diff --git "a/541276.err" "b/541276.err"
new file mode 100644--- /dev/null
+++ "b/541276.err"
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+[NbConvertApp] Converting notebook HCP_downstream_raw_flatmaps.ipynb to python
+[NbConvertApp] Writing 36345 bytes to HCP_downstream_raw_flatmaps.py
+wandb: Using wandb-core as the SDK backend. Please refer to https://wandb.me/wandb-core for more information.
+wandb: Currently logged in as: ckadirt. Use `wandb login --relogin` to force relogin
+wandb: Tracking run with wandb version 0.18.3
+wandb: Run data is saved locally in /weka/proj-fmri/ckadirt/fMRI-foundation-model/src/wandb/run-20241126_204427-HCPflat_raw_beta_sex_83810
+wandb: Run `wandb offline` to turn off syncing.
+wandb: Syncing run HCPflat_raw_beta_sex
+wandb: ⭐️ View project at https://stability.wandb.io/ckadirt/fMRI-foundation-model
+wandb: 🚀 View run at https://stability.wandb.io/ckadirt/fMRI-foundation-model/runs/HCPflat_raw_beta_sex_83810
+
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Epoch 1/20 - Training:  56%|█████▌    | 484/870 [02:18<03:06,  2.07it/s]
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Epoch 1/20 - Training:  56%|█████▌    | 488/870 [02:18<01:39,  3.83it/s]
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Epoch 1/20 - Training:  57%|█████▋    | 492/870 [02:20<02:20,  2.68it/s]
Epoch 1/20 - Training:  57%|█████▋    | 494/870 [02:22<03:00,  2.09it/s]
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Epoch 1/20 - Training:  57%|█████▋    | 498/870 [02:22<01:36,  3.84it/s]
Epoch 1/20 - Training:  57%|█████▋    | 499/870 [02:22<01:26,  4.31it/s]
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Epoch 1/20 - Training:  58%|█████▊    | 502/870 [02:24<02:20,  2.62it/s]
Epoch 1/20 - Training:  58%|█████▊    | 504/870 [02:25<02:45,  2.21it/s]
Epoch 1/20 - Training:  58%|█████▊    | 506/870 [02:25<01:59,  3.05it/s]
Epoch 1/20 - Training:  58%|█████▊    | 508/870 [02:26<01:29,  4.03it/s]
Epoch 1/20 - Training:  59%|█████▊    | 509/870 [02:26<01:21,  4.41it/s]
Epoch 1/20 - Training:  59%|█████▊    | 510/870 [02:27<03:02,  1.97it/s]
Epoch 1/20 - Training:  59%|█████▉    | 512/870 [02:27<02:04,  2.88it/s]
Epoch 1/20 - Training:  59%|█████▉    | 514/870 [02:29<02:54,  2.04it/s]
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Epoch 1/20 - Training:  60%|█████▉    | 518/870 [02:29<01:33,  3.76it/s]
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Epoch 1/20 - Training:  60%|█████▉    | 520/870 [02:31<02:40,  2.18it/s]
Epoch 1/20 - Training:  60%|██████    | 522/870 [02:31<01:49,  3.17it/s]
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Epoch 1/20 - Training:  61%|██████    | 528/870 [02:33<01:36,  3.55it/s]
Epoch 1/20 - Training:  61%|██████    | 529/870 [02:33<01:29,  3.83it/s]
Epoch 1/20 - Training:  61%|██████    | 530/870 [02:34<02:22,  2.38it/s]
Epoch 1/20 - Training:  61%|██████    | 532/870 [02:34<01:38,  3.43it/s]
Epoch 1/20 - Training:  61%|██████▏   | 534/870 [02:36<03:04,  1.82it/s]
Epoch 1/20 - Training:  62%|██████▏   | 536/870 [02:37<02:11,  2.54it/s]
Epoch 1/20 - Training:  62%|██████▏   | 538/870 [02:37<01:36,  3.42it/s]
Epoch 1/20 - Training:  62%|██████▏   | 539/870 [02:37<01:29,  3.68it/s]
Epoch 1/20 - Training:  62%|██████▏   | 540/870 [02:38<02:01,  2.71it/s]
Epoch 1/20 - Training:  62%|██████▏   | 542/870 [02:38<01:25,  3.84it/s]
Epoch 1/20 - Training:  63%|██████▎   | 544/870 [02:40<03:14,  1.68it/s]
Epoch 1/20 - Training:  63%|██████▎   | 546/870 [02:40<02:16,  2.37it/s]
Epoch 1/20 - Training:  63%|██████▎   | 548/870 [02:40<01:39,  3.23it/s]
Epoch 1/20 - Training:  63%|██████▎   | 549/870 [02:41<01:30,  3.56it/s]
Epoch 1/20 - Training:  63%|██████▎   | 550/870 [02:41<01:43,  3.09it/s]
Epoch 1/20 - Training:  63%|██████▎   | 552/870 [02:41<01:13,  4.32it/s]
Epoch 1/20 - Training:  64%|██████▎   | 554/870 [02:44<03:05,  1.71it/s]
Epoch 1/20 - Training:  64%|██████▍   | 556/870 [02:44<02:10,  2.41it/s]
Epoch 1/20 - Training:  64%|██████▍   | 558/870 [02:44<01:35,  3.25it/s]
Epoch 1/20 - Training:  64%|██████▍   | 560/870 [02:45<01:31,  3.40it/s]
Epoch 1/20 - Training:  65%|██████▍   | 562/870 [02:45<01:10,  4.39it/s]
Epoch 1/20 - Training:  65%|██████▍   | 564/870 [02:48<02:57,  1.72it/s]
Epoch 1/20 - Training:  65%|██████▌   | 566/870 [02:48<02:10,  2.33it/s]
Epoch 1/20 - Training:  65%|██████▌   | 568/870 [02:48<01:37,  3.10it/s]
Epoch 1/20 - Training:  66%|██████▌   | 570/870 [02:48<01:14,  4.00it/s]
Epoch 1/20 - Training:  66%|██████▌   | 572/870 [02:48<00:58,  5.07it/s]
Epoch 1/20 - Training:  66%|██████▌   | 574/870 [02:51<02:58,  1.66it/s]
Epoch 1/20 - Training:  66%|██████▌   | 576/870 [02:51<02:11,  2.24it/s]
Epoch 1/20 - Training:  66%|██████▋   | 578/870 [02:52<01:38,  2.95it/s]
Epoch 1/20 - Training:  67%|██████▋   | 580/870 [02:52<01:16,  3.79it/s]
Epoch 1/20 - Training:  67%|██████▋   | 582/870 [02:52<00:59,  4.81it/s]
Epoch 1/20 - Training:  67%|██████▋   | 584/870 [02:55<02:49,  1.69it/s]
Epoch 1/20 - Training:  67%|██████▋   | 586/870 [02:55<02:05,  2.27it/s]
Epoch 1/20 - Training:  68%|██████▊   | 588/870 [02:55<01:33,  3.02it/s]
Epoch 1/20 - Training:  68%|██████▊   | 590/870 [02:55<01:11,  3.92it/s]
Epoch 1/20 - Training:  68%|██████▊   | 592/870 [02:56<00:55,  4.97it/s]
Epoch 1/20 - Training:  68%|██████▊   | 594/870 [02:59<02:49,  1.63it/s]
Epoch 1/20 - Training:  69%|██████▊   | 596/870 [02:59<02:03,  2.21it/s]
Epoch 1/20 - Training:  69%|██████▊   | 598/870 [02:59<01:32,  2.93it/s]
Epoch 1/20 - Training:  69%|██████▉   | 600/870 [02:59<01:11,  3.78it/s]
Epoch 1/20 - Training:  69%|██████▉   | 602/870 [02:59<00:56,  4.78it/s]
Epoch 1/20 - Training:  69%|██████▉   | 604/870 [03:02<02:45,  1.61it/s]
Epoch 1/20 - Training:  70%|██████▉   | 606/870 [03:03<02:01,  2.18it/s]
Epoch 1/20 - Training:  70%|██████▉   | 608/870 [03:03<01:30,  2.91it/s]
Epoch 1/20 - Training:  70%|███████   | 610/870 [03:03<01:08,  3.80it/s]
Epoch 1/20 - Training:  70%|███████   | 612/870 [03:03<00:53,  4.81it/s]
Epoch 1/20 - Training:  71%|███████   | 614/870 [03:06<02:38,  1.62it/s]
Epoch 1/20 - Training:  71%|███████   | 616/870 [03:06<01:55,  2.19it/s]
Epoch 1/20 - Training:  71%|███████   | 618/870 [03:07<01:26,  2.92it/s]
Epoch 1/20 - Training:  71%|███████▏  | 620/870 [03:07<01:05,  3.81it/s]
Epoch 1/20 - Training:  71%|███████▏  | 622/870 [03:07<00:51,  4.84it/s]
Epoch 1/20 - Training:  72%|███████▏  | 624/870 [03:10<02:33,  1.61it/s]
Epoch 1/20 - Training:  72%|███████▏  | 626/870 [03:10<01:51,  2.18it/s]
Epoch 1/20 - Training:  72%|███████▏  | 628/870 [03:10<01:23,  2.91it/s]
Epoch 1/20 - Training:  72%|███████▏  | 630/870 [03:11<01:03,  3.79it/s]
Epoch 1/20 - Training:  73%|███████▎  | 632/870 [03:11<00:49,  4.80it/s]
Epoch 1/20 - Training:  73%|███████▎  | 634/870 [03:14<02:28,  1.59it/s]
Epoch 1/20 - Training:  73%|███████▎  | 635/870 [03:14<02:05,  1.87it/s]
Epoch 1/20 - Training:  73%|███████▎  | 636/870 [03:14<01:44,  2.23it/s]
Epoch 1/20 - Training:  73%|███████▎  | 638/870 [03:14<01:12,  3.19it/s]
Epoch 1/20 - Training:  74%|███████▎  | 640/870 [03:14<00:54,  4.22it/s]
Epoch 1/20 - Training:  74%|███████▍  | 642/870 [03:15<00:43,  5.29it/s]
Epoch 1/20 - Training:  74%|███████▍  | 644/870 [03:18<02:21,  1.60it/s]
Epoch 1/20 - Training:  74%|███████▍  | 646/870 [03:18<01:42,  2.18it/s]
Epoch 1/20 - Training:  74%|███████▍  | 648/870 [03:18<01:15,  2.94it/s]
Epoch 1/20 - Training:  75%|███████▍  | 650/870 [03:18<00:57,  3.85it/s]
Epoch 1/20 - Training:  75%|███████▍  | 652/870 [03:18<00:45,  4.82it/s]
Epoch 1/20 - Training:  75%|███████▌  | 654/870 [03:22<02:14,  1.60it/s]
Epoch 1/20 - Training:  75%|███████▌  | 656/870 [03:22<01:38,  2.18it/s]
Epoch 1/20 - Training:  76%|███████▌  | 658/870 [03:22<01:12,  2.91it/s]
Epoch 1/20 - Training:  76%|███████▌  | 660/870 [03:22<00:55,  3.80it/s]
Epoch 1/20 - Training:  76%|███████▌  | 662/870 [03:22<00:43,  4.84it/s]
Epoch 1/20 - Training:  76%|███████▋  | 664/870 [03:25<02:10,  1.58it/s]
Epoch 1/20 - Training:  77%|███████▋  | 666/870 [03:26<01:34,  2.15it/s]
Epoch 1/20 - Training:  77%|███████▋  | 668/870 [03:26<01:10,  2.87it/s]
Epoch 1/20 - Training:  77%|███████▋  | 670/870 [03:26<00:53,  3.74it/s]
Epoch 1/20 - Training:  77%|███████▋  | 672/870 [03:26<00:41,  4.72it/s]
Epoch 1/20 - Training:  77%|███████▋  | 674/870 [03:29<02:03,  1.59it/s]
Epoch 1/20 - Training:  78%|███████▊  | 676/870 [03:29<01:30,  2.16it/s]
Epoch 1/20 - Training:  78%|███████▊  | 678/870 [03:30<01:06,  2.87it/s]
Epoch 1/20 - Training:  78%|███████▊  | 680/870 [03:30<00:51,  3.70it/s]
Epoch 1/20 - Training:  78%|███████▊  | 682/870 [03:30<00:39,  4.71it/s]
Epoch 1/20 - Training:  79%|███████▊  | 684/870 [03:33<01:55,  1.61it/s]
Epoch 1/20 - Training:  79%|███████▉  | 686/870 [03:33<01:24,  2.18it/s]
Epoch 1/20 - Training:  79%|███████▉  | 688/870 [03:33<01:02,  2.91it/s]
Epoch 1/20 - Training:  79%|███████▉  | 690/870 [03:34<00:48,  3.74it/s]
Epoch 1/20 - Training:  80%|███████▉  | 692/870 [03:34<00:37,  4.72it/s]
Epoch 1/20 - Training:  80%|███████▉  | 694/870 [03:37<01:49,  1.60it/s]
Epoch 1/20 - Training:  80%|████████  | 696/870 [03:37<01:20,  2.17it/s]
Epoch 1/20 - Training:  80%|████████  | 698/870 [03:37<00:59,  2.90it/s]
Epoch 1/20 - Training:  80%|████████  | 700/870 [03:37<00:45,  3.77it/s]
Epoch 1/20 - Training:  81%|████████  | 702/870 [03:37<00:35,  4.78it/s]
Epoch 1/20 - Training:  81%|████████  | 704/870 [03:41<01:43,  1.60it/s]
Epoch 1/20 - Training:  81%|████████  | 706/870 [03:41<01:15,  2.18it/s]
Epoch 1/20 - Training:  81%|████████▏ | 708/870 [03:41<00:55,  2.90it/s]
Epoch 1/20 - Training:  82%|████████▏ | 710/870 [03:41<00:42,  3.75it/s]
