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log-09-01.txt
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log-09-01.txt
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PreRun: Creating required directories
Directory Outputs/ already exists
Directory log/ already exists
PreRun: generating experiment config file
Using cuda device
configuring data loaders
configuring model - UNET 3+ Short
saving model summary
logging parameters
starting training
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[02:29<00:19, 1.59it/s]Epoch 0/10: 89%|████████▉ | 238/268 [02:30<00:18, 1.59it/s]Epoch 0/10: 89%|████████▉ | 239/268 [02:30<00:18, 1.59it/s]Epoch 0/10: 90%|████████▉ | 240/268 [02:31<00:17, 1.59it/s]Epoch 0/10: 90%|████████▉ | 241/268 [02:31<00:16, 1.59it/s]Epoch 0/10: 90%|█████████ | 242/268 [02:32<00:16, 1.59it/s]Epoch 0/10: 91%|█████████ | 243/268 [02:33<00:15, 1.59it/s]Epoch 0/10: 91%|█████████ | 244/268 [02:33<00:15, 1.59it/s]Epoch 0/10: 91%|█████████▏| 245/268 [02:34<00:14, 1.59it/s]Epoch 0/10: 92%|█████████▏| 246/268 [02:35<00:13, 1.59it/s]Epoch 0/10: 92%|█████████▏| 247/268 [02:35<00:13, 1.59it/s]Epoch 0/10: 93%|█████████▎| 248/268 [02:36<00:12, 1.60it/s]Epoch 0/10: 93%|█████████▎| 249/268 [02:36<00:11, 1.59it/s]Epoch 0/10: 93%|█████████▎| 250/268 [02:37<00:11, 1.59it/s]Epoch 0/10: 94%|█████████▎| 251/268 [02:38<00:10, 1.58it/s]Epoch 0/10: 94%|█████████▍| 252/268 [02:38<00:10, 1.58it/s]Epoch 0/10: 94%|█████████▍| 253/268 [02:39<00:09, 1.59it/s]Epoch 0/10: 95%|█████████▍| 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train_loss: 0.31041124268476644
train_mIoU: 0.6233621034519715
train_accuracy: 0.7854861445913145
0%| | 0/475 [00:00<?, ?it/s]Epoch 0/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 0/10: 0%| | 1/475 [00:00<01:53, 4.19it/s]Epoch 0/10: 1%|▏ | 6/475 [00:00<00:22, 21.18it/s]Epoch 0/10: 3%|▎ | 12/475 [00:00<00:13, 33.19it/s]Epoch 0/10: 4%|▎ | 17/475 [00:00<00:12, 37.35it/s]Epoch 0/10: 5%|▍ | 22/475 [00:00<00:11, 40.25it/s]Epoch 0/10: 6%|▌ | 27/475 [00:00<00:10, 42.05it/s]Epoch 0/10: 7%|▋ | 33/475 [00:00<00:09, 45.22it/s]Epoch 0/10: 8%|▊ | 39/475 [00:01<00:09, 47.35it/s]Epoch 0/10: 9%|▉ | 45/475 [00:01<00:08, 49.16it/s]Epoch 0/10: 11%|█ | 51/475 [00:01<00:08, 49.71it/s]Epoch 0/10: 12%|█▏ | 57/475 [00:01<00:08, 50.04it/s]Epoch 0/10: 13%|█▎ | 63/475 [00:01<00:08, 48.73it/s]Epoch 0/10: 15%|█▍ | 69/475 [00:01<00:08, 49.93it/s]Epoch 0/10: 16%|█▌ | 75/475 [00:01<00:08, 49.09it/s]Epoch 0/10: 17%|█▋ | 80/475 [00:01<00:08, 49.32it/s]Epoch 0/10: 18%|█▊ | 85/475 [00:01<00:08, 47.58it/s]Epoch 0/10: 19%|█▉ | 91/475 [00:02<00:07, 48.73it/s]Epoch 0/10: 20%|██ | 96/475 [00:02<00:07, 48.91it/s]Epoch 0/10: 21%|██▏ | 101/475 [00:02<00:07, 48.13it/s]Epoch 0/10: 22%|██▏ | 106/475 [00:02<00:07, 47.35it/s]Epoch 0/10: 23%|██▎ | 111/475 [00:02<00:07, 48.07it/s]Epoch 0/10: 24%|██▍ | 116/475 [00:02<00:07, 48.43it/s]Epoch 0/10: 25%|██▌ | 121/475 [00:02<00:07, 48.70it/s]Epoch 0/10: 27%|██▋ | 126/475 [00:02<00:07, 47.27it/s]Epoch 0/10: 28%|██▊ | 132/475 [00:02<00:07, 48.94it/s]Epoch 0/10: 29%|██▉ | 138/475 [00:03<00:06, 50.74it/s]Epoch 0/10: 30%|███ | 144/475 [00:03<00:06, 50.13it/s]Epoch 0/10: 32%|███▏ | 150/475 [00:03<00:06, 50.35it/s]Epoch 0/10: 33%|███▎ | 156/475 [00:03<00:06, 51.42it/s]Epoch 0/10: 34%|███▍ | 162/475 [00:03<00:06, 50.97it/s]Epoch 0/10: 35%|███▌ | 168/475 [00:03<00:06, 48.77it/s]Epoch 0/10: 37%|███▋ | 174/475 [00:03<00:06, 49.54it/s]Epoch 0/10: 38%|███▊ | 180/475 [00:03<00:05, 50.81it/s]Epoch 0/10: 39%|███▉ | 186/475 [00:04<00:06, 47.54it/s]Epoch 0/10: 40%|████ | 192/475 [00:04<00:05, 49.73it/s]Epoch 0/10: 42%|████▏ | 198/475 [00:04<00:06, 45.96it/s]Epoch 0/10: 43%|████▎ | 203/475 [00:04<00:06, 43.34it/s]Epoch 0/10: 44%|████▍ | 208/475 [00:04<00:06, 42.80it/s]Epoch 0/10: 45%|████▍ | 213/475 [00:04<00:05, 43.76it/s]Epoch 0/10: 46%|████▌ | 218/475 [00:04<00:06, 42.18it/s]Epoch 0/10: 47%|████▋ | 223/475 [00:04<00:06, 40.87it/s]Epoch 0/10: 48%|████▊ | 228/475 [00:05<00:06, 39.72it/s]Epoch 0/10: 49%|████▉ | 233/475 [00:05<00:06, 39.46it/s]Epoch 0/10: 50%|█████ | 238/475 [00:05<00:05, 40.79it/s]Epoch 0/10: 51%|█████ | 243/475 [00:05<00:05, 41.48it/s]Epoch 0/10: 52%|█████▏ | 248/475 [00:05<00:05, 42.72it/s]Epoch 0/10: 53%|█████▎ | 253/475 [00:05<00:05, 43.68it/s]Epoch 0/10: 54%|█████▍ | 258/475 [00:05<00:05, 43.05it/s]Epoch 0/10: 55%|█████▌ | 263/475 [00:05<00:05, 40.59it/s]Epoch 0/10: 56%|█████▋ | 268/475 [00:05<00:05, 40.05it/s]Epoch 0/10: 57%|█████▋ | 273/475 [00:06<00:04, 40.87it/s]Epoch 0/10: 59%|█████▊ | 278/475 [00:06<00:04, 41.32it/s]Epoch 0/10: 60%|█████▉ | 283/475 [00:06<00:04, 43.23it/s]Epoch 0/10: 61%|██████ | 289/475 [00:06<00:04, 46.33it/s]Epoch 0/10: 62%|██████▏ | 295/475 [00:06<00:03, 48.17it/s]Epoch 0/10: 63%|██████▎ | 301/475 [00:06<00:03, 48.88it/s]Epoch 0/10: 64%|██████▍ | 306/475 [00:06<00:03, 47.51it/s]Epoch 0/10: 66%|██████▌ | 312/475 [00:06<00:03, 49.40it/s]Epoch 0/10: 67%|██████▋ | 317/475 [00:06<00:03, 49.45it/s]Epoch 0/10: 68%|██████▊ | 323/475 [00:07<00:03, 50.59it/s]Epoch 0/10: 69%|██████▉ | 329/475 [00:07<00:02, 50.07it/s]Epoch 0/10: 71%|███████ | 335/475 [00:07<00:02, 49.53it/s]Epoch 0/10: 72%|███████▏ | 340/475 [00:07<00:02, 47.07it/s]Epoch 0/10: 73%|███████▎ | 345/475 [00:07<00:02, 46.68it/s]Epoch 0/10: 74%|███████▍ | 351/475 [00:07<00:02, 48.73it/s]Epoch 0/10: 75%|███████▌ | 357/475 [00:07<00:02, 49.93it/s]Epoch 0/10: 76%|███████▋ | 363/475 [00:07<00:02, 51.27it/s]Epoch 0/10: 78%|███████▊ | 369/475 [00:08<00:02, 49.49it/s]Epoch 0/10: 79%|███████▊ | 374/475 [00:08<00:02, 48.19it/s]Epoch 0/10: 80%|███████▉ | 379/475 [00:08<00:02, 47.95it/s]Epoch 0/10: 81%|████████ | 384/475 [00:08<00:01, 48.27it/s]Epoch 0/10: 82%|████████▏ | 389/475 [00:08<00:01, 47.65it/s]Epoch 0/10: 83%|████████▎ | 394/475 [00:08<00:01, 48.15it/s]Epoch 0/10: 84%|████████▍ | 399/475 [00:08<00:01, 48.57it/s]Epoch 0/10: 85%|████████▌ | 404/475 [00:08<00:01, 47.31it/s]Epoch 0/10: 86%|████████▌ | 409/475 [00:08<00:01, 46.96it/s]Epoch 0/10: 87%|████████▋ | 415/475 [00:09<00:01, 48.46it/s]Epoch 0/10: 88%|████████▊ | 420/475 [00:09<00:01, 47.73it/s]Epoch 0/10: 90%|████████▉ | 426/475 [00:09<00:00, 49.59it/s]Epoch 0/10: 91%|█████████ | 432/475 [00:09<00:00, 50.53it/s]Epoch 0/10: 92%|█████████▏| 438/475 [00:09<00:00, 50.90it/s]Epoch 0/10: 93%|█████████▎| 444/475 [00:09<00:00, 51.37it/s]Epoch 0/10: 95%|█████████▍| 450/475 [00:09<00:00, 51.74it/s]Epoch 0/10: 96%|█████████▌| 456/475 [00:09<00:00, 51.47it/s]Epoch 0/10: 97%|█████████▋| 462/475 [00:09<00:00, 52.91it/s]Epoch 0/10: 99%|█████████▊| 468/475 [00:10<00:00, 53.04it/s]Epoch 0/10: 100%|█████████▉| 474/475 [00:10<00:00, 52.59it/s]Epoch 0/10: 100%|██████████| 475/475 [00:10<00:00, 46.58it/s]
val_loss: 0.2496256192734367
val_mIoU: 0.6814164796696385
val_accuracy: 0.8272114322060032
saving model
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train_loss: 0.20620651665463377
train_mIoU: 0.7125725656621322
train_accuracy: 0.8489489934509106
0%| | 0/475 [00:00<?, ?it/s]Epoch 1/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 1/10: 0%| | 1/475 [00:00<01:08, 6.97it/s]Epoch 1/10: 1%|▏ | 7/475 [00:00<00:14, 32.86it/s]Epoch 1/10: 3%|▎ | 13/475 [00:00<00:11, 41.10it/s]Epoch 1/10: 4%|▍ | 18/475 [00:00<00:10, 43.66it/s]Epoch 1/10: 5%|▌ | 24/475 [00:00<00:09, 47.70it/s]Epoch 1/10: 6%|▌ | 29/475 [00:00<00:09, 46.09it/s]Epoch 1/10: 7%|▋ | 34/475 [00:00<00:09, 47.07it/s]Epoch 1/10: 8%|▊ | 40/475 [00:00<00:08, 50.12it/s]Epoch 1/10: 10%|▉ | 46/475 [00:01<00:08, 49.48it/s]Epoch 1/10: 11%|█ | 51/475 [00:01<00:08, 49.28it/s]Epoch 1/10: 12%|█▏ | 57/475 [00:01<00:08, 50.36it/s]Epoch 1/10: 13%|█▎ | 63/475 [00:01<00:08, 50.51it/s]Epoch 1/10: 15%|█▍ | 69/475 [00:01<00:08, 48.80it/s]Epoch 1/10: 16%|█▌ | 74/475 [00:01<00:08, 48.17it/s]Epoch 1/10: 17%|█▋ | 80/475 [00:01<00:08, 49.10it/s]Epoch 1/10: 18%|█▊ | 86/475 [00:01<00:07, 50.67it/s]Epoch 1/10: 19%|█▉ | 92/475 [00:01<00:07, 49.61it/s]Epoch 1/10: 20%|██ | 97/475 [00:02<00:07, 48.79it/s]Epoch 1/10: 22%|██▏ | 103/475 [00:02<00:07, 49.53it/s]Epoch 1/10: 23%|██▎ | 108/475 [00:02<00:07, 48.84it/s]Epoch 1/10: 24%|██▍ | 113/475 [00:02<00:07, 46.38it/s]Epoch 1/10: 25%|██▌ | 119/475 [00:02<00:07, 47.92it/s]Epoch 1/10: 26%|██▌ | 124/475 [00:02<00:07, 48.47it/s]Epoch 1/10: 27%|██▋ | 129/475 [00:02<00:07, 48.88it/s]Epoch 1/10: 28%|██▊ | 135/475 [00:02<00:06, 49.99it/s]Epoch 1/10: 30%|██▉ | 141/475 [00:02<00:06, 51.37it/s]Epoch 1/10: 31%|███ | 147/475 [00:03<00:06, 50.65it/s]Epoch 1/10: 32%|███▏ | 153/475 [00:03<00:06, 49.40it/s]Epoch 1/10: 33%|███▎ | 159/475 [00:03<00:06, 49.77it/s]Epoch 1/10: 35%|███▍ | 164/475 [00:03<00:06, 49.43it/s]Epoch 1/10: 36%|███▌ | 170/475 [00:03<00:06, 50.08it/s]Epoch 1/10: 37%|███▋ | 176/475 [00:03<00:05, 50.38it/s]Epoch 1/10: 38%|███▊ | 182/475 [00:03<00:05, 51.00it/s]Epoch 1/10: 40%|███▉ | 188/475 [00:03<00:05, 50.48it/s]Epoch 1/10: 41%|████ | 194/475 [00:03<00:05, 51.45it/s]Epoch 1/10: 42%|████▏ | 200/475 [00:04<00:05, 51.87it/s]Epoch 1/10: 43%|████▎ | 206/475 [00:04<00:05, 51.88it/s]Epoch 1/10: 45%|████▍ | 212/475 [00:04<00:05, 52.59it/s]Epoch 1/10: 46%|████▌ | 218/475 [00:04<00:04, 51.45it/s]Epoch 1/10: 47%|████▋ | 224/475 [00:04<00:05, 49.79it/s]Epoch 1/10: 48%|████▊ | 229/475 [00:04<00:05, 49.12it/s]Epoch 1/10: 49%|████▉ | 235/475 [00:04<00:04, 49.75it/s]Epoch 1/10: 51%|█████ | 241/475 [00:04<00:04, 50.17it/s]Epoch 1/10: 52%|█████▏ | 247/475 [00:05<00:04, 49.93it/s]Epoch 1/10: 53%|█████▎ | 252/475 [00:05<00:04, 49.78it/s]Epoch 1/10: 54%|█████▍ | 258/475 [00:05<00:04, 51.02it/s]Epoch 1/10: 56%|█████▌ | 264/475 [00:05<00:04, 51.45it/s]Epoch 1/10: 57%|█████▋ | 270/475 [00:05<00:04, 50.60it/s]Epoch 1/10: 58%|█████▊ | 276/475 [00:05<00:04, 49.25it/s]Epoch 1/10: 59%|█████▉ | 281/475 [00:05<00:03, 49.08it/s]Epoch 1/10: 60%|██████ | 286/475 [00:05<00:03, 48.84it/s]Epoch 1/10: 61%|██████▏ | 292/475 [00:05<00:03, 50.39it/s]Epoch 1/10: 63%|██████▎ | 298/475 [00:06<00:03, 50.58it/s]Epoch 1/10: 64%|██████▍ | 304/475 [00:06<00:03, 49.56it/s]Epoch 1/10: 65%|██████▌ | 310/475 [00:06<00:03, 50.41it/s]Epoch 1/10: 67%|██████▋ | 316/475 [00:06<00:03, 48.41it/s]Epoch 1/10: 68%|██████▊ | 322/475 [00:06<00:03, 48.27it/s]Epoch 1/10: 69%|██████▉ | 327/475 [00:06<00:03, 48.56it/s]Epoch 1/10: 70%|███████ | 333/475 [00:06<00:02, 49.32it/s]Epoch 1/10: 71%|███████▏ | 339/475 [00:06<00:02, 50.53it/s]Epoch 1/10: 73%|███████▎ | 345/475 [00:07<00:02, 51.81it/s]Epoch 1/10: 74%|███████▍ | 351/475 [00:07<00:02, 50.83it/s]Epoch 1/10: 75%|███████▌ | 357/475 [00:07<00:02, 51.65it/s]Epoch 1/10: 76%|███████▋ | 363/475 [00:07<00:02, 50.93it/s]Epoch 1/10: 78%|███████▊ | 369/475 [00:07<00:02, 51.69it/s]Epoch 1/10: 79%|███████▉ | 375/475 [00:07<00:01, 52.06it/s]Epoch 1/10: 80%|████████ | 381/475 [00:07<00:01, 50.86it/s]Epoch 1/10: 81%|████████▏ | 387/475 [00:07<00:01, 51.74it/s]Epoch 1/10: 83%|████████▎ | 393/475 [00:07<00:01, 50.80it/s]Epoch 1/10: 84%|████████▍ | 399/475 [00:08<00:01, 51.35it/s]Epoch 1/10: 85%|████████▌ | 405/475 [00:08<00:01, 51.38it/s]Epoch 1/10: 87%|████████▋ | 411/475 [00:08<00:01, 50.50it/s]Epoch 1/10: 88%|████████▊ | 417/475 [00:08<00:01, 49.46it/s]Epoch 1/10: 89%|████████▉ | 423/475 [00:08<00:01, 49.66it/s]Epoch 1/10: 90%|█████████ | 429/475 [00:08<00:00, 50.70it/s]Epoch 1/10: 92%|█████████▏| 435/475 [00:08<00:00, 50.37it/s]Epoch 1/10: 93%|█████████▎| 441/475 [00:08<00:00, 49.16it/s]Epoch 1/10: 94%|█████████▍| 446/475 [00:09<00:00, 49.27it/s]Epoch 1/10: 95%|█████████▌| 452/475 [00:09<00:00, 50.07it/s]Epoch 1/10: 96%|█████████▋| 458/475 [00:09<00:00, 48.47it/s]Epoch 1/10: 98%|█████████▊| 464/475 [00:09<00:00, 49.52it/s]Epoch 1/10: 99%|█████████▊| 469/475 [00:09<00:00, 49.54it/s]Epoch 1/10: 100%|█████████▉| 474/475 [00:09<00:00, 49.01it/s]Epoch 1/10: 100%|██████████| 475/475 [00:09<00:00, 49.30it/s]
val_loss: 0.2181487388359873
val_mIoU: 0.7044116879859337
val_accuracy: 0.8437093955592105
saving model
0%| | 0/268 [00:00<?, ?it/s]Epoch 2/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 2/10: 0%| | 1/268 [00:00<03:09, 1.41it/s]Epoch 2/10: 1%| | 2/268 [00:01<02:56, 1.51it/s]Epoch 2/10: 1%| | 3/268 [00:01<02:51, 1.54it/s]Epoch 2/10: 1%|▏ | 4/268 [00:02<02:49, 1.56it/s]Epoch 2/10: 2%|▏ | 5/268 [00:03<02:47, 1.57it/s]Epoch 2/10: 2%|▏ | 6/268 [00:03<02:46, 1.58it/s]Epoch 2/10: 3%|▎ | 7/268 [00:04<02:44, 1.58it/s]Epoch 2/10: 3%|▎ | 8/268 [00:05<02:43, 1.59it/s]Epoch 2/10: 3%|▎ | 9/268 [00:05<02:43, 1.59it/s]Epoch 2/10: 4%|▎ | 10/268 [00:06<02:42, 1.58it/s]Epoch 2/10: 4%|▍ | 11/268 [00:07<02:41, 1.59it/s]Epoch 2/10: 4%|▍ | 12/268 [00:07<02:41, 1.59it/s]Epoch 2/10: 5%|▍ | 13/268 [00:08<02:40, 1.59it/s]Epoch 2/10: 5%|▌ | 14/268 [00:08<02:40, 1.59it/s]Epoch 2/10: 6%|▌ | 15/268 [00:09<02:39, 1.59it/s]Epoch 2/10: 6%|▌ | 16/268 [00:10<02:39, 1.58it/s]Epoch 2/10: 6%|▋ | 17/268 [00:10<02:37, 1.59it/s]Epoch 2/10: 7%|▋ | 18/268 [00:11<02:37, 1.59it/s]Epoch 2/10: 7%|▋ | 19/268 [00:12<02:36, 1.59it/s]Epoch 2/10: 7%|▋ | 20/268 [00:12<02:35, 1.60it/s]Epoch 2/10: 8%|▊ | 21/268 [00:13<02:35, 1.59it/s]Epoch 2/10: 8%|▊ | 22/268 [00:13<02:34, 1.59it/s]Epoch 2/10: 9%|▊ | 23/268 [00:14<02:34, 1.59it/s]Epoch 2/10: 9%|▉ | 24/268 [00:15<02:33, 1.58it/s]Epoch 2/10: 9%|▉ | 25/268 [00:15<02:33, 1.59it/s]Epoch 2/10: 10%|▉ | 26/268 [00:16<02:32, 1.59it/s]Epoch 2/10: 10%|█ | 27/268 [00:17<02:31, 1.59it/s]Epoch 2/10: 10%|█ | 28/268 [00:17<02:30, 1.59it/s]Epoch 2/10: 11%|█ | 29/268 [00:18<02:29, 1.59it/s]Epoch 2/10: 11%|█ | 30/268 [00:18<02:29, 1.60it/s]Epoch 2/10: 12%|█▏ | 31/268 [00:19<02:28, 1.60it/s]Epoch 2/10: 12%|█▏ | 32/268 [00:20<02:27, 1.59it/s]Epoch 2/10: 12%|█▏ | 33/268 [00:20<02:27, 1.60it/s]Epoch 2/10: 13%|█▎ | 34/268 [00:21<02:26, 1.60it/s]Epoch 2/10: 13%|█▎ | 35/268 [00:22<02:25, 1.60it/s]Epoch 2/10: 13%|█▎ | 36/268 [00:22<02:25, 1.59it/s]Epoch 2/10: 14%|█▍ | 37/268 [00:23<02:24, 1.60it/s]Epoch 2/10: 14%|█▍ | 38/268 [00:23<02:24, 1.60it/s]Epoch 2/10: 15%|█▍ | 39/268 [00:24<02:23, 1.59it/s]Epoch 2/10: 15%|█▍ | 40/268 [00:25<02:23, 1.59it/s]Epoch 2/10: 15%|█▌ | 41/268 [00:25<02:22, 1.59it/s]Epoch 2/10: 16%|█▌ | 42/268 [00:26<02:21, 1.60it/s]Epoch 2/10: 16%|█▌ | 43/268 [00:27<02:21, 1.59it/s]Epoch 2/10: 16%|█▋ | 44/268 [00:27<02:20, 1.59it/s]Epoch 2/10: 17%|█▋ | 45/268 [00:28<02:20, 1.59it/s]Epoch 2/10: 17%|█▋ | 46/268 [00:28<02:19, 1.59it/s]Epoch 2/10: 18%|█▊ | 47/268 [00:29<02:18, 1.59it/s]Epoch 2/10: 18%|█▊ | 48/268 [00:30<02:18, 1.59it/s]Epoch 2/10: 18%|█▊ | 49/268 [00:30<02:17, 1.59it/s]Epoch 2/10: 19%|█▊ | 50/268 [00:31<02:17, 1.59it/s]Epoch 2/10: 19%|█▉ | 51/268 [00:32<02:16, 1.59it/s]Epoch 2/10: 19%|█▉ | 52/268 [00:32<02:15, 1.59it/s]Epoch 2/10: 20%|█▉ | 53/268 [00:33<02:15, 1.59it/s]Epoch 2/10: 20%|██ | 54/268 [00:34<02:14, 1.60it/s]Epoch 2/10: 21%|██ | 55/268 [00:34<02:13, 1.59it/s]Epoch 2/10: 21%|██ | 56/268 [00:35<02:13, 1.59it/s]Epoch 2/10: 21%|██▏ | 57/268 [00:35<02:13, 1.58it/s]Epoch 2/10: 22%|██▏ | 58/268 [00:36<02:12, 1.58it/s]Epoch 2/10: 22%|██▏ | 59/268 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[00:49<01:59, 1.59it/s]Epoch 2/10: 29%|██▉ | 79/268 [00:49<01:58, 1.60it/s]Epoch 2/10: 30%|██▉ | 80/268 [00:50<01:57, 1.60it/s]Epoch 2/10: 30%|███ | 81/268 [00:50<01:57, 1.59it/s]Epoch 2/10: 31%|███ | 82/268 [00:51<01:56, 1.60it/s]Epoch 2/10: 31%|███ | 83/268 [00:52<01:55, 1.60it/s]Epoch 2/10: 31%|███▏ | 84/268 [00:52<01:55, 1.60it/s]Epoch 2/10: 32%|███▏ | 85/268 [00:53<01:54, 1.60it/s]Epoch 2/10: 32%|███▏ | 86/268 [00:54<01:53, 1.60it/s]Epoch 2/10: 32%|███▏ | 87/268 [00:54<01:53, 1.60it/s]Epoch 2/10: 33%|███▎ | 88/268 [00:55<01:52, 1.60it/s]Epoch 2/10: 33%|███▎ | 89/268 [00:55<01:51, 1.60it/s]Epoch 2/10: 34%|███▎ | 90/268 [00:56<01:51, 1.60it/s]Epoch 2/10: 34%|███▍ | 91/268 [00:57<01:50, 1.60it/s]Epoch 2/10: 34%|███▍ | 92/268 [00:57<01:50, 1.60it/s]Epoch 2/10: 35%|███▍ | 93/268 [00:58<01:49, 1.60it/s]Epoch 2/10: 35%|███▌ | 94/268 [00:59<01:48, 1.60it/s]Epoch 2/10: 35%|███▌ | 95/268 [00:59<01:48, 1.60it/s]Epoch 2/10: 36%|███▌ | 96/268 [01:00<01:47, 1.59it/s]Epoch 2/10: 36%|███▌ | 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[02:28<00:19, 1.59it/s]Epoch 2/10: 89%|████████▉ | 238/268 [02:29<00:18, 1.59it/s]Epoch 2/10: 89%|████████▉ | 239/268 [02:30<00:18, 1.58it/s]Epoch 2/10: 90%|████████▉ | 240/268 [02:30<00:17, 1.58it/s]Epoch 2/10: 90%|████████▉ | 241/268 [02:31<00:17, 1.58it/s]Epoch 2/10: 90%|█████████ | 242/268 [02:32<00:16, 1.58it/s]Epoch 2/10: 91%|█████████ | 243/268 [02:32<00:15, 1.59it/s]Epoch 2/10: 91%|█████████ | 244/268 [02:33<00:15, 1.59it/s]Epoch 2/10: 91%|█████████▏| 245/268 [02:34<00:14, 1.59it/s]Epoch 2/10: 92%|█████████▏| 246/268 [02:34<00:13, 1.59it/s]Epoch 2/10: 92%|█████████▏| 247/268 [02:35<00:13, 1.59it/s]Epoch 2/10: 93%|█████████▎| 248/268 [02:35<00:12, 1.59it/s]Epoch 2/10: 93%|█████████▎| 249/268 [02:36<00:11, 1.59it/s]Epoch 2/10: 93%|█████████▎| 250/268 [02:37<00:11, 1.60it/s]Epoch 2/10: 94%|█████████▎| 251/268 [02:37<00:10, 1.60it/s]Epoch 2/10: 94%|█████████▍| 252/268 [02:38<00:10, 1.60it/s]Epoch 2/10: 94%|█████████▍| 253/268 [02:39<00:09, 1.59it/s]Epoch 2/10: 95%|█████████▍| 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train_loss: 0.1805867188012422
