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log-09-01-c32-d0.2.txt
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log-09-01-c32-d0.2.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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[02:49<00:24, 1.27it/s]Epoch 0/10: 89%|████████▉ | 238/268 [02:49<00:22, 1.32it/s]Epoch 0/10: 89%|████████▉ | 239/268 [02:50<00:21, 1.36it/s]Epoch 0/10: 90%|████████▉ | 240/268 [02:51<00:20, 1.38it/s]Epoch 0/10: 90%|████████▉ | 241/268 [02:51<00:19, 1.41it/s]Epoch 0/10: 90%|█████████ | 242/268 [02:52<00:18, 1.44it/s]Epoch 0/10: 91%|█████████ | 243/268 [02:53<00:17, 1.44it/s]Epoch 0/10: 91%|█████████ | 244/268 [02:53<00:16, 1.45it/s]Epoch 0/10: 91%|█████████▏| 245/268 [02:54<00:15, 1.46it/s]Epoch 0/10: 92%|█████████▏| 246/268 [02:55<00:15, 1.46it/s]Epoch 0/10: 92%|█████████▏| 247/268 [02:55<00:14, 1.46it/s]Epoch 0/10: 93%|█████████▎| 248/268 [02:56<00:13, 1.44it/s]Epoch 0/10: 93%|█████████▎| 249/268 [02:57<00:13, 1.44it/s]Epoch 0/10: 93%|█████████▎| 250/268 [02:58<00:12, 1.44it/s]Epoch 0/10: 94%|█████████▎| 251/268 [02:58<00:11, 1.46it/s]Epoch 0/10: 94%|█████████▍| 252/268 [02:59<00:10, 1.47it/s]Epoch 0/10: 94%|█████████▍| 253/268 [03:00<00:10, 1.47it/s]Epoch 0/10: 95%|█████████▍| 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train_loss: 0.38301134976878093
train_mIoU: 0.5675879411151652
train_accuracy: 0.7355321521955299
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<01:52, 4.21it/s]Epoch 0/10: 1%| | 5/475 [00:00<00:26, 17.62it/s]Epoch 0/10: 2%|▏ | 10/475 [00:00<00:17, 27.05it/s]Epoch 0/10: 3%|▎ | 14/475 [00:00<00:14, 31.16it/s]Epoch 0/10: 4%|▍ | 18/475 [00:00<00:13, 33.62it/s]Epoch 0/10: 5%|▍ | 23/475 [00:00<00:12, 37.41it/s]Epoch 0/10: 6%|▌ | 28/475 [00:00<00:11, 40.09it/s]Epoch 0/10: 7%|▋ | 33/475 [00:01<00:11, 40.03it/s]Epoch 0/10: 8%|▊ | 38/475 [00:01<00:10, 39.88it/s]Epoch 0/10: 9%|▉ | 43/475 [00:01<00:10, 40.12it/s]Epoch 0/10: 10%|█ | 48/475 [00:01<00:10, 40.93it/s]Epoch 0/10: 11%|█▏ | 54/475 [00:01<00:09, 45.48it/s]Epoch 0/10: 12%|█▏ | 59/475 [00:01<00:09, 43.56it/s]Epoch 0/10: 13%|█▎ | 64/475 [00:01<00:09, 42.78it/s]Epoch 0/10: 15%|█▍ | 69/475 [00:01<00:09, 41.67it/s]Epoch 0/10: 16%|█▌ | 74/475 [00:01<00:09, 41.24it/s]Epoch 0/10: 17%|█▋ | 79/475 [00:02<00:09, 43.06it/s]Epoch 0/10: 18%|█▊ | 84/475 [00:02<00:09, 42.58it/s]Epoch 0/10: 19%|█▊ | 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[00:06<00:04, 42.74it/s]Epoch 0/10: 59%|█████▊ | 278/475 [00:06<00:04, 42.34it/s]Epoch 0/10: 60%|█████▉ | 283/475 [00:06<00:04, 41.47it/s]Epoch 0/10: 61%|██████ | 288/475 [00:07<00:04, 40.21it/s]Epoch 0/10: 62%|██████▏ | 294/475 [00:07<00:04, 44.27it/s]Epoch 0/10: 63%|██████▎ | 299/475 [00:07<00:04, 43.35it/s]Epoch 0/10: 64%|██████▍ | 304/475 [00:07<00:04, 42.34it/s]Epoch 0/10: 65%|██████▌ | 309/475 [00:07<00:04, 40.85it/s]Epoch 0/10: 66%|██████▌ | 314/475 [00:07<00:03, 40.46it/s]Epoch 0/10: 67%|██████▋ | 319/475 [00:07<00:03, 42.65it/s]Epoch 0/10: 68%|██████▊ | 324/475 [00:07<00:03, 42.74it/s]Epoch 0/10: 69%|██████▉ | 329/475 [00:08<00:03, 40.95it/s]Epoch 0/10: 70%|███████ | 334/475 [00:08<00:03, 39.72it/s]Epoch 0/10: 71%|███████▏ | 339/475 [00:08<00:03, 39.77it/s]Epoch 0/10: 73%|███████▎ | 346/475 [00:08<00:02, 44.49it/s]Epoch 0/10: 74%|███████▍ | 351/475 [00:08<00:02, 42.25it/s]Epoch 0/10: 75%|███████▍ | 356/475 [00:08<00:02, 42.37it/s]Epoch 0/10: 76%|███████▌ | 361/475 [00:08<00:02, 42.16it/s]Epoch 0/10: 77%|███████▋ | 366/475 [00:08<00:02, 42.46it/s]Epoch 0/10: 78%|███████▊ | 372/475 [00:09<00:02, 46.90it/s]Epoch 0/10: 79%|███████▉ | 377/475 [00:09<00:02, 46.38it/s]Epoch 0/10: 80%|████████ | 382/475 [00:09<00:02, 44.41it/s]Epoch 0/10: 81%|████████▏ | 387/475 [00:09<00:02, 42.74it/s]Epoch 0/10: 83%|████████▎ | 392/475 [00:09<00:01, 41.90it/s]Epoch 0/10: 84%|████████▎ | 397/475 [00:09<00:01, 42.20it/s]Epoch 0/10: 85%|████████▍ | 403/475 [00:09<00:01, 45.77it/s]Epoch 0/10: 86%|████████▌ | 408/475 [00:09<00:01, 43.89it/s]Epoch 0/10: 87%|████████▋ | 413/475 [00:10<00:01, 43.40it/s]Epoch 0/10: 88%|████████▊ | 418/475 [00:10<00:01, 41.52it/s]Epoch 0/10: 89%|████████▉ | 423/475 [00:10<00:01, 39.83it/s]Epoch 0/10: 91%|█████████ | 430/475 [00:10<00:01, 44.89it/s]Epoch 0/10: 92%|█████████▏| 435/475 [00:10<00:00, 43.93it/s]Epoch 0/10: 93%|█████████▎| 440/475 [00:10<00:00, 41.61it/s]Epoch 0/10: 94%|█████████▎| 445/475 [00:10<00:00, 40.62it/s]Epoch 0/10: 95%|█████████▍| 450/475 [00:10<00:00, 40.23it/s]Epoch 0/10: 96%|█████████▌| 456/475 [00:11<00:00, 43.87it/s]Epoch 0/10: 97%|█████████▋| 461/475 [00:11<00:00, 42.76it/s]Epoch 0/10: 98%|█████████▊| 466/475 [00:11<00:00, 41.82it/s]Epoch 0/10: 99%|█████████▉| 471/475 [00:11<00:00, 40.92it/s]Epoch 0/10: 100%|██████████| 475/475 [00:11<00:00, 41.10it/s]
val_loss: 0.34193078015979966
val_mIoU: 0.601690347452397
val_accuracy: 0.7635974763569079
saving model
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train_loss: 0.2517507119632479
train_mIoU: 0.6840687031554633
train_accuracy: 0.8269978194062793
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<01:04, 7.39it/s]Epoch 1/10: 1%|▏ | 6/475 [00:00<00:16, 28.19it/s]Epoch 1/10: 2%|▏ | 10/475 [00:00<00:14, 32.05it/s]Epoch 1/10: 3%|▎ | 14/475 [00:00<00:13, 34.35it/s]Epoch 1/10: 4%|▍ | 18/475 [00:00<00:12, 35.69it/s]Epoch 1/10: 5%|▍ | 22/475 [00:00<00:12, 35.40it/s]Epoch 1/10: 6%|▌ | 27/475 [00:00<00:11, 38.04it/s]Epoch 1/10: 7%|▋ | 33/475 [00:00<00:10, 42.82it/s]Epoch 1/10: 8%|▊ | 38/475 [00:01<00:10, 41.03it/s]Epoch 1/10: 9%|▉ | 43/475 [00:01<00:10, 40.26it/s]Epoch 1/10: 10%|█ | 48/475 [00:01<00:10, 39.48it/s]Epoch 1/10: 11%|█ | 52/475 [00:01<00:10, 38.97it/s]Epoch 1/10: 12%|█▏ | 58/475 [00:01<00:09, 42.12it/s]Epoch 1/10: 13%|█▎ | 63/475 [00:01<00:10, 40.81it/s]Epoch 1/10: 14%|█▍ | 68/475 [00:01<00:10, 39.55it/s]Epoch 1/10: 15%|█▌ | 72/475 [00:01<00:10, 39.04it/s]Epoch 1/10: 16%|█▌ | 76/475 [00:02<00:10, 38.27it/s]Epoch 1/10: 17%|█▋ | 81/475 [00:02<00:10, 39.18it/s]Epoch 1/10: 18%|█▊ | 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39.45it/s]Epoch 1/10: 38%|███▊ | 179/475 [00:04<00:07, 40.51it/s]Epoch 1/10: 39%|███▉ | 185/475 [00:04<00:06, 44.12it/s]Epoch 1/10: 40%|████ | 190/475 [00:04<00:06, 42.93it/s]Epoch 1/10: 41%|████ | 195/475 [00:04<00:06, 41.84it/s]Epoch 1/10: 42%|████▏ | 200/475 [00:05<00:06, 41.09it/s]Epoch 1/10: 43%|████▎ | 205/475 [00:05<00:06, 39.61it/s]Epoch 1/10: 44%|████▍ | 211/475 [00:05<00:06, 43.81it/s]Epoch 1/10: 45%|████▌ | 216/475 [00:05<00:06, 42.54it/s]Epoch 1/10: 47%|████▋ | 221/475 [00:05<00:06, 41.67it/s]Epoch 1/10: 48%|████▊ | 226/475 [00:05<00:06, 41.38it/s]Epoch 1/10: 49%|████▊ | 231/475 [00:05<00:06, 40.15it/s]Epoch 1/10: 50%|████▉ | 236/475 [00:05<00:05, 41.58it/s]Epoch 1/10: 51%|█████ | 241/475 [00:06<00:05, 40.92it/s]Epoch 1/10: 52%|█████▏ | 246/475 [00:06<00:05, 40.29it/s]Epoch 1/10: 53%|█████▎ | 251/475 [00:06<00:05, 40.01it/s]Epoch 1/10: 54%|█████▍ | 256/475 [00:06<00:05, 39.62it/s]Epoch 1/10: 55%|█████▍ | 261/475 [00:06<00:05, 41.70it/s]Epoch 1/10: 56%|█████▌ | 266/475 [00:06<00:04, 41.89it/s]Epoch 1/10: 57%|█████▋ | 271/475 [00:06<00:04, 41.84it/s]Epoch 1/10: 58%|█████▊ | 276/475 [00:06<00:04, 40.81it/s]Epoch 1/10: 59%|█████▉ | 281/475 [00:07<00:04, 40.09it/s]Epoch 1/10: 60%|██████ | 286/475 [00:07<00:04, 40.41it/s]Epoch 1/10: 61%|██████▏ | 291/475 [00:07<00:04, 42.19it/s]Epoch 1/10: 62%|██████▏ | 296/475 [00:07<00:04, 41.92it/s]Epoch 1/10: 63%|██████▎ | 301/475 [00:07<00:04, 40.54it/s]Epoch 1/10: 64%|██████▍ | 306/475 [00:07<00:04, 40.40it/s]Epoch 1/10: 65%|██████▌ | 311/475 [00:07<00:04, 40.08it/s]Epoch 1/10: 67%|██████▋ | 316/475 [00:07<00:03, 41.08it/s]Epoch 1/10: 68%|██████▊ | 321/475 [00:08<00:03, 39.99it/s]Epoch 1/10: 69%|██████▊ | 326/475 [00:08<00:03, 38.76it/s]Epoch 1/10: 69%|██████▉ | 330/475 [00:08<00:03, 38.25it/s]Epoch 1/10: 70%|███████ | 334/475 [00:08<00:03, 38.50it/s]Epoch 1/10: 72%|███████▏ | 340/475 [00:08<00:03, 42.96it/s]Epoch 1/10: 73%|███████▎ | 345/475 [00:08<00:02, 43.47it/s]Epoch 1/10: 74%|███████▎ | 350/475 [00:08<00:02, 42.21it/s]Epoch 1/10: 75%|███████▍ | 355/475 [00:08<00:02, 40.78it/s]Epoch 1/10: 76%|███████▌ | 360/475 [00:08<00:02, 39.31it/s]Epoch 1/10: 77%|███████▋ | 366/475 [00:09<00:02, 43.00it/s]Epoch 1/10: 78%|███████▊ | 371/475 [00:09<00:02, 42.89it/s]Epoch 1/10: 79%|███████▉ | 376/475 [00:09<00:02, 41.57it/s]Epoch 1/10: 80%|████████ | 381/475 [00:09<00:02, 40.77it/s]Epoch 1/10: 81%|████████▏ | 386/475 [00:09<00:02, 40.26it/s]Epoch 1/10: 83%|████████▎ | 392/475 [00:09<00:01, 44.41it/s]Epoch 1/10: 84%|████████▎ | 397/475 [00:09<00:01, 42.87it/s]Epoch 1/10: 85%|████████▍ | 402/475 [00:09<00:01, 42.42it/s]Epoch 1/10: 86%|████████▌ | 407/475 [00:10<00:01, 41.79it/s]Epoch 1/10: 87%|████████▋ | 412/475 [00:10<00:01, 40.28it/s]Epoch 1/10: 88%|████████▊ | 417/475 [00:10<00:01, 42.17it/s]Epoch 1/10: 89%|████████▉ | 422/475 [00:10<00:01, 43.04it/s]Epoch 1/10: 90%|████████▉ | 427/475 [00:10<00:01, 42.37it/s]Epoch 1/10: 91%|█████████ | 432/475 [00:10<00:01, 41.67it/s]Epoch 1/10: 92%|█████████▏| 437/475 [00:10<00:00, 41.37it/s]Epoch 1/10: 93%|█████████▎| 442/475 [00:10<00:00, 41.01it/s]Epoch 1/10: 94%|█████████▍| 447/475 [00:11<00:00, 41.18it/s]Epoch 1/10: 95%|█████████▌| 452/475 [00:11<00:00, 40.34it/s]Epoch 1/10: 96%|█████████▌| 457/475 [00:11<00:00, 39.95it/s]Epoch 1/10: 97%|█████████▋| 462/475 [00:11<00:00, 40.10it/s]Epoch 1/10: 98%|█████████▊| 467/475 [00:11<00:00, 39.86it/s]Epoch 1/10: 100%|█████████▉| 473/475 [00:11<00:00, 44.13it/s]Epoch 1/10: 100%|██████████| 475/475 [00:11<00:00, 40.45it/s]
val_loss: 0.2895789236771433
val_mIoU: 0.6544891225791543
val_accuracy: 0.8089735171669408
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<03:24, 1.30it/s]Epoch 2/10: 1%| | 2/268 [00:01<03:05, 1.43it/s]Epoch 2/10: 1%| | 3/268 [00:02<03:04, 1.43it/s]Epoch 2/10: 1%|▏ | 4/268 [00:02<03:07, 1.41it/s]Epoch 2/10: 2%|▏ | 5/268 [00:03<03:08, 1.40it/s]Epoch 2/10: 2%|▏ | 6/268 [00:04<03:11, 1.37it/s]Epoch 2/10: 3%|▎ | 7/268 [00:05<03:13, 1.35it/s]Epoch 2/10: 3%|▎ | 8/268 [00:05<03:16, 1.32it/s]Epoch 2/10: 3%|▎ | 9/268 [00:06<03:16, 1.32it/s]Epoch 2/10: 4%|▎ | 10/268 [00:07<03:13, 1.33it/s]Epoch 2/10: 4%|▍ | 11/268 [00:08<03:10, 1.35it/s]Epoch 2/10: 4%|▍ | 12/268 [00:08<03:10, 1.34it/s]Epoch 2/10: 5%|▍ | 13/268 [00:09<03:12, 1.32it/s]Epoch 2/10: 5%|▌ | 14/268 [00:10<03:15, 1.30it/s]Epoch 2/10: 6%|▌ | 15/268 [00:11<03:19, 1.27it/s]Epoch 2/10: 6%|▌ | 16/268 [00:12<03:20, 1.25it/s]Epoch 2/10: 6%|▋ | 17/268 [00:12<03:18, 1.26it/s]Epoch 2/10: 7%|▋ | 18/268 [00:13<03:16, 1.27it/s]Epoch 2/10: 7%|▋ | 19/268 [00:14<03:13, 1.28it/s]Epoch 2/10: 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2/10: 15%|█▍ | 40/268 [00:28<02:36, 1.45it/s]Epoch 2/10: 15%|█▌ | 41/268 [00:29<02:39, 1.43it/s]Epoch 2/10: 16%|█▌ | 42/268 [00:30<02:40, 1.40it/s]Epoch 2/10: 16%|█▌ | 43/268 [00:30<02:42, 1.38it/s]Epoch 2/10: 16%|█▋ | 44/268 [00:31<02:45, 1.35it/s]Epoch 2/10: 17%|█▋ | 45/268 [00:32<02:47, 1.33it/s]Epoch 2/10: 17%|█▋ | 46/268 [00:33<02:48, 1.31it/s]Epoch 2/10: 18%|█▊ | 47/268 [00:34<02:51, 1.29it/s]Epoch 2/10: 18%|█▊ | 48/268 [00:34<02:48, 1.31it/s]Epoch 2/10: 18%|█▊ | 49/268 [00:35<02:42, 1.35it/s]Epoch 2/10: 19%|█▊ | 50/268 [00:36<02:37, 1.38it/s]Epoch 2/10: 19%|█▉ | 51/268 [00:36<02:34, 1.41it/s]Epoch 2/10: 19%|█▉ | 52/268 [00:37<02:31, 1.42it/s]Epoch 2/10: 20%|█▉ | 53/268 [00:38<02:31, 1.42it/s]Epoch 2/10: 20%|██ | 54/268 [00:38<02:28, 1.44it/s]Epoch 2/10: 21%|██ | 55/268 [00:39<02:27, 1.45it/s]Epoch 2/10: 21%|██ | 56/268 [00:40<02:25, 1.45it/s]Epoch 2/10: 21%|██▏ | 57/268 [00:41<02:24, 1.46it/s]Epoch 2/10: 22%|██▏ | 58/268 [00:41<02:24, 1.46it/s]Epoch 2/10: 22%|██▏ | 59/268 [00:42<02:22, 1.47it/s]Epoch 2/10: 22%|██▏ | 60/268 [00:43<02:21, 1.47it/s]Epoch 2/10: 23%|██▎ | 61/268 [00:43<02:20, 1.47it/s]Epoch 2/10: 23%|██▎ | 62/268 [00:44<02:21, 1.46it/s]Epoch 2/10: 24%|██▎ | 63/268 [00:45<02:20, 1.46it/s]Epoch 2/10: 24%|██▍ | 64/268 [00:45<02:20, 1.45it/s]Epoch 2/10: 24%|██▍ | 65/268 [00:46<02:19, 1.46it/s]Epoch 2/10: 25%|██▍ | 66/268 [00:47<02:18, 1.45it/s]Epoch 2/10: 25%|██▌ | 67/268 [00:47<02:17, 1.46it/s]Epoch 2/10: 25%|██▌ | 68/268 [00:48<02:17, 1.46it/s]Epoch 2/10: 26%|██▌ | 69/268 [00:49<02:17, 1.45it/s]Epoch 2/10: 26%|██▌ | 70/268 [00:49<02:16, 1.46it/s]Epoch 2/10: 26%|██▋ | 71/268 [00:50<02:16, 1.44it/s]Epoch 2/10: 27%|██▋ | 72/268 [00:51<02:16, 1.44it/s]Epoch 2/10: 27%|██▋ | 73/268 [00:52<02:16, 1.43it/s]Epoch 2/10: 28%|██▊ | 74/268 [00:52<02:18, 1.40it/s]Epoch 2/10: 28%|██▊ | 75/268 [00:53<02:19, 1.38it/s]Epoch 2/10: 28%|██▊ | 76/268 [00:54<02:20, 1.37it/s]Epoch 2/10: 29%|██▊ | 77/268 [00:55<02:21, 1.35it/s]Epoch 2/10: 29%|██▉ | 78/268 [00:55<02:21, 1.34it/s]Epoch 2/10: 29%|██▉ | 79/268 [00:56<02:21, 1.33it/s]Epoch 2/10: 30%|██▉ | 80/268 [00:57<02:23, 1.31it/s]Epoch 2/10: 30%|███ | 81/268 [00:58<02:24, 1.30it/s]Epoch 2/10: 31%|███ | 82/268 [00:58<02:26, 1.27it/s]Epoch 2/10: 31%|███ | 83/268 [00:59<02:27, 1.25it/s]Epoch 2/10: 31%|███▏ | 84/268 [01:00<02:27, 1.24it/s]Epoch 2/10: 32%|███▏ | 85/268 [01:01<02:27, 1.24it/s]Epoch 2/10: 32%|███▏ | 86/268 [01:02<02:24, 1.26it/s]Epoch 2/10: 32%|███▏ | 87/268 [01:02<02:20, 1.29it/s]Epoch 2/10: 33%|███▎ | 88/268 [01:03<02:18, 1.30it/s]Epoch 2/10: 33%|███▎ | 89/268 [01:04<02:11, 1.36it/s]Epoch 2/10: 34%|███▎ | 90/268 [01:05<02:08, 1.38it/s]Epoch 2/10: 34%|███▍ | 91/268 [01:05<02:05, 1.41it/s]Epoch 2/10: 34%|███▍ | 92/268 [01:06<02:04, 1.42it/s]Epoch 2/10: 35%|███▍ | 93/268 [01:06<01:55, 1.51it/s]Epoch 2/10: 35%|███▌ | 94/268 [01:07<01:49, 1.58it/s]Epoch 2/10: 35%|███▌ | 95/268 [01:08<01:47, 1.61it/s]Epoch 2/10: 36%|███▌ | 96/268 [01:08<01:45, 1.64it/s]Epoch 2/10: 36%|███▌ | 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1.62it/s]Epoch 2/10: 43%|████▎ | 116/268 [01:20<01:41, 1.49it/s]Epoch 2/10: 44%|████▎ | 117/268 [01:21<01:44, 1.45it/s]Epoch 2/10: 44%|████▍ | 118/268 [01:22<01:44, 1.43it/s]Epoch 2/10: 44%|████▍ | 119/268 [01:22<01:43, 1.44it/s]Epoch 2/10: 45%|████▍ | 120/268 [01:23<01:42, 1.44it/s]Epoch 2/10: 45%|████▌ | 121/268 [01:24<01:40, 1.46it/s]Epoch 2/10: 46%|████▌ | 122/268 [01:25<01:39, 1.47it/s]Epoch 2/10: 46%|████▌ | 123/268 [01:25<01:38, 1.47it/s]Epoch 2/10: 46%|████▋ | 124/268 [01:26<01:37, 1.47it/s]Epoch 2/10: 47%|████▋ | 125/268 [01:27<01:37, 1.47it/s]Epoch 2/10: 47%|████▋ | 126/268 [01:27<01:35, 1.49it/s]Epoch 2/10: 47%|████▋ | 127/268 [01:28<01:35, 1.47it/s]Epoch 2/10: 48%|████▊ | 128/268 [01:29<01:35, 1.47it/s]Epoch 2/10: 48%|████▊ | 129/268 [01:29<01:34, 1.47it/s]Epoch 2/10: 49%|████▊ | 130/268 [01:30<01:34, 1.46it/s]Epoch 2/10: 49%|████▉ | 131/268 [01:31<01:32, 1.47it/s]Epoch 2/10: 49%|████▉ | 132/268 [01:31<01:33, 1.46it/s]Epoch 2/10: 50%|████▉ | 133/268 [01:32<01:32, 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[01:45<01:26, 1.35it/s]Epoch 2/10: 57%|█████▋ | 152/268 [01:46<01:26, 1.34it/s]Epoch 2/10: 57%|█████▋ | 153/268 [01:46<01:27, 1.32it/s]Epoch 2/10: 57%|█████▋ | 154/268 [01:47<01:28, 1.28it/s]Epoch 2/10: 58%|█████▊ | 155/268 [01:48<01:29, 1.26it/s]Epoch 2/10: 58%|█████▊ | 156/268 [01:49<01:29, 1.26it/s]Epoch 2/10: 59%|█████▊ | 157/268 [01:50<01:26, 1.28it/s]Epoch 2/10: 59%|█████▉ | 158/268 [01:50<01:24, 1.30it/s]Epoch 2/10: 59%|█████▉ | 159/268 [01:51<01:21, 1.34it/s]Epoch 2/10: 60%|█████▉ | 160/268 [01:52<01:18, 1.37it/s]Epoch 2/10: 60%|██████ | 161/268 [01:52<01:16, 1.40it/s]Epoch 2/10: 60%|██████ | 162/268 [01:53<01:15, 1.41it/s]Epoch 2/10: 61%|██████ | 163/268 [01:54<01:13, 1.43it/s]Epoch 2/10: 61%|██████ | 164/268 [01:54<01:11, 1.45it/s]Epoch 2/10: 62%|██████▏ | 165/268 [01:55<01:11, 1.45it/s]Epoch 2/10: 62%|██████▏ | 166/268 [01:56<01:10, 1.45it/s]Epoch 2/10: 62%|██████▏ | 167/268 [01:57<01:08, 1.47it/s]Epoch 2/10: 63%|██████▎ | 168/268 [01:57<01:08, 1.46it/s]Epoch 2/10: 63%|██████▎ | 169/268 [01:58<01:08, 1.44it/s]Epoch 2/10: 63%|██████▎ | 170/268 [01:59<01:07, 1.45it/s]Epoch 2/10: 64%|██████▍ | 171/268 [01:59<01:06, 1.45it/s]Epoch 2/10: 64%|██████▍ | 172/268 [02:00<01:06, 1.45it/s]Epoch 2/10: 65%|██████▍ | 173/268 [02:01<01:05, 1.45it/s]Epoch 2/10: 65%|██████▍ | 174/268 [02:01<01:04, 1.47it/s]Epoch 2/10: 65%|██████▌ | 175/268 [02:02<01:04, 1.44it/s]Epoch 2/10: 66%|██████▌ | 176/268 [02:03<01:03, 1.46it/s]Epoch 2/10: 66%|██████▌ | 177/268 [02:03<01:02, 1.45it/s]Epoch 2/10: 66%|██████▋ | 178/268 [02:04<01:02, 1.45it/s]Epoch 2/10: 67%|██████▋ | 179/268 [02:05<01:01, 1.45it/s]Epoch 2/10: 67%|██████▋ | 180/268 [02:05<01:00, 1.45it/s]Epoch 2/10: 68%|██████▊ | 181/268 [02:06<00:59, 1.46it/s]Epoch 2/10: 68%|██████▊ | 182/268 [02:07<00:58, 1.46it/s]Epoch 2/10: 68%|██████▊ | 183/268 [02:08<00:58, 1.46it/s]Epoch 2/10: 69%|██████▊ | 184/268 [02:08<00:57, 1.47it/s]Epoch 2/10: 69%|██████▉ | 185/268 [02:09<00:56, 1.47it/s]Epoch 2/10: 69%|██████▉ | 186/268 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1.40it/s]Epoch 2/10: 76%|███████▌ | 204/268 [02:23<00:45, 1.41it/s]Epoch 2/10: 76%|███████▋ | 205/268 [02:24<00:44, 1.42it/s]Epoch 2/10: 77%|███████▋ | 206/268 [02:25<00:43, 1.43it/s]Epoch 2/10: 77%|███████▋ | 207/268 [02:25<00:42, 1.45it/s]Epoch 2/10: 78%|███████▊ | 208/268 [02:26<00:40, 1.47it/s]Epoch 2/10: 78%|███████▊ | 209/268 [02:27<00:40, 1.45it/s]Epoch 2/10: 78%|███████▊ | 210/268 [02:27<00:39, 1.45it/s]Epoch 2/10: 79%|███████▊ | 211/268 [02:28<00:38, 1.50it/s]Epoch 2/10: 79%|███████▉ | 212/268 [02:29<00:37, 1.48it/s]Epoch 2/10: 79%|███████▉ | 213/268 [02:29<00:37, 1.48it/s]Epoch 2/10: 80%|███████▉ | 214/268 [02:30<00:36, 1.47it/s]Epoch 2/10: 80%|████████ | 215/268 [02:31<00:36, 1.47it/s]Epoch 2/10: 81%|████████ | 216/268 [02:31<00:35, 1.47it/s]Epoch 2/10: 81%|████████ | 217/268 [02:32<00:34, 1.47it/s]Epoch 2/10: 81%|████████▏ | 218/268 [02:33<00:34, 1.46it/s]Epoch 2/10: 82%|████████▏ | 219/268 [02:33<00:33, 1.47it/s]Epoch 2/10: 82%|████████▏ | 220/268 [02:34<00:32, 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[02:47<00:23, 1.31it/s]Epoch 2/10: 89%|████████▉ | 238/268 [02:47<00:22, 1.35it/s]Epoch 2/10: 89%|████████▉ | 239/268 [02:48<00:20, 1.39it/s]Epoch 2/10: 90%|████████▉ | 240/268 [02:49<00:19, 1.41it/s]Epoch 2/10: 90%|████████▉ | 241/268 [02:49<00:18, 1.43it/s]Epoch 2/10: 90%|█████████ | 242/268 [02:50<00:17, 1.45it/s]Epoch 2/10: 91%|█████████ | 243/268 [02:51<00:17, 1.46it/s]Epoch 2/10: 91%|█████████ | 244/268 [02:51<00:16, 1.47it/s]Epoch 2/10: 91%|█████████▏| 245/268 [02:52<00:15, 1.47it/s]Epoch 2/10: 92%|█████████▏| 246/268 [02:53<00:14, 1.47it/s]Epoch 2/10: 92%|█████████▏| 247/268 [02:53<00:14, 1.47it/s]Epoch 2/10: 93%|█████████▎| 248/268 [02:54<00:13, 1.47it/s]Epoch 2/10: 93%|█████████▎| 249/268 [02:55<00:12, 1.48it/s]Epoch 2/10: 93%|█████████▎| 250/268 [02:55<00:12, 1.47it/s]Epoch 2/10: 94%|█████████▎| 251/268 [02:56<00:11, 1.47it/s]Epoch 2/10: 94%|█████████▍| 252/268 [02:57<00:10, 1.47it/s]Epoch 2/10: 94%|█████████▍| 253/268 [02:57<00:10, 1.46it/s]Epoch 2/10: 95%|█████████▍| 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train_loss: 0.2163926843942991
train_mIoU: 0.7113002022148565
train_accuracy: 0.8466159938316238
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<01:04, 7.40it/s]Epoch 2/10: 1%|▏ | 7/475 [00:00<00:13, 33.80it/s]Epoch 2/10: 3%|▎ | 12/475 [00:00<00:12, 37.69it/s]Epoch 2/10: 3%|▎ | 16/475 [00:00<00:12, 37.62it/s]Epoch 2/10: 4%|▍ | 21/475 [00:00<00:11, 38.77it/s]Epoch 2/10: 5%|▌ | 26/475 [00:00<00:11, 38.93it/s]Epoch 2/10: 7%|▋ | 31/475 [00:00<00:10, 40.95it/s]Epoch 2/10: 8%|▊ | 37/475 [00:00<00:09, 44.49it/s]Epoch 2/10: 9%|▉ | 42/475 [00:01<00:10, 42.26it/s]Epoch 2/10: 10%|▉ | 47/475 [00:01<00:10, 41.40it/s]Epoch 2/10: 11%|█ | 52/475 [00:01<00:10, 41.28it/s]Epoch 2/10: 12%|█▏ | 57/475 [00:01<00:10, 41.25it/s]Epoch 2/10: 13%|█▎ | 63/475 [00:01<00:09, 43.33it/s]Epoch 2/10: 14%|█▍ | 68/475 [00:01<00:09, 41.95it/s]Epoch 2/10: 15%|█▌ | 73/475 [00:01<00:09, 41.04it/s]Epoch 2/10: 16%|█▋ | 78/475 [00:01<00:09, 40.01it/s]Epoch 2/10: 17%|█▋ | 83/475 [00:02<00:09, 39.84it/s]Epoch 2/10: 19%|█▊ | 88/475 [00:02<00:09, 41.45it/s]Epoch 2/10: 20%|█▉ | 93/475 [00:02<00:09, 41.16it/s]Epoch 2/10: 21%|██ | 98/475 [00:02<00:09, 39.91it/s]Epoch 2/10: 22%|██▏ | 103/475 [00:02<00:09, 39.98it/s]Epoch 2/10: 23%|██▎ | 108/475 [00:02<00:09, 40.05it/s]Epoch 2/10: 24%|██▍ | 113/475 [00:02<00:08, 40.42it/s]Epoch 2/10: 25%|██▍ | 118/475 [00:02<00:08, 40.36it/s]Epoch 2/10: 26%|██▌ | 123/475 [00:03<00:08, 39.98it/s]Epoch 2/10: 27%|██▋ | 128/475 [00:03<00:08, 39.58it/s]Epoch 2/10: 28%|██▊ | 132/475 [00:03<00:08, 39.16it/s]Epoch 2/10: 29%|██▉ | 138/475 [00:03<00:07, 43.90it/s]Epoch 2/10: 30%|███ | 143/475 [00:03<00:07, 42.11it/s]Epoch 2/10: 31%|███ | 148/475 [00:03<00:07, 41.18it/s]Epoch 2/10: 32%|███▏ | 153/475 [00:03<00:07, 40.65it/s]Epoch 2/10: 33%|███▎ | 158/475 [00:03<00:07, 40.36it/s]Epoch 2/10: 34%|███▍ | 163/475 [00:04<00:07, 42.60it/s]Epoch 2/10: 35%|███▌ | 168/475 [00:04<00:07, 43.63it/s]Epoch 2/10: 36%|███▋ | 173/475 [00:04<00:07, 42.76it/s]Epoch 2/10: 37%|███▋ | 178/475 [00:04<00:07, 41.99it/s]Epoch 2/10: 39%|███▊ | 183/475 [00:04<00:07, 40.92it/s]Epoch 2/10: 40%|███▉ | 188/475 [00:04<00:07, 40.88it/s]Epoch 2/10: 41%|████ | 193/475 [00:04<00:06, 42.95it/s]Epoch 2/10: 42%|████▏ | 198/475 [00:04<00:06, 41.11it/s]Epoch 2/10: 43%|████▎ | 203/475 [00:04<00:06, 40.33it/s]Epoch 2/10: 44%|████▍ | 208/475 [00:05<00:06, 40.55it/s]Epoch 2/10: 45%|████▍ | 213/475 [00:05<00:06, 40.27it/s]Epoch 2/10: 46%|████▌ | 218/475 [00:05<00:06, 40.32it/s]Epoch 2/10: 47%|████▋ | 223/475 [00:05<00:06, 40.62it/s]Epoch 2/10: 48%|████▊ | 228/475 [00:05<00:06, 40.74it/s]Epoch 2/10: 49%|████▉ | 233/475 [00:05<00:05, 41.35it/s]Epoch 2/10: 50%|█████ | 238/475 [00:05<00:05, 40.96it/s]Epoch 2/10: 51%|█████ | 243/475 [00:05<00:05, 43.30it/s]Epoch 2/10: 52%|█████▏ | 248/475 [00:06<00:05, 42.39it/s]Epoch 2/10: 53%|█████▎ | 253/475 [00:06<00:05, 41.80it/s]Epoch 2/10: 54%|█████▍ | 258/475 [00:06<00:05, 41.42it/s]Epoch 2/10: 55%|█████▌ | 263/475 [00:06<00:05, 40.40it/s]Epoch 2/10: 57%|█████▋ | 269/475 [00:06<00:04, 44.38it/s]Epoch 2/10: 58%|█████▊ | 274/475 [00:06<00:04, 42.47it/s]Epoch 2/10: 59%|█████▊ | 279/475 [00:06<00:04, 41.96it/s]Epoch 2/10: 60%|█████▉ | 284/475 [00:06<00:04, 40.47it/s]Epoch 2/10: 61%|██████ | 289/475 [00:07<00:04, 40.05it/s]Epoch 2/10: 62%|██████▏ | 295/475 [00:07<00:04, 44.52it/s]Epoch 2/10: 63%|██████▎ | 300/475 [00:07<00:04, 43.45it/s]Epoch 2/10: 64%|██████▍ | 305/475 [00:07<00:04, 41.80it/s]Epoch 2/10: 65%|██████▌ | 310/475 [00:07<00:04, 40.75it/s]Epoch 2/10: 66%|██████▋ | 315/475 [00:07<00:03, 40.31it/s]Epoch 2/10: 68%|██████▊ | 321/475 [00:07<00:03, 44.84it/s]Epoch 2/10: 69%|██████▊ | 326/475 [00:07<00:03, 43.10it/s]Epoch 2/10: 70%|██████▉ | 331/475 [00:08<00:03, 42.06it/s]Epoch 2/10: 71%|███████ | 336/475 [00:08<00:03, 40.83it/s]Epoch 2/10: 72%|███████▏ | 341/475 [00:08<00:03, 39.25it/s]Epoch 2/10: 73%|███████▎ | 347/475 [00:08<00:02, 43.08it/s]Epoch 2/10: 74%|███████▍ | 352/475 [00:08<00:02, 41.30it/s]Epoch 2/10: 75%|███████▌ | 357/475 [00:08<00:02, 40.24it/s]Epoch 2/10: 76%|███████▌ | 362/475 [00:08<00:02, 39.37it/s]Epoch 2/10: 77%|███████▋ | 366/475 [00:08<00:02, 38.62it/s]Epoch 2/10: 78%|███████▊ | 371/475 [00:09<00:02, 40.95it/s]Epoch 2/10: 79%|███████▉ | 376/475 [00:09<00:02, 39.64it/s]Epoch 2/10: 80%|████████ | 381/475 [00:09<00:02, 38.42it/s]Epoch 2/10: 81%|████████ | 385/475 [00:09<00:02, 37.87it/s]Epoch 2/10: 82%|████████▏ | 389/475 [00:09<00:02, 37.51it/s]Epoch 2/10: 83%|████████▎ | 394/475 [00:09<00:02, 39.85it/s]Epoch 2/10: 84%|████████▍ | 399/475 [00:09<00:01, 38.74it/s]Epoch 2/10: 85%|████████▍ | 403/475 [00:09<00:01, 37.95it/s]Epoch 2/10: 86%|████████▌ | 408/475 [00:10<00:01, 38.74it/s]Epoch 2/10: 87%|████████▋ | 412/475 [00:10<00:01, 38.61it/s]Epoch 2/10: 88%|████████▊ | 417/475 [00:10<00:01, 41.15it/s]Epoch 2/10: 89%|████████▉ | 422/475 [00:10<00:01, 42.11it/s]Epoch 2/10: 90%|████████▉ | 427/475 [00:10<00:01, 40.14it/s]Epoch 2/10: 91%|█████████ | 432/475 [00:10<00:01, 39.83it/s]Epoch 2/10: 92%|█████████▏| 437/475 [00:10<00:00, 39.78it/s]Epoch 2/10: 93%|█████████▎| 441/475 [00:10<00:00, 38.63it/s]Epoch 2/10: 94%|█████████▍| 446/475 [00:10<00:00, 40.67it/s]Epoch 2/10: 95%|█████████▍| 451/475 [00:11<00:00, 39.71it/s]Epoch 2/10: 96%|█████████▌| 456/475 [00:11<00:00, 41.00it/s]Epoch 2/10: 97%|█████████▋| 461/475 [00:11<00:00, 40.53it/s]Epoch 2/10: 98%|█████████▊| 466/475 [00:11<00:00, 39.01it/s]Epoch 2/10: 99%|█████████▉| 471/475 [00:11<00:00, 41.35it/s]Epoch 2/10: 100%|██████████| 475/475 [00:11<00:00, 40.55it/s]
val_loss: 0.26290262382281454
val_mIoU: 0.67644186506326
val_accuracy: 0.8251912006578948
saving model
