925 - mmseg - INFO - Epoch [93][360/450] lr: 5.748e-03, eta: 9:40:07, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1183, decode.acc_seg: 95.4630, aux.loss_ce: 0.0733, aux.acc_seg: 93.3057, loss: 0.1917
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:04:58,775 - mmseg - INFO - Epoch [93][450/450] lr: 5.738e-03, eta: 9:39:00, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1081, decode.acc_seg: 95.8628, aux.loss_ce: 0.0668, aux.acc_seg: 93.8726, loss: 0.1748
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1112s, ETA: 0s
2021-11-26 19:23:31,182 - mmseg - INFO - per class results:
2021-11-26 19:23:31,183 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 8.13 | 8.63 |
| Buildings | 9.78 | 12.79 |
| Low vegetation | 2.0 | 2.03 |
| Trees | 6.71 | 7.1 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.46 | 82.46 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-26 19:23:31,183 - mmseg - INFO - Summary:
2021-11-26 19:23:31,184 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 9.53 | 5.01 | 18.83 |
+------+------+-------+
2021-11-26 19:23:31,186 - mmseg - INFO - Epoch(val) [93][255] aAcc: 0.0953, mIoU: 0.0501, mAcc: 0.1883, IoU.Impervious surface: 0.0813, IoU.Buildings: 0.0978, IoU.Low vegetation: 0.0200, IoU.Trees: 0.0671, IoU.Cars: 0.0000, IoU.Clutter: 0.0346, IoU.Background: nan, Acc.Impervious surface: 0.0863, Acc.Buildings: 0.1279, Acc.Low vegetation: 0.0203, Acc.Trees: 0.0710, Acc.Cars: 0.0000, Acc.Clutter: 0.8246, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:24:56,031 - mmseg - INFO - Epoch [94][90/450] lr: 5.729e-03, eta: 9:38:17, time: 0.942, data_time: 0.266, memory: 7603, decode.loss_ce: 0.1045, decode.acc_seg: 95.9760, aux.loss_ce: 0.0665, aux.acc_seg: 93.9272, loss: 0.1710
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:25:58,238 - mmseg - INFO - Epoch [94][180/450] lr: 5.720e-03, eta: 9:37:09, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1322, decode.acc_seg: 95.0215, aux.loss_ce: 0.0833, aux.acc_seg: 92.6208, loss: 0.2155
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:27:00,680 - mmseg - INFO - Epoch [94][270/450] lr: 5.710e-03, eta: 9:36:01, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1531, decode.acc_seg: 94.2215, aux.loss_ce: 0.0948, aux.acc_seg: 91.4393, loss: 0.2479
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:28:03,399 - mmseg - INFO - Epoch [94][360/450] lr: 5.701e-03, eta: 9:34:54, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1274, decode.acc_seg: 95.1197, aux.loss_ce: 0.0807, aux.acc_seg: 92.6202, loss: 0.2081
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:29:06,130 - mmseg - INFO - Epoch [94][450/450] lr: 5.691e-03, eta: 9:33:46, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1428, decode.acc_seg: 94.6596, aux.loss_ce: 0.0875, aux.acc_seg: 91.9950, loss: 0.2303
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1177s, ETA: 0s
2021-11-26 19:48:43,069 - mmseg - INFO - per class results:
2021-11-26 19:48:43,071 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.9 | 19.95 |
| Buildings | 53.79 | 86.77 |
| Low vegetation | 23.47 | 36.69 |
| Trees | 2.09 | 2.65 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.61 | 7.48 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 19:48:43,071 - mmseg - INFO - Summary:
2021-11-26 19:48:43,072 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 41.95 | 16.64 | 25.59 |
+-------+-------+-------+
2021-11-26 19:48:43,073 - mmseg - INFO - Epoch(val) [94][255] aAcc: 0.4195, mIoU: 0.1664, mAcc: 0.2559, IoU.Impervious surface: 0.1890, IoU.Buildings: 0.5379, IoU.Low vegetation: 0.2347, IoU.Trees: 0.0209, IoU.Cars: 0.0000, IoU.Clutter: 0.0161, IoU.Background: nan, Acc.Impervious surface: 0.1995, Acc.Buildings: 0.8677, Acc.Low vegetation: 0.3669, Acc.Trees: 0.0265, Acc.Cars: 0.0000, Acc.Clutter: 0.0748, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:50:07,406 - mmseg - INFO - Epoch [95][90/450] lr: 5.682e-03, eta: 9:33:03, time: 0.936, data_time: 0.259, memory: 7603, decode.loss_ce: 0.1177, decode.acc_seg: 95.4972, aux.loss_ce: 0.0741, aux.acc_seg: 93.1770, loss: 0.1918
2021-11-26 19:50:14,322 - mmseg - INFO - Saving checkpoint at 42400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:51:10,095 - mmseg - INFO - Epoch [95][180/450] lr: 5.672e-03, eta: 9:31:56, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1045, decode.acc_seg: 95.9617, aux.loss_ce: 0.0636, aux.acc_seg: 94.1520, loss: 0.1681
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:52:12,589 - mmseg - INFO - Epoch [95][270/450] lr: 5.663e-03, eta: 9:30:48, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1007, decode.acc_seg: 96.0988, aux.loss_ce: 0.0637, aux.acc_seg: 94.0969, loss: 0.1645
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:53:15,243 - mmseg - INFO - Epoch [95][360/450] lr: 5.653e-03, eta: 9:29:40, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1058, decode.acc_seg: 95.9726, aux.loss_ce: 0.0688, aux.acc_seg: 93.6542, loss: 0.1746
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 19:54:18,081 - mmseg - INFO - Epoch [95][450/450] lr: 5.644e-03, eta: 9:28:33, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1005, decode.acc_seg: 96.1002, aux.loss_ce: 0.0641, aux.acc_seg: 94.0958, loss: 0.1646
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1116s, ETA: 0s
2021-11-26 20:12:53,869 - mmseg - INFO - per class results:
2021-11-26 20:12:53,871 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.41 | 13.24 |
| Buildings | 23.74 | 35.91 |
| Low vegetation | 2.24 | 2.31 |
| Trees | 9.12 | 10.52 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.78 | 68.19 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 20:12:53,872 - mmseg - INFO - Summary:
2021-11-26 20:12:53,873 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.65 | 8.38 | 21.69 |
+-------+------+-------+
2021-11-26 20:12:53,875 - mmseg - INFO - Epoch(val) [95][255] aAcc: 0.1865, mIoU: 0.0838, mAcc: 0.2169, IoU.Impervious surface: 0.1241, IoU.Buildings: 0.2374, IoU.Low vegetation: 0.0224, IoU.Trees: 0.0912, IoU.Cars: 0.0000, IoU.Clutter: 0.0278, IoU.Background: nan, Acc.Impervious surface: 0.1324, Acc.Buildings: 0.3591, Acc.Low vegetation: 0.0231, Acc.Trees: 0.1052, Acc.Cars: 0.0000, Acc.Clutter: 0.6819, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:14:19,356 - mmseg - INFO - Epoch [96][90/450] lr: 5.634e-03, eta: 9:27:50, time: 0.949, data_time: 0.273, memory: 7603, decode.loss_ce: 0.0989, decode.acc_seg: 96.1797, aux.loss_ce: 0.0632, aux.acc_seg: 94.1821, loss: 0.1621
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:15:21,462 - mmseg - INFO - Epoch [96][180/450] lr: 5.625e-03, eta: 9:26:42, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1105, decode.acc_seg: 95.7684, aux.loss_ce: 0.0712, aux.acc_seg: 93.5806, loss: 0.1816
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:16:23,878 - mmseg - INFO - Epoch [96][270/450] lr: 5.615e-03, eta: 9:25:34, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1251, decode.acc_seg: 95.1787, aux.loss_ce: 0.0798, aux.acc_seg: 92.8576, loss: 0.2049
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:17:26,611 - mmseg - INFO - Epoch [96][360/450] lr: 5.606e-03, eta: 9:24:27, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1155, decode.acc_seg: 95.6599, aux.loss_ce: 0.0780, aux.acc_seg: 93.0985, loss: 0.1935
2021-11-26 20:18:29,272 - mmseg - INFO - Saving checkpoint at 43200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:18:30,131 - mmseg - INFO - Epoch [96][450/450] lr: 5.596e-03, eta: 9:23:20, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1183, decode.acc_seg: 95.5288, aux.loss_ce: 0.0731, aux.acc_seg: 93.4382, loss: 0.1914
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1090s, ETA: 0s
2021-11-26 20:36:40,308 - mmseg - INFO - per class results:
2021-11-26 20:36:40,310 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 9.18 | 11.06 |
| Buildings | 8.3 | 10.98 |
| Low vegetation | 2.47 | 2.52 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.41 | 87.16 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-26 20:36:40,311 - mmseg - INFO - Summary:
2021-11-26 20:36:40,312 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 9.09 | 3.89 | 18.62 |
+------+------+-------+
2021-11-26 20:36:40,313 - mmseg - INFO - Epoch(val) [96][255] aAcc: 0.0909, mIoU: 0.0389, mAcc: 0.1862, IoU.Impervious surface: 0.0918, IoU.Buildings: 0.0830, IoU.Low vegetation: 0.0247, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0341, IoU.Background: nan, Acc.Impervious surface: 0.1106, Acc.Buildings: 0.1098, Acc.Low vegetation: 0.0252, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8716, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:38:04,522 - mmseg - INFO - Epoch [97][90/450] lr: 5.586e-03, eta: 9:22:36, time: 0.935, data_time: 0.261, memory: 7603, decode.loss_ce: 0.0982, decode.acc_seg: 96.2210, aux.loss_ce: 0.0607, aux.acc_seg: 94.4432, loss: 0.1589
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:39:06,619 - mmseg - INFO - Epoch [97][180/450] lr: 5.577e-03, eta: 9:21:28, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0970, decode.acc_seg: 96.2553, aux.loss_ce: 0.0600, aux.acc_seg: 94.4936, loss: 0.1570
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:40:09,030 - mmseg - INFO - Epoch [97][270/450] lr: 5.567e-03, eta: 9:20:20, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0962, decode.acc_seg: 96.2691, aux.loss_ce: 0.0614, aux.acc_seg: 94.3240, loss: 0.1576
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:41:11,614 - mmseg - INFO - Epoch [97][360/450] lr: 5.558e-03, eta: 9:19:12, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0927, decode.acc_seg: 96.3766, aux.loss_ce: 0.0602, aux.acc_seg: 94.4687, loss: 0.1529
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 20:42:14,683 - mmseg - INFO - Epoch [97][450/450] lr: 5.548e-03, eta: 9:18:05, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0945, decode.acc_seg: 96.2929, aux.loss_ce: 0.0598, aux.acc_seg: 94.4670, loss: 0.1544
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1136s, ETA: 0s
2021-11-26 21:01:10,535 - mmseg - INFO - per class results:
2021-11-26 21:01:10,537 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 19.34 | 21.21 |
| Buildings | 31.24 | 46.74 |
| Low vegetation | 11.56 | 14.74 |
| Trees | 6.59 | 7.59 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.55 | 58.86 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 21:01:10,538 - mmseg - INFO - Summary:
2021-11-26 21:01:10,539 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 26.67 | 11.88 | 24.86 |
+-------+-------+-------+
2021-11-26 21:01:10,540 - mmseg - INFO - Epoch(val) [97][255] aAcc: 0.2667, mIoU: 0.1188, mAcc: 0.2486, IoU.Impervious surface: 0.1934, IoU.Buildings: 0.3124, IoU.Low vegetation: 0.1156, IoU.Trees: 0.0659, IoU.Cars: 0.0000, IoU.Clutter: 0.0255, IoU.Background: nan, Acc.Impervious surface: 0.2121, Acc.Buildings: 0.4674, Acc.Low vegetation: 0.1474, Acc.Trees: 0.0759, Acc.Cars: 0.0000, Acc.Clutter: 0.5886, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:02:50,956 - mmseg - INFO - Epoch [98][90/450] lr: 5.539e-03, eta: 9:17:37, time: 1.114, data_time: 0.439, memory: 7603, decode.loss_ce: 0.2329, decode.acc_seg: 91.6791, aux.loss_ce: 0.1338, aux.acc_seg: 88.3622, loss: 0.3667
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:03:53,046 - mmseg - INFO - Epoch [98][180/450] lr: 5.529e-03, eta: 9:16:29, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1356, decode.acc_seg: 94.9369, aux.loss_ce: 0.0870, aux.acc_seg: 92.4313, loss: 0.2226
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:04:55,172 - mmseg - INFO - Epoch [98][270/450] lr: 5.520e-03, eta: 9:15:21, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1095, decode.acc_seg: 95.8275, aux.loss_ce: 0.0681, aux.acc_seg: 93.8318, loss: 0.1776
2021-11-26 21:05:50,967 - mmseg - INFO - Saving checkpoint at 44000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:05:58,723 - mmseg - INFO - Epoch [98][360/450] lr: 5.510e-03, eta: 9:14:14, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1045, decode.acc_seg: 96.0322, aux.loss_ce: 0.0671, aux.acc_seg: 93.9247, loss: 0.1716
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:07:01,426 - mmseg - INFO - Epoch [98][450/450] lr: 5.501e-03, eta: 9:13:07, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1139, decode.acc_seg: 95.5969, aux.loss_ce: 0.0726, aux.acc_seg: 93.3552, loss: 0.1865
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1146s, ETA: 0s
2021-11-26 21:26:07,379 - mmseg - INFO - per class results:
2021-11-26 21:26:07,381 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.16 | 21.97 |
| Buildings | 46.68 | 72.2 |
| Low vegetation | 8.38 | 9.33 |
| Trees | 1.54 | 1.57 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.44 | 37.56 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 21:26:07,381 - mmseg - INFO - Summary:
2021-11-26 21:26:07,382 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 32.92 | 12.7 | 23.77 |
+-------+------+-------+
2021-11-26 21:26:07,383 - mmseg - INFO - Epoch(val) [98][255] aAcc: 0.3292, mIoU: 0.1270, mAcc: 0.2377, IoU.Impervious surface: 0.1716, IoU.Buildings: 0.4668, IoU.Low vegetation: 0.0838, IoU.Trees: 0.0154, IoU.Cars: 0.0000, IoU.Clutter: 0.0244, IoU.Background: nan, Acc.Impervious surface: 0.2197, Acc.Buildings: 0.7220, Acc.Low vegetation: 0.0933, Acc.Trees: 0.0157, Acc.Cars: 0.0000, Acc.Clutter: 0.3756, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:27:16,619 - mmseg - INFO - Epoch [99][90/450] lr: 5.491e-03, eta: 9:12:06, time: 0.769, data_time: 0.091, memory: 7603, decode.loss_ce: 0.0985, decode.acc_seg: 96.1970, aux.loss_ce: 0.0617, aux.acc_seg: 94.3984, loss: 0.1602
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:28:18,724 - mmseg - INFO - Epoch [99][180/450] lr: 5.482e-03, eta: 9:10:58, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1014, decode.acc_seg: 96.1091, aux.loss_ce: 0.0638, aux.acc_seg: 94.2204, loss: 0.1652
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:29:20,911 - mmseg - INFO - Epoch [99][270/450] lr: 5.472e-03, eta: 9:09:50, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1055, decode.acc_seg: 95.9784, aux.loss_ce: 0.0652, aux.acc_seg: 94.0256, loss: 0.1707
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:30:23,555 - mmseg - INFO - Epoch [99][360/450] lr: 5.463e-03, eta: 9:08:42, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1251, decode.acc_seg: 95.2150, aux.loss_ce: 0.0771, aux.acc_seg: 92.8535, loss: 0.2022
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:31:26,183 - mmseg - INFO - Epoch [99][450/450] lr: 5.453e-03, eta: 9:07:35, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0994, decode.acc_seg: 96.2068, aux.loss_ce: 0.0641, aux.acc_seg: 94.1599, loss: 0.1635
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1131s, ETA: 0s
2021-11-26 21:50:17,012 - mmseg - INFO - per class results:
2021-11-26 21:50:17,015 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.07 | 19.1 |
| Buildings | 32.06 | 56.07 |
| Low vegetation | 1.67 | 1.71 |
| Trees | 10.91 | 13.52 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.1 | 38.19 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 21:50:17,015 - mmseg - INFO - Summary:
2021-11-26 21:50:17,016 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 26.74 | 10.3 | 21.43 |
+-------+------+-------+
2021-11-26 21:50:17,018 - mmseg - INFO - Epoch(val) [99][255] aAcc: 0.2674, mIoU: 0.1030, mAcc: 0.2143, IoU.Impervious surface: 0.1507, IoU.Buildings: 0.3206, IoU.Low vegetation: 0.0167, IoU.Trees: 0.1091, IoU.Cars: 0.0000, IoU.Clutter: 0.0210, IoU.Background: nan, Acc.Impervious surface: 0.1910, Acc.Buildings: 0.5607, Acc.Low vegetation: 0.0171, Acc.Trees: 0.1352, Acc.Cars: 0.0000, Acc.Clutter: 0.3819, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:51:43,650 - mmseg - INFO - Epoch [100][90/450] lr: 5.444e-03, eta: 9:06:51, time: 0.962, data_time: 0.282, memory: 7603, decode.loss_ce: 0.0982, decode.acc_seg: 96.2593, aux.loss_ce: 0.0658, aux.acc_seg: 94.1079, loss: 0.1640
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:52:45,412 - mmseg - INFO - Epoch [100][180/450] lr: 5.434e-03, eta: 9:05:43, time: 0.686, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0928, decode.acc_seg: 96.4086, aux.loss_ce: 0.0593, aux.acc_seg: 94.5615, loss: 0.1520
2021-11-26 21:53:33,794 - mmseg - INFO - Saving checkpoint at 44800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:53:48,603 - mmseg - INFO - Epoch [100][270/450] lr: 5.424e-03, eta: 9:04:36, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0959, decode.acc_seg: 96.3005, aux.loss_ce: 0.0613, aux.acc_seg: 94.4041, loss: 0.1572
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:54:50,994 - mmseg - INFO - Epoch [100][360/450] lr: 5.415e-03, eta: 9:03:28, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0939, decode.acc_seg: 96.3560, aux.loss_ce: 0.0602, aux.acc_seg: 94.4504, loss: 0.1541
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 21:55:53,861 - mmseg - INFO - Epoch [100][450/450] lr: 5.405e-03, eta: 9:02:21, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1217, decode.acc_seg: 95.4542, aux.loss_ce: 0.0710, aux.acc_seg: 93.4404, loss: 0.1928
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1149s, ETA: 0s
2021-11-26 22:15:03,310 - mmseg - INFO - per class results:
2021-11-26 22:15:03,311 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.61 | 8.95 |
| Buildings | 24.63 | 31.64 |
| Low vegetation | 46.35 | 69.78 |
| Trees | 0.04 | 0.04 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.2 | 51.25 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 22:15:03,312 - mmseg - INFO - Summary:
2021-11-26 22:15:03,312 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 27.7 | 13.64 | 26.94 |
+------+-------+-------+
2021-11-26 22:15:03,314 - mmseg - INFO - Epoch(val) [100][255] aAcc: 0.2770, mIoU: 0.1364, mAcc: 0.2694, IoU.Impervious surface: 0.0861, IoU.Buildings: 0.2463, IoU.Low vegetation: 0.4635, IoU.Trees: 0.0004, IoU.Cars: 0.0000, IoU.Clutter: 0.0220, IoU.Background: nan, Acc.Impervious surface: 0.0895, Acc.Buildings: 0.3164, Acc.Low vegetation: 0.6978, Acc.Trees: 0.0004, Acc.Cars: 0.0000, Acc.Clutter: 0.5125, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:16:26,156 - mmseg - INFO - Epoch [101][90/450] lr: 5.396e-03, eta: 9:01:33, time: 0.920, data_time: 0.243, memory: 7603, decode.loss_ce: 0.2136, decode.acc_seg: 92.2643, aux.loss_ce: 0.1183, aux.acc_seg: 89.5092, loss: 0.3319
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:17:27,982 - mmseg - INFO - Epoch [101][180/450] lr: 5.386e-03, eta: 9:00:25, time: 0.687, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1578, decode.acc_seg: 94.0489, aux.loss_ce: 0.0948, aux.acc_seg: 91.3922, loss: 0.2526
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:18:30,417 - mmseg - INFO - Epoch [101][270/450] lr: 5.377e-03, eta: 8:59:17, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1418, decode.acc_seg: 94.6704, aux.loss_ce: 0.0908, aux.acc_seg: 91.7180, loss: 0.2326
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:19:33,018 - mmseg - INFO - Epoch [101][360/450] lr: 5.367e-03, eta: 8:58:10, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1120, decode.acc_seg: 95.7296, aux.loss_ce: 0.0692, aux.acc_seg: 93.6896, loss: 0.1812
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:20:35,576 - mmseg - INFO - Epoch [101][450/450] lr: 5.358e-03, eta: 8:57:02, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1069, decode.acc_seg: 95.9142, aux.loss_ce: 0.0671, aux.acc_seg: 93.8771, loss: 0.1740
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1100s, ETA: 0s
2021-11-26 22:38:55,447 - mmseg - INFO - per class results:
2021-11-26 22:38:55,448 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 5.14 | 5.39 |
| Buildings | 19.04 | 28.73 |
| Low vegetation | 0.65 | 0.65 |
| Trees | 0.06 | 0.06 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.34 | 80.3 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 22:38:55,448 - mmseg - INFO - Summary:
2021-11-26 22:38:55,451 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 12.43 | 4.7 | 19.19 |
+-------+------+-------+
2021-11-26 22:38:55,452 - mmseg - INFO - Epoch(val) [101][255] aAcc: 0.1243, mIoU: 0.0470, mAcc: 0.1919, IoU.Impervious surface: 0.0514, IoU.Buildings: 0.1904, IoU.Low vegetation: 0.0065, IoU.Trees: 0.0006, IoU.Cars: 0.0000, IoU.Clutter: 0.0334, IoU.Background: nan, Acc.Impervious surface: 0.0539, Acc.Buildings: 0.2873, Acc.Low vegetation: 0.0065, Acc.Trees: 0.0006, Acc.Cars: 0.0000, Acc.Clutter: 0.8030, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:40:03,358 - mmseg - INFO - Epoch [102][90/450] lr: 5.348e-03, eta: 8:56:00, time: 0.754, data_time: 0.076, memory: 7603, decode.loss_ce: 0.1021, decode.acc_seg: 96.0344, aux.loss_ce: 0.0649, aux.acc_seg: 94.0037, loss: 0.1670
2021-11-26 22:40:44,663 - mmseg - INFO - Saving checkpoint at 45600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:41:06,374 - mmseg - INFO - Epoch [102][180/450] lr: 5.338e-03, eta: 8:54:52, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0969, decode.acc_seg: 96.2662, aux.loss_ce: 0.0620, aux.acc_seg: 94.2842, loss: 0.1589
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:42:08,454 - mmseg - INFO - Epoch [102][270/450] lr: 5.329e-03, eta: 8:53:44, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0961, decode.acc_seg: 96.3198, aux.loss_ce: 0.0646, aux.acc_seg: 94.2009, loss: 0.1607
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:43:11,212 - mmseg - INFO - Epoch [102][360/450] lr: 5.319e-03, eta: 8:52:37, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1038, decode.acc_seg: 96.0713, aux.loss_ce: 0.0638, aux.acc_seg: 94.1935, loss: 0.1676
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 22:44:13,688 - mmseg - INFO - Epoch [102][450/450] lr: 5.310e-03, eta: 8:51:29, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0880, decode.acc_seg: 96.5831, aux.loss_ce: 0.0553, aux.acc_seg: 94.9029, loss: 0.1433
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1109s, ETA: 0s
2021-11-26 23:02:42,331 - mmseg - INFO - per class results:
2021-11-26 23:02:42,332 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 7.6 | 8.53 |
| Buildings | 20.68 | 29.87 |
| Low vegetation | 1.07 | 1.08 |
| Trees | 2.27 | 2.29 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.22 | 75.29 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 23:02:42,332 - mmseg - INFO - Summary:
2021-11-26 23:02:42,333 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.08 | 5.81 | 19.51 |
+-------+------+-------+
2021-11-26 23:02:42,334 - mmseg - INFO - Epoch(val) [102][255] aAcc: 0.1408, mIoU: 0.0581, mAcc: 0.1951, IoU.Impervious surface: 0.0760, IoU.Buildings: 0.2068, IoU.Low vegetation: 0.0107, IoU.Trees: 0.0227, IoU.Cars: 0.0000, IoU.Clutter: 0.0322, IoU.Background: nan, Acc.Impervious surface: 0.0853, Acc.Buildings: 0.2987, Acc.Low vegetation: 0.0108, Acc.Trees: 0.0229, Acc.Cars: 0.0000, Acc.Clutter: 0.7529, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:04:04,819 - mmseg - INFO - Epoch [103][90/450] lr: 5.300e-03, eta: 8:50:41, time: 0.915, data_time: 0.241, memory: 7603, decode.loss_ce: 0.0902, decode.acc_seg: 96.4897, aux.loss_ce: 0.0566, aux.acc_seg: 94.8002, loss: 0.1469
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:05:06,841 - mmseg - INFO - Epoch [103][180/450] lr: 5.291e-03, eta: 8:49:33, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0888, decode.acc_seg: 96.5604, aux.loss_ce: 0.0573, aux.acc_seg: 94.7678, loss: 0.1462
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:06:08,918 - mmseg - INFO - Epoch [103][270/450] lr: 5.281e-03, eta: 8:48:25, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0925, decode.acc_seg: 96.4428, aux.loss_ce: 0.0577, aux.acc_seg: 94.7122, loss: 0.1502
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:07:11,457 - mmseg - INFO - Epoch [103][360/450] lr: 5.272e-03, eta: 8:47:17, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0865, decode.acc_seg: 96.6141, aux.loss_ce: 0.0541, aux.acc_seg: 95.0021, loss: 0.1406
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:08:14,284 - mmseg - INFO - Epoch [103][450/450] lr: 5.262e-03, eta: 8:46:10, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0882, decode.acc_seg: 96.5867, aux.loss_ce: 0.0558, aux.acc_seg: 94.8438, loss: 0.1440
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1140s, ETA: 0s
2021-11-26 23:27:14,036 - mmseg - INFO - per class results:
2021-11-26 23:27:14,038 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 22.03 | 27.12 |
| Buildings | 32.07 | 47.46 |
| Low vegetation | 2.18 | 2.21 |
| Trees | 11.11 | 15.05 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.5 | 48.79 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-26 23:27:14,038 - mmseg - INFO - Summary:
2021-11-26 23:27:14,039 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 27.07 | 11.65 | 23.44 |
+-------+-------+-------+
2021-11-26 23:27:14,041 - mmseg - INFO - Epoch(val) [103][255] aAcc: 0.2707, mIoU: 0.1165, mAcc: 0.2344, IoU.Impervious surface: 0.2203, IoU.Buildings: 0.3207, IoU.Low vegetation: 0.0218, IoU.Trees: 0.1111, IoU.Cars: 0.0000, IoU.Clutter: 0.0250, IoU.Background: nan, Acc.Impervious surface: 0.2712, Acc.Buildings: 0.4746, Acc.Low vegetation: 0.0221, Acc.Trees: 0.1505, Acc.Cars: 0.0000, Acc.Clutter: 0.4879, Acc.Background: nan
2021-11-26 23:27:54,616 - mmseg - INFO - Saving checkpoint at 46400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:28:22,849 - mmseg - INFO - Epoch [104][90/450] lr: 5.252e-03, eta: 8:45:08, time: 0.764, data_time: 0.078, memory: 7603, decode.loss_ce: 0.0926, decode.acc_seg: 96.4416, aux.loss_ce: 0.0602, aux.acc_seg: 94.5356, loss: 0.1528
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:29:24,605 - mmseg - INFO - Epoch [104][180/450] lr: 5.243e-03, eta: 8:44:00, time: 0.686, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1060, decode.acc_seg: 95.8801, aux.loss_ce: 0.0677, aux.acc_seg: 93.8275, loss: 0.1737
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:30:27,017 - mmseg - INFO - Epoch [104][270/450] lr: 5.233e-03, eta: 8:42:53, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0947, decode.acc_seg: 96.3648, aux.loss_ce: 0.0591, aux.acc_seg: 94.5779, loss: 0.1538
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:31:29,265 - mmseg - INFO - Epoch [104][360/450] lr: 5.224e-03, eta: 8:41:45, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0941, decode.acc_seg: 96.3721, aux.loss_ce: 0.0603, aux.acc_seg: 94.4770, loss: 0.1544
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:32:32,116 - mmseg - INFO - Epoch [104][450/450] lr: 5.214e-03, eta: 8:40:38, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0914, decode.acc_seg: 96.4278, aux.loss_ce: 0.0573, aux.acc_seg: 94.7026, loss: 0.1487
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1120s, ETA: 0s
2021-11-26 23:51:12,246 - mmseg - INFO - per class results:
2021-11-26 23:51:12,248 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 3.14 | 3.31 |
| Buildings | 8.42 | 11.16 |
| Low vegetation | 1.73 | 1.79 |
| Trees | 3.23 | 3.29 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.64 | 88.64 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-26 23:51:12,249 - mmseg - INFO - Summary:
2021-11-26 23:51:12,250 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 6.88 | 3.36 | 18.03 |
+------+------+-------+