train_mIoU: 0.7336363723650602
train_accuracy: 0.8621844727932794
0%| | 0/475 [00:00<?, ?it/s]Epoch 2/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 2/10: 0%| | 1/475 [00:00<01:06, 7.09it/s]Epoch 2/10: 1%|▏ | 7/475 [00:00<00:14, 31.24it/s]Epoch 2/10: 3%|▎ | 12/475 [00:00<00:12, 38.12it/s]Epoch 2/10: 4%|▎ | 17/475 [00:00<00:10, 42.06it/s]Epoch 2/10: 5%|▍ | 22/475 [00:00<00:10, 43.99it/s]Epoch 2/10: 6%|▌ | 28/475 [00:00<00:09, 46.56it/s]Epoch 2/10: 7%|▋ | 34/475 [00:00<00:09, 47.76it/s]Epoch 2/10: 8%|▊ | 40/475 [00:00<00:08, 49.58it/s]Epoch 2/10: 9%|▉ | 45/475 [00:01<00:08, 49.14it/s]Epoch 2/10: 11%|█ | 50/475 [00:01<00:08, 49.17it/s]Epoch 2/10: 12%|█▏ | 56/475 [00:01<00:08, 50.19it/s]Epoch 2/10: 13%|█▎ | 62/475 [00:01<00:08, 51.49it/s]Epoch 2/10: 14%|█▍ | 68/475 [00:01<00:08, 48.85it/s]Epoch 2/10: 15%|█▌ | 73/475 [00:01<00:08, 48.59it/s]Epoch 2/10: 17%|█▋ | 79/475 [00:01<00:08, 49.37it/s]Epoch 2/10: 18%|█▊ | 85/475 [00:01<00:07, 50.11it/s]Epoch 2/10: 19%|█▉ | 91/475 [00:01<00:07, 50.76it/s]Epoch 2/10: 20%|██ | 97/475 [00:02<00:07, 51.58it/s]Epoch 2/10: 22%|██▏ | 103/475 [00:02<00:07, 52.51it/s]Epoch 2/10: 23%|██▎ | 109/475 [00:02<00:06, 52.75it/s]Epoch 2/10: 24%|██▍ | 115/475 [00:02<00:06, 51.59it/s]Epoch 2/10: 25%|██▌ | 121/475 [00:02<00:06, 52.02it/s]Epoch 2/10: 27%|██▋ | 127/475 [00:02<00:06, 51.40it/s]Epoch 2/10: 28%|██▊ | 133/475 [00:02<00:06, 50.99it/s]Epoch 2/10: 29%|██▉ | 139/475 [00:02<00:06, 51.54it/s]Epoch 2/10: 31%|███ | 145/475 [00:02<00:06, 50.75it/s]Epoch 2/10: 32%|███▏ | 151/475 [00:03<00:06, 49.10it/s]Epoch 2/10: 33%|███▎ | 157/475 [00:03<00:06, 50.27it/s]Epoch 2/10: 34%|███▍ | 163/475 [00:03<00:06, 51.44it/s]Epoch 2/10: 36%|███▌ | 169/475 [00:03<00:06, 50.80it/s]Epoch 2/10: 37%|███▋ | 175/475 [00:03<00:05, 50.36it/s]Epoch 2/10: 38%|███▊ | 181/475 [00:03<00:05, 49.49it/s]Epoch 2/10: 39%|███▉ | 186/475 [00:03<00:05, 48.33it/s]Epoch 2/10: 40%|████ | 192/475 [00:03<00:05, 49.68it/s]Epoch 2/10: 41%|████▏ | 197/475 [00:04<00:05, 49.38it/s]Epoch 2/10: 43%|████▎ | 203/475 [00:04<00:05, 51.24it/s]Epoch 2/10: 44%|████▍ | 209/475 [00:04<00:05, 51.23it/s]Epoch 2/10: 45%|████▌ | 215/475 [00:04<00:05, 51.31it/s]Epoch 2/10: 47%|████▋ | 221/475 [00:04<00:04, 51.82it/s]Epoch 2/10: 48%|████▊ | 227/475 [00:04<00:04, 51.01it/s]Epoch 2/10: 49%|████▉ | 233/475 [00:04<00:04, 49.77it/s]Epoch 2/10: 50%|█████ | 239/475 [00:04<00:04, 50.35it/s]Epoch 2/10: 52%|█████▏ | 245/475 [00:04<00:04, 48.38it/s]Epoch 2/10: 53%|█████▎ | 251/475 [00:05<00:04, 49.46it/s]Epoch 2/10: 54%|█████▍ | 257/475 [00:05<00:04, 50.09it/s]Epoch 2/10: 55%|█████▌ | 263/475 [00:05<00:04, 51.08it/s]Epoch 2/10: 57%|█████▋ | 269/475 [00:05<00:03, 52.13it/s]Epoch 2/10: 58%|█████▊ | 275/475 [00:05<00:04, 48.25it/s]Epoch 2/10: 59%|█████▉ | 280/475 [00:05<00:04, 48.40it/s]Epoch 2/10: 60%|██████ | 286/475 [00:05<00:03, 49.47it/s]Epoch 2/10: 61%|██████▏ | 292/475 [00:05<00:03, 50.06it/s]Epoch 2/10: 63%|██████▎ | 298/475 [00:06<00:03, 51.16it/s]Epoch 2/10: 64%|██████▍ | 304/475 [00:06<00:03, 52.00it/s]Epoch 2/10: 65%|██████▌ | 310/475 [00:06<00:03, 50.74it/s]Epoch 2/10: 67%|██████▋ | 316/475 [00:06<00:03, 50.23it/s]Epoch 2/10: 68%|██████▊ | 322/475 [00:06<00:02, 51.02it/s]Epoch 2/10: 69%|██████▉ | 328/475 [00:06<00:02, 51.55it/s]Epoch 2/10: 70%|███████ | 334/475 [00:06<00:02, 50.83it/s]Epoch 2/10: 72%|███████▏ | 340/475 [00:06<00:02, 51.70it/s]Epoch 2/10: 73%|███████▎ | 346/475 [00:06<00:02, 50.72it/s]Epoch 2/10: 74%|███████▍ | 352/475 [00:07<00:02, 51.39it/s]Epoch 2/10: 75%|███████▌ | 358/475 [00:07<00:02, 50.68it/s]Epoch 2/10: 77%|███████▋ | 364/475 [00:07<00:02, 51.32it/s]Epoch 2/10: 78%|███████▊ | 370/475 [00:07<00:02, 51.25it/s]Epoch 2/10: 79%|███████▉ | 376/475 [00:07<00:01, 51.28it/s]Epoch 2/10: 80%|████████ | 382/475 [00:07<00:01, 51.73it/s]Epoch 2/10: 82%|████████▏ | 388/475 [00:07<00:01, 51.46it/s]Epoch 2/10: 83%|████████▎ | 394/475 [00:07<00:01, 48.11it/s]Epoch 2/10: 84%|████████▍ | 400/475 [00:08<00:01, 49.37it/s]Epoch 2/10: 85%|████████▌ | 405/475 [00:08<00:01, 49.43it/s]Epoch 2/10: 87%|████████▋ | 411/475 [00:08<00:01, 50.37it/s]Epoch 2/10: 88%|████████▊ | 417/475 [00:08<00:01, 51.97it/s]Epoch 2/10: 89%|████████▉ | 423/475 [00:08<00:01, 51.56it/s]Epoch 2/10: 90%|█████████ | 429/475 [00:08<00:00, 52.27it/s]Epoch 2/10: 92%|█████████▏| 435/475 [00:08<00:00, 51.50it/s]Epoch 2/10: 93%|█████████▎| 441/475 [00:08<00:00, 51.84it/s]Epoch 2/10: 94%|█████████▍| 447/475 [00:08<00:00, 51.29it/s]Epoch 2/10: 95%|█████████▌| 453/475 [00:09<00:00, 51.72it/s]Epoch 2/10: 97%|█████████▋| 459/475 [00:09<00:00, 52.45it/s]Epoch 2/10: 98%|█████████▊| 465/475 [00:09<00:00, 51.34it/s]Epoch 2/10: 99%|█████████▉| 471/475 [00:09<00:00, 51.97it/s]Epoch 2/10: 100%|██████████| 475/475 [00:09<00:00, 49.83it/s]
val_loss: 0.20769306132667942
val_mIoU: 0.7119474301785311
val_accuracy: 0.8495622494346217
saving model
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[01:34<01:13, 1.59it/s]Epoch 3/10: 57%|█████▋ | 152/268 [01:35<01:12, 1.59it/s]Epoch 3/10: 57%|█████▋ | 153/268 [01:36<01:12, 1.58it/s]Epoch 3/10: 57%|█████▋ | 154/268 [01:36<01:12, 1.58it/s]Epoch 3/10: 58%|█████▊ | 155/268 [01:37<01:11, 1.59it/s]Epoch 3/10: 58%|█████▊ | 156/268 [01:38<01:10, 1.59it/s]Epoch 3/10: 59%|█████▊ | 157/268 [01:38<01:09, 1.59it/s]Epoch 3/10: 59%|█████▉ | 158/268 [01:39<01:09, 1.59it/s]Epoch 3/10: 59%|█████▉ | 159/268 [01:39<01:08, 1.59it/s]Epoch 3/10: 60%|█████▉ | 160/268 [01:40<01:08, 1.59it/s]Epoch 3/10: 60%|██████ | 161/268 [01:41<01:07, 1.59it/s]Epoch 3/10: 60%|██████ | 162/268 [01:41<01:06, 1.59it/s]Epoch 3/10: 61%|██████ | 163/268 [01:42<01:06, 1.59it/s]Epoch 3/10: 61%|██████ | 164/268 [01:43<01:05, 1.59it/s]Epoch 3/10: 62%|██████▏ | 165/268 [01:43<01:04, 1.59it/s]Epoch 3/10: 62%|██████▏ | 166/268 [01:44<01:04, 1.59it/s]Epoch 3/10: 62%|██████▏ | 167/268 [01:44<01:03, 1.60it/s]Epoch 3/10: 63%|██████▎ | 168/268 [01:45<01:02, 1.60it/s]Epoch 3/10: 63%|██████▎ | 169/268 [01:46<01:02, 1.60it/s]Epoch 3/10: 63%|██████▎ | 170/268 [01:46<01:01, 1.59it/s]Epoch 3/10: 64%|██████▍ | 171/268 [01:47<01:00, 1.59it/s]Epoch 3/10: 64%|██████▍ | 172/268 [01:48<01:00, 1.58it/s]Epoch 3/10: 65%|██████▍ | 173/268 [01:48<00:59, 1.59it/s]Epoch 3/10: 65%|██████▍ | 174/268 [01:49<00:58, 1.60it/s]Epoch 3/10: 65%|██████▌ | 175/268 [01:50<00:58, 1.59it/s]Epoch 3/10: 66%|██████▌ | 176/268 [01:50<00:57, 1.60it/s]Epoch 3/10: 66%|██████▌ | 177/268 [01:51<00:56, 1.60it/s]Epoch 3/10: 66%|██████▋ | 178/268 [01:51<00:56, 1.59it/s]Epoch 3/10: 67%|██████▋ | 179/268 [01:52<00:55, 1.60it/s]Epoch 3/10: 67%|██████▋ | 180/268 [01:53<00:55, 1.60it/s]Epoch 3/10: 68%|██████▊ | 181/268 [01:53<00:54, 1.59it/s]Epoch 3/10: 68%|██████▊ | 182/268 [01:54<00:54, 1.59it/s]Epoch 3/10: 68%|██████▊ | 183/268 [01:55<00:53, 1.58it/s]Epoch 3/10: 69%|██████▊ | 184/268 [01:55<00:53, 1.58it/s]Epoch 3/10: 69%|██████▉ | 185/268 [01:56<00:52, 1.59it/s]Epoch 3/10: 69%|██████▉ | 186/268 [01:56<00:51, 1.59it/s]Epoch 3/10: 70%|██████▉ | 187/268 [01:57<00:51, 1.58it/s]Epoch 3/10: 70%|███████ | 188/268 [01:58<00:50, 1.59it/s]Epoch 3/10: 71%|███████ | 189/268 [01:58<00:49, 1.59it/s]Epoch 3/10: 71%|███████ | 190/268 [01:59<00:48, 1.59it/s]Epoch 3/10: 71%|███████▏ | 191/268 [02:00<00:48, 1.59it/s]Epoch 3/10: 72%|███████▏ | 192/268 [02:00<00:47, 1.59it/s]Epoch 3/10: 72%|███████▏ | 193/268 [02:01<00:47, 1.59it/s]Epoch 3/10: 72%|███████▏ | 194/268 [02:01<00:46, 1.59it/s]Epoch 3/10: 73%|███████▎ | 195/268 [02:02<00:45, 1.59it/s]Epoch 3/10: 73%|███████▎ | 196/268 [02:03<00:45, 1.59it/s]Epoch 3/10: 74%|███████▎ | 197/268 [02:03<00:44, 1.59it/s]Epoch 3/10: 74%|███████▍ | 198/268 [02:04<00:43, 1.60it/s]Epoch 3/10: 74%|███████▍ | 199/268 [02:05<00:43, 1.60it/s]Epoch 3/10: 75%|███████▍ | 200/268 [02:05<00:42, 1.60it/s]Epoch 3/10: 75%|███████▌ | 201/268 [02:06<00:41, 1.60it/s]Epoch 3/10: 75%|███████▌ | 202/268 [02:06<00:41, 1.59it/s]Epoch 3/10: 76%|███████▌ | 203/268 [02:07<00:40, 1.59it/s]Epoch 3/10: 76%|███████▌ | 204/268 [02:08<00:40, 1.59it/s]Epoch 3/10: 76%|███████▋ | 205/268 [02:08<00:39, 1.59it/s]Epoch 3/10: 77%|███████▋ | 206/268 [02:09<00:39, 1.59it/s]Epoch 3/10: 77%|███████▋ | 207/268 [02:10<00:38, 1.59it/s]Epoch 3/10: 78%|███████▊ | 208/268 [02:10<00:37, 1.59it/s]Epoch 3/10: 78%|███████▊ | 209/268 [02:11<00:37, 1.59it/s]Epoch 3/10: 78%|███████▊ | 210/268 [02:12<00:36, 1.59it/s]Epoch 3/10: 79%|███████▊ | 211/268 [02:12<00:35, 1.59it/s]Epoch 3/10: 79%|███████▉ | 212/268 [02:13<00:35, 1.59it/s]Epoch 3/10: 79%|███████▉ | 213/268 [02:13<00:34, 1.60it/s]Epoch 3/10: 80%|███████▉ | 214/268 [02:14<00:33, 1.59it/s]Epoch 3/10: 80%|████████ | 215/268 [02:15<00:33, 1.59it/s]Epoch 3/10: 81%|████████ | 216/268 [02:15<00:32, 1.59it/s]Epoch 3/10: 81%|████████ | 217/268 [02:16<00:32, 1.59it/s]Epoch 3/10: 81%|████████▏ | 218/268 [02:17<00:31, 1.59it/s]Epoch 3/10: 82%|████████▏ | 219/268 [02:17<00:30, 1.59it/s]Epoch 3/10: 82%|████████▏ | 220/268 [02:18<00:30, 1.59it/s]Epoch 3/10: 82%|████████▏ | 221/268 [02:18<00:29, 1.59it/s]Epoch 3/10: 83%|████████▎ | 222/268 [02:19<00:28, 1.59it/s]Epoch 3/10: 83%|████████▎ | 223/268 [02:20<00:28, 1.58it/s]Epoch 3/10: 84%|████████▎ | 224/268 [02:20<00:27, 1.59it/s]Epoch 3/10: 84%|████████▍ | 225/268 [02:21<00:27, 1.59it/s]Epoch 3/10: 84%|████████▍ | 226/268 [02:22<00:26, 1.59it/s]Epoch 3/10: 85%|████████▍ | 227/268 [02:22<00:25, 1.59it/s]Epoch 3/10: 85%|████████▌ | 228/268 [02:23<00:25, 1.59it/s]Epoch 3/10: 85%|████████▌ | 229/268 [02:23<00:24, 1.59it/s]Epoch 3/10: 86%|████████▌ | 230/268 [02:24<00:23, 1.59it/s]Epoch 3/10: 86%|████████▌ | 231/268 [02:25<00:23, 1.60it/s]Epoch 3/10: 87%|████████▋ | 232/268 [02:25<00:22, 1.60it/s]Epoch 3/10: 87%|████████▋ | 233/268 [02:26<00:21, 1.60it/s]Epoch 3/10: 87%|████████▋ | 234/268 [02:27<00:21, 1.59it/s]Epoch 3/10: 88%|████████▊ | 235/268 [02:27<00:20, 1.60it/s]Epoch 3/10: 88%|████████▊ | 236/268 [02:28<00:20, 1.60it/s]Epoch 3/10: 88%|████████▊ | 237/268 [02:28<00:19, 1.60it/s]Epoch 3/10: 89%|████████▉ | 238/268 [02:29<00:18, 1.60it/s]Epoch 3/10: 89%|████████▉ | 239/268 [02:30<00:18, 1.60it/s]Epoch 3/10: 90%|████████▉ | 240/268 [02:30<00:17, 1.59it/s]Epoch 3/10: 90%|████████▉ | 241/268 [02:31<00:16, 1.59it/s]Epoch 3/10: 90%|█████████ | 242/268 [02:32<00:16, 1.59it/s]Epoch 3/10: 91%|█████████ | 243/268 [02:32<00:15, 1.59it/s]Epoch 3/10: 91%|█████████ | 244/268 [02:33<00:15, 1.59it/s]Epoch 3/10: 91%|█████████▏| 245/268 [02:34<00:14, 1.60it/s]Epoch 3/10: 92%|█████████▏| 246/268 [02:34<00:13, 1.60it/s]Epoch 3/10: 92%|█████████▏| 247/268 [02:35<00:13, 1.59it/s]Epoch 3/10: 93%|█████████▎| 248/268 [02:35<00:12, 1.59it/s]Epoch 3/10: 93%|█████████▎| 249/268 [02:36<00:11, 1.59it/s]Epoch 3/10: 93%|█████████▎| 250/268 [02:37<00:11, 1.59it/s]Epoch 3/10: 94%|█████████▎| 251/268 [02:37<00:10, 1.59it/s]Epoch 3/10: 94%|█████████▍| 252/268 [02:38<00:10, 1.59it/s]Epoch 3/10: 94%|█████████▍| 253/268 [02:39<00:09, 1.59it/s]Epoch 3/10: 95%|█████████▍| 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train_loss: 0.1680608127655378
train_mIoU: 0.7434766307239489
train_accuracy: 0.8680192645851756
0%| | 0/475 [00:00<?, ?it/s]Epoch 3/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 3/10: 0%| | 1/475 [00:00<01:07, 7.00it/s]Epoch 3/10: 1%|▏ | 6/475 [00:00<00:17, 27.46it/s]Epoch 3/10: 2%|▏ | 11/475 [00:00<00:13, 35.48it/s]Epoch 3/10: 3%|▎ | 16/475 [00:00<00:11, 39.74it/s]Epoch 3/10: 5%|▍ | 22/475 [00:00<00:10, 44.82it/s]Epoch 3/10: 6%|▌ | 27/475 [00:00<00:09, 45.41it/s]Epoch 3/10: 7%|▋ | 32/475 [00:00<00:09, 46.45it/s]Epoch 3/10: 8%|▊ | 37/475 [00:00<00:09, 47.35it/s]Epoch 3/10: 9%|▉ | 43/475 [00:01<00:08, 48.40it/s]Epoch 3/10: 10%|█ | 48/475 [00:01<00:09, 47.35it/s]Epoch 3/10: 11%|█▏ | 54/475 [00:01<00:08, 49.33it/s]Epoch 3/10: 13%|█▎ | 60/475 [00:01<00:08, 50.63it/s]Epoch 3/10: 14%|█▍ | 66/475 [00:01<00:08, 51.00it/s]Epoch 3/10: 15%|█▌ | 72/475 [00:01<00:07, 51.67it/s]Epoch 3/10: 16%|█▋ | 78/475 [00:01<00:07, 51.71it/s]Epoch 3/10: 18%|█▊ | 84/475 [00:01<00:07, 50.79it/s]Epoch 3/10: 19%|█▉ | 90/475 [00:01<00:07, 49.67it/s]Epoch 3/10: 20%|██ | 96/475 [00:02<00:07, 49.71it/s]Epoch 3/10: 21%|██▏ | 101/475 [00:02<00:07, 49.55it/s]Epoch 3/10: 22%|██▏ | 106/475 [00:02<00:07, 49.26it/s]Epoch 3/10: 24%|██▎ | 112/475 [00:02<00:07, 50.35it/s]Epoch 3/10: 25%|██▍ | 118/475 [00:02<00:07, 49.68it/s]Epoch 3/10: 26%|██▌ | 124/475 [00:02<00:06, 50.82it/s]Epoch 3/10: 27%|██▋ | 130/475 [00:02<00:07, 49.12it/s]Epoch 3/10: 29%|██▊ | 136/475 [00:02<00:06, 49.48it/s]Epoch 3/10: 30%|██▉ | 141/475 [00:02<00:06, 48.58it/s]Epoch 3/10: 31%|███ | 147/475 [00:03<00:06, 49.59it/s]Epoch 3/10: 32%|███▏ | 152/475 [00:03<00:06, 48.89it/s]Epoch 3/10: 33%|███▎ | 158/475 [00:03<00:06, 49.72it/s]Epoch 3/10: 34%|███▍ | 163/475 [00:03<00:06, 49.78it/s]Epoch 3/10: 35%|███▌ | 168/475 [00:03<00:06, 49.73it/s]Epoch 3/10: 37%|███▋ | 174/475 [00:03<00:05, 50.54it/s]Epoch 3/10: 38%|███▊ | 180/475 [00:03<00:05, 51.17it/s]Epoch 3/10: 39%|███▉ | 186/475 [00:03<00:05, 51.11it/s]Epoch 3/10: 40%|████ | 192/475 [00:03<00:05, 51.18it/s]Epoch 3/10: 42%|████▏ | 198/475 [00:04<00:05, 51.20it/s]Epoch 3/10: 43%|████▎ | 204/475 [00:04<00:05, 50.48it/s]Epoch 3/10: 44%|████▍ | 210/475 [00:04<00:05, 50.59it/s]Epoch 3/10: 45%|████▌ | 216/475 [00:04<00:05, 50.63it/s]Epoch 3/10: 47%|████▋ | 222/475 [00:04<00:05, 49.32it/s]Epoch 3/10: 48%|████▊ | 228/475 [00:04<00:04, 50.62it/s]Epoch 3/10: 49%|████▉ | 234/475 [00:04<00:04, 51.66it/s]Epoch 3/10: 51%|█████ | 240/475 [00:04<00:04, 51.63it/s]Epoch 3/10: 52%|█████▏ | 246/475 [00:05<00:04, 50.98it/s]Epoch 3/10: 53%|█████▎ | 252/475 [00:05<00:04, 50.37it/s]Epoch 3/10: 54%|█████▍ | 258/475 [00:05<00:04, 51.00it/s]Epoch 3/10: 56%|█████▌ | 264/475 [00:05<00:04, 51.59it/s]Epoch 3/10: 57%|█████▋ | 270/475 [00:05<00:04, 50.52it/s]Epoch 3/10: 58%|█████▊ | 276/475 [00:05<00:03, 50.94it/s]Epoch 3/10: 59%|█████▉ | 282/475 [00:05<00:03, 51.36it/s]Epoch 3/10: 61%|██████ | 288/475 [00:05<00:03, 51.06it/s]Epoch 3/10: 62%|██████▏ | 294/475 [00:05<00:03, 49.89it/s]Epoch 3/10: 63%|██████▎ | 299/475 [00:06<00:03, 49.66it/s]Epoch 3/10: 64%|██████▍ | 305/475 [00:06<00:03, 50.24it/s]Epoch 3/10: 65%|██████▌ | 311/475 [00:06<00:03, 51.70it/s]Epoch 3/10: 67%|██████▋ | 317/475 [00:06<00:03, 48.48it/s]Epoch 3/10: 68%|██████▊ | 322/475 [00:06<00:03, 46.22it/s]Epoch 3/10: 69%|██████▉ | 327/475 [00:06<00:03, 44.41it/s]Epoch 3/10: 70%|██████▉ | 332/475 [00:06<00:03, 45.00it/s]Epoch 3/10: 71%|███████ | 337/475 [00:06<00:03, 45.08it/s]Epoch 3/10: 72%|███████▏ | 342/475 [00:07<00:02, 46.11it/s]Epoch 3/10: 73%|███████▎ | 347/475 [00:07<00:02, 44.57it/s]Epoch 3/10: 74%|███████▍ | 352/475 [00:07<00:02, 45.47it/s]Epoch 3/10: 75%|███████▌ | 357/475 [00:07<00:02, 44.87it/s]Epoch 3/10: 76%|███████▌ | 362/475 [00:07<00:02, 43.06it/s]Epoch 3/10: 77%|███████▋ | 367/475 [00:07<00:02, 43.57it/s]Epoch 3/10: 78%|███████▊ | 372/475 [00:07<00:02, 44.76it/s]Epoch 3/10: 79%|███████▉ | 377/475 [00:07<00:02, 43.15it/s]Epoch 3/10: 80%|████████ | 382/475 [00:07<00:02, 41.75it/s]Epoch 3/10: 81%|████████▏ | 387/475 [00:08<00:02, 42.38it/s]Epoch 3/10: 83%|████████▎ | 392/475 [00:08<00:01, 43.79it/s]Epoch 3/10: 84%|████████▎ | 397/475 [00:08<00:01, 43.64it/s]Epoch 3/10: 85%|████████▍ | 402/475 [00:08<00:01, 44.00it/s]Epoch 3/10: 86%|████████▌ | 407/475 [00:08<00:01, 44.88it/s]Epoch 3/10: 87%|████████▋ | 412/475 [00:08<00:01, 44.86it/s]Epoch 3/10: 88%|████████▊ | 417/475 [00:08<00:01, 45.68it/s]Epoch 3/10: 89%|████████▉ | 422/475 [00:08<00:01, 46.68it/s]Epoch 3/10: 90%|████████▉ | 427/475 [00:08<00:01, 46.66it/s]Epoch 3/10: 91%|█████████ | 432/475 [00:09<00:00, 46.73it/s]Epoch 3/10: 92%|█████████▏| 437/475 [00:09<00:00, 46.78it/s]Epoch 3/10: 93%|█████████▎| 442/475 [00:09<00:00, 46.70it/s]Epoch 3/10: 94%|█████████▍| 447/475 [00:09<00:00, 46.58it/s]Epoch 3/10: 95%|█████████▌| 452/475 [00:09<00:00, 46.57it/s]Epoch 3/10: 96%|█████████▌| 457/475 [00:09<00:00, 44.81it/s]Epoch 3/10: 97%|█████████▋| 462/475 [00:09<00:00, 41.92it/s]Epoch 3/10: 98%|█████████▊| 467/475 [00:09<00:00, 40.04it/s]Epoch 3/10: 99%|█████████▉| 472/475 [00:09<00:00, 40.26it/s]Epoch 3/10: 100%|██████████| 475/475 [00:10<00:00, 47.05it/s]