Epoch 1/20 - Training:  82%|████████▏ | 712/870 [03:41<00:33,  4.77it/s]
Epoch 1/20 - Training:  82%|████████▏ | 714/870 [03:44<01:37,  1.61it/s]
Epoch 1/20 - Training:  82%|████████▏ | 716/870 [03:45<01:10,  2.18it/s]
Epoch 1/20 - Training:  83%|████████▎ | 718/870 [03:45<00:52,  2.88it/s]
Epoch 1/20 - Training:  83%|████████▎ | 720/870 [03:45<00:40,  3.72it/s]
Epoch 1/20 - Training:  83%|████████▎ | 722/870 [03:45<00:31,  4.73it/s]
Epoch 1/20 - Training:  83%|████████▎ | 724/870 [03:48<01:31,  1.59it/s]
Epoch 1/20 - Training:  83%|████████▎ | 726/870 [03:48<01:06,  2.15it/s]
Epoch 1/20 - Training:  84%|████████▎ | 728/870 [03:49<00:49,  2.86it/s]
Epoch 1/20 - Training:  84%|████████▍ | 730/870 [03:49<00:37,  3.74it/s]
Epoch 1/20 - Training:  84%|████████▍ | 732/870 [03:49<00:29,  4.75it/s]
Epoch 1/20 - Training:  84%|████████▍ | 734/870 [03:52<01:23,  1.62it/s]
Epoch 1/20 - Training:  85%|████████▍ | 736/870 [03:52<01:01,  2.18it/s]
Epoch 1/20 - Training:  85%|████████▍ | 738/870 [03:52<00:46,  2.86it/s]
Epoch 1/20 - Training:  85%|████████▌ | 740/870 [03:53<00:35,  3.70it/s]
Epoch 1/20 - Training:  85%|████████▌ | 742/870 [03:53<00:27,  4.71it/s]
Epoch 1/20 - Training:  86%|████████▌ | 744/870 [03:56<01:16,  1.64it/s]
Epoch 1/20 - Training:  86%|████████▌ | 746/870 [03:56<00:55,  2.22it/s]
Epoch 1/20 - Training:  86%|████████▌ | 748/870 [03:56<00:41,  2.93it/s]
Epoch 1/20 - Training:  86%|████████▌ | 750/870 [03:56<00:31,  3.76it/s]
Epoch 1/20 - Training:  86%|████████▋ | 752/870 [03:57<00:24,  4.76it/s]
Epoch 1/20 - Training:  87%|████████▋ | 754/870 [04:00<01:09,  1.68it/s]
Epoch 1/20 - Training:  87%|████████▋ | 756/870 [04:00<00:50,  2.26it/s]
Epoch 1/20 - Training:  87%|████████▋ | 758/870 [04:00<00:37,  3.01it/s]
Epoch 1/20 - Training:  87%|████████▋ | 760/870 [04:00<00:28,  3.90it/s]
Epoch 1/20 - Training:  88%|████████▊ | 762/870 [04:00<00:21,  4.93it/s]
Epoch 1/20 - Training:  88%|████████▊ | 764/870 [04:03<01:06,  1.60it/s]
Epoch 1/20 - Training:  88%|████████▊ | 766/870 [04:04<00:48,  2.17it/s]
Epoch 1/20 - Training:  88%|████████▊ | 768/870 [04:04<00:35,  2.85it/s]
Epoch 1/20 - Training:  89%|████████▊ | 770/870 [04:04<00:26,  3.71it/s]
Epoch 1/20 - Training:  89%|████████▊ | 772/870 [04:04<00:20,  4.71it/s]
Epoch 1/20 - Training:  89%|████████▉ | 774/870 [04:07<01:00,  1.58it/s]
Epoch 1/20 - Training:  89%|████████▉ | 776/870 [04:07<00:43,  2.14it/s]
Epoch 1/20 - Training:  89%|████████▉ | 778/870 [04:08<00:32,  2.86it/s]
Epoch 1/20 - Training:  90%|████████▉ | 780/870 [04:08<00:24,  3.73it/s]
Epoch 1/20 - Training:  90%|████████▉ | 782/870 [04:08<00:18,  4.74it/s]
Epoch 1/20 - Training:  90%|█████████ | 784/870 [04:11<00:53,  1.60it/s]
Epoch 1/20 - Training:  90%|█████████ | 786/870 [04:11<00:38,  2.17it/s]
Epoch 1/20 - Training:  91%|█████████ | 788/870 [04:11<00:28,  2.86it/s]
Epoch 1/20 - Training:  91%|█████████ | 790/870 [04:12<00:21,  3.72it/s]
Epoch 1/20 - Training:  91%|█████████ | 792/870 [04:12<00:16,  4.74it/s]
Epoch 1/20 - Training:  91%|█████████▏| 794/870 [04:15<00:46,  1.62it/s]
Epoch 1/20 - Training:  91%|█████████▏| 796/870 [04:15<00:33,  2.20it/s]
Epoch 1/20 - Training:  92%|█████████▏| 798/870 [04:15<00:24,  2.90it/s]
Epoch 1/20 - Training:  92%|█████████▏| 800/870 [04:15<00:18,  3.78it/s]
Epoch 1/20 - Training:  92%|█████████▏| 802/870 [04:15<00:14,  4.79it/s]
Epoch 1/20 - Training:  92%|█████████▏| 804/870 [04:19<00:40,  1.61it/s]
Epoch 1/20 - Training:  93%|█████████▎| 806/870 [04:19<00:29,  2.18it/s]
Epoch 1/20 - Training:  93%|█████████▎| 808/870 [04:19<00:21,  2.91it/s]
Epoch 1/20 - Training:  93%|█████████▎| 810/870 [04:19<00:15,  3.79it/s]
Epoch 1/20 - Training:  93%|█████████▎| 812/870 [04:19<00:12,  4.82it/s]
Epoch 1/20 - Training:  94%|█████████▎| 814/870 [04:22<00:34,  1.61it/s]
Epoch 1/20 - Training:  94%|█████████▍| 816/870 [04:23<00:24,  2.19it/s]
Epoch 1/20 - Training:  94%|█████████▍| 818/870 [04:23<00:17,  2.89it/s]
Epoch 1/20 - Training:  94%|█████████▍| 820/870 [04:23<00:13,  3.76it/s]
Epoch 1/20 - Training:  94%|█████████▍| 822/870 [04:23<00:10,  4.79it/s]
Epoch 1/20 - Training:  95%|█████████▍| 824/870 [04:26<00:28,  1.62it/s]
Epoch 1/20 - Training:  95%|█████████▍| 826/870 [04:26<00:20,  2.20it/s]
Epoch 1/20 - Training:  95%|█████████▌| 828/870 [04:27<00:14,  2.93it/s]
Epoch 1/20 - Training:  95%|█████████▌| 830/870 [04:27<00:10,  3.80it/s]
Epoch 1/20 - Training:  96%|█████████▌| 832/870 [04:27<00:07,  4.83it/s]
Epoch 1/20 - Training:  96%|█████████▌| 834/870 [04:30<00:21,  1.64it/s]
Epoch 1/20 - Training:  96%|█████████▌| 836/870 [04:30<00:15,  2.23it/s]
Epoch 1/20 - Training:  96%|█████████▋| 838/870 [04:30<00:10,  2.96it/s]
Epoch 1/20 - Training:  97%|█████████▋| 840/870 [04:30<00:07,  3.85it/s]
Epoch 1/20 - Training:  97%|█████████▋| 842/870 [04:31<00:05,  4.88it/s]
Epoch 1/20 - Training:  97%|█████████▋| 844/870 [04:34<00:15,  1.63it/s]
Epoch 1/20 - Training:  97%|█████████▋| 846/870 [04:34<00:10,  2.21it/s]
Epoch 1/20 - Training:  97%|█████████▋| 848/870 [04:34<00:07,  2.94it/s]
Epoch 1/20 - Training:  98%|█████████▊| 850/870 [04:34<00:05,  3.80it/s]
Epoch 1/20 - Training:  98%|█��███████▊| 852/870 [04:34<00:03,  4.79it/s]
Epoch 1/20 - Training:  98%|█████████▊| 854/870 [04:37<00:08,  1.89it/s]
Epoch 1/20 - Training:  98%|█████████▊| 856/870 [04:37<00:05,  2.54it/s]
Epoch 1/20 - Training:  99%|█████████▊| 858/870 [04:37<00:03,  3.35it/s]
Epoch 1/20 - Training:  99%|█████████▉| 860/870 [04:37<00:02,  4.32it/s]
Epoch 1/20 - Training:  99%|█████████▉| 862/870 [04:37<00:01,  5.42it/s]
Epoch 1/20 - Training:  99%|█████████▉| 864/870 [04:39<00:01,  3.38it/s]
Epoch 1/20 - Training: 100%|█████████▉| 866/870 [04:39<00:00,  4.36it/s]
Epoch 1/20 - Training: 100%|█████████▉| 868/870 [04:39<00:00,  5.47it/s]
Epoch 1/20 - Training: 100%|██████████| 870/870 [04:39<00:00,  6.79it/s]
Epoch 1/20 - Training: 100%|██████████| 870/870 [04:39<00:00,  3.11it/s]
+
Epoch 1/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 1/20 - Validation:   1%|          | 1/95 [00:01<02:35,  1.66s/it]
Epoch 1/20 - Validation:   2%|▏         | 2/95 [00:03<02:34,  1.66s/it]
Epoch 1/20 - Validation:   3%|▎         | 3/95 [00:04<02:33,  1.67s/it]
Epoch 1/20 - Validation:   4%|▍         | 4/95 [00:06<02:31,  1.67s/it]
Epoch 1/20 - Validation:   5%|▌         | 5/95 [00:07<02:18,  1.54s/it]
Epoch 1/20 - Validation:   6%|▋         | 6/95 [00:09<02:08,  1.44s/it]
Epoch 1/20 - Validation:   7%|▋         | 7/95 [00:10<02:00,  1.37s/it]
Epoch 1/20 - Validation:   8%|▊         | 8/95 [00:11<01:54,  1.32s/it]
Epoch 1/20 - Validation:   9%|▉         | 9/95 [00:12<01:50,  1.28s/it]
Epoch 1/20 - Validation:  11%|█         | 10/95 [00:14<01:48,  1.28s/it]
Epoch 1/20 - Validation:  12%|█▏        | 11/95 [00:15<01:54,  1.37s/it]
Epoch 1/20 - Validation:  13%|█▎        | 12/95 [00:17<02:00,  1.45s/it]
Epoch 1/20 - Validation:  14%|█▎        | 13/95 [00:18<02:02,  1.50s/it]
Epoch 1/20 - Validation:  15%|█▍        | 14/95 [00:20<01:57,  1.45s/it]
Epoch 1/20 - Validation:  16%|█▌        | 15/95 [00:21<01:52,  1.41s/it]
Epoch 1/20 - Validation:  17%|█▋        | 16/95 [00:22<01:46,  1.35s/it]
Epoch 1/20 - Validation:  18%|█▊        | 17/95 [00:24<01:41,  1.31s/it]
Epoch 1/20 - Validation:  19%|█▉        | 18/95 [00:25<01:38,  1.27s/it]
Epoch 1/20 - Validation:  20%|██        | 19/95 [00:26<01:34,  1.24s/it]
Epoch 1/20 - Validation:  21%|██        | 20/95 [00:27<01:32,  1.23s/it]
Epoch 1/20 - Validation:  22%|██▏       | 21/95 [00:28<01:30,  1.23s/it]
Epoch 1/20 - Validation:  23%|██▎       | 22/95 [00:30<01:28,  1.21s/it]
Epoch 1/20 - Validation:  24%|██▍       | 23/95 [00:31<01:27,  1.21s/it]
Epoch 1/20 - Validation:  25%|██▌       | 24/95 [00:32<01:26,  1.22s/it]
Epoch 1/20 - Validation:  26%|██▋       | 25/95 [00:33<01:25,  1.22s/it]
Epoch 1/20 - Validation:  27%|██▋       | 26/95 [00:35<01:27,  1.27s/it]
Epoch 1/20 - Validation:  28%|██▊       | 27/95 [00:36<01:25,  1.26s/it]
Epoch 1/20 - Validation:  29%|██▉       | 28/95 [00:37<01:26,  1.30s/it]
Epoch 1/20 - Validation:  31%|███       | 29/95 [00:39<01:28,  1.35s/it]
Epoch 1/20 - Validation:  32%|███▏      | 30/95 [00:40<01:25,  1.31s/it]
Epoch 1/20 - Validation:  33%|███▎      | 31/95 [00:41<01:22,  1.28s/it]
Epoch 1/20 - Validation:  34%|███▎      | 32/95 [00:42<01:20,  1.28s/it]
Epoch 1/20 - Validation:  35%|███▍      | 33/95 [00:44<01:17,  1.25s/it]
Epoch 1/20 - Validation:  36%|███▌      | 34/95 [00:45<01:14,  1.22s/it]
Epoch 1/20 - Validation:  37%|███▋      | 35/95 [00:46<01:12,  1.22s/it]
Epoch 1/20 - Validation:  38%|███▊      | 36/95 [00:47<01:11,  1.21s/it]
Epoch 1/20 - Validation:  39%|███▉      | 37/95 [00:48<01:10,  1.22s/it]
Epoch 1/20 - Validation:  40%|████      | 38/95 [00:49<01:08,  1.20s/it]
Epoch 1/20 - Validation:  41%|████      | 39/95 [00:51<01:07,  1.20s/it]
Epoch 1/20 - Validation:  42%|████▏     | 40/95 [00:52<01:05,  1.19s/it]
Epoch 1/20 - Validation:  43%|████▎     | 41/95 [00:53<01:04,  1.19s/it]
Epoch 1/20 - Validation:  44%|████▍     | 42/95 [00:54<01:02,  1.18s/it]
Epoch 1/20 - Validation:  45%|████▌     | 43/95 [00:55<01:02,  1.21s/it]
Epoch 1/20 - Validation:  46%|████▋     | 44/95 [00:57<01:02,  1.23s/it]
Epoch 1/20 - Validation:  47%|████▋     | 45/95 [00:58<01:04,  1.28s/it]
Epoch 1/20 - Validation:  48%|████▊     | 46/95 [01:00<01:04,  1.32s/it]
Epoch 1/20 - Validation:  49%|████▉     | 47/95 [01:01<01:03,  1.32s/it]
Epoch 1/20 - Validation:  51%|█████     | 48/95 [01:02<01:00,  1.30s/it]
Epoch 1/20 - Validation:  52%|█████▏    | 49/95 [01:03<01:00,  1.32s/it]
Epoch 1/20 - Validation:  53%|█████▎    | 50/95 [01:05<00:58,  1.31s/it]
Epoch 1/20 - Validation:  54%|█████▎    | 51/95 [01:06<00:56,  1.28s/it]