2021-11-26 23:51:12,251 - mmseg - INFO - Epoch(val) [104][255] aAcc: 0.0688, mIoU: 0.0336, mAcc: 0.1803, IoU.Impervious surface: 0.0314, IoU.Buildings: 0.0842, IoU.Low vegetation: 0.0173, IoU.Trees: 0.0323, IoU.Cars: 0.0000, IoU.Clutter: 0.0364, IoU.Background: nan, Acc.Impervious surface: 0.0331, Acc.Buildings: 0.1116, Acc.Low vegetation: 0.0179, Acc.Trees: 0.0329, Acc.Cars: 0.0000, Acc.Clutter: 0.8864, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:54:25,487 - mmseg - INFO - Epoch [105][90/450] lr: 5.204e-03, eta: 8:41:30, time: 2.145, data_time: 1.471, memory: 7603, decode.loss_ce: 0.0892, decode.acc_seg: 96.5740, aux.loss_ce: 0.0598, aux.acc_seg: 94.5337, loss: 0.1489
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:55:27,155 - mmseg - INFO - Epoch [105][180/450] lr: 5.195e-03, eta: 8:40:22, time: 0.685, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0832, decode.acc_seg: 96.7564, aux.loss_ce: 0.0523, aux.acc_seg: 95.1619, loss: 0.1355
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:56:29,323 - mmseg - INFO - Epoch [105][270/450] lr: 5.185e-03, eta: 8:39:13, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0874, decode.acc_seg: 96.5936, aux.loss_ce: 0.0565, aux.acc_seg: 94.7777, loss: 0.1439
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:57:31,821 - mmseg - INFO - Epoch [105][360/450] lr: 5.176e-03, eta: 8:38:06, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0830, decode.acc_seg: 96.7638, aux.loss_ce: 0.0518, aux.acc_seg: 95.1999, loss: 0.1349
2021-11-26 23:57:59,742 - mmseg - INFO - Saving checkpoint at 47200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-26 23:58:35,100 - mmseg - INFO - Epoch [105][450/450] lr: 5.166e-03, eta: 8:36:58, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0938, decode.acc_seg: 96.3959, aux.loss_ce: 0.0617, aux.acc_seg: 94.3635, loss: 0.1555
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1092s, ETA: 0s
2021-11-27 00:16:46,888 - mmseg - INFO - per class results:
2021-11-27 00:16:46,890 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.9 | 15.14 |
| Buildings | 10.36 | 14.28 |
| Low vegetation | 0.0 | 0.0 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.34 | 84.32 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 00:16:46,891 - mmseg - INFO - Summary:
2021-11-27 00:16:46,892 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 10.93 | 4.43 | 18.96 |
+-------+------+-------+
2021-11-27 00:16:46,894 - mmseg - INFO - Epoch(val) [105][255] aAcc: 0.1093, mIoU: 0.0443, mAcc: 0.1896, IoU.Impervious surface: 0.1290, IoU.Buildings: 0.1036, IoU.Low vegetation: 0.0000, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0334, IoU.Background: nan, Acc.Impervious surface: 0.1514, Acc.Buildings: 0.1428, Acc.Low vegetation: 0.0000, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.8432, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:18:16,597 - mmseg - INFO - Epoch [106][90/450] lr: 5.156e-03, eta: 8:36:15, time: 0.996, data_time: 0.322, memory: 7603, decode.loss_ce: 0.0976, decode.acc_seg: 96.2322, aux.loss_ce: 0.0634, aux.acc_seg: 94.1586, loss: 0.1610
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:19:18,573 - mmseg - INFO - Epoch [106][180/450] lr: 5.147e-03, eta: 8:35:07, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0856, decode.acc_seg: 96.6937, aux.loss_ce: 0.0552, aux.acc_seg: 94.9262, loss: 0.1409
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:20:20,804 - mmseg - INFO - Epoch [106][270/450] lr: 5.137e-03, eta: 8:33:59, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0832, decode.acc_seg: 96.7555, aux.loss_ce: 0.0537, aux.acc_seg: 95.0476, loss: 0.1369
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:21:23,597 - mmseg - INFO - Epoch [106][360/450] lr: 5.128e-03, eta: 8:32:51, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0833, decode.acc_seg: 96.7534, aux.loss_ce: 0.0523, aux.acc_seg: 95.1459, loss: 0.1356
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:22:25,913 - mmseg - INFO - Epoch [106][450/450] lr: 5.118e-03, eta: 8:31:43, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1030, decode.acc_seg: 96.0187, aux.loss_ce: 0.0660, aux.acc_seg: 93.9380, loss: 0.1690
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1115s, ETA: 0s
2021-11-27 00:41:01,313 - mmseg - INFO - per class results:
2021-11-27 00:41:01,315 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.0 | 17.27 |
| Buildings | 20.61 | 28.74 |
| Low vegetation | 6.35 | 6.63 |
| Trees | 6.96 | 7.22 |
| Cars | 0.05 | 0.05 |
| Clutter | 3.17 | 74.55 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 00:41:01,315 - mmseg - INFO - Summary:
2021-11-27 00:41:01,316 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.25 | 8.52 | 22.41 |
+-------+------+-------+
2021-11-27 00:41:01,317 - mmseg - INFO - Epoch(val) [106][255] aAcc: 0.1825, mIoU: 0.0852, mAcc: 0.2241, IoU.Impervious surface: 0.1400, IoU.Buildings: 0.2061, IoU.Low vegetation: 0.0635, IoU.Trees: 0.0696, IoU.Cars: 0.0005, IoU.Clutter: 0.0317, IoU.Background: nan, Acc.Impervious surface: 0.1727, Acc.Buildings: 0.2874, Acc.Low vegetation: 0.0663, Acc.Trees: 0.0722, Acc.Cars: 0.0005, Acc.Clutter: 0.7455, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:42:27,632 - mmseg - INFO - Epoch [107][90/450] lr: 5.108e-03, eta: 8:30:56, time: 0.958, data_time: 0.282, memory: 7603, decode.loss_ce: 0.1022, decode.acc_seg: 96.1182, aux.loss_ce: 0.0656, aux.acc_seg: 93.9450, loss: 0.1677
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:43:29,460 - mmseg - INFO - Epoch [107][180/450] lr: 5.099e-03, eta: 8:29:48, time: 0.687, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1213, decode.acc_seg: 95.3525, aux.loss_ce: 0.0750, aux.acc_seg: 93.1610, loss: 0.1962
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:44:31,760 - mmseg - INFO - Epoch [107][270/450] lr: 5.089e-03, eta: 8:28:40, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1145, decode.acc_seg: 95.6635, aux.loss_ce: 0.0726, aux.acc_seg: 93.3427, loss: 0.1872
2021-11-27 00:44:52,553 - mmseg - INFO - Saving checkpoint at 48000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:45:35,300 - mmseg - INFO - Epoch [107][360/450] lr: 5.080e-03, eta: 8:27:33, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0976, decode.acc_seg: 96.2524, aux.loss_ce: 0.0633, aux.acc_seg: 94.1942, loss: 0.1609
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 00:46:37,818 - mmseg - INFO - Epoch [107][450/450] lr: 5.070e-03, eta: 8:26:25, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0907, decode.acc_seg: 96.4847, aux.loss_ce: 0.0577, aux.acc_seg: 94.7111, loss: 0.1483
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1150s, ETA: 0s
2021-11-27 01:05:47,599 - mmseg - INFO - per class results:
2021-11-27 01:05:47,601 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 21.5 | 25.89 |
| Buildings | 44.9 | 67.45 |
| Low vegetation | 3.02 | 3.11 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.07 | 45.93 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-27 01:05:47,602 - mmseg - INFO - Summary:
2021-11-27 01:05:47,603 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 31.41 | 12.08 | 23.73 |
+-------+-------+-------+
2021-11-27 01:05:47,605 - mmseg - INFO - Epoch(val) [107][255] aAcc: 0.3141, mIoU: 0.1208, mAcc: 0.2373, IoU.Impervious surface: 0.2150, IoU.Buildings: 0.4490, IoU.Low vegetation: 0.0302, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0307, IoU.Background: nan, Acc.Impervious surface: 0.2589, Acc.Buildings: 0.6745, Acc.Low vegetation: 0.0311, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.4593, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:06:58,564 - mmseg - INFO - Epoch [108][90/450] lr: 5.060e-03, eta: 8:25:24, time: 0.788, data_time: 0.112, memory: 7603, decode.loss_ce: 0.0873, decode.acc_seg: 96.6507, aux.loss_ce: 0.0558, aux.acc_seg: 94.8814, loss: 0.1431
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:08:00,611 - mmseg - INFO - Epoch [108][180/450] lr: 5.051e-03, eta: 8:24:16, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0859, decode.acc_seg: 96.6730, aux.loss_ce: 0.0578, aux.acc_seg: 94.6626, loss: 0.1437
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:09:02,752 - mmseg - INFO - Epoch [108][270/450] lr: 5.041e-03, eta: 8:23:08, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0861, decode.acc_seg: 96.6711, aux.loss_ce: 0.0554, aux.acc_seg: 94.9075, loss: 0.1415
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:10:05,506 - mmseg - INFO - Epoch [108][360/450] lr: 5.031e-03, eta: 8:22:00, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0829, decode.acc_seg: 96.7647, aux.loss_ce: 0.0529, aux.acc_seg: 95.0973, loss: 0.1357
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:11:08,182 - mmseg - INFO - Epoch [108][450/450] lr: 5.022e-03, eta: 8:20:53, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0867, decode.acc_seg: 96.6682, aux.loss_ce: 0.0550, aux.acc_seg: 94.9677, loss: 0.1417
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1161s, ETA: 0s
2021-11-27 01:30:29,416 - mmseg - INFO - per class results:
2021-11-27 01:30:29,417 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 36.08 | 54.7 |
| Buildings | 23.52 | 34.05 |
| Low vegetation | 6.21 | 6.62 |
| Trees | 0.05 | 0.05 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.88 | 52.3 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 01:30:29,419 - mmseg - INFO - Summary:
2021-11-27 01:30:29,419 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.96 | 11.46 | 24.62 |
+-------+-------+-------+
2021-11-27 01:30:29,421 - mmseg - INFO - Epoch(val) [108][255] aAcc: 0.3096, mIoU: 0.1146, mAcc: 0.2462, IoU.Impervious surface: 0.3608, IoU.Buildings: 0.2352, IoU.Low vegetation: 0.0621, IoU.Trees: 0.0005, IoU.Cars: 0.0000, IoU.Clutter: 0.0288, IoU.Background: nan, Acc.Impervious surface: 0.5470, Acc.Buildings: 0.3405, Acc.Low vegetation: 0.0662, Acc.Trees: 0.0005, Acc.Cars: 0.0000, Acc.Clutter: 0.5230, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:31:49,604 - mmseg - INFO - Epoch [109][90/450] lr: 5.012e-03, eta: 8:20:00, time: 0.890, data_time: 0.214, memory: 7603, decode.loss_ce: 0.0867, decode.acc_seg: 96.6178, aux.loss_ce: 0.0557, aux.acc_seg: 94.8996, loss: 0.1424
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:32:51,702 - mmseg - INFO - Epoch [109][180/450] lr: 5.003e-03, eta: 8:18:52, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0962, decode.acc_seg: 96.3302, aux.loss_ce: 0.0628, aux.acc_seg: 94.2790, loss: 0.1590
2021-11-27 01:33:05,273 - mmseg - INFO - Saving checkpoint at 48800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:33:54,741 - mmseg - INFO - Epoch [109][270/450] lr: 4.993e-03, eta: 8:17:45, time: 0.700, data_time: 0.007, memory: 7603, decode.loss_ce: 0.0857, decode.acc_seg: 96.6859, aux.loss_ce: 0.0561, aux.acc_seg: 94.8535, loss: 0.1418
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:34:57,502 - mmseg - INFO - Epoch [109][360/450] lr: 4.983e-03, eta: 8:16:37, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0825, decode.acc_seg: 96.7763, aux.loss_ce: 0.0528, aux.acc_seg: 95.1120, loss: 0.1353
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:35:59,858 - mmseg - INFO - Epoch [109][450/450] lr: 4.974e-03, eta: 8:15:29, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0829, decode.acc_seg: 96.7738, aux.loss_ce: 0.0544, aux.acc_seg: 94.9708, loss: 0.1374
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1164s, ETA: 0s
2021-11-27 01:55:23,609 - mmseg - INFO - per class results:
2021-11-27 01:55:23,610 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 26.32 | 34.97 |
| Buildings | 43.39 | 65.86 |
| Low vegetation | 3.41 | 3.54 |
| Trees | 0.24 | 0.24 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.94 | 45.19 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 01:55:23,610 - mmseg - INFO - Summary:
2021-11-27 01:55:23,611 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 33.98 | 12.72 | 24.97 |
+-------+-------+-------+
2021-11-27 01:55:23,613 - mmseg - INFO - Epoch(val) [109][255] aAcc: 0.3398, mIoU: 0.1272, mAcc: 0.2497, IoU.Impervious surface: 0.2632, IoU.Buildings: 0.4339, IoU.Low vegetation: 0.0341, IoU.Trees: 0.0024, IoU.Cars: 0.0000, IoU.Clutter: 0.0294, IoU.Background: nan, Acc.Impervious surface: 0.3497, Acc.Buildings: 0.6586, Acc.Low vegetation: 0.0354, Acc.Trees: 0.0024, Acc.Cars: 0.0000, Acc.Clutter: 0.4519, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:56:47,150 - mmseg - INFO - Epoch [110][90/450] lr: 4.964e-03, eta: 8:14:39, time: 0.927, data_time: 0.251, memory: 7603, decode.loss_ce: 0.0865, decode.acc_seg: 96.6359, aux.loss_ce: 0.0549, aux.acc_seg: 94.9256, loss: 0.1413
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:57:49,304 - mmseg - INFO - Epoch [110][180/450] lr: 4.954e-03, eta: 8:13:31, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0812, decode.acc_seg: 96.8416, aux.loss_ce: 0.0511, aux.acc_seg: 95.2532, loss: 0.1324
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:58:51,666 - mmseg - INFO - Epoch [110][270/450] lr: 4.945e-03, eta: 8:12:23, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0970, decode.acc_seg: 96.3102, aux.loss_ce: 0.0630, aux.acc_seg: 94.4005, loss: 0.1600
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 01:59:54,388 - mmseg - INFO - Epoch [110][360/450] lr: 4.935e-03, eta: 8:11:15, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0877, decode.acc_seg: 96.6463, aux.loss_ce: 0.0582, aux.acc_seg: 94.7043, loss: 0.1459
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:00:57,005 - mmseg - INFO - Epoch [110][450/450] lr: 4.925e-03, eta: 8:10:08, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0857, decode.acc_seg: 96.7407, aux.loss_ce: 0.0578, aux.acc_seg: 94.7398, loss: 0.1435
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1120s, ETA: 0s
2021-11-27 02:19:37,586 - mmseg - INFO - per class results:
2021-11-27 02:19:37,588 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 14.89 | 15.29 |
| Buildings | 22.65 | 30.86 |
| Low vegetation | 6.55 | 6.94 |
| Trees | 6.05 | 7.82 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.53 | 72.91 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 02:19:37,589 - mmseg - INFO - Summary:
2021-11-27 02:19:37,589 - mmseg - INFO -
+-------+------+------+
| aAcc | mIoU | mAcc |
+-------+------+------+
| 18.38 | 8.78 | 22.3 |
+-------+------+------+
2021-11-27 02:19:37,591 - mmseg - INFO - Epoch(val) [110][255] aAcc: 0.1838, mIoU: 0.0878, mAcc: 0.2230, IoU.Impervious surface: 0.1489, IoU.Buildings: 0.2265, IoU.Low vegetation: 0.0655, IoU.Trees: 0.0605, IoU.Cars: 0.0000, IoU.Clutter: 0.0253, IoU.Background: nan, Acc.Impervious surface: 0.1529, Acc.Buildings: 0.3086, Acc.Low vegetation: 0.0694, Acc.Trees: 0.0782, Acc.Cars: 0.0000, Acc.Clutter: 0.7291, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:21:05,576 - mmseg - INFO - Epoch [111][90/450] lr: 4.916e-03, eta: 8:09:21, time: 0.977, data_time: 0.303, memory: 7603, decode.loss_ce: 0.0849, decode.acc_seg: 96.7259, aux.loss_ce: 0.0558, aux.acc_seg: 94.8519, loss: 0.1406
2021-11-27 02:21:12,598 - mmseg - INFO - Saving checkpoint at 49600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:22:08,675 - mmseg - INFO - Epoch [111][180/450] lr: 4.906e-03, eta: 8:08:14, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0813, decode.acc_seg: 96.8446, aux.loss_ce: 0.0518, aux.acc_seg: 95.1883, loss: 0.1331
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:23:11,281 - mmseg - INFO - Epoch [111][270/450] lr: 4.896e-03, eta: 8:07:06, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0848, decode.acc_seg: 96.6897, aux.loss_ce: 0.0564, aux.acc_seg: 94.7820, loss: 0.1412
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:24:14,052 - mmseg - INFO - Epoch [111][360/450] lr: 4.887e-03, eta: 8:05:59, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0831, decode.acc_seg: 96.7853, aux.loss_ce: 0.0530, aux.acc_seg: 95.1379, loss: 0.1361
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:25:17,096 - mmseg - INFO - Epoch [111][450/450] lr: 4.877e-03, eta: 8:04:51, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0858, decode.acc_seg: 96.6733, aux.loss_ce: 0.0561, aux.acc_seg: 94.8459, loss: 0.1419
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1121s, ETA: 0s
2021-11-27 02:43:58,175 - mmseg - INFO - per class results:
2021-11-27 02:43:58,177 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.41 | 16.07 |
| Buildings | 31.06 | 40.92 |
| Low vegetation | 9.87 | 10.98 |
| Trees | 2.06 | 2.08 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.58 | 74.36 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 02:43:58,178 - mmseg - INFO - Summary:
2021-11-27 02:43:58,178 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 22.0 | 10.16 | 24.07 |
+------+-------+-------+
2021-11-27 02:43:58,180 - mmseg - INFO - Epoch(val) [111][255] aAcc: 0.2200, mIoU: 0.1016, mAcc: 0.2407, IoU.Impervious surface: 0.1541, IoU.Buildings: 0.3106, IoU.Low vegetation: 0.0987, IoU.Trees: 0.0206, IoU.Cars: 0.0000, IoU.Clutter: 0.0258, IoU.Background: nan, Acc.Impervious surface: 0.1607, Acc.Buildings: 0.4092, Acc.Low vegetation: 0.1098, Acc.Trees: 0.0208, Acc.Cars: 0.0000, Acc.Clutter: 0.7436, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:45:24,051 - mmseg - INFO - Epoch [112][90/450] lr: 4.867e-03, eta: 8:04:02, time: 0.953, data_time: 0.278, memory: 7603, decode.loss_ce: 0.0760, decode.acc_seg: 97.0417, aux.loss_ce: 0.0510, aux.acc_seg: 95.3164, loss: 0.1270
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:46:26,448 - mmseg - INFO - Epoch [112][180/450] lr: 4.858e-03, eta: 8:02:54, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0837, decode.acc_seg: 96.7495, aux.loss_ce: 0.0579, aux.acc_seg: 94.6466, loss: 0.1416
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:47:29,056 - mmseg - INFO - Epoch [112][270/450] lr: 4.848e-03, eta: 8:01:47, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0790, decode.acc_seg: 96.9091, aux.loss_ce: 0.0512, aux.acc_seg: 95.2708, loss: 0.1302
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:48:32,031 - mmseg - INFO - Epoch [112][360/450] lr: 4.838e-03, eta: 8:00:39, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0849, decode.acc_seg: 96.7681, aux.loss_ce: 0.0551, aux.acc_seg: 94.9751, loss: 0.1400
2021-11-27 02:49:35,148 - mmseg - INFO - Saving checkpoint at 50400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 02:49:36,012 - mmseg - INFO - Epoch [112][450/450] lr: 4.829e-03, eta: 7:59:33, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0776, decode.acc_seg: 96.9774, aux.loss_ce: 0.0508, aux.acc_seg: 95.2976, loss: 0.1284
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1123s, ETA: 0s
2021-11-27 03:08:18,992 - mmseg - INFO - per class results:
2021-11-27 03:08:18,993 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 11.04 | 11.99 |
| Buildings | 12.42 | 16.51 |
| Low vegetation | 11.74 | 13.29 |
| Trees | 3.15 | 3.2 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.44 | 86.01 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 03:08:18,994 - mmseg - INFO - Summary:
2021-11-27 03:08:18,995 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 13.64 | 6.96 | 21.83 |
+-------+------+-------+
2021-11-27 03:08:18,996 - mmseg - INFO - Epoch(val) [112][255] aAcc: 0.1364, mIoU: 0.0696, mAcc: 0.2183, IoU.Impervious surface: 0.1104, IoU.Buildings: 0.1242, IoU.Low vegetation: 0.1174, IoU.Trees: 0.0315, IoU.Cars: 0.0000, IoU.Clutter: 0.0344, IoU.Background: nan, Acc.Impervious surface: 0.1199, Acc.Buildings: 0.1651, Acc.Low vegetation: 0.1329, Acc.Trees: 0.0320, Acc.Cars: 0.0000, Acc.Clutter: 0.8601, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:09:45,604 - mmseg - INFO - Epoch [113][90/450] lr: 4.819e-03, eta: 7:58:44, time: 0.961, data_time: 0.285, memory: 7603, decode.loss_ce: 0.0776, decode.acc_seg: 96.9718, aux.loss_ce: 0.0496, aux.acc_seg: 95.4618, loss: 0.1272
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:10:47,885 - mmseg - INFO - Epoch [113][180/450] lr: 4.809e-03, eta: 7:57:36, time: 0.692, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0723, decode.acc_seg: 97.1912, aux.loss_ce: 0.0471, aux.acc_seg: 95.6291, loss: 0.1194
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:11:50,783 - mmseg - INFO - Epoch [113][270/450] lr: 4.800e-03, eta: 7:56:29, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0756, decode.acc_seg: 97.0471, aux.loss_ce: 0.0514, aux.acc_seg: 95.2720, loss: 0.1270
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:12:53,702 - mmseg - INFO - Epoch [113][360/450] lr: 4.790e-03, eta: 7:55:21, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0794, decode.acc_seg: 96.9097, aux.loss_ce: 0.0528, aux.acc_seg: 95.1397, loss: 0.1322
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:13:56,971 - mmseg - INFO - Epoch [113][450/450] lr: 4.780e-03, eta: 7:54:14, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0866, decode.acc_seg: 96.6366, aux.loss_ce: 0.0559, aux.acc_seg: 94.8681, loss: 0.1426
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1125s, ETA: 0s
2021-11-27 03:32:41,793 - mmseg - INFO - per class results:
2021-11-27 03:32:41,794 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.99 | 25.39 |
| Buildings | 26.99 | 35.14 |
| Low vegetation | 9.26 | 10.26 |
| Trees | 0.77 | 0.77 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.1 | 80.47 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 03:32:41,795 - mmseg - INFO - Summary:
2021-11-27 03:32:41,795 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 23.01 | 9.85 | 25.34 |
+-------+------+-------+
2021-11-27 03:32:41,797 - mmseg - INFO - Epoch(val) [113][255] aAcc: 0.2301, mIoU: 0.0985, mAcc: 0.2534, IoU.Impervious surface: 0.1899, IoU.Buildings: 0.2699, IoU.Low vegetation: 0.0926, IoU.Trees: 0.0077, IoU.Cars: 0.0000, IoU.Clutter: 0.0310, IoU.Background: nan, Acc.Impervious surface: 0.2539, Acc.Buildings: 0.3514, Acc.Low vegetation: 0.1026, Acc.Trees: 0.0077, Acc.Cars: 0.0000, Acc.Clutter: 0.8047, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:34:05,273 - mmseg - INFO - Epoch [114][90/450] lr: 4.771e-03, eta: 7:53:23, time: 0.927, data_time: 0.250, memory: 7603, decode.loss_ce: 0.0781, decode.acc_seg: 96.9943, aux.loss_ce: 0.0523, aux.acc_seg: 95.1964, loss: 0.1304
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:35:07,758 - mmseg - INFO - Epoch [114][180/450] lr: 4.761e-03, eta: 7:52:15, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1089, decode.acc_seg: 95.9230, aux.loss_ce: 0.0721, aux.acc_seg: 93.4799, loss: 0.1810
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:36:10,903 - mmseg - INFO - Epoch [114][270/450] lr: 4.751e-03, eta: 7:51:08, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1595, decode.acc_seg: 94.2263, aux.loss_ce: 0.0966, aux.acc_seg: 91.3127, loss: 0.2561
2021-11-27 03:37:07,009 - mmseg - INFO - Saving checkpoint at 51200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:37:15,095 - mmseg - INFO - Epoch [114][360/450] lr: 4.742e-03, eta: 7:50:02, time: 0.713, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1640, decode.acc_seg: 93.9837, aux.loss_ce: 0.1003, aux.acc_seg: 91.0184, loss: 0.2643
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 03:38:18,105 - mmseg - INFO - Epoch [114][450/450] lr: 4.732e-03, eta: 7:48:54, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1206, decode.acc_seg: 95.4333, aux.loss_ce: 0.0780, aux.acc_seg: 92.8864, loss: 0.1987
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1226s, ETA: 0s
2021-11-27 03:58:44,711 - mmseg - INFO - per class results:
2021-11-27 03:58:44,712 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.32 | 3.64 |
| Buildings | 11.57 | 14.87 |
| Low vegetation | 5.76 | 6.09 |
| Trees | 10.92 | 13.08 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.78 | 76.03 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 03:58:44,713 - mmseg - INFO - Summary:
2021-11-27 03:58:44,713 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 9.96 | 5.72 | 18.95 |
+------+------+-------+
2021-11-27 03:58:44,714 - mmseg - INFO - Epoch(val) [114][255] aAcc: 0.0996, mIoU: 0.0572, mAcc: 0.1895, IoU.Impervious surface: 0.0332, IoU.Buildings: 0.1157, IoU.Low vegetation: 0.0576, IoU.Trees: 0.1092, IoU.Cars: 0.0000, IoU.Clutter: 0.0278, IoU.Background: nan, Acc.Impervious surface: 0.0364, Acc.Buildings: 0.1487, Acc.Low vegetation: 0.0609, Acc.Trees: 0.1308, Acc.Cars: 0.0000, Acc.Clutter: 0.7603, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:00:07,834 - mmseg - INFO - Epoch [115][90/450] lr: 4.722e-03, eta: 7:48:02, time: 0.923, data_time: 0.246, memory: 7603, decode.loss_ce: 0.1301, decode.acc_seg: 95.1526, aux.loss_ce: 0.0815, aux.acc_seg: 92.6901, loss: 0.2116
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:01:10,293 - mmseg - INFO - Epoch [115][180/450] lr: 4.713e-03, eta: 7:46:54, time: 0.694, data_time: 0.003, memory: 7603, decode.loss_ce: 0.1023, decode.acc_seg: 96.1027, aux.loss_ce: 0.0668, aux.acc_seg: 93.8836, loss: 0.1692
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:02:13,093 - mmseg - INFO - Epoch [115][270/450] lr: 4.703e-03, eta: 7:45:47, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1023, decode.acc_seg: 96.0532, aux.loss_ce: 0.0665, aux.acc_seg: 93.9139, loss: 0.1689
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:03:16,456 - mmseg - INFO - Epoch [115][360/450] lr: 4.693e-03, eta: 7:44:40, time: 0.704, data_time: 0.003, memory: 7603, decode.loss_ce: 0.0967, decode.acc_seg: 96.2888, aux.loss_ce: 0.0616, aux.acc_seg: 94.2949, loss: 0.1583
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:04:19,448 - mmseg - INFO - Epoch [115][450/450] lr: 4.683e-03, eta: 7:43:33, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0879, decode.acc_seg: 96.6149, aux.loss_ce: 0.0583, aux.acc_seg: 94.6468, loss: 0.1462
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1099s, ETA: 0s
2021-11-27 04:22:38,677 - mmseg - INFO - per class results:
2021-11-27 04:22:38,679 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 21.71 | 28.87 |
| Buildings | 3.8 | 3.88 |
| Low vegetation | 2.0 | 2.05 |
| Trees | 11.05 | 15.95 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.79 | 69.56 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 04:22:38,679 - mmseg - INFO - Summary:
2021-11-27 04:22:38,680 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.13 | 6.89 | 20.05 |
+-------+------+-------+
2021-11-27 04:22:38,681 - mmseg - INFO - Epoch(val) [115][255] aAcc: 0.1413, mIoU: 0.0689, mAcc: 0.2005, IoU.Impervious surface: 0.2171, IoU.Buildings: 0.0380, IoU.Low vegetation: 0.0200, IoU.Trees: 0.1105, IoU.Cars: 0.0000, IoU.Clutter: 0.0279, IoU.Background: nan, Acc.Impervious surface: 0.2887, Acc.Buildings: 0.0388, Acc.Low vegetation: 0.0205, Acc.Trees: 0.1595, Acc.Cars: 0.0000, Acc.Clutter: 0.6956, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:24:01,475 - mmseg - INFO - Epoch [116][90/450] lr: 4.674e-03, eta: 7:42:40, time: 0.919, data_time: 0.241, memory: 7603, decode.loss_ce: 0.0842, decode.acc_seg: 96.7237, aux.loss_ce: 0.0558, aux.acc_seg: 94.8590, loss: 0.1399
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:25:04,077 - mmseg - INFO - Epoch [116][180/450] lr: 4.664e-03, eta: 7:41:32, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1127, decode.acc_seg: 95.7462, aux.loss_ce: 0.0752, aux.acc_seg: 93.2705, loss: 0.1879
2021-11-27 04:25:53,017 - mmseg - INFO - Saving checkpoint at 52000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:26:08,061 - mmseg - INFO - Epoch [116][270/450] lr: 4.654e-03, eta: 7:40:26, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1175, decode.acc_seg: 95.5920, aux.loss_ce: 0.0752, aux.acc_seg: 93.2479, loss: 0.1927
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:27:11,031 - mmseg - INFO - Epoch [116][360/450] lr: 4.645e-03, eta: 7:39:19, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1382, decode.acc_seg: 94.8977, aux.loss_ce: 0.0852, aux.acc_seg: 92.3288, loss: 0.2234