val_loss: 0.19285118021463094
val_mIoU: 0.7143101898809283
val_accuracy: 0.8485184518914474
0%| | 0/268 [00:00<?, ?it/s]Epoch 4/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 4/10: 0%| | 1/268 [00:00<03:07, 1.43it/s]Epoch 4/10: 1%| | 2/268 [00:01<02:55, 1.52it/s]Epoch 4/10: 1%| | 3/268 [00:01<02:53, 1.53it/s]Epoch 4/10: 1%|▏ | 4/268 [00:02<02:49, 1.56it/s]Epoch 4/10: 2%|▏ | 5/268 [00:03<02:46, 1.58it/s]Epoch 4/10: 2%|▏ | 6/268 [00:03<02:44, 1.59it/s]Epoch 4/10: 3%|▎ | 7/268 [00:04<02:43, 1.60it/s]Epoch 4/10: 3%|▎ | 8/268 [00:05<02:42, 1.60it/s]Epoch 4/10: 3%|▎ | 9/268 [00:05<02:43, 1.59it/s]Epoch 4/10: 4%|▎ | 10/268 [00:06<02:42, 1.59it/s]Epoch 4/10: 4%|▍ | 11/268 [00:06<02:41, 1.59it/s]Epoch 4/10: 4%|▍ | 12/268 [00:07<02:40, 1.59it/s]Epoch 4/10: 5%|▍ | 13/268 [00:08<02:40, 1.59it/s]Epoch 4/10: 5%|▌ | 14/268 [00:08<02:39, 1.60it/s]Epoch 4/10: 6%|▌ | 15/268 [00:09<02:38, 1.59it/s]Epoch 4/10: 6%|▌ | 16/268 [00:10<02:38, 1.59it/s]Epoch 4/10: 6%|▋ | 17/268 [00:10<02:38, 1.59it/s]Epoch 4/10: 7%|▋ | 18/268 [00:11<02:37, 1.59it/s]Epoch 4/10: 7%|▋ | 19/268 [00:11<02:36, 1.59it/s]Epoch 4/10: 7%|▋ | 20/268 [00:12<02:35, 1.59it/s]Epoch 4/10: 8%|▊ | 21/268 [00:13<02:34, 1.60it/s]Epoch 4/10: 8%|▊ | 22/268 [00:13<02:34, 1.59it/s]Epoch 4/10: 9%|▊ | 23/268 [00:14<02:34, 1.59it/s]Epoch 4/10: 9%|▉ | 24/268 [00:15<02:33, 1.59it/s]Epoch 4/10: 9%|▉ | 25/268 [00:15<02:33, 1.59it/s]Epoch 4/10: 10%|▉ | 26/268 [00:16<02:32, 1.59it/s]Epoch 4/10: 10%|█ | 27/268 [00:17<02:31, 1.59it/s]Epoch 4/10: 10%|█ | 28/268 [00:17<02:30, 1.59it/s]Epoch 4/10: 11%|█ | 29/268 [00:18<02:29, 1.60it/s]Epoch 4/10: 11%|█ | 30/268 [00:18<02:29, 1.60it/s]Epoch 4/10: 12%|█▏ | 31/268 [00:19<02:28, 1.59it/s]Epoch 4/10: 12%|█▏ | 32/268 [00:20<02:28, 1.59it/s]Epoch 4/10: 12%|█▏ | 33/268 [00:20<02:27, 1.59it/s]Epoch 4/10: 13%|█▎ | 34/268 [00:21<02:27, 1.58it/s]Epoch 4/10: 13%|█▎ | 35/268 [00:22<02:26, 1.59it/s]Epoch 4/10: 13%|█▎ | 36/268 [00:22<02:25, 1.59it/s]Epoch 4/10: 14%|█▍ | 37/268 [00:23<02:25, 1.59it/s]Epoch 4/10: 14%|█▍ | 38/268 [00:23<02:24, 1.59it/s]Epoch 4/10: 15%|█▍ | 39/268 [00:24<02:26, 1.57it/s]Epoch 4/10: 15%|█▍ | 40/268 [00:25<02:27, 1.54it/s]Epoch 4/10: 15%|█▌ | 41/268 [00:25<02:28, 1.53it/s]Epoch 4/10: 16%|█▌ | 42/268 [00:26<02:26, 1.54it/s]Epoch 4/10: 16%|█▌ | 43/268 [00:27<02:24, 1.56it/s]Epoch 4/10: 16%|█▋ | 44/268 [00:27<02:22, 1.57it/s]Epoch 4/10: 17%|█▋ | 45/268 [00:28<02:21, 1.58it/s]Epoch 4/10: 17%|█▋ | 46/268 [00:29<02:21, 1.57it/s]Epoch 4/10: 18%|█▊ | 47/268 [00:29<02:19, 1.58it/s]Epoch 4/10: 18%|█▊ | 48/268 [00:30<02:19, 1.58it/s]Epoch 4/10: 18%|█▊ | 49/268 [00:31<02:19, 1.57it/s]Epoch 4/10: 19%|█▊ | 50/268 [00:31<02:18, 1.58it/s]Epoch 4/10: 19%|█▉ | 51/268 [00:32<02:22, 1.52it/s]Epoch 4/10: 19%|█▉ | 52/268 [00:32<02:20, 1.53it/s]Epoch 4/10: 20%|█▉ | 53/268 [00:33<02:19, 1.54it/s]Epoch 4/10: 20%|██ | 54/268 [00:34<02:20, 1.53it/s]Epoch 4/10: 21%|██ | 55/268 [00:35<02:24, 1.47it/s]Epoch 4/10: 21%|██ | 56/268 [00:35<02:24, 1.47it/s]Epoch 4/10: 21%|██▏ | 57/268 [00:36<02:20, 1.50it/s]Epoch 4/10: 22%|██▏ | 58/268 [00:36<02:17, 1.53it/s]Epoch 4/10: 22%|██▏ | 59/268 [00:37<02:15, 1.55it/s]Epoch 4/10: 22%|██▏ | 60/268 [00:38<02:13, 1.56it/s]Epoch 4/10: 23%|██▎ | 61/268 [00:38<02:12, 1.57it/s]Epoch 4/10: 23%|██▎ | 62/268 [00:39<02:11, 1.57it/s]Epoch 4/10: 24%|██▎ | 63/268 [00:40<02:12, 1.55it/s]Epoch 4/10: 24%|██▍ | 64/268 [00:40<02:13, 1.52it/s]Epoch 4/10: 24%|██▍ | 65/268 [00:41<02:12, 1.54it/s]Epoch 4/10: 25%|██▍ | 66/268 [00:42<02:09, 1.55it/s]Epoch 4/10: 25%|██▌ | 67/268 [00:42<02:08, 1.57it/s]Epoch 4/10: 25%|██▌ | 68/268 [00:43<02:06, 1.58it/s]Epoch 4/10: 26%|██▌ | 69/268 [00:43<02:05, 1.59it/s]Epoch 4/10: 26%|██▌ | 70/268 [00:44<02:04, 1.60it/s]Epoch 4/10: 26%|██▋ | 71/268 [00:45<02:02, 1.60it/s]Epoch 4/10: 27%|██▋ | 72/268 [00:45<02:02, 1.60it/s]Epoch 4/10: 27%|██▋ | 73/268 [00:46<02:01, 1.60it/s]Epoch 4/10: 28%|██▊ | 74/268 [00:47<02:00, 1.60it/s]Epoch 4/10: 28%|██▊ | 75/268 [00:47<02:00, 1.61it/s]Epoch 4/10: 28%|██▊ | 76/268 [00:48<01:59, 1.60it/s]Epoch 4/10: 29%|██▊ | 77/268 [00:48<01:59, 1.60it/s]Epoch 4/10: 29%|██▉ | 78/268 [00:49<01:58, 1.60it/s]Epoch 4/10: 29%|██▉ | 79/268 [00:50<01:58, 1.60it/s]Epoch 4/10: 30%|██▉ | 80/268 [00:50<01:57, 1.61it/s]Epoch 4/10: 30%|███ | 81/268 [00:51<01:56, 1.61it/s]Epoch 4/10: 31%|███ | 82/268 [00:52<01:55, 1.61it/s]Epoch 4/10: 31%|███ | 83/268 [00:52<01:55, 1.61it/s]Epoch 4/10: 31%|███▏ | 84/268 [00:53<01:54, 1.61it/s]Epoch 4/10: 32%|███▏ | 85/268 [00:53<01:54, 1.60it/s]Epoch 4/10: 32%|███▏ | 86/268 [00:54<01:54, 1.60it/s]Epoch 4/10: 32%|███▏ | 87/268 [00:55<01:54, 1.58it/s]Epoch 4/10: 33%|███▎ | 88/268 [00:55<01:55, 1.55it/s]Epoch 4/10: 33%|███▎ | 89/268 [00:56<01:54, 1.56it/s]Epoch 4/10: 34%|███▎ | 90/268 [00:57<01:53, 1.57it/s]Epoch 4/10: 34%|███▍ | 91/268 [00:57<01:52, 1.57it/s]Epoch 4/10: 34%|███▍ | 92/268 [00:58<01:51, 1.58it/s]Epoch 4/10: 35%|███▍ | 93/268 [00:59<01:52, 1.55it/s]Epoch 4/10: 35%|███▌ | 94/268 [00:59<01:53, 1.53it/s]Epoch 4/10: 35%|███▌ | 95/268 [01:00<01:51, 1.55it/s]Epoch 4/10: 36%|███▌ | 96/268 [01:01<01:49, 1.57it/s]Epoch 4/10: 36%|███▌ | 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1.61it/s]Epoch 4/10: 43%|████▎ | 116/268 [01:13<01:34, 1.60it/s]Epoch 4/10: 44%|████▎ | 117/268 [01:14<01:34, 1.60it/s]Epoch 4/10: 44%|████▍ | 118/268 [01:14<01:33, 1.60it/s]Epoch 4/10: 44%|████▍ | 119/268 [01:15<01:32, 1.61it/s]Epoch 4/10: 45%|████▍ | 120/268 [01:15<01:32, 1.61it/s]Epoch 4/10: 45%|████▌ | 121/268 [01:16<01:31, 1.61it/s]Epoch 4/10: 46%|████▌ | 122/268 [01:17<01:30, 1.62it/s]Epoch 4/10: 46%|████▌ | 123/268 [01:17<01:29, 1.61it/s]Epoch 4/10: 46%|████▋ | 124/268 [01:18<01:29, 1.62it/s]Epoch 4/10: 47%|████▋ | 125/268 [01:19<01:30, 1.58it/s]Epoch 4/10: 47%|████▋ | 126/268 [01:19<01:31, 1.56it/s]Epoch 4/10: 47%|████▋ | 127/268 [01:20<01:30, 1.57it/s]Epoch 4/10: 48%|████▊ | 128/268 [01:20<01:29, 1.57it/s]Epoch 4/10: 48%|████▊ | 129/268 [01:21<01:28, 1.58it/s]Epoch 4/10: 49%|████▊ | 130/268 [01:22<01:27, 1.59it/s]Epoch 4/10: 49%|████▉ | 131/268 [01:22<01:26, 1.59it/s]Epoch 4/10: 49%|████▉ | 132/268 [01:23<01:25, 1.59it/s]Epoch 4/10: 50%|████▉ | 133/268 [01:24<01:24, 1.59it/s]Epoch 4/10: 50%|█████ | 134/268 [01:24<01:24, 1.59it/s]Epoch 4/10: 50%|█████ | 135/268 [01:25<01:23, 1.59it/s]Epoch 4/10: 51%|█████ | 136/268 [01:26<01:22, 1.60it/s]Epoch 4/10: 51%|█████ | 137/268 [01:26<01:21, 1.60it/s]Epoch 4/10: 51%|█████▏ | 138/268 [01:27<01:21, 1.60it/s]Epoch 4/10: 52%|█████▏ | 139/268 [01:27<01:20, 1.60it/s]Epoch 4/10: 52%|█████▏ | 140/268 [01:28<01:19, 1.60it/s]Epoch 4/10: 53%|█████▎ | 141/268 [01:29<01:19, 1.60it/s]Epoch 4/10: 53%|█████▎ | 142/268 [01:29<01:18, 1.60it/s]Epoch 4/10: 53%|█████▎ | 143/268 [01:30<01:18, 1.60it/s]Epoch 4/10: 54%|█████▎ | 144/268 [01:31<01:18, 1.59it/s]Epoch 4/10: 54%|█████▍ | 145/268 [01:31<01:18, 1.56it/s]Epoch 4/10: 54%|█████▍ | 146/268 [01:32<01:17, 1.57it/s]Epoch 4/10: 55%|█████▍ | 147/268 [01:32<01:16, 1.58it/s]Epoch 4/10: 55%|█████▌ | 148/268 [01:33<01:15, 1.59it/s]Epoch 4/10: 56%|█████▌ | 149/268 [01:34<01:14, 1.59it/s]Epoch 4/10: 56%|█████▌ | 150/268 [01:34<01:13, 1.60it/s]Epoch 4/10: 56%|█████▋ | 151/268 [01:35<01:12, 1.60it/s]Epoch 4/10: 57%|█████▋ | 152/268 [01:36<01:13, 1.59it/s]Epoch 4/10: 57%|█████▋ | 153/268 [01:36<01:13, 1.56it/s]Epoch 4/10: 57%|█████▋ | 154/268 [01:37<01:12, 1.57it/s]Epoch 4/10: 58%|█████▊ | 155/268 [01:37<01:11, 1.57it/s]Epoch 4/10: 58%|█████▊ | 156/268 [01:38<01:11, 1.58it/s]Epoch 4/10: 59%|█████▊ | 157/268 [01:39<01:10, 1.58it/s]Epoch 4/10: 59%|█████▉ | 158/268 [01:39<01:09, 1.58it/s]Epoch 4/10: 59%|█████▉ | 159/268 [01:40<01:09, 1.57it/s]Epoch 4/10: 60%|█████▉ | 160/268 [01:41<01:10, 1.54it/s]Epoch 4/10: 60%|██████ | 161/268 [01:41<01:10, 1.52it/s]Epoch 4/10: 60%|██████ | 162/268 [01:42<01:08, 1.54it/s]Epoch 4/10: 61%|██████ | 163/268 [01:43<01:07, 1.55it/s]Epoch 4/10: 61%|██████ | 164/268 [01:43<01:06, 1.57it/s]Epoch 4/10: 62%|██████▏ | 165/268 [01:44<01:05, 1.58it/s]Epoch 4/10: 62%|██████▏ | 166/268 [01:45<01:04, 1.59it/s]Epoch 4/10: 62%|██████▏ | 167/268 [01:45<01:03, 1.59it/s]Epoch 4/10: 63%|██████▎ | 168/268 [01:46<01:03, 1.57it/s]Epoch 4/10: 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[01:57<00:51, 1.59it/s]Epoch 4/10: 70%|██████▉ | 187/268 [01:58<00:51, 1.59it/s]Epoch 4/10: 70%|███████ | 188/268 [01:58<00:50, 1.59it/s]Epoch 4/10: 71%|███████ | 189/268 [01:59<00:50, 1.56it/s]Epoch 4/10: 71%|███████ | 190/268 [02:00<00:50, 1.54it/s]Epoch 4/10: 71%|███████▏ | 191/268 [02:00<00:50, 1.53it/s]Epoch 4/10: 72%|███████▏ | 192/268 [02:01<00:49, 1.54it/s]Epoch 4/10: 72%|███████▏ | 193/268 [02:02<00:48, 1.56it/s]Epoch 4/10: 72%|███████▏ | 194/268 [02:02<00:47, 1.56it/s]Epoch 4/10: 73%|███████▎ | 195/268 [02:03<00:46, 1.57it/s]Epoch 4/10: 73%|███████▎ | 196/268 [02:04<00:45, 1.57it/s]Epoch 4/10: 74%|███████▎ | 197/268 [02:04<00:45, 1.58it/s]Epoch 4/10: 74%|███████▍ | 198/268 [02:05<00:44, 1.58it/s]Epoch 4/10: 74%|███████▍ | 199/268 [02:06<00:43, 1.58it/s]Epoch 4/10: 75%|███████▍ | 200/268 [02:06<00:42, 1.58it/s]Epoch 4/10: 75%|███████▌ | 201/268 [02:07<00:42, 1.59it/s]Epoch 4/10: 75%|███████▌ | 202/268 [02:07<00:41, 1.59it/s]Epoch 4/10: 76%|███████▌ | 203/268 [02:08<00:40, 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[02:30<00:19, 1.59it/s]Epoch 4/10: 89%|████████▉ | 238/268 [02:30<00:18, 1.60it/s]Epoch 4/10: 89%|████████▉ | 239/268 [02:31<00:18, 1.59it/s]Epoch 4/10: 90%|████████▉ | 240/268 [02:31<00:17, 1.59it/s]Epoch 4/10: 90%|████████▉ | 241/268 [02:32<00:17, 1.59it/s]Epoch 4/10: 90%|█████████ | 242/268 [02:33<00:16, 1.59it/s]Epoch 4/10: 91%|█████████ | 243/268 [02:33<00:15, 1.59it/s]Epoch 4/10: 91%|█████████ | 244/268 [02:34<00:15, 1.59it/s]Epoch 4/10: 91%|█████████▏| 245/268 [02:35<00:14, 1.60it/s]Epoch 4/10: 92%|█████████▏| 246/268 [02:35<00:13, 1.59it/s]Epoch 4/10: 92%|█████████▏| 247/268 [02:36<00:13, 1.59it/s]Epoch 4/10: 93%|█████████▎| 248/268 [02:36<00:12, 1.59it/s]Epoch 4/10: 93%|█████████▎| 249/268 [02:37<00:11, 1.59it/s]Epoch 4/10: 93%|█████████▎| 250/268 [02:38<00:11, 1.59it/s]Epoch 4/10: 94%|█████████▎| 251/268 [02:38<00:10, 1.58it/s]Epoch 4/10: 94%|█████████▍| 252/268 [02:39<00:10, 1.57it/s]Epoch 4/10: 94%|█████████▍| 253/268 [02:40<00:09, 1.58it/s]Epoch 4/10: 95%|█████████▍| 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train_loss: 0.1593448815505896
train_mIoU: 0.7507129882744917
train_accuracy: 0.8722111172939261
0%| | 0/475 [00:00<?, ?it/s]Epoch 4/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 4/10: 0%| | 1/475 [00:00<01:09, 6.78it/s]Epoch 4/10: 1%|▏ | 6/475 [00:00<00:17, 26.92it/s]Epoch 4/10: 3%|▎ | 12/475 [00:00<00:11, 38.89it/s]Epoch 4/10: 4%|▎ | 17/475 [00:00<00:11, 40.29it/s]Epoch 4/10: 5%|▍ | 22/475 [00:00<00:10, 43.25it/s]Epoch 4/10: 6%|▌ | 28/475 [00:00<00:09, 45.59it/s]Epoch 4/10: 7%|▋ | 34/475 [00:00<00:09, 47.35it/s]Epoch 4/10: 8%|▊ | 40/475 [00:00<00:08, 49.16it/s]Epoch 4/10: 9%|▉ | 45/475 [00:01<00:08, 49.15it/s]Epoch 4/10: 11%|█ | 50/475 [00:01<00:08, 47.38it/s]Epoch 4/10: 12%|█▏ | 55/475 [00:01<00:08, 47.80it/s]Epoch 4/10: 13%|█▎ | 60/475 [00:01<00:08, 48.19it/s]Epoch 4/10: 14%|█▎ | 65/475 [00:01<00:08, 46.57it/s]Epoch 4/10: 15%|█▍ | 70/475 [00:01<00:08, 45.93it/s]Epoch 4/10: 16%|█▌ | 75/475 [00:01<00:08, 47.04it/s]Epoch 4/10: 17%|█▋ | 80/475 [00:01<00:08, 46.92it/s]Epoch 4/10: 18%|█▊ | 86/475 [00:01<00:08, 48.08it/s]Epoch 4/10: 19%|█▉ | 92/475 [00:02<00:07, 49.54it/s]Epoch 4/10: 20%|██ | 97/475 [00:02<00:07, 49.62it/s]Epoch 4/10: 22%|██▏ | 103/475 [00:02<00:07, 50.09it/s]Epoch 4/10: 23%|██▎ | 109/475 [00:02<00:07, 50.61it/s]Epoch 4/10: 24%|██▍ | 115/475 [00:02<00:07, 49.64it/s]Epoch 4/10: 25%|██▌ | 120/475 [00:02<00:07, 49.02it/s]Epoch 4/10: 26%|██▋ | 125/475 [00:02<00:07, 48.41it/s]Epoch 4/10: 27%|██▋ | 130/475 [00:02<00:07, 46.86it/s]Epoch 4/10: 28%|██▊ | 135/475 [00:02<00:07, 46.00it/s]Epoch 4/10: 30%|██▉ | 141/475 [00:03<00:06, 48.37it/s]Epoch 4/10: 31%|███ | 146/475 [00:03<00:06, 48.11it/s]Epoch 4/10: 32%|███▏ | 152/475 [00:03<00:06, 49.51it/s]Epoch 4/10: 33%|███▎ | 158/475 [00:03<00:06, 50.93it/s]Epoch 4/10: 35%|███▍ | 164/475 [00:03<00:06, 50.78it/s]Epoch 4/10: 36%|███▌ | 170/475 [00:03<00:06, 50.41it/s]Epoch 4/10: 37%|███▋ | 176/475 [00:03<00:05, 52.00it/s]Epoch 4/10: 38%|███▊ | 182/475 [00:03<00:05, 52.13it/s]Epoch 4/10: 40%|███▉ | 188/475 [00:03<00:05, 52.44it/s]Epoch 4/10: 41%|████ | 194/475 [00:04<00:05, 49.16it/s]Epoch 4/10: 42%|████▏ | 199/475 [00:04<00:05, 48.95it/s]Epoch 4/10: 43%|████▎ | 204/475 [00:04<00:05, 48.89it/s]Epoch 4/10: 44%|████▍ | 209/475 [00:04<00:05, 48.82it/s]Epoch 4/10: 45%|████▌ | 215/475 [00:04<00:05, 49.83it/s]Epoch 4/10: 46%|████▋ | 220/475 [00:04<00:05, 49.83it/s]Epoch 4/10: 47%|████▋ | 225/475 [00:04<00:05, 47.77it/s]Epoch 4/10: 48%|████▊ | 230/475 [00:04<00:05, 46.62it/s]Epoch 4/10: 49%|████▉ | 235/475 [00:04<00:05, 47.15it/s]Epoch 4/10: 51%|█████ | 240/475 [00:05<00:04, 47.72it/s]Epoch 4/10: 52%|█████▏ | 246/475 [00:05<00:04, 48.74it/s]Epoch 4/10: 53%|█████▎ | 252/475 [00:05<00:04, 49.16it/s]Epoch 4/10: 54%|█████▍ | 258/475 [00:05<00:04, 50.54it/s]Epoch 4/10: 56%|█████▌ | 264/475 [00:05<00:04, 51.14it/s]Epoch 4/10: 57%|█████▋ | 270/475 [00:05<00:04, 51.18it/s]Epoch 4/10: 58%|█████▊ | 276/475 [00:05<00:03, 51.31it/s]Epoch 4/10: 59%|█████▉ | 282/475 [00:05<00:03, 49.68it/s]Epoch 4/10: 61%|██████ | 288/475 [00:05<00:03, 51.11it/s]Epoch 4/10: 62%|██████▏ | 294/475 [00:06<00:03, 51.25it/s]Epoch 4/10: 63%|██████▎ | 300/475 [00:06<00:03, 52.15it/s]Epoch 4/10: 64%|██████▍ | 306/475 [00:06<00:03, 53.11it/s]Epoch 4/10: 66%|██████▌ | 312/475 [00:06<00:03, 50.63it/s]Epoch 4/10: 67%|██████▋ | 318/475 [00:06<00:03, 50.78it/s]Epoch 4/10: 68%|██████▊ | 324/475 [00:06<00:03, 49.95it/s]Epoch 4/10: 69%|██████▉ | 330/475 [00:06<00:02, 49.46it/s]Epoch 4/10: 71%|███████ | 336/475 [00:06<00:02, 50.65it/s]Epoch 4/10: 72%|███████▏ | 342/475 [00:07<00:02, 52.20it/s]Epoch 4/10: 73%|███████▎ | 348/475 [00:07<00:02, 52.11it/s]Epoch 4/10: 75%|███████▍ | 354/475 [00:07<00:02, 52.22it/s]Epoch 4/10: 76%|███████▌ | 360/475 [00:07<00:02, 52.29it/s]Epoch 4/10: 77%|███████▋ | 366/475 [00:07<00:02, 51.89it/s]Epoch 4/10: 78%|███████▊ | 372/475 [00:07<00:01, 52.01it/s]Epoch 4/10: 80%|███████▉ | 378/475 [00:07<00:01, 51.97it/s]Epoch 4/10: 81%|████████ | 384/475 [00:07<00:01, 51.72it/s]Epoch 4/10: 82%|████████▏ | 390/475 [00:07<00:01, 50.07it/s]Epoch 4/10: 83%|████████▎ | 396/475 [00:08<00:01, 48.00it/s]Epoch 4/10: 85%|████████▍ | 402/475 [00:08<00:01, 50.17it/s]Epoch 4/10: 86%|████████▌ | 408/475 [00:08<00:01, 51.07it/s]Epoch 4/10: 87%|████████▋ | 414/475 [00:08<00:01, 50.97it/s]Epoch 4/10: 88%|████████▊ | 420/475 [00:08<00:01, 51.93it/s]Epoch 4/10: 90%|████████▉ | 426/475 [00:08<00:00, 52.42it/s]Epoch 4/10: 91%|█████████ | 432/475 [00:08<00:00, 51.28it/s]Epoch 4/10: 92%|█████████▏| 438/475 [00:08<00:00, 50.37it/s]Epoch 4/10: 93%|█████████▎| 444/475 [00:09<00:00, 50.85it/s]Epoch 4/10: 95%|█████████▍| 450/475 [00:09<00:00, 51.52it/s]Epoch 4/10: 96%|█████████▌| 456/475 [00:09<00:00, 52.49it/s]Epoch 4/10: 97%|█████████▋| 462/475 [00:09<00:00, 52.48it/s]Epoch 4/10: 99%|█████████▊| 468/475 [00:09<00:00, 51.64it/s]Epoch 4/10: 100%|█████████▉| 474/475 [00:09<00:00, 52.96it/s]Epoch 4/10: 100%|██████████| 475/475 [00:09<00:00, 49.26it/s]
val_loss: 0.18560676988802458
val_mIoU: 0.718126744459339
val_accuracy: 0.8506949655633224
saving model