0%| | 0/268 [00:00<?, ?it/s]Epoch 3/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 3/10: 0%| | 1/268 [00:00<03:35, 1.24it/s]Epoch 3/10: 1%| | 2/268 [00:01<03:17, 1.35it/s]Epoch 3/10: 1%| | 3/268 [00:02<03:10, 1.39it/s]Epoch 3/10: 1%|▏ | 4/268 [00:02<03:05, 1.42it/s]Epoch 3/10: 2%|▏ | 5/268 [00:03<03:04, 1.43it/s]Epoch 3/10: 2%|▏ | 6/268 [00:04<03:01, 1.44it/s]Epoch 3/10: 3%|▎ | 7/268 [00:04<03:01, 1.43it/s]Epoch 3/10: 3%|▎ | 8/268 [00:05<02:59, 1.45it/s]Epoch 3/10: 3%|▎ | 9/268 [00:06<02:58, 1.45it/s]Epoch 3/10: 4%|▎ | 10/268 [00:07<02:57, 1.45it/s]Epoch 3/10: 4%|▍ | 11/268 [00:07<02:54, 1.47it/s]Epoch 3/10: 4%|▍ | 12/268 [00:08<02:54, 1.47it/s]Epoch 3/10: 5%|▍ | 13/268 [00:09<02:54, 1.46it/s]Epoch 3/10: 5%|▌ | 14/268 [00:09<02:54, 1.45it/s]Epoch 3/10: 6%|▌ | 15/268 [00:10<02:55, 1.44it/s]Epoch 3/10: 6%|▌ | 16/268 [00:11<02:57, 1.42it/s]Epoch 3/10: 6%|▋ | 17/268 [00:11<02:59, 1.40it/s]Epoch 3/10: 7%|▋ | 18/268 [00:12<03:01, 1.38it/s]Epoch 3/10: 7%|▋ | 19/268 [00:13<03:03, 1.36it/s]Epoch 3/10: 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3/10: 15%|█▍ | 40/268 [00:29<02:38, 1.44it/s]Epoch 3/10: 15%|█▌ | 41/268 [00:29<02:36, 1.45it/s]Epoch 3/10: 16%|█▌ | 42/268 [00:30<02:35, 1.45it/s]Epoch 3/10: 16%|█▌ | 43/268 [00:31<02:35, 1.45it/s]Epoch 3/10: 16%|█▋ | 44/268 [00:31<02:34, 1.45it/s]Epoch 3/10: 17%|█▋ | 45/268 [00:32<02:32, 1.46it/s]Epoch 3/10: 17%|█▋ | 46/268 [00:33<02:31, 1.47it/s]Epoch 3/10: 18%|█▊ | 47/268 [00:33<02:31, 1.46it/s]Epoch 3/10: 18%|█▊ | 48/268 [00:34<02:30, 1.46it/s]Epoch 3/10: 18%|█▊ | 49/268 [00:35<02:30, 1.45it/s]Epoch 3/10: 19%|█▊ | 50/268 [00:35<02:30, 1.45it/s]Epoch 3/10: 19%|█▉ | 51/268 [00:36<02:29, 1.45it/s]Epoch 3/10: 19%|█▉ | 52/268 [00:37<02:28, 1.45it/s]Epoch 3/10: 20%|█▉ | 53/268 [00:37<02:27, 1.46it/s]Epoch 3/10: 20%|██ | 54/268 [00:38<02:25, 1.47it/s]Epoch 3/10: 21%|██ | 55/268 [00:39<02:24, 1.47it/s]Epoch 3/10: 21%|██ | 56/268 [00:39<02:25, 1.46it/s]Epoch 3/10: 21%|██▏ | 57/268 [00:40<02:25, 1.45it/s]Epoch 3/10: 22%|██▏ | 58/268 [00:41<02:25, 1.44it/s]Epoch 3/10: 22%|██▏ | 59/268 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1.66it/s]Epoch 3/10: 43%|████▎ | 116/268 [01:20<01:31, 1.65it/s]Epoch 3/10: 44%|████▎ | 117/268 [01:21<01:31, 1.65it/s]Epoch 3/10: 44%|████▍ | 118/268 [01:22<01:31, 1.64it/s]Epoch 3/10: 44%|████▍ | 119/268 [01:22<01:29, 1.66it/s]Epoch 3/10: 45%|████▍ | 120/268 [01:23<01:27, 1.70it/s]Epoch 3/10: 45%|████▌ | 121/268 [01:23<01:16, 1.92it/s]Epoch 3/10: 46%|████▌ | 122/268 [01:24<01:23, 1.74it/s]Epoch 3/10: 46%|████▌ | 123/268 [01:25<01:30, 1.60it/s]Epoch 3/10: 46%|████▋ | 124/268 [01:25<01:35, 1.50it/s]Epoch 3/10: 47%|████▋ | 125/268 [01:26<01:39, 1.44it/s]Epoch 3/10: 47%|████▋ | 126/268 [01:27<01:41, 1.39it/s]Epoch 3/10: 47%|████▋ | 127/268 [01:28<01:43, 1.36it/s]Epoch 3/10: 48%|████▊ | 128/268 [01:29<01:44, 1.34it/s]Epoch 3/10: 48%|████▊ | 129/268 [01:29<01:46, 1.31it/s]Epoch 3/10: 49%|████▊ | 130/268 [01:30<01:47, 1.28it/s]Epoch 3/10: 49%|████▉ | 131/268 [01:31<01:48, 1.26it/s]Epoch 3/10: 49%|████▉ | 132/268 [01:32<01:48, 1.26it/s]Epoch 3/10: 50%|████▉ | 133/268 [01:33<01:46, 1.27it/s]Epoch 3/10: 50%|█████ | 134/268 [01:33<01:43, 1.30it/s]Epoch 3/10: 50%|█████ | 135/268 [01:34<01:40, 1.33it/s]Epoch 3/10: 51%|█████ | 136/268 [01:35<01:37, 1.35it/s]Epoch 3/10: 51%|█████ | 137/268 [01:35<01:34, 1.38it/s]Epoch 3/10: 51%|█████▏ | 138/268 [01:36<01:32, 1.41it/s]Epoch 3/10: 52%|█████▏ | 139/268 [01:37<01:29, 1.43it/s]Epoch 3/10: 52%|█████▏ | 140/268 [01:37<01:28, 1.45it/s]Epoch 3/10: 53%|█████▎ | 141/268 [01:38<01:26, 1.47it/s]Epoch 3/10: 53%|█████▎ | 142/268 [01:39<01:24, 1.49it/s]Epoch 3/10: 53%|█████▎ | 143/268 [01:39<01:24, 1.48it/s]Epoch 3/10: 54%|█████▎ | 144/268 [01:40<01:24, 1.47it/s]Epoch 3/10: 54%|█████▍ | 145/268 [01:41<01:23, 1.48it/s]Epoch 3/10: 54%|█████▍ | 146/268 [01:41<01:23, 1.46it/s]Epoch 3/10: 55%|█████▍ | 147/268 [01:42<01:22, 1.47it/s]Epoch 3/10: 55%|█████▌ | 148/268 [01:43<01:22, 1.46it/s]Epoch 3/10: 56%|█████▌ | 149/268 [01:44<01:22, 1.44it/s]Epoch 3/10: 56%|█████▌ | 150/268 [01:44<01:21, 1.44it/s]Epoch 3/10: 56%|█████▋ | 151/268 [01:45<01:20, 1.45it/s]Epoch 3/10: 57%|█████▋ | 152/268 [01:46<01:20, 1.45it/s]Epoch 3/10: 57%|█████▋ | 153/268 [01:46<01:19, 1.46it/s]Epoch 3/10: 57%|█████▋ | 154/268 [01:47<01:17, 1.46it/s]Epoch 3/10: 58%|█████▊ | 155/268 [01:48<01:16, 1.48it/s]Epoch 3/10: 58%|█████▊ | 156/268 [01:48<01:15, 1.48it/s]Epoch 3/10: 59%|█████▊ | 157/268 [01:49<01:15, 1.47it/s]Epoch 3/10: 59%|█████▉ | 158/268 [01:50<01:15, 1.46it/s]Epoch 3/10: 59%|█████▉ | 159/268 [01:50<01:15, 1.45it/s]Epoch 3/10: 60%|█████▉ | 160/268 [01:51<01:14, 1.44it/s]Epoch 3/10: 60%|██████ | 161/268 [01:52<01:15, 1.42it/s]Epoch 3/10: 60%|██████ | 162/268 [01:53<01:16, 1.38it/s]Epoch 3/10: 61%|██████ | 163/268 [01:53<01:17, 1.36it/s]Epoch 3/10: 61%|██████ | 164/268 [01:54<01:18, 1.33it/s]Epoch 3/10: 62%|██████▏ | 165/268 [01:55<01:18, 1.30it/s]Epoch 3/10: 62%|██████▏ | 166/268 [01:56<01:19, 1.29it/s]Epoch 3/10: 62%|██████▏ | 167/268 [01:57<01:19, 1.27it/s]Epoch 3/10: 63%|██████▎ | 168/268 [01:57<01:19, 1.26it/s]Epoch 3/10: 63%|██████▎ | 169/268 [01:58<01:19, 1.24it/s]Epoch 3/10: 63%|██████▎ | 170/268 [01:59<01:18, 1.24it/s]Epoch 3/10: 64%|██████▍ | 171/268 [02:00<01:17, 1.26it/s]Epoch 3/10: 64%|██████▍ | 172/268 [02:00<01:15, 1.28it/s]Epoch 3/10: 65%|██████▍ | 173/268 [02:01<01:12, 1.31it/s]Epoch 3/10: 65%|██████▍ | 174/268 [02:02<01:12, 1.29it/s]Epoch 3/10: 65%|██████▌ | 175/268 [02:03<01:11, 1.30it/s]Epoch 3/10: 66%|██████▌ | 176/268 [02:04<01:09, 1.32it/s]Epoch 3/10: 66%|██████▌ | 177/268 [02:04<01:07, 1.35it/s]Epoch 3/10: 66%|██████▋ | 178/268 [02:05<01:05, 1.38it/s]Epoch 3/10: 67%|██████▋ | 179/268 [02:06<01:03, 1.41it/s]Epoch 3/10: 67%|██████▋ | 180/268 [02:06<01:01, 1.43it/s]Epoch 3/10: 68%|██████▊ | 181/268 [02:07<01:00, 1.44it/s]Epoch 3/10: 68%|██████▊ | 182/268 [02:08<00:59, 1.45it/s]Epoch 3/10: 68%|██████▊ | 183/268 [02:08<00:58, 1.46it/s]Epoch 3/10: 69%|██████▊ | 184/268 [02:09<00:57, 1.47it/s]Epoch 3/10: 69%|██████▉ | 185/268 [02:10<00:56, 1.48it/s]Epoch 3/10: 69%|██████▉ | 186/268 [02:10<00:55, 1.47it/s]Epoch 3/10: 70%|██████▉ | 187/268 [02:11<00:55, 1.45it/s]Epoch 3/10: 70%|███████ | 188/268 [02:12<00:55, 1.45it/s]Epoch 3/10: 71%|███████ | 189/268 [02:12<00:54, 1.45it/s]Epoch 3/10: 71%|███████ | 190/268 [02:13<00:53, 1.45it/s]Epoch 3/10: 71%|███████▏ | 191/268 [02:14<00:53, 1.45it/s]Epoch 3/10: 72%|███████▏ | 192/268 [02:14<00:52, 1.44it/s]Epoch 3/10: 72%|███████▏ | 193/268 [02:15<00:51, 1.44it/s]Epoch 3/10: 72%|███████▏ | 194/268 [02:16<00:51, 1.45it/s]Epoch 3/10: 73%|███████▎ | 195/268 [02:17<00:50, 1.44it/s]Epoch 3/10: 73%|███████▎ | 196/268 [02:17<00:50, 1.44it/s]Epoch 3/10: 74%|███████▎ | 197/268 [02:18<00:49, 1.44it/s]Epoch 3/10: 74%|███████▍ | 198/268 [02:19<00:48, 1.43it/s]Epoch 3/10: 74%|███████▍ | 199/268 [02:19<00:47, 1.44it/s]Epoch 3/10: 75%|███████▍ | 200/268 [02:20<00:46, 1.45it/s]Epoch 3/10: 75%|███████▌ | 201/268 [02:21<00:46, 1.45it/s]Epoch 3/10: 75%|███████▌ | 202/268 [02:21<00:45, 1.45it/s]Epoch 3/10: 76%|███████▌ | 203/268 [02:22<00:44, 1.48it/s]Epoch 3/10: 76%|███████▌ | 204/268 [02:23<00:43, 1.47it/s]Epoch 3/10: 76%|███████▋ | 205/268 [02:23<00:43, 1.46it/s]Epoch 3/10: 77%|███████▋ | 206/268 [02:24<00:43, 1.44it/s]Epoch 3/10: 77%|███████▋ | 207/268 [02:25<00:43, 1.41it/s]Epoch 3/10: 78%|███████▊ | 208/268 [02:26<00:43, 1.39it/s]Epoch 3/10: 78%|███████▊ | 209/268 [02:26<00:42, 1.38it/s]Epoch 3/10: 78%|███████▊ | 210/268 [02:27<00:42, 1.38it/s]Epoch 3/10: 79%|███████▊ | 211/268 [02:28<00:41, 1.38it/s]Epoch 3/10: 79%|███████▉ | 212/268 [02:29<00:41, 1.36it/s]Epoch 3/10: 79%|███████▉ | 213/268 [02:29<00:40, 1.35it/s]Epoch 3/10: 80%|███████▉ | 214/268 [02:30<00:40, 1.34it/s]Epoch 3/10: 80%|████████ | 215/268 [02:31<00:39, 1.33it/s]Epoch 3/10: 81%|████████ | 216/268 [02:32<00:38, 1.35it/s]Epoch 3/10: 81%|████████ | 217/268 [02:32<00:37, 1.36it/s]Epoch 3/10: 81%|████████▏ | 218/268 [02:33<00:37, 1.34it/s]Epoch 3/10: 82%|████████▏ | 219/268 [02:34<00:37, 1.32it/s]Epoch 3/10: 82%|████████▏ | 220/268 [02:35<00:36, 1.31it/s]Epoch 3/10: 82%|████████▏ | 221/268 [02:35<00:36, 1.30it/s]Epoch 3/10: 83%|████████▎ | 222/268 [02:36<00:35, 1.29it/s]Epoch 3/10: 83%|████████▎ | 223/268 [02:37<00:35, 1.29it/s]Epoch 3/10: 84%|████████▎ | 224/268 [02:38<00:34, 1.27it/s]Epoch 3/10: 84%|████████▍ | 225/268 [02:39<00:34, 1.25it/s]Epoch 3/10: 84%|████████▍ | 226/268 [02:39<00:33, 1.24it/s]Epoch 3/10: 85%|████████▍ | 227/268 [02:40<00:32, 1.25it/s]Epoch 3/10: 85%|████████▌ | 228/268 [02:41<00:31, 1.28it/s]Epoch 3/10: 85%|████████▌ | 229/268 [02:42<00:29, 1.31it/s]Epoch 3/10: 86%|████████▌ | 230/268 [02:42<00:28, 1.33it/s]Epoch 3/10: 86%|████████▌ | 231/268 [02:43<00:27, 1.37it/s]Epoch 3/10: 87%|████████▋ | 232/268 [02:44<00:25, 1.39it/s]Epoch 3/10: 87%|████████▋ | 233/268 [02:44<00:24, 1.41it/s]Epoch 3/10: 87%|████████▋ | 234/268 [02:45<00:23, 1.44it/s]Epoch 3/10: 88%|████████▊ | 235/268 [02:46<00:22, 1.45it/s]Epoch 3/10: 88%|████████▊ | 236/268 [02:46<00:22, 1.45it/s]Epoch 3/10: 88%|████████▊ | 237/268 [02:47<00:21, 1.46it/s]Epoch 3/10: 89%|████████▉ | 238/268 [02:48<00:20, 1.45it/s]Epoch 3/10: 89%|████████▉ | 239/268 [02:49<00:19, 1.46it/s]Epoch 3/10: 90%|████████▉ | 240/268 [02:49<00:19, 1.46it/s]Epoch 3/10: 90%|████████▉ | 241/268 [02:50<00:18, 1.45it/s]Epoch 3/10: 90%|█████████ | 242/268 [02:51<00:17, 1.46it/s]Epoch 3/10: 91%|█████████ | 243/268 [02:51<00:17, 1.45it/s]Epoch 3/10: 91%|█████████ | 244/268 [02:52<00:16, 1.44it/s]Epoch 3/10: 91%|█████████▏| 245/268 [02:53<00:15, 1.44it/s]Epoch 3/10: 92%|█████████▏| 246/268 [02:53<00:15, 1.44it/s]Epoch 3/10: 92%|█████████▏| 247/268 [02:54<00:14, 1.44it/s]Epoch 3/10: 93%|█████████▎| 248/268 [02:55<00:13, 1.45it/s]Epoch 3/10: 93%|█████████▎| 249/268 [02:55<00:13, 1.46it/s]Epoch 3/10: 93%|█████████▎| 250/268 [02:56<00:12, 1.46it/s]Epoch 3/10: 94%|█████████▎| 251/268 [02:57<00:11, 1.45it/s]Epoch 3/10: 94%|█████████▍| 252/268 [02:58<00:11, 1.44it/s]Epoch 3/10: 94%|█████████▍| 253/268 [02:58<00:10, 1.45it/s]Epoch 3/10: 95%|█████████▍| 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train_loss: 0.19766367299120818
train_mIoU: 0.7245925822748323
train_accuracy: 0.8555467817914943
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, 6.99it/s]Epoch 3/10: 1%|▏ | 6/475 [00:00<00:17, 26.67it/s]Epoch 3/10: 2%|▏ | 11/475 [00:00<00:13, 33.57it/s]Epoch 3/10: 3%|▎ | 16/475 [00:00<00:12, 36.12it/s]Epoch 3/10: 4%|▍ | 21/475 [00:00<00:11, 37.99it/s]Epoch 3/10: 5%|▌ | 25/475 [00:00<00:11, 37.63it/s]Epoch 3/10: 6%|▋ | 30/475 [00:00<00:10, 40.75it/s]Epoch 3/10: 7%|▋ | 35/475 [00:00<00:10, 40.18it/s]Epoch 3/10: 8%|▊ | 40/475 [00:01<00:11, 38.63it/s]Epoch 3/10: 9%|▉ | 45/475 [00:01<00:10, 39.53it/s]Epoch 3/10: 10%|█ | 49/475 [00:01<00:11, 38.57it/s]Epoch 3/10: 11%|█▏ | 54/475 [00:01<00:10, 40.89it/s]Epoch 3/10: 12%|█▏ | 59/475 [00:01<00:10, 40.57it/s]Epoch 3/10: 13%|█▎ | 64/475 [00:01<00:10, 41.06it/s]Epoch 3/10: 15%|█▍ | 69/475 [00:01<00:10, 39.96it/s]Epoch 3/10: 16%|█▌ | 74/475 [00:01<00:10, 40.09it/s]Epoch 3/10: 17%|█▋ | 79/475 [00:02<00:09, 41.79it/s]Epoch 3/10: 18%|█▊ | 84/475 [00:02<00:09, 43.04it/s]Epoch 3/10: 19%|█▊ | 89/475 [00:02<00:09, 42.75it/s]Epoch 3/10: 20%|█▉ | 94/475 [00:02<00:09, 42.05it/s]Epoch 3/10: 21%|██ | 99/475 [00:02<00:09, 40.84it/s]Epoch 3/10: 22%|██▏ | 104/475 [00:02<00:09, 41.08it/s]Epoch 3/10: 23%|██▎ | 110/475 [00:02<00:08, 44.84it/s]Epoch 3/10: 24%|██▍ | 115/475 [00:02<00:08, 42.48it/s]Epoch 3/10: 25%|██▌ | 120/475 [00:03<00:08, 42.51it/s]Epoch 3/10: 26%|██▋ | 125/475 [00:03<00:08, 41.60it/s]Epoch 3/10: 27%|██▋ | 130/475 [00:03<00:08, 41.47it/s]Epoch 3/10: 29%|██▊ | 136/475 [00:03<00:07, 45.67it/s]Epoch 3/10: 30%|██▉ | 141/475 [00:03<00:07, 43.41it/s]Epoch 3/10: 31%|███ | 146/475 [00:03<00:07, 42.34it/s]Epoch 3/10: 32%|███▏ | 151/475 [00:03<00:07, 41.49it/s]Epoch 3/10: 33%|███▎ | 156/475 [00:03<00:07, 40.49it/s]Epoch 3/10: 34%|███▍ | 162/475 [00:03<00:07, 44.55it/s]Epoch 3/10: 35%|███▌ | 167/475 [00:04<00:07, 42.32it/s]Epoch 3/10: 36%|███▌ | 172/475 [00:04<00:07, 40.78it/s]Epoch 3/10: 37%|███▋ | 177/475 [00:04<00:07, 40.26it/s]Epoch 3/10: 38%|███▊ | 182/475 [00:04<00:07, 40.31it/s]Epoch 3/10: 40%|███▉ | 188/475 [00:04<00:06, 44.05it/s]Epoch 3/10: 41%|████ | 193/475 [00:04<00:06, 44.09it/s]Epoch 3/10: 42%|████▏ | 198/475 [00:04<00:06, 41.98it/s]Epoch 3/10: 43%|████▎ | 203/475 [00:04<00:06, 41.18it/s]Epoch 3/10: 44%|████▍ | 208/475 [00:05<00:06, 40.42it/s]Epoch 3/10: 45%|████▍ | 213/475 [00:05<00:06, 42.17it/s]Epoch 3/10: 46%|████▌ | 218/475 [00:05<00:06, 42.74it/s]Epoch 3/10: 47%|████▋ | 223/475 [00:05<00:05, 42.02it/s]Epoch 3/10: 48%|████▊ | 228/475 [00:05<00:06, 40.81it/s]Epoch 3/10: 49%|████▉ | 233/475 [00:05<00:05, 40.50it/s]Epoch 3/10: 50%|█████ | 238/475 [00:05<00:05, 40.75it/s]Epoch 3/10: 51%|█████ | 243/475 [00:05<00:05, 42.80it/s]Epoch 3/10: 52%|█████▏ | 248/475 [00:06<00:05, 41.70it/s]Epoch 3/10: 53%|█████▎ | 253/475 [00:06<00:05, 40.52it/s]Epoch 3/10: 54%|█████▍ | 258/475 [00:06<00:05, 39.79it/s]Epoch 3/10: 55%|█████▌ | 263/475 [00:06<00:05, 39.65it/s]Epoch 3/10: 57%|█████▋ | 269/475 [00:06<00:04, 42.57it/s]Epoch 3/10: 58%|█████▊ | 274/475 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39.47it/s]Epoch 3/10: 76%|███████▌ | 362/475 [00:08<00:02, 38.40it/s]Epoch 3/10: 77%|███████▋ | 368/475 [00:09<00:02, 43.27it/s]Epoch 3/10: 79%|███████▊ | 373/475 [00:09<00:02, 41.67it/s]Epoch 3/10: 80%|███████▉ | 378/475 [00:09<00:02, 41.77it/s]Epoch 3/10: 81%|████████ | 383/475 [00:09<00:02, 40.53it/s]Epoch 3/10: 82%|████████▏ | 388/475 [00:09<00:02, 39.29it/s]Epoch 3/10: 83%|████████▎ | 394/475 [00:09<00:01, 43.31it/s]Epoch 3/10: 84%|████████▍ | 399/475 [00:09<00:01, 41.03it/s]Epoch 3/10: 85%|████████▌ | 404/475 [00:09<00:01, 39.63it/s]Epoch 3/10: 86%|████████▌ | 409/475 [00:10<00:01, 39.15it/s]Epoch 3/10: 87%|████████▋ | 413/475 [00:10<00:01, 38.50it/s]Epoch 3/10: 88%|████████▊ | 418/475 [00:10<00:01, 39.88it/s]Epoch 3/10: 89%|████████▉ | 423/475 [00:10<00:01, 39.49it/s]Epoch 3/10: 90%|█████████ | 428/475 [00:10<00:01, 40.35it/s]Epoch 3/10: 91%|█████████ | 433/475 [00:10<00:01, 40.96it/s]Epoch 3/10: 92%|█████████▏| 438/475 [00:10<00:00, 39.88it/s]Epoch 3/10: 93%|█████████▎| 443/475 [00:10<00:00, 40.89it/s]Epoch 3/10: 94%|█████████▍| 448/475 [00:11<00:00, 40.08it/s]Epoch 3/10: 95%|█████████▌| 453/475 [00:11<00:00, 40.45it/s]Epoch 3/10: 96%|█████████▋| 458/475 [00:11<00:00, 39.37it/s]Epoch 3/10: 97%|█████████▋| 462/475 [00:11<00:00, 37.80it/s]Epoch 3/10: 98%|█████████▊| 467/475 [00:11<00:00, 40.58it/s]Epoch 3/10: 99%|█████████▉| 472/475 [00:11<00:00, 40.25it/s]Epoch 3/10: 100%|██████████| 475/475 [00:11<00:00, 40.44it/s]
val_loss: 0.25042720091970344
val_mIoU: 0.6896638434701481
val_accuracy: 0.8367249177631579
saving model