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:28:14,308 - mmseg - INFO - Epoch [116][450/450] lr: 4.635e-03, eta: 7:38:11, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1008, decode.acc_seg: 96.1536, aux.loss_ce: 0.0660, aux.acc_seg: 94.0038, loss: 0.1668
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1110s, ETA: 0s
2021-11-27 04:46:44,491 - mmseg - INFO - per class results:
2021-11-27 04:46:44,493 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 20.66 | 26.98 |
| Buildings | 16.31 | 19.34 |
| Low vegetation | 13.79 | 15.79 |
| Trees | 2.65 | 2.72 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.4 | 78.81 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 04:46:44,493 - mmseg - INFO - Summary:
2021-11-27 04:46:44,495 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 19.77 | 9.47 | 23.94 |
+-------+------+-------+
2021-11-27 04:46:44,496 - mmseg - INFO - Epoch(val) [116][255] aAcc: 0.1977, mIoU: 0.0947, mAcc: 0.2394, IoU.Impervious surface: 0.2066, IoU.Buildings: 0.1631, IoU.Low vegetation: 0.1379, IoU.Trees: 0.0265, IoU.Cars: 0.0000, IoU.Clutter: 0.0340, IoU.Background: nan, Acc.Impervious surface: 0.2698, Acc.Buildings: 0.1934, Acc.Low vegetation: 0.1579, Acc.Trees: 0.0272, Acc.Cars: 0.0000, Acc.Clutter: 0.7881, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:47:56,112 - mmseg - INFO - Epoch [117][90/450] lr: 4.625e-03, eta: 7:37:10, time: 0.795, data_time: 0.119, memory: 7603, decode.loss_ce: 0.1026, decode.acc_seg: 96.0381, aux.loss_ce: 0.0677, aux.acc_seg: 93.7322, loss: 0.1703
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:48:58,926 - mmseg - INFO - Epoch [117][180/450] lr: 4.615e-03, eta: 7:36:03, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1004, decode.acc_seg: 96.1986, aux.loss_ce: 0.0657, aux.acc_seg: 94.0328, loss: 0.1661
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:50:02,138 - mmseg - INFO - Epoch [117][270/450] lr: 4.606e-03, eta: 7:34:56, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1043, decode.acc_seg: 96.0266, aux.loss_ce: 0.0681, aux.acc_seg: 93.8152, loss: 0.1724
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:51:05,219 - mmseg - INFO - Epoch [117][360/450] lr: 4.596e-03, eta: 7:33:49, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0943, decode.acc_seg: 96.3913, aux.loss_ce: 0.0636, aux.acc_seg: 94.1822, loss: 0.1579
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 04:52:08,650 - mmseg - INFO - Epoch [117][450/450] lr: 4.586e-03, eta: 7:32:42, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0878, decode.acc_seg: 96.6253, aux.loss_ce: 0.0575, aux.acc_seg: 94.7767, loss: 0.1453
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1169s, ETA: 0s
2021-11-27 05:11:38,181 - mmseg - INFO - per class results:
2021-11-27 05:11:38,182 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 31.0 | 42.07 |
| Buildings | 12.79 | 14.0 |
| Low vegetation | 5.84 | 6.17 |
| Trees | 10.96 | 12.58 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.66 | 62.52 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 05:11:38,183 - mmseg - INFO - Summary:
2021-11-27 05:11:38,183 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 21.98 | 10.54 | 22.89 |
+-------+-------+-------+
2021-11-27 05:11:38,186 - mmseg - INFO - Epoch(val) [117][255] aAcc: 0.2198, mIoU: 0.1054, mAcc: 0.2289, IoU.Impervious surface: 0.3100, IoU.Buildings: 0.1279, IoU.Low vegetation: 0.0584, IoU.Trees: 0.1096, IoU.Cars: 0.0000, IoU.Clutter: 0.0266, IoU.Background: nan, Acc.Impervious surface: 0.4207, Acc.Buildings: 0.1400, Acc.Low vegetation: 0.0617, Acc.Trees: 0.1258, Acc.Cars: 0.0000, Acc.Clutter: 0.6252, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:14:00,566 - mmseg - INFO - Epoch [118][90/450] lr: 4.577e-03, eta: 7:32:31, time: 1.580, data_time: 0.905, memory: 7603, decode.loss_ce: 0.0831, decode.acc_seg: 96.7990, aux.loss_ce: 0.0527, aux.acc_seg: 95.1337, loss: 0.1358
2021-11-27 05:14:42,331 - mmseg - INFO - Saving checkpoint at 52800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:15:04,046 - mmseg - INFO - Epoch [118][180/450] lr: 4.567e-03, eta: 7:31:24, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0831, decode.acc_seg: 96.7766, aux.loss_ce: 0.0560, aux.acc_seg: 94.9031, loss: 0.1391
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:16:07,153 - mmseg - INFO - Epoch [118][270/450] lr: 4.557e-03, eta: 7:30:16, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0809, decode.acc_seg: 96.8618, aux.loss_ce: 0.0535, aux.acc_seg: 95.0884, loss: 0.1344
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:17:10,335 - mmseg - INFO - Epoch [118][360/450] lr: 4.547e-03, eta: 7:29:09, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0804, decode.acc_seg: 96.8446, aux.loss_ce: 0.0529, aux.acc_seg: 95.1238, loss: 0.1333
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:18:13,759 - mmseg - INFO - Epoch [118][450/450] lr: 4.538e-03, eta: 7:28:02, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1076, decode.acc_seg: 95.9006, aux.loss_ce: 0.0703, aux.acc_seg: 93.6747, loss: 0.1778
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1144s, ETA: 0s
2021-11-27 05:37:17,417 - mmseg - INFO - per class results:
2021-11-27 05:37:17,418 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 45.74 | 64.59 |
| Buildings | 16.5 | 18.03 |
| Low vegetation | 6.6 | 7.29 |
| Trees | 12.59 | 16.29 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.07 | 44.03 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 05:37:17,419 - mmseg - INFO - Summary:
2021-11-27 05:37:17,420 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.98 | 13.92 | 25.04 |
+-------+-------+-------+
2021-11-27 05:37:17,421 - mmseg - INFO - Epoch(val) [118][255] aAcc: 0.3098, mIoU: 0.1392, mAcc: 0.2504, IoU.Impervious surface: 0.4574, IoU.Buildings: 0.1650, IoU.Low vegetation: 0.0660, IoU.Trees: 0.1259, IoU.Cars: 0.0000, IoU.Clutter: 0.0207, IoU.Background: nan, Acc.Impervious surface: 0.6459, Acc.Buildings: 0.1803, Acc.Low vegetation: 0.0729, Acc.Trees: 0.1629, Acc.Cars: 0.0000, Acc.Clutter: 0.4403, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:38:45,940 - mmseg - INFO - Epoch [119][90/450] lr: 4.528e-03, eta: 7:27:12, time: 0.983, data_time: 0.305, memory: 7603, decode.loss_ce: 0.0916, decode.acc_seg: 96.4725, aux.loss_ce: 0.0594, aux.acc_seg: 94.5656, loss: 0.1510
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:39:48,691 - mmseg - INFO - Epoch [119][180/450] lr: 4.518e-03, eta: 7:26:05, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0893, decode.acc_seg: 96.5742, aux.loss_ce: 0.0584, aux.acc_seg: 94.7250, loss: 0.1477
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:40:52,147 - mmseg - INFO - Epoch [119][270/450] lr: 4.508e-03, eta: 7:24:58, time: 0.705, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0775, decode.acc_seg: 96.9981, aux.loss_ce: 0.0509, aux.acc_seg: 95.3236, loss: 0.1284
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:41:55,185 - mmseg - INFO - Epoch [119][360/450] lr: 4.499e-03, eta: 7:23:50, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0835, decode.acc_seg: 96.7544, aux.loss_ce: 0.0552, aux.acc_seg: 94.9094, loss: 0.1387
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 05:42:58,557 - mmseg - INFO - Epoch [119][450/450] lr: 4.489e-03, eta: 7:22:43, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0836, decode.acc_seg: 96.7708, aux.loss_ce: 0.0537, aux.acc_seg: 95.0470, loss: 0.1373
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1095s, ETA: 0s
2021-11-27 06:01:13,421 - mmseg - INFO - per class results:
2021-11-27 06:01:13,423 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.03 | 14.89 |
| Buildings | 5.13 | 5.32 |
| Low vegetation | 7.35 | 7.87 |
| Trees | 4.42 | 4.58 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.53 | 84.87 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 06:01:13,424 - mmseg - INFO - Summary:
2021-11-27 06:01:13,425 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 10.09 | 5.41 | 19.59 |
+-------+------+-------+
2021-11-27 06:01:13,426 - mmseg - INFO - Epoch(val) [119][255] aAcc: 0.1009, mIoU: 0.0541, mAcc: 0.1959, IoU.Impervious surface: 0.1203, IoU.Buildings: 0.0513, IoU.Low vegetation: 0.0735, IoU.Trees: 0.0442, IoU.Cars: 0.0000, IoU.Clutter: 0.0353, IoU.Background: nan, Acc.Impervious surface: 0.1489, Acc.Buildings: 0.0532, Acc.Low vegetation: 0.0787, Acc.Trees: 0.0458, Acc.Cars: 0.0000, Acc.Clutter: 0.8487, Acc.Background: nan
2021-11-27 06:02:15,027 - mmseg - INFO - Saving checkpoint at 53600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:02:43,281 - mmseg - INFO - Epoch [120][90/450] lr: 4.479e-03, eta: 7:21:54, time: 0.998, data_time: 0.314, memory: 7603, decode.loss_ce: 0.0754, decode.acc_seg: 97.0834, aux.loss_ce: 0.0502, aux.acc_seg: 95.3901, loss: 0.1255
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:03:46,002 - mmseg - INFO - Epoch [120][180/450] lr: 4.469e-03, eta: 7:20:46, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0840, decode.acc_seg: 96.7552, aux.loss_ce: 0.0549, aux.acc_seg: 94.9412, loss: 0.1389
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:04:49,086 - mmseg - INFO - Epoch [120][270/450] lr: 4.460e-03, eta: 7:19:39, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0780, decode.acc_seg: 96.9266, aux.loss_ce: 0.0506, aux.acc_seg: 95.2841, loss: 0.1286
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:05:52,423 - mmseg - INFO - Epoch [120][360/450] lr: 4.450e-03, eta: 7:18:32, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0833, decode.acc_seg: 96.7798, aux.loss_ce: 0.0578, aux.acc_seg: 94.7443, loss: 0.1411
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:06:55,433 - mmseg - INFO - Epoch [120][450/450] lr: 4.440e-03, eta: 7:17:25, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0759, decode.acc_seg: 97.0617, aux.loss_ce: 0.0509, aux.acc_seg: 95.3586, loss: 0.1268
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1290s, ETA: 0s
2021-11-27 06:28:25,347 - mmseg - INFO - per class results:
2021-11-27 06:28:25,348 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.6 | 11.91 |
| Buildings | 29.11 | 37.15 |
| Low vegetation | 19.49 | 25.81 |
| Trees | 0.0 | 0.0 |
| Cars | 0.05 | 0.05 |
| Clutter | 3.07 | 72.0 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 06:28:25,349 - mmseg - INFO - Summary:
2021-11-27 06:28:25,350 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 22.08 | 10.22 | 24.49 |
+-------+-------+-------+
2021-11-27 06:28:25,351 - mmseg - INFO - Epoch(val) [120][255] aAcc: 0.2208, mIoU: 0.1022, mAcc: 0.2449, IoU.Impervious surface: 0.0960, IoU.Buildings: 0.2911, IoU.Low vegetation: 0.1949, IoU.Trees: 0.0000, IoU.Cars: 0.0005, IoU.Clutter: 0.0307, IoU.Background: nan, Acc.Impervious surface: 0.1191, Acc.Buildings: 0.3715, Acc.Low vegetation: 0.2581, Acc.Trees: 0.0000, Acc.Cars: 0.0005, Acc.Clutter: 0.7200, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:29:50,198 - mmseg - INFO - Epoch [121][90/450] lr: 4.430e-03, eta: 7:16:32, time: 0.942, data_time: 0.264, memory: 7603, decode.loss_ce: 0.0764, decode.acc_seg: 97.0427, aux.loss_ce: 0.0505, aux.acc_seg: 95.3685, loss: 0.1268
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:30:52,906 - mmseg - INFO - Epoch [121][180/450] lr: 4.421e-03, eta: 7:15:24, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0760, decode.acc_seg: 97.0395, aux.loss_ce: 0.0499, aux.acc_seg: 95.3614, loss: 0.1259
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:31:56,176 - mmseg - INFO - Epoch [121][270/450] lr: 4.411e-03, eta: 7:14:17, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0811, decode.acc_seg: 96.9000, aux.loss_ce: 0.0531, aux.acc_seg: 95.1486, loss: 0.1343
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:32:59,349 - mmseg - INFO - Epoch [121][360/450] lr: 4.401e-03, eta: 7:13:10, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0758, decode.acc_seg: 97.0486, aux.loss_ce: 0.0504, aux.acc_seg: 95.3434, loss: 0.1262
2021-11-27 06:33:27,699 - mmseg - INFO - Saving checkpoint at 54400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:34:03,588 - mmseg - INFO - Epoch [121][450/450] lr: 4.391e-03, eta: 7:12:03, time: 0.714, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0787, decode.acc_seg: 96.9417, aux.loss_ce: 0.0508, aux.acc_seg: 95.2944, loss: 0.1295
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1145s, ETA: 0s
2021-11-27 06:53:08,802 - mmseg - INFO - per class results:
2021-11-27 06:53:08,803 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 16.37 | 20.35 |
| Buildings | 31.73 | 42.02 |
| Low vegetation | 17.64 | 33.63 |
| Trees | 3.02 | 3.15 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.04 | 38.33 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 06:53:08,804 - mmseg - INFO - Summary:
2021-11-27 06:53:08,805 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 27.75 | 11.8 | 22.91 |
+-------+------+-------+
2021-11-27 06:53:08,806 - mmseg - INFO - Epoch(val) [121][255] aAcc: 0.2775, mIoU: 0.1180, mAcc: 0.2291, IoU.Impervious surface: 0.1637, IoU.Buildings: 0.3173, IoU.Low vegetation: 0.1764, IoU.Trees: 0.0302, IoU.Cars: 0.0000, IoU.Clutter: 0.0204, IoU.Background: nan, Acc.Impervious surface: 0.2035, Acc.Buildings: 0.4202, Acc.Low vegetation: 0.3363, Acc.Trees: 0.0315, Acc.Cars: 0.0000, Acc.Clutter: 0.3833, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:54:34,709 - mmseg - INFO - Epoch [122][90/450] lr: 4.381e-03, eta: 7:11:11, time: 0.954, data_time: 0.279, memory: 7603, decode.loss_ce: 0.0772, decode.acc_seg: 97.0216, aux.loss_ce: 0.0505, aux.acc_seg: 95.3714, loss: 0.1277
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:55:37,645 - mmseg - INFO - Epoch [122][180/450] lr: 4.372e-03, eta: 7:10:03, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0750, decode.acc_seg: 97.0739, aux.loss_ce: 0.0510, aux.acc_seg: 95.3284, loss: 0.1260
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:56:40,823 - mmseg - INFO - Epoch [122][270/450] lr: 4.362e-03, eta: 7:08:56, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0708, decode.acc_seg: 97.2371, aux.loss_ce: 0.0489, aux.acc_seg: 95.4826, loss: 0.1198
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:57:44,155 - mmseg - INFO - Epoch [122][360/450] lr: 4.352e-03, eta: 7:07:49, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0716, decode.acc_seg: 97.2107, aux.loss_ce: 0.0464, aux.acc_seg: 95.7157, loss: 0.1180
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 06:58:47,502 - mmseg - INFO - Epoch [122][450/450] lr: 4.342e-03, eta: 7:06:42, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0791, decode.acc_seg: 96.9590, aux.loss_ce: 0.0514, aux.acc_seg: 95.3284, loss: 0.1305
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1165s, ETA: 0s
2021-11-27 07:18:12,311 - mmseg - INFO - per class results:
2021-11-27 07:18:12,313 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.72 | 14.81 |
| Buildings | 67.4 | 95.54 |
| Low vegetation | 0.0 | 0.0 |
| Trees | 0.02 | 0.02 |
| Cars | 0.0 | 0.0 |
| Clutter | 0.14 | 0.16 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 07:18:12,313 - mmseg - INFO - Summary:
2021-11-27 07:18:12,314 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 35.39 | 13.05 | 18.42 |
+-------+-------+-------+
2021-11-27 07:18:12,315 - mmseg - INFO - Epoch(val) [122][255] aAcc: 0.3539, mIoU: 0.1305, mAcc: 0.1842, IoU.Impervious surface: 0.1072, IoU.Buildings: 0.6740, IoU.Low vegetation: 0.0000, IoU.Trees: 0.0002, IoU.Cars: 0.0000, IoU.Clutter: 0.0014, IoU.Background: nan, Acc.Impervious surface: 0.1481, Acc.Buildings: 0.9554, Acc.Low vegetation: 0.0000, Acc.Trees: 0.0002, Acc.Cars: 0.0000, Acc.Clutter: 0.0016, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:19:41,548 - mmseg - INFO - Epoch [123][90/450] lr: 4.333e-03, eta: 7:05:51, time: 0.991, data_time: 0.316, memory: 7603, decode.loss_ce: 0.1373, decode.acc_seg: 95.0004, aux.loss_ce: 0.0857, aux.acc_seg: 92.3680, loss: 0.2231
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:20:44,016 - mmseg - INFO - Epoch [123][180/450] lr: 4.323e-03, eta: 7:04:43, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0948, decode.acc_seg: 96.3582, aux.loss_ce: 0.0636, aux.acc_seg: 94.2835, loss: 0.1584
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:21:48,022 - mmseg - INFO - Epoch [123][270/450] lr: 4.313e-03, eta: 7:03:36, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0977, decode.acc_seg: 96.2514, aux.loss_ce: 0.0657, aux.acc_seg: 93.9899, loss: 0.1635
2021-11-27 07:22:08,828 - mmseg - INFO - Saving checkpoint at 55200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:22:52,367 - mmseg - INFO - Epoch [123][360/450] lr: 4.303e-03, eta: 7:02:30, time: 0.715, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0888, decode.acc_seg: 96.5791, aux.loss_ce: 0.0621, aux.acc_seg: 94.3558, loss: 0.1508
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:23:55,547 - mmseg - INFO - Epoch [123][450/450] lr: 4.293e-03, eta: 7:01:23, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0826, decode.acc_seg: 96.8379, aux.loss_ce: 0.0543, aux.acc_seg: 95.1654, loss: 0.1369
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1352s, ETA: 0s
2021-11-27 07:46:27,314 - mmseg - INFO - per class results:
2021-11-27 07:46:27,316 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 28.44 | 33.33 |
| Buildings | 51.7 | 77.02 |
| Low vegetation | 18.98 | 24.04 |
| Trees | 0.63 | 0.64 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.98 | 30.65 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 07:46:27,316 - mmseg - INFO - Summary:
2021-11-27 07:46:27,317 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 40.87 | 16.96 | 27.61 |
+-------+-------+-------+
2021-11-27 07:46:27,318 - mmseg - INFO - Epoch(val) [123][255] aAcc: 0.4087, mIoU: 0.1696, mAcc: 0.2761, IoU.Impervious surface: 0.2844, IoU.Buildings: 0.5170, IoU.Low vegetation: 0.1898, IoU.Trees: 0.0063, IoU.Cars: 0.0000, IoU.Clutter: 0.0198, IoU.Background: nan, Acc.Impervious surface: 0.3333, Acc.Buildings: 0.7702, Acc.Low vegetation: 0.2404, Acc.Trees: 0.0064, Acc.Cars: 0.0000, Acc.Clutter: 0.3065, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:47:49,603 - mmseg - INFO - Epoch [124][90/450] lr: 4.284e-03, eta: 7:00:27, time: 0.913, data_time: 0.237, memory: 7603, decode.loss_ce: 0.0943, decode.acc_seg: 96.3867, aux.loss_ce: 0.0628, aux.acc_seg: 94.2093, loss: 0.1571
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:48:52,651 - mmseg - INFO - Epoch [124][180/450] lr: 4.274e-03, eta: 6:59:20, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0849, decode.acc_seg: 96.7160, aux.loss_ce: 0.0557, aux.acc_seg: 94.8881, loss: 0.1406
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:49:55,960 - mmseg - INFO - Epoch [124][270/450] lr: 4.264e-03, eta: 6:58:13, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0992, decode.acc_seg: 96.2161, aux.loss_ce: 0.0683, aux.acc_seg: 93.8418, loss: 0.1675
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:50:59,096 - mmseg - INFO - Epoch [124][360/450] lr: 4.254e-03, eta: 6:57:06, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0916, decode.acc_seg: 96.4880, aux.loss_ce: 0.0634, aux.acc_seg: 94.2512, loss: 0.1550
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 07:52:02,659 - mmseg - INFO - Epoch [124][450/450] lr: 4.244e-03, eta: 6:55:59, time: 0.706, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0874, decode.acc_seg: 96.7294, aux.loss_ce: 0.0580, aux.acc_seg: 94.8001, loss: 0.1454
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1104s, ETA: 0s
2021-11-27 08:10:26,661 - mmseg - INFO - per class results:
2021-11-27 08:10:26,662 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 6.86 | 7.24 |
| Buildings | 14.36 | 16.38 |
| Low vegetation | 7.92 | 8.76 |
| Trees | 1.69 | 1.8 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.88 | 82.65 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 08:10:26,662 - mmseg - INFO - Summary:
2021-11-27 08:10:26,663 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 10.93 | 5.62 | 19.47 |
+-------+------+-------+
2021-11-27 08:10:26,665 - mmseg - INFO - Epoch(val) [124][255] aAcc: 0.1093, mIoU: 0.0562, mAcc: 0.1947, IoU.Impervious surface: 0.0686, IoU.Buildings: 0.1436, IoU.Low vegetation: 0.0792, IoU.Trees: 0.0169, IoU.Cars: 0.0000, IoU.Clutter: 0.0288, IoU.Background: nan, Acc.Impervious surface: 0.0724, Acc.Buildings: 0.1638, Acc.Low vegetation: 0.0876, Acc.Trees: 0.0180, Acc.Cars: 0.0000, Acc.Clutter: 0.8265, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:11:37,707 - mmseg - INFO - Epoch [125][90/450] lr: 4.234e-03, eta: 6:54:56, time: 0.788, data_time: 0.111, memory: 7603, decode.loss_ce: 0.0829, decode.acc_seg: 96.8009, aux.loss_ce: 0.0542, aux.acc_seg: 95.0175, loss: 0.1371
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:12:40,235 - mmseg - INFO - Epoch [125][180/450] lr: 4.225e-03, eta: 6:53:49, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0832, decode.acc_seg: 96.7753, aux.loss_ce: 0.0564, aux.acc_seg: 94.8369, loss: 0.1396
2021-11-27 08:12:54,393 - mmseg - INFO - Saving checkpoint at 56000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:13:44,262 - mmseg - INFO - Epoch [125][270/450] lr: 4.215e-03, eta: 6:52:42, time: 0.711, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0791, decode.acc_seg: 96.9244, aux.loss_ce: 0.0525, aux.acc_seg: 95.1045, loss: 0.1316
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:14:47,547 - mmseg - INFO - Epoch [125][360/450] lr: 4.205e-03, eta: 6:51:35, time: 0.703, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0754, decode.acc_seg: 97.0911, aux.loss_ce: 0.0523, aux.acc_seg: 95.2831, loss: 0.1277
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:15:50,746 - mmseg - INFO - Epoch [125][450/450] lr: 4.195e-03, eta: 6:50:28, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0731, decode.acc_seg: 97.1535, aux.loss_ce: 0.0512, aux.acc_seg: 95.2810, loss: 0.1243
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1173s, ETA: 0s
2021-11-27 08:35:24,147 - mmseg - INFO - per class results:
2021-11-27 08:35:24,149 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 1.08 | 1.09 |
| Buildings | 2.42 | 2.45 |
| Low vegetation | 1.71 | 1.73 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.37 | 96.29 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-27 08:35:24,150 - mmseg - INFO - Summary:
2021-11-27 08:35:24,152 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 3.1 | 1.43 | 16.93 |
+------+------+-------+
2021-11-27 08:35:24,154 - mmseg - INFO - Epoch(val) [125][255] aAcc: 0.0310, mIoU: 0.0143, mAcc: 0.1693, IoU.Impervious surface: 0.0108, IoU.Buildings: 0.0242, IoU.Low vegetation: 0.0171, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0337, IoU.Background: nan, Acc.Impervious surface: 0.0109, Acc.Buildings: 0.0245, Acc.Low vegetation: 0.0173, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9629, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:42:16,534 - mmseg - INFO - Epoch [126][90/450] lr: 4.185e-03, eta: 6:52:49, time: 4.575, data_time: 3.918, memory: 7603, decode.loss_ce: 0.0733, decode.acc_seg: 97.1603, aux.loss_ce: 0.0481, aux.acc_seg: 95.5611, loss: 0.1214
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:43:26,565 - mmseg - INFO - Epoch [126][180/450] lr: 4.176e-03, eta: 6:51:45, time: 0.778, data_time: 0.105, memory: 7603, decode.loss_ce: 0.0719, decode.acc_seg: 97.2062, aux.loss_ce: 0.0474, aux.acc_seg: 95.5998, loss: 0.1193
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:44:29,048 - mmseg - INFO - Epoch [126][270/450] lr: 4.166e-03, eta: 6:50:36, time: 0.694, data_time: 0.006, memory: 7603, decode.loss_ce: 0.0773, decode.acc_seg: 97.0083, aux.loss_ce: 0.0507, aux.acc_seg: 95.2867, loss: 0.1281
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:45:31,754 - mmseg - INFO - Epoch [126][360/450] lr: 4.156e-03, eta: 6:49:28, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0725, decode.acc_seg: 97.2052, aux.loss_ce: 0.0481, aux.acc_seg: 95.5454, loss: 0.1205
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 08:46:34,486 - mmseg - INFO - Epoch [126][450/450] lr: 4.146e-03, eta: 6:48:20, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0764, decode.acc_seg: 97.0622, aux.loss_ce: 0.0512, aux.acc_seg: 95.3232, loss: 0.1276
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1167s, ETA: 0s
2021-11-27 09:06:01,949 - mmseg - INFO - per class results:
2021-11-27 09:06:01,950 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.96 | 11.36 |
| Buildings | 28.69 | 43.67 |
| Low vegetation | 7.62 | 8.2 |
| Trees | 0.01 | 0.01 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.36 | 68.05 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 09:06:01,951 - mmseg - INFO - Summary:
2021-11-27 09:06:01,952 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 20.44 | 8.27 | 21.88 |
+-------+------+-------+
2021-11-27 09:06:01,954 - mmseg - INFO - Epoch(val) [126][255] aAcc: 0.2044, mIoU: 0.0827, mAcc: 0.2188, IoU.Impervious surface: 0.1096, IoU.Buildings: 0.2869, IoU.Low vegetation: 0.0762, IoU.Trees: 0.0001, IoU.Cars: 0.0000, IoU.Clutter: 0.0236, IoU.Background: nan, Acc.Impervious surface: 0.1136, Acc.Buildings: 0.4367, Acc.Low vegetation: 0.0820, Acc.Trees: 0.0001, Acc.Cars: 0.0000, Acc.Clutter: 0.6805, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:07:51,268 - mmseg - INFO - Epoch [127][90/450] lr: 4.136e-03, eta: 6:47:39, time: 1.214, data_time: 0.544, memory: 7603, decode.loss_ce: 0.0684, decode.acc_seg: 97.3504, aux.loss_ce: 0.0454, aux.acc_seg: 95.8099, loss: 0.1137
2021-11-27 09:07:58,513 - mmseg - INFO - Saving checkpoint at 56800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:08:59,901 - mmseg - INFO - Epoch [127][180/450] lr: 4.126e-03, eta: 6:46:34, time: 0.763, data_time: 0.076, memory: 7603, decode.loss_ce: 0.1046, decode.acc_seg: 96.2142, aux.loss_ce: 0.0695, aux.acc_seg: 93.8596, loss: 0.1740
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:10:02,576 - mmseg - INFO - Epoch [127][270/450] lr: 4.116e-03, eta: 6:45:25, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1163, decode.acc_seg: 95.5530, aux.loss_ce: 0.0767, aux.acc_seg: 92.9996, loss: 0.1930
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:11:05,656 - mmseg - INFO - Epoch [127][360/450] lr: 4.107e-03, eta: 6:44:17, time: 0.701, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0858, decode.acc_seg: 96.6862, aux.loss_ce: 0.0555, aux.acc_seg: 94.8817, loss: 0.1414
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:12:08,576 - mmseg - INFO - Epoch [127][450/450] lr: 4.097e-03, eta: 6:43:09, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0863, decode.acc_seg: 96.6964, aux.loss_ce: 0.0600, aux.acc_seg: 94.5401, loss: 0.1463
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1170s, ETA: 0s
2021-11-27 09:31:39,223 - mmseg - INFO - per class results:
2021-11-27 09:31:39,224 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 33.88 | 38.96 |
| Buildings | 16.73 | 18.25 |
| Low vegetation | 11.22 | 13.18 |
| Trees | 4.39 | 4.59 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.58 | 72.88 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 09:31:39,225 - mmseg - INFO - Summary:
2021-11-27 09:31:39,226 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 22.94 | 11.46 | 24.64 |
+-------+-------+-------+