Epoch 1/20 - Validation:  55%|��████▍    | 52/95 [01:07<00:54,  1.27s/it]
Epoch 1/20 - Validation:  56%|█████▌    | 53/95 [01:08<00:52,  1.25s/it]
Epoch 1/20 - Validation:  57%|█████▋    | 54/95 [01:10<00:50,  1.22s/it]
Epoch 1/20 - Validation:  58%|█████▊    | 55/95 [01:11<00:48,  1.21s/it]
Epoch 1/20 - Validation:  59%|█████▉    | 56/95 [01:12<00:48,  1.24s/it]
Epoch 1/20 - Validation:  60%|██████    | 57/95 [01:13<00:46,  1.21s/it]
Epoch 1/20 - Validation:  61%|██████    | 58/95 [01:14<00:44,  1.20s/it]
Epoch 1/20 - Validation:  62%|██████▏   | 59/95 [01:16<00:43,  1.20s/it]
Epoch 1/20 - Validation:  63%|██████▎   | 60/95 [01:17<00:42,  1.20s/it]
Epoch 1/20 - Validation:  64%|██████▍   | 61/95 [01:18<00:41,  1.23s/it]
Epoch 1/20 - Validation:  65%|██████▌   | 62/95 [01:19<00:39,  1.21s/it]
Epoch 1/20 - Validation:  66%|██████▋   | 63/95 [01:20<00:38,  1.21s/it]
Epoch 1/20 - Validation:  67%|██████▋   | 64/95 [01:22<00:37,  1.20s/it]
Epoch 1/20 - Validation:  68%|██████▊   | 65/95 [01:23<00:35,  1.20s/it]
Epoch 1/20 - Validation:  69%|██████▉   | 66/95 [01:24<00:35,  1.21s/it]
Epoch 1/20 - Validation:  71%|███████   | 67/95 [01:25<00:33,  1.21s/it]
Epoch 1/20 - Validation:  72%|███████▏  | 68/95 [01:26<00:32,  1.19s/it]
Epoch 1/20 - Validation:  73%|███████▎  | 69/95 [01:28<00:30,  1.18s/it]
Epoch 1/20 - Validation:  74%|███████▎  | 70/95 [01:29<00:29,  1.18s/it]
Epoch 1/20 - Validation:  75%|███████▍  | 71/95 [01:30<00:31,  1.31s/it]
Epoch 1/20 - Validation:  76%|███████▌  | 72/95 [01:32<00:32,  1.41s/it]
Epoch 1/20 - Validation:  77%|███████▋  | 73/95 [01:33<00:30,  1.41s/it]
Epoch 1/20 - Validation:  78%|███████▊  | 74/95 [01:35<00:28,  1.37s/it]
Epoch 1/20 - Validation:  79%|███████▉  | 75/95 [01:36<00:26,  1.34s/it]
Epoch 1/20 - Validation:  80%|████████  | 76/95 [01:37<00:25,  1.32s/it]
Epoch 1/20 - Validation:  81%|████████  | 77/95 [01:39<00:23,  1.30s/it]
Epoch 1/20 - Validation:  82%|████████▏ | 78/95 [01:40<00:21,  1.27s/it]
Epoch 1/20 - Validation:  83%|████████▎ | 79/95 [01:41<00:20,  1.26s/it]
Epoch 1/20 - Validation:  84%|████████▍ | 80/95 [01:42<00:18,  1.26s/it]
Epoch 1/20 - Validation:  85%|████████▌ | 81/95 [01:43<00:17,  1.23s/it]
Epoch 1/20 - Validation:  86%|████████▋ | 82/95 [01:45<00:15,  1.21s/it]
Epoch 1/20 - Validation:  87%|████████▋ | 83/95 [01:46<00:14,  1.20s/it]
Epoch 1/20 - Validation:  88%|████████▊ | 84/95 [01:47<00:13,  1.20s/it]
Epoch 1/20 - Validation:  89%|████████▉ | 85/95 [01:48<00:11,  1.19s/it]
Epoch 1/20 - Validation:  91%|█████████ | 86/95 [01:49<00:10,  1.19s/it]
Epoch 1/20 - Validation:  92%|█████████▏| 87/95 [01:50<00:09,  1.19s/it]
Epoch 1/20 - Validation:  93%|█████████▎| 88/95 [01:52<00:08,  1.20s/it]
Epoch 1/20 - Validation:  94%|█████████▎| 89/95 [01:53<00:07,  1.20s/it]
Epoch 1/20 - Validation:  95%|█████████▍| 90/95 [01:54<00:05,  1.20s/it]
Epoch 1/20 - Validation:  96%|█████████▌| 91/95 [01:55<00:04,  1.18s/it]
Epoch 1/20 - Validation:  97%|█████████▋| 92/95 [01:56<00:03,  1.17s/it]
Epoch 1/20 - Validation:  98%|█████████▊| 93/95 [01:58<00:02,  1.17s/it]
Epoch 1/20 - Validation:  99%|█████████▉| 94/95 [01:59<00:01,  1.17s/it]
Epoch 1/20 - Validation: 100%|██████████| 95/95 [01:59<00:00,  1.05it/s]
Epoch 1/20 - Validation: 100%|██████████| 95/95 [01:59<00:00,  1.26s/it]
+
Epoch 2/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 2/20 - Training:   0%|          | 1/870 [00:05<1:23:58,  5.80s/it]
Epoch 2/20 - Training:   0%|          | 3/870 [00:05<22:34,  1.56s/it]  
Epoch 2/20 - Training:   1%|          | 5/870 [00:06<11:29,  1.25it/s]
Epoch 2/20 - Training:   1%|          | 7/870 [00:06<07:04,  2.04it/s]
Epoch 2/20 - Training:   1%|          | 9/870 [00:06<04:47,  3.00it/s]
Epoch 2/20 - Training:   1%|▏         | 11/870 [00:11<15:37,  1.09s/it]
Epoch 2/20 - Training:   1%|▏         | 13/870 [00:11<10:45,  1.33it/s]
Epoch 2/20 - Training:   2%|▏         | 15/870 [00:11<07:37,  1.87it/s]
Epoch 2/20 - Training:   2%|▏         | 17/870 [00:11<05:32,  2.57it/s]
Epoch 2/20 - Training:   2%|▏         | 19/870 [00:11<04:07,  3.43it/s]
Epoch 2/20 - Training:   2%|▏         | 21/870 [00:16<11:52,  1.19it/s]
Epoch 2/20 - Training:   3%|▎         | 23/870 [00:16<08:33,  1.65it/s]
Epoch 2/20 - Training:   3%|▎         | 25/870 [00:16<06:14,  2.26it/s]
Epoch 2/20 - Training:   3%|▎         | 27/870 [00:16<04:37,  3.04it/s]
Epoch 2/20 - Training:   3%|▎         | 29/870 [00:16<03:30,  4.00it/s]
Epoch 2/20 - Training:   4%|▎         | 31/870 [00:20<11:14,  1.24it/s]
Epoch 2/20 - Training:   4%|▍         | 33/870 [00:21<08:07,  1.72it/s]
Epoch 2/20 - Training:   4%|▍         | 35/870 [00:21<05:56,  2.34it/s]
Epoch 2/20 - Training:   4%|▍         | 37/870 [00:21<04:25,  3.14it/s]
Epoch 2/20 - Training:   4%|▍         | 39/870 [00:21<03:21,  4.13it/s]
Epoch 2/20 - Training:   5%|▍         | 41/870 [00:25<10:59,  1.26it/s]
Epoch 2/20 - Training:   5%|▍         | 43/870 [00:25<07:59,  1.72it/s]
Epoch 2/20 - Training:   5%|▌         | 45/870 [00:25<05:52,  2.34it/s]
Epoch 2/20 - Training:   5%|▌         | 47/870 [00:26<04:22,  3.13it/s]
Epoch 2/20 - Training:   6%|▌         | 49/870 [00:26<03:26,  3.98it/s]
Epoch 2/20 - Training:   6%|▌         | 51/870 [00:30<10:53,  1.25it/s]
Epoch 2/20 - Training:   6%|▌         | 53/870 [00:30<07:53,  1.73it/s]
Epoch 2/20 - Training:   6%|▋         | 55/870 [00:30<05:47,  2.34it/s]
Epoch 2/20 - Training:   7%|▋         | 57/870 [00:30<04:21,  3.11it/s]
Epoch 2/20 - Training:   7%|▋         | 59/870 [00:30<03:22,  4.01it/s]
Epoch 2/20 - Training:   7%|▋         | 61/870 [00:34<10:29,  1.29it/s]
Epoch 2/20 - Training:   7%|▋         | 63/870 [00:35<07:36,  1.77it/s]
Epoch 2/20 - Training:   7%|▋         | 65/870 [00:35<05:35,  2.40it/s]
Epoch 2/20 - Training:   8%|▊         | 67/870 [00:35<04:13,  3.17it/s]
Epoch 2/20 - Training:   8%|▊         | 69/870 [00:35<03:12,  4.15it/s]
Epoch 2/20 - Training:   8%|▊         | 71/870 [00:39<09:50,  1.35it/s]
Epoch 2/20 - Training:   8%|▊         | 73/870 [00:39<07:08,  1.86it/s]
Epoch 2/20 - Training:   9%|▊         | 75/870 [00:39<05:15,  2.52it/s]
Epoch 2/20 - Training:   9%|▉         | 77/870 [00:39<03:55,  3.37it/s]
Epoch 2/20 - Training:   9%|▉         | 79/870 [00:39<02:59,  4.40it/s]
Epoch 2/20 - Training:   9%|▉         | 81/870 [00:43<09:23,  1.40it/s]
Epoch 2/20 - Training:  10%|▉         | 83/870 [00:43<06:51,  1.91it/s]
Epoch 2/20 - Training:  10%|▉         | 85/870 [00:43<05:03,  2.59it/s]
Epoch 2/20 - Training:  10%|█         | 87/870 [00:43<03:47,  3.45it/s]
Epoch 2/20 - Training:  10%|█         | 89/870 [00:44<02:53,  4.49it/s]
Epoch 2/20 - Training:  10%|█         | 91/870 [00:47<09:18,  1.39it/s]
Epoch 2/20 - Training:  11%|█         | 93/870 [00:48<06:49,  1.90it/s]
Epoch 2/20 - Training:  11%|█         | 95/870 [00:48<05:01,  2.57it/s]
Epoch 2/20 - Training:  11%|█         | 97/870 [00:48<03:45,  3.42it/s]
Epoch 2/20 - Training:  11%|█▏        | 99/870 [00:48<02:56,  4.36it/s]
Epoch 2/20 - Training:  12%|█▏        | 101/870 [00:52<09:06,  1.41it/s]
Epoch 2/20 - Training:  12%|█▏        | 103/870 [00:52<06:37,  1.93it/s]
Epoch 2/20 - Training:  12%|█▏        | 105/870 [00:52<04:52,  2.62it/s]
Epoch 2/20 - Training:  12%|█▏        | 107/870 [00:52<03:38,  3.49it/s]
Epoch 2/20 - Training:  13%|█▎        | 109/870 [00:52<02:48,  4.52it/s]
Epoch 2/20 - Training:  13%|█▎        | 111/870 [00:56<09:02,  1.40it/s]
Epoch 2/20 - Training:  13%|█▎        | 113/870 [00:56<06:35,  1.91it/s]
Epoch 2/20 - Training:  13%|█▎        | 115/870 [00:56<04:52,  2.58it/s]
Epoch 2/20 - Training:  13%|█▎        | 117/870 [00:56<03:39,  3.42it/s]
Epoch 2/20 - Training:  14%|█▎        | 119/870 [00:56<02:49,  4.43it/s]
Epoch 2/20 - Training:  14%|█▍        | 121/870 [01:00<09:08,  1.37it/s]
Epoch 2/20 - Training:  14%|█▍        | 123/870 [01:00<06:42,  1.86it/s]
Epoch 2/20 - Training:  14%|█▍        | 125/870 [01:01<04:56,  2.52it/s]
Epoch 2/20 - Training:  15%|█▍        | 127/870 [01:01<03:41,  3.36it/s]
Epoch 2/20 - Training:  15%|█▍        | 129/870 [01:01<02:49,  4.37it/s]
Epoch 2/20 - Training:  15%|█▌        | 131/870 [01:04<08:33,  1.44it/s]
Epoch 2/20 - Training:  15%|█▌        | 133/870 [01:05<06:16,  1.96it/s]
Epoch 2/20 - Training:  16%|█▌        | 135/870 [01:05<04:38,  2.64it/s]
Epoch 2/20 - Training:  16%|█▌        | 137/870 [01:05<03:29,  3.51it/s]
Epoch 2/20 - Training:  16%|█▌        | 139/870 [01:05<02:40,  4.55it/s]
Epoch 2/20 - Training:  16%|█▌        | 141/870 [01:09<09:02,  1.34it/s]
Epoch 2/20 - Training:  16%|█▋        | 143/870 [01:09<06:35,  1.84it/s]
Epoch 2/20 - Training:  17%|█▋        | 145/870 [01:09<04:55,  2.46it/s]
Epoch 2/20 - Training:  17%|█▋        | 147/870 [01:09<03:44,  3.22it/s]
Epoch 2/20 - Training:  17%|█▋        | 149/870 [01:10<02:51,  4.20it/s]
Epoch 2/20 - Training:  17%|█▋        | 151/870 [01:13<08:13,  1.46it/s]
Epoch 2/20 - Training:  18%|█▊        | 153/870 [01:13<05:58,  2.00it/s]
Epoch 2/20 - Training:  18%|█▊        | 155/870 [01:13<04:25,  2.69it/s]
Epoch 2/20 - Training:  18%|█▊        | 157/870 [01:13<03:21,  3.54it/s]
Epoch 2/20 - Training:  18%|█▊        | 159/870 [01:14<02:34,  4.59it/s]
Epoch 2/20 - Training:  19%|█▊        | 161/870 [01:18<08:51,  1.33it/s]
Epoch 2/20 - Training:  19%|█▊        | 163/870 [01:18<06:26,  1.83it/s]
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Epoch 2/20 - Training:  65%|██████▌   | 566/870 [04:04<01:45,  2.88it/s]
Epoch 2/20 - Training:  65%|██████▌   | 568/870 [04:04<01:19,  3.79it/s]
Epoch 2/20 - Training:  66%|██████▌   | 570/870 [04:04<01:01,  4.91it/s]
Epoch 2/20 - Training:  66%|██████▌   | 572/870 [04:08<03:17,  1.51it/s]
Epoch 2/20 - Training:  66%|██████▌   | 574/870 [04:08<02:24,  2.05it/s]