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63%|██████▎ | 169/268 [01:58<01:06, 1.48it/s]Epoch 4/10: 63%|██████▎ | 170/268 [01:59<01:05, 1.49it/s]Epoch 4/10: 64%|██████▍ | 171/268 [01:59<01:05, 1.48it/s]Epoch 4/10: 64%|██████▍ | 172/268 [02:00<01:05, 1.47it/s]Epoch 4/10: 65%|██████▍ | 173/268 [02:01<01:04, 1.48it/s]Epoch 4/10: 65%|██████▍ | 174/268 [02:01<01:03, 1.48it/s]Epoch 4/10: 65%|██████▌ | 175/268 [02:02<01:02, 1.48it/s]Epoch 4/10: 66%|██████▌ | 176/268 [02:03<01:02, 1.48it/s]Epoch 4/10: 66%|██████▌ | 177/268 [02:03<01:01, 1.48it/s]Epoch 4/10: 66%|██████▋ | 178/268 [02:04<01:01, 1.47it/s]Epoch 4/10: 67%|██████▋ | 179/268 [02:05<01:00, 1.46it/s]Epoch 4/10: 67%|██████▋ | 180/268 [02:05<01:01, 1.44it/s]Epoch 4/10: 68%|██████▊ | 181/268 [02:06<01:01, 1.42it/s]Epoch 4/10: 68%|██████▊ | 182/268 [02:07<01:02, 1.39it/s]Epoch 4/10: 68%|██████▊ | 183/268 [02:08<01:02, 1.36it/s]Epoch 4/10: 69%|██████▊ | 184/268 [02:08<01:02, 1.34it/s]Epoch 4/10: 69%|██████▉ | 185/268 [02:09<01:02, 1.32it/s]Epoch 4/10: 69%|██████▉ | 186/268 [02:10<01:02, 1.31it/s]Epoch 4/10: 70%|██████▉ | 187/268 [02:11<01:02, 1.30it/s]Epoch 4/10: 70%|███████ | 188/268 [02:12<01:02, 1.28it/s]Epoch 4/10: 71%|███████ | 189/268 [02:12<01:02, 1.26it/s]Epoch 4/10: 71%|███████ | 190/268 [02:13<01:02, 1.25it/s]Epoch 4/10: 71%|███████▏ | 191/268 [02:14<01:01, 1.25it/s]Epoch 4/10: 72%|███████▏ | 192/268 [02:15<00:59, 1.27it/s]Epoch 4/10: 72%|███████▏ | 193/268 [02:16<00:57, 1.31it/s]Epoch 4/10: 72%|███████▏ | 194/268 [02:16<00:54, 1.36it/s]Epoch 4/10: 73%|███████▎ | 195/268 [02:17<00:52, 1.39it/s]Epoch 4/10: 73%|███████▎ | 196/268 [02:18<00:50, 1.42it/s]Epoch 4/10: 74%|███████▎ | 197/268 [02:18<00:49, 1.44it/s]Epoch 4/10: 74%|███████▍ | 198/268 [02:19<00:48, 1.46it/s]Epoch 4/10: 74%|███████▍ | 199/268 [02:20<00:47, 1.46it/s]Epoch 4/10: 75%|███████▍ | 200/268 [02:20<00:46, 1.47it/s]Epoch 4/10: 75%|███████▌ | 201/268 [02:21<00:45, 1.46it/s]Epoch 4/10: 75%|███████▌ | 202/268 [02:22<00:44, 1.47it/s]Epoch 4/10: 76%|███████▌ | 203/268 [02:22<00:44, 1.46it/s]Epoch 4/10: 76%|███████▌ | 204/268 [02:23<00:43, 1.47it/s]Epoch 4/10: 76%|███████▋ | 205/268 [02:24<00:42, 1.47it/s]Epoch 4/10: 77%|███████▋ | 206/268 [02:24<00:42, 1.47it/s]Epoch 4/10: 77%|███████▋ | 207/268 [02:25<00:41, 1.48it/s]Epoch 4/10: 78%|███████▊ | 208/268 [02:26<00:40, 1.47it/s]Epoch 4/10: 78%|███████▊ | 209/268 [02:26<00:39, 1.48it/s]Epoch 4/10: 78%|███████▊ | 210/268 [02:27<00:39, 1.48it/s]Epoch 4/10: 79%|███████▊ | 211/268 [02:28<00:38, 1.47it/s]Epoch 4/10: 79%|███████▉ | 212/268 [02:28<00:38, 1.46it/s]Epoch 4/10: 79%|███████▉ | 213/268 [02:29<00:37, 1.45it/s]Epoch 4/10: 80%|███████▉ | 214/268 [02:30<00:37, 1.44it/s]Epoch 4/10: 80%|████████ | 215/268 [02:31<00:37, 1.42it/s]Epoch 4/10: 81%|████████ | 216/268 [02:31<00:37, 1.40it/s]Epoch 4/10: 81%|████████ | 217/268 [02:32<00:36, 1.38it/s]Epoch 4/10: 81%|████████▏ | 218/268 [02:33<00:36, 1.37it/s]Epoch 4/10: 82%|████████▏ | 219/268 [02:34<00:36, 1.36it/s]Epoch 4/10: 82%|████████▏ | 220/268 [02:34<00:35, 1.34it/s]Epoch 4/10: 82%|████████▏ | 221/268 [02:35<00:35, 1.31it/s]Epoch 4/10: 83%|████████▎ | 222/268 [02:36<00:35, 1.29it/s]Epoch 4/10: 83%|████████▎ | 223/268 [02:37<00:35, 1.27it/s]Epoch 4/10: 84%|████████▎ | 224/268 [02:38<00:35, 1.25it/s]Epoch 4/10: 84%|████████▍ | 225/268 [02:38<00:34, 1.24it/s]Epoch 4/10: 84%|████████▍ | 226/268 [02:39<00:33, 1.25it/s]Epoch 4/10: 85%|████████▍ | 227/268 [02:40<00:31, 1.29it/s]Epoch 4/10: 85%|████████▌ | 228/268 [02:41<00:30, 1.32it/s]Epoch 4/10: 85%|████████▌ | 229/268 [02:41<00:28, 1.36it/s]Epoch 4/10: 86%|████████▌ | 230/268 [02:42<00:27, 1.40it/s]Epoch 4/10: 86%|████████▌ | 231/268 [02:43<00:26, 1.42it/s]Epoch 4/10: 87%|████████▋ | 232/268 [02:43<00:24, 1.44it/s]Epoch 4/10: 87%|████████▋ | 233/268 [02:44<00:24, 1.46it/s]Epoch 4/10: 87%|████████▋ | 234/268 [02:45<00:23, 1.45it/s]Epoch 4/10: 88%|████████▊ | 235/268 [02:45<00:22, 1.46it/s]Epoch 4/10: 88%|████████▊ | 236/268 [02:46<00:21, 1.47it/s]Epoch 4/10: 88%|████████▊ | 237/268 [02:47<00:20, 1.48it/s]Epoch 4/10: 89%|████████▉ | 238/268 [02:47<00:20, 1.46it/s]Epoch 4/10: 89%|████████▉ | 239/268 [02:48<00:19, 1.46it/s]Epoch 4/10: 90%|████████▉ | 240/268 [02:49<00:19, 1.45it/s]Epoch 4/10: 90%|████████▉ | 241/268 [02:49<00:18, 1.44it/s]Epoch 4/10: 90%|█████████ | 242/268 [02:50<00:18, 1.44it/s]Epoch 4/10: 91%|█████████ | 243/268 [02:51<00:17, 1.45it/s]Epoch 4/10: 91%|█████████ | 244/268 [02:52<00:16, 1.46it/s]Epoch 4/10: 91%|█████████▏| 245/268 [02:52<00:15, 1.46it/s]Epoch 4/10: 92%|█████████▏| 246/268 [02:53<00:14, 1.48it/s]Epoch 4/10: 92%|█████████▏| 247/268 [02:54<00:14, 1.47it/s]Epoch 4/10: 93%|█████████▎| 248/268 [02:54<00:13, 1.46it/s]Epoch 4/10: 93%|█████████▎| 249/268 [02:55<00:12, 1.48it/s]Epoch 4/10: 93%|█████████▎| 250/268 [02:56<00:12, 1.47it/s]Epoch 4/10: 94%|█████████▎| 251/268 [02:56<00:11, 1.45it/s]Epoch 4/10: 94%|█████████▍| 252/268 [02:57<00:11, 1.45it/s]Epoch 4/10: 94%|█████████▍| 253/268 [02:58<00:10, 1.44it/s]Epoch 4/10: 95%|█████████▍| 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train_loss: 0.18586677062644888
train_mIoU: 0.7326068422821248
train_accuracy: 0.8606821172587552
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<01:14, 6.35it/s]Epoch 4/10: 1%| | 5/475 [00:00<00:21, 22.30it/s]Epoch 4/10: 2%|▏ | 11/475 [00:00<00:13, 34.82it/s]Epoch 4/10: 3%|▎ | 15/475 [00:00<00:12, 36.52it/s]Epoch 4/10: 4%|▍ | 19/475 [00:00<00:12, 36.44it/s]Epoch 4/10: 5%|▍ | 23/475 [00:00<00:12, 37.26it/s]Epoch 4/10: 6%|▌ | 27/475 [00:00<00:12, 37.26it/s]Epoch 4/10: 7%|▋ | 31/475 [00:00<00:12, 36.75it/s]Epoch 4/10: 8%|▊ | 37/475 [00:01<00:10, 40.91it/s]Epoch 4/10: 9%|▉ | 42/475 [00:01<00:11, 38.71it/s]Epoch 4/10: 10%|▉ | 46/475 [00:01<00:11, 38.66it/s]Epoch 4/10: 11%|█ | 50/475 [00:01<00:11, 38.33it/s]Epoch 4/10: 11%|█▏ | 54/475 [00:01<00:11, 37.94it/s]Epoch 4/10: 12%|█▏ | 58/475 [00:01<00:11, 37.41it/s]Epoch 4/10: 13%|█▎ | 63/475 [00:01<00:10, 39.60it/s]Epoch 4/10: 14%|█▍ | 67/475 [00:01<00:10, 39.31it/s]Epoch 4/10: 15%|█▌ | 72/475 [00:01<00:10, 40.19it/s]Epoch 4/10: 16%|█▌ | 77/475 [00:02<00:10, 39.44it/s]Epoch 4/10: 17%|█▋ | 82/475 [00:02<00:10, 39.26it/s]Epoch 4/10: 18%|█▊ | 86/475 [00:02<00:09, 39.17it/s]Epoch 4/10: 19%|█▉ | 90/475 [00:02<00:09, 38.53it/s]Epoch 4/10: 20%|█▉ | 94/475 [00:02<00:09, 38.40it/s]Epoch 4/10: 21%|██ | 98/475 [00:02<00:09, 38.14it/s]Epoch 4/10: 21%|██▏ | 102/475 [00:02<00:09, 37.79it/s]Epoch 4/10: 22%|██▏ | 106/475 [00:02<00:10, 36.81it/s]Epoch 4/10: 23%|██▎ | 111/475 [00:02<00:09, 39.02it/s]Epoch 4/10: 24%|██▍ | 116/475 [00:03<00:09, 39.24it/s]Epoch 4/10: 25%|██▌ | 120/475 [00:03<00:09, 39.13it/s]Epoch 4/10: 26%|██▌ | 124/475 [00:03<00:09, 38.86it/s]Epoch 4/10: 27%|██▋ | 128/475 [00:03<00:08, 39.00it/s]Epoch 4/10: 28%|██▊ | 132/475 [00:03<00:08, 39.00it/s]Epoch 4/10: 29%|██▉ | 137/475 [00:03<00:08, 41.62it/s]Epoch 4/10: 30%|██▉ | 142/475 [00:03<00:08, 41.03it/s]Epoch 4/10: 31%|███ | 147/475 [00:03<00:08, 39.10it/s]Epoch 4/10: 32%|███▏ | 151/475 [00:03<00:08, 38.21it/s]Epoch 4/10: 33%|███▎ | 155/475 [00:04<00:08, 37.33it/s]Epoch 4/10: 34%|███▎ | 160/475 [00:04<00:07, 40.18it/s]Epoch 4/10: 35%|███▍ | 165/475 [00:04<00:07, 39.46it/s]Epoch 4/10: 36%|███▌ | 169/475 [00:04<00:07, 38.71it/s]Epoch 4/10: 37%|███▋ | 174/475 [00:04<00:07, 39.06it/s]Epoch 4/10: 37%|███▋ | 178/475 [00:04<00:07, 38.61it/s]Epoch 4/10: 39%|███▊ | 183/475 [00:04<00:07, 40.56it/s]Epoch 4/10: 40%|███▉ | 188/475 [00:04<00:06, 41.58it/s]Epoch 4/10: 41%|████ | 193/475 [00:05<00:07, 39.48it/s]Epoch 4/10: 41%|████▏ | 197/475 [00:05<00:07, 39.46it/s]Epoch 4/10: 42%|████▏ | 201/475 [00:05<00:07, 39.01it/s]Epoch 4/10: 43%|████▎ | 205/475 [00:05<00:07, 38.13it/s]Epoch 4/10: 44%|████▍ | 211/475 [00:05<00:06, 43.97it/s]Epoch 4/10: 45%|████▌ | 216/475 [00:05<00:06, 42.41it/s]Epoch 4/10: 47%|████▋ | 221/475 [00:05<00:06, 40.21it/s]Epoch 4/10: 48%|████▊ | 226/475 [00:05<00:06, 39.15it/s]Epoch 4/10: 48%|████▊ | 230/475 [00:05<00:06, 38.68it/s]Epoch 4/10: 49%|████▉ | 235/475 [00:06<00:05, 41.17it/s]Epoch 4/10: 51%|█████ | 240/475 [00:06<00:05, 39.76it/s]Epoch 4/10: 52%|█████▏ | 245/475 [00:06<00:05, 40.00it/s]Epoch 4/10: 53%|█████▎ | 250/475 [00:06<00:05, 40.75it/s]Epoch 4/10: 54%|█████▎ | 255/475 [00:06<00:05, 40.76it/s]Epoch 4/10: 55%|█████▍ | 260/475 [00:06<00:05, 42.97it/s]Epoch 4/10: 56%|█████▌ | 265/475 [00:06<00:05, 41.89it/s]Epoch 4/10: 57%|█████▋ | 270/475 [00:06<00:04, 42.56it/s]Epoch 4/10: 58%|█████▊ | 275/475 [00:07<00:04, 40.75it/s]Epoch 4/10: 59%|█████▉ | 280/475 [00:07<00:04, 40.61it/s]Epoch 4/10: 60%|██████ | 285/475 [00:07<00:04, 41.45it/s]Epoch 4/10: 61%|██████ | 290/475 [00:07<00:04, 41.64it/s]Epoch 4/10: 62%|██████▏ | 295/475 [00:07<00:04, 39.46it/s]Epoch 4/10: 63%|██████▎ | 299/475 [00:07<00:04, 39.59it/s]Epoch 4/10: 64%|██████▍ | 303/475 [00:07<00:04, 38.49it/s]Epoch 4/10: 65%|██████▍ | 307/475 [00:07<00:04, 38.60it/s]Epoch 4/10: 66%|██████▌ | 312/475 [00:07<00:04, 39.06it/s]Epoch 4/10: 67%|██████▋ | 316/475 [00:08<00:04, 38.99it/s]Epoch 4/10: 67%|██████▋ | 320/475 [00:08<00:04, 37.95it/s]Epoch 4/10: 68%|██████▊ | 325/475 [00:08<00:03, 38.86it/s]Epoch 4/10: 69%|██████▉ | 329/475 [00:08<00:03, 37.33it/s]Epoch 4/10: 70%|███████ | 334/475 [00:08<00:03, 39.37it/s]Epoch 4/10: 71%|███████▏ | 339/475 [00:08<00:03, 40.06it/s]Epoch 4/10: 72%|███████▏ | 344/475 [00:08<00:03, 39.89it/s]Epoch 4/10: 73%|███████▎ | 348/475 [00:08<00:03, 38.83it/s]Epoch 4/10: 74%|███████▍ | 353/475 [00:09<00:03, 39.69it/s]Epoch 4/10: 75%|███████▌ | 357/475 [00:09<00:03, 39.09it/s]Epoch 4/10: 76%|███████▋ | 363/475 [00:09<00:02, 41.94it/s]Epoch 4/10: 77%|███████▋ | 368/475 [00:09<00:02, 40.38it/s]Epoch 4/10: 79%|███████▊ | 373/475 [00:09<00:02, 39.15it/s]Epoch 4/10: 79%|███████▉ | 377/475 [00:09<00:02, 39.02it/s]Epoch 4/10: 80%|████████ | 381/475 [00:09<00:02, 38.42it/s]Epoch 4/10: 81%|████████▏ | 386/475 [00:09<00:02, 40.55it/s]Epoch 4/10: 82%|████████▏ | 391/475 [00:09<00:02, 39.42it/s]Epoch 4/10: 83%|████████▎ | 395/475 [00:10<00:02, 39.55it/s]Epoch 4/10: 84%|████████▍ | 399/475 [00:10<00:01, 39.49it/s]Epoch 4/10: 85%|████████▍ | 403/475 [00:10<00:01, 38.38it/s]Epoch 4/10: 86%|████████▌ | 408/475 [00:10<00:01, 40.74it/s]Epoch 4/10: 87%|████████▋ | 413/475 [00:10<00:01, 41.35it/s]Epoch 4/10: 88%|████████▊ | 418/475 [00:10<00:01, 40.50it/s]Epoch 4/10: 89%|████████▉ | 423/475 [00:10<00:01, 39.00it/s]Epoch 4/10: 90%|████████▉ | 427/475 [00:10<00:01, 38.47it/s]Epoch 4/10: 91%|█████████ | 431/475 [00:11<00:01, 38.62it/s]Epoch 4/10: 92%|█████████▏| 436/475 [00:11<00:00, 40.40it/s]Epoch 4/10: 93%|█████████▎| 441/475 [00:11<00:00, 39.71it/s]Epoch 4/10: 94%|█████████▍| 446/475 [00:11<00:00, 40.84it/s]Epoch 4/10: 95%|█████████▍| 451/475 [00:11<00:00, 39.81it/s]Epoch 4/10: 96%|█████████▌| 455/475 [00:11<00:00, 39.24it/s]Epoch 4/10: 97%|█████████▋| 460/475 [00:11<00:00, 39.82it/s]Epoch 4/10: 98%|█████████▊| 464/475 [00:11<00:00, 39.35it/s]Epoch 4/10: 99%|█████████▊| 469/475 [00:11<00:00, 39.97it/s]Epoch 4/10: 100%|█████████▉| 474/475 [00:12<00:00, 40.27it/s]Epoch 4/10: 100%|██████████| 475/475 [00:12<00:00, 39.13it/s]
val_loss: 0.23934345182619596
val_mIoU: 0.6982984654858835
val_accuracy: 0.8424857370476974
saving model
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[01:53<00:28, 2.88it/s]Epoch 5/10: 70%|██████▉ | 187/268 [01:53<00:27, 2.90it/s]Epoch 5/10: 70%|███████ | 188/268 [01:54<00:27, 2.88it/s]Epoch 5/10: 71%|███████ | 189/268 [01:54<00:27, 2.90it/s]Epoch 5/10: 71%|███████ | 190/268 [01:54<00:26, 2.91it/s]Epoch 5/10: 71%|███████▏ | 191/268 [01:55<00:26, 2.91it/s]Epoch 5/10: 72%|███████▏ | 192/268 [01:55<00:26, 2.91it/s]Epoch 5/10: 72%|███████▏ | 193/268 [01:55<00:25, 2.93it/s]Epoch 5/10: 72%|███████▏ | 194/268 [01:56<00:25, 2.93it/s]Epoch 5/10: 73%|███████▎ | 195/268 [01:56<00:24, 2.92it/s]Epoch 5/10: 73%|███████▎ | 196/268 [01:56<00:24, 2.90it/s]Epoch 5/10: 74%|███████▎ | 197/268 [01:57<00:24, 2.88it/s]Epoch 5/10: 74%|███████▍ | 198/268 [01:57<00:24, 2.87it/s]Epoch 5/10: 74%|███████▍ | 199/268 [01:58<00:23, 2.88it/s]Epoch 5/10: 75%|███████▍ | 200/268 [01:58<00:23, 2.89it/s]Epoch 5/10: 75%|███████▌ | 201/268 [01:58<00:23, 2.90it/s]Epoch 5/10: 75%|███████▌ | 202/268 [01:59<00:22, 2.92it/s]Epoch 5/10: 76%|███████▌ | 203/268 [01:59<00:22, 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train_loss: 0.17770395138815268
train_mIoU: 0.7384365293748487
train_accuracy: 0.8643443087086262