2021-11-27 09:31:39,228 - mmseg - INFO - Epoch(val) [127][255] aAcc: 0.2294, mIoU: 0.1146, mAcc: 0.2464, IoU.Impervious surface: 0.3388, IoU.Buildings: 0.1673, IoU.Low vegetation: 0.1122, IoU.Trees: 0.0439, IoU.Cars: 0.0000, IoU.Clutter: 0.0258, IoU.Background: nan, Acc.Impervious surface: 0.3896, Acc.Buildings: 0.1825, Acc.Low vegetation: 0.1318, Acc.Trees: 0.0459, Acc.Cars: 0.0000, Acc.Clutter: 0.7288, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:33:18,940 - mmseg - INFO - Epoch [128][90/450] lr: 4.087e-03, eta: 6:42:22, time: 1.107, data_time: 0.446, memory: 7603, decode.loss_ce: 0.0861, decode.acc_seg: 96.6737, aux.loss_ce: 0.0606, aux.acc_seg: 94.4688, loss: 0.1467
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:34:29,067 - mmseg - INFO - Epoch [128][180/450] lr: 4.077e-03, eta: 6:41:18, time: 0.779, data_time: 0.102, memory: 7603, decode.loss_ce: 0.0800, decode.acc_seg: 96.8781, aux.loss_ce: 0.0556, aux.acc_seg: 94.8833, loss: 0.1355
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:35:37,413 - mmseg - INFO - Epoch [128][270/450] lr: 4.067e-03, eta: 6:40:12, time: 0.759, data_time: 0.072, memory: 7603, decode.loss_ce: 0.0781, decode.acc_seg: 96.9391, aux.loss_ce: 0.0535, aux.acc_seg: 95.0508, loss: 0.1316
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:36:40,150 - mmseg - INFO - Epoch [128][360/450] lr: 4.057e-03, eta: 6:39:04, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0732, decode.acc_seg: 97.1550, aux.loss_ce: 0.0490, aux.acc_seg: 95.4431, loss: 0.1222
2021-11-27 09:37:43,102 - mmseg - INFO - Saving checkpoint at 57600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 09:37:43,926 - mmseg - INFO - Epoch [128][450/450] lr: 4.047e-03, eta: 6:37:56, time: 0.709, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0728, decode.acc_seg: 97.1809, aux.loss_ce: 0.0503, aux.acc_seg: 95.3897, loss: 0.1231
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1311s, ETA: 0s
2021-11-27 09:59:35,247 - mmseg - INFO - per class results:
2021-11-27 09:59:35,249 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.88 | 33.49 |
| Buildings | 15.56 | 18.27 |
| Low vegetation | 4.46 | 4.65 |
| Trees | 4.69 | 7.64 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.2 | 59.15 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 09:59:35,249 - mmseg - INFO - Summary:
2021-11-27 09:59:35,250 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 19.6 | 8.47 | 20.53 |
+------+------+-------+
2021-11-27 09:59:35,251 - mmseg - INFO - Epoch(val) [128][255] aAcc: 0.1960, mIoU: 0.0847, mAcc: 0.2053, IoU.Impervious surface: 0.2388, IoU.Buildings: 0.1556, IoU.Low vegetation: 0.0446, IoU.Trees: 0.0469, IoU.Cars: 0.0000, IoU.Clutter: 0.0220, IoU.Background: nan, Acc.Impervious surface: 0.3349, Acc.Buildings: 0.1827, Acc.Low vegetation: 0.0465, Acc.Trees: 0.0764, Acc.Cars: 0.0000, Acc.Clutter: 0.5915, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:01:31,238 - mmseg - INFO - Epoch [129][90/450] lr: 4.038e-03, eta: 6:37:18, time: 1.288, data_time: 0.627, memory: 7603, decode.loss_ce: 0.0706, decode.acc_seg: 97.2353, aux.loss_ce: 0.0471, aux.acc_seg: 95.6245, loss: 0.1177
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:02:47,831 - mmseg - INFO - Epoch [129][180/450] lr: 4.028e-03, eta: 6:36:17, time: 0.851, data_time: 0.177, memory: 7603, decode.loss_ce: 0.0705, decode.acc_seg: 97.2658, aux.loss_ce: 0.0473, aux.acc_seg: 95.6279, loss: 0.1178
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:03:54,098 - mmseg - INFO - Epoch [129][270/450] lr: 4.018e-03, eta: 6:35:10, time: 0.736, data_time: 0.050, memory: 7603, decode.loss_ce: 0.0707, decode.acc_seg: 97.2609, aux.loss_ce: 0.0472, aux.acc_seg: 95.6528, loss: 0.1178
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:05:07,092 - mmseg - INFO - Epoch [129][360/450] lr: 4.008e-03, eta: 6:34:08, time: 0.811, data_time: 0.133, memory: 7603, decode.loss_ce: 0.0682, decode.acc_seg: 97.3453, aux.loss_ce: 0.0463, aux.acc_seg: 95.6961, loss: 0.1145
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:06:12,802 - mmseg - INFO - Epoch [129][450/450] lr: 3.998e-03, eta: 6:33:01, time: 0.730, data_time: 0.041, memory: 7603, decode.loss_ce: 0.0695, decode.acc_seg: 97.3083, aux.loss_ce: 0.0476, aux.acc_seg: 95.6134, loss: 0.1171
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1147s, ETA: 0s
2021-11-27 10:25:20,003 - mmseg - INFO - per class results:
2021-11-27 10:25:20,004 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.41 | 30.08 |
| Buildings | 5.99 | 6.26 |
| Low vegetation | 5.92 | 6.36 |
| Trees | 7.16 | 7.87 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.25 | 82.07 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 10:25:20,005 - mmseg - INFO - Summary:
2021-11-27 10:25:20,005 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 15.4 | 7.62 | 22.11 |
+------+------+-------+
2021-11-27 10:25:20,007 - mmseg - INFO - Epoch(val) [129][255] aAcc: 0.1540, mIoU: 0.0762, mAcc: 0.2211, IoU.Impervious surface: 0.2341, IoU.Buildings: 0.0599, IoU.Low vegetation: 0.0592, IoU.Trees: 0.0716, IoU.Cars: 0.0000, IoU.Clutter: 0.0325, IoU.Background: nan, Acc.Impervious surface: 0.3008, Acc.Buildings: 0.0626, Acc.Low vegetation: 0.0636, Acc.Trees: 0.0787, Acc.Cars: 0.0000, Acc.Clutter: 0.8207, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:26:52,948 - mmseg - INFO - Epoch [130][90/450] lr: 3.988e-03, eta: 6:32:09, time: 1.032, data_time: 0.369, memory: 7603, decode.loss_ce: 0.0708, decode.acc_seg: 97.2408, aux.loss_ce: 0.0492, aux.acc_seg: 95.4354, loss: 0.1200
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:27:57,644 - mmseg - INFO - Epoch [130][180/450] lr: 3.978e-03, eta: 6:31:02, time: 0.719, data_time: 0.035, memory: 7603, decode.loss_ce: 0.0679, decode.acc_seg: 97.3597, aux.loss_ce: 0.0455, aux.acc_seg: 95.8018, loss: 0.1134
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:29:00,288 - mmseg - INFO - Epoch [130][270/450] lr: 3.968e-03, eta: 6:29:53, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0714, decode.acc_seg: 97.2303, aux.loss_ce: 0.0476, aux.acc_seg: 95.6110, loss: 0.1191
2021-11-27 10:29:56,054 - mmseg - INFO - Saving checkpoint at 58400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:30:04,025 - mmseg - INFO - Epoch [130][360/450] lr: 3.959e-03, eta: 6:28:45, time: 0.708, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0694, decode.acc_seg: 97.2867, aux.loss_ce: 0.0473, aux.acc_seg: 95.5834, loss: 0.1167
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:31:07,058 - mmseg - INFO - Epoch [130][450/450] lr: 3.949e-03, eta: 6:27:37, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0671, decode.acc_seg: 97.4005, aux.loss_ce: 0.0442, aux.acc_seg: 95.9355, loss: 0.1113
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1193s, ETA: 0s
2021-11-27 10:50:59,808 - mmseg - INFO - per class results:
2021-11-27 10:50:59,809 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 30.23 | 43.2 |
| Buildings | 28.74 | 40.77 |
| Low vegetation | 8.34 | 9.13 |
| Trees | 9.9 | 13.3 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.29 | 47.47 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 10:50:59,810 - mmseg - INFO - Summary:
2021-11-27 10:50:59,811 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 31.33 | 13.25 | 25.65 |
+-------+-------+-------+
2021-11-27 10:50:59,812 - mmseg - INFO - Epoch(val) [130][255] aAcc: 0.3133, mIoU: 0.1325, mAcc: 0.2565, IoU.Impervious surface: 0.3023, IoU.Buildings: 0.2874, IoU.Low vegetation: 0.0834, IoU.Trees: 0.0990, IoU.Cars: 0.0000, IoU.Clutter: 0.0229, IoU.Background: nan, Acc.Impervious surface: 0.4320, Acc.Buildings: 0.4077, Acc.Low vegetation: 0.0913, Acc.Trees: 0.1330, Acc.Cars: 0.0000, Acc.Clutter: 0.4747, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:52:42,476 - mmseg - INFO - Epoch [131][90/450] lr: 3.939e-03, eta: 6:26:50, time: 1.140, data_time: 0.473, memory: 7603, decode.loss_ce: 0.0885, decode.acc_seg: 96.6294, aux.loss_ce: 0.0594, aux.acc_seg: 94.5544, loss: 0.1478
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:53:44,608 - mmseg - INFO - Epoch [131][180/450] lr: 3.929e-03, eta: 6:25:41, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0761, decode.acc_seg: 97.0843, aux.loss_ce: 0.0526, aux.acc_seg: 95.1867, loss: 0.1287
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:54:47,247 - mmseg - INFO - Epoch [131][270/450] lr: 3.919e-03, eta: 6:24:32, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0809, decode.acc_seg: 96.8875, aux.loss_ce: 0.0605, aux.acc_seg: 94.5177, loss: 0.1413
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:55:50,044 - mmseg - INFO - Epoch [131][360/450] lr: 3.909e-03, eta: 6:23:24, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0766, decode.acc_seg: 96.9876, aux.loss_ce: 0.0518, aux.acc_seg: 95.1788, loss: 0.1285
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 10:56:53,065 - mmseg - INFO - Epoch [131][450/450] lr: 3.899e-03, eta: 6:22:16, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0759, decode.acc_seg: 97.0463, aux.loss_ce: 0.0513, aux.acc_seg: 95.2965, loss: 0.1271
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1321s, ETA: 0s
2021-11-27 11:18:54,303 - mmseg - INFO - per class results:
2021-11-27 11:18:54,304 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.79 | 18.69 |
| Buildings | 12.95 | 15.83 |
| Low vegetation | 25.7 | 34.98 |
| Trees | 6.8 | 7.42 |
| Cars | 0.03 | 0.03 |
| Clutter | 2.43 | 70.16 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 11:18:54,305 - mmseg - INFO - Summary:
2021-11-27 11:18:54,305 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 20.14 | 10.95 | 24.52 |
+-------+-------+-------+
2021-11-27 11:18:54,308 - mmseg - INFO - Epoch(val) [131][255] aAcc: 0.2014, mIoU: 0.1095, mAcc: 0.2452, IoU.Impervious surface: 0.1779, IoU.Buildings: 0.1295, IoU.Low vegetation: 0.2570, IoU.Trees: 0.0680, IoU.Cars: 0.0003, IoU.Clutter: 0.0243, IoU.Background: nan, Acc.Impervious surface: 0.1869, Acc.Buildings: 0.1583, Acc.Low vegetation: 0.3498, Acc.Trees: 0.0742, Acc.Cars: 0.0003, Acc.Clutter: 0.7016, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:20:36,551 - mmseg - INFO - Epoch [132][90/450] lr: 3.889e-03, eta: 6:21:28, time: 1.135, data_time: 0.473, memory: 7603, decode.loss_ce: 0.0711, decode.acc_seg: 97.2377, aux.loss_ce: 0.0486, aux.acc_seg: 95.5342, loss: 0.1197
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:21:39,297 - mmseg - INFO - Epoch [132][180/450] lr: 3.879e-03, eta: 6:20:19, time: 0.697, data_time: 0.012, memory: 7603, decode.loss_ce: 0.0760, decode.acc_seg: 97.0674, aux.loss_ce: 0.0524, aux.acc_seg: 95.1961, loss: 0.1283
2021-11-27 11:22:28,169 - mmseg - INFO - Saving checkpoint at 59200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:22:43,185 - mmseg - INFO - Epoch [132][270/450] lr: 3.869e-03, eta: 6:19:11, time: 0.710, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0679, decode.acc_seg: 97.3548, aux.loss_ce: 0.0478, aux.acc_seg: 95.6736, loss: 0.1157
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:23:45,775 - mmseg - INFO - Epoch [132][360/450] lr: 3.859e-03, eta: 6:18:03, time: 0.695, data_time: 0.005, memory: 7603, decode.loss_ce: 0.0709, decode.acc_seg: 97.2543, aux.loss_ce: 0.0490, aux.acc_seg: 95.4971, loss: 0.1200
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:24:48,507 - mmseg - INFO - Epoch [132][450/450] lr: 3.850e-03, eta: 6:16:54, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0685, decode.acc_seg: 97.3227, aux.loss_ce: 0.0469, aux.acc_seg: 95.6574, loss: 0.1155
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1206s, ETA: 0s
2021-11-27 11:44:54,544 - mmseg - INFO - per class results:
2021-11-27 11:44:54,546 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 35.13 | 45.93 |
| Buildings | 41.48 | 57.42 |
| Low vegetation | 10.08 | 11.32 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.56 | 54.67 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 11:44:54,546 - mmseg - INFO - Summary:
2021-11-27 11:44:54,547 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 36.53 | 14.87 | 28.22 |
+-------+-------+-------+
2021-11-27 11:44:54,549 - mmseg - INFO - Epoch(val) [132][255] aAcc: 0.3653, mIoU: 0.1487, mAcc: 0.2822, IoU.Impervious surface: 0.3513, IoU.Buildings: 0.4148, IoU.Low vegetation: 0.1008, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0256, IoU.Background: nan, Acc.Impervious surface: 0.4593, Acc.Buildings: 0.5742, Acc.Low vegetation: 0.1132, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.5467, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:46:25,339 - mmseg - INFO - Epoch [133][90/450] lr: 3.840e-03, eta: 6:16:00, time: 1.008, data_time: 0.338, memory: 7603, decode.loss_ce: 0.0710, decode.acc_seg: 97.2563, aux.loss_ce: 0.0474, aux.acc_seg: 95.6480, loss: 0.1184
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:47:27,512 - mmseg - INFO - Epoch [133][180/450] lr: 3.830e-03, eta: 6:14:51, time: 0.691, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0692, decode.acc_seg: 97.3065, aux.loss_ce: 0.0461, aux.acc_seg: 95.7109, loss: 0.1154
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:48:30,461 - mmseg - INFO - Epoch [133][270/450] lr: 3.820e-03, eta: 6:13:43, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0651, decode.acc_seg: 97.4699, aux.loss_ce: 0.0443, aux.acc_seg: 95.9067, loss: 0.1094
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:49:33,223 - mmseg - INFO - Epoch [133][360/450] lr: 3.810e-03, eta: 6:12:35, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0672, decode.acc_seg: 97.3952, aux.loss_ce: 0.0445, aux.acc_seg: 95.8577, loss: 0.1117
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 11:50:36,015 - mmseg - INFO - Epoch [133][450/450] lr: 3.800e-03, eta: 6:11:26, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0652, decode.acc_seg: 97.4597, aux.loss_ce: 0.0439, aux.acc_seg: 95.9422, loss: 0.1091
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1166s, ETA: 0s
2021-11-27 12:10:01,875 - mmseg - INFO - per class results:
2021-11-27 12:10:01,877 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 19.05 | 24.41 |
| Buildings | 17.35 | 20.16 |
| Low vegetation | 16.66 | 26.62 |
| Trees | 4.07 | 4.96 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.45 | 61.32 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 12:10:01,878 - mmseg - INFO - Summary:
2021-11-27 12:10:01,879 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 21.31 | 9.94 | 22.92 |
+-------+------+-------+
2021-11-27 12:10:01,880 - mmseg - INFO - Epoch(val) [133][255] aAcc: 0.2131, mIoU: 0.0994, mAcc: 0.2292, IoU.Impervious surface: 0.1905, IoU.Buildings: 0.1735, IoU.Low vegetation: 0.1666, IoU.Trees: 0.0407, IoU.Cars: 0.0005, IoU.Clutter: 0.0245, IoU.Background: nan, Acc.Impervious surface: 0.2441, Acc.Buildings: 0.2016, Acc.Low vegetation: 0.2662, Acc.Trees: 0.0496, Acc.Cars: 0.0005, Acc.Clutter: 0.6132, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:12:52,996 - mmseg - INFO - Epoch [134][90/450] lr: 3.790e-03, eta: 6:11:12, time: 1.900, data_time: 1.237, memory: 7603, decode.loss_ce: 0.0630, decode.acc_seg: 97.5385, aux.loss_ce: 0.0424, aux.acc_seg: 96.0614, loss: 0.1054
2021-11-27 12:13:33,743 - mmseg - INFO - Saving checkpoint at 60000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:13:55,323 - mmseg - INFO - Epoch [134][180/450] lr: 3.780e-03, eta: 6:10:03, time: 0.693, data_time: 0.005, memory: 7603, decode.loss_ce: 0.0671, decode.acc_seg: 97.3764, aux.loss_ce: 0.0460, aux.acc_seg: 95.7128, loss: 0.1131
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:14:57,803 - mmseg - INFO - Epoch [134][270/450] lr: 3.770e-03, eta: 6:08:54, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0644, decode.acc_seg: 97.5041, aux.loss_ce: 0.0438, aux.acc_seg: 95.9521, loss: 0.1082
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:16:00,527 - mmseg - INFO - Epoch [134][360/450] lr: 3.760e-03, eta: 6:07:46, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0654, decode.acc_seg: 97.4530, aux.loss_ce: 0.0446, aux.acc_seg: 95.8440, loss: 0.1099
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:18:15,414 - mmseg - INFO - Epoch [134][450/450] lr: 3.750e-03, eta: 6:07:13, time: 1.499, data_time: 0.822, memory: 7603, decode.loss_ce: 0.0626, decode.acc_seg: 97.5418, aux.loss_ce: 0.0423, aux.acc_seg: 96.0535, loss: 0.1049
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1149s, ETA: 0s
2021-11-27 12:37:25,019 - mmseg - INFO - per class results:
2021-11-27 12:37:25,021 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.3 | 20.47 |
| Buildings | 9.97 | 11.05 |
| Low vegetation | 10.55 | 12.08 |
| Trees | 4.05 | 4.17 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.94 | 84.34 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 12:37:25,021 - mmseg - INFO - Summary:
2021-11-27 12:37:25,022 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.52 | 7.64 | 22.03 |
+-------+------+-------+
2021-11-27 12:37:25,024 - mmseg - INFO - Epoch(val) [134][255] aAcc: 0.1452, mIoU: 0.0764, mAcc: 0.2203, IoU.Impervious surface: 0.1830, IoU.Buildings: 0.0997, IoU.Low vegetation: 0.1055, IoU.Trees: 0.0405, IoU.Cars: 0.0005, IoU.Clutter: 0.0294, IoU.Background: nan, Acc.Impervious surface: 0.2047, Acc.Buildings: 0.1105, Acc.Low vegetation: 0.1208, Acc.Trees: 0.0417, Acc.Cars: 0.0005, Acc.Clutter: 0.8434, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:39:24,499 - mmseg - INFO - Epoch [135][90/450] lr: 3.740e-03, eta: 6:06:32, time: 1.327, data_time: 0.665, memory: 7603, decode.loss_ce: 0.0624, decode.acc_seg: 97.5662, aux.loss_ce: 0.0417, aux.acc_seg: 96.0958, loss: 0.1042
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:40:26,353 - mmseg - INFO - Epoch [135][180/450] lr: 3.730e-03, eta: 6:05:22, time: 0.687, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0637, decode.acc_seg: 97.4986, aux.loss_ce: 0.0427, aux.acc_seg: 96.0112, loss: 0.1065
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:41:28,987 - mmseg - INFO - Epoch [135][270/450] lr: 3.720e-03, eta: 6:04:14, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0624, decode.acc_seg: 97.5567, aux.loss_ce: 0.0417, aux.acc_seg: 96.1286, loss: 0.1041
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:42:31,696 - mmseg - INFO - Epoch [135][360/450] lr: 3.710e-03, eta: 6:03:05, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0599, decode.acc_seg: 97.6458, aux.loss_ce: 0.0397, aux.acc_seg: 96.2852, loss: 0.0996
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 12:43:34,916 - mmseg - INFO - Epoch [135][450/450] lr: 3.700e-03, eta: 6:01:56, time: 0.702, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0949, decode.acc_seg: 96.4367, aux.loss_ce: 0.0641, aux.acc_seg: 94.1860, loss: 0.1590
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1112s, ETA: 0s
2021-11-27 13:02:07,110 - mmseg - INFO - per class results:
2021-11-27 13:02:07,111 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 1.81 | 1.81 |
| Buildings | 2.24 | 2.37 |
| Low vegetation | 0.11 | 0.11 |
| Trees | 0.0 | 0.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.47 | 99.14 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-27 13:02:07,112 - mmseg - INFO - Summary:
2021-11-27 13:02:07,113 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 3.03 | 1.27 | 17.24 |
+------+------+-------+
2021-11-27 13:02:07,114 - mmseg - INFO - Epoch(val) [135][255] aAcc: 0.0303, mIoU: 0.0127, mAcc: 0.1724, IoU.Impervious surface: 0.0181, IoU.Buildings: 0.0224, IoU.Low vegetation: 0.0011, IoU.Trees: 0.0000, IoU.Cars: 0.0000, IoU.Clutter: 0.0347, IoU.Background: nan, Acc.Impervious surface: 0.0181, Acc.Buildings: 0.0237, Acc.Low vegetation: 0.0011, Acc.Trees: 0.0000, Acc.Cars: 0.0000, Acc.Clutter: 0.9914, Acc.Background: nan
2021-11-27 13:03:06,311 - mmseg - INFO - Saving checkpoint at 60800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:03:34,753 - mmseg - INFO - Epoch [136][90/450] lr: 3.690e-03, eta: 6:00:59, time: 0.973, data_time: 0.295, memory: 7603, decode.loss_ce: 0.0701, decode.acc_seg: 97.2510, aux.loss_ce: 0.0478, aux.acc_seg: 95.5557, loss: 0.1179
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:04:37,145 - mmseg - INFO - Epoch [136][180/450] lr: 3.680e-03, eta: 5:59:50, time: 0.693, data_time: 0.005, memory: 7603, decode.loss_ce: 0.1182, decode.acc_seg: 95.7151, aux.loss_ce: 0.0753, aux.acc_seg: 93.2368, loss: 0.1936
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:05:39,847 - mmseg - INFO - Epoch [136][270/450] lr: 3.670e-03, eta: 5:58:42, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0943, decode.acc_seg: 96.4310, aux.loss_ce: 0.0655, aux.acc_seg: 94.0368, loss: 0.1598
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:06:42,551 - mmseg - INFO - Epoch [136][360/450] lr: 3.660e-03, eta: 5:57:33, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0732, decode.acc_seg: 97.1510, aux.loss_ce: 0.0496, aux.acc_seg: 95.4221, loss: 0.1229
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:07:45,837 - mmseg - INFO - Epoch [136][450/450] lr: 3.650e-03, eta: 5:56:24, time: 0.703, data_time: 0.011, memory: 7603, decode.loss_ce: 0.0769, decode.acc_seg: 97.0332, aux.loss_ce: 0.0569, aux.acc_seg: 94.8295, loss: 0.1338
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1145s, ETA: 0s
2021-11-27 13:26:50,896 - mmseg - INFO - per class results:
2021-11-27 13:26:50,898 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.35 | 3.35 |
| Buildings | 20.99 | 27.68 |
| Low vegetation | 11.11 | 12.65 |
| Trees | 12.36 | 34.12 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.39 | 39.6 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 13:26:50,899 - mmseg - INFO - Summary:
2021-11-27 13:26:50,903 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 17.13 | 8.2 | 19.57 |
+-------+------+-------+
2021-11-27 13:26:50,905 - mmseg - INFO - Epoch(val) [136][255] aAcc: 0.1713, mIoU: 0.0820, mAcc: 0.1957, IoU.Impervious surface: 0.0335, IoU.Buildings: 0.2099, IoU.Low vegetation: 0.1111, IoU.Trees: 0.1236, IoU.Cars: 0.0000, IoU.Clutter: 0.0139, IoU.Background: nan, Acc.Impervious surface: 0.0335, Acc.Buildings: 0.2768, Acc.Low vegetation: 0.1265, Acc.Trees: 0.3412, Acc.Cars: 0.0000, Acc.Clutter: 0.3960, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:29:01,927 - mmseg - INFO - Epoch [137][90/450] lr: 3.640e-03, eta: 5:55:47, time: 1.455, data_time: 0.789, memory: 7603, decode.loss_ce: 0.0740, decode.acc_seg: 97.1498, aux.loss_ce: 0.0505, aux.acc_seg: 95.3448, loss: 0.1245
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:30:03,523 - mmseg - INFO - Epoch [137][180/450] lr: 3.630e-03, eta: 5:54:38, time: 0.684, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0816, decode.acc_seg: 96.8869, aux.loss_ce: 0.0551, aux.acc_seg: 94.9587, loss: 0.1367
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:31:06,544 - mmseg - INFO - Epoch [137][270/450] lr: 3.620e-03, eta: 5:53:29, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0732, decode.acc_seg: 97.1578, aux.loss_ce: 0.0504, aux.acc_seg: 95.3477, loss: 0.1235
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:32:09,202 - mmseg - INFO - Epoch [137][360/450] lr: 3.610e-03, eta: 5:52:20, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0736, decode.acc_seg: 97.1471, aux.loss_ce: 0.0500, aux.acc_seg: 95.3809, loss: 0.1236
2021-11-27 13:32:37,058 - mmseg - INFO - Saving checkpoint at 61600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:33:12,805 - mmseg - INFO - Epoch [137][450/450] lr: 3.600e-03, eta: 5:51:12, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0686, decode.acc_seg: 97.3419, aux.loss_ce: 0.0515, aux.acc_seg: 95.2955, loss: 0.1201
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1160s, ETA: 0s
2021-11-27 13:52:33,408 - mmseg - INFO - per class results:
2021-11-27 13:52:33,410 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.48 | 12.12 |
| Buildings | 16.36 | 21.46 |
| Low vegetation | 22.9 | 30.39 |
| Trees | 9.77 | 13.79 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.41 | 59.59 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 13:52:33,410 - mmseg - INFO - Summary:
2021-11-27 13:52:33,411 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 19.45 | 10.32 | 22.89 |
+-------+-------+-------+
2021-11-27 13:52:33,413 - mmseg - INFO - Epoch(val) [137][255] aAcc: 0.1945, mIoU: 0.1032, mAcc: 0.2289, IoU.Impervious surface: 0.1048, IoU.Buildings: 0.1636, IoU.Low vegetation: 0.2290, IoU.Trees: 0.0977, IoU.Cars: 0.0000, IoU.Clutter: 0.0241, IoU.Background: nan, Acc.Impervious surface: 0.1212, Acc.Buildings: 0.2146, Acc.Low vegetation: 0.3039, Acc.Trees: 0.1379, Acc.Cars: 0.0000, Acc.Clutter: 0.5959, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:54:14,871 - mmseg - INFO - Epoch [138][90/450] lr: 3.590e-03, eta: 5:50:21, time: 1.126, data_time: 0.467, memory: 7603, decode.loss_ce: 0.0638, decode.acc_seg: 97.5161, aux.loss_ce: 0.0454, aux.acc_seg: 95.8271, loss: 0.1093
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:55:17,701 - mmseg - INFO - Epoch [138][180/450] lr: 3.580e-03, eta: 5:49:12, time: 0.698, data_time: 0.013, memory: 7603, decode.loss_ce: 0.0681, decode.acc_seg: 97.3623, aux.loss_ce: 0.0472, aux.acc_seg: 95.6471, loss: 0.1153
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:56:20,323 - mmseg - INFO - Epoch [138][270/450] lr: 3.570e-03, eta: 5:48:03, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0644, decode.acc_seg: 97.4889, aux.loss_ce: 0.0431, aux.acc_seg: 96.0257, loss: 0.1076
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:57:22,965 - mmseg - INFO - Epoch [138][360/450] lr: 3.560e-03, eta: 5:46:54, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0815, decode.acc_seg: 96.8338, aux.loss_ce: 0.0611, aux.acc_seg: 94.4754, loss: 0.1426
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 13:58:25,985 - mmseg - INFO - Epoch [138][450/450] lr: 3.550e-03, eta: 5:45:46, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0752, decode.acc_seg: 97.1157, aux.loss_ce: 0.0508, aux.acc_seg: 95.3422, loss: 0.1259
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1128s, ETA: 0s
2021-11-27 14:17:13,732 - mmseg - INFO - per class results:
2021-11-27 14:17:13,734 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 7.24 | 7.45 |
| Buildings | 12.32 | 14.88 |
| Low vegetation | 4.91 | 5.14 |
| Trees | 0.47 | 0.48 |
| Cars | 0.0 | 0.0 |
| Clutter | 3.04 | 87.23 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 14:17:13,734 - mmseg - INFO - Summary:
2021-11-27 14:17:13,735 - mmseg - INFO -
+------+------+------+
| aAcc | mIoU | mAcc |
+------+------+------+
| 9.73 | 4.67 | 19.2 |
+------+------+------+
2021-11-27 14:17:13,736 - mmseg - INFO - Epoch(val) [138][255] aAcc: 0.0973, mIoU: 0.0467, mAcc: 0.1920, IoU.Impervious surface: 0.0724, IoU.Buildings: 0.1232, IoU.Low vegetation: 0.0491, IoU.Trees: 0.0047, IoU.Cars: 0.0000, IoU.Clutter: 0.0304, IoU.Background: nan, Acc.Impervious surface: 0.0745, Acc.Buildings: 0.1488, Acc.Low vegetation: 0.0514, Acc.Trees: 0.0048, Acc.Cars: 0.0000, Acc.Clutter: 0.8723, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:18:40,982 - mmseg - INFO - Epoch [139][90/450] lr: 3.540e-03, eta: 5:44:48, time: 0.968, data_time: 0.295, memory: 7603, decode.loss_ce: 0.0711, decode.acc_seg: 97.2352, aux.loss_ce: 0.0482, aux.acc_seg: 95.5404, loss: 0.1193
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:19:43,109 - mmseg - INFO - Epoch [139][180/450] lr: 3.530e-03, eta: 5:43:39, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0708, decode.acc_seg: 97.2329, aux.loss_ce: 0.0477, aux.acc_seg: 95.5814, loss: 0.1186
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:20:46,121 - mmseg - INFO - Epoch [139][270/450] lr: 3.520e-03, eta: 5:42:30, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0674, decode.acc_seg: 97.3791, aux.loss_ce: 0.0465, aux.acc_seg: 95.6824, loss: 0.1139