Epoch 2/20 - Training:  66%|██████▌   | 576/870 [04:08<01:47,  2.74it/s]
Epoch 2/20 - Training:  66%|██████▋   | 578/870 [04:08<01:21,  3.60it/s]
Epoch 2/20 - Training:  67%|██████▋   | 580/870 [04:08<01:02,  4.61it/s]
Epoch 2/20 - Training:  67%|██████▋   | 582/870 [04:12<03:09,  1.52it/s]
Epoch 2/20 - Training:  67%|██████▋   | 584/870 [04:12<02:18,  2.07it/s]
Epoch 2/20 - Training:  67%|██████▋   | 586/870 [04:12<01:42,  2.78it/s]
Epoch 2/20 - Training:  68%|██████▊   | 588/870 [04:12<01:16,  3.70it/s]
Epoch 2/20 - Training:  68%|██████▊   | 590/870 [04:12<00:58,  4.79it/s]
Epoch 2/20 - Training:  68%|██████▊   | 592/870 [04:16<03:09,  1.46it/s]
Epoch 2/20 - Training:  68%|██████▊   | 594/870 [04:16<02:18,  2.00it/s]
Epoch 2/20 - Training:  69%|██████▊   | 596/870 [04:16<01:42,  2.67it/s]
Epoch 2/20 - Training:  69%|██████▊   | 598/870 [04:16<01:17,  3.50it/s]
Epoch 2/20 - Training:  69%|██████▉   | 600/870 [04:17<01:01,  4.42it/s]
Epoch 2/20 - Training:  69%|██████▉   | 602/870 [04:20<02:49,  1.58it/s]
Epoch 2/20 - Training:  69%|██████▉   | 604/870 [04:20<02:04,  2.14it/s]
Epoch 2/20 - Training:  70%|██████▉   | 606/870 [04:20<01:32,  2.86it/s]
Epoch 2/20 - Training:  70%|██████▉   | 608/870 [04:20<01:10,  3.73it/s]
Epoch 2/20 - Training:  70%|███████   | 610/870 [04:20<00:54,  4.80it/s]
Epoch 2/20 - Training:  70%|███████   | 612/870 [04:24<02:49,  1.52it/s]
Epoch 2/20 - Training:  71%|███████   | 614/870 [04:24<02:03,  2.06it/s]
Epoch 2/20 - Training:  71%|███████   | 616/870 [04:24<01:31,  2.77it/s]
Epoch 2/20 - Training:  71%|███████   | 618/870 [04:24<01:09,  3.63it/s]
Epoch 2/20 - Training:  71%|███████▏  | 620/870 [04:24<00:54,  4.58it/s]
Epoch 2/20 - Training:  71%|███████▏  | 622/870 [04:28<02:37,  1.57it/s]
Epoch 2/20 - Training:  72%|███████▏  | 624/870 [04:28<01:55,  2.13it/s]
Epoch 2/20 - Training:  72%|███████▏  | 626/870 [04:28<01:25,  2.84it/s]
Epoch 2/20 - Training:  72%|███████▏  | 628/870 [04:28<01:04,  3.74it/s]
Epoch 2/20 - Training:  72%|███████▏  | 630/870 [04:28<00:49,  4.81it/s]
Epoch 2/20 - Training:  73%|███████▎  | 632/870 [04:32<02:40,  1.49it/s]
Epoch 2/20 - Training:  73%|███████▎  | 634/870 [04:32<01:56,  2.02it/s]
Epoch 2/20 - Training:  73%|███████▎  | 636/870 [04:32<01:27,  2.68it/s]
Epoch 2/20 - Training:  73%|███████▎  | 638/870 [04:32<01:05,  3.52it/s]
Epoch 2/20 - Training:  74%|███████▎  | 640/870 [04:32<00:50,  4.52it/s]
Epoch 2/20 - Training:  74%|███████▍  | 642/870 [04:36<02:21,  1.61it/s]
Epoch 2/20 - Training:  74%|███████▍  | 644/870 [04:36<01:43,  2.18it/s]
Epoch 2/20 - Training:  74%|███████▍  | 646/870 [04:36<01:17,  2.91it/s]
Epoch 2/20 - Training:  74%|███████▍  | 648/870 [04:36<00:58,  3.79it/s]
Epoch 2/20 - Training:  75%|███████▍  | 650/870 [04:36<00:45,  4.88it/s]
Epoch 2/20 - Training:  75%|███████▍  | 652/870 [04:40<02:25,  1.50it/s]
Epoch 2/20 - Training:  75%|███████▌  | 654/870 [04:40<01:45,  2.04it/s]
Epoch 2/20 - Training:  75%|███████▌  | 656/870 [04:40<01:18,  2.73it/s]
Epoch 2/20 - Training:  76%|███████▌  | 658/870 [04:40<00:59,  3.57it/s]
Epoch 2/20 - Training:  76%|███████▌  | 660/870 [04:40<00:46,  4.51it/s]
Epoch 2/20 - Training:  76%|███████▌  | 662/870 [04:43<02:09,  1.60it/s]
Epoch 2/20 - Training:  76%|███████▋  | 664/870 [04:44<01:34,  2.17it/s]
Epoch 2/20 - Training:  77%|███████▋  | 666/870 [04:44<01:09,  2.91it/s]
Epoch 2/20 - Training:  77%|███████▋  | 668/870 [04:44<00:52,  3.84it/s]
Epoch 2/20 - Training:  77%|███████▋  | 670/870 [04:44<00:40,  4.97it/s]
Epoch 2/20 - Training:  77%|███████▋  | 672/870 [04:47<02:11,  1.50it/s]
Epoch 2/20 - Training:  77%|███████▋  | 674/870 [04:48<01:36,  2.03it/s]
Epoch 2/20 - Training:  78%|███████▊  | 676/870 [04:48<01:11,  2.72it/s]
Epoch 2/20 - Training:  78%|███████▊  | 678/870 [04:48<00:53,  3.57it/s]
Epoch 2/20 - Training:  78%|███████▊  | 680/870 [04:48<00:41,  4.57it/s]
Epoch 2/20 - Training:  78%|███████▊  | 682/870 [04:51<01:58,  1.59it/s]
Epoch 2/20 - Training:  79%|███████▊  | 684/870 [04:51<01:26,  2.14it/s]
Epoch 2/20 - Training:  79%|███████▉  | 686/870 [04:52<01:05,  2.83it/s]
Epoch 2/20 - Training:  79%|███████▉  | 688/870 [04:52<00:49,  3.70it/s]
Epoch 2/20 - Training:  79%|███████▉  | 690/870 [04:52<00:38,  4.70it/s]
Epoch 2/20 - Training:  80%|███████▉  | 692/870 [04:55<01:56,  1.53it/s]
Epoch 2/20 - Training:  80%|███████▉  | 694/870 [04:55<01:24,  2.08it/s]
Epoch 2/20 - Training:  80%|████████  | 696/870 [04:56<01:02,  2.77it/s]
Epoch 2/20 - Training:  80%|████████  | 698/870 [04:56<00:47,  3.63it/s]
Epoch 2/20 - Training:  80%|████████  | 700/870 [04:56<00:36,  4.64it/s]
Epoch 2/20 - Training:  81%|████████  | 702/870 [04:59<01:46,  1.58it/s]
Epoch 2/20 - Training:  81%|████████  | 704/870 [04:59<01:17,  2.14it/s]
Epoch 2/20 - Training:  81%|████████  | 706/870 [04:59<00:57,  2.83it/s]
Epoch 2/20 - Training:  81%|████████▏ | 708/870 [05:00<00:43,  3.74it/s]
Epoch 2/20 - Training:  82%|████████▏ | 710/870 [05:00<00:33,  4.84it/s]
Epoch 2/20 - Training:  82%|████████▏ | 712/870 [05:03<01:43,  1.52it/s]
Epoch 2/20 - Training:  82%|████████▏ | 714/870 [05:03<01:15,  2.06it/s]
Epoch 2/20 - Training:  82%|████████▏ | 716/870 [05:03<00:56,  2.73it/s]
Epoch 2/20 - Training:  83%|████████▎ | 718/870 [05:04<00:42,  3.59it/s]
Epoch 2/20 - Training:  83%|████████▎ | 720/870 [05:04<00:32,  4.58it/s]
Epoch 2/20 - Training:  83%|████████▎ | 722/870 [05:07<01:39,  1.49it/s]
Epoch 2/20 - Training:  83%|████████▎ | 724/870 [05:07<01:11,  2.04it/s]
Epoch 2/20 - Training:  83%|████████▎ | 726/870 [05:08<00:52,  2.73it/s]
Epoch 2/20 - Training:  84%|████████▎ | 728/870 [05:08<00:39,  3.57it/s]
Epoch 2/20 - Training:  84%|████████▍ | 730/870 [05:08<00:30,  4.64it/s]
Epoch 2/20 - Training:  84%|████████▍ | 732/870 [05:12<01:40,  1.38it/s]
Epoch 2/20 - Training:  84%|████████▍ | 734/870 [05:12<01:12,  1.88it/s]
Epoch 2/20 - Training:  85%|████████▍ | 736/870 [05:12<00:52,  2.53it/s]
Epoch 2/20 - Training:  85%|████████▍ | 738/870 [05:12<00:39,  3.34it/s]
Epoch 2/20 - Training:  85%|████████▌ | 740/870 [05:12<00:30,  4.31it/s]
Epoch 2/20 - Training:  85%|████████▌ | 742/870 [05:16<01:26,  1.47it/s]
Epoch 2/20 - Training:  86%|████████▌ | 744/870 [05:16<01:02,  2.01it/s]
Epoch 2/20 - Training:  86%|████████▌ | 746/870 [05:16<00:45,  2.71it/s]
Epoch 2/20 - Training:  86%|████████▌ | 748/870 [05:16<00:34,  3.59it/s]
Epoch 2/20 - Training:  86%|████████▌ | 750/870 [05:16<00:26,  4.55it/s]
Epoch 2/20 - Training:  86%|████████▋ | 752/870 [05:20<01:25,  1.38it/s]
Epoch 2/20 - Training:  87%|████████▋ | 754/870 [05:20<01:01,  1.88it/s]
Epoch 2/20 - Training:  87%|████████▋ | 756/870 [05:20<00:45,  2.53it/s]
Epoch 2/20 - Training:  87%|████████▋ | 758/870 [05:21<00:33,  3.35it/s]
Epoch 2/20 - Training:  87%|████████▋ | 760/870 [05:21<00:25,  4.31it/s]
Epoch 2/20 - Training:  88%|████████▊ | 762/870 [05:24<01:13,  1.46it/s]
Epoch 2/20 - Training:  88%|████████▊ | 764/870 [05:24<00:52,  2.00it/s]
Epoch 2/20 - Training:  88%|████████▊ | 766/870 [05:24<00:38,  2.70it/s]
Epoch 2/20 - Training:  88%|█████���██▊ | 768/870 [05:25<00:28,  3.58it/s]
Epoch 2/20 - Training:  89%|████████▊ | 770/870 [05:25<00:21,  4.64it/s]
Epoch 2/20 - Training:  89%|████████▊ | 772/870 [05:29<01:11,  1.37it/s]
Epoch 2/20 - Training:  89%|████████▉ | 774/870 [05:29<00:51,  1.88it/s]
Epoch 2/20 - Training:  89%|████████▉ | 776/870 [05:29<00:37,  2.53it/s]
Epoch 2/20 - Training:  89%|████████▉ | 778/870 [05:29<00:28,  3.28it/s]
Epoch 2/20 - Training:  90%|████████▉ | 780/870 [05:29<00:21,  4.16it/s]
Epoch 2/20 - Training:  90%|████████▉ | 782/870 [05:33<00:59,  1.49it/s]
Epoch 2/20 - Training:  90%|█████████ | 784/870 [05:33<00:42,  2.04it/s]
Epoch 2/20 - Training:  90%|█████████ | 786/870 [05:33<00:30,  2.76it/s]
Epoch 2/20 - Training:  91%|█████████ | 788/870 [05:33<00:22,  3.65it/s]
Epoch 2/20 - Training:  91%|█████████ | 790/870 [05:33<00:16,  4.73it/s]
Epoch 2/20 - Training:  91%|█████████ | 792/870 [05:37<00:56,  1.39it/s]
Epoch 2/20 - Training:  91%|█████████▏| 794/870 [05:37<00:40,  1.89it/s]
Epoch 2/20 - Training:  91%|█████████▏| 796/870 [05:37<00:29,  2.53it/s]
Epoch 2/20 - Training:  92%|█████████▏| 798/870 [05:37<00:21,  3.33it/s]
Epoch 2/20 - Training:  92%|█████████▏| 800/870 [05:38<00:16,  4.29it/s]
Epoch 2/20 - Training:  92%|█████████▏| 802/870 [05:41<00:43,  1.58it/s]
Epoch 2/20 - Training:  92%|█████████▏| 804/870 [05:41<00:30,  2.16it/s]
Epoch 2/20 - Training:  93%|█████████▎| 806/870 [05:41<00:22,  2.90it/s]
Epoch 2/20 - Training:  93%|█████████▎| 808/870 [05:41<00:16,  3.82it/s]
Epoch 2/20 - Training:  93%|█████████▎| 810/870 [05:41<00:12,  4.92it/s]
Epoch 2/20 - Training:  93%|█████████▎| 812/870 [05:45<00:39,  1.48it/s]
Epoch 2/20 - Training:  94%|█████████▎| 814/870 [05:45<00:27,  2.02it/s]
Epoch 2/20 - Training:  94%|█████████▍| 816/870 [05:45<00:20,  2.70it/s]
Epoch 2/20 - Training:  94%|█████████▍| 818/870 [05:45<00:14,  3.53it/s]
Epoch 2/20 - Training:  94%|█████████▍| 820/870 [05:45<00:11,  4.34it/s]
Epoch 2/20 - Training:  94%|█████████▍| 822/870 [05:49<00:32,  1.48it/s]
Epoch 2/20 - Training:  95%|█████████▍| 824/870 [05:49<00:22,  2.03it/s]
Epoch 2/20 - Training:  95%|█████████▍| 826/870 [05:49<00:16,  2.74it/s]
Epoch 2/20 - Training:  95%|█████████▌| 828/870 [05:49<00:11,  3.63it/s]
Epoch 2/20 - Training:  95%|█████████▌| 830/870 [05:49<00:08,  4.70it/s]
Epoch 2/20 - Training:  96%|█████████▌| 832/870 [05:53<00:25,  1.47it/s]
Epoch 2/20 - Training:  96%|█████████▌| 834/870 [05:53<00:17,  2.01it/s]
Epoch 2/20 - Training:  96%|█████████▌| 836/870 [05:53<00:12,  2.70it/s]
Epoch 2/20 - Training:  96%|█████████▋| 838/870 [05:53<00:09,  3.55it/s]