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[05:25<00:44, 1.45s/it]Epoch 5/10: 89%|████████▉ | 238/268 [05:27<00:43, 1.44s/it]Epoch 5/10: 89%|████████▉ | 239/268 [05:28<00:41, 1.43s/it]Epoch 5/10: 90%|████████▉ | 240/268 [05:30<00:40, 1.43s/it]Epoch 5/10: 90%|████████▉ | 241/268 [05:31<00:38, 1.44s/it]Epoch 5/10: 90%|█████████ | 242/268 [05:32<00:37, 1.45s/it]Epoch 5/10: 91%|█████████ | 243/268 [05:34<00:36, 1.46s/it]Epoch 5/10: 91%|█████████ | 244/268 [05:35<00:35, 1.48s/it]Epoch 5/10: 91%|█████████▏| 245/268 [05:37<00:34, 1.50s/it]Epoch 5/10: 92%|█████████▏| 246/268 [05:38<00:32, 1.49s/it]Epoch 5/10: 92%|█████████▏| 247/268 [05:40<00:31, 1.49s/it]Epoch 5/10: 93%|█████████▎| 248/268 [05:42<00:30, 1.50s/it]Epoch 5/10: 93%|█████████▎| 249/268 [05:43<00:28, 1.51s/it]Epoch 5/10: 93%|█████████▎| 250/268 [05:45<00:27, 1.52s/it]Epoch 5/10: 94%|█████████▎| 251/268 [05:46<00:25, 1.52s/it]Epoch 5/10: 94%|█████████▍| 252/268 [05:48<00:24, 1.53s/it]Epoch 5/10: 94%|█████████▍| 253/268 [05:49<00:23, 1.54s/it]Epoch 5/10: 95%|█████████▍| 254/268 [05:51<00:21, 1.54s/it]Epoch 5/10: 95%|█████████▌| 255/268 [05:52<00:19, 1.54s/it]Epoch 5/10: 96%|█████████▌| 256/268 [05:54<00:18, 1.55s/it]Epoch 5/10: 96%|█████████▌| 257/268 [05:55<00:17, 1.55s/it]Epoch 5/10: 96%|█████████▋| 258/268 [05:57<00:15, 1.55s/it]Epoch 5/10: 97%|█████████▋| 259/268 [05:59<00:13, 1.55s/it]Epoch 5/10: 97%|█████████▋| 260/268 [06:00<00:12, 1.54s/it]Epoch 5/10: 97%|█████████▋| 261/268 [06:02<00:10, 1.54s/it]Epoch 5/10: 98%|█████████▊| 262/268 [06:03<00:09, 1.53s/it]Epoch 5/10: 98%|█████████▊| 263/268 [06:05<00:07, 1.53s/it]Epoch 5/10: 99%|█████████▊| 264/268 [06:06<00:06, 1.53s/it]Epoch 5/10: 99%|█████████▉| 265/268 [06:08<00:04, 1.52s/it]Epoch 5/10: 99%|█████████▉| 266/268 [06:09<00:03, 1.52s/it]Epoch 5/10: 100%|█████████▉| 267/268 [06:11<00:01, 1.52s/it]Epoch 5/10: 100%|██████████| 268/268 [06:11<00:00, 1.21s/it]Epoch 5/10: 100%|██████████| 268/268 [06:11<00:00, 1.39s/it]
train_loss: 0.15426723169746684
train_mIoU: 0.754584764956756
train_accuracy: 0.8744118479058718
0%| | 0/475 [00:00<?, ?it/s]Epoch 5/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 5/10: 0%| | 1/475 [00:00<01:21, 5.84it/s]Epoch 5/10: 1%| | 4/475 [00:00<00:28, 16.32it/s]Epoch 5/10: 1%|▏ | 7/475 [00:00<00:23, 19.99it/s]Epoch 5/10: 2%|▏ | 10/475 [00:00<00:21, 21.78it/s]Epoch 5/10: 3%|▎ | 13/475 [00:00<00:19, 24.00it/s]Epoch 5/10: 4%|▎ | 17/475 [00:00<00:17, 26.41it/s]Epoch 5/10: 4%|▍ | 20/475 [00:00<00:17, 26.51it/s]Epoch 5/10: 5%|▍ | 23/475 [00:00<00:17, 25.39it/s]Epoch 5/10: 5%|▌ | 26/475 [00:01<00:17, 25.20it/s]Epoch 5/10: 6%|▌ | 29/475 [00:01<00:17, 24.86it/s]Epoch 5/10: 7%|▋ | 34/475 [00:01<00:14, 30.28it/s]Epoch 5/10: 8%|▊ | 38/475 [00:01<00:15, 28.30it/s]Epoch 5/10: 9%|▊ | 41/475 [00:01<00:15, 27.23it/s]Epoch 5/10: 9%|▉ | 44/475 [00:01<00:16, 26.12it/s]Epoch 5/10: 10%|▉ | 47/475 [00:01<00:16, 25.62it/s]Epoch 5/10: 11%|█ | 51/475 [00:01<00:14, 29.05it/s]Epoch 5/10: 12%|█▏ | 55/475 [00:02<00:13, 30.69it/s]Epoch 5/10: 12%|█▏ | 59/475 [00:02<00:14, 28.29it/s]Epoch 5/10: 13%|█▎ | 62/475 [00:02<00:15, 27.29it/s]Epoch 5/10: 14%|█▎ | 65/475 [00:02<00:15, 26.51it/s]Epoch 5/10: 14%|█▍ | 68/475 [00:02<00:15, 27.11it/s]Epoch 5/10: 15%|█▌ | 72/475 [00:02<00:13, 29.41it/s]Epoch 5/10: 16%|█▌ | 75/475 [00:02<00:14, 27.59it/s]Epoch 5/10: 16%|█▋ | 78/475 [00:02<00:14, 26.56it/s]Epoch 5/10: 17%|█▋ | 81/475 [00:03<00:15, 25.96it/s]Epoch 5/10: 18%|█▊ | 84/475 [00:03<00:15, 25.59it/s]Epoch 5/10: 19%|█▊ | 88/475 [00:03<00:13, 28.84it/s]Epoch 5/10: 19%|█▉ | 91/475 [00:03<00:13, 28.67it/s]Epoch 5/10: 20%|█▉ | 94/475 [00:03<00:13, 27.84it/s]Epoch 5/10: 20%|██ | 97/475 [00:03<00:14, 26.82it/s]Epoch 5/10: 21%|██ | 100/475 [00:03<00:14, 26.21it/s]Epoch 5/10: 22%|██▏ | 103/475 [00:03<00:14, 25.69it/s]Epoch 5/10: 23%|██▎ | 108/475 [00:04<00:12, 30.40it/s]Epoch 5/10: 24%|██▎ | 112/475 [00:04<00:12, 28.38it/s]Epoch 5/10: 24%|██▍ | 115/475 [00:04<00:13, 27.11it/s]Epoch 5/10: 25%|██▍ | 118/475 [00:04<00:13, 26.11it/s]Epoch 5/10: 25%|██▌ | 121/475 [00:04<00:13, 25.49it/s]Epoch 5/10: 27%|██▋ | 126/475 [00:04<00:11, 30.59it/s]Epoch 5/10: 27%|██▋ | 130/475 [00:04<00:11, 29.33it/s]Epoch 5/10: 28%|██▊ | 133/475 [00:04<00:12, 28.10it/s]Epoch 5/10: 29%|██▊ | 136/475 [00:05<00:12, 27.23it/s]Epoch 5/10: 29%|██▉ | 139/475 [00:05<00:12, 26.43it/s]Epoch 5/10: 30%|██▉ | 142/475 [00:05<00:12, 26.94it/s]Epoch 5/10: 31%|███ | 146/475 [00:05<00:11, 29.76it/s]Epoch 5/10: 32%|███▏ | 150/475 [00:05<00:11, 28.29it/s]Epoch 5/10: 32%|███▏ | 153/475 [00:05<00:11, 27.40it/s]Epoch 5/10: 33%|███▎ | 156/475 [00:05<00:11, 26.64it/s]Epoch 5/10: 33%|███▎ | 159/475 [00:05<00:12, 25.95it/s]Epoch 5/10: 35%|███▍ | 164/475 [00:06<00:10, 29.55it/s]Epoch 5/10: 35%|███▌ | 167/475 [00:06<00:10, 28.17it/s]Epoch 5/10: 36%|███▌ | 170/475 [00:06<00:11, 26.99it/s]Epoch 5/10: 36%|███▋ | 173/475 [00:06<00:11, 26.45it/s]Epoch 5/10: 37%|███▋ | 176/475 [00:06<00:11, 25.84it/s]Epoch 5/10: 38%|███▊ | 180/475 [00:06<00:10, 28.92it/s]Epoch 5/10: 39%|███▊ | 184/475 [00:06<00:10, 28.81it/s]Epoch 5/10: 39%|███▉ | 187/475 [00:06<00:10, 28.01it/s]Epoch 5/10: 40%|████ | 190/475 [00:07<00:10, 26.95it/s]Epoch 5/10: 41%|████ | 193/475 [00:07<00:10, 25.93it/s]Epoch 5/10: 41%|████▏ | 196/475 [00:07<00:10, 26.45it/s]Epoch 5/10: 42%|████▏ | 201/475 [00:07<00:08, 30.95it/s]Epoch 5/10: 43%|████▎ | 205/475 [00:07<00:09, 27.60it/s]Epoch 5/10: 44%|████▍ | 208/475 [00:07<00:09, 26.74it/s]Epoch 5/10: 44%|████▍ | 211/475 [00:07<00:10, 26.15it/s]Epoch 5/10: 45%|████▌ | 214/475 [00:07<00:10, 25.74it/s]Epoch 5/10: 46%|████▌ | 219/475 [00:08<00:08, 29.65it/s]Epoch 5/10: 47%|████▋ | 222/475 [00:08<00:09, 28.02it/s]Epoch 5/10: 47%|████▋ | 225/475 [00:08<00:09, 27.19it/s]Epoch 5/10: 48%|████▊ | 228/475 [00:08<00:09, 26.47it/s]Epoch 5/10: 49%|████▊ | 231/475 [00:08<00:09, 25.69it/s]Epoch 5/10: 49%|████▉ | 235/475 [00:08<00:08, 28.75it/s]Epoch 5/10: 50%|█████ | 238/475 [00:08<00:08, 27.57it/s]Epoch 5/10: 51%|█████ | 241/475 [00:08<00:08, 26.84it/s]Epoch 5/10: 51%|█████▏ | 244/475 [00:09<00:08, 26.05it/s]Epoch 5/10: 52%|█████▏ | 247/475 [00:09<00:09, 25.23it/s]Epoch 5/10: 53%|█████▎ | 250/475 [00:09<00:08, 25.88it/s]Epoch 5/10: 53%|█████▎ | 254/475 [00:09<00:07, 28.80it/s]Epoch 5/10: 54%|█████▍ | 257/475 [00:09<00:07, 27.82it/s]Epoch 5/10: 55%|█████▍ | 260/475 [00:09<00:07, 27.07it/s]Epoch 5/10: 55%|█████▌ | 263/475 [00:09<00:08, 25.97it/s]Epoch 5/10: 56%|█████▌ | 266/475 [00:09<00:08, 25.66it/s]Epoch 5/10: 57%|█████▋ | 269/475 [00:09<00:08, 25.51it/s]Epoch 5/10: 57%|█████▋ | 273/475 [00:10<00:07, 28.73it/s]Epoch 5/10: 58%|█████▊ | 276/475 [00:10<00:07, 27.37it/s]Epoch 5/10: 59%|█████▊ | 279/475 [00:10<00:07, 26.80it/s]Epoch 5/10: 59%|█████▉ | 282/475 [00:10<00:07, 26.32it/s]Epoch 5/10: 60%|██████ | 285/475 [00:10<00:07, 25.87it/s]Epoch 5/10: 61%|██████ | 289/475 [00:10<00:06, 28.48it/s]Epoch 5/10: 62%|██████▏ | 293/475 [00:10<00:06, 28.90it/s]Epoch 5/10: 62%|██████▏ | 296/475 [00:10<00:06, 27.34it/s]Epoch 5/10: 63%|██████▎ | 299/475 [00:11<00:06, 26.52it/s]Epoch 5/10: 64%|██████▎ | 302/475 [00:11<00:06, 25.86it/s]Epoch 5/10: 64%|██████▍ | 305/475 [00:11<00:06, 25.48it/s]Epoch 5/10: 65%|██████▌ | 310/475 [00:11<00:05, 30.15it/s]Epoch 5/10: 66%|██████▌ | 314/475 [00:11<00:05, 28.64it/s]Epoch 5/10: 67%|██████▋ | 317/475 [00:11<00:05, 27.24it/s]Epoch 5/10: 67%|██████▋ | 320/475 [00:11<00:05, 26.46it/s]Epoch 5/10: 68%|██████▊ | 323/475 [00:11<00:05, 25.55it/s]Epoch 5/10: 69%|██████▉ | 328/475 [00:12<00:04, 31.34it/s]Epoch 5/10: 70%|██████▉ | 332/475 [00:12<00:04, 28.85it/s]Epoch 5/10: 71%|███████ | 335/475 [00:12<00:05, 27.84it/s]Epoch 5/10: 71%|███████ | 338/475 [00:12<00:05, 26.93it/s]Epoch 5/10: 72%|███████▏ | 341/475 [00:12<00:05, 26.02it/s]Epoch 5/10: 73%|███████▎ | 345/475 [00:12<00:04, 29.09it/s]Epoch 5/10: 73%|███████▎ | 349/475 [00:12<00:04, 29.13it/s]Epoch 5/10: 74%|███████▍ | 352/475 [00:12<00:04, 28.14it/s]Epoch 5/10: 75%|███████▍ | 355/475 [00:13<00:04, 27.24it/s]Epoch 5/10: 75%|███████▌ | 358/475 [00:13<00:04, 26.56it/s]Epoch 5/10: 76%|███████▌ | 361/475 [00:13<00:04, 26.01it/s]Epoch 5/10: 77%|███████▋ | 366/475 [00:13<00:03, 30.30it/s]Epoch 5/10: 78%|███████▊ | 370/475 [00:13<00:03, 28.02it/s]Epoch 5/10: 79%|███████▊ | 373/475 [00:13<00:03, 27.22it/s]Epoch 5/10: 79%|███████▉ | 376/475 [00:13<00:03, 26.53it/s]Epoch 5/10: 80%|███████▉ | 379/475 [00:13<00:03, 25.79it/s]Epoch 5/10: 81%|████████ | 384/475 [00:14<00:02, 31.37it/s]Epoch 5/10: 82%|████████▏ | 388/475 [00:14<00:02, 29.13it/s]Epoch 5/10: 83%|████████▎ | 392/475 [00:14<00:03, 27.48it/s]Epoch 5/10: 83%|████████▎ | 395/475 [00:14<00:02, 26.90it/s]Epoch 5/10: 84%|████████▍ | 398/475 [00:14<00:02, 26.07it/s]Epoch 5/10: 85%|████████▍ | 403/475 [00:14<00:02, 29.52it/s]Epoch 5/10: 85%|████████▌ | 406/475 [00:14<00:02, 28.11it/s]Epoch 5/10: 86%|████████▌ | 409/475 [00:15<00:02, 27.53it/s]Epoch 5/10: 87%|████████▋ | 412/475 [00:15<00:02, 26.08it/s]Epoch 5/10: 87%|████████▋ | 415/475 [00:15<00:02, 25.46it/s]Epoch 5/10: 88%|████████▊ | 419/475 [00:15<00:01, 29.11it/s]Epoch 5/10: 89%|████████▉ | 422/475 [00:15<00:01, 28.31it/s]Epoch 5/10: 89%|████████▉ | 425/475 [00:15<00:01, 26.36it/s]Epoch 5/10: 90%|█████████ | 428/475 [00:15<00:01, 25.72it/s]Epoch 5/10: 91%|█████████ | 431/475 [00:15<00:01, 25.24it/s]Epoch 5/10: 91%|█████████▏| 434/475 [00:15<00:01, 25.72it/s]Epoch 5/10: 92%|█████████▏| 438/475 [00:16<00:01, 29.06it/s]Epoch 5/10: 93%|█████████▎| 441/475 [00:16<00:01, 27.94it/s]Epoch 5/10: 93%|█████████▎| 444/475 [00:16<00:01, 27.79it/s]Epoch 5/10: 94%|█████████▍| 447/475 [00:16<00:01, 26.77it/s]Epoch 5/10: 95%|█████████▍| 450/475 [00:16<00:00, 26.20it/s]Epoch 5/10: 95%|█████████▌| 453/475 [00:16<00:00, 27.20it/s]Epoch 5/10: 96%|█████████▋| 458/475 [00:16<00:00, 30.07it/s]Epoch 5/10: 97%|█████████▋| 461/475 [00:16<00:00, 28.73it/s]Epoch 5/10: 98%|█████████▊| 464/475 [00:17<00:00, 27.48it/s]Epoch 5/10: 98%|█████████▊| 467/475 [00:17<00:00, 26.51it/s]Epoch 5/10: 99%|█████████▉| 470/475 [00:17<00:00, 25.99it/s]Epoch 5/10: 100%|██████████| 475/475 [00:17<00:00, 29.47it/s]Epoch 5/10: 100%|██████████| 475/475 [00:17<00:00, 27.20it/s]
val_loss: 0.18290335423067997
val_mIoU: 0.7077002168866876
val_accuracy: 0.841937544973273
0%| | 0/268 [00:00<?, ?it/s]Epoch 6/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 6/10: 0%| | 1/268 [00:01<06:41, 1.50s/it]Epoch 6/10: 1%| | 2/268 [00:02<06:23, 1.44s/it]Epoch 6/10: 1%| | 3/268 [00:04<06:19, 1.43s/it]Epoch 6/10: 1%|▏ | 4/268 [00:05<06:16, 1.43s/it]Epoch 6/10: 2%|▏ | 5/268 [00:07<06:14, 1.42s/it]Epoch 6/10: 2%|▏ | 6/268 [00:08<06:15, 1.43s/it]Epoch 6/10: 3%|▎ | 7/268 [00:10<06:16, 1.44s/it]Epoch 6/10: 3%|▎ | 8/268 [00:11<06:13, 1.44s/it]Epoch 6/10: 3%|▎ | 9/268 [00:12<06:12, 1.44s/it]Epoch 6/10: 4%|▎ | 10/268 [00:14<06:11, 1.44s/it]Epoch 6/10: 4%|▍ | 11/268 [00:15<06:10, 1.44s/it]Epoch 6/10: 4%|▍ | 12/268 [00:17<06:07, 1.44s/it]Epoch 6/10: 5%|▍ | 13/268 [00:18<06:06, 1.44s/it]Epoch 6/10: 5%|▌ | 14/268 [00:20<06:06, 1.44s/it]Epoch 6/10: 6%|▌ | 15/268 [00:21<06:07, 1.45s/it]Epoch 6/10: 6%|▌ | 16/268 [00:23<06:06, 1.46s/it]Epoch 6/10: 6%|▋ | 17/268 [00:24<06:07, 1.46s/it]Epoch 6/10: 7%|▋ | 18/268 [00:26<06:07, 1.47s/it]Epoch 6/10: 7%|▋ | 19/268 [00:27<06:06, 1.47s/it]Epoch 6/10: 7%|▋ | 20/268 [00:29<06:06, 1.48s/it]Epoch 6/10: 8%|▊ | 21/268 [00:30<06:08, 1.49s/it]Epoch 6/10: 8%|▊ | 22/268 [00:32<06:08, 1.50s/it]Epoch 6/10: 9%|▊ | 23/268 [00:33<06:08, 1.50s/it]Epoch 6/10: 9%|▉ | 24/268 [00:35<06:09, 1.51s/it]Epoch 6/10: 9%|▉ | 25/268 [00:36<06:09, 1.52s/it]Epoch 6/10: 10%|▉ | 26/268 [00:38<06:09, 1.53s/it]Epoch 6/10: 10%|█ | 27/268 [00:39<06:10, 1.54s/it]Epoch 6/10: 10%|█ | 28/268 [00:41<06:10, 1.54s/it]Epoch 6/10: 11%|█ | 29/268 [00:42<06:11, 1.55s/it]Epoch 6/10: 11%|█ | 30/268 [00:43<05:33, 1.40s/it]Epoch 6/10: 12%|█▏ | 31/268 [00:45<05:19, 1.35s/it]Epoch 6/10: 12%|█▏ | 32/268 [00:46<05:07, 1.30s/it]Epoch 6/10: 12%|█▏ | 33/268 [00:47<05:00, 1.28s/it]Epoch 6/10: 13%|█▎ | 34/268 [00:48<04:52, 1.25s/it]Epoch 6/10: 13%|█▎ | 35/268 [00:49<04:47, 1.23s/it]Epoch 6/10: 13%|█▎ | 36/268 [00:51<04:44, 1.23s/it]Epoch 6/10: 14%|█▍ | 37/268 [00:52<04:42, 1.22s/it]Epoch 6/10: 14%|█▍ | 38/268 [00:53<04:39, 1.22s/it]Epoch 6/10: 15%|█▍ | 39/268 [00:54<04:24, 1.15s/it]Epoch 6/10: 15%|█▍ | 40/268 [00:55<04:35, 1.21s/it]Epoch 6/10: 15%|█▌ | 41/268 [00:57<04:48, 1.27s/it]Epoch 6/10: 16%|█▌ | 42/268 [00:58<04:59, 1.32s/it]Epoch 6/10: 16%|█▌ | 43/268 [01:00<05:05, 1.36s/it]Epoch 6/10: 16%|█▋ | 44/268 [01:01<05:10, 1.38s/it]Epoch 6/10: 17%|█▋ | 45/268 [01:03<05:12, 1.40s/it]Epoch 6/10: 17%|█▋ | 46/268 [01:04<05:15, 1.42s/it]Epoch 6/10: 18%|█▊ | 47/268 [01:06<05:16, 1.43s/it]Epoch 6/10: 18%|█▊ | 48/268 [01:07<05:17, 1.44s/it]Epoch 6/10: 18%|█▊ | 49/268 [01:08<05:16, 1.44s/it]Epoch 6/10: 19%|█▊ | 50/268 [01:10<05:14, 1.44s/it]Epoch 6/10: 19%|█▉ | 51/268 [01:11<05:12, 1.44s/it]Epoch 6/10: 19%|█▉ | 52/268 [01:13<05:09, 1.43s/it]Epoch 6/10: 20%|█▉ | 53/268 [01:14<05:09, 1.44s/it]Epoch 6/10: 20%|██ | 54/268 [01:16<05:09, 1.45s/it]Epoch 6/10: 21%|██ | 55/268 [01:17<05:09, 1.45s/it]Epoch 6/10: 21%|██ | 56/268 [01:19<05:08, 1.45s/it]Epoch 6/10: 21%|██▏ | 57/268 [01:20<05:07, 1.46s/it]Epoch 6/10: 22%|██▏ | 58/268 [01:21<05:06, 1.46s/it]Epoch 6/10: 22%|██▏ | 59/268 [01:23<05:05, 1.46s/it]Epoch 6/10: 22%|██▏ | 60/268 [01:24<05:06, 1.47s/it]Epoch 6/10: 23%|██▎ | 61/268 [01:26<05:07, 1.49s/it]Epoch 6/10: 23%|██▎ | 62/268 [01:27<05:07, 1.49s/it]Epoch 6/10: 24%|██▎ | 63/268 [01:29<05:07, 1.50s/it]Epoch 6/10: 24%|██▍ | 64/268 [01:31<05:09, 1.52s/it]Epoch 6/10: 24%|██▍ | 65/268 [01:32<05:08, 1.52s/it]Epoch 6/10: 25%|██▍ | 66/268 [01:34<05:08, 1.53s/it]Epoch 6/10: 25%|██▌ | 67/268 [01:35<05:06, 1.52s/it]Epoch 6/10: 25%|██▌ | 68/268 [01:37<05:04, 1.52s/it]Epoch 6/10: 26%|██▌ | 69/268 [01:38<05:03, 1.53s/it]Epoch 6/10: 26%|██▌ | 70/268 [01:40<04:59, 1.51s/it]Epoch 6/10: 26%|██▋ | 71/268 [01:41<04:56, 1.50s/it]Epoch 6/10: 27%|██▋ | 72/268 [01:43<04:54, 1.50s/it]Epoch 6/10: 27%|██▋ | 73/268 [01:44<04:51, 1.50s/it]Epoch 6/10: 28%|██▊ | 74/268 [01:46<04:49, 1.49s/it]Epoch 6/10: 28%|██▊ | 75/268 [01:47<04:46, 1.48s/it]Epoch 6/10: 28%|██▊ | 76/268 [01:49<04:43, 1.48s/it]Epoch 6/10: 29%|██▊ | 77/268 [01:50<04:41, 1.47s/it]Epoch 6/10: 29%|██▉ | 78/268 [01:51<04:39, 1.47s/it]Epoch 6/10: 29%|██▉ | 79/268 [01:53<04:37, 1.47s/it]Epoch 6/10: 30%|██▉ | 80/268 [01:54<04:37, 1.48s/it]Epoch 6/10: 30%|███ | 81/268 [01:56<04:39, 1.49s/it]Epoch 6/10: 31%|███ | 82/268 [01:58<04:41, 1.52s/it]Epoch 6/10: 31%|███ | 83/268 [01:59<04:43, 1.53s/it]Epoch 6/10: 31%|███▏ | 84/268 [02:01<04:45, 1.55s/it]Epoch 6/10: 32%|███▏ | 85/268 [02:02<04:45, 1.56s/it]Epoch 6/10: 32%|███▏ | 86/268 [02:04<04:42, 1.55s/it]Epoch 6/10: 32%|███▏ | 87/268 [02:05<04:39, 1.54s/it]Epoch 6/10: 33%|███▎ | 88/268 [02:07<04:40, 1.56s/it]Epoch 6/10: 33%|███▎ | 89/268 [02:08<04:35, 1.54s/it]Epoch 6/10: 34%|███▎ | 90/268 [02:10<04:31, 1.52s/it]Epoch 6/10: 34%|███▍ | 91/268 [02:11<04:26, 1.51s/it]Epoch 6/10: 34%|███▍ | 92/268 [02:13<04:21, 1.49s/it]Epoch 6/10: 35%|███▍ | 93/268 [02:14<04:16, 1.47s/it]Epoch 6/10: 35%|███▌ | 94/268 [02:16<04:13, 1.46s/it]Epoch 6/10: 35%|███▌ | 95/268 [02:17<04:09, 1.44s/it]Epoch 6/10: 36%|███▌ | 96/268 [02:19<04:07, 1.44s/it]Epoch 6/10: 36%|███▌ | 97/268 [02:20<04:04, 1.43s/it]Epoch 6/10: 37%|███▋ | 98/268 [02:21<04:03, 1.43s/it]Epoch 6/10: 37%|███▋ | 99/268 [02:23<04:01, 1.43s/it]Epoch 6/10: 37%|███▋ | 100/268 [02:24<04:00, 1.43s/it]Epoch 6/10: 38%|███▊ | 101/268 [02:26<03:58, 1.43s/it]Epoch 6/10: 38%|███▊ | 102/268 [02:27<03:56, 1.43s/it]Epoch 6/10: 38%|███▊ | 103/268 [02:29<03:56, 1.43s/it]Epoch 6/10: 39%|███▉ | 104/268 [02:30<03:55, 1.44s/it]Epoch 6/10: 39%|███▉ | 105/268 [02:31<03:55, 1.45s/it]Epoch 6/10: 40%|███▉ | 106/268 [02:33<03:55, 1.46s/it]Epoch 6/10: 40%|███▉ | 107/268 [02:34<03:55, 1.46s/it]Epoch 6/10: 40%|████ | 108/268 [02:36<03:55, 1.47s/it]Epoch 6/10: 41%|████ | 109/268 [02:37<03:56, 1.49s/it]Epoch 6/10: 41%|████ | 110/268 [02:39<03:56, 1.49s/it]Epoch 6/10: 41%|████▏ | 111/268 [02:40<03:56, 1.51s/it]Epoch 6/10: 42%|████▏ | 112/268 [02:42<03:56, 1.52s/it]Epoch 6/10: 42%|████▏ | 113/268 [02:44<03:55, 1.52s/it]Epoch 6/10: 43%|████▎ | 114/268 [02:45<03:53, 1.51s/it]Epoch 6/10: 43%|████▎ | 115/268 [02:47<03:51, 1.51s/it]Epoch 6/10: 43%|████▎ | 116/268 [02:48<03:51, 1.52s/it]Epoch 6/10: 44%|████▎ | 117/268 [02:50<03:50, 1.53s/it]Epoch 6/10: 44%|████▍ | 118/268 [02:51<03:50, 1.53s/it]Epoch 6/10: 44%|████▍ | 119/268 [02:53<03:49, 1.54s/it]Epoch 6/10: 45%|████▍ | 120/268 [02:54<03:47, 1.54s/it]Epoch 6/10: 45%|████▌ | 121/268 [02:56<03:45, 1.53s/it]Epoch 6/10: 46%|████▌ | 122/268 [02:57<03:42, 1.53s/it]Epoch 6/10: 46%|████▌ | 123/268 [02:59<03:40, 1.52s/it]Epoch 6/10: 46%|████▋ | 124/268 [03:00<03:39, 1.52s/it]Epoch 6/10: 47%|████▋ | 125/268 [03:02<03:38, 1.53s/it]Epoch 6/10: 47%|████▋ | 126/268 [03:03<03:38, 1.54s/it]Epoch 6/10: 47%|████▋ | 127/268 [03:05<03:37, 1.54s/it]Epoch 6/10: 48%|████▊ | 128/268 [03:07<03:37, 1.56s/it]Epoch 6/10: 48%|████▊ | 129/268 [03:08<03:36, 1.56s/it]Epoch 6/10: 49%|████▊ | 130/268 [03:10<03:39, 1.59s/it]Epoch 6/10: 49%|████▉ | 131/268 [03:11<03:38, 1.59s/it]Epoch 6/10: 49%|████▉ | 132/268 [03:13<03:35, 1.59s/it]Epoch 6/10: 50%|████▉ | 133/268 [03:15<03:32, 1.57s/it]Epoch 6/10: 50%|█████ | 134/268 [03:16<03:28, 1.55s/it]Epoch 6/10: 50%|█████ | 135/268 [03:18<03:24, 1.54s/it]Epoch 6/10: 