2021-11-27 14:21:06,863 - mmseg - INFO - Saving checkpoint at 62400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:21:49,793 - mmseg - INFO - Epoch [139][360/450] lr: 3.510e-03, eta: 5:41:22, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1164, decode.acc_seg: 95.9273, aux.loss_ce: 0.0758, aux.acc_seg: 93.4568, loss: 0.1921
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:22:52,596 - mmseg - INFO - Epoch [139][450/450] lr: 3.500e-03, eta: 5:40:13, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1316, decode.acc_seg: 95.0704, aux.loss_ce: 0.0841, aux.acc_seg: 92.3634, loss: 0.2157
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1215s, ETA: 0s
2021-11-27 14:43:07,264 - mmseg - INFO - per class results:
2021-11-27 14:43:07,266 - mmseg - INFO -
+--------------------+------+-------+
| Class | IoU | Acc |
+--------------------+------+-------+
| Impervious surface | 5.04 | 6.53 |
| Buildings | 6.01 | 6.66 |
| Low vegetation | 6.67 | 6.97 |
| Trees | 0.08 | 0.08 |
| Cars | 0.05 | 0.05 |
| Clutter | 3.45 | 93.01 |
| Background | nan | nan |
+--------------------+------+-------+
2021-11-27 14:43:07,266 - mmseg - INFO - Summary:
2021-11-27 14:43:07,267 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 7.21 | 3.55 | 18.89 |
+------+------+-------+
2021-11-27 14:43:07,269 - mmseg - INFO - Epoch(val) [139][255] aAcc: 0.0721, mIoU: 0.0355, mAcc: 0.1889, IoU.Impervious surface: 0.0504, IoU.Buildings: 0.0601, IoU.Low vegetation: 0.0667, IoU.Trees: 0.0008, IoU.Cars: 0.0005, IoU.Clutter: 0.0345, IoU.Background: nan, Acc.Impervious surface: 0.0653, Acc.Buildings: 0.0666, Acc.Low vegetation: 0.0697, Acc.Trees: 0.0008, Acc.Cars: 0.0005, Acc.Clutter: 0.9301, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:45:52,199 - mmseg - INFO - Epoch [140][90/450] lr: 3.490e-03, eta: 5:39:49, time: 1.832, data_time: 1.160, memory: 7603, decode.loss_ce: 0.0831, decode.acc_seg: 96.8240, aux.loss_ce: 0.0553, aux.acc_seg: 94.9680, loss: 0.1384
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:46:54,117 - mmseg - INFO - Epoch [140][180/450] lr: 3.480e-03, eta: 5:38:39, time: 0.688, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0733, decode.acc_seg: 97.1696, aux.loss_ce: 0.0494, aux.acc_seg: 95.4333, loss: 0.1227
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:47:56,843 - mmseg - INFO - Epoch [140][270/450] lr: 3.470e-03, eta: 5:37:30, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0758, decode.acc_seg: 97.0605, aux.loss_ce: 0.0547, aux.acc_seg: 95.0171, loss: 0.1305
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:48:59,269 - mmseg - INFO - Epoch [140][360/450] lr: 3.460e-03, eta: 5:36:21, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0678, decode.acc_seg: 97.3791, aux.loss_ce: 0.0461, aux.acc_seg: 95.7279, loss: 0.1139
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 14:50:02,090 - mmseg - INFO - Epoch [140][450/450] lr: 3.450e-03, eta: 5:35:12, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0695, decode.acc_seg: 97.3331, aux.loss_ce: 0.0491, aux.acc_seg: 95.5567, loss: 0.1186
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1164s, ETA: 0s
2021-11-27 15:09:26,120 - mmseg - INFO - per class results:
2021-11-27 15:09:26,121 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 26.44 | 35.67 |
| Buildings | 15.04 | 18.05 |
| Low vegetation | 9.35 | 10.25 |
| Trees | 9.04 | 14.46 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.83 | 66.81 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 15:09:26,122 - mmseg - INFO - Summary:
2021-11-27 15:09:26,123 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 22.28 | 10.45 | 24.21 |
+-------+-------+-------+
2021-11-27 15:09:26,125 - mmseg - INFO - Epoch(val) [140][255] aAcc: 0.2228, mIoU: 0.1045, mAcc: 0.2421, IoU.Impervious surface: 0.2644, IoU.Buildings: 0.1504, IoU.Low vegetation: 0.0935, IoU.Trees: 0.0904, IoU.Cars: 0.0000, IoU.Clutter: 0.0283, IoU.Background: nan, Acc.Impervious surface: 0.3567, Acc.Buildings: 0.1805, Acc.Low vegetation: 0.1025, Acc.Trees: 0.1446, Acc.Cars: 0.0000, Acc.Clutter: 0.6681, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:11:09,454 - mmseg - INFO - Epoch [141][90/450] lr: 3.440e-03, eta: 5:34:21, time: 1.147, data_time: 0.482, memory: 7603, decode.loss_ce: 0.0726, decode.acc_seg: 97.1724, aux.loss_ce: 0.0526, aux.acc_seg: 95.1668, loss: 0.1252
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:12:11,495 - mmseg - INFO - Epoch [141][180/450] lr: 3.430e-03, eta: 5:33:12, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0676, decode.acc_seg: 97.3793, aux.loss_ce: 0.0467, aux.acc_seg: 95.6986, loss: 0.1143
2021-11-27 15:12:25,119 - mmseg - INFO - Saving checkpoint at 63200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:13:14,896 - mmseg - INFO - Epoch [141][270/450] lr: 3.420e-03, eta: 5:32:03, time: 0.704, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0657, decode.acc_seg: 97.4526, aux.loss_ce: 0.0445, aux.acc_seg: 95.8879, loss: 0.1102
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:14:17,589 - mmseg - INFO - Epoch [141][360/450] lr: 3.410e-03, eta: 5:30:54, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0674, decode.acc_seg: 97.3863, aux.loss_ce: 0.0451, aux.acc_seg: 95.8293, loss: 0.1124
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:15:20,507 - mmseg - INFO - Epoch [141][450/450] lr: 3.400e-03, eta: 5:29:45, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0692, decode.acc_seg: 97.3603, aux.loss_ce: 0.0459, aux.acc_seg: 95.8036, loss: 0.1151
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1167s, ETA: 0s
2021-11-27 15:34:48,111 - mmseg - INFO - per class results:
2021-11-27 15:34:48,116 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.18 | 18.3 |
| Buildings | 22.57 | 34.02 |
| Low vegetation | 14.61 | 17.65 |
| Trees | 7.24 | 11.03 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.33 | 57.85 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 15:34:48,117 - mmseg - INFO - Summary:
2021-11-27 15:34:48,118 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 22.61 | 10.32 | 23.14 |
+-------+-------+-------+
2021-11-27 15:34:48,120 - mmseg - INFO - Epoch(val) [141][255] aAcc: 0.2261, mIoU: 0.1032, mAcc: 0.2314, IoU.Impervious surface: 0.1518, IoU.Buildings: 0.2257, IoU.Low vegetation: 0.1461, IoU.Trees: 0.0724, IoU.Cars: 0.0000, IoU.Clutter: 0.0233, IoU.Background: nan, Acc.Impervious surface: 0.1830, Acc.Buildings: 0.3402, Acc.Low vegetation: 0.1765, Acc.Trees: 0.1103, Acc.Cars: 0.0000, Acc.Clutter: 0.5785, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:37:01,833 - mmseg - INFO - Epoch [142][90/450] lr: 3.390e-03, eta: 5:29:06, time: 1.485, data_time: 0.811, memory: 7603, decode.loss_ce: 0.0628, decode.acc_seg: 97.5559, aux.loss_ce: 0.0433, aux.acc_seg: 95.9809, loss: 0.1061
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:38:03,848 - mmseg - INFO - Epoch [142][180/450] lr: 3.380e-03, eta: 5:27:57, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0629, decode.acc_seg: 97.5556, aux.loss_ce: 0.0433, aux.acc_seg: 95.9625, loss: 0.1062
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:39:06,331 - mmseg - INFO - Epoch [142][270/450] lr: 3.370e-03, eta: 5:26:48, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0662, decode.acc_seg: 97.4269, aux.loss_ce: 0.0437, aux.acc_seg: 95.9439, loss: 0.1099
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:40:08,718 - mmseg - INFO - Epoch [142][360/450] lr: 3.360e-03, eta: 5:25:38, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0628, decode.acc_seg: 97.5551, aux.loss_ce: 0.0437, aux.acc_seg: 95.9803, loss: 0.1065
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 15:41:11,718 - mmseg - INFO - Epoch [142][450/450] lr: 3.349e-03, eta: 5:24:30, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0628, decode.acc_seg: 97.5503, aux.loss_ce: 0.0420, aux.acc_seg: 96.1101, loss: 0.1048
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1175s, ETA: 0s
2021-11-27 16:00:47,214 - mmseg - INFO - per class results:
2021-11-27 16:00:47,216 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.61 | 16.71 |
| Buildings | 32.4 | 48.06 |
| Low vegetation | 15.56 | 18.8 |
| Trees | 10.8 | 18.21 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.95 | 46.75 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 16:00:47,217 - mmseg - INFO - Summary:
2021-11-27 16:00:47,218 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 27.47 | 12.72 | 24.76 |
+-------+-------+-------+
2021-11-27 16:00:47,219 - mmseg - INFO - Epoch(val) [142][255] aAcc: 0.2747, mIoU: 0.1272, mAcc: 0.2476, IoU.Impervious surface: 0.1561, IoU.Buildings: 0.3240, IoU.Low vegetation: 0.1556, IoU.Trees: 0.1080, IoU.Cars: 0.0000, IoU.Clutter: 0.0195, IoU.Background: nan, Acc.Impervious surface: 0.1671, Acc.Buildings: 0.4806, Acc.Low vegetation: 0.1880, Acc.Trees: 0.1821, Acc.Cars: 0.0000, Acc.Clutter: 0.4675, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:02:24,017 - mmseg - INFO - Epoch [143][90/450] lr: 3.339e-03, eta: 5:23:34, time: 1.075, data_time: 0.411, memory: 7603, decode.loss_ce: 0.0593, decode.acc_seg: 97.6840, aux.loss_ce: 0.0416, aux.acc_seg: 96.1178, loss: 0.1009
2021-11-27 16:02:30,679 - mmseg - INFO - Saving checkpoint at 64000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:03:26,656 - mmseg - INFO - Epoch [143][180/450] lr: 3.329e-03, eta: 5:22:25, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0598, decode.acc_seg: 97.6670, aux.loss_ce: 0.0404, aux.acc_seg: 96.2364, loss: 0.1002
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:04:29,192 - mmseg - INFO - Epoch [143][270/450] lr: 3.319e-03, eta: 5:21:16, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0602, decode.acc_seg: 97.6451, aux.loss_ce: 0.0412, aux.acc_seg: 96.1516, loss: 0.1014
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:05:33,856 - mmseg - INFO - Epoch [143][360/450] lr: 3.309e-03, eta: 5:20:08, time: 0.719, data_time: 0.032, memory: 7603, decode.loss_ce: 0.0612, decode.acc_seg: 97.5925, aux.loss_ce: 0.0412, aux.acc_seg: 96.1707, loss: 0.1024
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:06:36,741 - mmseg - INFO - Epoch [143][450/450] lr: 3.299e-03, eta: 5:18:59, time: 0.699, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0596, decode.acc_seg: 97.6680, aux.loss_ce: 0.0403, aux.acc_seg: 96.2130, loss: 0.0999
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1199s, ETA: 0s
2021-11-27 16:26:35,798 - mmseg - INFO - per class results:
2021-11-27 16:26:35,799 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 21.16 | 27.77 |
| Buildings | 45.01 | 65.59 |
| Low vegetation | 14.05 | 16.72 |
| Trees | 8.77 | 10.79 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.46 | 40.34 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 16:26:35,800 - mmseg - INFO - Summary:
2021-11-27 16:26:35,801 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 35.3 | 15.24 | 26.87 |
+------+-------+-------+
2021-11-27 16:26:35,802 - mmseg - INFO - Epoch(val) [143][255] aAcc: 0.3530, mIoU: 0.1524, mAcc: 0.2687, IoU.Impervious surface: 0.2116, IoU.Buildings: 0.4501, IoU.Low vegetation: 0.1405, IoU.Trees: 0.0877, IoU.Cars: 0.0000, IoU.Clutter: 0.0246, IoU.Background: nan, Acc.Impervious surface: 0.2777, Acc.Buildings: 0.6559, Acc.Low vegetation: 0.1672, Acc.Trees: 0.1079, Acc.Cars: 0.0000, Acc.Clutter: 0.4034, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:27:58,154 - mmseg - INFO - Epoch [144][90/450] lr: 3.289e-03, eta: 5:17:58, time: 0.914, data_time: 0.239, memory: 7603, decode.loss_ce: 0.0627, decode.acc_seg: 97.5791, aux.loss_ce: 0.0439, aux.acc_seg: 95.9188, loss: 0.1066
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:29:00,246 - mmseg - INFO - Epoch [144][180/450] lr: 3.279e-03, eta: 5:16:49, time: 0.690, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0607, decode.acc_seg: 97.6229, aux.loss_ce: 0.0423, aux.acc_seg: 96.0907, loss: 0.1030
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:30:02,720 - mmseg - INFO - Epoch [144][270/450] lr: 3.269e-03, eta: 5:15:40, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0593, decode.acc_seg: 97.6955, aux.loss_ce: 0.0411, aux.acc_seg: 96.1883, loss: 0.1004
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:31:05,538 - mmseg - INFO - Epoch [144][360/450] lr: 3.259e-03, eta: 5:14:31, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0589, decode.acc_seg: 97.6933, aux.loss_ce: 0.0403, aux.acc_seg: 96.2394, loss: 0.0991
2021-11-27 16:32:08,188 - mmseg - INFO - Saving checkpoint at 64800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:32:09,105 - mmseg - INFO - Epoch [144][450/450] lr: 3.248e-03, eta: 5:13:23, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0653, decode.acc_seg: 97.4743, aux.loss_ce: 0.0461, aux.acc_seg: 95.7435, loss: 0.1114
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1199s, ETA: 0s
2021-11-27 16:52:08,059 - mmseg - INFO - per class results:
2021-11-27 16:52:08,061 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.9 | 13.43 |
| Buildings | 51.56 | 80.71 |
| Low vegetation | 6.77 | 7.22 |
| Trees | 11.29 | 14.56 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.65 | 16.25 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 16:52:08,062 - mmseg - INFO - Summary:
2021-11-27 16:52:08,063 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 33.6 | 14.03 | 22.03 |
+------+-------+-------+
2021-11-27 16:52:08,064 - mmseg - INFO - Epoch(val) [144][255] aAcc: 0.3360, mIoU: 0.1403, mAcc: 0.2203, IoU.Impervious surface: 0.1290, IoU.Buildings: 0.5156, IoU.Low vegetation: 0.0677, IoU.Trees: 0.1129, IoU.Cars: 0.0000, IoU.Clutter: 0.0165, IoU.Background: nan, Acc.Impervious surface: 0.1343, Acc.Buildings: 0.8071, Acc.Low vegetation: 0.0722, Acc.Trees: 0.1456, Acc.Cars: 0.0000, Acc.Clutter: 0.1625, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:54:26,604 - mmseg - INFO - Epoch [145][90/450] lr: 3.238e-03, eta: 5:12:43, time: 1.538, data_time: 0.865, memory: 7603, decode.loss_ce: 0.0633, decode.acc_seg: 97.5398, aux.loss_ce: 0.0428, aux.acc_seg: 96.0427, loss: 0.1061
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:55:28,362 - mmseg - INFO - Epoch [145][180/450] lr: 3.228e-03, eta: 5:11:34, time: 0.686, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0601, decode.acc_seg: 97.6626, aux.loss_ce: 0.0418, aux.acc_seg: 96.1500, loss: 0.1019
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:56:31,172 - mmseg - INFO - Epoch [145][270/450] lr: 3.218e-03, eta: 5:10:25, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0799, decode.acc_seg: 96.9240, aux.loss_ce: 0.0597, aux.acc_seg: 94.6268, loss: 0.1396
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:57:33,701 - mmseg - INFO - Epoch [145][360/450] lr: 3.208e-03, eta: 5:09:16, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0839, decode.acc_seg: 96.7816, aux.loss_ce: 0.0580, aux.acc_seg: 94.6523, loss: 0.1419
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 16:58:48,391 - mmseg - INFO - Epoch [145][450/450] lr: 3.198e-03, eta: 5:08:11, time: 0.830, data_time: 0.144, memory: 7603, decode.loss_ce: 0.0679, decode.acc_seg: 97.3605, aux.loss_ce: 0.0468, aux.acc_seg: 95.6872, loss: 0.1146
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1179s, ETA: 0s
2021-11-27 17:18:27,672 - mmseg - INFO - per class results:
2021-11-27 17:18:27,673 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 11.49 | 12.19 |
| Buildings | 30.64 | 50.24 |
| Low vegetation | 10.03 | 11.08 |
| Trees | 11.2 | 31.11 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.55 | 23.44 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 17:18:27,673 - mmseg - INFO - Summary:
2021-11-27 17:18:27,674 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 26.29 | 10.82 | 21.34 |
+-------+-------+-------+
2021-11-27 17:18:27,676 - mmseg - INFO - Epoch(val) [145][255] aAcc: 0.2629, mIoU: 0.1082, mAcc: 0.2134, IoU.Impervious surface: 0.1149, IoU.Buildings: 0.3064, IoU.Low vegetation: 0.1003, IoU.Trees: 0.1120, IoU.Cars: 0.0000, IoU.Clutter: 0.0155, IoU.Background: nan, Acc.Impervious surface: 0.1219, Acc.Buildings: 0.5024, Acc.Low vegetation: 0.1108, Acc.Trees: 0.3111, Acc.Cars: 0.0000, Acc.Clutter: 0.2344, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:20:06,758 - mmseg - INFO - Epoch [146][90/450] lr: 3.188e-03, eta: 5:07:16, time: 1.100, data_time: 0.440, memory: 7603, decode.loss_ce: 0.0635, decode.acc_seg: 97.5405, aux.loss_ce: 0.0441, aux.acc_seg: 95.8833, loss: 0.1076
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:21:34,263 - mmseg - INFO - Epoch [146][180/450] lr: 3.177e-03, eta: 5:06:16, time: 0.972, data_time: 0.306, memory: 7603, decode.loss_ce: 0.0620, decode.acc_seg: 97.5849, aux.loss_ce: 0.0438, aux.acc_seg: 95.9700, loss: 0.1057
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:22:40,780 - mmseg - INFO - Epoch [146][270/450] lr: 3.167e-03, eta: 5:05:09, time: 0.739, data_time: 0.059, memory: 7603, decode.loss_ce: 0.0634, decode.acc_seg: 97.5575, aux.loss_ce: 0.0440, aux.acc_seg: 95.9652, loss: 0.1073
2021-11-27 17:23:41,263 - mmseg - INFO - Saving checkpoint at 65600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:23:53,871 - mmseg - INFO - Epoch [146][360/450] lr: 3.157e-03, eta: 5:04:04, time: 0.812, data_time: 0.120, memory: 7603, decode.loss_ce: 0.0630, decode.acc_seg: 97.5368, aux.loss_ce: 0.0434, aux.acc_seg: 95.9734, loss: 0.1064
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:24:58,977 - mmseg - INFO - Epoch [146][450/450] lr: 3.147e-03, eta: 5:02:55, time: 0.723, data_time: 0.043, memory: 7603, decode.loss_ce: 0.0614, decode.acc_seg: 97.5990, aux.loss_ce: 0.0423, aux.acc_seg: 96.0894, loss: 0.1037
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1162s, ETA: 0s
2021-11-27 17:44:21,085 - mmseg - INFO - per class results:
2021-11-27 17:44:21,087 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.42 | 9.97 |
| Buildings | 7.13 | 9.19 |
| Low vegetation | 23.36 | 31.8 |
| Trees | 7.77 | 12.34 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.57 | 66.86 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 17:44:21,088 - mmseg - INFO - Summary:
2021-11-27 17:44:21,089 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 15.06 | 8.38 | 21.69 |
+-------+------+-------+
2021-11-27 17:44:21,091 - mmseg - INFO - Epoch(val) [146][255] aAcc: 0.1506, mIoU: 0.0838, mAcc: 0.2169, IoU.Impervious surface: 0.0942, IoU.Buildings: 0.0713, IoU.Low vegetation: 0.2336, IoU.Trees: 0.0777, IoU.Cars: 0.0000, IoU.Clutter: 0.0257, IoU.Background: nan, Acc.Impervious surface: 0.0997, Acc.Buildings: 0.0919, Acc.Low vegetation: 0.3180, Acc.Trees: 0.1234, Acc.Cars: 0.0000, Acc.Clutter: 0.6686, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:46:51,481 - mmseg - INFO - Epoch [147][90/450] lr: 3.137e-03, eta: 5:02:19, time: 1.669, data_time: 0.998, memory: 7603, decode.loss_ce: 0.0593, decode.acc_seg: 97.6813, aux.loss_ce: 0.0408, aux.acc_seg: 96.2029, loss: 0.1001
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:47:53,486 - mmseg - INFO - Epoch [147][180/450] lr: 3.127e-03, eta: 5:01:09, time: 0.689, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1533, decode.acc_seg: 94.4285, aux.loss_ce: 0.0988, aux.acc_seg: 91.2942, loss: 0.2521
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:48:56,075 - mmseg - INFO - Epoch [147][270/450] lr: 3.117e-03, eta: 5:00:00, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.1355, decode.acc_seg: 95.0275, aux.loss_ce: 0.0863, aux.acc_seg: 92.2066, loss: 0.2217
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:49:58,669 - mmseg - INFO - Epoch [147][360/450] lr: 3.106e-03, eta: 4:58:51, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0904, decode.acc_seg: 96.5470, aux.loss_ce: 0.0625, aux.acc_seg: 94.2482, loss: 0.1528
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 17:51:01,299 - mmseg - INFO - Epoch [147][450/450] lr: 3.096e-03, eta: 4:57:42, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0786, decode.acc_seg: 96.9744, aux.loss_ce: 0.0550, aux.acc_seg: 94.9242, loss: 0.1336
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1198s, ETA: 0s
2021-11-27 18:10:59,841 - mmseg - INFO - per class results:
2021-11-27 18:10:59,842 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.22 | 9.49 |
| Buildings | 44.49 | 70.74 |
| Low vegetation | 24.09 | 35.61 |
| Trees | 8.23 | 14.8 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.94 | 21.66 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 18:10:59,843 - mmseg - INFO - Summary:
2021-11-27 18:10:59,844 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 34.86 | 14.66 | 25.38 |
+-------+-------+-------+
2021-11-27 18:10:59,845 - mmseg - INFO - Epoch(val) [147][255] aAcc: 0.3486, mIoU: 0.1466, mAcc: 0.2538, IoU.Impervious surface: 0.0922, IoU.Buildings: 0.4449, IoU.Low vegetation: 0.2409, IoU.Trees: 0.0823, IoU.Cars: 0.0000, IoU.Clutter: 0.0194, IoU.Background: nan, Acc.Impervious surface: 0.0949, Acc.Buildings: 0.7074, Acc.Low vegetation: 0.3561, Acc.Trees: 0.1480, Acc.Cars: 0.0000, Acc.Clutter: 0.2166, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:12:43,427 - mmseg - INFO - Epoch [148][90/450] lr: 3.086e-03, eta: 4:56:47, time: 1.150, data_time: 0.490, memory: 7603, decode.loss_ce: 0.0735, decode.acc_seg: 97.1905, aux.loss_ce: 0.0543, aux.acc_seg: 95.0983, loss: 0.1278
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:14:09,021 - mmseg - INFO - Epoch [148][180/450] lr: 3.076e-03, eta: 4:55:46, time: 0.951, data_time: 0.293, memory: 7603, decode.loss_ce: 0.0656, decode.acc_seg: 97.4560, aux.loss_ce: 0.0458, aux.acc_seg: 95.7939, loss: 0.1113
2021-11-27 18:15:04,473 - mmseg - INFO - Saving checkpoint at 66400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:15:19,361 - mmseg - INFO - Epoch [148][270/450] lr: 3.066e-03, eta: 4:54:40, time: 0.782, data_time: 0.094, memory: 7603, decode.loss_ce: 0.0678, decode.acc_seg: 97.3680, aux.loss_ce: 0.0477, aux.acc_seg: 95.6357, loss: 0.1155
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:16:29,599 - mmseg - INFO - Epoch [148][360/450] lr: 3.055e-03, eta: 4:53:33, time: 0.780, data_time: 0.105, memory: 7603, decode.loss_ce: 0.0682, decode.acc_seg: 97.3868, aux.loss_ce: 0.0484, aux.acc_seg: 95.5927, loss: 0.1166
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:17:40,023 - mmseg - INFO - Epoch [148][450/450] lr: 3.045e-03, eta: 4:52:27, time: 0.782, data_time: 0.100, memory: 7603, decode.loss_ce: 0.0892, decode.acc_seg: 96.6136, aux.loss_ce: 0.0640, aux.acc_seg: 94.1388, loss: 0.1532
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1178s, ETA: 0s
2021-11-27 18:37:18,640 - mmseg - INFO - per class results:
2021-11-27 18:37:18,642 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 3.54 | 3.61 |
| Buildings | 39.27 | 63.84 |
| Low vegetation | 3.41 | 3.54 |
| Trees | 13.93 | 38.61 |
| Cars | 0.0 | 0.0 |
| Clutter | 0.96 | 2.19 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 18:37:18,643 - mmseg - INFO - Summary:
2021-11-27 18:37:18,644 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 26.86 | 10.18 | 18.63 |
+-------+-------+-------+
2021-11-27 18:37:18,646 - mmseg - INFO - Epoch(val) [148][255] aAcc: 0.2686, mIoU: 0.1018, mAcc: 0.1863, IoU.Impervious surface: 0.0354, IoU.Buildings: 0.3927, IoU.Low vegetation: 0.0341, IoU.Trees: 0.1393, IoU.Cars: 0.0000, IoU.Clutter: 0.0096, IoU.Background: nan, Acc.Impervious surface: 0.0361, Acc.Buildings: 0.6384, Acc.Low vegetation: 0.0354, Acc.Trees: 0.3861, Acc.Cars: 0.0000, Acc.Clutter: 0.0219, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:39:26,870 - mmseg - INFO - Epoch [149][90/450] lr: 3.035e-03, eta: 4:51:40, time: 1.424, data_time: 0.761, memory: 7603, decode.loss_ce: 0.0784, decode.acc_seg: 96.9749, aux.loss_ce: 0.0548, aux.acc_seg: 94.9120, loss: 0.1332
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:41:16,159 - mmseg - INFO - Epoch [149][180/450] lr: 3.025e-03, eta: 4:50:47, time: 1.214, data_time: 0.546, memory: 7603, decode.loss_ce: 0.0790, decode.acc_seg: 97.0035, aux.loss_ce: 0.0579, aux.acc_seg: 94.8109, loss: 0.1369
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:43:05,404 - mmseg - INFO - Epoch [149][270/450] lr: 3.015e-03, eta: 4:49:54, time: 1.214, data_time: 0.547, memory: 7603, decode.loss_ce: 0.0852, decode.acc_seg: 96.7839, aux.loss_ce: 0.0571, aux.acc_seg: 94.8016, loss: 0.1423
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:44:31,762 - mmseg - INFO - Epoch [149][360/450] lr: 3.004e-03, eta: 4:48:53, time: 0.959, data_time: 0.295, memory: 7603, decode.loss_ce: 0.1236, decode.acc_seg: 95.2968, aux.loss_ce: 0.0829, aux.acc_seg: 92.4918, loss: 0.2065
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 18:45:56,590 - mmseg - INFO - Epoch [149][450/450] lr: 2.994e-03, eta: 4:47:51, time: 0.943, data_time: 0.271, memory: 7603, decode.loss_ce: 0.0772, decode.acc_seg: 97.0357, aux.loss_ce: 0.0530, aux.acc_seg: 95.1293, loss: 0.1302
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1338s, ETA: 0s
2021-11-27 19:08:14,858 - mmseg - INFO - per class results:
2021-11-27 19:08:14,860 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.36 | 10.65 |
| Buildings | 35.48 | 53.45 |
| Low vegetation | 17.82 | 24.04 |
| Trees | 4.54 | 5.53 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.47 | 52.95 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 19:08:14,861 - mmseg - INFO - Summary:
2021-11-27 19:08:14,862 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 26.86 | 11.61 | 24.44 |
+-------+-------+-------+
2021-11-27 19:08:14,863 - mmseg - INFO - Epoch(val) [149][255] aAcc: 0.2686, mIoU: 0.1161, mAcc: 0.2444, IoU.Impervious surface: 0.0936, IoU.Buildings: 0.3548, IoU.Low vegetation: 0.1782, IoU.Trees: 0.0454, IoU.Cars: 0.0000, IoU.Clutter: 0.0247, IoU.Background: nan, Acc.Impervious surface: 0.1065, Acc.Buildings: 0.5345, Acc.Low vegetation: 0.2404, Acc.Trees: 0.0553, Acc.Cars: 0.0000, Acc.Clutter: 0.5295, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:10:03,992 - mmseg - INFO - Epoch [150][90/450] lr: 2.984e-03, eta: 4:46:57, time: 1.212, data_time: 0.551, memory: 7603, decode.loss_ce: 0.0705, decode.acc_seg: 97.2457, aux.loss_ce: 0.0491, aux.acc_seg: 95.4821, loss: 0.1196
2021-11-27 19:10:55,656 - mmseg - INFO - Saving checkpoint at 67200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:11:18,734 - mmseg - INFO - Epoch [150][180/450] lr: 2.974e-03, eta: 4:45:52, time: 0.830, data_time: 0.150, memory: 7603, decode.loss_ce: 0.0834, decode.acc_seg: 96.8071, aux.loss_ce: 0.0556, aux.acc_seg: 94.9161, loss: 0.1390
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:12:41,025 - mmseg - INFO - Epoch [150][270/450] lr: 2.964e-03, eta: 4:44:49, time: 0.914, data_time: 0.243, memory: 7603, decode.loss_ce: 0.0755, decode.acc_seg: 97.1329, aux.loss_ce: 0.0537, aux.acc_seg: 95.0827, loss: 0.1292
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:13:45,229 - mmseg - INFO - Epoch [150][360/450] lr: 2.953e-03, eta: 4:43:40, time: 0.713, data_time: 0.035, memory: 7603, decode.loss_ce: 0.0641, decode.acc_seg: 97.5237, aux.loss_ce: 0.0445, aux.acc_seg: 95.9094, loss: 0.1086
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:14:55,898 - mmseg - INFO - Epoch [150][450/450] lr: 2.943e-03, eta: 4:42:33, time: 0.785, data_time: 0.104, memory: 7603, decode.loss_ce: 0.0661, decode.acc_seg: 97.4394, aux.loss_ce: 0.0458, aux.acc_seg: 95.7525, loss: 0.1118
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1138s, ETA: 0s
2021-11-27 19:33:54,476 - mmseg - INFO - per class results:
2021-11-27 19:33:54,477 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.9 | 10.04 |
| Buildings | 13.98 | 18.98 |
| Low vegetation | 11.3 | 12.67 |