Epoch 2/20 - Training:  97%|█████████▋| 840/870 [05:54<00:06,  4.55it/s]
Epoch 2/20 - Training:  97%|█████████▋| 842/870 [05:57<00:18,  1.53it/s]
Epoch 2/20 - Training:  97%|█████████▋| 844/870 [05:57<00:12,  2.09it/s]
Epoch 2/20 - Training:  97%|█████████▋| 846/870 [05:57<00:08,  2.82it/s]
Epoch 2/20 - Training:  97%|█████████▋| 848/870 [05:57<00:05,  3.72it/s]
Epoch 2/20 - Training:  98%|█████████▊| 850/870 [05:57<00:04,  4.70it/s]
Epoch 2/20 - Training:  98%|█████████▊| 852/870 [06:01<00:13,  1.35it/s]
Epoch 2/20 - Training:  98%|█████████▊| 854/870 [06:02<00:08,  1.85it/s]
Epoch 2/20 - Training:  98%|█████████▊| 856/870 [06:02<00:05,  2.50it/s]
Epoch 2/20 - Training:  99%|█████████▊| 858/870 [06:02<00:03,  3.30it/s]
Epoch 2/20 - Training:  99%|█████████▉| 860/870 [06:02<00:02,  4.28it/s]
Epoch 2/20 - Training:  99%|█████████▉| 862/870 [06:03<00:02,  3.30it/s]
Epoch 2/20 - Training:  99%|█████████▉| 864/870 [06:03<00:01,  4.33it/s]
Epoch 2/20 - Training: 100%|█████████▉| 866/870 [06:03<00:00,  5.54it/s]
Epoch 2/20 - Training: 100%|█████████▉| 868/870 [06:03<00:00,  6.90it/s]
Epoch 2/20 - Training: 100%|██████████| 870/870 [06:03<00:00,  8.26it/s]
Epoch 2/20 - Training: 100%|██████████| 870/870 [06:03<00:00,  2.39it/s]
+
Epoch 2/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 2/20 - Validation:   1%|          | 1/95 [00:01<02:35,  1.65s/it]
Epoch 2/20 - Validation:   2%|▏         | 2/95 [00:03<02:35,  1.67s/it]
Epoch 2/20 - Validation:   3%|▎         | 3/95 [00:05<02:34,  1.68s/it]
Epoch 2/20 - Validation:   4%|▍         | 4/95 [00:06<02:28,  1.64s/it]
Epoch 2/20 - Validation:   5%|▌         | 5/95 [00:07<02:16,  1.51s/it]
Epoch 2/20 - Validation:   6%|▋         | 6/95 [00:09<02:06,  1.42s/it]
Epoch 2/20 - Validation:   7%|▋         | 7/95 [00:10<01:58,  1.34s/it]
Epoch 2/20 - Validation:   8%|▊         | 8/95 [00:11<01:53,  1.30s/it]
Epoch 2/20 - Validation:   9%|▉         | 9/95 [00:12<01:47,  1.25s/it]
Epoch 2/20 - Validation:  11%|█         | 10/95 [00:13<01:46,  1.26s/it]
Epoch 2/20 - Validation:  12%|█▏        | 11/95 [00:15<01:51,  1.33s/it]
Epoch 2/20 - Validation:  13%|█▎        | 12/95 [00:17<01:59,  1.44s/it]
Epoch 2/20 - Validation:  14%|█▎        | 13/95 [00:18<02:02,  1.49s/it]
Epoch 2/20 - Validation:  15%|█▍        | 14/95 [00:20<01:58,  1.46s/it]
Epoch 2/20 - Validation:  16%|█▌        | 15/95 [00:21<01:51,  1.39s/it]
Epoch 2/20 - Validation:  17%|█▋        | 16/95 [00:22<01:45,  1.34s/it]
Epoch 2/20 - Validation:  18%|█▊        | 17/95 [00:23<01:41,  1.30s/it]
Epoch 2/20 - Validation:  19%|█▉        | 18/95 [00:24<01:37,  1.26s/it]
Epoch 2/20 - Validation:  20%|██        | 19/95 [00:26<01:33,  1.23s/it]
Epoch 2/20 - Validation:  21%|██        | 20/95 [00:27<01:31,  1.22s/it]
Epoch 2/20 - Validation:  22%|██▏       | 21/95 [00:28<01:28,  1.20s/it]
Epoch 2/20 - Validation:  23%|██▎       | 22/95 [00:29<01:27,  1.20s/it]
Epoch 2/20 - Validation:  24%|██▍       | 23/95 [00:30<01:25,  1.19s/it]
Epoch 2/20 - Validation:  25%|██▌       | 24/95 [00:32<01:24,  1.19s/it]
Epoch 2/20 - Validation:  26%|██▋       | 25/95 [00:33<01:23,  1.20s/it]
Epoch 2/20 - Validation:  27%|██▋       | 26/95 [00:34<01:24,  1.23s/it]
Epoch 2/20 - Validation:  28%|██▊       | 27/95 [00:35<01:22,  1.22s/it]
Epoch 2/20 - Validation:  29%|██▉       | 28/95 [00:37<01:24,  1.26s/it]
Epoch 2/20 - Validation:  31%|███       | 29/95 [00:38<01:23,  1.27s/it]
Epoch 2/20 - Validation:  32%|███▏      | 30/95 [00:39<01:21,  1.25s/it]
Epoch 2/20 - Validation:  33%|███▎      | 31/95 [00:40<01:18,  1.23s/it]
Epoch 2/20 - Validation:  34%|███▎      | 32/95 [00:41<01:17,  1.23s/it]
Epoch 2/20 - Validation:  35%|███▍      | 33/95 [00:43<01:15,  1.22s/it]
Epoch 2/20 - Validation:  36%|███▌      | 34/95 [00:44<01:12,  1.19s/it]
Epoch 2/20 - Validation:  37%|███▋      | 35/95 [00:45<01:10,  1.18s/it]
Epoch 2/20 - Validation:  38%|███▊      | 36/95 [00:46<01:09,  1.18s/it]
Epoch 2/20 - Validation:  39%|███▉      | 37/95 [00:47<01:08,  1.18s/it]
Epoch 2/20 - Validation:  40%|████      | 38/95 [00:48<01:06,  1.17s/it]
Epoch 2/20 - Validation:  41%|████      | 39/95 [00:50<01:05,  1.16s/it]
Epoch 2/20 - Validation:  42%|████▏     | 40/95 [00:51<01:04,  1.17s/it]
Epoch 2/20 - Validation:  43%|████▎     | 41/95 [00:52<01:02,  1.16s/it]
Epoch 2/20 - Validation:  44%|████▍     | 42/95 [00:53<01:01,  1.16s/it]
Epoch 2/20 - Validation:  45%|████▌     | 43/95 [00:54<01:01,  1.18s/it]
Epoch 2/20 - Validation:  46%|████▋     | 44/95 [00:56<01:00,  1.20s/it]
Epoch 2/20 - Validation:  47%|████▋     | 45/95 [00:57<01:02,  1.24s/it]
Epoch 2/20 - Validation:  48%|████▊     | 46/95 [00:58<01:02,  1.29s/it]
Epoch 2/20 - Validation:  49%|████▉     | 47/95 [01:00<01:01,  1.29s/it]
Epoch 2/20 - Validation:  51%|█████     | 48/95 [01:01<00:59,  1.27s/it]
Epoch 2/20 - Validation:  52%|█████▏    | 49/95 [01:02<00:58,  1.27s/it]
Epoch 2/20 - Validation:  53%|█████▎    | 50/95 [01:03<00:57,  1.27s/it]
Epoch 2/20 - Validation:  54%|█████▎    | 51/95 [01:05<00:55,  1.25s/it]
Epoch 2/20 - Validation:  55%|█████▍    | 52/95 [01:06<00:53,  1.23s/it]
Epoch 2/20 - Validation:  56%|█████▌    | 53/95 [01:07<00:50,  1.21s/it]
Epoch 2/20 - Validation:  57%|█████▋    | 54/95 [01:08<00:49,  1.20s/it]
Epoch 2/20 - Validation:  58%|█████▊    | 55/95 [01:09<00:47,  1.18s/it]
Epoch 2/20 - Validation:  59%|█████▉    | 56/95 [01:10<00:46,  1.18s/it]
Epoch 2/20 - Validation:  60%|██████    | 57/95 [01:12<00:44,  1.17s/it]
Epoch 2/20 - Validation:  61%|██████    | 58/95 [01:13<00:42,  1.16s/it]
Epoch 2/20 - Validation:  62%|██████▏   | 59/95 [01:14<00:41,  1.16s/it]
Epoch 2/20 - Validation:  63%|██████▎   | 60/95 [01:15<00:40,  1.16s/it]
Epoch 2/20 - Validation:  64%|██████▍   | 61/95 [01:16<00:40,  1.18s/it]
Epoch 2/20 - Validation:  65%|██████▌   | 62/95 [01:17<00:38,  1.17s/it]
Epoch 2/20 - Validation:  66%|██████▋   | 63/95 [01:19<00:37,  1.16s/it]
Epoch 2/20 - Validation:  67%|██████▋   | 64/95 [01:20<00:35,  1.15s/it]
Epoch 2/20 - Validation:  68%|██████▊   | 65/95 [01:21<00:34,  1.14s/it]
Epoch 2/20 - Validation:  69%|██████▉   | 66/95 [01:22<00:33,  1.15s/it]
Epoch 2/20 - Validation:  71%|███████   | 67/95 [01:23<00:32,  1.15s/it]
Epoch 2/20 - Validation:  72%|███████▏  | 68/95 [01:24<00:30,  1.15s/it]
Epoch 2/20 - Validation:  73%|███████▎  | 69/95 [01:25<00:29,  1.14s/it]
Epoch 2/20 - Validation:  74%|███████▎  | 70/95 [01:26<00:28,  1.13s/it]
Epoch 2/20 - Validation:  75%|███████▍  | 71/95 [01:28<00:29,  1.24s/it]
Epoch 2/20 - Validation:  76%|███████▌  | 72/95 [01:29<00:30,  1.32s/it]
Epoch 2/20 - Validation:  77%|███████▋  | 73/95 [01:31<00:29,  1.32s/it]
Epoch 2/20 - Validation:  78%|███████▊  | 74/95 [01:32<00:26,  1.28s/it]
Epoch 2/20 - Validation:  79%|███████▉  | 75/95 [01:33<00:24,  1.25s/it]
Epoch 2/20 - Validation:  80%|████████  | 76/95 [01:34<00:23,  1.23s/it]
Epoch 2/20 - Validation:  81%|████████  | 77/95 [01:36<00:21,  1.22s/it]
Epoch 2/20 - Validation:  82%|████████▏ | 78/95 [01:37<00:20,  1.20s/it]
Epoch 2/20 - Validation:  83%|████████▎ | 79/95 [01:38<00:18,  1.18s/it]
Epoch 2/20 - Validation:  84%|████████▍ | 80/95 [01:39<00:17,  1.17s/it]
Epoch 2/20 - Validation:  85%|████████▌ | 81/95 [01:40<00:16,  1.16s/it]
Epoch 2/20 - Validation:  86%|████████▋ | 82/95 [01:41<00:14,  1.14s/it]
Epoch 2/20 - Validation:  87%|████████▋ | 83/95 [01:42<00:13,  1.14s/it]
Epoch 2/20 - Validation:  88%|████████▊ | 84/95 [01:43<00:12,  1.13s/it]
Epoch 2/20 - Validation:  89%|████████▉ | 85/95 [01:45<00:11,  1.14s/it]
Epoch 2/20 - Validation:  91%|█████████ | 86/95 [01:46<00:10,  1.13s/it]
Epoch 2/20 - Validation:  92%|█████████▏| 87/95 [01:47<00:09,  1.13s/it]
Epoch 2/20 - Validation:  93%|█████████▎| 88/95 [01:48<00:07,  1.13s/it]
Epoch 2/20 - Validation:  94%|█████████▎| 89/95 [01:49<00:06,  1.13s/it]
Epoch 2/20 - Validation:  95%|█████████▍| 90/95 [01:50<00:05,  1.14s/it]
Epoch 2/20 - Validation:  96%|█████████▌| 91/95 [01:51<00:04,  1.13s/it]
Epoch 2/20 - Validation:  97%|█████████▋| 92/95 [01:52<00:03,  1.13s/it]
Epoch 2/20 - Validation:  98%|█████████▊| 93/95 [01:54<00:02,  1.13s/it]
Epoch 2/20 - Validation:  99%|█████████▉| 94/95 [01:55<00:01,  1.13s/it]
Epoch 2/20 - Validation: 100%|██████████| 95/95 [01:55<00:00,  1.09it/s]
Epoch 2/20 - Validation: 100%|██████████| 95/95 [01:55<00:00,  1.22s/it]
+
Epoch 3/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 3/20 - Training:   0%|          | 1/870 [00:06<1:34:32,  6.53s/it]
Epoch 3/20 - Training:   0%|          | 2/870 [00:06<40:40,  2.81s/it]  
Epoch 3/20 - Training:   0%|          | 3/870 [00:07<26:39,  1.84s/it]
Epoch 3/20 - Training:   1%|          | 5/870 [00:07<12:11,  1.18it/s]
Epoch 3/20 - Training:   1%|          | 7/870 [00:07<07:13,  1.99it/s]
Epoch 3/20 - Training:   1%|          | 9/870 [00:07<04:51,  2.95it/s]
Epoch 3/20 - Training:   1%|▏         | 11/870 [00:12<15:17,  1.07s/it]
Epoch 3/20 - Training:   1%|▏         | 12/870 [00:12<12:37,  1.13it/s]
Epoch 3/20 - Training:   1%|▏         | 13/870 [00:12<10:15,  1.39it/s]
Epoch 3/20 - Training:   2%|▏         | 15/870 [00:13<06:40,  2.13it/s]
Epoch 3/20 - Training:   2%|▏         | 17/870 [00:13<04:40,  3.04it/s]
Epoch 3/20 - Training:   2%|▏         | 19/870 [00:13<03:27,  4.11it/s]
Epoch 3/20 - Training:   2%|▏         | 21/870 [00:16<10:27,  1.35it/s]
Epoch 3/20 - Training:   3%|▎         | 22/870 [00:17<09:47,  1.44it/s]
Epoch 3/20 - Training:   3%|▎         | 23/870 [00:17<08:20,  1.69it/s]
Epoch 3/20 - Training:   3%|▎         | 25/870 [00:17<05:38,  2.50it/s]
Epoch 3/20 - Training:   3%|▎         | 26/870 [00:17<04:44,  2.97it/s]
Epoch 3/20 - Training:   3%|▎         | 28/870 [00:18<03:26,  4.08it/s]