51%|█████ | 136/268 [03:19<03:19, 1.51s/it]Epoch 6/10: 51%|█████ | 137/268 [03:20<03:15, 1.49s/it]Epoch 6/10: 51%|█████▏ | 138/268 [03:22<03:11, 1.47s/it]Epoch 6/10: 52%|█████▏ | 139/268 [03:23<03:07, 1.45s/it]Epoch 6/10: 52%|█████▏ | 140/268 [03:25<03:05, 1.45s/it]Epoch 6/10: 53%|█████▎ | 141/268 [03:26<03:02, 1.44s/it]Epoch 6/10: 53%|█████▎ | 142/268 [03:28<03:01, 1.44s/it]Epoch 6/10: 53%|█████▎ | 143/268 [03:29<03:00, 1.44s/it]Epoch 6/10: 54%|█████▎ | 144/268 [03:30<02:59, 1.44s/it]Epoch 6/10: 54%|█████▍ | 145/268 [03:32<02:57, 1.44s/it]Epoch 6/10: 54%|█████▍ | 146/268 [03:33<02:54, 1.43s/it]Epoch 6/10: 55%|█████▍ | 147/268 [03:35<02:54, 1.44s/it]Epoch 6/10: 55%|█████▌ | 148/268 [03:36<02:53, 1.44s/it]Epoch 6/10: 56%|█████▌ | 149/268 [03:38<02:51, 1.44s/it]Epoch 6/10: 56%|█████▌ | 150/268 [03:39<02:50, 1.45s/it]Epoch 6/10: 56%|█████▋ | 151/268 [03:41<02:49, 1.45s/it]Epoch 6/10: 57%|█████▋ | 152/268 [03:42<02:47, 1.45s/it]Epoch 6/10: 57%|█████▋ | 153/268 [03:43<02:46, 1.44s/it]Epoch 6/10: 57%|█████▋ | 154/268 [03:45<02:44, 1.44s/it]Epoch 6/10: 58%|█████▊ | 155/268 [03:46<02:43, 1.45s/it]Epoch 6/10: 58%|█████▊ | 156/268 [03:48<02:41, 1.44s/it]Epoch 6/10: 59%|█████▊ | 157/268 [03:49<02:39, 1.44s/it]Epoch 6/10: 59%|█████▉ | 158/268 [03:51<02:38, 1.44s/it]Epoch 6/10: 59%|█████▉ | 159/268 [03:52<02:37, 1.44s/it]Epoch 6/10: 60%|█████▉ | 160/268 [03:54<02:37, 1.46s/it]Epoch 6/10: 60%|██████ | 161/268 [03:55<02:36, 1.46s/it]Epoch 6/10: 60%|██████ | 162/268 [03:57<02:36, 1.47s/it]Epoch 6/10: 61%|██████ | 163/268 [03:58<02:34, 1.48s/it]Epoch 6/10: 61%|██████ | 164/268 [04:00<02:33, 1.48s/it]Epoch 6/10: 62%|██████▏ | 165/268 [04:01<02:33, 1.49s/it]Epoch 6/10: 62%|██████▏ | 166/268 [04:03<02:32, 1.50s/it]Epoch 6/10: 62%|██████▏ | 167/268 [04:04<02:31, 1.50s/it]Epoch 6/10: 63%|██████▎ | 168/268 [04:06<02:30, 1.51s/it]Epoch 6/10: 63%|██████▎ | 169/268 [04:07<02:28, 1.50s/it]Epoch 6/10: 63%|██████▎ | 170/268 [04:09<02:26, 1.50s/it]Epoch 6/10: 64%|██████▍ | 171/268 [04:10<02:25, 1.50s/it]Epoch 6/10: 64%|██████▍ | 172/268 [04:12<02:23, 1.49s/it]Epoch 6/10: 65%|██████▍ | 173/268 [04:13<02:21, 1.49s/it]Epoch 6/10: 65%|██████▍ | 174/268 [04:14<02:17, 1.46s/it]Epoch 6/10: 65%|██████▌ | 175/268 [04:15<02:03, 1.33s/it]Epoch 6/10: 66%|██████▌ | 176/268 [04:17<01:58, 1.29s/it]Epoch 6/10: 66%|██████▌ | 177/268 [04:18<01:54, 1.26s/it]Epoch 6/10: 66%|██████▋ | 178/268 [04:19<01:51, 1.24s/it]Epoch 6/10: 67%|██████▋ | 179/268 [04:20<01:48, 1.22s/it]Epoch 6/10: 67%|██████▋ | 180/268 [04:21<01:47, 1.22s/it]Epoch 6/10: 68%|██████▊ | 181/268 [04:23<01:45, 1.22s/it]Epoch 6/10: 68%|██████▊ | 182/268 [04:24<01:44, 1.21s/it]Epoch 6/10: 68%|██████▊ | 183/268 [04:25<01:42, 1.20s/it]Epoch 6/10: 69%|██████▊ | 184/268 [04:26<01:40, 1.19s/it]Epoch 6/10: 69%|██████▉ | 185/268 [04:27<01:36, 1.17s/it]Epoch 6/10: 69%|██████▉ | 186/268 [04:29<01:45, 1.28s/it]Epoch 6/10: 70%|██████▉ | 187/268 [04:30<01:50, 1.36s/it]Epoch 6/10: 70%|███████ | 188/268 [04:32<01:53, 1.42s/it]Epoch 6/10: 71%|███████ | 189/268 [04:33<01:54, 1.46s/it]Epoch 6/10: 71%|███████ | 190/268 [04:35<01:53, 1.46s/it]Epoch 6/10: 71%|███████▏ | 191/268 [04:36<01:52, 1.46s/it]Epoch 6/10: 72%|███████▏ | 192/268 [04:38<01:50, 1.45s/it]Epoch 6/10: 72%|███████▏ | 193/268 [04:39<01:48, 1.45s/it]Epoch 6/10: 72%|███████▏ | 194/268 [04:41<01:46, 1.43s/it]Epoch 6/10: 73%|███████▎ | 195/268 [04:42<01:44, 1.44s/it]Epoch 6/10: 73%|███████▎ | 196/268 [04:44<01:43, 1.43s/it]Epoch 6/10: 74%|███████▎ | 197/268 [04:45<01:41, 1.43s/it]Epoch 6/10: 74%|███████▍ | 198/268 [04:46<01:40, 1.43s/it]Epoch 6/10: 74%|███████▍ | 199/268 [04:48<01:38, 1.43s/it]Epoch 6/10: 75%|███████▍ | 200/268 [04:49<01:36, 1.42s/it]Epoch 6/10: 75%|███████▌ | 201/268 [04:51<01:35, 1.42s/it]Epoch 6/10: 75%|███████▌ | 202/268 [04:52<01:33, 1.42s/it]Epoch 6/10: 76%|███████▌ | 203/268 [04:54<01:32, 1.43s/it]Epoch 6/10: 76%|███████▌ | 204/268 [04:55<01:31, 1.43s/it]Epoch 6/10: 76%|███████▋ | 205/268 [04:56<01:29, 1.43s/it]Epoch 6/10: 77%|███████▋ | 206/268 [04:58<01:28, 1.43s/it]Epoch 6/10: 77%|███████▋ | 207/268 [04:59<01:26, 1.42s/it]Epoch 6/10: 78%|███████▊ | 208/268 [05:01<01:25, 1.42s/it]Epoch 6/10: 78%|███████▊ | 209/268 [05:02<01:24, 1.42s/it]Epoch 6/10: 78%|███████▊ | 210/268 [05:04<01:23, 1.43s/it]Epoch 6/10: 79%|███████▊ | 211/268 [05:05<01:21, 1.43s/it]Epoch 6/10: 79%|███████▉ | 212/268 [05:06<01:20, 1.45s/it]Epoch 6/10: 79%|███████▉ | 213/268 [05:08<01:20, 1.46s/it]Epoch 6/10: 80%|███████▉ | 214/268 [05:09<01:18, 1.46s/it]Epoch 6/10: 80%|████████ | 215/268 [05:11<01:17, 1.46s/it]Epoch 6/10: 81%|████████ | 216/268 [05:12<01:15, 1.46s/it]Epoch 6/10: 81%|████████ | 217/268 [05:14<01:14, 1.47s/it]Epoch 6/10: 81%|████████▏ | 218/268 [05:15<01:13, 1.47s/it]Epoch 6/10: 82%|████████▏ | 219/268 [05:17<01:12, 1.48s/it]Epoch 6/10: 82%|████████▏ | 220/268 [05:18<01:11, 1.49s/it]Epoch 6/10: 82%|████████▏ | 221/268 [05:20<01:10, 1.51s/it]Epoch 6/10: 83%|████████▎ | 222/268 [05:21<01:09, 1.52s/it]Epoch 6/10: 83%|████████▎ | 223/268 [05:23<01:08, 1.52s/it]Epoch 6/10: 84%|████████▎ | 224/268 [05:24<01:07, 1.53s/it]Epoch 6/10: 84%|████████▍ | 225/268 [05:26<01:06, 1.54s/it]Epoch 6/10: 84%|████████▍ | 226/268 [05:28<01:04, 1.54s/it]Epoch 6/10: 85%|████████▍ | 227/268 [05:29<01:03, 1.54s/it]Epoch 6/10: 85%|████████▌ | 228/268 [05:31<01:01, 1.53s/it]Epoch 6/10: 85%|████████▌ | 229/268 [05:32<01:00, 1.55s/it]Epoch 6/10: 86%|████████▌ | 230/268 [05:34<00:58, 1.55s/it]Epoch 6/10: 86%|████████▌ | 231/268 [05:35<00:57, 1.54s/it]Epoch 6/10: 87%|████████▋ | 232/268 [05:37<00:54, 1.52s/it]Epoch 6/10: 87%|████████▋ | 233/268 [05:38<00:52, 1.50s/it]Epoch 6/10: 87%|████████▋ | 234/268 [05:40<00:50, 1.48s/it]Epoch 6/10: 88%|████████▊ | 235/268 [05:41<00:48, 1.47s/it]Epoch 6/10: 88%|████████▊ | 236/268 [05:42<00:46, 1.46s/it]Epoch 6/10: 88%|████████▊ | 237/268 [05:44<00:44, 1.44s/it]Epoch 6/10: 89%|████████▉ | 238/268 [05:45<00:43, 1.44s/it]Epoch 6/10: 89%|████████▉ | 239/268 [05:47<00:41, 1.44s/it]Epoch 6/10: 90%|████████▉ | 240/268 [05:48<00:40, 1.43s/it]Epoch 6/10: 90%|████████▉ | 241/268 [05:50<00:38, 1.43s/it]Epoch 6/10: 90%|█████████ | 242/268 [05:51<00:37, 1.43s/it]Epoch 6/10: 91%|█████████ | 243/268 [05:52<00:35, 1.43s/it]Epoch 6/10: 91%|█████████ | 244/268 [05:54<00:34, 1.43s/it]Epoch 6/10: 91%|█████████▏| 245/268 [05:55<00:32, 1.43s/it]Epoch 6/10: 92%|█████████▏| 246/268 [05:57<00:31, 1.43s/it]Epoch 6/10: 92%|█████████▏| 247/268 [05:58<00:30, 1.43s/it]Epoch 6/10: 93%|█████████▎| 248/268 [06:00<00:28, 1.43s/it]Epoch 6/10: 93%|█████████▎| 249/268 [06:01<00:26, 1.42s/it]Epoch 6/10: 93%|█████████▎| 250/268 [06:02<00:25, 1.42s/it]Epoch 6/10: 94%|█████████▎| 251/268 [06:04<00:24, 1.43s/it]Epoch 6/10: 94%|█████████▍| 252/268 [06:05<00:22, 1.44s/it]Epoch 6/10: 94%|█████████▍| 253/268 [06:07<00:21, 1.44s/it]Epoch 6/10: 95%|█████████▍| 254/268 [06:08<00:20, 1.46s/it]Epoch 6/10: 95%|█████████▌| 255/268 [06:10<00:19, 1.47s/it]Epoch 6/10: 96%|█████████▌| 256/268 [06:11<00:17, 1.48s/it]Epoch 6/10: 96%|█████████▌| 257/268 [06:13<00:16, 1.49s/it]Epoch 6/10: 96%|█████████▋| 258/268 [06:14<00:15, 1.51s/it]Epoch 6/10: 97%|█████████▋| 259/268 [06:16<00:13, 1.52s/it]Epoch 6/10: 97%|█████████▋| 260/268 [06:17<00:12, 1.53s/it]Epoch 6/10: 97%|█████████▋| 261/268 [06:19<00:10, 1.54s/it]Epoch 6/10: 98%|█████████▊| 262/268 [06:21<00:09, 1.55s/it]Epoch 6/10: 98%|█████████▊| 263/268 [06:22<00:07, 1.56s/it]Epoch 6/10: 99%|█████████▊| 264/268 [06:24<00:06, 1.55s/it]Epoch 6/10: 99%|█████████▉| 265/268 [06:25<00:04, 1.52s/it]Epoch 6/10: 99%|█████████▉| 266/268 [06:27<00:02, 1.50s/it]Epoch 6/10: 100%|█████████▉| 267/268 [06:28<00:01, 1.47s/it]Epoch 6/10: 100%|██████████| 268/268 [06:28<00:00, 1.12s/it]Epoch 6/10: 100%|██████████| 268/268 [06:28<00:00, 1.45s/it]
train_loss: 0.14883447966691274
train_mIoU: 0.7595720304359372
train_accuracy: 0.8772344919317119
0%| | 0/475 [00:00<?, ?it/s]Epoch 6/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 6/10: 0%| | 1/475 [00:00<01:13, 6.48it/s]Epoch 6/10: 1%| | 5/475 [00:00<00:21, 22.05it/s]Epoch 6/10: 2%|▏ | 9/475 [00:00<00:18, 25.77it/s]Epoch 6/10: 3%|▎ | 12/475 [00:00<00:17, 26.02it/s]Epoch 6/10: 3%|▎ | 15/475 [00:00<00:18, 25.49it/s]Epoch 6/10: 4%|▍ | 18/475 [00:00<00:18, 25.32it/s]Epoch 6/10: 4%|▍ | 21/475 [00:00<00:18, 24.89it/s]Epoch 6/10: 5%|▌ | 25/475 [00:00<00:15, 29.04it/s]Epoch 6/10: 6%|▌ | 28/475 [00:01<00:15, 29.04it/s]Epoch 6/10: 7%|▋ | 31/475 [00:01<00:15, 28.18it/s]Epoch 6/10: 7%|▋ | 34/475 [00:01<00:16, 27.04it/s]Epoch 6/10: 8%|▊ | 37/475 [00:01<00:16, 26.35it/s]Epoch 6/10: 8%|▊ | 40/475 [00:01<00:16, 25.61it/s]Epoch 6/10: 9%|▉ | 45/475 [00:01<00:13, 31.05it/s]Epoch 6/10: 10%|█ | 49/475 [00:01<00:14, 28.64it/s]Epoch 6/10: 11%|█ | 52/475 [00:01<00:15, 27.57it/s]Epoch 6/10: 12%|█▏ | 55/475 [00:02<00:15, 26.86it/s]Epoch 6/10: 12%|█▏ | 58/475 [00:02<00:16, 25.96it/s]Epoch 6/10: 13%|█▎ | 63/475 [00:02<00:13, 30.61it/s]Epoch 6/10: 14%|█▍ | 67/475 [00:02<00:13, 29.41it/s]Epoch 6/10: 15%|█▍ | 70/475 [00:02<00:14, 28.75it/s]Epoch 6/10: 15%|█▌ | 73/475 [00:02<00:14, 27.58it/s]Epoch 6/10: 16%|█▌ | 76/475 [00:02<00:14, 26.74it/s]Epoch 6/10: 17%|█▋ | 79/475 [00:02<00:14, 27.17it/s]Epoch 6/10: 18%|█▊ | 84/475 [00:03<00:12, 30.82it/s]Epoch 6/10: 19%|█▊ | 88/475 [00:03<00:13, 29.06it/s]Epoch 6/10: 19%|█▉ | 91/475 [00:03<00:13, 27.95it/s]Epoch 6/10: 20%|█▉ | 94/475 [00:03<00:14, 26.80it/s]Epoch 6/10: 20%|██ | 97/475 [00:03<00:14, 25.75it/s]Epoch 6/10: 22%|██▏ | 103/475 [00:03<00:11, 31.66it/s]Epoch 6/10: 23%|██▎ | 107/475 [00:03<00:12, 29.11it/s]Epoch 6/10: 23%|██▎ | 110/475 [00:04<00:13, 27.91it/s]Epoch 6/10: 24%|██▍ | 113/475 [00:04<00:13, 27.20it/s]Epoch 6/10: 24%|██▍ | 116/475 [00:04<00:13, 26.31it/s]Epoch 6/10: 25%|██▌ | 121/475 [00:04<00:11, 29.68it/s]Epoch 6/10: 26%|██▌ | 124/475 [00:04<00:12, 28.04it/s]Epoch 6/10: 27%|██▋ | 127/475 [00:04<00:12, 27.22it/s]Epoch 6/10: 27%|██▋ | 130/475 [00:04<00:13, 26.44it/s]Epoch 6/10: 28%|██▊ | 133/475 [00:04<00:13, 25.80it/s]Epoch 6/10: 29%|██▉ | 137/475 [00:04<00:11, 29.05it/s]Epoch 6/10: 29%|██▉ | 140/475 [00:05<00:12, 27.59it/s]Epoch 6/10: 30%|███ | 143/475 [00:05<00:12, 26.55it/s]Epoch 6/10: 31%|███ | 146/475 [00:05<00:12, 25.68it/s]Epoch 6/10: 31%|███▏ | 149/475 [00:05<00:12, 25.49it/s]Epoch 6/10: 32%|███▏ | 152/475 [00:05<00:12, 26.42it/s]Epoch 6/10: 33%|███▎ | 156/475 [00:05<00:10, 29.54it/s]Epoch 6/10: 33%|███▎ | 159/475 [00:05<00:11, 28.12it/s]Epoch 6/10: 34%|███▍ | 162/475 [00:05<00:11, 26.97it/s]Epoch 6/10: 35%|███▍ | 165/475 [00:06<00:11, 26.43it/s]Epoch 6/10: 35%|███▌ | 168/475 [00:06<00:11, 25.99it/s]Epoch 6/10: 36%|███▌ | 171/475 [00:06<00:11, 26.71it/s]Epoch 6/10: 37%|███▋ | 176/475 [00:06<00:10, 29.71it/s]Epoch 6/10: 38%|███▊ | 179/475 [00:06<00:10, 28.10it/s]Epoch 6/10: 38%|███▊ | 182/475 [00:06<00:10, 27.08it/s]Epoch 6/10: 39%|███▉ | 185/475 [00:06<00:11, 26.13it/s]Epoch 6/10: 40%|███▉ | 188/475 [00:06<00:11, 25.68it/s]Epoch 6/10: 40%|████ | 192/475 [00:07<00:09, 28.42it/s]Epoch 6/10: 41%|████ | 195/475 [00:07<00:10, 27.45it/s]Epoch 6/10: 42%|████▏ | 198/475 [00:07<00:10, 27.05it/s]Epoch 6/10: 42%|████▏ | 201/475 [00:07<00:10, 26.00it/s]Epoch 6/10: 43%|████▎ | 204/475 [00:07<00:10, 25.37it/s]Epoch 6/10: 44%|████▍ | 208/475 [00:07<00:09, 28.25it/s]Epoch 6/10: 44%|████▍ | 211/475 [00:07<00:09, 28.35it/s]Epoch 6/10: 45%|████▌ | 214/475 [00:07<00:09, 27.19it/s]Epoch 6/10: 46%|████▌ | 217/475 [00:07<00:09, 26.34it/s]Epoch 6/10: 46%|████▋ | 220/475 [00:08<00:09, 25.64it/s]Epoch 6/10: 47%|████▋ | 223/475 [00:08<00:09, 25.26it/s]Epoch 6/10: 48%|████▊ | 227/475 [00:08<00:08, 28.62it/s]Epoch 6/10: 48%|████▊ | 230/475 [00:08<00:08, 27.67it/s]Epoch 6/10: 49%|████▉ | 233/475 [00:08<00:09, 26.28it/s]Epoch 6/10: 50%|████▉ | 236/475 [00:08<00:09, 25.97it/s]Epoch 6/10: 50%|█████ | 239/475 [00:08<00:09, 25.52it/s]Epoch 6/10: 51%|█████ | 243/475 [00:08<00:08, 28.09it/s]Epoch 6/10: 52%|█████▏ | 247/475 [00:09<00:08, 28.36it/s]Epoch 6/10: 53%|█████▎ | 250/475 [00:09<00:08, 27.69it/s]Epoch 6/10: 53%|█████▎ | 253/475 [00:09<00:08, 26.94it/s]Epoch 6/10: 54%|█████▍ | 256/475 [00:09<00:08, 26.21it/s]Epoch 6/10: 55%|█████▍ | 259/475 [00:09<00:08, 26.23it/s]Epoch 6/10: 56%|█████▌ | 264/475 [00:09<00:07, 29.47it/s]Epoch 6/10: 56%|█████▌ | 267/475 [00:09<00:07, 28.57it/s]Epoch 6/10: 57%|█████▋ | 270/475 [00:09<00:07, 27.33it/s]Epoch 6/10: 57%|█████▋ | 273/475 [00:10<00:07, 26.69it/s]Epoch 6/10: 58%|█████▊ | 276/475 [00:10<00:07, 26.20it/s]Epoch 6/10: 59%|█████▊ | 279/475 [00:10<00:07, 26.81it/s]Epoch 6/10: 59%|█████▉ | 282/475 [00:10<00:07, 27.19it/s]Epoch 6/10: 60%|██████ | 285/475 [00:10<00:07, 25.61it/s]Epoch 6/10: 61%|██████ | 288/475 [00:10<00:07, 25.25it/s]Epoch 6/10: 61%|██████▏ | 291/475 [00:10<00:07, 25.05it/s]Epoch 6/10: 62%|██████▏ | 294/475 [00:10<00:07, 25.85it/s]Epoch 6/10: 63%|██████▎ | 298/475 [00:10<00:06, 29.50it/s]Epoch 6/10: 63%|██████▎ | 301/475 [00:11<00:06, 28.23it/s]Epoch 6/10: 64%|██████▍ | 304/475 [00:11<00:06, 27.58it/s]Epoch 6/10: 65%|██████▍ | 307/475 [00:11<00:06, 26.72it/s]Epoch 6/10: 65%|██████▌ | 310/475 [00:11<00:06, 26.13it/s]Epoch 6/10: 66%|██████▌ | 314/475 [00:11<00:05, 27.96it/s]Epoch 6/10: 67%|██████▋ | 317/475 [00:11<00:05, 28.10it/s]Epoch 6/10: 67%|██████▋ | 320/475 [00:11<00:05, 26.74it/s]Epoch 6/10: 68%|██████▊ | 323/475 [00:11<00:05, 26.17it/s]Epoch 6/10: 69%|██████▊ | 326/475 [00:12<00:05, 25.76it/s]Epoch 6/10: 69%|██████▉ | 329/475 [00:12<00:05, 25.44it/s]Epoch 6/10: 70%|███████ | 333/475 [00:12<00:05, 28.03it/s]Epoch 6/10: 71%|███████ | 336/475 [00:12<00:05, 27.14it/s]Epoch 6/10: 71%|███████▏ | 339/475 [00:12<00:05, 26.77it/s]Epoch 6/10: 72%|███████▏ | 342/475 [00:12<00:05, 26.30it/s]Epoch 6/10: 73%|███████▎ | 345/475 [00:12<00:05, 25.64it/s]Epoch 6/10: 73%|███████▎ | 349/475 [00:12<00:04, 28.71it/s]Epoch 6/10: 74%|███████▍ | 353/475 [00:12<00:04, 29.39it/s]Epoch 6/10: 75%|███████▍ | 356/475 [00:13<00:04, 28.05it/s]Epoch 6/10: 76%|███████▌ | 359/475 [00:13<00:04, 27.04it/s]Epoch 6/10: 76%|███████▌ | 362/475 [00:13<00:04, 26.30it/s]Epoch 6/10: 77%|███████▋ | 365/475 [00:13<00:04, 25.81it/s]Epoch 6/10: 78%|███████▊ | 370/475 [00:13<00:03, 29.02it/s]Epoch 6/10: 79%|███████▊ | 373/475 [00:13<00:03, 28.13it/s]Epoch 6/10: 79%|███████▉ | 376/475 [00:13<00:03, 27.11it/s]Epoch 6/10: 80%|███████▉ | 379/475 [00:13<00:03, 25.86it/s]Epoch 6/10: 80%|████████ | 382/475 [00:14<00:03, 25.42it/s]Epoch 6/10: 81%|████████▏ | 387/475 [00:14<00:03, 28.76it/s]Epoch 6/10: 82%|████████▏ | 390/475 [00:14<00:03, 27.72it/s]Epoch 6/10: 83%|████████▎ | 393/475 [00:14<00:03, 26.51it/s]Epoch 6/10: 83%|████████▎ | 396/475 [00:14<00:03, 25.97it/s]Epoch 6/10: 84%|████████▍ | 399/475 [00:14<00:02, 25.60it/s]Epoch 6/10: 85%|████████▍ | 403/475 [00:14<00:02, 28.71it/s]Epoch 6/10: 85%|████████▌ | 406/475 [00:14<00:02, 28.82it/s]Epoch 6/10: 86%|████████▌ | 409/475 [00:15<00:02, 28.21it/s]Epoch 6/10: 87%|████████▋ | 412/475 [00:15<00:02, 26.75it/s]Epoch 6/10: 87%|████████▋ | 415/475 [00:15<00:02, 26.03it/s]Epoch 6/10: 88%|████████▊ | 418/475 [00:15<00:02, 25.45it/s]Epoch 6/10: 89%|████████▉ | 423/475 [00:15<00:01, 29.75it/s]Epoch 6/10: 90%|████████▉ | 426/475 [00:15<00:01, 28.19it/s]Epoch 6/10: 90%|█████████ | 429/475 [00:15<00:01, 26.51it/s]Epoch 6/10: 91%|█████████ | 432/475 [00:15<00:01, 25.97it/s]Epoch 6/10: 92%|█████████▏| 435/475 [00:16<00:01, 25.41it/s]Epoch 6/10: 92%|█████████▏| 439/475 [00:16<00:01, 28.25it/s]Epoch 6/10: 93%|█████████▎| 442/475 [00:16<00:01, 27.01it/s]Epoch 6/10: 94%|█████████▎| 445/475 [00:16<00:01, 26.89it/s]Epoch 6/10: 94%|█████████▍| 448/475 [00:16<00:01, 26.19it/s]Epoch 6/10: 95%|█████████▍| 451/475 [00:16<00:00, 25.55it/s]Epoch 6/10: 96%|█████████▌| 454/475 [00:16<00:00, 25.93it/s]Epoch 6/10: 96%|█████████▋| 458/475 [00:16<00:00, 28.81it/s]Epoch 6/10: 97%|█████████▋| 461/475 [00:16<00:00, 27.66it/s]Epoch 6/10: 98%|█████████▊| 464/475 [00:17<00:00, 27.39it/s]Epoch 6/10: 98%|█████████▊| 467/475 [00:17<00:00, 27.04it/s]Epoch 6/10: 99%|█████████▉| 470/475 [00:17<00:00, 26.24it/s]Epoch 6/10: 100%|█████████▉| 473/475 [00:17<00:00, 27.08it/s]Epoch 6/10: 100%|██████████| 475/475 [00:17<00:00, 27.12it/s]
val_loss: 0.1821315798633977
val_mIoU: 0.7235698373713844
val_accuracy: 0.8555070094058388
saving model