| Trees | 0.13 | 0.13 |
| Cars | 0.04 | 0.04 |
| Clutter | 3.31 | 81.7 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 19:33:54,478 - mmseg - INFO - Summary:
2021-11-27 19:33:54,478 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 13.24 | 6.28 | 20.59 |
+-------+------+-------+
2021-11-27 19:33:54,480 - mmseg - INFO - Epoch(val) [150][255] aAcc: 0.1324, mIoU: 0.0628, mAcc: 0.2059, IoU.Impervious surface: 0.0890, IoU.Buildings: 0.1398, IoU.Low vegetation: 0.1130, IoU.Trees: 0.0013, IoU.Cars: 0.0004, IoU.Clutter: 0.0331, IoU.Background: nan, Acc.Impervious surface: 0.1004, Acc.Buildings: 0.1898, Acc.Low vegetation: 0.1267, Acc.Trees: 0.0013, Acc.Cars: 0.0004, Acc.Clutter: 0.8170, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:35:34,946 - mmseg - INFO - Epoch [151][90/450] lr: 2.933e-03, eta: 4:41:36, time: 1.115, data_time: 0.457, memory: 7603, decode.loss_ce: 0.0637, decode.acc_seg: 97.5324, aux.loss_ce: 0.0452, aux.acc_seg: 95.8297, loss: 0.1088
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:36:48,911 - mmseg - INFO - Epoch [151][180/450] lr: 2.923e-03, eta: 4:40:30, time: 0.822, data_time: 0.151, memory: 7603, decode.loss_ce: 0.0607, decode.acc_seg: 97.6396, aux.loss_ce: 0.0413, aux.acc_seg: 96.1611, loss: 0.1020
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:37:57,697 - mmseg - INFO - Epoch [151][270/450] lr: 2.912e-03, eta: 4:39:23, time: 0.764, data_time: 0.091, memory: 7603, decode.loss_ce: 0.0616, decode.acc_seg: 97.5873, aux.loss_ce: 0.0418, aux.acc_seg: 96.0887, loss: 0.1033
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:39:00,919 - mmseg - INFO - Epoch [151][360/450] lr: 2.902e-03, eta: 4:38:13, time: 0.702, data_time: 0.010, memory: 7603, decode.loss_ce: 0.0588, decode.acc_seg: 97.6951, aux.loss_ce: 0.0408, aux.acc_seg: 96.1864, loss: 0.0996
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 19:40:18,825 - mmseg - INFO - Epoch [151][450/450] lr: 2.892e-03, eta: 4:37:09, time: 0.866, data_time: 0.187, memory: 7603, decode.loss_ce: 0.0590, decode.acc_seg: 97.6905, aux.loss_ce: 0.0410, aux.acc_seg: 96.1652, loss: 0.1000
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1328s, ETA: 0s
2021-11-27 20:02:27,008 - mmseg - INFO - per class results:
2021-11-27 20:02:27,010 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.68 | 13.11 |
| Buildings | 39.54 | 66.5 |
| Low vegetation | 8.12 | 8.93 |
| Trees | 5.5 | 6.34 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.43 | 44.85 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 20:02:27,011 - mmseg - INFO - Summary:
2021-11-27 20:02:27,012 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 28.81 | 11.04 | 23.29 |
+-------+-------+-------+
2021-11-27 20:02:27,013 - mmseg - INFO - Epoch(val) [151][255] aAcc: 0.2881, mIoU: 0.1104, mAcc: 0.2329, IoU.Impervious surface: 0.1068, IoU.Buildings: 0.3954, IoU.Low vegetation: 0.0812, IoU.Trees: 0.0550, IoU.Cars: 0.0000, IoU.Clutter: 0.0243, IoU.Background: nan, Acc.Impervious surface: 0.1311, Acc.Buildings: 0.6650, Acc.Low vegetation: 0.0893, Acc.Trees: 0.0634, Acc.Cars: 0.0000, Acc.Clutter: 0.4485, Acc.Background: nan
2021-11-27 20:03:36,086 - mmseg - INFO - Saving checkpoint at 68000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:04:08,862 - mmseg - INFO - Epoch [152][90/450] lr: 2.882e-03, eta: 4:36:12, time: 1.131, data_time: 0.463, memory: 7603, decode.loss_ce: 0.0613, decode.acc_seg: 97.6296, aux.loss_ce: 0.0431, aux.acc_seg: 96.0668, loss: 0.1044
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:05:39,032 - mmseg - INFO - Epoch [152][180/450] lr: 2.871e-03, eta: 4:35:11, time: 1.002, data_time: 0.335, memory: 7603, decode.loss_ce: 0.0595, decode.acc_seg: 97.6835, aux.loss_ce: 0.0413, aux.acc_seg: 96.1444, loss: 0.1008
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:06:40,769 - mmseg - INFO - Epoch [152][270/450] lr: 2.861e-03, eta: 4:34:01, time: 0.686, data_time: 0.005, memory: 7603, decode.loss_ce: 0.0555, decode.acc_seg: 97.8465, aux.loss_ce: 0.0399, aux.acc_seg: 96.3321, loss: 0.0954
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:07:43,154 - mmseg - INFO - Epoch [152][360/450] lr: 2.851e-03, eta: 4:32:51, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0581, decode.acc_seg: 97.7406, aux.loss_ce: 0.0410, aux.acc_seg: 96.2279, loss: 0.0991
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:08:45,592 - mmseg - INFO - Epoch [152][450/450] lr: 2.841e-03, eta: 4:31:42, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0593, decode.acc_seg: 97.7067, aux.loss_ce: 0.0407, aux.acc_seg: 96.2364, loss: 0.1000
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1202s, ETA: 0s
2021-11-27 20:28:47,540 - mmseg - INFO - per class results:
2021-11-27 20:28:47,541 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.61 | 11.1 |
| Buildings | 62.08 | 92.12 |
| Low vegetation | 1.86 | 1.9 |
| Trees | 5.93 | 7.8 |
| Cars | 0.05 | 0.05 |
| Clutter | 1.62 | 9.62 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 20:28:47,542 - mmseg - INFO - Summary:
2021-11-27 20:28:47,543 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 34.53 | 13.36 | 20.43 |
+-------+-------+-------+
2021-11-27 20:28:47,544 - mmseg - INFO - Epoch(val) [152][255] aAcc: 0.3453, mIoU: 0.1336, mAcc: 0.2043, IoU.Impervious surface: 0.0861, IoU.Buildings: 0.6208, IoU.Low vegetation: 0.0186, IoU.Trees: 0.0593, IoU.Cars: 0.0005, IoU.Clutter: 0.0162, IoU.Background: nan, Acc.Impervious surface: 0.1110, Acc.Buildings: 0.9212, Acc.Low vegetation: 0.0190, Acc.Trees: 0.0780, Acc.Cars: 0.0005, Acc.Clutter: 0.0962, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:30:51,496 - mmseg - INFO - Epoch [153][90/450] lr: 2.830e-03, eta: 4:30:51, time: 1.376, data_time: 0.720, memory: 7603, decode.loss_ce: 0.0556, decode.acc_seg: 97.8393, aux.loss_ce: 0.0395, aux.acc_seg: 96.3471, loss: 0.0951
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:32:21,305 - mmseg - INFO - Epoch [153][180/450] lr: 2.820e-03, eta: 4:29:50, time: 0.998, data_time: 0.334, memory: 7603, decode.loss_ce: 0.0582, decode.acc_seg: 97.7437, aux.loss_ce: 0.0413, aux.acc_seg: 96.2093, loss: 0.0995
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:33:28,709 - mmseg - INFO - Epoch [153][270/450] lr: 2.810e-03, eta: 4:28:42, time: 0.749, data_time: 0.073, memory: 7603, decode.loss_ce: 0.0586, decode.acc_seg: 97.7247, aux.loss_ce: 0.0412, aux.acc_seg: 96.1775, loss: 0.0998
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:34:31,206 - mmseg - INFO - Epoch [153][360/450] lr: 2.799e-03, eta: 4:27:32, time: 0.694, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0566, decode.acc_seg: 97.7922, aux.loss_ce: 0.0401, aux.acc_seg: 96.3473, loss: 0.0967
2021-11-27 20:35:11,183 - mmseg - INFO - Saving checkpoint at 68800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:35:46,749 - mmseg - INFO - Epoch [153][450/450] lr: 2.789e-03, eta: 4:26:27, time: 0.839, data_time: 0.146, memory: 7603, decode.loss_ce: 0.0570, decode.acc_seg: 97.7721, aux.loss_ce: 0.0395, aux.acc_seg: 96.2947, loss: 0.0965
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1195s, ETA: 0s
2021-11-27 20:55:41,577 - mmseg - INFO - per class results:
2021-11-27 20:55:41,579 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.42 | 13.17 |
| Buildings | 45.94 | 76.96 |
| Low vegetation | 8.49 | 9.39 |
| Trees | 9.21 | 12.38 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.32 | 30.38 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 20:55:41,580 - mmseg - INFO - Summary:
2021-11-27 20:55:41,581 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 32.73 | 12.73 | 23.71 |
+-------+-------+-------+
2021-11-27 20:55:41,583 - mmseg - INFO - Epoch(val) [153][255] aAcc: 0.3273, mIoU: 0.1273, mAcc: 0.2371, IoU.Impervious surface: 0.1042, IoU.Buildings: 0.4594, IoU.Low vegetation: 0.0849, IoU.Trees: 0.0921, IoU.Cars: 0.0000, IoU.Clutter: 0.0232, IoU.Background: nan, Acc.Impervious surface: 0.1317, Acc.Buildings: 0.7696, Acc.Low vegetation: 0.0939, Acc.Trees: 0.1238, Acc.Cars: 0.0000, Acc.Clutter: 0.3038, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:57:14,458 - mmseg - INFO - Epoch [154][90/450] lr: 2.779e-03, eta: 4:25:26, time: 1.031, data_time: 0.366, memory: 7603, decode.loss_ce: 0.0550, decode.acc_seg: 97.8514, aux.loss_ce: 0.0376, aux.acc_seg: 96.4961, loss: 0.0926
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:58:32,685 - mmseg - INFO - Epoch [154][180/450] lr: 2.769e-03, eta: 4:24:21, time: 0.869, data_time: 0.202, memory: 7603, decode.loss_ce: 0.0571, decode.acc_seg: 97.7960, aux.loss_ce: 0.0396, aux.acc_seg: 96.3553, loss: 0.0968
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 20:59:45,136 - mmseg - INFO - Epoch [154][270/450] lr: 2.758e-03, eta: 4:23:14, time: 0.805, data_time: 0.132, memory: 7603, decode.loss_ce: 0.0555, decode.acc_seg: 97.8259, aux.loss_ce: 0.0375, aux.acc_seg: 96.4854, loss: 0.0931
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:00:57,876 - mmseg - INFO - Epoch [154][360/450] lr: 2.748e-03, eta: 4:22:08, time: 0.808, data_time: 0.130, memory: 7603, decode.loss_ce: 0.0587, decode.acc_seg: 97.7147, aux.loss_ce: 0.0406, aux.acc_seg: 96.2270, loss: 0.0993
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:02:01,030 - mmseg - INFO - Epoch [154][450/450] lr: 2.738e-03, eta: 4:20:58, time: 0.702, data_time: 0.015, memory: 7603, decode.loss_ce: 0.0558, decode.acc_seg: 97.8374, aux.loss_ce: 0.0385, aux.acc_seg: 96.4204, loss: 0.0943
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1344s, ETA: 0s
2021-11-27 21:24:25,213 - mmseg - INFO - per class results:
2021-11-27 21:24:25,214 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.76 | 17.75 |
| Buildings | 45.72 | 72.62 |
| Low vegetation | 5.79 | 6.26 |
| Trees | 3.09 | 3.3 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.87 | 45.97 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 21:24:25,215 - mmseg - INFO - Summary:
2021-11-27 21:24:25,215 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 31.42 | 11.88 | 24.32 |
+-------+-------+-------+
2021-11-27 21:24:25,218 - mmseg - INFO - Epoch(val) [154][255] aAcc: 0.3142, mIoU: 0.1188, mAcc: 0.2432, IoU.Impervious surface: 0.1376, IoU.Buildings: 0.4572, IoU.Low vegetation: 0.0579, IoU.Trees: 0.0309, IoU.Cars: 0.0005, IoU.Clutter: 0.0287, IoU.Background: nan, Acc.Impervious surface: 0.1775, Acc.Buildings: 0.7262, Acc.Low vegetation: 0.0626, Acc.Trees: 0.0330, Acc.Cars: 0.0005, Acc.Clutter: 0.4597, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:25:49,616 - mmseg - INFO - Epoch [155][90/450] lr: 2.727e-03, eta: 4:19:55, time: 0.937, data_time: 0.262, memory: 7603, decode.loss_ce: 0.0564, decode.acc_seg: 97.8138, aux.loss_ce: 0.0388, aux.acc_seg: 96.4109, loss: 0.0952
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:26:51,475 - mmseg - INFO - Epoch [155][180/450] lr: 2.717e-03, eta: 4:18:45, time: 0.687, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0584, decode.acc_seg: 97.7179, aux.loss_ce: 0.0393, aux.acc_seg: 96.3390, loss: 0.0977
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:27:53,811 - mmseg - INFO - Epoch [155][270/450] lr: 2.707e-03, eta: 4:17:35, time: 0.693, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0559, decode.acc_seg: 97.8216, aux.loss_ce: 0.0382, aux.acc_seg: 96.4703, loss: 0.0940
2021-11-27 21:28:14,658 - mmseg - INFO - Saving checkpoint at 69600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:28:57,467 - mmseg - INFO - Epoch [155][360/450] lr: 2.696e-03, eta: 4:16:26, time: 0.707, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0539, decode.acc_seg: 97.8866, aux.loss_ce: 0.0370, aux.acc_seg: 96.5342, loss: 0.0909
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:30:00,023 - mmseg - INFO - Epoch [155][450/450] lr: 2.686e-03, eta: 4:15:16, time: 0.695, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0583, decode.acc_seg: 97.7366, aux.loss_ce: 0.0416, aux.acc_seg: 96.2070, loss: 0.1000
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1195s, ETA: 0s
2021-11-27 21:49:54,647 - mmseg - INFO - per class results:
2021-11-27 21:49:54,649 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.68 | 17.64 |
| Buildings | 49.93 | 71.4 |
| Low vegetation | 11.63 | 13.42 |
| Trees | 3.46 | 3.61 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.8 | 51.89 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 21:49:54,649 - mmseg - INFO - Summary:
2021-11-27 21:49:54,650 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 32.54 | 13.59 | 26.34 |
+-------+-------+-------+
2021-11-27 21:49:54,651 - mmseg - INFO - Epoch(val) [155][255] aAcc: 0.3254, mIoU: 0.1359, mAcc: 0.2634, IoU.Impervious surface: 0.1368, IoU.Buildings: 0.4993, IoU.Low vegetation: 0.1163, IoU.Trees: 0.0346, IoU.Cars: 0.0005, IoU.Clutter: 0.0280, IoU.Background: nan, Acc.Impervious surface: 0.1764, Acc.Buildings: 0.7140, Acc.Low vegetation: 0.1342, Acc.Trees: 0.0361, Acc.Cars: 0.0005, Acc.Clutter: 0.5189, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:51:33,047 - mmseg - INFO - Epoch [156][90/450] lr: 2.676e-03, eta: 4:14:17, time: 1.093, data_time: 0.432, memory: 7603, decode.loss_ce: 0.0561, decode.acc_seg: 97.7994, aux.loss_ce: 0.0394, aux.acc_seg: 96.3166, loss: 0.0956
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:52:40,389 - mmseg - INFO - Epoch [156][180/450] lr: 2.665e-03, eta: 4:13:08, time: 0.748, data_time: 0.075, memory: 7603, decode.loss_ce: 0.0549, decode.acc_seg: 97.8737, aux.loss_ce: 0.0387, aux.acc_seg: 96.4260, loss: 0.0936
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:53:43,085 - mmseg - INFO - Epoch [156][270/450] lr: 2.655e-03, eta: 4:11:59, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0607, decode.acc_seg: 97.6729, aux.loss_ce: 0.0485, aux.acc_seg: 95.5347, loss: 0.1092
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:54:45,871 - mmseg - INFO - Epoch [156][360/450] lr: 2.645e-03, eta: 4:10:49, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0568, decode.acc_seg: 97.8067, aux.loss_ce: 0.0407, aux.acc_seg: 96.2513, loss: 0.0976
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 21:55:48,590 - mmseg - INFO - Epoch [156][450/450] lr: 2.634e-03, eta: 4:09:39, time: 0.697, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0539, decode.acc_seg: 97.9016, aux.loss_ce: 0.0374, aux.acc_seg: 96.5135, loss: 0.0913
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1308s, ETA: 0s
2021-11-27 22:17:36,624 - mmseg - INFO - per class results:
2021-11-27 22:17:36,626 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.77 | 11.19 |
| Buildings | 22.85 | 29.84 |
| Low vegetation | 9.46 | 10.62 |
| Trees | 0.27 | 0.27 |
| Cars | 0.05 | 0.05 |
| Clutter | 3.17 | 81.79 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 22:17:36,626 - mmseg - INFO - Summary:
2021-11-27 22:17:36,627 - mmseg - INFO -
+------+------+-------+
| aAcc | mIoU | mAcc |
+------+------+-------+
| 16.7 | 7.43 | 22.29 |
+------+------+-------+
2021-11-27 22:17:36,628 - mmseg - INFO - Epoch(val) [156][255] aAcc: 0.1670, mIoU: 0.0743, mAcc: 0.2229, IoU.Impervious surface: 0.0877, IoU.Buildings: 0.2285, IoU.Low vegetation: 0.0946, IoU.Trees: 0.0027, IoU.Cars: 0.0005, IoU.Clutter: 0.0317, IoU.Background: nan, Acc.Impervious surface: 0.1119, Acc.Buildings: 0.2984, Acc.Low vegetation: 0.1062, Acc.Trees: 0.0027, Acc.Cars: 0.0005, Acc.Clutter: 0.8179, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:21:07,002 - mmseg - INFO - Epoch [157][90/450] lr: 2.624e-03, eta: 4:09:11, time: 2.333, data_time: 1.675, memory: 7603, decode.loss_ce: 0.0545, decode.acc_seg: 97.8840, aux.loss_ce: 0.0378, aux.acc_seg: 96.5114, loss: 0.0924
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:22:09,307 - mmseg - INFO - Epoch [157][180/450] lr: 2.613e-03, eta: 4:08:01, time: 0.692, data_time: 0.010, memory: 7603, decode.loss_ce: 0.0541, decode.acc_seg: 97.8669, aux.loss_ce: 0.0377, aux.acc_seg: 96.4521, loss: 0.0917
2021-11-27 22:22:22,848 - mmseg - INFO - Saving checkpoint at 70400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:23:12,295 - mmseg - INFO - Epoch [157][270/450] lr: 2.603e-03, eta: 4:06:52, time: 0.700, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0553, decode.acc_seg: 97.8594, aux.loss_ce: 0.0412, aux.acc_seg: 96.2204, loss: 0.0965
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:24:14,900 - mmseg - INFO - Epoch [157][360/450] lr: 2.593e-03, eta: 4:05:42, time: 0.696, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0527, decode.acc_seg: 97.9318, aux.loss_ce: 0.0362, aux.acc_seg: 96.5956, loss: 0.0890
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:25:17,724 - mmseg - INFO - Epoch [157][450/450] lr: 2.582e-03, eta: 4:04:32, time: 0.698, data_time: 0.004, memory: 7603, decode.loss_ce: 0.0531, decode.acc_seg: 97.9350, aux.loss_ce: 0.0376, aux.acc_seg: 96.5350, loss: 0.0907
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1143s, ETA: 0s
2021-11-27 22:44:20,977 - mmseg - INFO - per class results:
2021-11-27 22:44:20,978 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 9.67 | 11.35 |
| Buildings | 16.98 | 21.58 |
| Low vegetation | 8.34 | 9.21 |
| Trees | 6.0 | 6.49 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.97 | 82.97 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 22:44:20,979 - mmseg - INFO - Summary:
2021-11-27 22:44:20,979 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 14.58 | 7.33 | 21.94 |
+-------+------+-------+
2021-11-27 22:44:20,983 - mmseg - INFO - Epoch(val) [157][255] aAcc: 0.1458, mIoU: 0.0733, mAcc: 0.2194, IoU.Impervious surface: 0.0967, IoU.Buildings: 0.1698, IoU.Low vegetation: 0.0834, IoU.Trees: 0.0600, IoU.Cars: 0.0005, IoU.Clutter: 0.0297, IoU.Background: nan, Acc.Impervious surface: 0.1135, Acc.Buildings: 0.2158, Acc.Low vegetation: 0.0921, Acc.Trees: 0.0649, Acc.Cars: 0.0005, Acc.Clutter: 0.8297, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:46:48,475 - mmseg - INFO - Epoch [158][90/450] lr: 2.572e-03, eta: 4:03:45, time: 1.638, data_time: 0.982, memory: 7603, decode.loss_ce: 0.0553, decode.acc_seg: 97.8476, aux.loss_ce: 0.0397, aux.acc_seg: 96.3194, loss: 0.0950
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:49:09,400 - mmseg - INFO - Epoch [158][180/450] lr: 2.561e-03, eta: 4:02:57, time: 1.566, data_time: 0.910, memory: 7603, decode.loss_ce: 0.0532, decode.acc_seg: 97.9242, aux.loss_ce: 0.0369, aux.acc_seg: 96.5599, loss: 0.0901
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:51:16,819 - mmseg - INFO - Epoch [158][270/450] lr: 2.551e-03, eta: 4:02:04, time: 1.416, data_time: 0.764, memory: 7603, decode.loss_ce: 0.0601, decode.acc_seg: 97.6537, aux.loss_ce: 0.0425, aux.acc_seg: 96.0717, loss: 0.1026
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:53:25,799 - mmseg - INFO - Epoch [158][360/450] lr: 2.541e-03, eta: 4:01:12, time: 1.433, data_time: 0.775, memory: 7603, decode.loss_ce: 0.0559, decode.acc_seg: 97.8439, aux.loss_ce: 0.0383, aux.acc_seg: 96.4227, loss: 0.0942
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 22:55:24,190 - mmseg - INFO - Epoch [158][450/450] lr: 2.530e-03, eta: 4:00:16, time: 1.315, data_time: 0.650, memory: 7603, decode.loss_ce: 0.0566, decode.acc_seg: 97.8171, aux.loss_ce: 0.0387, aux.acc_seg: 96.4355, loss: 0.0953
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1345s, ETA: 0s
2021-11-27 23:17:49,183 - mmseg - INFO - per class results:
2021-11-27 23:17:49,189 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 10.07 | 10.92 |
| Buildings | 51.47 | 80.92 |
| Low vegetation | 7.43 | 8.24 |
| Trees | 9.38 | 11.73 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.31 | 32.06 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 23:17:49,190 - mmseg - INFO - Summary:
2021-11-27 23:17:49,191 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 32.98 | 13.44 | 23.98 |
+-------+-------+-------+
2021-11-27 23:17:49,194 - mmseg - INFO - Epoch(val) [158][255] aAcc: 0.3298, mIoU: 0.1344, mAcc: 0.2398, IoU.Impervious surface: 0.1007, IoU.Buildings: 0.5147, IoU.Low vegetation: 0.0743, IoU.Trees: 0.0938, IoU.Cars: 0.0000, IoU.Clutter: 0.0231, IoU.Background: nan, Acc.Impervious surface: 0.1092, Acc.Buildings: 0.8092, Acc.Low vegetation: 0.0824, Acc.Trees: 0.1173, Acc.Cars: 0.0000, Acc.Clutter: 0.3206, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:20:13,580 - mmseg - INFO - Epoch [159][90/450] lr: 2.520e-03, eta: 3:59:28, time: 1.603, data_time: 0.942, memory: 7603, decode.loss_ce: 0.0522, decode.acc_seg: 97.9550, aux.loss_ce: 0.0366, aux.acc_seg: 96.5807, loss: 0.0888
2021-11-27 23:20:31,552 - mmseg - INFO - Saving checkpoint at 71200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:22:00,552 - mmseg - INFO - Epoch [159][180/450] lr: 2.509e-03, eta: 3:58:29, time: 1.189, data_time: 0.523, memory: 7603, decode.loss_ce: 0.0524, decode.acc_seg: 97.9627, aux.loss_ce: 0.0371, aux.acc_seg: 96.5623, loss: 0.0895
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:23:39,278 - mmseg - INFO - Epoch [159][270/450] lr: 2.499e-03, eta: 3:57:28, time: 1.097, data_time: 0.432, memory: 7603, decode.loss_ce: 0.0512, decode.acc_seg: 97.9863, aux.loss_ce: 0.0356, aux.acc_seg: 96.6607, loss: 0.0868
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:25:13,488 - mmseg - INFO - Epoch [159][360/450] lr: 2.489e-03, eta: 3:56:26, time: 1.047, data_time: 0.383, memory: 7603, decode.loss_ce: 0.0520, decode.acc_seg: 97.9774, aux.loss_ce: 0.0362, aux.acc_seg: 96.6446, loss: 0.0881
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:26:44,127 - mmseg - INFO - Epoch [159][450/450] lr: 2.478e-03, eta: 3:55:22, time: 1.007, data_time: 0.342, memory: 7603, decode.loss_ce: 0.0520, decode.acc_seg: 97.9783, aux.loss_ce: 0.0364, aux.acc_seg: 96.6202, loss: 0.0884
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1194s, ETA: 0s
2021-11-27 23:46:38,128 - mmseg - INFO - per class results:
2021-11-27 23:46:38,130 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 12.94 | 13.64 |
| Buildings | 26.96 | 40.54 |
| Low vegetation | 9.45 | 10.55 |
| Trees | 11.03 | 15.46 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.49 | 59.93 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-27 23:46:38,131 - mmseg - INFO - Summary:
2021-11-27 23:46:38,132 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 22.33 | 10.48 | 23.35 |
+-------+-------+-------+
2021-11-27 23:46:38,133 - mmseg - INFO - Epoch(val) [159][255] aAcc: 0.2233, mIoU: 0.1048, mAcc: 0.2335, IoU.Impervious surface: 0.1294, IoU.Buildings: 0.2696, IoU.Low vegetation: 0.0945, IoU.Trees: 0.1103, IoU.Cars: 0.0000, IoU.Clutter: 0.0249, IoU.Background: nan, Acc.Impervious surface: 0.1364, Acc.Buildings: 0.4054, Acc.Low vegetation: 0.1055, Acc.Trees: 0.1546, Acc.Cars: 0.0000, Acc.Clutter: 0.5993, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:48:38,741 - mmseg - INFO - Epoch [160][90/450] lr: 2.468e-03, eta: 3:54:27, time: 1.339, data_time: 0.683, memory: 7603, decode.loss_ce: 0.0519, decode.acc_seg: 97.9694, aux.loss_ce: 0.0361, aux.acc_seg: 96.6184, loss: 0.0880
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:50:27,541 - mmseg - INFO - Epoch [160][180/450] lr: 2.457e-03, eta: 3:53:28, time: 1.209, data_time: 0.546, memory: 7603, decode.loss_ce: 0.0496, decode.acc_seg: 98.0534, aux.loss_ce: 0.0350, aux.acc_seg: 96.7147, loss: 0.0846
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:52:43,652 - mmseg - INFO - Epoch [160][270/450] lr: 2.447e-03, eta: 3:52:36, time: 1.512, data_time: 0.857, memory: 7603, decode.loss_ce: 0.0510, decode.acc_seg: 97.9980, aux.loss_ce: 0.0360, aux.acc_seg: 96.6421, loss: 0.0870
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:53:51,621 - mmseg - INFO - Epoch [160][360/450] lr: 2.436e-03, eta: 3:51:27, time: 0.755, data_time: 0.083, memory: 7603, decode.loss_ce: 0.0520, decode.acc_seg: 97.9642, aux.loss_ce: 0.0364, aux.acc_seg: 96.6046, loss: 0.0884
2021-11-27 23:54:54,834 - mmseg - INFO - Saving checkpoint at 72000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-27 23:54:55,804 - mmseg - INFO - Epoch [160][450/450] lr: 2.426e-03, eta: 3:50:16, time: 0.714, data_time: 0.015, memory: 7603, decode.loss_ce: 0.0504, decode.acc_seg: 98.0337, aux.loss_ce: 0.0347, aux.acc_seg: 96.7541, loss: 0.0851
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1387s, ETA: 0s
2021-11-28 00:18:03,378 - mmseg - INFO - per class results:
2021-11-28 00:18:03,381 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 20.33 | 21.69 |
| Buildings | 42.57 | 66.84 |
| Low vegetation | 15.71 | 19.08 |
| Trees | 14.28 | 27.9 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.93 | 24.72 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 00:18:03,381 - mmseg - INFO - Summary:
2021-11-28 00:18:03,382 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 35.93 | 15.8 | 26.71 |
+-------+------+-------+
2021-11-28 00:18:03,384 - mmseg - INFO - Epoch(val) [160][255] aAcc: 0.3593, mIoU: 0.1580, mAcc: 0.2671, IoU.Impervious surface: 0.2033, IoU.Buildings: 0.4257, IoU.Low vegetation: 0.1571, IoU.Trees: 0.1428, IoU.Cars: 0.0000, IoU.Clutter: 0.0193, IoU.Background: nan, Acc.Impervious surface: 0.2169, Acc.Buildings: 0.6684, Acc.Low vegetation: 0.1908, Acc.Trees: 0.2790, Acc.Cars: 0.0000, Acc.Clutter: 0.2472, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:20:54,464 - mmseg - INFO - Epoch [161][90/450] lr: 2.415e-03, eta: 3:49:33, time: 1.900, data_time: 1.243, memory: 7603, decode.loss_ce: 0.0503, decode.acc_seg: 98.0385, aux.loss_ce: 0.0354, aux.acc_seg: 96.6880, loss: 0.0857
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:22:36,421 - mmseg - INFO - Epoch [161][180/450] lr: 2.405e-03, eta: 3:48:31, time: 1.133, data_time: 0.474, memory: 7603, decode.loss_ce: 0.0496, decode.acc_seg: 98.0683, aux.loss_ce: 0.0353, aux.acc_seg: 96.7153, loss: 0.0849
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:24:18,151 - mmseg - INFO - Epoch [161][270/450] lr: 2.394e-03, eta: 3:47:30, time: 1.130, data_time: 0.468, memory: 7603, decode.loss_ce: 0.0515, decode.acc_seg: 97.9957, aux.loss_ce: 0.0354, aux.acc_seg: 96.7114, loss: 0.0869
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:25:46,531 - mmseg - INFO - Epoch [161][360/450] lr: 2.384e-03, eta: 3:46:25, time: 0.982, data_time: 0.316, memory: 7603, decode.loss_ce: 0.0492, decode.acc_seg: 98.0964, aux.loss_ce: 0.0354, aux.acc_seg: 96.7325, loss: 0.0846
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:27:14,445 - mmseg - INFO - Epoch [161][450/450] lr: 2.373e-03, eta: 3:45:21, time: 0.977, data_time: 0.308, memory: 7603, decode.loss_ce: 0.0500, decode.acc_seg: 98.0546, aux.loss_ce: 0.0349, aux.acc_seg: 96.7576, loss: 0.0849
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1206s, ETA: 0s
2021-11-28 00:47:20,350 - mmseg - INFO - per class results:
2021-11-28 00:47:20,357 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 21.31 | 24.19 |
| Buildings | 38.58 | 60.52 |
| Low vegetation | 9.64 | 11.05 |
| Trees | 10.48 | 27.59 |
| Cars | 0.0 | 0.0 |
| Clutter | 1.53 | 16.7 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 00:47:20,358 - mmseg - INFO - Summary:
2021-11-28 00:47:20,359 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 32.97 | 13.59 | 23.34 |
+-------+-------+-------+
2021-11-28 00:47:20,360 - mmseg - INFO - Epoch(val) [161][255] aAcc: 0.3297, mIoU: 0.1359, mAcc: 0.2334, IoU.Impervious surface: 0.2131, IoU.Buildings: 0.3858, IoU.Low vegetation: 0.0964, IoU.Trees: 0.1048, IoU.Cars: 0.0000, IoU.Clutter: 0.0153, IoU.Background: nan, Acc.Impervious surface: 0.2419, Acc.Buildings: 0.6052, Acc.Low vegetation: 0.1105, Acc.Trees: 0.2759, Acc.Cars: 0.0000, Acc.Clutter: 0.1670, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:49:27,779 - mmseg - INFO - Epoch [162][90/450] lr: 2.363e-03, eta: 3:44:25, time: 1.415, data_time: 0.754, memory: 7603, decode.loss_ce: 0.0499, decode.acc_seg: 98.0540, aux.loss_ce: 0.0347, aux.acc_seg: 96.7498, loss: 0.0846