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<01:01, 7.70it/s]Epoch 5/10: 1%|▏ | 7/475 [00:00<00:13, 34.40it/s]Epoch 5/10: 3%|▎ | 14/475 [00:00<00:09, 48.93it/s]Epoch 5/10: 4%|▍ | 20/475 [00:00<00:08, 50.67it/s]Epoch 5/10: 6%|▌ | 27/475 [00:00<00:07, 57.19it/s]Epoch 5/10: 7%|▋ | 33/475 [00:00<00:07, 56.65it/s]Epoch 5/10: 8%|▊ | 40/475 [00:00<00:07, 58.58it/s]Epoch 5/10: 10%|█ | 48/475 [00:00<00:06, 63.22it/s]Epoch 5/10: 12%|█▏ | 55/475 [00:00<00:06, 62.12it/s]Epoch 5/10: 13%|█▎ | 63/475 [00:01<00:06, 65.61it/s]Epoch 5/10: 15%|█▍ | 70/475 [00:01<00:06, 65.92it/s]Epoch 5/10: 16%|█▌ | 77/475 [00:01<00:06, 63.46it/s]Epoch 5/10: 18%|█▊ | 84/475 [00:01<00:06, 63.48it/s]Epoch 5/10: 19%|█▉ | 91/475 [00:01<00:06, 59.92it/s]Epoch 5/10: 21%|██ | 98/475 [00:01<00:06, 61.01it/s]Epoch 5/10: 22%|██▏ | 105/475 [00:01<00:06, 60.67it/s]Epoch 5/10: 24%|██▎ | 112/475 [00:01<00:05, 61.98it/s]Epoch 5/10: 25%|██▌ | 119/475 [00:02<00:05, 61.41it/s]Epoch 5/10: 27%|██▋ | 126/475 [00:02<00:05, 62.82it/s]Epoch 5/10: 28%|██▊ | 133/475 [00:02<00:05, 64.29it/s]Epoch 5/10: 29%|██▉ | 140/475 [00:02<00:05, 63.15it/s]Epoch 5/10: 31%|███ | 147/475 [00:02<00:05, 64.59it/s]Epoch 5/10: 32%|███▏ | 154/475 [00:02<00:05, 59.00it/s]Epoch 5/10: 34%|███▍ | 162/475 [00:02<00:04, 63.26it/s]Epoch 5/10: 36%|███▌ | 169/475 [00:02<00:04, 62.50it/s]Epoch 5/10: 37%|███▋ | 176/475 [00:02<00:04, 63.62it/s]Epoch 5/10: 39%|███▊ | 183/475 [00:03<00:04, 64.83it/s]Epoch 5/10: 40%|████ | 191/475 [00:03<00:04, 67.24it/s]Epoch 5/10: 42%|████▏ | 198/475 [00:03<00:04, 66.46it/s]Epoch 5/10: 43%|████▎ | 205/475 [00:03<00:04, 65.12it/s]Epoch 5/10: 45%|████▍ | 212/475 [00:03<00:03, 66.20it/s]Epoch 5/10: 46%|████▌ | 219/475 [00:03<00:03, 64.68it/s]Epoch 5/10: 48%|████▊ | 226/475 [00:03<00:03, 65.30it/s]Epoch 5/10: 49%|████▉ | 233/475 [00:03<00:03, 63.56it/s]Epoch 5/10: 51%|█████ | 240/475 [00:03<00:03, 64.00it/s]Epoch 5/10: 52%|█████▏ | 247/475 [00:03<00:03, 65.54it/s]Epoch 5/10: 53%|█████▎ | 254/475 [00:04<00:03, 64.14it/s]Epoch 5/10: 55%|█████▍ | 261/475 [00:04<00:03, 64.46it/s]Epoch 5/10: 56%|█████▋ | 268/475 [00:04<00:03, 65.34it/s]Epoch 5/10: 58%|█████▊ | 275/475 [00:04<00:03, 62.38it/s]Epoch 5/10: 59%|█████▉ | 282/475 [00:04<00:03, 63.41it/s]Epoch 5/10: 61%|██████ | 289/475 [00:04<00:02, 63.98it/s]Epoch 5/10: 62%|██████▏ | 296/475 [00:04<00:02, 62.69it/s]Epoch 5/10: 64%|██████▍ | 303/475 [00:04<00:02, 62.55it/s]Epoch 5/10: 65%|██████▌ | 311/475 [00:05<00:02, 64.68it/s]Epoch 5/10: 67%|██████▋ | 318/475 [00:05<00:02, 65.93it/s]Epoch 5/10: 68%|██████▊ | 325/475 [00:05<00:02, 61.18it/s]Epoch 5/10: 70%|██████▉ | 332/475 [00:05<00:02, 59.95it/s]Epoch 5/10: 71%|███████▏ | 339/475 [00:05<00:02, 59.34it/s]Epoch 5/10: 73%|███████▎ | 346/475 [00:05<00:02, 61.35it/s]Epoch 5/10: 74%|███████▍ | 353/475 [00:05<00:01, 63.20it/s]Epoch 5/10: 76%|███████▌ | 360/475 [00:05<00:01, 64.79it/s]Epoch 5/10: 77%|███████▋ | 367/475 [00:05<00:01, 63.60it/s]Epoch 5/10: 79%|███████▊ | 374/475 [00:06<00:01, 64.50it/s]Epoch 5/10: 80%|████████ | 381/475 [00:06<00:01, 65.22it/s]Epoch 5/10: 82%|████████▏ | 388/475 [00:06<00:01, 64.60it/s]Epoch 5/10: 83%|████████▎ | 395/475 [00:06<00:01, 65.21it/s]Epoch 5/10: 85%|████████▍ | 402/475 [00:06<00:01, 62.44it/s]Epoch 5/10: 86%|████████▌ | 409/475 [00:06<00:01, 61.27it/s]Epoch 5/10: 88%|████████▊ | 416/475 [00:06<00:00, 62.55it/s]Epoch 5/10: 89%|████████▉ | 424/475 [00:06<00:00, 65.24it/s]Epoch 5/10: 91%|█████████ | 431/475 [00:06<00:00, 64.28it/s]Epoch 5/10: 92%|█████████▏| 439/475 [00:07<00:00, 65.86it/s]Epoch 5/10: 94%|█████████▍| 447/475 [00:07<00:00, 67.66it/s]Epoch 5/10: 96%|█████████▌| 454/475 [00:07<00:00, 68.10it/s]Epoch 5/10: 97%|█████████▋| 462/475 [00:07<00:00, 70.09it/s]Epoch 5/10: 99%|█████████▉| 470/475 [00:07<00:00, 69.55it/s]Epoch 5/10: 100%|██████████| 475/475 [00:07<00:00, 62.77it/s]
val_loss: 0.23672565673526966
val_mIoU: 0.6992251090759718
val_accuracy: 0.8444357781661184
saving model
0%| | 0/268 [00:00<?, ?it/s]Epoch 6/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 6/10: 0%| | 1/268 [00:00<01:49, 2.43it/s]Epoch 6/10: 1%| | 2/268 [00:00<01:38, 2.70it/s]Epoch 6/10: 1%| | 3/268 [00:01<01:34, 2.80it/s]Epoch 6/10: 1%|▏ | 4/268 [00:01<01:32, 2.86it/s]Epoch 6/10: 2%|▏ | 5/268 [00:01<01:30, 2.90it/s]Epoch 6/10: 2%|▏ | 6/268 [00:02<01:29, 2.92it/s]Epoch 6/10: 3%|▎ | 7/268 [00:02<01:28, 2.95it/s]Epoch 6/10: 3%|▎ | 8/268 [00:02<01:28, 2.95it/s]Epoch 6/10: 3%|▎ | 9/268 [00:03<01:27, 2.97it/s]Epoch 6/10: 4%|▎ | 10/268 [00:03<01:27, 2.96it/s]Epoch 6/10: 4%|▍ | 11/268 [00:03<01:26, 2.97it/s]Epoch 6/10: 4%|▍ | 12/268 [00:04<01:25, 2.99it/s]Epoch 6/10: 5%|▍ | 13/268 [00:04<01:25, 2.98it/s]Epoch 6/10: 5%|▌ | 14/268 [00:04<01:24, 2.99it/s]Epoch 6/10: 6%|▌ | 15/268 [00:05<01:24, 2.98it/s]Epoch 6/10: 6%|▌ | 16/268 [00:05<01:24, 2.97it/s]Epoch 6/10: 6%|▋ | 17/268 [00:05<01:24, 2.97it/s]Epoch 6/10: 7%|▋ | 18/268 [00:06<01:24, 2.96it/s]Epoch 6/10: 7%|▋ | 19/268 [00:06<01:22, 3.00it/s]Epoch 6/10: 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[01:48<00:15, 1.94it/s]Epoch 6/10: 89%|████████▉ | 238/268 [01:48<00:17, 1.70it/s]Epoch 6/10: 89%|████████▉ | 239/268 [01:49<00:16, 1.79it/s]Epoch 6/10: 90%|████████▉ | 240/268 [01:49<00:15, 1.83it/s]Epoch 6/10: 90%|████████▉ | 241/268 [01:50<00:16, 1.64it/s]Epoch 6/10: 90%|█████████ | 242/268 [01:51<00:15, 1.71it/s]Epoch 6/10: 91%|█████████ | 243/268 [01:51<00:14, 1.76it/s]Epoch 6/10: 91%|█████████ | 244/268 [01:52<00:14, 1.62it/s]Epoch 6/10: 91%|█████████▏| 245/268 [01:52<00:12, 1.86it/s]Epoch 6/10: 92%|█████████▏| 246/268 [01:53<00:13, 1.63it/s]Epoch 6/10: 92%|█████████▏| 247/268 [01:53<00:11, 1.82it/s]Epoch 6/10: 93%|█████████▎| 248/268 [01:54<00:11, 1.74it/s]Epoch 6/10: 93%|█████████▎| 249/268 [01:55<00:11, 1.66it/s]Epoch 6/10: 93%|█████████▎| 250/268 [01:55<00:09, 1.87it/s]Epoch 6/10: 94%|█████████▎| 251/268 [01:56<00:10, 1.70it/s]Epoch 6/10: 94%|█████████▍| 252/268 [01:56<00:09, 1.68it/s]Epoch 6/10: 94%|█████████▍| 253/268 [01:57<00:08, 1.84it/s]Epoch 6/10: 95%|█████████▍| 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train_loss: 0.17169148680656704
train_mIoU: 0.7426676591849328
train_accuracy: 0.8669210457155033
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<01:10, 6.72it/s]Epoch 6/10: 1%| | 5/475 [00:00<00:20, 22.64it/s]Epoch 6/10: 2%|▏ | 10/475 [00:00<00:14, 31.40it/s]Epoch 6/10: 3%|▎ | 14/475 [00:00<00:13, 33.80it/s]Epoch 6/10: 4%|▍ | 20/475 [00:00<00:11, 40.82it/s]Epoch 6/10: 5%|▌ | 26/475 [00:00<00:09, 45.64it/s]Epoch 6/10: 7%|▋ | 32/475 [00:00<00:09, 49.19it/s]Epoch 6/10: 8%|▊ | 37/475 [00:00<00:09, 46.64it/s]Epoch 6/10: 9%|▉ | 42/475 [00:01<00:09, 44.58it/s]Epoch 6/10: 10%|▉ | 47/475 [00:01<00:09, 43.48it/s]Epoch 6/10: 11%|█ | 52/475 [00:01<00:10, 41.81it/s]Epoch 6/10: 12%|█▏ | 57/475 [00:01<00:09, 43.89it/s]Epoch 6/10: 13%|█▎ | 63/475 [00:01<00:08, 46.81it/s]Epoch 6/10: 15%|█▍ | 69/475 [00:01<00:08, 48.63it/s]Epoch 6/10: 16%|█▌ | 74/475 [00:01<00:08, 45.13it/s]Epoch 6/10: 17%|█▋ | 79/475 [00:01<00:09, 43.37it/s]Epoch 6/10: 18%|█▊ | 84/475 [00:02<00:09, 40.06it/s]Epoch 6/10: 19%|█▊ | 89/475 [00:02<00:09, 40.09it/s]Epoch 6/10: 20%|██ | 96/475 [00:02<00:08, 45.99it/s]Epoch 6/10: 22%|██▏ | 103/475 [00:02<00:07, 51.85it/s]Epoch 6/10: 23%|██▎ | 110/475 [00:02<00:06, 53.11it/s]Epoch 6/10: 24%|██▍ | 116/475 [00:02<00:07, 48.99it/s]Epoch 6/10: 26%|██▌ | 122/475 [00:02<00:07, 45.97it/s]Epoch 6/10: 27%|██▋ | 127/475 [00:02<00:07, 44.13it/s]Epoch 6/10: 28%|██▊ | 132/475 [00:03<00:07, 43.31it/s]Epoch 6/10: 29%|██▉ | 139/475 [00:03<00:06, 48.12it/s]Epoch 6/10: 30%|███ | 144/475 [00:03<00:07, 45.68it/s]Epoch 6/10: 31%|███▏ | 149/475 [00:03<00:07, 44.09it/s]Epoch 6/10: 32%|███▏ | 154/475 [00:03<00:07, 42.51it/s]Epoch 6/10: 33%|███▎ | 159/475 [00:03<00:07, 41.45it/s]Epoch 6/10: 35%|███▍ | 164/475 [00:03<00:07, 43.50it/s]Epoch 6/10: 36%|███▌ | 170/475 [00:03<00:06, 46.87it/s]Epoch 6/10: 37%|███▋ | 177/475 [00:03<00:05, 51.32it/s]Epoch 6/10: 39%|███▊ | 183/475 [00:04<00:06, 46.46it/s]Epoch 6/10: 40%|███▉ | 188/475 [00:04<00:06, 45.19it/s]Epoch 6/10: 41%|████ | 193/475 [00:04<00:06, 42.60it/s]Epoch 6/10: 42%|████▏ | 198/475 [00:04<00:06, 42.81it/s]Epoch 6/10: 43%|████▎ | 204/475 [00:04<00:05, 47.04it/s]Epoch 6/10: 44%|████▍ | 210/475 [00:04<00:05, 49.52it/s]Epoch 6/10: 45%|████▌ | 216/475 [00:04<00:05, 49.08it/s]Epoch 6/10: 47%|████▋ | 221/475 [00:04<00:05, 46.51it/s]Epoch 6/10: 48%|████▊ | 226/475 [00:05<00:05, 45.19it/s]Epoch 6/10: 49%|████▊ | 231/475 [00:05<00:05, 42.65it/s]Epoch 6/10: 50%|████▉ | 236/475 [00:05<00:05, 41.53it/s]Epoch 6/10: 51%|█████ | 242/475 [00:05<00:05, 45.51it/s]Epoch 6/10: 52%|█████▏ | 248/475 [00:05<00:04, 48.87it/s]Epoch 6/10: 53%|█████▎ | 254/475 [00:05<00:04, 49.20it/s]Epoch 6/10: 55%|█████▍ | 259/475 [00:05<00:04, 46.61it/s]Epoch 6/10: 56%|█████▌ | 264/475 [00:05<00:04, 43.29it/s]Epoch 6/10: 57%|█████▋ | 269/475 [00:06<00:04, 41.30it/s]Epoch 6/10: 58%|█████▊ | 275/475 [00:06<00:04, 43.24it/s]Epoch 6/10: 60%|█████▉ | 283/475 [00:06<00:03, 49.45it/s]Epoch 6/10: 61%|██████ | 290/475 [00:06<00:03, 53.41it/s]Epoch 6/10: 63%|██████▎ | 298/475 [00:06<00:03, 57.70it/s]Epoch 6/10: 64%|██████▍ | 304/475 [00:06<00:03, 49.98it/s]Epoch 6/10: 65%|██████▌ | 310/475 [00:06<00:03, 46.29it/s]Epoch 6/10: 66%|██████▋ | 315/475 [00:06<00:03, 44.67it/s]Epoch 6/10: 68%|██████▊ | 321/475 [00:07<00:03, 46.61it/s]Epoch 6/10: 69%|██████▉ | 327/475 [00:07<00:02, 49.55it/s]Epoch 6/10: 70%|███████ | 334/475 [00:07<00:02, 54.63it/s]Epoch 6/10: 72%|███████▏ | 340/475 [00:07<00:02, 49.74it/s]Epoch 6/10: 73%|███████▎ | 346/475 [00:07<00:02, 46.23it/s]Epoch 6/10: 74%|███████▍ | 351/475 [00:07<00:02, 44.98it/s]Epoch 6/10: 75%|███████▍ | 356/475 [00:07<00:02, 43.19it/s]Epoch 6/10: 76%|███████▌ | 362/475 [00:07<00:02, 45.88it/s]Epoch 6/10: 78%|███████▊ | 369/475 [00:08<00:02, 51.56it/s]Epoch 6/10: 79%|███████▉ | 377/475 [00:08<00:01, 57.22it/s]Epoch 6/10: 81%|████████ | 383/475 [00:08<00:01, 50.05it/s]Epoch 6/10: 82%|████████▏ | 389/475 [00:08<00:01, 46.05it/s]Epoch 6/10: 83%|████████▎ | 394/475 [00:08<00:01, 42.41it/s]Epoch 6/10: 84%|████████▍ | 399/475 [00:08<00:01, 43.57it/s]Epoch 6/10: 85%|████████▌ | 404/475 [00:08<00:01, 43.60it/s]Epoch 6/10: 86%|████████▌ | 409/475 [00:08<00:01, 43.79it/s]Epoch 6/10: 87%|████████▋ | 415/475 [00:09<00:01, 45.87it/s]Epoch 6/10: 88%|████████▊ | 420/475 [00:09<00:01, 44.47it/s]Epoch 6/10: 89%|████████▉ | 425/475 [00:09<00:01, 42.54it/s]Epoch 6/10: 91%|█████████ | 430/475 [00:09<00:01, 41.42it/s]Epoch 6/10: 92%|█████████▏| 435/475 [00:09<00:00, 42.34it/s]Epoch 6/10: 93%|█████████▎| 442/475 [00:09<00:00, 49.14it/s]Epoch 6/10: 95%|█████████▍| 449/475 [00:09<00:00, 53.42it/s]Epoch 6/10: 96%|█████████▌| 455/475 [00:09<00:00, 54.82it/s]Epoch 6/10: 97%|█████████▋| 461/475 [00:10<00:00, 51.86it/s]Epoch 6/10: 98%|█████████▊| 467/475 [00:10<00:00, 47.90it/s]Epoch 6/10: 99%|█████████▉| 472/475 [00:10<00:00, 46.49it/s]Epoch 6/10: 100%|██████████| 475/475 [00:10<00:00, 45.61it/s]
val_loss: 0.2295665449217746
val_mIoU: 0.7046564377736382
val_accuracy: 0.8478267950760691
saving model
0%| | 0/268 [00:00<?, ?it/s]Epoch 7/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 7/10: 0%| | 1/268 [00:00<03:00, 1.48it/s]Epoch 7/10: 1%| | 2/268 [00:01<02:18, 1.92it/s]Epoch 7/10: 1%| | 3/268 [00:01<02:55, 1.51it/s]Epoch 7/10: 1%|▏ | 4/268 [00:02<02:30, 1.75it/s]Epoch 7/10: 2%|▏ | 5/268 [00:02<02:32, 1.72it/s]Epoch 7/10: 2%|▏ | 6/268 [00:03<02:53, 1.51it/s]Epoch 7/10: 3%|▎ | 7/268 [00:04<02:25, 1.80it/s]Epoch 7/10: 3%|▎ | 8/268 [00:04<02:41, 1.61it/s]Epoch 7/10: 3%|▎ | 9/268 [00:05<02:22, 1.82it/s]Epoch 7/10: 4%|▎ | 10/268 [00:05<02:29, 1.73it/s]Epoch 7/10: 4%|▍ | 11/268 [00:06<02:34, 1.67it/s]Epoch 7/10: 4%|▍ | 12/268 [00:06<02:16, 1.88it/s]Epoch 7/10: 5%|▍ | 13/268 [00:07<02:30, 1.70it/s]Epoch 7/10: 5%|▌ | 14/268 [00:08<02:29, 1.70it/s]Epoch 7/10: 6%|▌ | 15/268 [00:08<02:19, 1.82it/s]Epoch 7/10: 6%|▌ | 16/268 [00:09<02:36, 1.61it/s]Epoch 7/10: 6%|▋ | 17/268 [00:10<02:33, 1.64it/s]Epoch 7/10: 7%|▋ | 18/268 [00:10<02:19, 1.79it/s]Epoch 7/10: 7%|▋ | 19/268 [00:11<02:34, 1.61it/s]Epoch 7/10: 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7/10: 15%|█▍ | 40/268 [00:23<02:14, 1.70it/s]Epoch 7/10: 15%|█▌ | 41/268 [00:23<01:58, 1.92it/s]Epoch 7/10: 16%|█▌ | 42/268 [00:24<02:14, 1.68it/s]Epoch 7/10: 16%|█▌ | 43/268 [00:25<02:07, 1.76it/s]Epoch 7/10: 16%|█▋ | 44/268 [00:25<02:04, 1.80it/s]Epoch 7/10: 17%|█▋ | 45/268 [00:26<02:23, 1.56it/s]Epoch 7/10: 17%|█▋ | 46/268 [00:26<02:09, 1.71it/s]Epoch 7/10: 18%|█▊ | 47/268 [00:27<02:08, 1.71it/s]Epoch 7/10: 18%|█▊ | 48/268 [00:28<02:09, 1.70it/s]Epoch 7/10: 18%|█▊ | 49/268 [00:28<01:58, 1.85it/s]Epoch 7/10: 19%|█▊ | 50/268 [00:29<02:09, 1.69it/s]Epoch 7/10: 19%|█▉ | 51/268 [00:29<02:01, 1.78it/s]Epoch 7/10: 19%|█▉ | 52/268 [00:30<02:00, 1.79it/s]Epoch 7/10: 20%|█▉ | 53/268 [00:31<02:17, 1.56it/s]Epoch 7/10: 20%|██ | 54/268 [00:31<02:07, 1.68it/s]Epoch 7/10: 21%|██ | 55/268 [00:32<02:02, 1.73it/s]Epoch 7/10: 21%|██ | 56/268 [00:32<02:16, 1.56it/s]Epoch 7/10: 21%|██▏ | 57/268 [00:33<01:56, 1.81it/s]Epoch 7/10: 22%|██▏ | 58/268 [00:33<02:04, 1.68it/s]Epoch 7/10: 22%|██▏ | 59/268 [00:34<02:03, 1.69it/s]Epoch 7/10: 22%|██▏ | 60/268 [00:34<01:53, 1.83it/s]Epoch 7/10: 23%|██▎ | 61/268 [00:35<02:07, 1.62it/s]Epoch 7/10: 23%|██▎ | 62/268 [00:36<02:06, 1.63it/s]Epoch 7/10: 24%|██▎ | 63/268 [00:36<01:54, 1.79it/s]Epoch 7/10: 24%|██▍ | 64/268 [00:37<02:08, 1.59it/s]Epoch 7/10: 24%|██▍ | 65/268 [00:37<01:52, 1.80it/s]Epoch 7/10: 25%|██▍ | 66/268 [00:38<01:57, 1.72it/s]Epoch 7/10: 25%|██▌ | 67/268 [00:39<01:57, 1.71it/s]Epoch 7/10: 25%|██▌ | 68/268 [00:39<01:48, 1.85it/s]Epoch 7/10: 26%|██▌ | 69/268 [00:40<02:00, 1.65it/s]Epoch 7/10: 26%|██▌ | 70/268 [00:40<01:52, 1.76it/s]Epoch 7/10: 26%|██▋ | 71/268 [00:41<01:54, 1.72it/s]Epoch 7/10: 27%|██▋ | 72/268 [00:42<02:00, 1.63it/s]Epoch 7/10: 27%|██▋ | 73/268 [00:42<01:45, 1.85it/s]Epoch 7/10: 28%|██▊ | 74/268 [00:43<01:53, 1.70it/s]Epoch 7/10: 28%|██▊ | 75/268 [00:43<01:55, 1.68it/s]Epoch 7/10: 28%|██▊ | 76/268 [00:44<01:44, 1.84it/s]Epoch 7/10: 29%|██▊ | 77/268 [00:45<01:58, 1.61it/s]Epoch 7/10: 29%|██▉ | 78/268 [00:45<01:42, 1.86it/s]Epoch 7/10: 29%|██▉ | 79/268 [00:46<01:54, 1.65it/s]Epoch 7/10: 30%|██▉ | 80/268 [00:46<01:39, 1.89it/s]Epoch 7/10: 30%|███ | 81/268 [00:47<01:47, 1.74it/s]Epoch 7/10: 31%|███ | 82/268 [00:47<01:42, 