Epoch 3/20 - Training:   3%|▎         | 30/870 [00:18<02:33,  5.46it/s]
Epoch 3/20 - Training:   4%|▎         | 32/870 [00:22<11:51,  1.18it/s]
Epoch 3/20 - Training:   4%|▍         | 33/870 [00:22<10:18,  1.35it/s]
Epoch 3/20 - Training:   4%|▍         | 35/870 [00:23<06:57,  2.00it/s]
Epoch 3/20 - Training:   4%|▍         | 36/870 [00:23<06:05,  2.28it/s]
Epoch 3/20 - Training:   4%|▍         | 38/870 [00:23<04:18,  3.21it/s]
Epoch 3/20 - Training:   5%|▍         | 40/870 [00:23<03:08,  4.39it/s]
Epoch 3/20 - Training:   5%|▍         | 42/870 [00:28<12:15,  1.13it/s]
Epoch 3/20 - Training:   5%|▍         | 43/870 [00:28<10:41,  1.29it/s]
Epoch 3/20 - Training:   5%|▌         | 45/870 [00:28<07:14,  1.90it/s]
Epoch 3/20 - Training:   5%|▌         | 46/870 [00:28<06:24,  2.14it/s]
Epoch 3/20 - Training:   6%|▌         | 48/870 [00:28<04:30,  3.03it/s]
Epoch 3/20 - Training:   6%|▌         | 50/870 [00:29<03:17,  4.16it/s]
Epoch 3/20 - Training:   6%|▌         | 52/870 [00:33<11:38,  1.17it/s]
Epoch 3/20 - Training:   6%|▌         | 53/870 [00:33<10:22,  1.31it/s]
Epoch 3/20 - Training:   6%|▋         | 55/870 [00:33<07:02,  1.93it/s]
Epoch 3/20 - Training:   6%|▋         | 56/870 [00:33<06:02,  2.25it/s]
Epoch 3/20 - Training:   7%|▋         | 58/870 [00:34<04:15,  3.18it/s]
Epoch 3/20 - Training:   7%|▋         | 60/870 [00:34<03:07,  4.33it/s]
Epoch 3/20 - Training:   7%|▋         | 62/870 [00:37<09:50,  1.37it/s]
Epoch 3/20 - Training:   7%|▋         | 63/870 [00:38<08:58,  1.50it/s]
Epoch 3/20 - Training:   7%|▋         | 65/870 [00:38<06:12,  2.16it/s]
Epoch 3/20 - Training:   8%|▊         | 67/870 [00:38<04:29,  2.98it/s]
Epoch 3/20 - Training:   8%|▊         | 69/870 [00:38<03:24,  3.92it/s]
Epoch 3/20 - Training:   8%|▊         | 71/870 [00:38<02:37,  5.07it/s]
Epoch 3/20 - Training:   8%|▊         | 73/870 [00:42<09:59,  1.33it/s]
Epoch 3/20 - Training:   9%|▊         | 75/870 [00:42<07:13,  1.83it/s]
Epoch 3/20 - Training:   9%|▉         | 77/870 [00:43<05:22,  2.46it/s]
Epoch 3/20 - Training:   9%|▉         | 79/870 [00:43<04:04,  3.23it/s]
Epoch 3/20 - Training:   9%|▉         | 81/870 [00:43<03:08,  4.18it/s]
Epoch 3/20 - Training:  10%|▉         | 83/870 [00:47<10:29,  1.25it/s]
Epoch 3/20 - Training:  10%|▉         | 85/870 [00:47<07:37,  1.71it/s]
Epoch 3/20 - Training:  10%|█         | 87/870 [00:47<05:40,  2.30it/s]
Epoch 3/20 - Training:  10%|█         | 89/870 [00:48<04:19,  3.01it/s]
Epoch 3/20 - Training:  10%|█         | 91/870 [00:48<03:20,  3.88it/s]
Epoch 3/20 - Training:  11%|█         | 93/870 [00:52<10:23,  1.25it/s]
Epoch 3/20 - Training:  11%|█         | 95/870 [00:52<07:33,  1.71it/s]
Epoch 3/20 - Training:  11%|█         | 97/870 [00:52<05:44,  2.25it/s]
Epoch 3/20 - Training:  11%|█▏        | 99/870 [00:53<04:20,  2.96it/s]
Epoch 3/20 - Training:  12%|█▏        | 101/870 [00:53<03:18,  3.87it/s]
Epoch 3/20 - Training:  12%|█▏        | 103/870 [00:57<09:50,  1.30it/s]
Epoch 3/20 - Training:  12%|█▏        | 105/870 [00:57<07:12,  1.77it/s]
Epoch 3/20 - Training:  12%|█▏        | 107/870 [00:57<05:22,  2.37it/s]
Epoch 3/20 - Training:  13%|█▎        | 109/870 [00:57<04:05,  3.10it/s]
Epoch 3/20 - Training:  13%|█▎        | 111/870 [00:57<03:06,  4.06it/s]
Epoch 3/20 - Training:  13%|█▎        | 113/870 [01:01<09:47,  1.29it/s]
Epoch 3/20 - Training:  13%|█▎        | 115/870 [01:01<07:07,  1.77it/s]
Epoch 3/20 - Training:  13%|█▎        | 117/870 [01:02<05:18,  2.37it/s]
Epoch 3/20 - Training:  14%|█▎        | 119/870 [01:02<04:03,  3.09it/s]
Epoch 3/20 - Training:  14%|█▍        | 121/870 [01:02<03:03,  4.07it/s]
Epoch 3/20 - Training:  14%|█▍        | 123/870 [01:06<09:30,  1.31it/s]
Epoch 3/20 - Training:  14%|█▍        | 125/870 [01:06<06:57,  1.78it/s]
Epoch 3/20 - Training:  15%|█▍        | 127/870 [01:06<05:11,  2.39it/s]
Epoch 3/20 - Training:  15%|█▍        | 128/870 [01:06<04:30,  2.74it/s]
Epoch 3/20 - Training:  15%|█▍        | 129/870 [01:06<03:51,  3.20it/s]
Epoch 3/20 - Training:  15%|█▌        | 131/870 [01:07<02:44,  4.50it/s]
Epoch 3/20 - Training:  15%|█▌        | 133/870 [01:10<09:12,  1.33it/s]
Epoch 3/20 - Training:  16%|█▌        | 135/870 [01:10<06:27,  1.90it/s]
Epoch 3/20 - Training:  16%|█▌        | 137/870 [01:10<04:43,  2.59it/s]
Epoch 3/20 - Training:  16%|█▌        | 139/870 [01:11<03:34,  3.41it/s]
Epoch 3/20 - Training:  16%|█▌        | 141/870 [01:11<02:40,  4.53it/s]
Epoch 3/20 - Training:  16%|█▋        | 143/870 [01:15<09:28,  1.28it/s]
Epoch 3/20 - Training:  17%|█▋        | 144/870 [01:15<07:58,  1.52it/s]
Epoch 3/20 - Training:  17%|█▋        | 146/870 [01:15<05:33,  2.17it/s]
Epoch 3/20 - Training:  17%|█▋        | 148/870 [01:15<04:04,  2.95it/s]
Epoch 3/20 - Training:  17%|█▋        | 150/870 [01:15<03:01,  3.96it/s]
Epoch 3/20 - Training:  17%|█▋        | 152/870 [01:18<06:54,  1.73it/s]
Epoch 3/20 - Training:  18%|█▊        | 153/870 [01:20<09:17,  1.29it/s]
Epoch 3/20 - Training:  18%|█▊        | 155/870 [01:20<06:22,  1.87it/s]
Epoch 3/20 - Training:  18%|█▊        | 157/870 [01:20<04:36,  2.58it/s]
Epoch 3/20 - Training:  18%|█▊        | 159/870 [01:20<03:27,  3.42it/s]
Epoch 3/20 - Training:  19%|█▊        | 161/870 [01:20<02:36,  4.54it/s]
Epoch 3/20 - Training:  19%|█▊        | 163/870 [01:24<09:10,  1.29it/s]
Epoch 3/20 - Training:  19%|█▉        | 164/870 [01:24<07:43,  1.52it/s]
Epoch 3/20 - Training:  19%|█▉        | 166/870 [01:25<05:21,  2.19it/s]
Epoch 3/20 - Training:  19%|█▉        | 168/870 [01:25<03:58,  2.94it/s]
Epoch 3/20 - Training:  20%|█▉        | 170/870 [01:25<02:57,  3.93it/s]
Epoch 3/20 - Training:  20%|█▉        | 172/870 [01:27<05:23,  2.16it/s]
Epoch 3/20 - Training:  20%|█▉        | 173/870 [01:28<08:10,  1.42it/s]
Epoch 3/20 - Training:  20%|██        | 175/870 [01:29<05:37,  2.06it/s]
Epoch 3/20 - Training:  20%|██        | 177/870 [01:29<04:05,  2.82it/s]
Epoch 3/20 - Training:  21%|██        | 179/870 [01:29<03:05,  3.72it/s]
Epoch 3/20 - Training:  21%|██        | 181/870 [01:29<02:19,  4.92it/s]
Epoch 3/20 - Training:  21%|██        | 183/870 [01:33<08:53,  1.29it/s]
Epoch 3/20 - Training:  21%|██▏       | 185/870 [01:33<06:24,  1.78it/s]
Epoch 3/20 - Training:  21%|██▏       | 187/870 [01:34<04:44,  2.40it/s]
Epoch 3/20 - Training:  22%|██▏       | 189/870 [01:34<03:34,  3.17it/s]
Epoch 3/20 - Training:  22%|██▏       | 191/870 [01:34<02:43,  4.15it/s]
Epoch 3/20 - Training:  22%|██▏       | 193/870 [01:37<08:04,  1.40it/s]
Epoch 3/20 - Training:  22%|██▏       | 195/870 [01:38<05:54,  1.91it/s]
Epoch 3/20 - Training:  23%|██▎       | 197/870 [01:38<04:23,  2.55it/s]
Epoch 3/20 - Training:  23%|██▎       | 199/870 [01:38<03:21,  3.33it/s]
Epoch 3/20 - Training:  23%|██▎       | 201/870 [01:38<02:33,  4.36it/s]
Epoch 3/20 - Training:  23%|██▎       | 203/870 [01:42<08:33,  1.30it/s]
Epoch 3/20 - Training:  24%|██▎       | 205/870 [01:42<06:14,  1.77it/s]
Epoch 3/20 - Training:  24%|██▍       | 207/870 [01:42<04:35,  2.40it/s]
Epoch 3/20 - Training:  24%|██▍       | 209/870 [01:43<03:31,  3.12it/s]
Epoch 3/20 - Training:  24%|██▍       | 211/870 [01:43<02:44,  4.02it/s]
Epoch 3/20 - Training:  24%|██▍       | 213/870 [01:46<07:54,  1.38it/s]
Epoch 3/20 - Training:  25%|██▍       | 215/870 [01:47<05:45,  1.90it/s]
Epoch 3/20 - Training:  25%|██▍       | 217/870 [01:47<04:17,  2.53it/s]
Epoch 3/20 - Training:  25%|██▌       | 219/870 [01:47<03:16,  3.31it/s]
Epoch 3/20 - Training:  25%|██▌       | 221/870 [01:47<02:29,  4.34it/s]
Epoch 3/20 - Training:  26%|██▌       | 223/870 [01:51<07:40,  1.41it/s]
Epoch 3/20 - Training:  26%|██▌       | 224/870 [01:51<06:30,  1.65it/s]
Epoch 3/20 - Training:  26%|██▌       | 226/870 [01:51<04:33,  2.35it/s]
Epoch 3/20 - Training:  26%|██▌       | 228/870 [01:51<03:24,  3.15it/s]
Epoch 3/20 - Training:  26%|██▋       | 230/870 [01:51<02:33,  4.17it/s]
Epoch 3/20 - Training:  27%|██▋       | 232/870 [01:52<03:41,  2.88it/s]
Epoch 3/20 - Training:  27%|██▋       | 233/870 [01:55<08:09,  1.30it/s]
Epoch 3/20 - Training:  27%|██▋       | 235/870 [01:55<05:36,  1.89it/s]
Epoch 3/20 - Training:  27%|██▋       | 237/870 [01:55<04:02,  2.61it/s]
Epoch 3/20 - Training:  27%|██▋       | 238/870 [01:56<03:29,  3.01it/s]
Epoch 3/20 - Training:  28%|██▊       | 240/870 [01:56<02:31,  4.15it/s]
Epoch 3/20 - Training:  28%|██▊       | 242/870 [01:57<03:45,  2.78it/s]
Epoch 3/20 - Training:  28%|██▊       | 243/870 [02:00<09:08,  1.14it/s]
Epoch 3/20 - Training:  28%|██▊       | 245/870 [02:00<06:07,  1.70it/s]
Epoch 3/20 - Training:  28%|██▊       | 247/870 [02:00<04:21,  2.39it/s]
Epoch 3/20 - Training:  29%|██▊       | 248/870 [02:00<03:44,  2.78it/s]
Epoch 3/20 - Training:  29%|██▊       | 250/870 [02:01<02:39,  3.89it/s]
Epoch 3/20 - Training:  29%|██▉       | 252/870 [02:01<03:23,  3.04it/s]
Epoch 3/20 - Training:  29%|██▉       | 253/870 [02:04<08:20,  1.23it/s]
Epoch 3/20 - Training:  29%|██▉       | 255/870 [02:04<05:37,  1.82it/s]
Epoch 3/20 - Training:  30%|██▉       | 257/870 [02:05<04:00,  2.55it/s]
Epoch 3/20 - Training:  30%|██▉       | 258/870 [02:05<03:30,  2.91it/s]
Epoch 3/20 - Training:  30%|██▉       | 260/870 [02:05<02:30,  4.05it/s]
Epoch 3/20 - Training:  30%|███       | 262/870 [02:06<02:59,  3.39it/s]
Epoch 3/20 - Training:  30%|███       | 263/870 [02:09<08:04,  1.25it/s]
Epoch 3/20 - Training:  30%|███       | 265/870 [02:09<05:27,  1.85it/s]
Epoch 3/20 - Training:  31%|███       | 267/870 [02:09<03:54,  2.57it/s]
Epoch 3/20 - Training:  31%|███       | 268/870 [02:09<03:27,  2.91it/s]
Epoch 3/20 - Training:  31%|███       | 270/870 [02:09<02:28,  4.05it/s]
Epoch 3/20 - Training:  31%|███▏      | 272/870 [02:10<02:47,  3.56it/s]