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:50:56,468 - mmseg - INFO - Epoch [162][180/450] lr: 2.352e-03, eta: 3:43:20, time: 0.985, data_time: 0.322, memory: 7603, decode.loss_ce: 0.0486, decode.acc_seg: 98.1044, aux.loss_ce: 0.0367, aux.acc_seg: 96.6276, loss: 0.0853
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:52:05,024 - mmseg - INFO - Epoch [162][270/450] lr: 2.342e-03, eta: 3:42:11, time: 0.762, data_time: 0.087, memory: 7603, decode.loss_ce: 0.0503, decode.acc_seg: 98.0329, aux.loss_ce: 0.0354, aux.acc_seg: 96.6931, loss: 0.0857
2021-11-28 00:53:06,172 - mmseg - INFO - Saving checkpoint at 72800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:53:14,405 - mmseg - INFO - Epoch [162][360/450] lr: 2.331e-03, eta: 3:41:01, time: 0.771, data_time: 0.073, memory: 7603, decode.loss_ce: 0.0475, decode.acc_seg: 98.1408, aux.loss_ce: 0.0329, aux.acc_seg: 96.9260, loss: 0.0804
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 00:54:25,971 - mmseg - INFO - Epoch [162][450/450] lr: 2.321e-03, eta: 3:39:52, time: 0.795, data_time: 0.121, memory: 7603, decode.loss_ce: 0.0496, decode.acc_seg: 98.0619, aux.loss_ce: 0.0344, aux.acc_seg: 96.7686, loss: 0.0840
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1361s, ETA: 0s
2021-11-28 01:17:07,183 - mmseg - INFO - per class results:
2021-11-28 01:17:07,186 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.63 | 16.61 |
| Buildings | 36.63 | 56.35 |
| Low vegetation | 16.38 | 19.36 |
| Trees | 9.88 | 18.11 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.11 | 38.69 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 01:17:07,187 - mmseg - INFO - Summary:
2021-11-28 01:17:07,188 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.06 | 13.44 | 24.86 |
+-------+-------+-------+
2021-11-28 01:17:07,189 - mmseg - INFO - Epoch(val) [162][255] aAcc: 0.3006, mIoU: 0.1344, mAcc: 0.2486, IoU.Impervious surface: 0.1563, IoU.Buildings: 0.3663, IoU.Low vegetation: 0.1638, IoU.Trees: 0.0988, IoU.Cars: 0.0000, IoU.Clutter: 0.0211, IoU.Background: nan, Acc.Impervious surface: 0.1661, Acc.Buildings: 0.5635, Acc.Low vegetation: 0.1936, Acc.Trees: 0.1811, Acc.Cars: 0.0000, Acc.Clutter: 0.3869, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:19:44,442 - mmseg - INFO - Epoch [163][90/450] lr: 2.310e-03, eta: 3:39:03, time: 1.746, data_time: 1.089, memory: 7603, decode.loss_ce: 0.0717, decode.acc_seg: 97.3041, aux.loss_ce: 0.0525, aux.acc_seg: 95.2333, loss: 0.1241
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:21:41,064 - mmseg - INFO - Epoch [163][180/450] lr: 2.300e-03, eta: 3:38:05, time: 1.296, data_time: 0.631, memory: 7603, decode.loss_ce: 0.0624, decode.acc_seg: 97.5968, aux.loss_ce: 0.0465, aux.acc_seg: 95.7695, loss: 0.1089
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:23:26,905 - mmseg - INFO - Epoch [163][270/450] lr: 2.289e-03, eta: 3:37:04, time: 1.176, data_time: 0.509, memory: 7603, decode.loss_ce: 0.0568, decode.acc_seg: 97.7851, aux.loss_ce: 0.0409, aux.acc_seg: 96.1982, loss: 0.0977
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:25:07,915 - mmseg - INFO - Epoch [163][360/450] lr: 2.279e-03, eta: 3:36:01, time: 1.122, data_time: 0.460, memory: 7603, decode.loss_ce: 0.0522, decode.acc_seg: 97.9632, aux.loss_ce: 0.0368, aux.acc_seg: 96.5741, loss: 0.0890
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:26:44,929 - mmseg - INFO - Epoch [163][450/450] lr: 2.268e-03, eta: 3:34:58, time: 1.078, data_time: 0.414, memory: 7603, decode.loss_ce: 0.0535, decode.acc_seg: 97.9305, aux.loss_ce: 0.0381, aux.acc_seg: 96.4672, loss: 0.0916
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1208s, ETA: 0s
2021-11-28 01:46:53,121 - mmseg - INFO - per class results:
2021-11-28 01:46:53,126 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 8.14 | 8.28 |
| Buildings | 37.13 | 56.96 |
| Low vegetation | 30.45 | 39.28 |
| Trees | 0.05 | 0.06 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.93 | 62.6 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 01:46:53,127 - mmseg - INFO - Summary:
2021-11-28 01:46:53,130 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 29.74 | 13.12 | 27.86 |
+-------+-------+-------+
2021-11-28 01:46:53,131 - mmseg - INFO - Epoch(val) [163][255] aAcc: 0.2974, mIoU: 0.1312, mAcc: 0.2786, IoU.Impervious surface: 0.0814, IoU.Buildings: 0.3713, IoU.Low vegetation: 0.3045, IoU.Trees: 0.0005, IoU.Cars: 0.0000, IoU.Clutter: 0.0293, IoU.Background: nan, Acc.Impervious surface: 0.0828, Acc.Buildings: 0.5696, Acc.Low vegetation: 0.3928, Acc.Trees: 0.0006, Acc.Cars: 0.0000, Acc.Clutter: 0.6260, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:49:57,777 - mmseg - INFO - Epoch [164][90/450] lr: 2.258e-03, eta: 3:34:14, time: 2.051, data_time: 1.396, memory: 7603, decode.loss_ce: 0.0540, decode.acc_seg: 97.8902, aux.loss_ce: 0.0379, aux.acc_seg: 96.4764, loss: 0.0919
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:51:57,468 - mmseg - INFO - Epoch [164][180/450] lr: 2.247e-03, eta: 3:33:15, time: 1.330, data_time: 0.670, memory: 7603, decode.loss_ce: 0.0523, decode.acc_seg: 97.9581, aux.loss_ce: 0.0388, aux.acc_seg: 96.4275, loss: 0.0911
2021-11-28 01:53:14,577 - mmseg - INFO - Saving checkpoint at 73600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:53:33,079 - mmseg - INFO - Epoch [164][270/450] lr: 2.237e-03, eta: 3:32:11, time: 1.062, data_time: 0.390, memory: 7603, decode.loss_ce: 0.0527, decode.acc_seg: 97.9382, aux.loss_ce: 0.0379, aux.acc_seg: 96.4919, loss: 0.0906
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:54:42,809 - mmseg - INFO - Epoch [164][360/450] lr: 2.226e-03, eta: 3:31:01, time: 0.775, data_time: 0.100, memory: 7603, decode.loss_ce: 0.0514, decode.acc_seg: 97.9779, aux.loss_ce: 0.0364, aux.acc_seg: 96.6142, loss: 0.0878
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 01:55:48,080 - mmseg - INFO - Epoch [164][450/450] lr: 2.215e-03, eta: 3:29:50, time: 0.725, data_time: 0.041, memory: 7603, decode.loss_ce: 0.0514, decode.acc_seg: 97.9871, aux.loss_ce: 0.0367, aux.acc_seg: 96.6165, loss: 0.0881
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1354s, ETA: 0s
2021-11-28 02:18:22,330 - mmseg - INFO - per class results:
2021-11-28 02:18:22,335 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.91 | 14.67 |
| Buildings | 34.55 | 55.83 |
| Low vegetation | 6.46 | 6.93 |
| Trees | 10.79 | 18.17 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.17 | 44.97 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 02:18:22,336 - mmseg - INFO - Summary:
2021-11-28 02:18:22,337 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 26.9 | 11.31 | 23.43 |
+------+-------+-------+
2021-11-28 02:18:22,339 - mmseg - INFO - Epoch(val) [164][255] aAcc: 0.2690, mIoU: 0.1131, mAcc: 0.2343, IoU.Impervious surface: 0.1391, IoU.Buildings: 0.3455, IoU.Low vegetation: 0.0646, IoU.Trees: 0.1079, IoU.Cars: 0.0000, IoU.Clutter: 0.0217, IoU.Background: nan, Acc.Impervious surface: 0.1467, Acc.Buildings: 0.5583, Acc.Low vegetation: 0.0693, Acc.Trees: 0.1817, Acc.Cars: 0.0000, Acc.Clutter: 0.4497, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:20:59,723 - mmseg - INFO - Epoch [165][90/450] lr: 2.205e-03, eta: 3:28:59, time: 1.748, data_time: 1.091, memory: 7603, decode.loss_ce: 0.0515, decode.acc_seg: 97.9810, aux.loss_ce: 0.0366, aux.acc_seg: 96.6041, loss: 0.0881
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:22:07,724 - mmseg - INFO - Epoch [165][180/450] lr: 2.194e-03, eta: 3:27:48, time: 0.756, data_time: 0.087, memory: 7603, decode.loss_ce: 0.0519, decode.acc_seg: 97.9790, aux.loss_ce: 0.0365, aux.acc_seg: 96.6162, loss: 0.0883
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:23:12,375 - mmseg - INFO - Epoch [165][270/450] lr: 2.184e-03, eta: 3:26:37, time: 0.718, data_time: 0.038, memory: 7603, decode.loss_ce: 0.0526, decode.acc_seg: 97.9556, aux.loss_ce: 0.0385, aux.acc_seg: 96.4290, loss: 0.0911
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:24:16,445 - mmseg - INFO - Epoch [165][360/450] lr: 2.173e-03, eta: 3:25:26, time: 0.712, data_time: 0.025, memory: 7603, decode.loss_ce: 0.0494, decode.acc_seg: 98.0880, aux.loss_ce: 0.0357, aux.acc_seg: 96.7039, loss: 0.0851
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:25:29,856 - mmseg - INFO - Epoch [165][450/450] lr: 2.163e-03, eta: 3:24:17, time: 0.816, data_time: 0.145, memory: 7603, decode.loss_ce: 0.0508, decode.acc_seg: 98.0017, aux.loss_ce: 0.0366, aux.acc_seg: 96.5864, loss: 0.0874
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1196s, ETA: 0s
2021-11-28 02:45:25,978 - mmseg - INFO - per class results:
2021-11-28 02:45:25,981 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 22.08 | 29.4 |
| Buildings | 24.33 | 33.36 |
| Low vegetation | 10.22 | 11.5 |
| Trees | 4.7 | 5.11 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.99 | 73.04 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 02:45:25,982 - mmseg - INFO - Summary:
2021-11-28 02:45:25,983 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 24.38 | 10.72 | 25.4 |
+-------+-------+------+
2021-11-28 02:45:25,984 - mmseg - INFO - Epoch(val) [165][255] aAcc: 0.2438, mIoU: 0.1072, mAcc: 0.2540, IoU.Impervious surface: 0.2208, IoU.Buildings: 0.2433, IoU.Low vegetation: 0.1022, IoU.Trees: 0.0470, IoU.Cars: 0.0000, IoU.Clutter: 0.0299, IoU.Background: nan, Acc.Impervious surface: 0.2940, Acc.Buildings: 0.3336, Acc.Low vegetation: 0.1150, Acc.Trees: 0.0511, Acc.Cars: 0.0000, Acc.Clutter: 0.7304, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:48:11,635 - mmseg - INFO - Epoch [166][90/450] lr: 2.152e-03, eta: 3:23:27, time: 1.840, data_time: 1.181, memory: 7603, decode.loss_ce: 0.0500, decode.acc_seg: 98.0494, aux.loss_ce: 0.0350, aux.acc_seg: 96.7388, loss: 0.0850
2021-11-28 02:49:13,835 - mmseg - INFO - Saving checkpoint at 74400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:49:55,158 - mmseg - INFO - Epoch [166][180/450] lr: 2.141e-03, eta: 3:22:24, time: 1.150, data_time: 0.481, memory: 7603, decode.loss_ce: 0.0495, decode.acc_seg: 98.0712, aux.loss_ce: 0.0342, aux.acc_seg: 96.7966, loss: 0.0837
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:51:32,166 - mmseg - INFO - Epoch [166][270/450] lr: 2.131e-03, eta: 3:21:19, time: 1.078, data_time: 0.409, memory: 7603, decode.loss_ce: 0.0500, decode.acc_seg: 98.0502, aux.loss_ce: 0.0345, aux.acc_seg: 96.7766, loss: 0.0845
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:52:54,695 - mmseg - INFO - Epoch [166][360/450] lr: 2.120e-03, eta: 3:20:11, time: 0.917, data_time: 0.246, memory: 7603, decode.loss_ce: 0.0491, decode.acc_seg: 98.0716, aux.loss_ce: 0.0344, aux.acc_seg: 96.7801, loss: 0.0834
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 02:54:14,875 - mmseg - INFO - Epoch [166][450/450] lr: 2.109e-03, eta: 3:19:03, time: 0.891, data_time: 0.225, memory: 7603, decode.loss_ce: 0.0500, decode.acc_seg: 98.0487, aux.loss_ce: 0.0348, aux.acc_seg: 96.7419, loss: 0.0848
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1373s, ETA: 0s
2021-11-28 03:17:07,575 - mmseg - INFO - per class results:
2021-11-28 03:17:07,581 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.14 | 22.95 |
| Buildings | 48.69 | 80.68 |
| Low vegetation | 11.86 | 13.52 |
| Trees | 0.2 | 0.2 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.71 | 31.31 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 03:17:07,582 - mmseg - INFO - Summary:
2021-11-28 03:17:07,583 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 36.52 | 13.6 | 24.78 |
+-------+------+-------+
2021-11-28 03:17:07,585 - mmseg - INFO - Epoch(val) [166][255] aAcc: 0.3652, mIoU: 0.1360, mAcc: 0.2478, IoU.Impervious surface: 0.1814, IoU.Buildings: 0.4869, IoU.Low vegetation: 0.1186, IoU.Trees: 0.0020, IoU.Cars: 0.0000, IoU.Clutter: 0.0271, IoU.Background: nan, Acc.Impervious surface: 0.2295, Acc.Buildings: 0.8068, Acc.Low vegetation: 0.1352, Acc.Trees: 0.0020, Acc.Cars: 0.0000, Acc.Clutter: 0.3131, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:20:40,546 - mmseg - INFO - Epoch [167][90/450] lr: 2.099e-03, eta: 3:18:22, time: 2.365, data_time: 1.710, memory: 7603, decode.loss_ce: 0.0481, decode.acc_seg: 98.1251, aux.loss_ce: 0.0339, aux.acc_seg: 96.8287, loss: 0.0819
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:22:25,249 - mmseg - INFO - Epoch [167][180/450] lr: 2.088e-03, eta: 3:17:18, time: 1.163, data_time: 0.506, memory: 7603, decode.loss_ce: 0.0471, decode.acc_seg: 98.1688, aux.loss_ce: 0.0330, aux.acc_seg: 96.9325, loss: 0.0801
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:23:41,392 - mmseg - INFO - Epoch [167][270/450] lr: 2.077e-03, eta: 3:16:09, time: 0.846, data_time: 0.179, memory: 7603, decode.loss_ce: 0.0475, decode.acc_seg: 98.1468, aux.loss_ce: 0.0338, aux.acc_seg: 96.8288, loss: 0.0814
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:26:14,441 - mmseg - INFO - Epoch [167][360/450] lr: 2.067e-03, eta: 3:15:15, time: 1.700, data_time: 1.041, memory: 7603, decode.loss_ce: 0.0498, decode.acc_seg: 98.0702, aux.loss_ce: 0.0357, aux.acc_seg: 96.6568, loss: 0.0854
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:28:15,591 - mmseg - INFO - Epoch [167][450/450] lr: 2.056e-03, eta: 3:14:14, time: 1.346, data_time: 0.687, memory: 7603, decode.loss_ce: 0.0523, decode.acc_seg: 97.9791, aux.loss_ce: 0.0375, aux.acc_seg: 96.5158, loss: 0.0898
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1197s, ETA: 0s
2021-11-28 03:48:13,037 - mmseg - INFO - per class results:
2021-11-28 03:48:13,039 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.78 | 26.69 |
| Buildings | 20.89 | 28.81 |
| Low vegetation | 15.25 | 17.3 |
| Trees | 8.08 | 9.76 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.72 | 68.06 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 03:48:13,040 - mmseg - INFO - Summary:
2021-11-28 03:48:13,040 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 23.65 | 11.79 | 25.1 |
+-------+-------+------+
2021-11-28 03:48:13,043 - mmseg - INFO - Epoch(val) [167][255] aAcc: 0.2365, mIoU: 0.1179, mAcc: 0.2510, IoU.Impervious surface: 0.2378, IoU.Buildings: 0.2089, IoU.Low vegetation: 0.1525, IoU.Trees: 0.0808, IoU.Cars: 0.0000, IoU.Clutter: 0.0272, IoU.Background: nan, Acc.Impervious surface: 0.2669, Acc.Buildings: 0.2881, Acc.Low vegetation: 0.1730, Acc.Trees: 0.0976, Acc.Cars: 0.0000, Acc.Clutter: 0.6806, Acc.Background: nan
2021-11-28 03:50:46,758 - mmseg - INFO - Saving checkpoint at 75200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:51:47,804 - mmseg - INFO - Epoch [168][90/450] lr: 2.045e-03, eta: 3:13:32, time: 2.385, data_time: 1.713, memory: 7603, decode.loss_ce: 0.0500, decode.acc_seg: 98.0445, aux.loss_ce: 0.0369, aux.acc_seg: 96.5652, loss: 0.0869
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:53:15,462 - mmseg - INFO - Epoch [168][180/450] lr: 2.035e-03, eta: 3:12:24, time: 0.974, data_time: 0.314, memory: 7603, decode.loss_ce: 0.0511, decode.acc_seg: 98.0108, aux.loss_ce: 0.0364, aux.acc_seg: 96.6452, loss: 0.0875
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:54:41,728 - mmseg - INFO - Epoch [168][270/450] lr: 2.024e-03, eta: 3:11:17, time: 0.959, data_time: 0.292, memory: 7603, decode.loss_ce: 0.0484, decode.acc_seg: 98.1078, aux.loss_ce: 0.0341, aux.acc_seg: 96.7957, loss: 0.0825
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:55:49,695 - mmseg - INFO - Epoch [168][360/450] lr: 2.013e-03, eta: 3:10:05, time: 0.755, data_time: 0.080, memory: 7603, decode.loss_ce: 0.0482, decode.acc_seg: 98.1199, aux.loss_ce: 0.0343, aux.acc_seg: 96.8009, loss: 0.0825
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 03:57:08,686 - mmseg - INFO - Epoch [168][450/450] lr: 2.003e-03, eta: 3:08:56, time: 0.878, data_time: 0.202, memory: 7603, decode.loss_ce: 0.0484, decode.acc_seg: 98.0953, aux.loss_ce: 0.0341, aux.acc_seg: 96.7956, loss: 0.0826
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1235s, ETA: 0s
2021-11-28 04:17:43,866 - mmseg - INFO - per class results:
2021-11-28 04:17:43,872 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 26.52 | 36.11 |
| Buildings | 38.71 | 60.8 |
| Low vegetation | 9.46 | 10.36 |
| Trees | 8.89 | 11.84 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.2 | 39.53 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 04:17:43,873 - mmseg - INFO - Summary:
2021-11-28 04:17:43,874 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 35.35 | 14.3 | 26.44 |
+-------+------+-------+
2021-11-28 04:17:43,876 - mmseg - INFO - Epoch(val) [168][255] aAcc: 0.3535, mIoU: 0.1430, mAcc: 0.2644, IoU.Impervious surface: 0.2652, IoU.Buildings: 0.3871, IoU.Low vegetation: 0.0946, IoU.Trees: 0.0889, IoU.Cars: 0.0000, IoU.Clutter: 0.0220, IoU.Background: nan, Acc.Impervious surface: 0.3611, Acc.Buildings: 0.6080, Acc.Low vegetation: 0.1036, Acc.Trees: 0.1184, Acc.Cars: 0.0000, Acc.Clutter: 0.3953, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 04:21:17,841 - mmseg - INFO - Epoch [169][90/450] lr: 1.992e-03, eta: 3:08:12, time: 2.376, data_time: 1.726, memory: 7603, decode.loss_ce: 0.0477, decode.acc_seg: 98.1378, aux.loss_ce: 0.0336, aux.acc_seg: 96.8549, loss: 0.0813
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 04:24:19,066 - mmseg - INFO - Epoch [169][180/450] lr: 1.981e-03, eta: 3:07:22, time: 2.014, data_time: 1.355, memory: 7603, decode.loss_ce: 0.0464, decode.acc_seg: 98.2089, aux.loss_ce: 0.0325, aux.acc_seg: 96.9849, loss: 0.0788
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 04:35:57,881 - mmseg - INFO - Epoch [169][270/450] lr: 1.971e-03, eta: 3:08:07, time: 7.765, data_time: 7.105, memory: 7603, decode.loss_ce: 0.0471, decode.acc_seg: 98.1620, aux.loss_ce: 0.0330, aux.acc_seg: 96.9357, loss: 0.0800
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 04:39:10,074 - mmseg - INFO - Epoch [169][360/450] lr: 1.960e-03, eta: 3:07:18, time: 2.135, data_time: 1.483, memory: 7603, decode.loss_ce: 0.0469, decode.acc_seg: 98.1781, aux.loss_ce: 0.0333, aux.acc_seg: 96.8895, loss: 0.0802
2021-11-28 04:39:47,786 - mmseg - INFO - Saving checkpoint at 76000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 04:40:50,847 - mmseg - INFO - Epoch [169][450/450] lr: 1.949e-03, eta: 3:06:11, time: 1.120, data_time: 0.442, memory: 7603, decode.loss_ce: 0.0483, decode.acc_seg: 98.1118, aux.loss_ce: 0.0346, aux.acc_seg: 96.7588, loss: 0.0829
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1234s, ETA: 0s
2021-11-28 05:01:25,191 - mmseg - INFO - per class results:
2021-11-28 05:01:25,204 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 30.88 | 41.69 |
| Buildings | 27.1 | 38.1 |
| Low vegetation | 19.55 | 23.63 |
| Trees | 7.21 | 8.98 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.53 | 54.99 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 05:01:25,205 - mmseg - INFO - Summary:
2021-11-28 05:01:25,206 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 32.47 | 14.54 | 27.9 |
+-------+-------+------+
2021-11-28 05:01:25,215 - mmseg - INFO - Epoch(val) [169][255] aAcc: 0.3247, mIoU: 0.1454, mAcc: 0.2790, IoU.Impervious surface: 0.3088, IoU.Buildings: 0.2710, IoU.Low vegetation: 0.1955, IoU.Trees: 0.0721, IoU.Cars: 0.0000, IoU.Clutter: 0.0253, IoU.Background: nan, Acc.Impervious surface: 0.4169, Acc.Buildings: 0.3810, Acc.Low vegetation: 0.2363, Acc.Trees: 0.0898, Acc.Cars: 0.0000, Acc.Clutter: 0.5499, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:05:04,309 - mmseg - INFO - Epoch [170][90/450] lr: 1.938e-03, eta: 3:05:26, time: 2.433, data_time: 1.778, memory: 7603, decode.loss_ce: 0.0468, decode.acc_seg: 98.1732, aux.loss_ce: 0.0328, aux.acc_seg: 96.9309, loss: 0.0796
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:06:07,859 - mmseg - INFO - Epoch [170][180/450] lr: 1.928e-03, eta: 3:04:12, time: 0.706, data_time: 0.032, memory: 7603, decode.loss_ce: 0.0450, decode.acc_seg: 98.2370, aux.loss_ce: 0.0316, aux.acc_seg: 97.0413, loss: 0.0766
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:07:20,933 - mmseg - INFO - Epoch [170][270/450] lr: 1.917e-03, eta: 3:03:00, time: 0.812, data_time: 0.144, memory: 7603, decode.loss_ce: 0.0479, decode.acc_seg: 98.1393, aux.loss_ce: 0.0342, aux.acc_seg: 96.7995, loss: 0.0820
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:08:36,957 - mmseg - INFO - Epoch [170][360/450] lr: 1.906e-03, eta: 3:01:48, time: 0.845, data_time: 0.171, memory: 7603, decode.loss_ce: 0.0465, decode.acc_seg: 98.1981, aux.loss_ce: 0.0342, aux.acc_seg: 96.8202, loss: 0.0806
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:09:54,103 - mmseg - INFO - Epoch [170][450/450] lr: 1.895e-03, eta: 3:00:37, time: 0.857, data_time: 0.184, memory: 7603, decode.loss_ce: 0.0480, decode.acc_seg: 98.1373, aux.loss_ce: 0.0345, aux.acc_seg: 96.7935, loss: 0.0825
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1217s, ETA: 0s
2021-11-28 05:30:11,187 - mmseg - INFO - per class results:
2021-11-28 05:30:11,194 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 15.79 | 18.12 |
| Buildings | 29.46 | 45.38 |
| Low vegetation | 22.82 | 26.8 |
| Trees | 9.81 | 20.71 |
| Cars | 0.05 | 0.05 |
| Clutter | 1.94 | 40.71 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 05:30:11,195 - mmseg - INFO - Summary:
2021-11-28 05:30:11,196 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 28.85 | 13.31 | 25.29 |
+-------+-------+-------+
2021-11-28 05:30:11,202 - mmseg - INFO - Epoch(val) [170][255] aAcc: 0.2885, mIoU: 0.1331, mAcc: 0.2529, IoU.Impervious surface: 0.1579, IoU.Buildings: 0.2946, IoU.Low vegetation: 0.2282, IoU.Trees: 0.0981, IoU.Cars: 0.0005, IoU.Clutter: 0.0194, IoU.Background: nan, Acc.Impervious surface: 0.1812, Acc.Buildings: 0.4538, Acc.Low vegetation: 0.2680, Acc.Trees: 0.2071, Acc.Cars: 0.0005, Acc.Clutter: 0.4071, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:39:34,665 - mmseg - INFO - Epoch [171][90/450] lr: 1.885e-03, eta: 3:00:51, time: 6.260, data_time: 5.612, memory: 7603, decode.loss_ce: 0.0462, decode.acc_seg: 98.1895, aux.loss_ce: 0.0322, aux.acc_seg: 96.9843, loss: 0.0784
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:49:31,989 - mmseg - INFO - Epoch [171][180/450] lr: 1.874e-03, eta: 3:01:09, time: 6.637, data_time: 5.980, memory: 7603, decode.loss_ce: 0.0462, decode.acc_seg: 98.2062, aux.loss_ce: 0.0324, aux.acc_seg: 96.9787, loss: 0.0786
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:52:59,352 - mmseg - INFO - Epoch [171][270/450] lr: 1.863e-03, eta: 3:00:18, time: 2.304, data_time: 1.651, memory: 7603, decode.loss_ce: 0.0467, decode.acc_seg: 98.1873, aux.loss_ce: 0.0335, aux.acc_seg: 96.9038, loss: 0.0802
2021-11-28 05:53:43,715 - mmseg - INFO - Saving checkpoint at 76800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:55:18,435 - mmseg - INFO - Epoch [171][360/450] lr: 1.852e-03, eta: 2:59:16, time: 1.545, data_time: 0.875, memory: 7603, decode.loss_ce: 0.0447, decode.acc_seg: 98.2503, aux.loss_ce: 0.0313, aux.acc_seg: 97.0790, loss: 0.0760
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 05:57:08,272 - mmseg - INFO - Epoch [171][450/450] lr: 1.841e-03, eta: 2:58:09, time: 1.220, data_time: 0.558, memory: 7603, decode.loss_ce: 0.0481, decode.acc_seg: 98.1401, aux.loss_ce: 0.0335, aux.acc_seg: 96.8873, loss: 0.0816
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1224s, ETA: 0s
2021-11-28 06:17:32,134 - mmseg - INFO - per class results:
2021-11-28 06:17:32,145 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.65 | 31.05 |
| Buildings | 35.51 | 47.29 |
| Low vegetation | 6.34 | 6.72 |
| Trees | 9.71 | 11.74 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.66 | 59.58 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 06:17:32,146 - mmseg - INFO - Summary:
2021-11-28 06:17:32,147 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 28.98 | 12.99 | 26.07 |
+-------+-------+-------+
2021-11-28 06:17:32,155 - mmseg - INFO - Epoch(val) [171][255] aAcc: 0.2898, mIoU: 0.1299, mAcc: 0.2607, IoU.Impervious surface: 0.2365, IoU.Buildings: 0.3551, IoU.Low vegetation: 0.0634, IoU.Trees: 0.0971, IoU.Cars: 0.0005, IoU.Clutter: 0.0266, IoU.Background: nan, Acc.Impervious surface: 0.3105, Acc.Buildings: 0.4729, Acc.Low vegetation: 0.0672, Acc.Trees: 0.1174, Acc.Cars: 0.0005, Acc.Clutter: 0.5958, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 06:23:00,632 - mmseg - INFO - Epoch [172][90/450] lr: 1.831e-03, eta: 2:57:38, time: 3.649, data_time: 3.001, memory: 7603, decode.loss_ce: 0.0531, decode.acc_seg: 97.8997, aux.loss_ce: 0.0381, aux.acc_seg: 96.4145, loss: 0.0913
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 06:25:32,155 - mmseg - INFO - Epoch [172][180/450] lr: 1.820e-03, eta: 2:56:37, time: 1.684, data_time: 1.031, memory: 7603, decode.loss_ce: 0.0499, decode.acc_seg: 98.0703, aux.loss_ce: 0.0347, aux.acc_seg: 96.7656, loss: 0.0846
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 06:26:56,093 - mmseg - INFO - Epoch [172][270/450] lr: 1.809e-03, eta: 2:55:24, time: 0.932, data_time: 0.271, memory: 7603, decode.loss_ce: 0.0480, decode.acc_seg: 98.1220, aux.loss_ce: 0.0335, aux.acc_seg: 96.8645, loss: 0.0814
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 06:28:35,804 - mmseg - INFO - Epoch [172][360/450] lr: 1.798e-03, eta: 2:54:14, time: 1.108, data_time: 0.445, memory: 7603, decode.loss_ce: 0.0445, decode.acc_seg: 98.2683, aux.loss_ce: 0.0319, aux.acc_seg: 97.0031, loss: 0.0764
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 06:29:56,988 - mmseg - INFO - Epoch [172][450/450] lr: 1.787e-03, eta: 2:53:01, time: 0.902, data_time: 0.235, memory: 7603, decode.loss_ce: 0.0497, decode.acc_seg: 98.0808, aux.loss_ce: 0.0349, aux.acc_seg: 96.7269, loss: 0.0846
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1189s, ETA: 0s
2021-11-28 06:49:46,059 - mmseg - INFO - per class results:
2021-11-28 06:49:46,074 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 16.26 | 20.55 |
| Buildings | 18.24 | 24.23 |
| Low vegetation | 7.48 | 8.07 |
| Trees | 7.74 | 9.08 |
| Cars | 0.02 | 0.02 |
| Clutter | 3.0 | 76.47 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 06:49:46,075 - mmseg - INFO - Summary:
2021-11-28 06:49:46,076 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 18.41 | 8.79 | 23.07 |
+-------+------+-------+
2021-11-28 06:49:46,085 - mmseg - INFO - Epoch(val) [172][255] aAcc: 0.1841, mIoU: 0.0879, mAcc: 0.2307, IoU.Impervious surface: 0.1626, IoU.Buildings: 0.1824, IoU.Low vegetation: 0.0748, IoU.Trees: 0.0774, IoU.Cars: 0.0002, IoU.Clutter: 0.0300, IoU.Background: nan, Acc.Impervious surface: 0.2055, Acc.Buildings: 0.2423, Acc.Low vegetation: 0.0807, Acc.Trees: 0.0908, Acc.Cars: 0.0002, Acc.Clutter: 0.7647, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:04:34,409 - mmseg - INFO - Epoch [173][90/450] lr: 1.776e-03, eta: 2:53:58, time: 9.869, data_time: 9.211, memory: 7603, decode.loss_ce: 0.0461, decode.acc_seg: 98.1959, aux.loss_ce: 0.0334, aux.acc_seg: 96.8825, loss: 0.0795
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:07:07,363 - mmseg - INFO - Epoch [173][180/450] lr: 1.766e-03, eta: 2:52:56, time: 1.699, data_time: 1.045, memory: 7603, decode.loss_ce: 0.0478, decode.acc_seg: 98.1482, aux.loss_ce: 0.0330, aux.acc_seg: 96.9145, loss: 0.0808
2021-11-28 07:07:40,085 - mmseg - INFO - Saving checkpoint at 77600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:09:49,353 - mmseg - INFO - Epoch [173][270/450] lr: 1.755e-03, eta: 2:51:54, time: 1.800, data_time: 1.135, memory: 7603, decode.loss_ce: 0.0459, decode.acc_seg: 98.2145, aux.loss_ce: 0.0329, aux.acc_seg: 96.9381, loss: 0.0788