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[05:51<00:47, 1.52s/it]Epoch 7/10: 89%|████████▉ | 238/268 [05:52<00:45, 1.52s/it]Epoch 7/10: 89%|████████▉ | 239/268 [05:54<00:43, 1.51s/it]Epoch 7/10: 90%|████████▉ | 240/268 [05:55<00:42, 1.52s/it]Epoch 7/10: 90%|████████▉ | 241/268 [05:57<00:40, 1.51s/it]Epoch 7/10: 90%|█████████ | 242/268 [05:58<00:39, 1.51s/it]Epoch 7/10: 91%|█████████ | 243/268 [06:00<00:38, 1.52s/it]Epoch 7/10: 91%|█████████ | 244/268 [06:02<00:36, 1.53s/it]Epoch 7/10: 91%|█████████▏| 245/268 [06:03<00:35, 1.53s/it]Epoch 7/10: 92%|█████████▏| 246/268 [06:05<00:33, 1.54s/it]Epoch 7/10: 92%|█████████▏| 247/268 [06:06<00:32, 1.54s/it]Epoch 7/10: 93%|█████████▎| 248/268 [06:08<00:31, 1.55s/it]Epoch 7/10: 93%|█████████▎| 249/268 [06:09<00:29, 1.57s/it]Epoch 7/10: 93%|█████████▎| 250/268 [06:11<00:28, 1.59s/it]Epoch 7/10: 94%|█████████▎| 251/268 [06:13<00:27, 1.61s/it]Epoch 7/10: 94%|█████████▍| 252/268 [06:14<00:26, 1.64s/it]Epoch 7/10: 94%|█████████▍| 253/268 [06:16<00:24, 1.65s/it]Epoch 7/10: 95%|█████████▍| 254/268 [06:18<00:23, 1.66s/it]Epoch 7/10: 95%|█████████▌| 255/268 [06:19<00:21, 1.65s/it]Epoch 7/10: 96%|█████████▌| 256/268 [06:21<00:19, 1.63s/it]Epoch 7/10: 96%|█████████▌| 257/268 [06:22<00:17, 1.60s/it]Epoch 7/10: 96%|█████████▋| 258/268 [06:24<00:15, 1.58s/it]Epoch 7/10: 97%|█████████▋| 259/268 [06:26<00:14, 1.56s/it]Epoch 7/10: 97%|█████████▋| 260/268 [06:27<00:12, 1.55s/it]Epoch 7/10: 97%|█████████▋| 261/268 [06:29<00:10, 1.54s/it]Epoch 7/10: 98%|█████████▊| 262/268 [06:30<00:09, 1.54s/it]Epoch 7/10: 98%|█████████▊| 263/268 [06:32<00:07, 1.53s/it]Epoch 7/10: 99%|█████████▊| 264/268 [06:33<00:06, 1.53s/it]Epoch 7/10: 99%|█████████▉| 265/268 [06:35<00:04, 1.53s/it]Epoch 7/10: 99%|█████████▉| 266/268 [06:36<00:03, 1.53s/it]Epoch 7/10: 100%|█████████▉| 267/268 [06:38<00:01, 1.52s/it]Epoch 7/10: 100%|██████████| 268/268 [06:38<00:00, 1.22s/it]Epoch 7/10: 100%|██████████| 268/268 [06:38<00:00, 1.49s/it]
train_loss: 0.1444259732405641
train_mIoU: 0.7637773843763804
train_accuracy: 0.8796329159286114
0%| | 0/475 [00:00<?, ?it/s]Epoch 7/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 7/10: 0%| | 1/475 [00:00<01:17, 6.12it/s]Epoch 7/10: 1%| | 4/475 [00:00<00:30, 15.35it/s]Epoch 7/10: 1%|▏ | 7/475 [00:00<00:24, 19.18it/s]Epoch 7/10: 2%|▏ | 10/475 [00:00<00:20, 22.19it/s]Epoch 7/10: 3%|▎ | 14/475 [00:00<00:18, 25.59it/s]Epoch 7/10: 4%|▎ | 17/475 [00:00<00:18, 24.92it/s]Epoch 7/10: 4%|▍ | 20/475 [00:00<00:18, 24.31it/s]Epoch 7/10: 5%|▍ | 23/475 [00:01<00:19, 23.66it/s]Epoch 7/10: 5%|▌ | 26/475 [00:01<00:19, 23.24it/s]Epoch 7/10: 6%|▋ | 30/475 [00:01<00:16, 27.27it/s]Epoch 7/10: 7%|▋ | 33/475 [00:01<00:16, 27.31it/s]Epoch 7/10: 8%|▊ | 36/475 [00:01<00:16, 26.23it/s]Epoch 7/10: 8%|▊ | 39/475 [00:01<00:17, 25.63it/s]Epoch 7/10: 9%|▉ | 42/475 [00:01<00:17, 24.84it/s]Epoch 7/10: 9%|▉ | 45/475 [00:01<00:17, 24.37it/s]Epoch 7/10: 11%|█ | 50/475 [00:02<00:15, 27.94it/s]Epoch 7/10: 11%|█ | 53/475 [00:02<00:15, 26.69it/s]Epoch 7/10: 12%|█▏ | 56/475 [00:02<00:16, 26.13it/s]Epoch 7/10: 12%|█▏ | 59/475 [00:02<00:16, 25.47it/s]Epoch 7/10: 13%|█▎ | 62/475 [00:02<00:16, 24.70it/s]Epoch 7/10: 14%|█▍ | 66/475 [00:02<00:14, 27.94it/s]Epoch 7/10: 15%|█▍ | 70/475 [00:02<00:14, 28.31it/s]Epoch 7/10: 15%|█▌ | 73/475 [00:02<00:14, 26.92it/s]Epoch 7/10: 16%|█▌ | 76/475 [00:03<00:15, 25.46it/s]Epoch 7/10: 17%|█▋ | 79/475 [00:03<00:15, 25.04it/s]Epoch 7/10: 17%|█▋ | 82/475 [00:03<00:16, 24.52it/s]Epoch 7/10: 18%|█▊ | 87/475 [00:03<00:13, 28.31it/s]Epoch 7/10: 19%|█▉ | 90/475 [00:03<00:14, 26.70it/s]Epoch 7/10: 20%|█▉ | 93/475 [00:03<00:15, 25.05it/s]Epoch 7/10: 20%|██ | 96/475 [00:03<00:15, 25.08it/s]Epoch 7/10: 21%|██ | 99/475 [00:03<00:15, 24.32it/s]Epoch 7/10: 22%|██▏ | 104/475 [00:04<00:13, 27.87it/s]Epoch 7/10: 23%|██▎ | 107/475 [00:04<00:13, 26.95it/s]Epoch 7/10: 23%|██▎ | 110/475 [00:04<00:13, 26.27it/s]Epoch 7/10: 24%|██▍ | 113/475 [00:04<00:14, 25.05it/s]Epoch 7/10: 24%|██▍ | 116/475 [00:04<00:14, 24.23it/s]Epoch 7/10: 25%|██▌ | 120/475 [00:04<00:12, 27.39it/s]Epoch 7/10: 26%|██▌ | 123/475 [00:04<00:13, 25.98it/s]Epoch 7/10: 27%|██▋ | 126/475 [00:04<00:13, 25.64it/s]Epoch 7/10: 27%|██▋ | 129/475 [00:05<00:13, 24.89it/s]Epoch 7/10: 28%|██▊ | 132/475 [00:05<00:14, 24.03it/s]Epoch 7/10: 28%|██▊ | 135/475 [00:05<00:14, 24.17it/s]Epoch 7/10: 29%|██▉ | 140/475 [00:05<00:11, 27.96it/s]Epoch 7/10: 30%|███ | 143/475 [00:05<00:12, 26.99it/s]Epoch 7/10: 31%|███ | 146/475 [00:05<00:12, 26.48it/s]Epoch 7/10: 31%|███▏ | 149/475 [00:05<00:12, 25.14it/s]Epoch 7/10: 32%|███▏ | 152/475 [00:06<00:13, 23.94it/s]Epoch 7/10: 33%|███▎ | 156/475 [00:06<00:11, 27.52it/s]Epoch 7/10: 33%|███▎ | 159/475 [00:06<00:11, 27.89it/s]Epoch 7/10: 34%|███▍ | 162/475 [00:06<00:11, 27.01it/s]Epoch 7/10: 35%|███▍ | 165/475 [00:06<00:11, 26.10it/s]Epoch 7/10: 35%|███▌ | 168/475 [00:06<00:12, 24.78it/s]Epoch 7/10: 36%|███▌ | 171/475 [00:06<00:12, 24.34it/s]Epoch 7/10: 37%|███▋ | 176/475 [00:06<00:10, 29.68it/s]Epoch 7/10: 38%|███▊ | 180/475 [00:07<00:10, 28.32it/s]Epoch 7/10: 39%|███▊ | 183/475 [00:07<00:10, 26.55it/s]Epoch 7/10: 39%|███▉ | 186/475 [00:07<00:11, 25.84it/s]Epoch 7/10: 40%|███▉ | 189/475 [00:07<00:11, 25.30it/s]Epoch 7/10: 40%|████ | 192/475 [00:07<00:10, 25.74it/s]Epoch 7/10: 41%|████ | 195/475 [00:07<00:10, 26.59it/s]Epoch 7/10: 42%|████▏ | 198/475 [00:07<00:10, 25.67it/s]Epoch 7/10: 42%|████▏ | 201/475 [00:07<00:10, 25.29it/s]Epoch 7/10: 43%|████▎ | 204/475 [00:07<00:10, 24.67it/s]Epoch 7/10: 44%|████▎ | 207/475 [00:08<00:11, 24.11it/s]Epoch 7/10: 44%|████▍ | 211/475 [00:08<00:09, 27.56it/s]Epoch 7/10: 45%|████▌ | 214/475 [00:08<00:09, 26.95it/s]Epoch 7/10: 46%|████▌ | 217/475 [00:08<00:09, 26.30it/s]Epoch 7/10: 46%|████▋ | 220/475 [00:08<00:10, 25.28it/s]Epoch 7/10: 47%|████▋ | 223/475 [00:08<00:10, 24.69it/s]Epoch 7/10: 48%|████▊ | 226/475 [00:08<00:10, 24.18it/s]Epoch 7/10: 48%|████▊ | 230/475 [00:08<00:09, 26.64it/s]Epoch 7/10: 49%|████▉ | 233/475 [00:09<00:09, 25.70it/s]Epoch 7/10: 50%|████▉ | 236/475 [00:09<00:09, 25.41it/s]Epoch 7/10: 50%|█████ | 239/475 [00:09<00:09, 24.74it/s]Epoch 7/10: 51%|█████ | 242/475 [00:09<00:09, 24.42it/s]Epoch 7/10: 52%|█████▏ | 246/475 [00:09<00:08, 27.55it/s]Epoch 7/10: 52%|█████▏ | 249/475 [00:09<00:08, 27.21it/s]Epoch 7/10: 53%|█████▎ | 252/475 [00:09<00:08, 25.88it/s]Epoch 7/10: 54%|█████▎ | 255/475 [00:09<00:08, 25.36it/s]Epoch 7/10: 54%|█████▍ | 258/475 [00:10<00:08, 24.42it/s]Epoch 7/10: 55%|█████▍ | 261/475 [00:10<00:08, 24.15it/s]Epoch 7/10: 56%|█████▌ | 266/475 [00:10<00:07, 28.86it/s]Epoch 7/10: 57%|█████▋ | 269/475 [00:10<00:07, 27.38it/s]Epoch 7/10: 57%|█████▋ | 272/475 [00:10<00:07, 26.21it/s]Epoch 7/10: 58%|█████▊ | 275/475 [00:10<00:07, 25.36it/s]Epoch 7/10: 59%|█████▊ | 278/475 [00:10<00:08, 24.48it/s]Epoch 7/10: 59%|█████▉ | 282/475 [00:10<00:07, 27.31it/s]Epoch 7/10: 60%|██████ | 285/475 [00:11<00:07, 25.80it/s]Epoch 7/10: 61%|██████ | 288/475 [00:11<00:07, 26.00it/s]Epoch 7/10: 61%|██████▏ | 291/475 [00:11<00:07, 25.20it/s]Epoch 7/10: 62%|██████▏ | 294/475 [00:11<00:07, 24.73it/s]Epoch 7/10: 63%|██████▎ | 297/475 [00:11<00:07, 25.21it/s]Epoch 7/10: 64%|██████▎ | 302/475 [00:11<00:05, 29.16it/s]Epoch 7/10: 64%|██████▍ | 305/475 [00:11<00:06, 27.51it/s]Epoch 7/10: 65%|██████▍ | 308/475 [00:11<00:06, 26.49it/s]Epoch 7/10: 65%|██████▌ | 311/475 [00:12<00:06, 25.06it/s]Epoch 7/10: 66%|██████▌ | 314/475 [00:12<00:06, 24.30it/s]Epoch 7/10: 67%|██████▋ | 318/475 [00:12<00:05, 27.34it/s]Epoch 7/10: 68%|██████▊ | 321/475 [00:12<00:06, 25.57it/s]Epoch 7/10: 68%|██████▊ | 324/475 [00:12<00:05, 25.18it/s]Epoch 7/10: 69%|██████▉ | 327/475 [00:12<00:06, 24.48it/s]Epoch 7/10: 69%|██████▉ | 330/475 [00:12<00:06, 23.38it/s]Epoch 7/10: 70%|███████ | 333/475 [00:12<00:05, 24.48it/s]Epoch 7/10: 71%|███████ | 337/475 [00:13<00:05, 26.22it/s]Epoch 7/10: 72%|███████▏ | 340/475 [00:13<00:05, 26.06it/s]Epoch 7/10: 72%|███████▏ | 343/475 [00:13<00:05, 25.47it/s]Epoch 7/10: 73%|███████▎ | 346/475 [00:13<00:05, 24.66it/s]Epoch 7/10: 73%|███████▎ | 349/475 [00:13<00:05, 24.09it/s]Epoch 7/10: 75%|███████▍ | 354/475 [00:13<00:04, 29.52it/s]Epoch 7/10: 75%|███████▌ | 358/475 [00:13<00:04, 27.32it/s]Epoch 7/10: 76%|███████▌ | 361/475 [00:14<00:04, 26.04it/s]Epoch 7/10: 77%|███████▋ | 364/475 [00:14<00:04, 24.95it/s]Epoch 7/10: 77%|███████▋ | 367/475 [00:14<00:04, 24.22it/s]Epoch 7/10: 78%|███████▊ | 371/475 [00:14<00:03, 27.18it/s]Epoch 7/10: 79%|███████▊ | 374/475 [00:14<00:03, 25.42it/s]Epoch 7/10: 79%|███████▉ | 377/475 [00:14<00:04, 24.33it/s]Epoch 7/10: 80%|████████ | 380/475 [00:14<00:03, 23.83it/s]Epoch 7/10: 81%|████████ | 383/475 [00:14<00:03, 23.82it/s]Epoch 7/10: 81%|████████▏ | 386/475 [00:15<00:03, 24.63it/s]Epoch 7/10: 82%|████████▏ | 390/475 [00:15<00:03, 28.02it/s]Epoch 7/10: 83%|████████▎ | 393/475 [00:15<00:03, 25.53it/s]Epoch 7/10: 83%|████████▎ | 396/475 [00:15<00:03, 24.87it/s]Epoch 7/10: 84%|████████▍ | 399/475 [00:15<00:03, 24.21it/s]Epoch 7/10: 85%|████████▍ | 402/475 [00:15<00:03, 23.84it/s]Epoch 7/10: 86%|████████▌ | 407/475 [00:15<00:02, 29.72it/s]Epoch 7/10: 87%|████████▋ | 411/475 [00:16<00:02, 27.09it/s]Epoch 7/10: 87%|████████▋ | 414/475 [00:16<00:02, 26.30it/s]Epoch 7/10: 88%|████████▊ | 417/475 [00:16<00:02, 25.16it/s]Epoch 7/10: 88%|████████▊ | 420/475 [00:16<00:02, 24.39it/s]Epoch 7/10: 89%|████████▉ | 424/475 [00:16<00:01, 27.47it/s]Epoch 7/10: 90%|████████▉ | 427/475 [00:16<00:01, 27.63it/s]Epoch 7/10: 91%|█████████ | 430/475 [00:16<00:01, 25.75it/s]Epoch 7/10: 91%|█████████ | 433/475 [00:16<00:01, 25.05it/s]Epoch 7/10: 92%|█████████▏| 436/475 [00:17<00:01, 24.18it/s]Epoch 7/10: 92%|█████████▏| 439/475 [00:17<00:01, 24.34it/s]Epoch 7/10: 93%|█████████▎| 443/475 [00:17<00:01, 26.82it/s]Epoch 7/10: 94%|█████████▍| 446/475 [00:17<00:01, 25.74it/s]Epoch 7/10: 95%|█████████▍| 449/475 [00:17<00:01, 25.24it/s]Epoch 7/10: 95%|█████████▌| 452/475 [00:17<00:00, 24.94it/s]Epoch 7/10: 96%|█████████▌| 455/475 [00:17<00:00, 24.58it/s]Epoch 7/10: 97%|█████████▋| 459/475 [00:17<00:00, 27.22it/s]Epoch 7/10: 97%|█████████▋| 463/475 [00:18<00:00, 27.61it/s]Epoch 7/10: 98%|█████████▊| 466/475 [00:18<00:00, 26.14it/s]Epoch 7/10: 99%|█████████▊| 469/475 [00:18<00:00, 25.40it/s]Epoch 7/10: 99%|█████████▉| 472/475 [00:18<00:00, 24.43it/s]Epoch 7/10: 100%|██████████| 475/475 [00:18<00:00, 24.03it/s]Epoch 7/10: 100%|██████████| 475/475 [00:18<00:00, 25.56it/s]
val_loss: 0.1781742294838554
val_mIoU: 0.7083118265411076
val_accuracy: 0.8422040437397204
0%| | 0/268 [00:00<?, ?it/s]Epoch 8/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 8/10: 0%| | 1/268 [00:01<07:06, 1.60s/it]Epoch 8/10: 1%| | 2/268 [00:03<06:52, 1.55s/it]Epoch 8/10: 1%| | 3/268 [00:04<06:48, 1.54s/it]Epoch 8/10: 1%|▏ | 4/268 [00:06<06:37, 1.50s/it]Epoch 8/10: 2%|▏ | 5/268 [00:07<06:36, 1.51s/it]Epoch 8/10: 2%|▏ | 6/268 [00:09<06:36, 1.51s/it]Epoch 8/10: 3%|▎ | 7/268 [00:10<06:38, 1.53s/it]Epoch 8/10: 3%|▎ | 8/268 [00:12<06:34, 1.52s/it]Epoch 8/10: 3%|▎ | 9/268 [00:13<06:35, 1.53s/it]Epoch 8/10: 4%|▎ | 10/268 [00:15<06:32, 1.52s/it]Epoch 8/10: 4%|▍ | 11/268 [00:16<06:33, 1.53s/it]Epoch 8/10: 4%|▍ | 12/268 [00:18<06:30, 1.52s/it]Epoch 8/10: 5%|▍ | 13/268 [00:19<06:28, 1.52s/it]Epoch 8/10: 5%|▌ | 14/268 [00:21<06:20, 1.50s/it]Epoch 8/10: 6%|▌ | 15/268 [00:22<06:22, 1.51s/it]Epoch 8/10: 6%|▌ | 16/268 [00:24<06:21, 1.51s/it]Epoch 8/10: 6%|▋ | 17/268 [00:25<06:21, 1.52s/it]Epoch 8/10: 7%|▋ | 18/268 [00:27<06:20, 1.52s/it]Epoch 8/10: 7%|▋ | 19/268 [00:28<06:18, 1.52s/it]Epoch 8/10: 7%|▋ | 20/268 [00:30<06:21, 1.54s/it]Epoch 8/10: 8%|▊ | 21/268 [00:32<06:19, 1.54s/it]Epoch 8/10: 8%|▊ | 22/268 [00:33<06:16, 1.53s/it]Epoch 8/10: 9%|▊ | 23/268 [00:35<06:13, 1.53s/it]Epoch 8/10: 9%|▉ | 24/268 [00:36<06:11, 1.52s/it]Epoch 8/10: 9%|▉ | 25/268 [00:38<06:10, 1.52s/it]Epoch 8/10: 10%|▉ | 26/268 [00:39<06:10, 1.53s/it]Epoch 8/10: 10%|█ | 27/268 [00:41<06:08, 1.53s/it]Epoch 8/10: 10%|█ | 28/268 [00:42<06:07, 1.53s/it]Epoch 8/10: 11%|█ | 29/268 [00:44<05:56, 1.49s/it]Epoch 8/10: 11%|█ | 30/268 [00:45<05:59, 1.51s/it]Epoch 8/10: 12%|█▏ | 31/268 [00:47<05:57, 1.51s/it]Epoch 8/10: 12%|█▏ | 32/268 [00:48<05:58, 1.52s/it]Epoch 8/10: 12%|█▏ | 33/268 [00:50<05:57, 1.52s/it]Epoch 8/10: 13%|█▎ | 34/268 [00:51<05:55, 1.52s/it]Epoch 8/10: 13%|█▎ | 35/268 [00:53<05:54, 1.52s/it]Epoch 8/10: 13%|█▎ | 36/268 [00:54<05:54, 1.53s/it]Epoch 8/10: 14%|█▍ | 37/268 [00:56<05:53, 1.53s/it]Epoch 8/10: 14%|█▍ | 38/268 [00:57<05:50, 1.53s/it]Epoch 8/10: 15%|█▍ | 39/268 [00:59<05:51, 1.53s/it]Epoch 8/10: 15%|█▍ | 40/268 [01:00<05:49, 1.53s/it]Epoch 8/10: 15%|█▌ | 41/268 [01:02<05:47, 1.53s/it]Epoch 8/10: 16%|█▌ | 42/268 [01:03<05:46, 1.53s/it]Epoch 8/10: 16%|█▌ | 43/268 [01:05<05:45, 1.53s/it]Epoch 8/10: 16%|█▋ | 44/268 [01:07<05:42, 1.53s/it]Epoch 8/10: 17%|█▋ | 45/268 [01:08<05:24, 1.46s/it]Epoch 8/10: 17%|█▋ | 46/268 [01:09<05:11, 1.40s/it]Epoch 8/10: 18%|█▊ | 47/268 [01:10<05:00, 1.36s/it]Epoch 8/10: 18%|█▊ | 48/268 [01:12<04:52, 1.33s/it]Epoch 8/10: 18%|█▊ | 49/268 [01:13<04:49, 1.32s/it]Epoch 8/10: 19%|█▊ | 50/268 [01:14<04:41, 1.29s/it]Epoch 8/10: 19%|█▉ | 51/268 [01:15<04:39, 1.29s/it]Epoch 8/10: 19%|█▉ | 52/268 [01:17<04:36, 1.28s/it]Epoch 8/10: 20%|█▉ | 53/268 [01:18<04:37, 1.29s/it]Epoch 8/10: 20%|██ | 54/268 [01:19<04:33, 1.28s/it]Epoch 8/10: 21%|██ | 55/268 [01:20<04:26, 1.25s/it]Epoch 8/10: 21%|██ | 56/268 [01:22<04:21, 1.24s/it]Epoch 8/10: 21%|██▏ | 57/268 [01:23<04:37, 1.32s/it]Epoch 8/10: 22%|██▏ | 58/268 [01:25<04:50, 1.38s/it]Epoch 8/10: 22%|██▏ | 59/268 [01:26<04:58, 1.43s/it]Epoch 8/10: 22%|██▏ | 60/268 [01:28<05:03, 1.46s/it]Epoch 8/10: 23%|██▎ | 61/268 [01:29<05:09, 1.49s/it]Epoch 8/10: 23%|██▎ | 62/268 [01:31<05:14, 1.53s/it]Epoch 8/10: 24%|██▎ | 63/268 [01:32<05:11, 1.52s/it]Epoch 8/10: 24%|██▍ | 64/268 [01:34<05:09, 1.51s/it]Epoch 8/10: 24%|██▍ | 65/268 [01:35<05:07, 1.51s/it]Epoch 8/10: 25%|██▍ | 66/268 [01:37<05:06, 1.52s/it]Epoch 8/10: 25%|██▌ | 67/268 [01:38<05:00, 1.49s/it]Epoch 8/10: 25%|██▌ | 68/268 [01:40<05:01, 1.51s/it]Epoch 8/10: 26%|██▌ | 69/268 [01:41<05:00, 1.51s/it]Epoch 8/10: 26%|██▌ | 70/268 [01:43<04:59, 1.51s/it]Epoch 8/10: 26%|██▋ | 71/268 [01:44<04:56, 1.51s/it]Epoch 8/10: 27%|██▋ | 72/268 [01:46<04:54, 1.50s/it]Epoch 8/10: 27%|██▋ | 73/268 [01:47<04:52, 1.50s/it]Epoch 8/10: 28%|██▊ | 74/268 [01:49<04:51, 1.50s/it]Epoch 8/10: 28%|██▊ | 75/268 [01:50<04:50, 1.50s/it]Epoch 8/10: 28%|██▊ | 76/268 [01:52<04:48, 1.50s/it]Epoch 8/10: 29%|██▊ | 77/268 [01:53<04:46, 1.50s/it]Epoch 8/10: 29%|██▉ | 78/268 [01:55<04:44, 1.50s/it]Epoch 8/10: 29%|██▉ | 79/268 [01:56<04:42, 1.50s/it]Epoch 8/10: 30%|██▉ | 80/268 [01:58<04:42, 1.50s/it]Epoch 8/10: 30%|███ | 81/268 [01:59<04:40, 1.50s/it]Epoch 8/10: 31%|███ | 82/268 [02:01<04:40, 1.51s/it]Epoch 8/10: 31%|███ | 83/268 [02:03<04:38, 1.51s/it]Epoch 8/10: 31%|███▏ | 84/268 [02:04<04:36, 1.50s/it]Epoch 8/10: 32%|███▏ | 85/268 [02:05<04:34, 1.50s/it]Epoch 8/10: 32%|███▏ | 86/268 [02:07<04:34, 1.51s/it]Epoch 8/10: 32%|███▏ | 87/268 [02:09<04:33, 1.51s/it]Epoch 8/10: 33%|███▎ | 88/268 [02:10<04:36, 1.54s/it]Epoch 8/10: 33%|███▎ | 89/268 [02:12<04:35, 1.54s/it]Epoch 8/10: 34%|███▎ | 90/268 [02:13<04:32, 1.53s/it]Epoch 8/10: 34%|███▍ | 91/268 [02:15<04:29, 1.52s/it]Epoch 8/10: 34%|███▍ | 92/268 [02:16<04:27, 1.52s/it]Epoch 8/10: 35%|███▍ | 93/268 [02:18<04:21, 1.50s/it]Epoch 8/10: 35%|███▌ | 94/268 [02:19<04:23, 1.51s/it]Epoch 8/10: 35%|███▌ | 95/268 [02:21<04:22, 1.52s/it]Epoch 8/10: 36%|███▌ | 96/268 [02:22<04:21, 1.52s/it]Epoch 8/10: 36%|███▌ | 97/268 [02:24<04:19, 1.52s/it]Epoch 8/10: 37%|███▋ | 98/268 [02:25<04:18, 1.52s/it]Epoch 8/10: 37%|███▋ | 99/268 [02:27<04:18, 1.53s/it]Epoch 8/10: 37%|███▋ | 100/268 [02:28<04:17, 1.53s/it]Epoch 8/10: 38%|███▊ | 101/268 [02:30<04:16, 1.54s/it]Epoch 8/10: 38%|███▊ | 102/268 [02:31<04:14, 1.53s/it]Epoch 8/10: 38%|███▊ | 103/268 [02:33<04:11, 1.53s/it]Epoch 8/10: 39%|███▉ | 104/268 [02:34<04:09, 1.52s/it]Epoch 8/10: 39%|███▉ | 105/268 [02:36<04:06, 1.51s/it]Epoch 8/10: 40%|███▉ | 106/268 [02:37<04:05, 1.52s/it]Epoch 8/10: 40%|███▉ | 107/268 [02:39<04:05, 1.52s/it]Epoch 8/10: 40%|████ | 108/268 [02:41<04:03, 1.52s/it]Epoch 8/10: 41%|████ | 109/268 [02:42<04:01, 1.52s/it]Epoch 8/10: 41%|████ | 110/268 [02:44<04:00, 1.52s/it]Epoch 8/10: 41%|████▏ | 111/268 [02:45<04:00, 1.53s/it]Epoch 8/10: 42%|████▏ | 112/268 [02:47<03:57, 1.52s/it]Epoch 8/10: 42%|████▏ | 113/268 [02:48<03:56, 1.53s/it]Epoch 8/10: 43%|████▎ | 114/268 [02:50<03:56, 1.54s/it]Epoch 8/10: 43%|████▎ | 115/268 [02:51<03:56, 1.55s/it]Epoch 8/10: 43%|████▎ | 116/268 [02:53<03:53, 1.54s/it]Epoch 8/10: 44%|████▎ | 117/268 [02:54<03:51, 1.53s/it]Epoch 8/10: 44%|████▍ | 118/268 [02:56<03:51, 1.54s/it]Epoch 8/10: 44%|████▍ | 119/268 [02:58<03:51, 1.56s/it]Epoch 8/10: 45%|████▍ | 120/268 [02:59<03:53, 1.58s/it]Epoch 8/10: 45%|████▌ | 121/268 [03:01<03:55, 1.60s/it]Epoch 8/10: 46%|████▌ | 122/268 [03:02<03:56, 1.62s/it]Epoch 8/10: 46%|████▌ | 123/268 [03:04<03:55, 1.62s/it]Epoch 8/10: 46%|████▋ | 124/268 [03:06<03:52, 1.62s/it]Epoch 8/10: 47%|████▋ | 125/268 [03:07<03:49, 1.60s/it]Epoch 8/10: 47%|████▋ | 126/268 [03:09<03:44, 1.58s/it]Epoch 8/10: 47%|████▋ | 127/268 [03:10<03:40, 1.56s/it]Epoch 8/10: 48%|████▊ | 128/268 [03:12<03:37, 1.56s/it]Epoch 8/10: 48%|████▊ | 129/268 [03:13<03:35, 1.55s/it]Epoch 8/10: 49%|████▊ | 130/268 [03:15<03:33, 1.55s/it]Epoch 8/10: 49%|████▉ | 131/268 [03:16<03:30, 1.53s/it]Epoch 8/10: 49%|████▉ | 132/268 [03:18<03:27, 1.53s/it]Epoch 8/10: 50%|████▉ | 133/268 [03:19<03:26, 1.53s/it]Epoch 8/10: 50%|█████ | 134/268 [03:21<03:24, 1.53s/it]Epoch 8/10: 50%|█████ | 135/268 [03:23<03:23, 1.53s/it]Epoch 8/10: 51%|█████ | 136/268 [03:24<03:21, 1.52s/it]Epoch 8/10: 51%|█████ | 137/268 [03:26<03:18, 1.52s/it]Epoch 8/10: 51%|█████▏ | 138/268 [03:27<03:17, 1.52s/it]Epoch 8/10: 52%|█████▏ | 139/268 [03:29<03:15, 1.52s/it]Epoch 8/10: 52%|█████▏ | 140/268 [03:30<03:14, 1.52s/it]Epoch 8/10: 53%|█████▎ | 141/268 [03:32<03:14, 1.53s/it]Epoch 8/10: 53%|█████▎ | 142/268 [03:33<03:12, 1.53s/it]Epoch 8/10: 53%|█████▎ | 143/268 [03:35<03:09, 1.52s/it]Epoch 8/10: 54%|█████▎ | 144/268 [03:36<03:09, 1.53s/it]Epoch 8/10: 54%|█████▍ | 145/268 [03:38<03:09, 1.54s/it]Epoch 8/10: 54%|█████▍ | 146/268 [03:39<03:02, 1.50s/it]Epoch 8/10: 55%|█████▍ | 147/268 [03:41<03:02, 1.51s/it]Epoch 8/10: 55%|█████▌ | 148/268 [03:42<03:01, 1.51s/it]Epoch 8/10: 56%|█████▌ | 149/268 [03:44<03:02, 1.53s/it]Epoch 8/10: 56%|█████▌ | 150/268 [03:45<03:00, 1.53s/it]Epoch 8/10: 56%|█████▋ | 151/268 [03:47<02:59, 1.53s/it]Epoch 8/10: 57%|█████▋ | 152/268 [03:48<02:57, 1.53s/it]Epoch 8/10: 57%|█████▋ | 153/268 [03:50<02:57, 1.55s/it]Epoch 8/10: 57%|█████▋ | 154/268 [03:52<02:55, 1.54s/it]Epoch 8/10: 58%|█████▊ | 155/268 [03:53<02:52, 1.53s/it]Epoch 8/10: 58%|█████▊ | 156/268 [03:55<02:50, 1.52s/it]Epoch 8/10: 59%|█████▊ | 157/268 [03:56<02:48, 1.52s/it]Epoch 8/10: 59%|█████▉ | 158/268 [03:58<02:48, 1.53s/it]Epoch 8/10: 59%|█████▉ | 159/268 [03:59<02:46, 1.53s/it]Epoch 8/10: 60%|█████▉ | 160/268 [04:01<02:45, 1.53s/it]Epoch 8/10: 60%|██████ | 161/268 [04:02<02:44, 1.54s/it]Epoch 8/10: 60%|██████ | 162/268 [04:04<02:43, 1.54s/it]Epoch 8/10: 61%|██████ | 163/268 [04:05<02:42, 1.54s/it]Epoch 8/10: 61%|██████ | 164/268 [04:07<02:38, 1.53s/it]Epoch 8/10: 62%|██████▏ | 165/268 [04:08<02:35, 1.51s/it]Epoch 8/10: 62%|██████▏ | 166/268 [04:10<02:35, 1.52s/it]Epoch 8/10: 62%|██████▏ | 167/268 [04:11<02:34, 1.53s/it]Epoch 8/10: 63%|██████▎ | 168/268 [04:13<02:34, 1.54s/it]Epoch 8/10: 63%|██████▎ | 169/268 [04:15<02:34, 1.56s/it]Epoch 8/10: 63%|██████▎ | 170/268 [04:16<02:34, 1.58s/it]Epoch 8/10: 64%|██████▍ | 171/268 [04:18<02:34, 1.59s/it]Epoch 8/10: 64%|██████▍ | 172/268 [04:19<02:34, 1.61s/it]Epoch 8/10: 65%|██████▍ | 173/268 [04:21<02:34, 1.63s/it]Epoch 8/10: 65%|██████▍ | 174/268 [04:23<02:33, 1.63s/it]Epoch 8/10: 65%|██████▌ | 175/268 [04:24<02:31, 1.62s/it]Epoch 8/10: 66%|██████▌ | 176/268 [04:26<02:28, 1.61s/it]Epoch 8/10: 66%|██████▌ | 177/268 [04:28<02:25, 1.60s/it]Epoch 8/10: 66%|██████▋ | 178/268 [04:29<02:22, 1.59s/it]Epoch 8/10: 67%|██████▋ | 179/268 [04:31<02:19, 1.57s/it]Epoch 8/10: 67%|██████▋ | 180/268 [04:32<02:16, 1.55s/it]Epoch 8/10: 68%|██████▊ | 181/268 [04:34<02:14, 1.55s/it]Epoch 8/10: 68%|██████▊ | 182/268 [04:35<02:12, 1.54s/it]Epoch 8/10: 68%|██████▊ | 183/268 [04:37<02:10, 1.54s/it]Epoch 8/10: 69%|██████▊ | 184/268 [04:38<02:08, 1.53s/it]Epoch 8/10: 69%|██████▉ | 185/268 [04:40<02:08, 1.55s/it]Epoch 8/10: 69%|██████▉ | 186/268 [04:41<02:06, 1.54s/it]Epoch 8/10: 70%|██████▉ | 187/268 [04:43<02:05, 1.55s/it]Epoch 8/10: 70%|███████ | 188/268 [04:44<02:02, 1.53s/it]Epoch 8/10: 71%|███████ | 189/268 [04:46<01:53, 1.43s/it]Epoch 8/10: 71%|███████ | 190/268 [04:47<01:48, 1.39s/it]Epoch 8/10: 71%|███████▏ | 191/268 [04:48<01:45, 1.37s/it]Epoch 8/10: 72%|███████▏ | 192/268 [04:50<01:42, 1.35s/it]Epoch 8/10: 72%|███████▏ | 193/268 [04:51<01:40, 1.34s/it]Epoch 8/10: 72%|███████▏ | 194/268 [04:52<01:38, 1.33s/it]Epoch 8/10: 73%|███████▎ | 195/268 [04:53<01:36, 1.32s/it]Epoch 8/10: 73%|███████▎ | 196/268 [04:55<01:34, 1.31s/it]Epoch 8/10: 74%|███████▎ | 197/268 [04:56<01:32, 1.31s/it]Epoch 8/10: 74%|███████▍ | 198/268 [04:57<01:23, 1.20s/it]Epoch 8/10: 74%|███████▍ | 199/268 [04:59<01:30, 1.31s/it]Epoch 8/10: 75%|███████▍ | 200/268 [05:00<01:33, 1.37s/it]Epoch 8/10: 75%|███████▌ | 201/268 [05:02<01:34, 1.42s/it]Epoch 8/10: 75%|███████▌ | 202/268 [05:03<01:35, 1.45s/it]Epoch 8/10: 76%|███████▌ | 203/268 [05:05<01:35, 1.47s/it]Epoch 8/10: 76%|███████▌ | 204/268 [05:06<01:34, 1.48s/it]Epoch 8/10: 76%|███████▋ | 205/268 [05:08<01:34, 1.50s/it]Epoch 8/10: 77%|███████▋ | 206/268 [05:09<01:33, 1.51s/it]Epoch 8/10: 77%|███████▋ | 207/268 [05:11<01:33, 1.53s/it]Epoch 8/10: 78%|███████▊ | 208/268 [05:12<01:31, 1.53s/it]Epoch 8/10: 78%|███████▊ | 209/268 [05:14<01:30, 1.54s/it]Epoch 8/10: 78%|███████▊ | 210/268 [05:15<01:28, 1.53s/it]Epoch 8/10: 79%|███████▊ | 211/268 [05:17<01:27, 1.53s/it]Epoch 8/10: 79%|███████▉ | 212/268 [05:18<01:25, 1.53s/it]Epoch 8/10: 79%|███████▉ | 213/268 [05:20<01:23, 1.52s/it]Epoch 8/10: 80%|███████▉ | 214/268 [05:21<01:22, 1.52s/it]Epoch 8/10: 80%|████████ | 215/268 [05:23<01:20, 1.52s/it]Epoch 8/10: 81%|████████ | 216/268 [05:25<01:19, 1.52s/it]Epoch 8/10: 81%|████████ | 217/268 [05:26<01:17, 1.52s/it]Epoch 8/10: 81%|████████▏ | 218/268 [05:28<01:16, 1.53s/it]Epoch 8/10: 82%|████████▏ | 219/268 [05:29<01:14, 1.53s/it]Epoch 8/10: 82%|████████▏ | 220/268 [05:31<01:13, 1.53s/it]Epoch 8/10: 82%|████████▏ | 221/268 [05:32<01:11, 1.52s/it]Epoch 8/10: 83%|████████▎ | 222/268 [05:34<01:09, 1.52s/it]Epoch 8/10: 83%|████████▎ | 223/268 [05:35<01:08, 1.52s/it]Epoch 8/10: 84%|████████▎ | 224/268 [05:37<01:07, 1.52s/it]Epoch 8/10: 84%|████████▍ | 225/268 [05:38<01:05, 1.53s/it]Epoch 8/10: 84%|████████▍ | 226/268 [05:40<01:04, 1.54s/it]Epoch 8/10: 85%|████████▍ | 227/268 [05:41<01:03, 1.54s/it]Epoch 8/10: 85%|████████▌ | 228/268 [05:43<01:01, 1.54s/it]Epoch 8/10: 85%|████████▌ | 229/268 [05:45<01:00, 1.56s/it]Epoch 8/10: 86%|████████▌ | 230/268 [05:46<01:00, 1.58s/it]Epoch 8/10: 86%|████████▌ | 231/268 [05:48<00:59, 1.61s/it]Epoch 8/10: 87%|████████▋ | 232/268 [05:49<00:58, 1.62s/it]Epoch 8/10: 87%|████████▋ | 233/268 [05:51<00:57, 1.63s/it]Epoch 8/10: 87%|████████▋ | 234/268 [05:53<00:55, 1.64s/it]Epoch 8/10: 88%|████████▊ | 235/268 [05:54<00:54, 1.64s/it]Epoch 8/10: 88%|████████▊ | 236/268 [05:56<00:52, 1.63s/it]Epoch 8/10: 88%|████████▊ | 237/268 [05:58<00:49, 1.60s/it]Epoch 8/10: 89%|████████▉ | 238/268 [05:59<00:47, 1.58s/it]Epoch 8/10: 89%|████████▉ | 239/268 [06:01<00:45, 1.58s/it]Epoch 8/10: 90%|████████▉ | 240/268 [06:02<00:43, 1.56s/it]Epoch 8/10: 90%|████████▉ | 241/268 [06:04<00:41, 1.55s/it]Epoch 8/10: 90%|█████████ | 242/268 [06:05<00:39, 1.54s/it]Epoch 8/10: 91%|█████████ | 243/268 [06:07<00:38, 1.53s/it]Epoch 8/10: 91%|█████████ | 244/268 [06:08<00:36, 1.53s/it]Epoch 8/10: 91%|█████████▏| 245/268 [06:10<00:35, 1.53s/it]Epoch 8/10: 92%|█████████▏| 246/268 [06:11<00:33, 1.53s/it]Epoch 8/10: 92%|█████████▏| 247/268 [06:13<00:32, 1.53s/it]Epoch 8/10: 93%|█████████▎| 248/268 [06:14<00:30, 1.52s/it]Epoch 8/10: 93%|█████████▎| 249/268 [06:16<00:28, 1.51s/it]Epoch 8/10: 93%|█████████▎| 250/268 [06:17<00:27, 1.51s/it]Epoch 8/10: 94%|█████████▎| 251/268 [06:19<00:25, 1.51s/it]Epoch 8/10: 94%|█████████▍| 252/268 [06:20<00:24, 1.51s/it]Epoch 8/10: 94%|█████████▍| 253/268 [06:22<00:22, 1.52s/it]Epoch 8/10: 95%|█████████▍| 254/268 [06:23<00:21, 1.51s/it]Epoch 8/10: 95%|█████████▌| 255/268 [06:25<00:19, 1.52s/it]Epoch 8/10: 96%|█████████▌| 256/268 [06:26<00:18, 1.52s/it]Epoch 8/10: 96%|█████████▌| 257/268 [06:28<00:16, 1.52s/it]Epoch 8/10: 96%|█████████▋| 258/268 [06:29<00:15, 1.51s/it]Epoch 8/10: 97%|█████████▋| 259/268 [06:31<00:13, 1.52s/it]Epoch 8/10: 97%|█████████▋| 260/268 [06:32<00:12, 1.51s/it]Epoch 8/10: 97%|█████████▋| 261/268 [06:34<00:10, 1.52s/it]Epoch 8/10: 98%|█████████▊| 262/268 [06:36<00:09, 1.53s/it]Epoch 8/10: 98%|█████████▊| 263/268 [06:37<00:07, 1.54s/it]Epoch 8/10: 99%|█████████▊| 264/268 [06:39<00:06, 1.53s/it]Epoch 8/10: 99%|█████████▉| 265/268 [06:40<00:04, 1.54s/it]Epoch 8/10: 99%|█████████▉| 266/268 [06:42<00:03, 1.53s/it]Epoch 8/10: 100%|█████████▉| 267/268 [06:43<00:01, 1.53s/it]Epoch 8/10: 100%|██████████| 268/268 [06:44<00:00, 1.19s/it]Epoch 8/10: 100%|██████████| 268/268 [06:44<00:00, 1.51s/it]
train_loss: 0.1410585714142714
train_mIoU: 0.7671069950108205
train_accuracy: 0.8815160025158588
0%| | 0/475 [00:00<?, ?it/s]Epoch 8/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 8/10: 0%| | 1/475 [00:00<01:17, 6.10it/s]Epoch 8/10: 1%| | 4/475 [00:00<00:30, 15.69it/s]Epoch 8/10: 2%|▏ | 9/475 [00:00<00:17, 26.92it/s]Epoch 8/10: 3%|▎ | 12/475 [00:00<00:18, 25.65it/s]Epoch 8/10: 3%|▎ | 15/475 [00:00<00:19, 24.20it/s]Epoch 8/10: 4%|▍ | 18/475 [00:00<00:19, 23.71it/s]Epoch 8/10: 4%|▍ | 21/475 [00:00<00:19, 23.30it/s]Epoch 8/10: 5%|▌ | 25/475 [00:01<00:16, 27.43it/s]Epoch 8/10: 6%|▌ | 28/475 [00:01<00:16, 27.73it/s]Epoch 8/10: 7%|▋ | 31/475 [00:01<00:17, 25.26it/s]Epoch 8/10: 7%|▋ | 34/475 [00:01<00:17, 24.80it/s]Epoch 8/10: 8%|▊ | 37/475 [00:01<00:18, 23.89it/s]Epoch 8/10: 8%|▊ | 40/475 [00:01<00:18, 23.87it/s]Epoch 8/10: 9%|▉ | 45/475 [00:01<00:14, 30.22it/s]Epoch 8/10: 10%|█ | 49/475 [00:01<00:15, 27.77it/s]Epoch 8/10: 11%|█ | 52/475 [00:02<00:15, 26.70it/s]Epoch 8/10: 12%|█▏ | 55/475 [00:02<00:16, 25.54it/s]Epoch 8/10: 12%|█▏ | 58/475 [00:02<00:16, 24.66it/s]Epoch 8/10: 13%|█▎ | 62/475 [00:02<00:14, 27.92it/s]Epoch 8/10: 14%|█▎ | 65/475 [00:02<00:14, 28.30it/s]Epoch 8/10: 14%|█▍ | 68/475 [00:02<00:15, 26.85it/s]Epoch 8/10: 15%|█▍ | 71/475 [00:02<00:15, 25.63it/s]Epoch 8/10: 16%|█▌ | 74/475 [00:02<00:16, 24.89it/s]Epoch 8/10: 16%|█▌ | 77/475 [00:03<00:16, 24.43it/s]Epoch 8/10: 17%|█▋ | 81/475 [00:03<00:14, 26.78it/s]Epoch 8/10: 18%|█▊ | 84/475 [00:03<00:15, 25.87it/s]Epoch 8/10: 18%|█▊ | 87/475 [00:03<00:15, 25.55it/s]Epoch 8/10: 19%|█▉ | 90/475 [00:03<00:15, 25.03it/s]Epoch 8/10: 20%|█▉ | 93/475 [00:03<00:15, 24.38it/s]Epoch 8/10: 20%|██ | 97/475 [00:03<00:14, 26.85it/s]Epoch 8/10: 21%|██ | 100/475 [00:03<00:13, 26.94it/s]Epoch 8/10: 22%|██▏ | 103/475 [00:04<00:13, 26.58it/s]Epoch 8/10: 22%|██▏ | 106/475 [00:04<00:14, 25.42it/s]Epoch 8/10: 23%|██▎ | 109/475 [00:04<00:14, 24.61it/s]Epoch 8/10: 24%|██▎ | 112/475 [00:04<00:14, 24.40it/s]Epoch 8/10: 25%|██▍ | 117/475 [00:04<00:12, 27.91it/s]Epoch 8/10: 25%|██▌ | 120/475 [00:04<00:13, 26.42it/s]Epoch 8/10: 26%|██▌ | 123/475 [00:04<00:14, 25.00it/s]Epoch 8/10: 27%|██▋ | 126/475 [00:04<00:14, 24.70it/s]Epoch 8/10: 27%|██▋ | 129/475 [00:05<00:14, 24.34it/s]Epoch 8/10: 28%|██▊ | 133/475 [00:05<00:12, 27.12it/s]Epoch 8/10: 29%|██▊ | 136/475 [00:05<00:12, 27.62it/s]Epoch 8/10: 29%|██▉ | 139/475 [00:05<00:12, 26.94it/s]Epoch 8/10: 30%|██▉ | 142/475 [00:05<00:13, 25.46it/s]Epoch 8/10: 31%|███ | 145/475 [00:05<00:13, 24.56it/s]Epoch 8/10: 31%|███ | 148/475 [00:05<00:13, 24.35it/s]Epoch 8/10: 32%|███▏ | 153/475 [00:05<00:10, 29.81it/s]Epoch 8/10: 33%|███▎ | 157/475 [00:06<00:11, 27.45it/s]Epoch 8/10: 34%|███▎ | 160/475 [00:06<00:11, 26.49it/s]Epoch 8/10: 34%|███▍ | 163/475 [00:06<00:12, 25.77it/s]Epoch 8/10: 35%|███▍ | 166/475 [00:06<00:12, 25.08it/s]Epoch 8/10: 36%|███▌ | 170/475 [00:06<00:11, 27.24it/s]Epoch 8/10: 36%|███▋ | 173/475 [00:06<00:11, 27.25it/s]Epoch 8/10: 37%|███▋ | 176/475 [00:06<00:11, 26.65it/s]Epoch 8/10: 38%|███▊ | 179/475 [00:06<00:11, 25.64it/s]Epoch 8/10: 38%|███▊ | 182/475 [00:07<00:11, 25.25it/s]Epoch 8/10: 39%|███▉ | 185/475 [00:07<00:12, 24.13it/s]Epoch 8/10: 40%|███▉ | 189/475 [00:07<00:10, 27.80it/s]Epoch 8/10: 40%|████ | 192/475 [00:07<00:10, 26.48it/s]Epoch 8/10: 41%|████ | 195/475 [00:07<00:10, 25.48it/s]Epoch 8/10: 42%|████▏ | 198/475 [00:07<00:11, 24.85it/s]Epoch 8/10: 42%|████▏ | 201/475 [00:07<00:11, 24.20it/s]Epoch 8/10: 43%|████▎ | 204/475 [00:07<00:10, 25.21it/s]Epoch 8/10: 44%|████▍ | 208/475 [00:08<00:09, 27.28it/s]Epoch 8/10: 44%|████▍ | 211/475 [00:08<00:10, 26.16it/s]Epoch 8/10: 45%|████▌ | 214/475 [00:08<00:10, 25.80it/s]Epoch 8/10: 46%|████▌ | 217/475 [00:08<00:10, 25.05it/s]Epoch 8/10: 46%|████▋ | 220/475 [00:08<00:10, 24.46it/s]Epoch 8/10: 47%|████▋ | 224/475 [00:08<00:09, 27.56it/s]Epoch 8/10: 48%|████▊ | 227/475 [00:08<00:08, 27.71it/s]Epoch 8/10: 48%|████▊ | 230/475 [00:08<00:09, 26.42it/s]Epoch 8/10: 49%|████▉ | 233/475 [00:09<00:09, 25.59it/s]Epoch 8/10: 50%|████▉ | 236/475 [00:09<00:09, 25.27it/s]Epoch 8/10: 50%|█████ | 239/475 [00:09<00:09, 24.80it/s]Epoch 8/10: 51%|█████▏ | 244/475 [00:09<00:07, 29.78it/s]Epoch 8/10: 52%|█████▏ | 247/475 [00:09<00:08, 27.64it/s]Epoch 8/10: 53%|█████▎ | 250/475 [00:09<00:08, 27.17it/s]Epoch 8/10: 53%|█████▎ | 253/475 [00:09<00:08, 25.72it/s]Epoch 8/10: 54%|█████▍ | 256/475 [00:09<00:08, 24.90it/s]Epoch 8/10: 55%|█████▍ | 259/475 [00:10<00:08, 25.42it/s]Epoch 8/10: 55%|█████▌ | 263/475 [00:10<00:07, 28.09it/s]Epoch 8/10: 56%|█████▌ | 266/475 [00:10<00:07, 26.80it/s]Epoch 8/10: 57%|█████▋ | 269/475 [00:10<00:07, 25.98it/s]Epoch 8/10: 57%|█████▋ | 272/475 [00:10<00:08, 25.32it/s]Epoch 8/10: 58%|█████▊ | 275/475 [00:10<00:08, 24.66it/s]Epoch 8/10: 59%|█████▊ | 279/475 [00:10<00:06, 28.32it/s]Epoch 8/10: 59%|█████▉ | 282/475 [00:10<00:06, 28.44it/s]Epoch 8/10: 60%|██████ | 285/475 [00:10<00:07, 27.04it/s]Epoch 8/10: 61%|██████ | 288/475 [00:11<00:07, 25.84it/s]Epoch 8/10: 61%|██████▏ | 291/475 [00:11<00:07, 25.14it/s]Epoch 8/10: 62%|██████▏ | 294/475 [00:11<00:07, 24.44it/s]Epoch 8/10: 63%|██████▎ | 299/475 [00:11<00:06, 28.90it/s]Epoch 8/10: 64%|██████▎ | 302/475 [00:11<00:06, 27.35it/s]Epoch 8/10: 64%|██████▍ | 305/475 [00:11<00:06, 26.75it/s]Epoch 8/10: 65%|██████▍ | 308/475 [00:11<00:06, 25.72it/s]Epoch 8/10: 65%|██████▌ | 311/475 [00:12<00:06, 25.12it/s]Epoch 8/10: 66%|██████▋ | 315/475 [00:12<00:05, 27.54it/s]Epoch 8/10: 67%|██████▋ | 318/475 [00:12<00:05, 26.87it/s]Epoch 8/10: 68%|██████▊ | 321/475 [00:12<00:05, 25.78it/s]Epoch 8/10: 68%|██████▊ | 324/475 [00:12<00:06, 24.96it/s]Epoch 8/10: 69%|██████▉ | 327/475 [00:12<00:06, 24.17it/s]Epoch 8/10: 69%|██████▉ | 330/475 [00:12<00:06, 24.13it/s]Epoch 8/10: 70%|███████ | 334/475 [00:12<00:05, 25.94it/s]Epoch 8/10: 71%|███████ | 337/475 [00:13<00:05, 25.53it/s]Epoch 8/10: 72%|███████▏ | 340/475 [00:13<00:05, 24.73it/s]Epoch 8/10: 72%|███████▏ | 343/475 [00:13<00:05, 24.32it/s]Epoch 8/10: 73%|███████▎ | 346/475 [00:13<00:05, 23.90it/s]Epoch 8/10: 74%|███████▎ | 350/475 [00:13<00:04, 25.82it/s]Epoch 8/10: 74%|███████▍ | 353/475 [00:13<00:04, 24.94it/s]Epoch 8/10: 75%|███████▍ | 356/475 [00:13<00:04, 24.61it/s]Epoch 8/10: 76%|███████▌ | 359/475 [00:13<00:04, 24.14it/s]Epoch 8/10: 76%|███████▌ | 362/475 [00:14<00:04, 23.94it/s]Epoch 8/10: 77%|███████▋ | 366/475 [00:14<00:03, 27.28it/s]Epoch 8/10: 78%|███████▊ | 369/475 [00:14<00:03, 26.95it/s]Epoch 8/10: 78%|███████▊ | 372/475 [00:14<00:03, 26.13it/s]Epoch 8/10: 79%|███████▉ | 375/475 [00:14<00:04, 24.80it/s]Epoch 8/10: 80%|███████▉ | 378/475 [00:14<00:03, 24.53it/s]Epoch 8/10: 80%|████████ | 381/475 [00:14<00:03, 24.37it/s]Epoch 8/10: 81%|████████▏ | 386/475 [00:14<00:03, 28.73it/s]Epoch 8/10: 82%|████████▏ | 389/475 [00:15<00:03, 26.65it/s]Epoch 8/10: 83%|████████▎ | 392/475 [00:15<00:03, 25.97it/s]Epoch 8/10: 83%|████████▎ | 395/475 [00:15<00:03, 25.10it/s]Epoch 8/10: 84%|████████▍ | 398/475 [00:15<00:03, 24.24it/s]Epoch 8/10: 85%|████████▍ | 402/475 [00:15<00:02, 27.37it/s]Epoch 8/10: 85%|████████▌ | 405/475 [00:15<00:02, 27.23it/s]Epoch 8/10: 86%|████████▌ | 408/475 [00:15<00:02, 26.12it/s]Epoch 8/10: 87%|████████▋ | 411/475 [00:15<00:02, 25.49it/s]Epoch 8/10: 87%|████████▋ | 414/475 [00:16<00:02, 24.61it/s]Epoch 8/10: 88%|████████▊ | 417/475 [00:16<00:02, 24.15it/s]Epoch 8/10: 89%|████████▉ | 422/475 [00:16<00:01, 28.35it/s]Epoch 8/10: 89%|████████▉ | 425/475 [00:16<00:01, 27.00it/s]Epoch 8/10: 90%|█████████ | 428/475 [00:16<00:01, 25.50it/s]Epoch 8/10: 91%|█████████ | 431/475 [00:16<00:01, 24.46it/s]Epoch 8/10: 91%|█████████▏| 434/475 [00:16<00:01, 24.11it/s]Epoch 8/10: 92%|█████████▏| 438/475 [00:16<00:01, 26.71it/s]Epoch 8/10: 93%|█████████▎| 441/475 [00:17<00:01, 27.04it/s]Epoch 8/10: 93%|█████████▎| 444/475 [00:17<00:01, 25.54it/s]Epoch 8/10: 94%|█████████▍| 447/475 [00:17<00:01, 25.25it/s]Epoch 8/10: 95%|█████████▍| 450/475 [00:17<00:01, 24.39it/s]Epoch 8/10: 95%|█████████▌| 453/475 [00:17<00:00, 24.20it/s]Epoch 8/10: 96%|█████████▌| 457/475 [00:17<00:00, 27.15it/s]Epoch 8/10: 97%|█████████▋| 460/475 [00:17<00:00, 25.67it/s]Epoch 8/10: 97%|█████████▋| 463/475 [00:17<00:00, 25.34it/s]Epoch 8/10: 98%|█████████▊| 466/475 [00:18<00:00, 24.72it/s]Epoch 8/10: 99%|█████████▊| 469/475 [00:18<00:00, 24.07it/s]Epoch 8/10: 100%|█████████▉| 473/475 [00:18<00:00, 27.42it/s]Epoch 8/10: 100%|██████████| 475/475 [00:18<00:00, 25.78it/s]