Epoch 3/20 - Training:  31%|███▏      | 273/870 [02:13<07:34,  1.31it/s]
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Epoch 3/20 - Training:  74%|███████▍  | 648/870 [05:14<01:44,  2.12it/s]
Epoch 3/20 - Training:  75%|███████▍  | 650/870 [05:14<01:17,  2.85it/s]
Epoch 3/20 - Training:  75%|███████▍  | 652/870 [05:14<00:58,  3.72it/s]
Epoch 3/20 - Training:  75%|███████▌  | 654/870 [05:18<02:46,  1.30it/s]
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Epoch 3/20 - Training:  76%|███████▌  | 658/870 [05:18<01:28,  2.40it/s]
Epoch 3/20 - Training:  76%|███████▌  | 660/870 [05:18<01:06,  3.17it/s]
Epoch 3/20 - Training:  76%|███████▌  | 662/870 [05:18<00:50,  4.11it/s]
Epoch 3/20 - Training:  76%|███████▋  | 664/870 [05:23<02:58,  1.15it/s]
Epoch 3/20 - Training:  77%|███████▋  | 666/870 [05:23<02:08,  1.58it/s]
Epoch 3/20 - Training:  77%|███████▋  | 668/870 [05:23<01:35,  2.12it/s]
Epoch 3/20 - Training:  77%|███████▋  | 670/870 [05:23<01:10,  2.84it/s]
Epoch 3/20 - Training:  77%|███████▋  | 672/870 [05:24<00:53,  3.72it/s]
Epoch 3/20 - Training:  77%|███████▋  | 674/870 [05:28<02:38,  1.24it/s]
Epoch 3/20 - Training:  78%|███████▊  | 676/870 [05:28<01:54,  1.70it/s]
Epoch 3/20 - Training:  78%|███████▊  | 678/870 [05:28<01:24,  2.28it/s]
Epoch 3/20 - Training:  78%|███████▊  | 680/870 [05:28<01:03,  3.01it/s]
Epoch 3/20 - Training:  78%|███████▊  | 682/870 [05:28<00:48,  3.91it/s]
Epoch 3/20 - Training:  79%|███████▊  | 684/870 [05:33<02:47,  1.11it/s]
Epoch 3/20 - Training:  79%|███████▉  | 686/870 [05:33<02:00,  1.53it/s]
Epoch 3/20 - Training:  79%|███████▉  | 688/870 [05:34<01:28,  2.06it/s]
Epoch 3/20 - Training:  79%|███████▉  | 690/870 [05:34<01:05,  2.75it/s]
Epoch 3/20 - Training:  80%|███████▉  | 692/870 [05:34<00:49,  3.63it/s]
Epoch 3/20 - Training:  80%|███████▉  | 694/870 [05:38<02:16,  1.29it/s]
Epoch 3/20 - Training:  80%|████████  | 696/870 [05:38<01:38,  1.77it/s]
Epoch 3/20 - Training:  80%|████████  | 698/870 [05:38<01:12,  2.36it/s]
Epoch 3/20 - Training:  80%|████████  | 700/870 [05:38<00:54,  3.15it/s]
Epoch 3/20 - Training:  81%|████████  | 702/870 [05:38<00:41,  4.09it/s]
Epoch 3/20 - Training:  81%|████████  | 704/870 [05:43<02:22,  1.17it/s]
Epoch 3/20 - Training:  81%|████████  | 706/870 [05:43<01:41,  1.61it/s]
Epoch 3/20 - Training:  81%|████████▏ | 708/870 [05:43<01:15,  2.16it/s]
Epoch 3/20 - Training:  82%|████████▏ | 710/870 [05:43<00:55,  2.89it/s]
Epoch 3/20 - Training:  82%|████████▏ | 712/870 [05:44<00:41,  3.80it/s]
Epoch 3/20 - Training:  82%|████████▏ | 714/870 [05:48<02:12,  1.17it/s]
Epoch 3/20 - Training:  82%|████████▏ | 716/870 [05:48<01:35,  1.62it/s]
Epoch 3/20 - Training:  83%|████████▎ | 718/870 [05:48<01:09,  2.17it/s]
Epoch 3/20 - Training:  83%|████████▎ | 720/870 [05:48<00:52,  2.87it/s]
Epoch 3/20 - Training:  83%|████████▎ | 722/870 [05:49<00:39,  3.78it/s]
Epoch 3/20 - Training:  83%|████████▎ | 724/870 [05:53<02:08,  1.14it/s]
Epoch 3/20 - Training:  83%|████████▎ | 726/870 [05:53<01:31,  1.57it/s]
Epoch 3/20 - Training:  84%|████████▎ | 728/870 [05:54<01:07,  2.10it/s]
Epoch 3/20 - Training:  84%|████████▍ | 730/870 [05:54<00:49,  2.81it/s]
Epoch 3/20 - Training:  84%|████████▍ | 732/870 [05:54<00:37,  3.68it/s]
Epoch 3/20 - Training:  84%|████████▍ | 734/870 [05:58<01:57,  1.16it/s]
Epoch 3/20 - Training:  85%|████████▍ | 736/870 [05:59<01:24,  1.59it/s]
Epoch 3/20 - Training:  85%|████████▍ | 738/870 [05:59<01:01,  2.14it/s]
Epoch 3/20 - Training:  85%|████████▌ | 740/870 [05:59<00:45,  2.88it/s]
Epoch 3/20 - Training:  85%|████████▌ | 742/870 [05:59<00:33,  3.80it/s]
Epoch 3/20 - Training:  86%|████████▌ | 744/870 [06:03<01:41,  1.25it/s]
Epoch 3/20 - Training:  86%|████████▌ | 746/870 [06:03<01:12,  1.70it/s]
Epoch 3/20 - Training:  86%|████████▌ | 748/870 [06:03<00:53,  2.27it/s]
Epoch 3/20 - Training:  86%|████████▌ | 750/870 [06:04<00:39,  3.01it/s]
Epoch 3/20 - Training:  86%|████████▋ | 752/870 [06:04<00:30,  3.90it/s]
Epoch 3/20 - Training:  87%|████████▋ | 754/870 [06:08<01:32,  1.25it/s]
Epoch 3/20 - Training:  87%|████████▋ | 756/870 [06:08<01:06,  1.71it/s]
Epoch 3/20 - Training:  87%|████████▋ | 758/870 [06:08<00:48,  2.30it/s]
Epoch 3/20 - Training:  87%|████████▋ | 760/870 [06:08<00:36,  3.05it/s]
Epoch 3/20 - Training:  88%|████████▊ | 762/870 [06:09<00:27,  3.98it/s]
Epoch 3/20 - Training:  88%|████████▊ | 764/870 [06:13<01:24,  1.25it/s]
Epoch 3/20 - Training:  88%|████████▊ | 766/870 [06:13<01:00,  1.72it/s]
Epoch 3/20 - Training:  88%|████████▊ | 768/870 [06:13<00:44,  2.29it/s]
Epoch 3/20 - Training:  88%|████████▊ | 769/870 [06:13<00:38,  2.64it/s]
Epoch 3/20 - Training:  89%|████████▊ | 771/870 [06:13<00:27,  3.59it/s]
Epoch 3/20 - Training:  89%|████████▉ | 773/870 [06:18<01:23,  1.16it/s]
Epoch 3/20 - Training:  89%|████████▉ | 775/870 [06:18<00:58,  1.63it/s]
Epoch 3/20 - Training:  89%|████████▉ | 777/870 [06:18<00:42,  2.21it/s]
Epoch 3/20 - Training:  90%|████████▉ | 779/870 [06:18<00:30,  2.95it/s]
Epoch 3/20 - Training:  90%|████████▉ | 781/870 [06:18<00:22,  3.93it/s]
Epoch 3/20 - Training:  90%|█████████ | 783/870 [06:23<01:16,  1.13it/s]
Epoch 3/20 - Training:  90%|█████████ | 784/870 [06:23<01:03,  1.35it/s]
Epoch 3/20 - Training:  90%|█████████ | 786/870 [06:23<00:43,  1.93it/s]
Epoch 3/20 - Training:  91%|█████████ | 788/870 [06:23<00:30,  2.65it/s]
Epoch 3/20 - Training:  91%|█████████ | 790/870 [06:23<00:22,  3.56it/s]
Epoch 3/20 - Training:  91%|█████████ | 792/870 [06:24<00:16,  4.63it/s]
Epoch 3/20 - Training:  91%|█████████▏| 794/870 [06:28<01:03,  1.20it/s]
Epoch 3/20 - Training:  91%|█████████▏| 796/870 [06:28<00:44,  1.66it/s]
Epoch 3/20 - Training:  92%|█████████▏| 798/870 [06:28<00:32,  2.22it/s]
Epoch 3/20 - Training:  92%|█████████▏| 800/870 [06:28<00:23,  2.94it/s]
Epoch 3/20 - Training:  92%|█████████▏| 802/870 [06:29<00:17,  3.82it/s]
Epoch 3/20 - Training:  92%|█████████▏| 804/870 [06:33<00:54,  1.22it/s]
Epoch 3/20 - Training:  93%|█████████▎| 806/870 [06:33<00:38,  1.68it/s]
Epoch 3/20 - Training:  93%|█████████▎| 808/870 [06:33<00:27,  2.24it/s]
Epoch 3/20 - Training:  93%|█████████▎| 810/870 [06:33<00:19,  3.00it/s]
Epoch 3/20 - Training:  93%|█████████▎| 812/870 [06:33<00:14,  3.94it/s]
Epoch 3/20 - Training:  94%|█████████▎| 814/870 [06:38<00:45,  1.22it/s]
Epoch 3/20 - Training:  94%|█████████▍| 816/870 [06:38<00:32,  1.68it/s]
Epoch 3/20 - Training:  94%|█████████▍| 818/870 [06:38<00:23,  2.24it/s]
Epoch 3/20 - Training:  94%|█████████▍| 820/870 [06:38<00:16,  3.00it/s]
Epoch 3/20 - Training:  94%|█████████▍| 822/870 [06:38<00:12,  3.93it/s]
Epoch 3/20 - Training:  95%|█████████▍| 824/870 [06:43<00:37,  1.23it/s]
Epoch 3/20 - Training:  95%|█████████▍| 826/870 [06:43<00:26,  1.68it/s]
Epoch 3/20 - Training:  95%|█████████▌| 828/870 [06:43<00:18,  2.26it/s]
Epoch 3/20 - Training:  95%|█████████▌| 830/870 [06:43<00:13,  2.97it/s]
Epoch 3/20 - Training:  96%|█████████▌| 832/870 [06:43<00:09,  3.87it/s]
Epoch 3/20 - Training:  96%|█████████▌| 834/870 [06:48<00:29,  1.23it/s]
Epoch 3/20 - Training:  96%|█████████▌| 836/870 [06:48<00:20,  1.70it/s]
Epoch 3/20 - Training:  96%|█████████▋| 838/870 [06:48<00:14,  2.26it/s]
Epoch 3/20 - Training:  97%|█████████▋| 840/870 [06:48<00:10,  2.99it/s]
Epoch 3/20 - Training:  97%|█████████▋| 842/870 [06:48<00:07,  3.89it/s]
Epoch 3/20 - Training:  97%|█████████▋| 844/870 [06:52<00:20,  1.24it/s]
Epoch 3/20 - Training:  97%|█████████▋| 846/870 [06:52<00:14,  1.71it/s]
Epoch 3/20 - Training:  97%|█████████▋| 848/870 [06:53<00:09,  2.28it/s]
Epoch 3/20 - Training:  98%|█████████▊| 850/870 [06:53<00:06,  3.01it/s]
Epoch 3/20 - Training:  98%|█████████▊| 852/870 [06:53<00:04,  3.89it/s]
Epoch 3/20 - Training:  98%|█████████▊| 854/870 [06:56<00:10,  1.47it/s]
Epoch 3/20 - Training:  98%|███████���█▊| 856/870 [06:56<00:06,  2.01it/s]
Epoch 3/20 - Training:  99%|█████████▊| 858/870 [06:57<00:04,  2.67it/s]
Epoch 3/20 - Training:  99%|█████████▉| 860/870 [06:57<00:02,  3.50it/s]
Epoch 3/20 - Training:  99%|█████████▉| 862/870 [06:57<00:01,  4.55it/s]
Epoch 3/20 - Training:  99%|█████████▉| 864/870 [06:58<00:01,  3.17it/s]
Epoch 3/20 - Training: 100%|█████████▉| 866/870 [06:58<00:00,  4.14it/s]
Epoch 3/20 - Training: 100%|█████████▉| 868/870 [06:58<00:00,  5.20it/s]
Epoch 3/20 - Training: 100%|██████████| 870/870 [06:58<00:00,  6.54it/s]
Epoch 3/20 - Training: 100%|██████████| 870/870 [06:58<00:00,  2.08it/s]
+
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Epoch 3/20 - Validation:   1%|          | 1/95 [00:02<03:29,  2.22s/it]
Epoch 3/20 - Validation:   2%|▏         | 2/95 [00:04<03:27,  2.23s/it]
Epoch 3/20 - Validation:   3%|▎         | 3/95 [00:06<03:10,  2.07s/it]
Epoch 3/20 - Validation:   4%|▍         | 4/95 [00:07<02:52,  1.89s/it]
Epoch 3/20 - Validation:   5%|▌         | 5/95 [00:09<02:44,  1.82s/it]
Epoch 3/20 - Validation:   6%|▋         | 6/95 [00:11<02:34,  1.74s/it]
Epoch 3/20 - Validation:   7%|▋         | 7/95 [00:12<02:26,  1.67s/it]
Epoch 3/20 - Validation:   8%|▊         | 8/95 [00:14<02:19,  1.61s/it]
Epoch 3/20 - Validation:   9%|▉         | 9/95 [00:15<02:15,  1.58s/it]
Epoch 3/20 - Validation:  11%|█         | 10/95 [00:17<02:15,  1.60s/it]
Epoch 3/20 - Validation:  12%|█▏        | 11/95 [00:19<02:28,  1.76s/it]
Epoch 3/20 - Validation:  13%|█▎        | 12/95 [00:21<02:30,  1.81s/it]
Epoch 3/20 - Validation:  14%|█▎        | 13/95 [00:23<02:32,  1.86s/it]
Epoch 3/20 - Validation:  15%|█▍        | 14/95 [00:25<02:33,  1.89s/it]
Epoch 3/20 - Validation:  16%|█▌        | 15/95 [00:26<02:22,  1.78s/it]
Epoch 3/20 - Validation:  17%|█▋        | 16/95 [00:28<02:11,  1.67s/it]
Epoch 3/20 - Validation:  18%|█▊        | 17/95 [00:29<02:08,  1.65s/it]