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:14:06,174 - mmseg - INFO - Epoch [173][360/450] lr: 1.744e-03, eta: 2:51:08, time: 2.854, data_time: 2.203, memory: 7603, decode.loss_ce: 0.0489, decode.acc_seg: 98.0933, aux.loss_ce: 0.0349, aux.acc_seg: 96.7365, loss: 0.0839
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:17:06,572 - mmseg - INFO - Epoch [173][450/450] lr: 1.733e-03, eta: 2:50:09, time: 2.004, data_time: 1.353, memory: 7603, decode.loss_ce: 0.0470, decode.acc_seg: 98.1840, aux.loss_ce: 0.0331, aux.acc_seg: 96.9224, loss: 0.0802
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1225s, ETA: 0s
2021-11-28 07:37:32,110 - mmseg - INFO - per class results:
2021-11-28 07:37:32,121 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 27.27 | 31.84 |
| Buildings | 22.71 | 31.82 |
| Low vegetation | 27.27 | 34.01 |
| Trees | 8.78 | 19.71 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.02 | 40.72 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 07:37:32,122 - mmseg - INFO - Summary:
2021-11-28 07:37:32,124 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.31 | 14.68 | 26.35 |
+-------+-------+-------+
2021-11-28 07:37:32,132 - mmseg - INFO - Epoch(val) [173][255] aAcc: 0.3031, mIoU: 0.1468, mAcc: 0.2635, IoU.Impervious surface: 0.2727, IoU.Buildings: 0.2271, IoU.Low vegetation: 0.2727, IoU.Trees: 0.0878, IoU.Cars: 0.0000, IoU.Clutter: 0.0202, IoU.Background: nan, Acc.Impervious surface: 0.3184, Acc.Buildings: 0.3182, Acc.Low vegetation: 0.3401, Acc.Trees: 0.1971, Acc.Cars: 0.0000, Acc.Clutter: 0.4072, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:43:08,693 - mmseg - INFO - Epoch [174][90/450] lr: 1.722e-03, eta: 2:49:33, time: 3.739, data_time: 3.096, memory: 7603, decode.loss_ce: 0.0441, decode.acc_seg: 98.2702, aux.loss_ce: 0.0318, aux.acc_seg: 97.0385, loss: 0.0759
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:45:28,113 - mmseg - INFO - Epoch [174][180/450] lr: 1.711e-03, eta: 2:48:27, time: 1.549, data_time: 0.897, memory: 7603, decode.loss_ce: 0.0516, decode.acc_seg: 97.9895, aux.loss_ce: 0.0376, aux.acc_seg: 96.4825, loss: 0.0892
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:46:49,168 - mmseg - INFO - Epoch [174][270/450] lr: 1.700e-03, eta: 2:47:12, time: 0.901, data_time: 0.235, memory: 7603, decode.loss_ce: 0.0465, decode.acc_seg: 98.1935, aux.loss_ce: 0.0327, aux.acc_seg: 96.9607, loss: 0.0792
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:48:06,563 - mmseg - INFO - Epoch [174][360/450] lr: 1.689e-03, eta: 2:45:56, time: 0.860, data_time: 0.188, memory: 7603, decode.loss_ce: 0.0455, decode.acc_seg: 98.2259, aux.loss_ce: 0.0323, aux.acc_seg: 96.9803, loss: 0.0778
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 07:49:35,791 - mmseg - INFO - Epoch [174][450/450] lr: 1.678e-03, eta: 2:44:42, time: 0.991, data_time: 0.325, memory: 7603, decode.loss_ce: 0.0434, decode.acc_seg: 98.3035, aux.loss_ce: 0.0307, aux.acc_seg: 97.1254, loss: 0.0741
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1209s, ETA: 0s
2021-11-28 08:09:45,195 - mmseg - INFO - per class results:
2021-11-28 08:09:45,207 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.67 | 20.81 |
| Buildings | 24.94 | 35.66 |
| Low vegetation | 11.28 | 12.75 |
| Trees | 5.65 | 6.0 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.93 | 75.49 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 08:09:45,208 - mmseg - INFO - Summary:
2021-11-28 08:09:45,209 - mmseg - INFO -
+------+-------+-------+
| aAcc | mIoU | mAcc |
+------+-------+-------+
| 22.7 | 10.41 | 25.12 |
+------+-------+-------+
2021-11-28 08:09:45,218 - mmseg - INFO - Epoch(val) [174][255] aAcc: 0.2270, mIoU: 0.1041, mAcc: 0.2512, IoU.Impervious surface: 0.1767, IoU.Buildings: 0.2494, IoU.Low vegetation: 0.1128, IoU.Trees: 0.0565, IoU.Cars: 0.0000, IoU.Clutter: 0.0293, IoU.Background: nan, Acc.Impervious surface: 0.2081, Acc.Buildings: 0.3566, Acc.Low vegetation: 0.1275, Acc.Trees: 0.0600, Acc.Cars: 0.0000, Acc.Clutter: 0.7549, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 08:14:53,884 - mmseg - INFO - Epoch [175][90/450] lr: 1.667e-03, eta: 2:44:00, time: 3.428, data_time: 2.776, memory: 7603, decode.loss_ce: 0.0662, decode.acc_seg: 97.5268, aux.loss_ce: 0.0459, aux.acc_seg: 95.8744, loss: 0.1120
2021-11-28 08:15:13,613 - mmseg - INFO - Saving checkpoint at 78400 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 08:27:30,100 - mmseg - INFO - Epoch [175][180/450] lr: 1.657e-03, eta: 2:44:24, time: 8.403, data_time: 7.740, memory: 7603, decode.loss_ce: 0.0515, decode.acc_seg: 98.0023, aux.loss_ce: 0.0363, aux.acc_seg: 96.6231, loss: 0.0878
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 08:33:29,103 - mmseg - INFO - Epoch [175][270/450] lr: 1.646e-03, eta: 2:43:48, time: 3.989, data_time: 3.337, memory: 7603, decode.loss_ce: 0.0483, decode.acc_seg: 98.1148, aux.loss_ce: 0.0344, aux.acc_seg: 96.7744, loss: 0.0828
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 08:35:43,400 - mmseg - INFO - Epoch [175][360/450] lr: 1.635e-03, eta: 2:42:39, time: 1.492, data_time: 0.840, memory: 7603, decode.loss_ce: 0.0457, decode.acc_seg: 98.2203, aux.loss_ce: 0.0326, aux.acc_seg: 96.9413, loss: 0.0784
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 08:38:51,258 - mmseg - INFO - Epoch [175][450/450] lr: 1.624e-03, eta: 2:41:37, time: 2.087, data_time: 1.437, memory: 7603, decode.loss_ce: 0.0488, decode.acc_seg: 98.0982, aux.loss_ce: 0.0342, aux.acc_seg: 96.8130, loss: 0.0831
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1221s, ETA: 0s
2021-11-28 08:59:12,298 - mmseg - INFO - per class results:
2021-11-28 08:59:12,309 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 21.89 | 24.33 |
| Buildings | 35.42 | 49.85 |
| Low vegetation | 8.82 | 9.79 |
| Trees | 5.68 | 7.23 |
| Cars | 0.01 | 0.01 |
| Clutter | 2.47 | 66.13 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 08:59:12,313 - mmseg - INFO - Summary:
2021-11-28 08:59:12,313 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 27.79 | 12.38 | 26.22 |
+-------+-------+-------+
2021-11-28 08:59:12,323 - mmseg - INFO - Epoch(val) [175][255] aAcc: 0.2779, mIoU: 0.1238, mAcc: 0.2622, IoU.Impervious surface: 0.2189, IoU.Buildings: 0.3542, IoU.Low vegetation: 0.0882, IoU.Trees: 0.0568, IoU.Cars: 0.0001, IoU.Clutter: 0.0247, IoU.Background: nan, Acc.Impervious surface: 0.2433, Acc.Buildings: 0.4985, Acc.Low vegetation: 0.0979, Acc.Trees: 0.0723, Acc.Cars: 0.0001, Acc.Clutter: 0.6613, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:04:11,633 - mmseg - INFO - Epoch [176][90/450] lr: 1.613e-03, eta: 2:40:51, time: 3.324, data_time: 2.679, memory: 7603, decode.loss_ce: 0.0467, decode.acc_seg: 98.1827, aux.loss_ce: 0.0329, aux.acc_seg: 96.9378, loss: 0.0795
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:08:44,571 - mmseg - INFO - Epoch [176][180/450] lr: 1.602e-03, eta: 2:40:00, time: 3.033, data_time: 2.384, memory: 7603, decode.loss_ce: 0.0454, decode.acc_seg: 98.2450, aux.loss_ce: 0.0344, aux.acc_seg: 96.8028, loss: 0.0798
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:11:49,666 - mmseg - INFO - Epoch [176][270/450] lr: 1.591e-03, eta: 2:38:57, time: 2.057, data_time: 1.406, memory: 7603, decode.loss_ce: 0.0458, decode.acc_seg: 98.2085, aux.loss_ce: 0.0340, aux.acc_seg: 96.8402, loss: 0.0798
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:13:47,901 - mmseg - INFO - Epoch [176][360/450] lr: 1.580e-03, eta: 2:37:45, time: 1.314, data_time: 0.660, memory: 7603, decode.loss_ce: 0.0451, decode.acc_seg: 98.2441, aux.loss_ce: 0.0325, aux.acc_seg: 96.9679, loss: 0.0776
2021-11-28 09:15:37,718 - mmseg - INFO - Saving checkpoint at 79200 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:15:38,683 - mmseg - INFO - Epoch [176][450/450] lr: 1.569e-03, eta: 2:36:31, time: 1.231, data_time: 0.565, memory: 7603, decode.loss_ce: 0.0477, decode.acc_seg: 98.1629, aux.loss_ce: 0.0343, aux.acc_seg: 96.8518, loss: 0.0820
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1361s, ETA: 0s
2021-11-28 09:38:19,852 - mmseg - INFO - per class results:
2021-11-28 09:38:19,864 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 26.56 | 35.08 |
| Buildings | 47.7 | 66.07 |
| Low vegetation | 10.3 | 11.67 |
| Trees | 0.05 | 0.05 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.99 | 51.22 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 09:38:19,865 - mmseg - INFO - Summary:
2021-11-28 09:38:19,866 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 35.77 | 14.61 | 27.36 |
+-------+-------+-------+
2021-11-28 09:38:19,876 - mmseg - INFO - Epoch(val) [176][255] aAcc: 0.3577, mIoU: 0.1461, mAcc: 0.2736, IoU.Impervious surface: 0.2656, IoU.Buildings: 0.4770, IoU.Low vegetation: 0.1030, IoU.Trees: 0.0005, IoU.Cars: 0.0005, IoU.Clutter: 0.0299, IoU.Background: nan, Acc.Impervious surface: 0.3508, Acc.Buildings: 0.6607, Acc.Low vegetation: 0.1167, Acc.Trees: 0.0005, Acc.Cars: 0.0005, Acc.Clutter: 0.5122, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:45:37,602 - mmseg - INFO - Epoch [177][90/450] lr: 1.558e-03, eta: 2:36:01, time: 4.862, data_time: 4.211, memory: 7603, decode.loss_ce: 0.0465, decode.acc_seg: 98.1928, aux.loss_ce: 0.0334, aux.acc_seg: 96.9033, loss: 0.0799
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:48:31,253 - mmseg - INFO - Epoch [177][180/450] lr: 1.547e-03, eta: 2:34:55, time: 1.929, data_time: 1.278, memory: 7603, decode.loss_ce: 0.0460, decode.acc_seg: 98.2062, aux.loss_ce: 0.0325, aux.acc_seg: 96.9713, loss: 0.0785
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:51:47,978 - mmseg - INFO - Epoch [177][270/450] lr: 1.536e-03, eta: 2:33:52, time: 2.186, data_time: 1.538, memory: 7603, decode.loss_ce: 0.0440, decode.acc_seg: 98.2961, aux.loss_ce: 0.0318, aux.acc_seg: 97.0261, loss: 0.0759
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:55:34,214 - mmseg - INFO - Epoch [177][360/450] lr: 1.525e-03, eta: 2:32:52, time: 2.514, data_time: 1.864, memory: 7603, decode.loss_ce: 0.0477, decode.acc_seg: 98.1613, aux.loss_ce: 0.0339, aux.acc_seg: 96.8634, loss: 0.0816
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 09:59:44,082 - mmseg - INFO - Epoch [177][450/450] lr: 1.514e-03, eta: 2:31:55, time: 2.776, data_time: 2.128, memory: 7603, decode.loss_ce: 0.0474, decode.acc_seg: 98.1643, aux.loss_ce: 0.0338, aux.acc_seg: 96.8532, loss: 0.0812
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1201s, ETA: 0s
2021-11-28 10:19:45,371 - mmseg - INFO - per class results:
2021-11-28 10:19:45,386 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 13.57 | 15.44 |
| Buildings | 28.17 | 34.49 |
| Low vegetation | 8.05 | 8.77 |
| Trees | 7.98 | 11.7 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.38 | 68.72 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 10:19:45,387 - mmseg - INFO - Summary:
2021-11-28 10:19:45,388 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 20.34 | 10.04 | 23.2 |
+-------+-------+------+
2021-11-28 10:19:45,397 - mmseg - INFO - Epoch(val) [177][255] aAcc: 0.2034, mIoU: 0.1004, mAcc: 0.2320, IoU.Impervious surface: 0.1357, IoU.Buildings: 0.2817, IoU.Low vegetation: 0.0805, IoU.Trees: 0.0798, IoU.Cars: 0.0005, IoU.Clutter: 0.0238, IoU.Background: nan, Acc.Impervious surface: 0.1544, Acc.Buildings: 0.3449, Acc.Low vegetation: 0.0877, Acc.Trees: 0.1170, Acc.Cars: 0.0005, Acc.Clutter: 0.6872, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 10:26:26,733 - mmseg - INFO - Epoch [178][90/450] lr: 1.502e-03, eta: 2:31:18, time: 4.458, data_time: 3.812, memory: 7603, decode.loss_ce: 0.0452, decode.acc_seg: 98.2620, aux.loss_ce: 0.0328, aux.acc_seg: 96.9540, loss: 0.0779
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 10:30:22,339 - mmseg - INFO - Epoch [178][180/450] lr: 1.491e-03, eta: 2:30:18, time: 2.618, data_time: 1.970, memory: 7603, decode.loss_ce: 0.0440, decode.acc_seg: 98.2932, aux.loss_ce: 0.0312, aux.acc_seg: 97.0853, loss: 0.0751
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 10:35:20,057 - mmseg - INFO - Epoch [178][270/450] lr: 1.480e-03, eta: 2:29:26, time: 3.308, data_time: 2.662, memory: 7603, decode.loss_ce: 0.0448, decode.acc_seg: 98.2597, aux.loss_ce: 0.0314, aux.acc_seg: 97.0667, loss: 0.0762
2021-11-28 10:41:27,255 - mmseg - INFO - Saving checkpoint at 80000 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 10:41:58,626 - mmseg - INFO - Epoch [178][360/450] lr: 1.469e-03, eta: 2:28:45, time: 4.429, data_time: 3.753, memory: 7603, decode.loss_ce: 0.0445, decode.acc_seg: 98.2741, aux.loss_ce: 0.0314, aux.acc_seg: 97.0682, loss: 0.0760
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 10:45:45,237 - mmseg - INFO - Epoch [178][450/450] lr: 1.458e-03, eta: 2:27:43, time: 2.518, data_time: 1.874, memory: 7603, decode.loss_ce: 0.0446, decode.acc_seg: 98.2524, aux.loss_ce: 0.0316, aux.acc_seg: 97.0263, loss: 0.0762
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1349s, ETA: 0s
2021-11-28 11:08:14,400 - mmseg - INFO - per class results:
2021-11-28 11:08:14,413 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 23.17 | 27.99 |
| Buildings | 30.5 | 40.64 |
| Low vegetation | 18.85 | 24.14 |
| Trees | 7.46 | 9.21 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.42 | 63.78 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 11:08:14,414 - mmseg - INFO - Summary:
2021-11-28 11:08:14,415 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 29.07 | 13.74 | 27.63 |
+-------+-------+-------+
2021-11-28 11:08:14,423 - mmseg - INFO - Epoch(val) [178][255] aAcc: 0.2907, mIoU: 0.1374, mAcc: 0.2763, IoU.Impervious surface: 0.2317, IoU.Buildings: 0.3050, IoU.Low vegetation: 0.1885, IoU.Trees: 0.0746, IoU.Cars: 0.0005, IoU.Clutter: 0.0242, IoU.Background: nan, Acc.Impervious surface: 0.2799, Acc.Buildings: 0.4064, Acc.Low vegetation: 0.2414, Acc.Trees: 0.0921, Acc.Cars: 0.0005, Acc.Clutter: 0.6378, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 11:14:09,187 - mmseg - INFO - Epoch [179][90/450] lr: 1.447e-03, eta: 2:26:56, time: 3.941, data_time: 3.292, memory: 7603, decode.loss_ce: 0.0465, decode.acc_seg: 98.2023, aux.loss_ce: 0.0323, aux.acc_seg: 97.0105, loss: 0.0788
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 11:17:36,585 - mmseg - INFO - Epoch [179][180/450] lr: 1.436e-03, eta: 2:25:50, time: 2.304, data_time: 1.660, memory: 7603, decode.loss_ce: 0.0456, decode.acc_seg: 98.2356, aux.loss_ce: 0.0333, aux.acc_seg: 96.8805, loss: 0.0789
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 11:19:40,070 - mmseg - INFO - Epoch [179][270/450] lr: 1.425e-03, eta: 2:24:34, time: 1.372, data_time: 0.720, memory: 7603, decode.loss_ce: 0.0436, decode.acc_seg: 98.2899, aux.loss_ce: 0.0308, aux.acc_seg: 97.1003, loss: 0.0744
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 11:24:49,296 - mmseg - INFO - Epoch [179][360/450] lr: 1.414e-03, eta: 2:23:40, time: 3.436, data_time: 2.790, memory: 7603, decode.loss_ce: 0.0442, decode.acc_seg: 98.2867, aux.loss_ce: 0.0307, aux.acc_seg: 97.1240, loss: 0.0749
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 11:30:11,614 - mmseg - INFO - Epoch [179][450/450] lr: 1.402e-03, eta: 2:22:47, time: 3.581, data_time: 2.938, memory: 7603, decode.loss_ce: 0.0431, decode.acc_seg: 98.3101, aux.loss_ce: 0.0304, aux.acc_seg: 97.1247, loss: 0.0735
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1228s, ETA: 0s
2021-11-28 11:50:39,744 - mmseg - INFO - per class results:
2021-11-28 11:50:39,756 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 18.05 | 20.79 |
| Buildings | 29.91 | 43.66 |
| Low vegetation | 13.03 | 15.06 |
| Trees | 7.4 | 8.85 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.45 | 67.81 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 11:50:39,757 - mmseg - INFO - Summary:
2021-11-28 11:50:39,758 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 25.91 | 11.82 | 26.04 |
+-------+-------+-------+
2021-11-28 11:50:39,768 - mmseg - INFO - Epoch(val) [179][255] aAcc: 0.2591, mIoU: 0.1182, mAcc: 0.2604, IoU.Impervious surface: 0.1805, IoU.Buildings: 0.2991, IoU.Low vegetation: 0.1303, IoU.Trees: 0.0740, IoU.Cars: 0.0005, IoU.Clutter: 0.0245, IoU.Background: nan, Acc.Impervious surface: 0.2079, Acc.Buildings: 0.4366, Acc.Low vegetation: 0.1506, Acc.Trees: 0.0885, Acc.Cars: 0.0005, Acc.Clutter: 0.6781, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 11:57:28,931 - mmseg - INFO - Epoch [180][90/450] lr: 1.391e-03, eta: 2:22:04, time: 4.545, data_time: 3.901, memory: 7603, decode.loss_ce: 0.0440, decode.acc_seg: 98.2873, aux.loss_ce: 0.0307, aux.acc_seg: 97.1048, loss: 0.0747
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 12:09:23,156 - mmseg - INFO - Epoch [180][180/450] lr: 1.380e-03, eta: 2:21:54, time: 7.936, data_time: 7.280, memory: 7603, decode.loss_ce: 0.0441, decode.acc_seg: 98.2799, aux.loss_ce: 0.0320, aux.acc_seg: 97.0118, loss: 0.0761
2021-11-28 12:16:31,699 - mmseg - INFO - Saving checkpoint at 80800 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 12:17:54,044 - mmseg - INFO - Epoch [180][270/450] lr: 1.369e-03, eta: 2:21:20, time: 5.676, data_time: 4.984, memory: 7603, decode.loss_ce: 0.0468, decode.acc_seg: 98.1912, aux.loss_ce: 0.0358, aux.acc_seg: 96.7480, loss: 0.0827
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 12:23:09,642 - mmseg - INFO - Epoch [180][360/450] lr: 1.358e-03, eta: 2:20:23, time: 3.507, data_time: 2.865, memory: 7603, decode.loss_ce: 0.0433, decode.acc_seg: 98.3101, aux.loss_ce: 0.0313, aux.acc_seg: 97.0907, loss: 0.0746
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 12:29:46,318 - mmseg - INFO - Epoch [180][450/450] lr: 1.346e-03, eta: 2:19:35, time: 4.407, data_time: 3.758, memory: 7603, decode.loss_ce: 0.0448, decode.acc_seg: 98.2668, aux.loss_ce: 0.0319, aux.acc_seg: 97.0141, loss: 0.0767
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1219s, ETA: 0s
2021-11-28 12:50:06,010 - mmseg - INFO - per class results:
2021-11-28 12:50:06,022 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.1 | 20.27 |
| Buildings | 26.47 | 39.57 |
| Low vegetation | 7.39 | 7.88 |
| Trees | 11.37 | 15.24 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.41 | 59.25 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 12:50:06,023 - mmseg - INFO - Summary:
2021-11-28 12:50:06,024 - mmseg - INFO -
+-------+-------+------+
| aAcc | mIoU | mAcc |
+-------+-------+------+
| 23.62 | 10.79 | 23.7 |
+-------+-------+------+
2021-11-28 12:50:06,033 - mmseg - INFO - Epoch(val) [180][255] aAcc: 0.2362, mIoU: 0.1079, mAcc: 0.2370, IoU.Impervious surface: 0.1710, IoU.Buildings: 0.2647, IoU.Low vegetation: 0.0739, IoU.Trees: 0.1137, IoU.Cars: 0.0000, IoU.Clutter: 0.0241, IoU.Background: nan, Acc.Impervious surface: 0.2027, Acc.Buildings: 0.3957, Acc.Low vegetation: 0.0788, Acc.Trees: 0.1524, Acc.Cars: 0.0000, Acc.Clutter: 0.5925, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 12:56:25,944 - mmseg - INFO - Epoch [181][90/450] lr: 1.335e-03, eta: 2:18:43, time: 4.220, data_time: 3.574, memory: 7603, decode.loss_ce: 0.0417, decode.acc_seg: 98.3814, aux.loss_ce: 0.0298, aux.acc_seg: 97.2337, loss: 0.0715
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 12:59:57,355 - mmseg - INFO - Epoch [181][180/450] lr: 1.324e-03, eta: 2:17:33, time: 2.349, data_time: 1.704, memory: 7603, decode.loss_ce: 0.0419, decode.acc_seg: 98.3793, aux.loss_ce: 0.0300, aux.acc_seg: 97.2225, loss: 0.0719
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:03:35,065 - mmseg - INFO - Epoch [181][270/450] lr: 1.313e-03, eta: 2:16:23, time: 2.419, data_time: 1.774, memory: 7603, decode.loss_ce: 0.0429, decode.acc_seg: 98.3288, aux.loss_ce: 0.0305, aux.acc_seg: 97.1530, loss: 0.0733
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:08:09,727 - mmseg - INFO - Epoch [181][360/450] lr: 1.302e-03, eta: 2:15:19, time: 3.052, data_time: 2.406, memory: 7603, decode.loss_ce: 0.0409, decode.acc_seg: 98.4113, aux.loss_ce: 0.0294, aux.acc_seg: 97.2548, loss: 0.0703
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:12:32,584 - mmseg - INFO - Epoch [181][450/450] lr: 1.290e-03, eta: 2:14:13, time: 2.921, data_time: 2.279, memory: 7603, decode.loss_ce: 0.0443, decode.acc_seg: 98.2860, aux.loss_ce: 0.0335, aux.acc_seg: 96.8590, loss: 0.0778
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1328s, ETA: 0s
2021-11-28 13:34:41,332 - mmseg - INFO - per class results:
2021-11-28 13:34:41,346 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 17.44 | 20.71 |
| Buildings | 37.27 | 58.34 |
| Low vegetation | 16.77 | 21.29 |
| Trees | 3.14 | 3.28 |
| Cars | 0.0 | 0.0 |
| Clutter | 2.95 | 56.25 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 13:34:41,347 - mmseg - INFO - Summary:
2021-11-28 13:34:41,348 - mmseg - INFO -
+-------+-------+-------+
| aAcc | mIoU | mAcc |
+-------+-------+-------+
| 30.96 | 12.93 | 26.64 |
+-------+-------+-------+
2021-11-28 13:34:41,357 - mmseg - INFO - Epoch(val) [181][255] aAcc: 0.3096, mIoU: 0.1293, mAcc: 0.2664, IoU.Impervious surface: 0.1744, IoU.Buildings: 0.3727, IoU.Low vegetation: 0.1677, IoU.Trees: 0.0314, IoU.Cars: 0.0000, IoU.Clutter: 0.0295, IoU.Background: nan, Acc.Impervious surface: 0.2071, Acc.Buildings: 0.5834, Acc.Low vegetation: 0.2129, Acc.Trees: 0.0328, Acc.Cars: 0.0000, Acc.Clutter: 0.5625, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:42:34,235 - mmseg - INFO - Epoch [182][90/450] lr: 1.279e-03, eta: 2:13:29, time: 5.253, data_time: 4.610, memory: 7603, decode.loss_ce: 0.0433, decode.acc_seg: 98.3213, aux.loss_ce: 0.0308, aux.acc_seg: 97.1335, loss: 0.0740
2021-11-28 13:45:30,722 - mmseg - INFO - Saving checkpoint at 81600 iterations
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:47:34,691 - mmseg - INFO - Epoch [182][180/450] lr: 1.268e-03, eta: 2:12:26, time: 3.338, data_time: 2.670, memory: 7603, decode.loss_ce: 0.0421, decode.acc_seg: 98.3616, aux.loss_ce: 0.0299, aux.acc_seg: 97.1982, loss: 0.0720
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:53:34,143 - mmseg - INFO - Epoch [182][270/450] lr: 1.256e-03, eta: 2:11:28, time: 3.994, data_time: 3.354, memory: 7603, decode.loss_ce: 0.0433, decode.acc_seg: 98.3226, aux.loss_ce: 0.0310, aux.acc_seg: 97.0999, loss: 0.0743
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 13:57:48,275 - mmseg - INFO - Epoch [182][360/450] lr: 1.245e-03, eta: 2:10:19, time: 2.824, data_time: 2.182, memory: 7603, decode.loss_ce: 0.0436, decode.acc_seg: 98.2979, aux.loss_ce: 0.0313, aux.acc_seg: 97.0724, loss: 0.0749
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 14:01:35,722 - mmseg - INFO - Epoch [182][450/450] lr: 1.234e-03, eta: 2:09:07, time: 2.527, data_time: 1.874, memory: 7603, decode.loss_ce: 0.0417, decode.acc_seg: 98.3785, aux.loss_ce: 0.0297, aux.acc_seg: 97.2236, loss: 0.0713
[>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 255/255, 0.2 task/s, elapsed: 1226s, ETA: 0s
2021-11-28 14:22:02,207 - mmseg - INFO - per class results:
2021-11-28 14:22:02,220 - mmseg - INFO -
+--------------------+-------+-------+
| Class | IoU | Acc |
+--------------------+-------+-------+
| Impervious surface | 19.84 | 25.63 |
| Buildings | 32.58 | 45.59 |
| Low vegetation | 11.37 | 13.23 |
| Trees | 6.28 | 7.35 |
| Cars | 0.05 | 0.05 |
| Clutter | 2.5 | 61.07 |
| Background | nan | nan |
+--------------------+-------+-------+
2021-11-28 14:22:02,221 - mmseg - INFO - Summary:
2021-11-28 14:22:02,224 - mmseg - INFO -
+-------+------+-------+
| aAcc | mIoU | mAcc |
+-------+------+-------+
| 27.46 | 12.1 | 25.49 |
+-------+------+-------+
2021-11-28 14:22:02,232 - mmseg - INFO - Epoch(val) [182][255] aAcc: 0.2746, mIoU: 0.1210, mAcc: 0.2549, IoU.Impervious surface: 0.1984, IoU.Buildings: 0.3258, IoU.Low vegetation: 0.1137, IoU.Trees: 0.0628, IoU.Cars: 0.0005, IoU.Clutter: 0.0250, IoU.Background: nan, Acc.Impervious surface: 0.2563, Acc.Buildings: 0.4559, Acc.Low vegetation: 0.1323, Acc.Trees: 0.0735, Acc.Cars: 0.0005, Acc.Clutter: 0.6107, Acc.Background: nan
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 14:28:23,989 - mmseg - INFO - Epoch [183][90/450] lr: 1.222e-03, eta: 2:08:10, time: 4.240, data_time: 3.598, memory: 7603, decode.loss_ce: 0.0426, decode.acc_seg: 98.3459, aux.loss_ce: 0.0305, aux.acc_seg: 97.1489, loss: 0.0731
/home/ubuntu/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/hooks/logger/text.py:55: DeprecationWarning: an integer is required (got type float). Implicit conversion to integers using __int__ is deprecated, and may be removed in a future version of Python.
mem_mb = torch.tensor([mem / (1024 * 1024)],
2021-11-28 14:37:30,180 - mmseg - INFO - Epoch [183][180/450] lr: 1.211e-03, eta: 2:07:28, time: 6.069, data_time: 5.423, memory: 7603, decode.loss_ce: 0.0451, decode.acc_seg: 98.2478, aux.loss_ce: 0.0314, aux.acc_seg: 97.0600, loss: 0.0765
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
/tmp/ipykernel_10327/2286393348.py in <module>
1 # Create work_dir
2 mmcv. mkdir_or_exist( osp. abspath( cfg. work_dir) )
----> 3 train_segmentor(model, datasets, cfg, distributed=False, validate=True,
4 meta=dict())
~/miniconda3/envs/new/lib/python3.8/site-packages/mmseg/apis/train.py in train_segmentor (model, dataset, cfg, distributed, validate, timestamp, meta)
133 elif cfg. load_from:
134 runner. load_checkpoint( cfg. load_from)
--> 135 runner. run( data_loaders, cfg. workflow)
~/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/epoch_based_runner.py in run (self, data_loaders, workflow, max_epochs, **kwargs)
125 if mode == 'train' and self. epoch >= self. _max_epochs:
126 break
--> 127 epoch_runner( data_loaders[ i] , ** kwargs)
128
129 time. sleep( 1 ) # wait for some hooks like loggers to finish
~/miniconda3/envs/new/lib/python3.8/site-packages/mmcv/runner/epoch_based_runner.py in train (self, data_loader, **kwargs)
45 self. call_hook( 'before_train_epoch' )
46 time. sleep( 2 ) # Prevent possible deadlock during epoch transition
---> 47 for i, data_batch in enumerate( self. data_loader) :
48 self. _inner_iter = i
49 self. call_hook( 'before_train_iter' )
~/miniconda3/envs/new/lib/python3.8/site-packages/torch/utils/data/dataloader.py in __next__ (self)
433 if self. _sampler_iter is None :
434 self. _reset( )
--> 435 data = self. _next_data( )
436 self. _num_yielded += 1
437 if self. _dataset_kind == _DatasetKind. Iterable and \
~/miniconda3/envs/new/lib/python3.8/site-packages/torch/utils/data/dataloader.py in _next_data (self)
1066
1067 assert not self. _shutdown and self. _tasks_outstanding > 0
-> 1068 idx, data = self. _get_data( )
1069 self. _tasks_outstanding -= 1
1070 if self. _dataset_kind == _DatasetKind. Iterable:
~/miniconda3/envs/new/lib/python3.8/site-packages/torch/utils/data/dataloader.py in _get_data (self)
1022 elif self. _pin_memory:
1023 while self. _pin_memory_thread. is_alive( ) :
-> 1024 success, data = self. _try_get_data( )
1025 if success:
1026 return data
~/miniconda3/envs/new/lib/python3.8/site-packages/torch/utils/data/dataloader.py in _try_get_data (self, timeout)
870 # (bool: whether successfully get data, any: data if successful else None)
871 try :
--> 872 data = self. _data_queue. get( timeout= timeout)
873 return ( True , data)
874 except Exception as e:
~/miniconda3/envs/new/lib/python3.8/queue.py in get (self, block, timeout)
177 if remaining <= 0.0 :
178 raise Empty
--> 179 self. not_empty. wait( remaining)
180 item = self. _get( )
181 self. not_full. notify( )
~/miniconda3/envs/new/lib/python3.8/threading.py in wait (self, timeout)
304 else :
305 if timeout > 0 :
--> 306 gotit = waiter. acquire( True , timeout)
307 else :
308 gotit = waiter. acquire( False )
KeyboardInterrupt :