1.81it/s]Epoch 7/10: 31%|███ | 83/268 [00:48<01:40, 1.83it/s]Epoch 7/10: 31%|███▏ | 84/268 [00:49<01:56, 1.58it/s]Epoch 7/10: 32%|███▏ | 85/268 [00:49<01:44, 1.76it/s]Epoch 7/10: 32%|███▏ | 86/268 [00:50<01:46, 1.71it/s]Epoch 7/10: 32%|███▏ | 87/268 [00:50<01:52, 1.61it/s]Epoch 7/10: 33%|███▎ | 88/268 [00:51<01:37, 1.85it/s]Epoch 7/10: 33%|███▎ | 89/268 [00:51<01:44, 1.71it/s]Epoch 7/10: 34%|███▎ | 90/268 [00:52<01:33, 1.90it/s]Epoch 7/10: 34%|███▍ | 91/268 [00:52<01:38, 1.79it/s]Epoch 7/10: 34%|███▍ | 92/268 [00:53<01:40, 1.76it/s]Epoch 7/10: 35%|███▍ | 93/268 [00:53<01:32, 1.89it/s]Epoch 7/10: 35%|███▌ | 94/268 [00:54<01:41, 1.72it/s]Epoch 7/10: 35%|███▌ | 95/268 [00:54<01:29, 1.94it/s]Epoch 7/10: 36%|███▌ | 96/268 [00:55<01:39, 1.72it/s]Epoch 7/10: 36%|███▌ | 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63%|██████▎ | 169/268 [01:37<00:57, 1.72it/s]Epoch 7/10: 63%|██████▎ | 170/268 [01:37<00:55, 1.76it/s]Epoch 7/10: 64%|██████▍ | 171/268 [01:38<00:53, 1.82it/s]Epoch 7/10: 64%|██████▍ | 172/268 [01:38<01:00, 1.58it/s]Epoch 7/10: 65%|██████▍ | 173/268 [01:39<00:55, 1.71it/s]Epoch 7/10: 65%|██████▍ | 174/268 [01:39<00:54, 1.72it/s]Epoch 7/10: 65%|██████▌ | 175/268 [01:40<00:53, 1.75it/s]Epoch 7/10: 66%|██████▌ | 176/268 [01:41<00:50, 1.83it/s]Epoch 7/10: 66%|██████▌ | 177/268 [01:41<00:56, 1.62it/s]Epoch 7/10: 66%|██████▋ | 178/268 [01:42<00:51, 1.75it/s]Epoch 7/10: 67%|██████▋ | 179/268 [01:42<00:51, 1.74it/s]Epoch 7/10: 67%|██████▋ | 180/268 [01:43<00:54, 1.61it/s]Epoch 7/10: 68%|██████▊ | 181/268 [01:43<00:46, 1.86it/s]Epoch 7/10: 68%|██████▊ | 182/268 [01:44<00:52, 1.65it/s]Epoch 7/10: 68%|██████▊ | 183/268 [01:45<00:49, 1.71it/s]Epoch 7/10: 69%|██████▊ | 184/268 [01:45<00:46, 1.79it/s]Epoch 7/10: 69%|██████▉ | 185/268 [01:46<00:49, 1.67it/s]Epoch 7/10: 69%|██████▉ | 186/268 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1.68it/s]Epoch 7/10: 76%|███████▌ | 204/268 [01:57<00:35, 1.82it/s]Epoch 7/10: 76%|███████▋ | 205/268 [01:57<00:39, 1.60it/s]Epoch 7/10: 77%|███████▋ | 206/268 [01:58<00:33, 1.85it/s]Epoch 7/10: 77%|███████▋ | 207/268 [01:58<00:35, 1.72it/s]Epoch 7/10: 78%|███████▊ | 208/268 [01:59<00:33, 1.78it/s]Epoch 7/10: 78%|███████▊ | 209/268 [01:59<00:32, 1.82it/s]Epoch 7/10: 78%|███████▊ | 210/268 [02:00<00:33, 1.72it/s]Epoch 7/10: 79%|███████▊ | 211/268 [02:00<00:29, 1.92it/s]Epoch 7/10: 79%|███████▉ | 212/268 [02:01<00:34, 1.63it/s]Epoch 7/10: 79%|███████▉ | 213/268 [02:02<00:32, 1.70it/s]Epoch 7/10: 80%|███████▉ | 214/268 [02:02<00:30, 1.78it/s]Epoch 7/10: 80%|████████ | 215/268 [02:03<00:29, 1.79it/s]Epoch 7/10: 81%|████████ | 216/268 [02:03<00:27, 1.86it/s]Epoch 7/10: 81%|████████ | 217/268 [02:04<00:30, 1.68it/s]Epoch 7/10: 81%|████████▏ | 218/268 [02:04<00:26, 1.92it/s]Epoch 7/10: 82%|████████▏ | 219/268 [02:05<00:28, 1.72it/s]Epoch 7/10: 82%|████████▏ | 220/268 [02:06<00:27, 1.75it/s]Epoch 7/10: 82%|████████▏ | 221/268 [02:06<00:25, 1.83it/s]Epoch 7/10: 83%|████████▎ | 222/268 [02:07<00:28, 1.60it/s]Epoch 7/10: 83%|████████▎ | 223/268 [02:08<00:26, 1.72it/s]Epoch 7/10: 84%|████████▎ | 224/268 [02:08<00:25, 1.74it/s]Epoch 7/10: 84%|████████▍ | 225/268 [02:09<00:24, 1.73it/s]Epoch 7/10: 84%|████████▍ | 226/268 [02:09<00:22, 1.86it/s]Epoch 7/10: 85%|████████▍ | 227/268 [02:10<00:25, 1.63it/s]Epoch 7/10: 85%|████████▌ | 228/268 [02:10<00:21, 1.87it/s]Epoch 7/10: 85%|████████▌ | 229/268 [02:11<00:23, 1.68it/s]Epoch 7/10: 86%|████████▌ | 230/268 [02:12<00:22, 1.67it/s]Epoch 7/10: 86%|████████▌ | 231/268 [02:12<00:20, 1.81it/s]Epoch 7/10: 87%|████████▋ | 232/268 [02:13<00:21, 1.65it/s]Epoch 7/10: 87%|████████▋ | 233/268 [02:13<00:18, 1.87it/s]Epoch 7/10: 87%|████████▋ | 234/268 [02:14<00:19, 1.74it/s]Epoch 7/10: 88%|████████▊ | 235/268 [02:14<00:18, 1.76it/s]Epoch 7/10: 88%|████████▊ | 236/268 [02:15<00:17, 1.84it/s]Epoch 7/10: 88%|████████▊ | 237/268 [02:16<00:19, 1.62it/s]Epoch 7/10: 89%|████████▉ | 238/268 [02:16<00:16, 1.84it/s]Epoch 7/10: 89%|████████▉ | 239/268 [02:17<00:16, 1.74it/s]Epoch 7/10: 90%|████████▉ | 240/268 [02:17<00:16, 1.75it/s]Epoch 7/10: 90%|████████▉ | 241/268 [02:18<00:14, 1.84it/s]Epoch 7/10: 90%|█████████ | 242/268 [02:18<00:16, 1.62it/s]Epoch 7/10: 91%|█████████ | 243/268 [02:19<00:13, 1.87it/s]Epoch 7/10: 91%|█████████ | 244/268 [02:20<00:14, 1.63it/s]Epoch 7/10: 91%|█████████▏| 245/268 [02:20<00:13, 1.76it/s]Epoch 7/10: 92%|█████████▏| 246/268 [02:21<00:12, 1.76it/s]Epoch 7/10: 92%|█████████▏| 247/268 [02:21<00:12, 1.69it/s]Epoch 7/10: 93%|█████████▎| 248/268 [02:22<00:10, 1.89it/s]Epoch 7/10: 93%|█████████▎| 249/268 [02:22<00:11, 1.64it/s]Epoch 7/10: 93%|█████████▎| 250/268 [02:23<00:09, 1.85it/s]Epoch 7/10: 94%|█████████▎| 251/268 [02:24<00:09, 1.75it/s]Epoch 7/10: 94%|█████████▍| 252/268 [02:24<00:09, 1.76it/s]Epoch 7/10: 94%|█████████▍| 253/268 [02:25<00:08, 1.84it/s]Epoch 7/10: 95%|█████████▍| 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train_loss: 0.16674936629498183
train_mIoU: 0.7466505864995667
train_accuracy: 0.8693464116809299
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<01:15, 6.26it/s]Epoch 7/10: 2%|▏ | 9/475 [00:00<00:11, 39.01it/s]Epoch 7/10: 3%|▎ | 16/475 [00:00<00:09, 49.52it/s]Epoch 7/10: 5%|▍ | 22/475 [00:00<00:09, 46.01it/s]Epoch 7/10: 6%|▌ | 27/475 [00:00<00:10, 42.41it/s]Epoch 7/10: 7%|▋ | 32/475 [00:00<00:10, 41.61it/s]Epoch 7/10: 8%|▊ | 37/475 [00:00<00:11, 39.48it/s]Epoch 7/10: 9%|▉ | 43/475 [00:01<00:09, 43.64it/s]Epoch 7/10: 11%|█ | 50/475 [00:01<00:08, 50.22it/s]Epoch 7/10: 12%|█▏ | 57/475 [00:01<00:07, 53.74it/s]Epoch 7/10: 13%|█▎ | 63/475 [00:01<00:08, 47.64it/s]Epoch 7/10: 14%|█▍ | 68/475 [00:01<00:08, 45.47it/s]Epoch 7/10: 15%|█▌ | 73/475 [00:01<00:09, 42.03it/s]Epoch 7/10: 16%|█▋ | 78/475 [00:01<00:09, 42.39it/s]Epoch 7/10: 18%|█▊ | 85/475 [00:01<00:08, 47.76it/s]Epoch 7/10: 19%|█▉ | 92/475 [00:02<00:07, 51.74it/s]Epoch 7/10: 21%|██ | 98/475 [00:02<00:07, 50.62it/s]Epoch 7/10: 22%|██▏ | 104/475 [00:02<00:08, 44.81it/s]Epoch 7/10: 23%|██▎ | 109/475 [00:02<00:08, 43.78it/s]Epoch 7/10: 24%|██▍ | 114/475 [00:02<00:08, 42.97it/s]Epoch 7/10: 25%|██▌ | 120/475 [00:02<00:07, 46.15it/s]Epoch 7/10: 26%|██▋ | 125/475 [00:02<00:07, 44.07it/s]Epoch 7/10: 27%|██▋ | 130/475 [00:02<00:07, 44.37it/s]Epoch 7/10: 28%|██▊ | 135/475 [00:03<00:08, 41.29it/s]Epoch 7/10: 29%|██▉ | 140/475 [00:03<00:08, 40.84it/s]Epoch 7/10: 31%|███ | 145/475 [00:03<00:08, 39.71it/s]Epoch 7/10: 32%|███▏ | 150/475 [00:03<00:07, 41.30it/s]Epoch 7/10: 33%|███▎ | 156/475 [00:03<00:07, 45.37it/s]Epoch 7/10: 34%|███▍ | 161/475 [00:03<00:06, 46.22it/s]Epoch 7/10: 35%|███▍ | 166/475 [00:03<00:06, 44.56it/s]Epoch 7/10: 36%|███▌ | 171/475 [00:03<00:07, 40.91it/s]Epoch 7/10: 37%|███▋ | 176/475 [00:04<00:07, 40.41it/s]Epoch 7/10: 38%|███▊ | 181/475 [00:04<00:07, 40.59it/s]Epoch 7/10: 39%|███▉ | 187/475 [00:04<00:06, 43.67it/s]Epoch 7/10: 40%|████ | 192/475 [00:04<00:06, 44.14it/s]Epoch 7/10: 41%|████▏ | 197/475 [00:04<00:06, 44.39it/s]Epoch 7/10: 43%|████▎ | 202/475 [00:04<00:06, 41.79it/s]Epoch 7/10: 44%|████▎ | 207/475 [00:04<00:06, 41.42it/s]Epoch 7/10: 45%|████▍ | 212/475 [00:04<00:06, 40.37it/s]Epoch 7/10: 46%|████▌ | 217/475 [00:05<00:06, 40.24it/s]Epoch 7/10: 47%|████▋ | 222/475 [00:05<00:06, 41.53it/s]Epoch 7/10: 48%|████▊ | 227/475 [00:05<00:05, 43.02it/s]Epoch 7/10: 49%|████▉ | 232/475 [00:05<00:05, 44.84it/s]Epoch 7/10: 50%|████▉ | 237/475 [00:05<00:05, 44.22it/s]Epoch 7/10: 51%|█████ | 242/475 [00:05<00:05, 39.33it/s]Epoch 7/10: 52%|█████▏ | 247/475 [00:05<00:05, 39.44it/s]Epoch 7/10: 53%|█████▎ | 252/475 [00:05<00:05, 38.48it/s]Epoch 7/10: 54%|█████▍ | 258/475 [00:05<00:05, 42.52it/s]Epoch 7/10: 56%|█████▌ | 265/475 [00:06<00:04, 48.45it/s]Epoch 7/10: 57%|█████▋ | 271/475 [00:06<00:03, 51.43it/s]Epoch 7/10: 58%|█████▊ | 277/475 [00:06<00:04, 47.39it/s]Epoch 7/10: 59%|█████▉ | 282/475 [00:06<00:04, 45.27it/s]Epoch 7/10: 60%|██████ | 287/475 [00:06<00:04, 42.82it/s]Epoch 7/10: 61%|██████▏ | 292/475 [00:06<00:04, 40.87it/s]Epoch 7/10: 63%|██████▎ | 297/475 [00:06<00:04, 42.57it/s]Epoch 7/10: 64%|██████▎ | 302/475 [00:06<00:03, 43.99it/s]Epoch 7/10: 65%|██████▍ | 308/475 [00:07<00:03, 47.56it/s]Epoch 7/10: 66%|██████▌ | 313/475 [00:07<00:03, 46.22it/s]Epoch 7/10: 67%|██████▋ | 318/475 [00:07<00:03, 43.38it/s]Epoch 7/10: 68%|██████▊ | 323/475 [00:07<00:03, 40.95it/s]Epoch 7/10: 69%|██████▉ | 328/475 [00:07<00:03, 40.47it/s]Epoch 7/10: 70%|███████ | 333/475 [00:07<00:03, 40.44it/s]Epoch 7/10: 71%|███████ | 338/475 [00:07<00:03, 42.80it/s]Epoch 7/10: 72%|███████▏ | 344/475 [00:07<00:02, 46.95it/s]Epoch 7/10: 73%|███████▎ | 349/475 [00:08<00:02, 44.82it/s]Epoch 7/10: 75%|███████▍ | 354/475 [00:08<00:02, 41.62it/s]Epoch 7/10: 76%|███████▌ | 359/475 [00:08<00:02, 40.62it/s]Epoch 7/10: 77%|███████▋ | 364/475 [00:08<00:02, 38.57it/s]Epoch 7/10: 78%|███████▊ | 370/475 [00:08<00:02, 42.81it/s]Epoch 7/10: 79%|███████▉ | 375/475 [00:08<00:02, 43.54it/s]Epoch 7/10: 80%|████████ | 380/475 [00:08<00:02, 41.62it/s]Epoch 7/10: 81%|████████ | 385/475 [00:08<00:02, 39.51it/s]Epoch 7/10: 82%|████████▏ | 390/475 [00:09<00:02, 39.10it/s]Epoch 7/10: 83%|████████▎ | 395/475 [00:09<00:02, 39.76it/s]Epoch 7/10: 84%|████████▍ | 400/475 [00:09<00:01, 41.98it/s]Epoch 7/10: 85%|████████▌ | 405/475 [00:09<00:01, 42.49it/s]Epoch 7/10: 86%|████████▋ | 410/475 [00:09<00:01, 42.06it/s]Epoch 7/10: 87%|████████▋ | 415/475 [00:09<00:01, 39.65it/s]Epoch 7/10: 88%|████████▊ | 420/475 [00:09<00:01, 38.07it/s]Epoch 7/10: 89%|████████▉ | 424/475 [00:09<00:01, 37.68it/s]Epoch 7/10: 90%|█████████ | 429/475 [00:10<00:01, 38.87it/s]Epoch 7/10: 91%|█████████▏| 434/475 [00:10<00:00, 41.34it/s]Epoch 7/10: 93%|█████████▎| 440/475 [00:10<00:00, 43.94it/s]Epoch 7/10: 94%|█████████▎| 445/475 [00:10<00:00, 42.38it/s]Epoch 7/10: 95%|█████████▍| 450/475 [00:10<00:00, 39.88it/s]Epoch 7/10: 96%|█████████▌| 455/475 [00:10<00:00, 39.45it/s]Epoch 7/10: 97%|█████████▋| 460/475 [00:10<00:00, 39.55it/s]Epoch 7/10: 98%|█████████▊| 465/475 [00:10<00:00, 41.24it/s]Epoch 7/10: 99%|█████████▉| 470/475 [00:10<00:00, 42.51it/s]Epoch 7/10: 100%|██████████| 475/475 [00:11<00:00, 42.68it/s]
val_loss: 0.2236529072962309
val_mIoU: 0.7070120855219697
val_accuracy: 0.8486839856599506
saving model
0%| | 0/268 [00:00<?, ?it/s]Epoch 8/10: 0%| | 0/268 [00:00<?, ?it/s]Epoch 8/10: 0%| | 1/268 [00:00<01:51, 2.39it/s]Epoch 8/10: 1%| | 2/268 [00:01<02:34, 1.72it/s]Epoch 8/10: 1%| | 3/268 [00:01<02:25, 1.82it/s]Epoch 8/10: 1%|▏ | 4/268 [00:02<02:21, 1.87it/s]Epoch 8/10: 2%|▏ | 5/268 [00:02<02:46, 1.58it/s]Epoch 8/10: 2%|▏ | 6/268 [00:03<02:19, 1.87it/s]Epoch 8/10: 3%|▎ | 7/268 [00:03<02:31, 1.72it/s]Epoch 8/10: 3%|▎ | 8/268 [00:04<02:28, 1.75it/s]Epoch 8/10: 3%|▎ | 9/268 [00:05<02:21, 1.83it/s]Epoch 8/10: 4%|▎ | 10/268 [00:05<02:34, 1.67it/s]Epoch 8/10: 4%|▍ | 11/268 [00:06<02:13, 1.92it/s]Epoch 8/10: 4%|▍ | 12/268 [00:06<02:29, 1.71it/s]Epoch 8/10: 5%|▍ | 13/268 [00:07<02:27, 1.72it/s]Epoch 8/10: 5%|▌ | 14/268 [00:07<02:18, 1.83it/s]Epoch 8/10: 6%|▌ | 15/268 [00:08<02:35, 1.63it/s]Epoch 8/10: 6%|▌ | 16/268 [00:08<02:13, 1.88it/s]Epoch 8/10: 6%|▋ | 17/268 [00:09<02:34, 1.62it/s]Epoch 8/10: 7%|▋ | 18/268 [00:10<02:24, 1.73it/s]Epoch 8/10: 7%|▋ | 19/268 [00:10<02:22, 1.75it/s]Epoch 8/10: 7%|▋ | 20/268 [00:11<02:25, 1.71it/s]Epoch 8/10: 8%|▊ | 21/268 [00:11<02:12, 1.87it/s]Epoch 8/10: 8%|▊ | 22/268 [00:12<02:13, 1.85it/s]Epoch 8/10: 9%|▊ | 23/268 [00:12<02:07, 1.91it/s]Epoch 8/10: 9%|▉ | 24/268 [00:13<02:20, 1.73it/s]Epoch 8/10: 9%|▉ | 25/268 [00:13<02:03, 1.96it/s]Epoch 8/10: 10%|▉ | 26/268 [00:14<02:17, 1.76it/s]Epoch 8/10: 10%|█ | 27/268 [00:15<02:19, 1.72it/s]Epoch 8/10: 10%|█ | 28/268 [00:15<02:07, 1.88it/s]Epoch 8/10: 11%|█ | 29/268 [00:16<02:27, 1.62it/s]Epoch 8/10: 11%|█ | 30/268 [00:16<02:18, 1.71it/s]Epoch 8/10: 12%|█▏ | 31/268 [00:17<02:14, 1.76it/s]Epoch 8/10: 12%|█▏ | 32/268 [00:18<02:26, 1.61it/s]Epoch 8/10: 12%|█▏ | 33/268 [00:18<02:06, 1.85it/s]Epoch 8/10: 13%|█▎ | 34/268 [00:19<02:25, 1.61it/s]Epoch 8/10: 13%|█▎ | 35/268 [00:19<02:05, 1.86it/s]Epoch 8/10: 13%|█▎ | 36/268 [00:20<02:22, 1.63it/s]Epoch 8/10: 14%|█▍ | 37/268 [00:21<02:14, 1.72it/s]Epoch 8/10: 14%|█▍ | 38/268 [00:21<02:09, 1.78it/s]Epoch 8/10: 15%|█▍ | 39/268 [00:22<02:14, 1.71it/s]Epoch 8/10: 15%|█▍ | 40/268 [00:22<02:00, 1.89it/s]Epoch 8/10: 15%|█▌ | 41/268 [00:23<02:17, 1.65it/s]Epoch 8/10: 16%|█▌ | 42/268 [00:23<02:11, 1.71it/s]Epoch 8/10: 16%|█▌ | 43/268 [00:24<02:05, 1.79it/s]Epoch 8/10: 16%|█▋ | 44/268 [00:25<02:19, 1.61it/s]Epoch 8/10: 17%|█▋ | 45/268 [00:25<02:01, 1.84it/s]Epoch 8/10: 17%|█▋ | 46/268 [00:26<02:09, 1.71it/s]Epoch 8/10: 18%|█▊ | 47/268 [00:26<02:09, 1.70it/s]Epoch 8/10: 18%|█▊ | 48/268 [00:27<01:59, 1.84it/s]Epoch 8/10: 18%|█▊ | 49/268 [00:28<02:12, 1.65it/s]Epoch 8/10: 19%|█▊ | 50/268 [00:28<01:55, 1.88it/s]Epoch 8/10: 19%|█▉ | 51/268 [00:29<02:06, 1.72it/s]Epoch 8/10: 19%|█▉ | 52/268 [00:29<01:58, 1.82it/s]Epoch 8/10: 20%|█▉ | 53/268 [00:30<01:57, 1.82it/s]Epoch 8/10: 20%|██ | 54/268 [00:30<02:07, 1.68it/s]Epoch 8/10: 21%|██ | 55/268 [00:31<01:53, 1.87it/s]Epoch 8/10: 21%|██ | 56/268 [00:31<02:00, 1.76it/s]Epoch 8/10: 21%|██▏ | 57/268 [00:32<01:55, 1.83it/s]Epoch 8/10: 22%|██▏ | 58/268 [00:32<01:54, 1.83it/s]Epoch 8/10: 22%|██▏ | 59/268 [00:33<02:00, 1.74it/s]Epoch 8/10: 22%|██▏ | 60/268 [00:33<01:47, 1.93it/s]Epoch 8/10: 23%|██▎ | 61/268 [00:34<02:03, 1.68it/s]Epoch 8/10: 23%|██▎ | 62/268 [00:35<01:51, 1.85it/s]Epoch 8/10: 24%|██▎ | 63/268 [00:35<01:55, 1.78it/s]Epoch 8/10: 24%|██▍ | 64/268 [00:36<02:02, 1.67it/s]Epoch 8/10: 24%|██▍ | 65/268 [00:36<01:46, 1.91it/s]Epoch 8/10: 25%|██▍ | 66/268 [00:37<01:57, 1.72it/s]Epoch 8/10: 25%|██▌ | 67/268 [00:37<01:48, 1.85it/s]Epoch 8/10: 25%|██▌ | 68/268 [00:38<01:51, 1.80it/s]Epoch 8/10: 26%|██▌ | 69/268 [00:39<01:52, 1.76it/s]Epoch 8/10: 26%|██▌ | 70/268 [00:39<01:44, 1.89it/s]Epoch 8/10: 26%|██▋ | 71/268 [00:40<01:52, 1.75it/s]Epoch 8/10: 27%|██▋ | 72/268 [00:40<01:39, 1.97it/s]Epoch 8/10: 27%|██▋ | 73/268 [00:41<01:51, 1.75it/s]Epoch 8/10: 28%|██▊ | 74/268 [00:41<01:52, 1.72it/s]Epoch 8/10: 28%|██▊ | 75/268 [00:42<01:43, 1.87it/s]Epoch 8/10: 28%|██▊ | 76/268 [00:43<01:55, 1.66it/s]Epoch 8/10: 29%|██▊ | 77/268 [00:43<01:53, 1.68it/s]Epoch 8/10: 29%|██▉ | 78/268 [00:44<01:44, 1.81it/s]Epoch 8/10: 29%|██▉ | 79/268 [00:44<01:57, 1.61it/s]Epoch 8/10: 30%|██▉ | 80/268 [00:45<01:50, 1.71it/s]Epoch 8/10: 30%|███ | 81/268 [00:45<01:46, 1.76it/s]Epoch 8/10: 31%|███ | 82/268 [00:46<01:57, 1.58it/s]Epoch 8/10: 31%|███ | 83/268 [00:47<01:44, 1.77it/s]Epoch 8/10: 31%|███▏ | 84/268 [00:47<01:47, 1.71it/s]Epoch 8/10: 32%|███▏ | 85/268 [00:48<01:52, 1.62it/s]Epoch 8/10: 32%|███▏ | 86/268 [00:48<01:37, 1.86it/s]Epoch 8/10: 32%|███▏ | 87/268 [00:49<01:51, 1.63it/s]Epoch 8/10: 33%|███▎ | 88/268 [00:50<01:46, 1.69it/s]Epoch 8/10: 33%|███▎ | 89/268 [00:50<01:41, 1.77it/s]Epoch 8/10: 34%|███▎ | 90/268 [00:51<01:51, 1.60it/s]Epoch 8/10: 34%|███▍ | 91/268 [00:51<01:35, 1.84it/s]Epoch 8/10: 34%|███▍ | 92/268 [00:52<01:50, 1.59it/s]Epoch 8/10: 35%|███▍ | 93/268 [00:52<01:39, 1.76it/s]Epoch 8/10: 35%|███▌ | 94/268 [00:53<01:40, 1.73it/s]Epoch 8/10: 35%|███▌ | 95/268 [00:54<01:45, 1.63it/s]Epoch 8/10: 36%|███▌ | 96/268 [00:54<01:32, 1.86it/s]Epoch 8/10: 36%|███▌ | 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1.72it/s]Epoch 8/10: 43%|████▎ | 116/268 [01:06<01:24, 1.80it/s]Epoch 8/10: 44%|████▎ | 117/268 [01:06<01:22, 1.83it/s]Epoch 8/10: 44%|████▍ | 118/268 [01:07<01:24, 1.78it/s]Epoch 8/10: 44%|████▍ | 119/268 [01:07<01:18, 1.89it/s]Epoch 8/10: 45%|████▍ | 120/268 [01:08<01:29, 1.66it/s]Epoch 8/10: 45%|████▌ | 121/268 [01:08<01:21, 1.81it/s]Epoch 8/10: 46%|████▌ | 122/268 [01:09<01:23, 1.76it/s]Epoch 8/10: 46%|████▌ | 123/268 [01:10<01:28, 1.63it/s]Epoch 8/10: 46%|████▋ | 124/268 [01:10<01:17, 1.86it/s]Epoch 8/10: 47%|████▋ | 125/268 [01:11<01:26, 1.66it/s]Epoch 8/10: 47%|████▋ | 126/268 [01:11<01:18, 1.80it/s]Epoch 8/10: 47%|████▋ | 127/268 [01:12<01:20, 1.74it/s]Epoch 8/10: 48%|████▊ | 128/268 [01:12<01:22, 1.70it/s]Epoch 8/10: 48%|████▊ | 129/268 [01:13<01:13, 1.88it/s]Epoch 8/10: 49%|████▊ | 130/268 [01:14<01:23, 1.66it/s]Epoch 8/10: 49%|████▉ | 131/268 [01:14<01:14, 1.83it/s]Epoch 8/10: 49%|████▉ | 132/268 [01:15<01:16, 1.78it/s]Epoch 8/10: 50%|████▉ | 133/268 [01:15<01:18, 1.73it/s]Epoch 8/10: 50%|█████ | 134/268 [01:16<01:10, 1.89it/s]Epoch 8/10: 50%|█████ | 135/268 [01:17<01:22, 1.61it/s]Epoch 8/10: 51%|█████ | 136/268 [01:17<01:18, 1.68it/s]Epoch 8/10: 51%|█████ | 137/268 [01:18<01:14, 1.77it/s]Epoch 8/10: 51%|█████▏ | 138/268 [01:18<01:18, 1.65it/s]Epoch 8/10: 52%|█████▏ | 139/268 [01:19<01:08, 1.88it/s]Epoch 8/10: 52%|█████▏ | 140/268 [01:19<01:18, 1.62it/s]Epoch 8/10: 53%|█████▎ | 141/268 [01:20<01:10, 1.80it/s]Epoch 8/10: 53%|█████▎ | 142/268 [01:20<01:12, 1.73it/s]Epoch 8/10: 53%|█████▎ | 143/268 [01:21<01:10, 1.78it/s]Epoch 8/10: 54%|█████▎ | 144/268 [01:22<01:08, 1.82it/s]Epoch 8/10: 54%|█████▍ | 145/268 [01:22<01:18, 1.57it/s]Epoch 8/10: 54%|█████▍ | 146/268 [01:23<01:07, 1.82it/s]Epoch 8/10: 55%|█████▍ | 147/268 [01:23<01:13, 1.65it/s]Epoch 8/10: 55%|█████▌ | 148/268 [01:24<01:13, 1.64it/s]Epoch 8/10: 56%|█████▌ | 149/268 [01:24<01:05, 1.81it/s]Epoch 8/10: 56%|█████▌ | 150/268 [01:25<01:12, 1.63it/s]Epoch 8/10: 56%|█████▋ | 151/268 [01:26<01:07, 1.74it/s]Epoch 8/10: 57%|█████▋ | 152/268 [01:26<01:05, 1.76it/s]Epoch 8/10: 57%|█████▋ | 153/268 [01:27<01:14, 1.54it/s]Epoch 8/10: 57%|█████▋ | 154/268 [01:28<01:10, 1.63it/s]Epoch 8/10: 58%|█████▊ | 155/268 [01:28<01:05, 1.72it/s]Epoch 8/10: 58%|█████▊ | 156/268 [01:29<01:08, 1.63it/s]Epoch 8/10: 59%|█████▊ | 157/268 [01:29<00:59, 1.87it/s]Epoch 8/10: 59%|█████▉ | 158/268 [01:30<01:06, 1.65it/s]Epoch 8/10: 59%|█████▉ | 159/268 [01:30<01:01, 1.77it/s]Epoch 8/10: 60%|█████▉ | 160/268 [01:31<01:01, 1.77it/s]Epoch 8/10: 60%|██████ | 161/268 [01:32<01:04, 1.65it/s]Epoch 8/10: 60%|██████ | 162/268 [01:32<00:56, 1.88it/s]Epoch 8/10: 61%|██████ | 163/268 [01:33<01:02, 1.68it/s]Epoch 8/10: 61%|██████ | 164/268 [01:33<00:55, 1.88it/s]Epoch 8/10: 62%|██████▏ | 165/268 [01:34<00:58, 1.77it/s]Epoch 8/10: 62%|██████▏ | 166/268 [01:34<00:58, 1.73it/s]Epoch 8/10: 62%|██████▏ | 167/268 [01:35<00:53, 1.89it/s]Epoch 8/10: 63%|██████▎ | 168/268 [01:36<00:59, 1.68it/s]Epoch 8/10: 63%|██████▎ | 169/268 [01:36<00:51, 1.92it/s]Epoch 8/10: 63%|██████▎ | 170/268 [01:37<00:57, 1.71it/s]Epoch 8/10: 64%|██████▍ | 171/268 [01:37<00:54, 1.78it/s]Epoch 8/10: 64%|██████▍ | 172/268 [01:38<00:52, 1.81it/s]Epoch 8/10: 65%|██████▍ | 173/268 [01:38<00:52, 1.82it/s]Epoch 8/10: 65%|██████▍ | 174/268 [01:39<00:49, 1.88it/s]Epoch 8/10: 65%|██████▌ | 175/268 [01:40<00:57, 1.62it/s]Epoch 8/10: 66%|██████▌ | 176/268 [01:40<00:50, 1.84it/s]Epoch 8/10: 66%|██████▌ | 177/268 [01:41<00:52, 1.73it/s]Epoch 8/10: 66%|██████▋ | 178/268 [01:41<00:50, 1.77it/s]Epoch 8/10: 67%|██████▋ | 179/268 [01:42<00:48, 1.83it/s]Epoch 8/10: 67%|██████▋ | 180/268 [01:42<00:53, 1.63it/s]Epoch 8/10: 68%|██████▊ | 181/268 [01:43<00:46, 1.87it/s]Epoch 8/10: 68%|██████▊ | 182/268 [01:43<00:49, 1.73it/s]Epoch 8/10: 68%|██████▊ | 183/268 [01:44<00:49, 1.70it/s]Epoch 8/10: 69%|██████▊ | 184/268 [01:44<00:45, 1.86it/s]Epoch 8/10: 69%|██████▉ | 185/268 [01:45<00:49, 1.67it/s]Epoch 8/10: 69%|██████▉ | 186/268 [01:46<00:44, 1.83it/s]Epoch 8/10: 70%|██████▉ | 187/268 [01:46<00:45, 1.77it/s]Epoch 8/10: 70%|███████ | 188/268 [01:47<00:46, 1.70it/s]Epoch 8/10: 71%|███████ | 189/268 [01:47<00:41, 1.89it/s]Epoch 8/10: 71%|███████ | 190/268 [01:48<00:45, 1.70it/s]Epoch 8/10: 71%|███████▏ | 191/268 [01:48<00:41, 1.85it/s]Epoch 8/10: 72%|███████▏ | 192/268 [01:49<00:42, 1.78it/s]Epoch 8/10: 72%|███████▏ | 193/268 [01:50<00:44, 1.68it/s]Epoch 8/10: 72%|███████▏ | 194/268 [01:50<00:39, 1.89it/s]Epoch 8/10: 73%|███████▎ | 195/268 [01:51<00:42, 1.74it/s]Epoch 8/10: 73%|███████▎ | 196/268 [01:51<00:39, 1.84it/s]Epoch 8/10: 74%|███████▎ | 197/268 [01:52<00:39, 1.82it/s]Epoch 8/10: 74%|███████▍ | 198/268 [01:52<00:39, 1.79it/s]Epoch 8/10: 74%|███████▍ | 199/268 [01:53<00:36, 1.91it/s]Epoch 8/10: 75%|███████▍ | 200/268 [01:53<00:37, 1.81it/s]Epoch 8/10: 75%|███████▌ | 201/268 [01:54<00:33, 1.97it/s]Epoch 8/10: 75%|███████▌ | 202/268 [01:55<00:38, 1.73it/s]Epoch 8/10: 76%|███████▌ | 203/268 [01:55<00:33, 1.96it/s]Epoch 8/10: 76%|███████▌ | 204/268 [01:56<00:37, 1.69it/s]Epoch 8/10: 76%|███████▋ | 205/268 [01:56<00:34, 1.82it/s]Epoch 8/10: 77%|███████▋ | 206/268 [01:57<00:34, 1.78it/s]Epoch 8/10: 77%|███████▋ | 207/268 [01:57<00:36, 1.65it/s]Epoch 8/10: 78%|███████▊ | 208/268 [01:58<00:31, 1.89it/s]Epoch 8/10: 78%|███████▊ | 209/268 [01:59<00:35, 1.67it/s]Epoch 8/10: 78%|███████▊ | 210/268 [01:59<00:33, 1.73it/s]Epoch 8/10: 79%|███████▊ | 211/268 [02:00<00:31, 1.80it/s]Epoch 8/10: 79%|███████▉ | 212/268 [02:00<00:34, 1.62it/s]Epoch 8/10: 79%|███████▉ | 213/268 [02:01<00:32, 1.67it/s]Epoch 8/10: 80%|███████▉ | 214/268 [02:01<00:30, 1.77it/s]Epoch 8/10: 80%|████████ | 215/268 [02:02<00:33, 1.56it/s]Epoch 8/10: 81%|████████ | 216/268 [02:03<00:28, 1.81it/s]Epoch 8/10: 81%|████████ | 217/268 [02:03<00:30, 1.69it/s]Epoch 8/10: 81%|████████▏ | 218/268 [02:04<00:29, 1.68it/s]Epoch 8/10: 82%|████████▏ | 219/268 [02:04<00:27, 1.80it/s]Epoch 8/10: 82%|████████▏ | 220/268 [02:05<00:30, 1.58it/s]Epoch 8/10: 82%|████████▏ | 221/268 [02:06<00:25, 1.82it/s]Epoch 8/10: 83%|████████▎ | 222/268 [02:06<00:27, 1.70it/s]Epoch 8/10: 83%|████████▎ | 223/268 [02:07<00:25, 1.75it/s]Epoch 8/10: 84%|████████▎ | 224/268 [02:07<00:24, 1.82it/s]Epoch 8/10: 84%|████████▍ | 225/268 [02:08<00:25, 1.71it/s]Epoch 8/10: 84%|████████▍ | 226/268 [02:08<00:21, 1.93it/s]Epoch 8/10: 85%|████████▍ | 227/268 [02:09<00:24, 1.66it/s]Epoch 8/10: 85%|████████▌ | 228/268 [02:10<00:23, 1.73it/s]Epoch 8/10: 85%|████████▌ | 229/268 [02:10<00:21, 1.79it/s]Epoch 8/10: 86%|████████▌ | 230/268 [02:11<00:20, 1.82it/s]Epoch 8/10: 86%|████████▌ | 231/268 [02:11<00:19, 1.85it/s]Epoch 8/10: 87%|████████▋ | 232/268 [02:12<00:21, 1.64it/s]Epoch 8/10: 87%|████████▋ | 233/268 [02:12<00:18, 1.88it/s]Epoch 8/10: 87%|████████▋ | 234/268 [02:13<00:19, 1.72it/s]Epoch 8/10: 88%|████████▊ | 235/268 [02:13<00:18, 1.81it/s]Epoch 8/10: 88%|████████▊ | 236/268 [02:14<00:17, 1.80it/s]Epoch 8/10: 88%|████████▊ | 237/268 [02:15<00:19, 1.60it/s]Epoch 8/10: 89%|████████▉ | 238/268 [02:15<00:16, 1.84it/s]Epoch 8/10: 89%|████████▉ | 239/268 [02:16<00:17, 1.68it/s]Epoch 8/10: 90%|████████▉ | 240/268 [02:16<00:15, 1.75it/s]Epoch 8/10: 90%|████████▉ | 241/268 [02:17<00:14, 1.81it/s]Epoch 8/10: 90%|█████████ | 242/268 [02:17<00:14, 1.76it/s]Epoch 8/10: 91%|█████████ | 243/268 [02:18<00:13, 1.91it/s]Epoch 8/10: 91%|█████████ | 244/268 [02:19<00:14, 1.66it/s]Epoch 8/10: 91%|█████████▏| 245/268 [02:19<00:12, 1.89it/s]Epoch 8/10: 92%|█████████▏| 246/268 [02:20<00:12, 1.76it/s]Epoch 8/10: 92%|█████████▏| 247/268 [02:20<00:12, 1.68it/s]Epoch 8/10: 93%|█████████▎| 248/268 [02:21<00:10, 1.90it/s]Epoch 8/10: 93%|█████████▎| 249/268 [02:22<00:11, 1.64it/s]Epoch 8/10: 93%|█████████▎| 250/268 [02:22<00:09, 1.88it/s]Epoch 8/10: 94%|█████████▎| 251/268 [02:23<00:09, 1.72it/s]Epoch 8/10: 94%|█████████▍| 252/268 [02:23<00:08, 1.79it/s]Epoch 8/10: 94%|█████████▍| 253/268 [02:24<00:08, 1.81it/s]Epoch 8/10: 95%|█████████▍| 254/268 [02:24<00:07, 1.79it/s]Epoch 8/10: 95%|█████████▌| 255/268 [02:25<00:06, 1.89it/s]Epoch 8/10: 96%|█████████▌| 256/268 [02:25<00:07, 1.65it/s]Epoch 8/10: 96%|█████████▌| 257/268 [02:26<00:06, 1.78it/s]Epoch 8/10: 96%|█████████▋| 258/268 [02:27<00:05, 1.76it/s]Epoch 8/10: 97%|█████████▋| 259/268 [02:27<00:05, 1.64it/s]Epoch 8/10: 97%|█████████▋| 260/268 [02:28<00:04, 1.88it/s]Epoch 8/10: 97%|█████████▋| 261/268 [02:28<00:04, 1.68it/s]Epoch 8/10: 98%|█████████▊| 262/268 [02:29<00:03, 1.77it/s]Epoch 8/10: 98%|█████████▊| 263/268 [02:29<00:02, 1.80it/s]Epoch 8/10: 99%|█████████▊| 264/268 [02:30<00:02, 1.59it/s]Epoch 8/10: 99%|█████████▉| 265/268 [02:31<00:01, 1.76it/s]Epoch 8/10: 99%|█████████▉| 266/268 [02:31<00:01, 1.71it/s]Epoch 8/10: 100%|█████████▉| 267/268 [02:32<00:00, 1.65it/s]Epoch 8/10: 100%|██████████| 268/268 [02:32<00:00, 2.09it/s]Epoch 8/10: 100%|██████████| 268/268 [02:32<00:00, 1.76it/s]
train_loss: 0.16272646194296098
train_mIoU: 0.7499996837515912
train_accuracy: 0.871345255952555
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<01:03, 7.51it/s]Epoch 8/10: 2%|▏ | 8/475 [00:00<00:12, 37.16it/s]Epoch 8/10: 3%|▎ | 12/475 [00:00<00:12, 36.01it/s]Epoch 8/10: 4%|▎ | 17/475 [00:00<00:11, 38.68it/s]Epoch 8/10: 4%|▍ | 21/475 [00:00<00:12, 37.61it/s]Epoch 8/10: 5%|▌ | 26/475 [00:00<00:11, 39.13it/s]Epoch 8/10: 7%|▋ | 32/475 [00:00<00:10, 43.78it/s]Epoch 8/10: 8%|▊ | 38/475 [00:00<00:09, 47.88it/s]Epoch 8/10: 9%|▉ | 44/475 [00:01<00:08, 50.89it/s]Epoch 8/10: 11%|█ | 50/475 [00:01<00:08, 47.43it/s]Epoch 8/10: 12%|█▏ | 55/475 [00:01<00:09, 44.14it/s]Epoch 8/10: 13%|█▎ | 60/475 [00:01<00:09, 42.88it/s]Epoch 8/10: 14%|█▎ | 65/475 [00:01<00:10, 40.97it/s]Epoch 8/10: 15%|█▍ | 70/475 [00:01<00:09, 42.51it/s]Epoch 8/10: 16%|█▌ | 77/475 [00:01<00:08, 49.32it/s]Epoch 8/10: 18%|█▊ | 84/475 [00:01<00:07, 52.40it/s]Epoch 8/10: 19%|█▉ | 90/475 [00:02<00:07, 48.56it/s]Epoch 8/10: 20%|██ | 95/475 [00:02<00:08, 46.17it/s]Epoch 8/10: 21%|██ | 100/475 [00:02<00:08, 44.45it/s]Epoch 8/10: 22%|██▏ | 105/475 [00:02<00:08, 42.89it/s]Epoch 8/10: 23%|██▎ | 111/475 [00:02<00:07, 45.82it/s]Epoch 8/10: 25%|██▍ | 118/475 [00:02<00:06, 51.06it/s]Epoch 8/10: 26%|██▋ | 125/475 [00:02<00:06, 53.64it/s]Epoch 8/10: 28%|██▊ | 131/475 [00:02<00:07, 48.89it/s]Epoch 8/10: 29%|██▊ | 136/475 [00:03<00:07, 46.01it/s]Epoch 8/10: 30%|██▉ | 141/475 [00:03<00:07, 43.71it/s]Epoch 8/10: 31%|███ | 146/475 [00:03<00:07, 43.84it/s]Epoch 8/10: 32%|███▏ | 153/475 [00:03<00:06, 50.33it/s]Epoch 8/10: 34%|███▎ | 160/475 [00:03<00:05, 55.11it/s]Epoch 8/10: 35%|███▍ | 166/475 [00:03<00:05, 54.11it/s]Epoch 8/10: 36%|███▌ | 172/475 [00:03<00:06, 49.55it/s]Epoch 8/10: 37%|███▋ | 178/475 [00:03<00:06, 45.39it/s]Epoch 8/10: 39%|███▊ | 183/475 [00:04<00:06, 44.28it/s]Epoch 8/10: 40%|███▉ | 189/475 [00:04<00:06, 46.60it/s]Epoch 8/10: 41%|████▏ | 196/475 [00:04<00:05, 51.19it/s]Epoch 8/10: 43%|████▎ | 203/475 [00:04<00:05, 53.95it/s]Epoch 8/10: 44%|████▍ | 209/475 [00:04<00:05, 50.41it/s]Epoch 8/10: 45%|████▌ | 215/475 [00:04<00:05, 47.54it/s]Epoch 8/10: 46%|████▋ | 220/475 [00:04<00:05, 43.41it/s]Epoch 8/10: 47%|████▋ | 225/475 [00:04<00:05, 42.57it/s]Epoch 8/10: 49%|████▊ | 231/475 [00:05<00:05, 46.14it/s]Epoch 8/10: 50%|█████ | 238/475 [00:05<00:04, 50.00it/s]Epoch 8/10: 52%|█████▏ | 246/475 [00:05<00:04, 56.96it/s]Epoch 8/10: 53%|█████▎ | 252/475 [00:05<00:04, 49.63it/s]Epoch 8/10: 54%|█████▍ | 258/475 [00:05<00:04, 46.20it/s]Epoch 8/10: 55%|█████▌ | 263/475 [00:05<00:04, 44.97it/s]Epoch 8/10: 56%|█████▋ | 268/475 [00:05<00:04, 45.27it/s]Epoch 8/10: 58%|█████▊ | 275/475 [00:05<00:03, 50.90it/s]Epoch 8/10: 59%|█████▉ | 282/475 [00:05<00:03, 54.62it/s]Epoch 8/10: 61%|██████ | 288/475 [00:06<00:03, 52.95it/s]Epoch 8/10: 62%|██████▏ | 294/475 [00:06<00:03, 47.92it/s]Epoch 8/10: 63%|██████▎ | 299/475 [00:06<00:03, 45.83it/s]Epoch 8/10: 64%|██████▍ | 304/475 [00:06<00:03, 44.56it/s]Epoch 8/10: 65%|██████▌ | 309/475 [00:06<00:03, 44.76it/s]Epoch 8/10: 66%|██████▋ | 315/475 [00:06<00:03, 48.09it/s]Epoch 8/10: 68%|██████▊ | 322/475 [00:06<00:02, 52.46it/s]Epoch 8/10: 69%|██████▉ | 328/475 [00:06<00:02, 53.88it/s]Epoch 8/10: 70%|███████ | 334/475 [00:07<00:02, 47.54it/s]Epoch 8/10: 71%|███████▏ | 339/475 [00:07<00:02, 46.04it/s]Epoch 8/10: 72%|███████▏ | 344/475 [00:07<00:02, 45.02it/s]Epoch 8/10: 73%|███████▎ | 349/475 [00:07<00:02, 43.62it/s]Epoch 8/10: 75%|███████▍ | 355/475 [00:07<00:02, 46.76it/s]Epoch 8/10: 76%|███████▌ | 362/475 [00:07<00:02, 51.46it/s]Epoch 8/10: 78%|███████▊ | 369/475 [00:07<00:02, 52.41it/s]Epoch 8/10: 79%|███████▉ | 375/475 [00:07<00:02, 47.38it/s]Epoch 8/10: 80%|████████ | 380/475 [00:08<00:02, 45.37it/s]Epoch 8/10: 81%|████████ | 385/475 [00:08<00:02, 43.76it/s]Epoch 8/10: 82%|████████▏ | 390/475 [00:08<00:01, 44.42it/s]Epoch 8/10: 84%|████████▎ | 397/475 [00:08<00:01, 49.53it/s]Epoch 8/10: 85%|████████▍ | 403/475 [00:08<00:01, 51.88it/s]Epoch 8/10: 86%|████████▋ | 410/475 [00:08<00:01, 53.02it/s]Epoch 8/10: 88%|████████▊ | 416/475 [00:08<00:01, 48.81it/s]Epoch 8/10: 89%|████████▊ | 421/475 [00:08<00:01, 46.64it/s]Epoch 8/10: 90%|████████▉ | 426/475 [00:09<00:01, 43.75it/s]Epoch 8/10: 91%|█████████ | 431/475 [00:09<00:00, 44.13it/s]Epoch 8/10: 92%|█████████▏| 439/475 [00:09<00:00, 50.33it/s]Epoch 8/10: 94%|█████████▍| 446/475 [00:09<00:00, 53.82it/s]Epoch 8/10: 95%|█████████▌| 452/475 [00:09<00:00, 54.67it/s]Epoch 8/10: 96%|█████████▋| 458/475 [00:09<00:00, 47.66it/s]Epoch 8/10: 97%|█████████▋| 463/475 [00:09<00:00, 46.43it/s]Epoch 8/10: 99%|█████████▊| 468/475 [00:09<00:00, 44.70it/s]Epoch 8/10: 100%|█████████▉| 473/475 [00:10<00:00, 44.98it/s]Epoch 8/10: 100%|██████████| 475/475 [00:10<00:00, 46.97it/s]
val_loss: 0.221840428898209
val_mIoU: 0.7080195229341791
val_accuracy: 0.8498534513774672
saving model
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[01:26<01:13, 1.59it/s]Epoch 9/10: 57%|█████▋ | 152/268 [01:26<01:03, 1.82it/s]Epoch 9/10: 57%|█████▋ | 153/268 [01:27<01:07, 1.70it/s]Epoch 9/10: 57%|█████▋ | 154/268 [01:28<01:10, 1.62it/s]Epoch 9/10: 58%|█████▊ | 155/268 [01:28<01:01, 1.84it/s]Epoch 9/10: 58%|█████▊ | 156/268 [01:29<01:06, 1.68it/s]Epoch 9/10: 59%|█████▊ | 157/268 [01:29<01:04, 1.71it/s]Epoch 9/10: 59%|█████▉ | 158/268 [01:30<01:00, 1.82it/s]Epoch 9/10: 59%|█████▉ | 159/268 [01:30<01:07, 1.62it/s]Epoch 9/10: 60%|█████▉ | 160/268 [01:31<01:01, 1.75it/s]Epoch 9/10: 60%|██████ | 161/268 [01:31<01:00, 1.77it/s]Epoch 9/10: 60%|██████ | 162/268 [01:32<01:00, 1.75it/s]Epoch 9/10: 61%|██████ | 163/268 [01:33<00:56, 1.87it/s]Epoch 9/10: 61%|██████ | 164/268 [01:33<01:02, 1.65it/s]Epoch 9/10: 62%|██████▏ | 165/268 [01:34<00:58, 1.76it/s]Epoch 9/10: 62%|██████▏ | 166/268 [01:34<00:57, 1.77it/s]Epoch 9/10: 62%|██████▏ | 167/268 [01:35<00:54, 1.84it/s]Epoch 9/10: 63%|██████▎ | 168/268 [01:35<00:53, 1.86it/s]Epoch 9/10: 63%|██████▎ | 169/268 [01:36<00:57, 1.73it/s]Epoch 9/10: 63%|██████▎ | 170/268 [01:36<00:50, 1.95it/s]Epoch 9/10: 64%|██████▍ | 171/268 [01:37<00:57, 1.68it/s]Epoch 9/10: 64%|██████▍ | 172/268 [01:38<00:54, 1.78it/s]Epoch 9/10: 65%|██████▍ | 173/268 [01:38<00:52, 1.80it/s]Epoch 9/10: 65%|██████▍ | 174/268 [01:39<00:56, 1.68it/s]Epoch 9/10: 65%|██████▌ | 175/268 [01:39<00:48, 1.92it/s]Epoch 9/10: 66%|██████▌ | 176/268 [01:40<00:55, 1.65it/s]Epoch 9/10: 66%|██████▌ | 177/268 [01:41<00:53, 1.70it/s]Epoch 9/10: 66%|██████▋ | 178/268 [01:41<00:50, 1.78it/s]Epoch 9/10: 67%|██████▋ | 179/268 [01:42<00:55, 1.60it/s]Epoch 9/10: 67%|██████▋ | 180/268 [01:42<00:48, 1.80it/s]Epoch 9/10: 68%|██████▊ | 181/268 [01:43<00:50, 1.73it/s]Epoch 9/10: 68%|██████▊ | 182/268 [01:43<00:50, 1.70it/s]Epoch 9/10: 68%|██████▊ | 183/268 [01:44<00:45, 1.85it/s]Epoch 9/10: 69%|██████▊ | 184/268 [01:45<00:50, 1.67it/s]Epoch 9/10: 69%|██████▉ | 185/268 [01:45<00:49, 1.67it/s]Epoch 9/10: 69%|██████▉ | 186/268 [01:46<00:45, 1.82it/s]Epoch 9/10: 70%|██████▉ | 187/268 [01:46<00:50, 1.61it/s]Epoch 9/10: 70%|███████ | 188/268 [01:47<00:43, 1.85it/s]Epoch 9/10: 71%|███████ | 189/268 [01:48<00:46, 1.70it/s]Epoch 9/10: 71%|███████ | 190/268 [01:48<00:44, 1.75it/s]Epoch 9/10: 71%|███████▏ | 191/268 [01:49<00:42, 1.81it/s]Epoch 9/10: 72%|███████▏ | 192/268 [01:49<00:44, 1.70it/s]Epoch 9/10: 72%|███████▏ | 193/268 [01:50<00:39, 1.92it/s]Epoch 9/10: 72%|███████▏ | 194/268 [01:50<00:42, 1.74it/s]Epoch 9/10: 73%|███████▎ | 195/268 [01:51<00:41, 1.77it/s]Epoch 9/10: 73%|███████▎ | 196/268 [01:51<00:39, 1.83it/s]Epoch 9/10: 74%|███████▎ | 197/268 [01:52<00:43, 1.63it/s]Epoch 9/10: 74%|███████▍ | 198/268 [01:53<00:40, 1.73it/s]Epoch 9/10: 74%|███████▍ | 199/268 [01:53<00:39, 1.76it/s]Epoch 9/10: 75%|███████▍ | 200/268 [01:54<00:41, 1.65it/s]Epoch 9/10: 75%|███████▌ | 201/268 [01:54<00:35, 1.88it/s]Epoch 9/10: 75%|███████▌ | 202/268 [01:55<00:40, 1.64it/s]Epoch 9/10: 76%|███████▌ | 203/268 [01:55<00:34, 1.87it/s]Epoch 9/10: 76%|███████▌ | 204/268 [01:56<00:36, 1.74it/s]Epoch 9/10: 76%|███████▋ | 205/268 [01:57<00:36, 1.74it/s]Epoch 9/10: 77%|███████▋ | 206/268 [01:57<00:33, 1.83it/s]Epoch 9/10: 77%|███████▋ | 207/268 [01:58<00:37, 1.64it/s]Epoch 9/10: 78%|███████▊ | 208/268 [01:58<00:31, 1.88it/s]Epoch 9/10: 78%|███████▊ | 209/268 [01:59<00:35, 1.64it/s]Epoch 9/10: 78%|███████▊ | 210/268 [01:59<00:32, 1.78it/s]Epoch 9/10: 79%|███████▊ | 211/268 [02:00<00:32, 1.75it/s]Epoch 9/10: 79%|███████▉ | 212/268 [02:01<00:31, 1.75it/s]Epoch 9/10: 79%|███████▉ | 213/268 [02:01<00:29, 1.83it/s]Epoch 9/10: 80%|███████▉ | 214/268 [02:02<00:31, 1.70it/s]Epoch 9/10: 80%|████████ | 215/268 [02:02<00:27, 1.93it/s]Epoch 9/10: 81%|████████ | 216/268 [02:03<00:30, 1.71it/s]Epoch 9/10: 81%|████████ | 217/268 [02:03<00:29, 1.73it/s]Epoch 9/10: 81%|████████▏ | 218/268 [02:04<00:27, 1.83it/s]Epoch 9/10: 82%|████████▏ | 219/268 [02:05<00:30, 1.62it/s]Epoch 9/10: 82%|████████▏ | 220/268 [02:05<00:25, 1.87it/s]Epoch 9/10: 82%|████████▏ | 221/268 [02:06<00:28, 1.64it/s]Epoch 9/10: 83%|████████▎ | 222/268 [02:06<00:25, 1.79it/s]Epoch 9/10: 83%|████████▎ | 223/268 [02:07<00:25, 1.76it/s]Epoch 9/10: 84%|████████▎ | 224/268 [02:07<00:25, 1.72it/s]Epoch 9/10: 84%|████████▍ | 225/268 [02:08<00:22, 1.87it/s]Epoch 9/10: 84%|████████▍ | 226/268 [02:09<00:25, 1.66it/s]Epoch 9/10: 85%|████████▍ | 227/268 [02:09<00:24, 1.71it/s]Epoch 9/10: 85%|████████▌ | 228/268 [02:10<00:22, 1.79it/s]Epoch 9/10: 85%|████████▌ | 229/268 [02:11<00:24, 1.57it/s]Epoch 9/10: 86%|████████▌ | 230/268 [02:11<00:21, 1.74it/s]Epoch 9/10: 86%|████████▌ | 231/268 [02:11<00:21, 1.76it/s]Epoch 9/10: 87%|████████▋ | 232/268 [02:12<00:21, 1.66it/s]Epoch 9/10: 87%|████████▋ | 233/268 [02:13<00:18, 1.89it/s]Epoch 9/10: 87%|████████▋ | 234/268 [02:13<00:20, 1.66it/s]Epoch 9/10: 88%|████████▊ | 235/268 [02:14<00:18, 1.80it/s]Epoch 9/10: 88%|████████▊ | 236/268 [02:14<00:18, 1.78it/s]Epoch 9/10: 88%|████████▊ | 237/268 [02:15<00:18, 1.70it/s]Epoch 9/10: 89%|████████▉ | 238/268 [02:15<00:15, 1.90it/s]Epoch 9/10: 89%|████████▉ | 239/268 [02:16<00:17, 1.62it/s]Epoch 9/10: 90%|████████▉ | 240/268 [02:17<00:14, 1.87it/s]Epoch 9/10: 90%|████████▉ | 241/268 [02:17<00:15, 1.72it/s]Epoch 9/10: 90%|█████████ | 242/268 [02:18<00:14, 1.79it/s]Epoch 9/10: 91%|█████████ | 243/268 [02:18<00:13, 1.83it/s]Epoch 9/10: 91%|█████████ | 244/268 [02:19<00:14, 1.62it/s]Epoch 9/10: 91%|█████████▏| 245/268 [02:19<00:12, 1.81it/s]Epoch 9/10: 92%|█████████▏| 246/268 [02:20<00:12, 1.74it/s]Epoch 9/10: 92%|█████████▏| 247/268 [02:21<00:12, 1.63it/s]Epoch 9/10: 93%|█████████▎| 248/268 [02:21<00:10, 1.87it/s]Epoch 9/10: 93%|█████████▎| 249/268 [02:22<00:11, 1.70it/s]Epoch 9/10: 93%|█████████▎| 250/268 [02:22<00:09, 1.82it/s]Epoch 9/10: 94%|█████████▎| 251/268 [02:23<00:09, 1.79it/s]Epoch 9/10: 94%|█████████▍| 252/268 [02:24<00:09, 1.60it/s]Epoch 9/10: 94%|█████████▍| 253/268 [02:24<00:08, 1.79it/s]Epoch 9/10: 95%|█████████▍| 254/268 [02:25<00:08, 1.72it/s]Epoch 9/10: 95%|█████████▌| 255/268 [02:25<00:08, 1.62it/s]Epoch 9/10: 96%|█████████▌| 256/268 [02:26<00:06, 1.78it/s]Epoch 9/10: 96%|█████████▌| 257/268 [02:26<00:06, 1.73it/s]Epoch 9/10: 96%|█████████▋| 258/268 [02:27<00:05, 1.72it/s]Epoch 9/10: 97%|█████████▋| 259/268 [02:27<00:04, 1.84it/s]Epoch 9/10: 97%|█████████▋| 260/268 [02:28<00:04, 1.77it/s]Epoch 9/10: 97%|█████████▋| 261/268 [02:29<00:03, 1.92it/s]Epoch 9/10: 98%|█████████▊| 262/268 [02:29<00:03, 1.70it/s]Epoch 9/10: 98%|█████████▊| 263/268 [02:30<00:02, 1.91it/s]Epoch 9/10: 99%|█████████▊| 264/268 [02:30<00:02, 1.78it/s]Epoch 9/10: 99%|█████████▉| 265/268 [02:31<00:01, 1.77it/s]Epoch 9/10: 99%|█████████▉| 266/268 [02:31<00:01, 1.87it/s]Epoch 9/10: 100%|█████████▉| 267/268 [02:32<00:00, 1.64it/s]Epoch 9/10: 100%|██████████| 268/268 [02:32<00:00, 2.15it/s]Epoch 9/10: 100%|██████████| 268/268 [02:32<00:00, 1.75it/s]
train_loss: 0.15908876039198974
train_mIoU: 0.7531617905226162
train_accuracy: 0.8732235108278309
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<00:59, 7.92it/s]Epoch 9/10: 1%| | 5/475 [00:00<00:20, 22.87it/s]Epoch 9/10: 2%|▏ | 10/475 [00:00<00:14, 31.12it/s]Epoch 9/10: 3%|▎ | 14/475 [00:00<00:13, 33.89it/s]Epoch 9/10: 4%|▍ | 19/475 [00:00<00:12, 36.14it/s]Epoch 9/10: 5%|▌ | 24/475 [00:00<00:11, 38.73it/s]Epoch 9/10: 6%|▋ | 30/475 [00:00<00:10, 43.85it/s]Epoch 9/10: 8%|▊ | 37/475 [00:00<00:08, 50.80it/s]Epoch 9/10: 9%|▉ | 44/475 [00:01<00:08, 53.74it/s]Epoch 9/10: 11%|█ | 50/475 [00:01<00:08, 47.31it/s]Epoch 9/10: 12%|█▏ | 55/475 [00:01<00:09, 44.19it/s]Epoch 9/10: 13%|█▎ | 60/475 [00:01<00:09, 43.60it/s]Epoch 9/10: 14%|█▎ | 65/475 [00:01<00:09, 44.42it/s]Epoch 9/10: 15%|█▍ | 71/475 [00:01<00:08, 47.69it/s]Epoch 9/10: 16%|█▌ | 76/475 [00:01<00:08, 46.22it/s]Epoch 9/10: 17%|█▋ | 81/475 [00:01<00:09, 42.44it/s]Epoch 9/10: 18%|█▊ | 86/475 [00:02<00:09, 42.46it/s]Epoch 9/10: 19%|█▉ | 91/475 [00:02<00:09, 40.55it/s]Epoch 9/10: 20%|██ | 96/475 [00:02<00:09, 39.83it/s]Epoch 9/10: 21%|██▏ | 101/475 [00:02<00:09, 40.91it/s]Epoch 9/10: 23%|██▎ | 107/475 [00:02<00:08, 45.77it/s]Epoch 9/10: 24%|██▎ | 112/475 [00:02<00:08, 43.12it/s]Epoch 9/10: 25%|██▍ | 117/475 [00:02<00:08, 40.18it/s]Epoch 9/10: 26%|██▌ | 122/475 [00:02<00:08, 39.24it/s]Epoch 9/10: 27%|██▋ | 127/475 [00:03<00:08, 39.25it/s]Epoch 9/10: 28%|██▊ | 132/475 [00:03<00:08, 39.55it/s]Epoch 9/10: 29%|██▊ | 136/475 [00:03<00:08, 39.53it/s]Epoch 9/10: 30%|██▉ | 141/475 [00:03<00:08, 41.73it/s]Epoch 9/10: 31%|███ | 146/475 [00:03<00:08, 40.55it/s]Epoch 9/10: 32%|███▏ | 151/475 [00:03<00:08, 38.91it/s]Epoch 9/10: 33%|███▎ | 155/475 [00:03<00:08, 38.94it/s]Epoch 9/10: 33%|███▎ | 159/475 [00:03<00:08, 38.24it/s]Epoch 9/10: 34%|███▍ | 163/475 [00:03<00:08, 38.33it/s]Epoch 9/10: 36%|███▌ | 169/475 [00:04<00:07, 43.62it/s]Epoch 9/10: 37%|███▋ | 174/475 [00:04<00:06, 45.39it/s]Epoch 9/10: 38%|███▊ | 179/475 [00:04<00:06, 46.36it/s]Epoch 9/10: 39%|███▊ | 184/475 [00:04<00:06, 42.48it/s]Epoch 9/10: 40%|███▉ | 189/475 [00:04<00:06, 41.87it/s]Epoch 9/10: 41%|████ | 194/475 [00:04<00:07, 38.96it/s]Epoch 9/10: 42%|████▏ | 198/475 [00:04<00:07, 38.57it/s]Epoch 9/10: 43%|████▎ | 203/475 [00:04<00:06, 41.37it/s]Epoch 9/10: 44%|████▍ | 208/475 [00:05<00:06, 40.82it/s]Epoch 9/10: 45%|████▍ | 213/475 [00:05<00:06, 39.80it/s]Epoch 9/10: 46%|████▌ | 218/475 [00:05<00:06, 39.34it/s]Epoch 9/10: 47%|████▋ | 222/475 [00:05<00:06, 38.24it/s]Epoch 9/10: 48%|████▊ | 226/475 [00:05<00:06, 37.27it/s]Epoch 9/10: 49%|████▊ | 231/475 [00:05<00:06, 39.38it/s]Epoch 9/10: 50%|████▉ | 236/475 [00:05<00:05, 41.67it/s]Epoch 9/10: 51%|█████ | 241/475 [00:05<00:05, 42.92it/s]Epoch 9/10: 52%|█████▏ | 246/475 [00:05<00:05, 42.14it/s]Epoch 9/10: 53%|█████▎ | 251/475 [00:06<00:05, 41.25it/s]Epoch 9/10: 54%|█████▍ | 256/475 [00:06<00:05, 40.16it/s]Epoch 9/10: 55%|█████▍ | 261/475 [00:06<00:05, 38.79it/s]Epoch 9/10: 56%|█████▌ | 267/475 [00:06<00:04, 43.19it/s]Epoch 9/10: 57%|█████▋ | 272/475 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val_loss: 0.21498776699367322
val_mIoU: 0.7099842626260509
val_accuracy: 0.8498116262335527
loading model for testing
Testing...
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Saving Training Stats
================ confusion matrix ================
[[18874697. 2546072.]
[ 2129232. 7579599.]]
================ val mIoUs ================
0.7099842626260509
================ val accuracy ================
0.8498116262335527
================ end ================
elapsed time : 0.5 hours
Logging run time
generting loss and accuracy plot