val_loss: 0.17711567514821103
val_mIoU: 0.7033585463097014
val_accuracy: 0.8382836592824836
0%| | 0/268 [00:00<?, ?it/s]Epoch 9/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 9/10: 0%| | 1/268 [00:01<07:17, 1.64s/it]Epoch 9/10: 1%| | 2/268 [00:03<07:05, 1.60s/it]Epoch 9/10: 1%| | 3/268 [00:04<06:59, 1.58s/it]Epoch 9/10: 1%|▏ | 4/268 [00:06<06:56, 1.58s/it]Epoch 9/10: 2%|▏ | 5/268 [00:07<06:53, 1.57s/it]Epoch 9/10: 2%|▏ | 6/268 [00:09<06:56, 1.59s/it]Epoch 9/10: 3%|▎ | 7/268 [00:11<06:58, 1.60s/it]Epoch 9/10: 3%|▎ | 8/268 [00:12<06:59, 1.61s/it]Epoch 9/10: 3%|▎ | 9/268 [00:14<07:01, 1.63s/it]Epoch 9/10: 4%|▎ | 10/268 [00:16<07:03, 1.64s/it]Epoch 9/10: 4%|▍ | 11/268 [00:17<07:00, 1.64s/it]Epoch 9/10: 4%|▍ | 12/268 [00:19<06:55, 1.62s/it]Epoch 9/10: 5%|▍ | 13/268 [00:20<06:47, 1.60s/it]Epoch 9/10: 5%|▌ | 14/268 [00:22<06:40, 1.58s/it]Epoch 9/10: 6%|▌ | 15/268 [00:23<06:34, 1.56s/it]Epoch 9/10: 6%|▌ | 16/268 [00:25<06:27, 1.54s/it]Epoch 9/10: 6%|▋ | 17/268 [00:26<06:24, 1.53s/it]Epoch 9/10: 7%|▋ | 18/268 [00:28<06:22, 1.53s/it]Epoch 9/10: 7%|▋ | 19/268 [00:29<06:20, 1.53s/it]Epoch 9/10: 7%|▋ | 20/268 [00:31<06:18, 1.53s/it]Epoch 9/10: 8%|▊ | 21/268 [00:33<06:15, 1.52s/it]Epoch 9/10: 8%|▊ | 22/268 [00:34<06:13, 1.52s/it]Epoch 9/10: 9%|▊ | 23/268 [00:36<06:12, 1.52s/it]Epoch 9/10: 9%|▉ | 24/268 [00:37<06:15, 1.54s/it]Epoch 9/10: 9%|▉ | 25/268 [00:39<06:14, 1.54s/it]Epoch 9/10: 10%|▉ | 26/268 [00:40<06:12, 1.54s/it]Epoch 9/10: 10%|█ | 27/268 [00:42<06:10, 1.54s/it]Epoch 9/10: 10%|█ | 28/268 [00:43<06:08, 1.54s/it]Epoch 9/10: 11%|█ | 29/268 [00:45<06:05, 1.53s/it]Epoch 9/10: 11%|█ | 30/268 [00:46<06:05, 1.53s/it]Epoch 9/10: 12%|█▏ | 31/268 [00:48<06:01, 1.52s/it]Epoch 9/10: 12%|█▏ | 32/268 [00:49<06:00, 1.53s/it]Epoch 9/10: 12%|█▏ | 33/268 [00:51<06:00, 1.53s/it]Epoch 9/10: 13%|█▎ | 34/268 [00:52<05:59, 1.54s/it]Epoch 9/10: 13%|█▎ | 35/268 [00:54<05:56, 1.53s/it]Epoch 9/10: 13%|█▎ | 36/268 [00:56<05:55, 1.53s/it]Epoch 9/10: 14%|█▍ | 37/268 [00:57<06:03, 1.57s/it]Epoch 9/10: 14%|█▍ | 38/268 [00:59<06:06, 1.59s/it]Epoch 9/10: 15%|█▍ | 39/268 [01:01<06:10, 1.62s/it]Epoch 9/10: 15%|█▍ | 40/268 [01:02<06:11, 1.63s/it]Epoch 9/10: 15%|█▌ | 41/268 [01:04<06:08, 1.62s/it]Epoch 9/10: 16%|█▌ | 42/268 [01:05<06:04, 1.61s/it]Epoch 9/10: 16%|█▌ | 43/268 [01:07<05:58, 1.59s/it]Epoch 9/10: 16%|█▋ | 44/268 [01:08<05:52, 1.57s/it]Epoch 9/10: 17%|█▋ | 45/268 [01:10<05:49, 1.57s/it]Epoch 9/10: 17%|█▋ | 46/268 [01:12<05:45, 1.56s/it]Epoch 9/10: 18%|█▊ | 47/268 [01:13<05:44, 1.56s/it]Epoch 9/10: 18%|█▊ | 48/268 [01:15<05:40, 1.55s/it]Epoch 9/10: 18%|█▊ | 49/268 [01:16<05:40, 1.55s/it]Epoch 9/10: 19%|█▊ | 50/268 [01:17<05:15, 1.45s/it]Epoch 9/10: 19%|█▉ | 51/268 [01:19<05:02, 1.40s/it]Epoch 9/10: 19%|█▉ | 52/268 [01:20<04:54, 1.36s/it]Epoch 9/10: 20%|█▉ | 53/268 [01:21<04:50, 1.35s/it]Epoch 9/10: 20%|██ | 54/268 [01:23<04:44, 1.33s/it]Epoch 9/10: 21%|██ | 55/268 [01:24<04:41, 1.32s/it]Epoch 9/10: 21%|██ | 56/268 [01:25<04:39, 1.32s/it]Epoch 9/10: 21%|██▏ | 57/268 [01:26<04:36, 1.31s/it]Epoch 9/10: 22%|██▏ | 58/268 [01:28<04:35, 1.31s/it]Epoch 9/10: 22%|██▏ | 59/268 [01:29<04:21, 1.25s/it]Epoch 9/10: 22%|██▏ | 60/268 [01:30<04:40, 1.35s/it]Epoch 9/10: 23%|██▎ | 61/268 [01:32<04:52, 1.41s/it]Epoch 9/10: 23%|██▎ | 62/268 [01:34<04:58, 1.45s/it]Epoch 9/10: 24%|██▎ | 63/268 [01:35<05:02, 1.47s/it]Epoch 9/10: 24%|██▍ | 64/268 [01:37<05:04, 1.49s/it]Epoch 9/10: 24%|██▍ | 65/268 [01:38<05:06, 1.51s/it]Epoch 9/10: 25%|██▍ | 66/268 [01:40<05:05, 1.51s/it]Epoch 9/10: 25%|██▌ | 67/268 [01:41<05:03, 1.51s/it]Epoch 9/10: 25%|██▌ | 68/268 [01:43<05:03, 1.52s/it]Epoch 9/10: 26%|██▌ | 69/268 [01:44<05:03, 1.52s/it]Epoch 9/10: 26%|██▌ | 70/268 [01:46<05:02, 1.53s/it]Epoch 9/10: 26%|██▋ | 71/268 [01:47<05:03, 1.54s/it]Epoch 9/10: 27%|██▋ | 72/268 [01:49<05:02, 1.54s/it]Epoch 9/10: 27%|██▋ | 73/268 [01:51<05:05, 1.57s/it]Epoch 9/10: 28%|██▊ | 74/268 [01:52<05:08, 1.59s/it]Epoch 9/10: 28%|██▊ | 75/268 [01:54<05:10, 1.61s/it]Epoch 9/10: 28%|██▊ | 76/268 [01:55<05:11, 1.62s/it]Epoch 9/10: 29%|██▊ | 77/268 [01:57<05:10, 1.63s/it]Epoch 9/10: 29%|██▉ | 78/268 [01:59<05:08, 1.62s/it]Epoch 9/10: 29%|██▉ | 79/268 [02:00<05:03, 1.61s/it]Epoch 9/10: 30%|██▉ | 80/268 [02:02<04:58, 1.59s/it]Epoch 9/10: 30%|███ | 81/268 [02:03<04:52, 1.57s/it]Epoch 9/10: 31%|███ | 82/268 [02:05<04:47, 1.55s/it]Epoch 9/10: 31%|███ | 83/268 [02:06<04:44, 1.54s/it]Epoch 9/10: 31%|███▏ | 84/268 [02:08<04:43, 1.54s/it]Epoch 9/10: 32%|███▏ | 85/268 [02:09<04:39, 1.53s/it]Epoch 9/10: 32%|███▏ | 86/268 [02:11<04:38, 1.53s/it]Epoch 9/10: 32%|███▏ | 87/268 [02:12<04:35, 1.52s/it]Epoch 9/10: 33%|███▎ | 88/268 [02:14<04:32, 1.52s/it]Epoch 9/10: 33%|███▎ | 89/268 [02:15<04:30, 1.51s/it]Epoch 9/10: 34%|███▎ | 90/268 [02:17<04:28, 1.51s/it]Epoch 9/10: 34%|███▍ | 91/268 [02:18<04:27, 1.51s/it]Epoch 9/10: 34%|███▍ | 92/268 [02:20<04:28, 1.52s/it]Epoch 9/10: 35%|███▍ | 93/268 [02:22<04:26, 1.52s/it]Epoch 9/10: 35%|███▌ | 94/268 [02:23<04:24, 1.52s/it]Epoch 9/10: 35%|███▌ | 95/268 [02:25<04:23, 1.52s/it]Epoch 9/10: 36%|███▌ | 96/268 [02:26<04:22, 1.53s/it]Epoch 9/10: 36%|███▌ | 97/268 [02:28<04:19, 1.52s/it]Epoch 9/10: 37%|███▋ | 98/268 [02:29<04:19, 1.53s/it]Epoch 9/10: 37%|███▋ | 99/268 [02:31<04:17, 1.53s/it]Epoch 9/10: 37%|███▋ | 100/268 [02:32<04:17, 1.53s/it]Epoch 9/10: 38%|███▊ | 101/268 [02:34<04:15, 1.53s/it]Epoch 9/10: 38%|███▊ | 102/268 [02:35<04:14, 1.53s/it]Epoch 9/10: 38%|███▊ | 103/268 [02:37<04:14, 1.54s/it]Epoch 9/10: 39%|███▉ | 104/268 [02:38<04:13, 1.55s/it]Epoch 9/10: 39%|███▉ | 105/268 [02:40<04:09, 1.53s/it]Epoch 9/10: 40%|███▉ | 106/268 [02:41<04:07, 1.53s/it]Epoch 9/10: 40%|███▉ | 107/268 [02:43<04:04, 1.52s/it]Epoch 9/10: 40%|████ | 108/268 [02:44<04:04, 1.53s/it]Epoch 9/10: 41%|████ | 109/268 [02:46<04:04, 1.54s/it]Epoch 9/10: 41%|████ | 110/268 [02:48<04:01, 1.53s/it]Epoch 9/10: 41%|████▏ | 111/268 [02:49<04:01, 1.54s/it]Epoch 9/10: 42%|████▏ | 112/268 [02:51<03:58, 1.53s/it]Epoch 9/10: 42%|████▏ | 113/268 [02:52<03:57, 1.53s/it]Epoch 9/10: 43%|████▎ | 114/268 [02:54<03:54, 1.53s/it]Epoch 9/10: 43%|████▎ | 115/268 [02:55<03:53, 1.52s/it]Epoch 9/10: 43%|████▎ | 116/268 [02:57<03:53, 1.53s/it]Epoch 9/10: 44%|████▎ | 117/268 [02:58<03:52, 1.54s/it]Epoch 9/10: 44%|████▍ | 118/268 [03:00<03:53, 1.56s/it]Epoch 9/10: 44%|████▍ | 119/268 [03:02<03:54, 1.58s/it]Epoch 9/10: 45%|████▍ | 120/268 [03:03<03:56, 1.60s/it]Epoch 9/10: 45%|████▌ | 121/268 [03:05<03:57, 1.62s/it]Epoch 9/10: 46%|████▌ | 122/268 [03:06<03:57, 1.63s/it]Epoch 9/10: 46%|████▌ | 123/268 [03:08<03:55, 1.63s/it]Epoch 9/10: 46%|████▋ | 124/268 [03:10<03:53, 1.62s/it]Epoch 9/10: 47%|████▋ | 125/268 [03:11<03:49, 1.60s/it]Epoch 9/10: 47%|████▋ | 126/268 [03:13<03:43, 1.58s/it]Epoch 9/10: 47%|████▋ | 127/268 [03:14<03:40, 1.56s/it]Epoch 9/10: 48%|████▊ | 128/268 [03:16<03:36, 1.55s/it]Epoch 9/10: 48%|████▊ | 129/268 [03:17<03:34, 1.54s/it]Epoch 9/10: 49%|████▊ | 130/268 [03:19<03:32, 1.54s/it]Epoch 9/10: 49%|████▉ | 131/268 [03:20<03:31, 1.54s/it]Epoch 9/10: 49%|████▉ | 132/268 [03:22<03:29, 1.54s/it]Epoch 9/10: 50%|████▉ | 133/268 [03:24<03:28, 1.54s/it]Epoch 9/10: 50%|█████ | 134/268 [03:25<03:27, 1.55s/it]Epoch 9/10: 50%|█████ | 135/268 [03:27<03:25, 1.54s/it]Epoch 9/10: 51%|█████ | 136/268 [03:28<03:23, 1.54s/it]Epoch 9/10: 51%|█████ | 137/268 [03:30<03:22, 1.54s/it]Epoch 9/10: 51%|█████▏ | 138/268 [03:31<03:20, 1.54s/it]Epoch 9/10: 52%|█████▏ | 139/268 [03:33<03:17, 1.53s/it]Epoch 9/10: 52%|█████▏ | 140/268 [03:34<03:16, 1.53s/it]Epoch 9/10: 53%|█████▎ | 141/268 [03:36<03:13, 1.53s/it]Epoch 9/10: 53%|█████▎ | 142/268 [03:37<03:12, 1.52s/it]Epoch 9/10: 53%|█████▎ | 143/268 [03:39<03:10, 1.53s/it]Epoch 9/10: 54%|█████▎ | 144/268 [03:40<03:09, 1.53s/it]Epoch 9/10: 54%|█████▍ | 145/268 [03:42<03:06, 1.52s/it]Epoch 9/10: 54%|█████▍ | 146/268 [03:43<03:07, 1.53s/it]Epoch 9/10: 55%|█████▍ | 147/268 [03:45<03:06, 1.54s/it]Epoch 9/10: 55%|█████▌ | 148/268 [03:47<03:06, 1.56s/it]Epoch 9/10: 56%|█████▌ | 149/268 [03:48<03:06, 1.57s/it]Epoch 9/10: 56%|█████▌ | 150/268 [03:50<03:06, 1.58s/it]Epoch 9/10: 56%|█████▋ | 151/268 [03:51<03:06, 1.59s/it]Epoch 9/10: 57%|█████▋ | 152/268 [03:53<03:05, 1.60s/it]Epoch 9/10: 57%|█████▋ | 153/268 [03:55<03:05, 1.61s/it]Epoch 9/10: 57%|█████▋ | 154/268 [03:56<03:04, 1.61s/it]Epoch 9/10: 58%|█████▊ | 155/268 [03:58<03:04, 1.63s/it]Epoch 9/10: 58%|█████▊ | 156/268 [04:00<03:03, 1.64s/it]Epoch 9/10: 59%|█████▊ | 157/268 [04:01<03:02, 1.64s/it]Epoch 9/10: 59%|█████▉ | 158/268 [04:03<03:01, 1.65s/it]Epoch 9/10: 59%|█████▉ | 159/268 [04:05<02:59, 1.64s/it]Epoch 9/10: 60%|█████▉ | 160/268 [04:06<02:55, 1.62s/it]Epoch 9/10: 60%|██████ | 161/268 [04:08<02:51, 1.60s/it]Epoch 9/10: 60%|██████ | 162/268 [04:09<02:46, 1.57s/it]Epoch 9/10: 61%|██████ | 163/268 [04:11<02:43, 1.56s/it]Epoch 9/10: 61%|██████ | 164/268 [04:12<02:40, 1.55s/it]Epoch 9/10: 62%|██████▏ | 165/268 [04:14<02:38, 1.54s/it]Epoch 9/10: 62%|██████▏ | 166/268 [04:15<02:37, 1.54s/it]Epoch 9/10: 62%|██████▏ | 167/268 [04:17<02:35, 1.54s/it]Epoch 9/10: 63%|██████▎ | 168/268 [04:18<02:32, 1.53s/it]Epoch 9/10: 63%|██████▎ | 169/268 [04:20<02:31, 1.53s/it]Epoch 9/10: 63%|██████▎ | 170/268 [04:21<02:30, 1.54s/it]Epoch 9/10: 64%|██████▍ | 171/268 [04:23<02:29, 1.55s/it]Epoch 9/10: 64%|██████▍ | 172/268 [04:25<02:27, 1.54s/it]Epoch 9/10: 65%|██████▍ | 173/268 [04:26<02:24, 1.53s/it]Epoch 9/10: 65%|██████▍ | 174/268 [04:28<02:23, 1.53s/it]Epoch 9/10: 65%|██████▌ | 175/268 [04:29<02:22, 1.53s/it]Epoch 9/10: 66%|██████▌ | 176/268 [04:31<02:19, 1.52s/it]Epoch 9/10: 66%|██████▌ | 177/268 [04:32<02:18, 1.52s/it]Epoch 9/10: 66%|██████▋ | 178/268 [04:34<02:18, 1.54s/it]Epoch 9/10: 67%|██████▋ | 179/268 [04:35<02:16, 1.53s/it]Epoch 9/10: 67%|██████▋ | 180/268 [04:37<02:15, 1.54s/it]Epoch 9/10: 68%|██████▊ | 181/268 [04:38<02:14, 1.54s/it]Epoch 9/10: 68%|██████▊ | 182/268 [04:40<02:12, 1.54s/it]Epoch 9/10: 68%|██████▊ | 183/268 [04:41<02:11, 1.55s/it]Epoch 9/10: 69%|██████▊ | 184/268 [04:43<02:09, 1.55s/it]Epoch 9/10: 69%|██████▉ | 185/268 [04:45<02:08, 1.55s/it]Epoch 9/10: 69%|██████▉ | 186/268 [04:46<02:08, 1.56s/it]Epoch 9/10: 70%|██████▉ | 187/268 [04:48<02:07, 1.58s/it]Epoch 9/10: 70%|███████ | 188/268 [04:49<02:08, 1.60s/it]Epoch 9/10: 71%|███████ | 189/268 [04:51<02:07, 1.62s/it]Epoch 9/10: 71%|███████ | 190/268 [04:53<02:06, 1.62s/it]Epoch 9/10: 71%|███████▏ | 191/268 [04:54<01:57, 1.53s/it]Epoch 9/10: 72%|███████▏ | 192/268 [04:55<01:51, 1.47s/it]Epoch 9/10: 72%|███████▏ | 193/268 [04:57<01:46, 1.42s/it]Epoch 9/10: 72%|███████▏ | 194/268 [04:58<01:42, 1.39s/it]Epoch 9/10: 73%|███████▎ | 195/268 [04:59<01:40, 1.38s/it]Epoch 9/10: 73%|███████▎ | 196/268 [05:01<01:37, 1.36s/it]Epoch 9/10: 74%|███████▎ | 197/268 [05:02<01:35, 1.35s/it]Epoch 9/10: 74%|███████▍ | 198/268 [05:03<01:33, 1.33s/it]Epoch 9/10: 74%|███████▍ | 199/268 [05:05<01:31, 1.33s/it]Epoch 9/10: 75%|███████▍ | 200/268 [05:06<01:30, 1.33s/it]Epoch 9/10: 75%|███████▌ | 201/268 [05:07<01:23, 1.25s/it]Epoch 9/10: 75%|███████▌ | 202/268 [05:09<01:28, 1.35s/it]Epoch 9/10: 76%|███████▌ | 203/268 [05:10<01:30, 1.39s/it]Epoch 9/10: 76%|███████▌ | 204/268 [05:12<01:32, 1.44s/it]Epoch 9/10: 76%|███████▋ | 205/268 [05:13<01:32, 1.47s/it]Epoch 9/10: 77%|███████▋ | 206/268 [05:15<01:33, 1.51s/it]Epoch 9/10: 77%|███████▋ | 207/268 [05:16<01:33, 1.54s/it]Epoch 9/10: 78%|███████▊ | 208/268 [05:18<01:33, 1.56s/it]Epoch 9/10: 78%|███████▊ | 209/268 [05:20<01:33, 1.58s/it]Epoch 9/10: 78%|███████▊ | 210/268 [05:21<01:33, 1.61s/it]Epoch 9/10: 79%|███████▊ | 211/268 [05:23<01:32, 1.62s/it]Epoch 9/10: 79%|███████▉ | 212/268 [05:25<01:31, 1.63s/it]Epoch 9/10: 79%|███████▉ | 213/268 [05:26<01:30, 1.65s/it]Epoch 9/10: 80%|███████▉ | 214/268 [05:28<01:29, 1.65s/it]Epoch 9/10: 80%|████████ | 215/268 [05:30<01:27, 1.64s/it]Epoch 9/10: 81%|████████ | 216/268 [05:31<01:24, 1.63s/it]Epoch 9/10: 81%|████████ | 217/268 [05:33<01:21, 1.61s/it]Epoch 9/10: 81%|████████▏ | 218/268 [05:34<01:19, 1.58s/it]Epoch 9/10: 82%|████████▏ | 219/268 [05:36<01:16, 1.56s/it]Epoch 9/10: 82%|████████▏ | 220/268 [05:37<01:14, 1.55s/it]Epoch 9/10: 82%|████████▏ | 221/268 [05:39<01:12, 1.54s/it]Epoch 9/10: 83%|████████▎ | 222/268 [05:40<01:10, 1.54s/it]Epoch 9/10: 83%|████████▎ | 223/268 [05:42<01:08, 1.53s/it]Epoch 9/10: 84%|████████▎ | 224/268 [05:43<01:07, 1.54s/it]Epoch 9/10: 84%|████████▍ | 225/268 [05:45<01:06, 1.54s/it]Epoch 9/10: 84%|████████▍ | 226/268 [05:46<01:04, 1.54s/it]Epoch 9/10: 85%|████████▍ | 227/268 [05:48<01:03, 1.54s/it]Epoch 9/10: 85%|████████▌ | 228/268 [05:50<01:01, 1.55s/it]Epoch 9/10: 85%|████████▌ | 229/268 [05:51<01:00, 1.54s/it]Epoch 9/10: 86%|████████▌ | 230/268 [05:53<00:58, 1.53s/it]Epoch 9/10: 86%|████████▌ | 231/268 [05:54<00:56, 1.53s/it]Epoch 9/10: 87%|████████▋ | 232/268 [05:56<00:55, 1.53s/it]Epoch 9/10: 87%|████████▋ | 233/268 [05:57<00:53, 1.54s/it]Epoch 9/10: 87%|████████▋ | 234/268 [05:59<00:51, 1.52s/it]Epoch 9/10: 88%|████████▊ | 235/268 [06:00<00:50, 1.53s/it]Epoch 9/10: 88%|████████▊ | 236/268 [06:02<00:48, 1.52s/it]Epoch 9/10: 88%|████████▊ | 237/268 [06:03<00:47, 1.53s/it]Epoch 9/10: 89%|████████▉ | 238/268 [06:05<00:45, 1.53s/it]Epoch 9/10: 89%|████████▉ | 239/268 [06:06<00:44, 1.53s/it]Epoch 9/10: 90%|████████▉ | 240/268 [06:08<00:42, 1.53s/it]Epoch 9/10: 90%|████████▉ | 241/268 [06:09<00:41, 1.52s/it]Epoch 9/10: 90%|█████████ | 242/268 [06:11<00:39, 1.53s/it]Epoch 9/10: 91%|█████████ | 243/268 [06:12<00:38, 1.53s/it]Epoch 9/10: 91%|█████████ | 244/268 [06:14<00:36, 1.54s/it]Epoch 9/10: 91%|█████████▏| 245/268 [06:16<00:35, 1.54s/it]Epoch 9/10: 92%|█████████▏| 246/268 [06:17<00:34, 1.58s/it]Epoch 9/10: 92%|█████████▏| 247/268 [06:19<00:33, 1.60s/it]Epoch 9/10: 93%|█████████▎| 248/268 [06:21<00:32, 1.61s/it]Epoch 9/10: 93%|█████████▎| 249/268 [06:22<00:30, 1.63s/it]Epoch 9/10: 93%|█████████▎| 250/268 [06:24<00:29, 1.64s/it]Epoch 9/10: 94%|█████████▎| 251/268 [06:25<00:27, 1.64s/it]Epoch 9/10: 94%|█████████▍| 252/268 [06:27<00:25, 1.62s/it]Epoch 9/10: 94%|█████████▍| 253/268 [06:29<00:23, 1.60s/it]Epoch 9/10: 95%|█████████▍| 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train_loss: 0.1370799448619138
train_mIoU: 0.7713127308096739
train_accuracy: 0.8839025220879893
0%| | 0/475 [00:00<?, ?it/s]Epoch 9/10: 0%| | 0/475 [00:00<?, ?it/s]Epoch 9/10: 0%| | 1/475 [00:00<01:25, 5.56it/s]Epoch 9/10: 1%| | 4/475 [00:00<00:30, 15.42it/s]Epoch 9/10: 2%|▏ | 8/475 [00:00<00:20, 22.68it/s]Epoch 9/10: 2%|▏ | 11/475 [00:00<00:20, 22.97it/s]Epoch 9/10: 3%|▎ | 14/475 [00:00<00:20, 22.57it/s]Epoch 9/10: 4%|▎ | 17/475 [00:00<00:20, 22.50it/s]Epoch 9/10: 4%|▍ | 20/475 [00:00<00:19, 23.13it/s]Epoch 9/10: 5%|▌ | 24/475 [00:01<00:17, 26.29it/s]Epoch 9/10: 6%|▌ | 27/475 [00:01<00:17, 25.25it/s]Epoch 9/10: 6%|▋ | 30/475 [00:01<00:17, 25.30it/s]Epoch 9/10: 7%|▋ | 33/475 [00:01<00:17, 24.79it/s]Epoch 9/10: 8%|▊ | 36/475 [00:01<00:17, 24.49it/s]Epoch 9/10: 8%|▊ | 39/475 [00:01<00:17, 24.84it/s]Epoch 9/10: 9%|▉ | 43/475 [00:01<00:15, 27.50it/s]Epoch 9/10: 10%|▉ | 46/475 [00:01<00:16, 26.23it/s]Epoch 9/10: 10%|█ | 49/475 [00:02<00:16, 25.80it/s]Epoch 9/10: 11%|█ | 52/475 [00:02<00:17, 24.75it/s]Epoch 9/10: 12%|█▏ | 55/475 [00:02<00:17, 24.32it/s]Epoch 9/10: 12%|█▏ | 58/475 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val_loss: 0.17199673213456806
val_mIoU: 0.7151335273190309
val_accuracy: 0.8472434596011513
loading model for testing
Testing...
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Saving Training Stats
================ confusion matrix ================
[[17922083. 3499983.]
[ 1255267. 8452267.]]
================ val mIoUs ================
0.7151335273190309
================ val accuracy ================
0.8472434596011513
================ end ================
elapsed time : 0.83 hours
Logging run time
generting loss and accuracy plot