Epoch 3/20 - Validation:  19%|█▉        | 18/95 [00:31<02:03,  1.61s/it]
Epoch 3/20 - Validation:  20%|██        | 19/95 [00:32<02:00,  1.59s/it]
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Epoch 3/20 - Validation:  22%|██▏       | 21/95 [00:35<01:53,  1.54s/it]
Epoch 3/20 - Validation:  23%|██▎       | 22/95 [00:37<01:52,  1.53s/it]
Epoch 3/20 - Validation:  24%|██▍       | 23/95 [00:38<01:49,  1.52s/it]
Epoch 3/20 - Validation:  25%|██▌       | 24/95 [00:40<01:48,  1.53s/it]
Epoch 3/20 - Validation:  26%|██▋       | 25/95 [00:42<01:47,  1.54s/it]
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Epoch 3/20 - Validation:  31%|███       | 29/95 [00:48<01:48,  1.64s/it]
Epoch 3/20 - Validation:  32%|███▏      | 30/95 [00:50<01:44,  1.61s/it]
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Epoch 3/20 - Validation:  37%|███▋      | 35/95 [00:57<01:30,  1.50s/it]
Epoch 3/20 - Validation:  38%|███▊      | 36/95 [00:59<01:28,  1.51s/it]
Epoch 3/20 - Validation:  39%|███▉      | 37/95 [01:00<01:27,  1.50s/it]
Epoch 3/20 - Validation:  40%|████      | 38/95 [01:02<01:24,  1.48s/it]
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Epoch 3/20 - Validation:  45%|████▌     | 43/95 [01:09<01:19,  1.53s/it]
Epoch 3/20 - Validation:  46%|████▋     | 44/95 [01:11<01:19,  1.55s/it]
Epoch 3/20 - Validation:  47%|████▋     | 45/95 [01:13<01:22,  1.65s/it]
Epoch 3/20 - Validation:  48%|████▊     | 46/95 [01:15<01:23,  1.70s/it]
Epoch 3/20 - Validation:  49%|████▉     | 47/95 [01:16<01:16,  1.59s/it]
Epoch 3/20 - Validation:  51%|█████     | 48/95 [01:17<01:12,  1.53s/it]
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Epoch 3/20 - Validation:  53%|█████▎    | 50/95 [01:21<01:12,  1.62s/it]
Epoch 3/20 - Validation:  54%|█████▎    | 51/95 [01:22<01:10,  1.61s/it]
Epoch 3/20 - Validation:  55%|█████▍    | 52/95 [01:24<01:07,  1.57s/it]
Epoch 3/20 - Validation:  56%|█████▌    | 53/95 [01:25<01:05,  1.55s/it]
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Epoch 3/20 - Validation:  68%|██████▊   | 65/95 [01:44<00:45,  1.51s/it]
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Epoch 3/20 - Validation:  71%|███████   | 67/95 [01:47<00:42,  1.51s/it]
Epoch 3/20 - Validation:  72%|███████▏  | 68/95 [01:48<00:39,  1.45s/it]
Epoch 3/20 - Validation:  73%|███████▎  | 69/95 [01:49<00:36,  1.39s/it]
Epoch 3/20 - Validation:  74%|███████▎  | 70/95 [01:50<00:33,  1.34s/it]
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Epoch 3/20 - Validation:  77%|███████▋  | 73/95 [01:56<00:38,  1.74s/it]
Epoch 3/20 - Validation:  78%|███████▊  | 74/95 [01:58<00:34,  1.66s/it]
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Epoch 3/20 - Validation:  83%|████████▎ | 79/95 [02:06<00:24,  1.56s/it]
Epoch 3/20 - Validation:  84%|████████▍ | 80/95 [02:07<00:23,  1.54s/it]
Epoch 3/20 - Validation:  85%|████████▌ | 81/95 [02:09<00:21,  1.53s/it]
Epoch 3/20 - Validation:  86%|████████▋ | 82/95 [02:10<00:19,  1.52s/it]
Epoch 3/20 - Validation:  87%|████████▋ | 83/95 [02:11<00:18,  1.50s/it]
Epoch 3/20 - Validation:  88%|████████▊ | 84/95 [02:13<00:16,  1.46s/it]
Epoch 3/20 - Validation:  89%|████████▉ | 85/95 [02:14<00:14,  1.47s/it]
Epoch 3/20 - Validation:  91%|█████████ | 86/95 [02:16<00:12,  1.44s/it]
Epoch 3/20 - Validation:  92%|█████████▏| 87/95 [02:17<00:11,  1.41s/it]
Epoch 3/20 - Validation:  93%|█████████▎| 88/95 [02:18<00:09,  1.34s/it]
Epoch 3/20 - Validation:  94%|█████████▎| 89/95 [02:19<00:07,  1.31s/it]
Epoch 3/20 - Validation:  95%|█████████▍| 90/95 [02:21<00:06,  1.27s/it]
Epoch 3/20 - Validation:  96%|█████████▌| 91/95 [02:22<00:05,  1.26s/it]
Epoch 3/20 - Validation:  97%|█████████▋| 92/95 [02:23<00:03,  1.31s/it]
Epoch 3/20 - Validation:  98%|█████████▊| 93/95 [02:25<00:02,  1.34s/it]
Epoch 3/20 - Validation:  99%|█████████▉| 94/95 [02:26<00:01,  1.39s/it]
Epoch 3/20 - Validation: 100%|██████████| 95/95 [02:27<00:00,  1.15s/it]
Epoch 3/20 - Validation: 100%|██████████| 95/95 [02:27<00:00,  1.55s/it]
+
Epoch 4/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 4/20 - Training:   0%|          | 1/870 [00:06<1:31:35,  6.32s/it]
Epoch 4/20 - Training:   0%|          | 3/870 [00:06<24:41,  1.71s/it]  
Epoch 4/20 - Training:   1%|          | 5/870 [00:06<12:32,  1.15it/s]
Epoch 4/20 - Training:   1%|          | 7/870 [00:06<07:41,  1.87it/s]
Epoch 4/20 - Training:   1%|          | 9/870 [00:06<05:15,  2.73it/s]
Epoch 4/20 - Training:   1%|▏         | 11/870 [00:12<16:47,  1.17s/it]
Epoch 4/20 - Training:   1%|▏         | 12/870 [00:12<13:54,  1.03it/s]
Epoch 4/20 - Training:   2%|▏         | 14/870 [00:12<09:14,  1.54it/s]
Epoch 4/20 - Training:   2%|▏         | 16/870 [00:12<06:28,  2.20it/s]
Epoch 4/20 - Training:   2%|▏         | 18/870 [00:12<04:40,  3.04it/s]
Epoch 4/20 - Training:   2%|▏         | 20/870 [00:13<03:30,  4.03it/s]
Epoch 4/20 - Training:   3%|▎         | 22/870 [00:16<10:06,  1.40it/s]
Epoch 4/20 - Training:   3%|▎         | 24/870 [00:16<07:19,  1.93it/s]
Epoch 4/20 - Training:   3%|▎         | 26/870 [00:16<05:23,  2.61it/s]
Epoch 4/20 - Training:   3%|▎         | 28/870 [00:17<04:02,  3.47it/s]
Epoch 4/20 - Training:   3%|▎         | 30/870 [00:17<03:06,  4.49it/s]
Epoch 4/20 - Training:   4%|▎         | 32/870 [00:20<09:48,  1.43it/s]
Epoch 4/20 - Training:   4%|▍         | 34/870 [00:20<07:11,  1.94it/s]
Epoch 4/20 - Training:   4%|▍         | 36/870 [00:21<05:18,  2.62it/s]
Epoch 4/20 - Training:   4%|▍         | 38/870 [00:21<03:59,  3.47it/s]
Epoch 4/20 - Training:   5%|▍         | 40/870 [00:21<03:07,  4.43it/s]
Epoch 4/20 - Training:   5%|▍         | 42/870 [00:24<08:56,  1.54it/s]
Epoch 4/20 - Training:   5%|▍         | 43/870 [00:24<07:35,  1.81it/s]
Epoch 4/20 - Training:   5%|▌         | 45/870 [00:24<05:23,  2.55it/s]
Epoch 4/20 - Training:   5%|▌         | 47/870 [00:25<03:57,  3.47it/s]
Epoch 4/20 - Training:   6%|▌         | 49/870 [00:25<03:00,  4.54it/s]
Epoch 4/20 - Training:   6%|▌         | 51/870 [00:26<04:51,  2.81it/s]
Epoch 4/20 - Training:   6%|▌         | 52/870 [00:28<08:35,  1.59it/s]
Epoch 4/20 - Training:   6%|▌         | 54/870 [00:28<05:59,  2.27it/s]
Epoch 4/20 - Training:   6%|▋         | 56/870 [00:28<04:20,  3.12it/s]
Epoch 4/20 - Training:   7%|▋         | 58/870 [00:28<03:15,  4.15it/s]
Epoch 4/20 - Training:   7%|▋         | 60/870 [00:29<02:32,  5.31it/s]
Epoch 4/20 - Training:   7%|▋         | 62/870 [00:32<08:36,  1.56it/s]
Epoch 4/20 - Training:   7%|▋         | 64/870 [00:32<06:19,  2.12it/s]
Epoch 4/20 - Training:   8%|▊         | 66/870 [00:32<04:41,  2.86it/s]
Epoch 4/20 - Training:   8%|▊         | 68/870 [00:32<03:33,  3.75it/s]
Epoch 4/20 - Training:   8%|▊         | 70/870 [00:32<02:48,  4.76it/s]
Epoch 4/20 - Training:   8%|▊         | 72/870 [00:36<09:43,  1.37it/s]
Epoch 4/20 - Training:   9%|▊         | 74/870 [00:36<07:06,  1.87it/s]
Epoch 4/20 - Training:   9%|▊         | 76/870 [00:37<05:16,  2.51it/s]
Epoch 4/20 - Training:   9%|▉         | 78/870 [00:37<04:00,  3.29it/s]
Epoch 4/20 - Training:   9%|▉         | 80/870 [00:37<03:07,  4.22it/s]
Epoch 4/20 - Training:   9%|▉         | 82/870 [00:41<10:03,  1.31it/s]
Epoch 4/20 - Training:  10%|▉         | 84/870 [00:41<07:20,  1.79it/s]
Epoch 4/20 - Training:  10%|▉         | 86/870 [00:41<05:24,  2.42it/s]
Epoch 4/20 - Training:  10%|█         | 88/870 [00:41<04:04,  3.19it/s]
Epoch 4/20 - Training:  10%|█         | 90/870 [00:42<03:12,  4.05it/s]
Epoch 4/20 - Training:  11%|█         | 92/870 [00:46<10:23,  1.25it/s]
Epoch 4/20 - Training:  11%|█         | 94/870 [00:46<07:34,  1.71it/s]
Epoch 4/20 - Training:  11%|█         | 96/870 [00:46<05:34,  2.31it/s]
Epoch 4/20 - Training:  11%|█▏        | 98/870 [00:46<04:12,  3.05it/s]
Epoch 4/20 - Training:  11%|█▏        | 100/870 [00:46<03:15,  3.94it/s]
Epoch 4/20 - Training:  12%|█▏        | 102/870 [00:50<09:48,  1.30it/s]
Epoch 4/20 - Training:  12%|█▏        | 104/870 [00:51<07:10,  1.78it/s]
Epoch 4/20 - Training:  12%|█▏        | 106/870 [00:51<05:19,  2.39it/s]
Epoch 4/20 - Training:  12%|█▏        | 108/870 [00:51<04:01,  3.15it/s]
Epoch 4/20 - Training:  13%|█▎        | 110/870 [00:51<03:07,  4.06it/s]
Epoch 4/20 - Training:  13%|█▎        | 112/870 [00:55<09:06,  1.39it/s]
Epoch 4/20 - Training:  13%|█▎        | 114/870 [00:55<06:39,  1.89it/s]
Epoch 4/20 - Training:  13%|█▎        | 116/870 [00:55<04:55,  2.55it/s]
Epoch 4/20 - Training:  14%|█▎        | 118/870 [00:55<03:47,  3.31it/s]
Epoch 4/20 - Training:  14%|█▍        | 120/870 [00:55<02:57,  4.22it/s]
Epoch 4/20 - Training:  14%|█▍        | 122/870 [00:59<08:42,  1.43it/s]
Epoch 4/20 - Training:  14%|█▍        | 124/870 [00:59<06:24,  1.94it/s]
Epoch 4/20 - Training:  14%|█▍        | 126/870 [00:59<04:45,  2.61it/s]
Epoch 4/20 - Training:  15%|█▍        | 128/870 [00:59<03:38,  3.39it/s]
Epoch 4/20 - Training:  15%|█▍        | 130/870 [01:00<02:50,  4.35it/s]
Epoch 4/20 - Training:  15%|█▌        | 132/870 [01:04<09:19,  1.32it/s]
Epoch 4/20 - Training:  15%|█▌        | 134/870 [01:04<06:46,  1.81it/s]
Epoch 4/20 - Training:  16%|█▌        | 136/870 [01:04<04:59,  2.45it/s]
Epoch 4/20 - Training:  16%|█▌        | 138/870 [01:04<03:47,  3.21it/s]
Epoch 4/20 - Training:  16%|█▌        | 140/870 [01:04<02:56,  4.13it/s]
Epoch 4/20 - Training:  16%|█▋        | 142/870 [01:08<09:21,  1.30it/s]
Epoch 4/20 - Training:  17%|█▋        | 144/870 [01:08<06:49,  1.77it/s]
Epoch 4/20 - Training:  17%|█▋        | 146/870 [01:08<05:01,  2.40it/s]
Epoch 4/20 - Training:  17%|█▋        | 148/870 [01:09<03:51,  3.12it/s]
Epoch 4/20 - Training:  17%|█▋        | 150/870 [01:09<03:00,  4.00it/s]
Epoch 4/20 - Training:  17%|█▋        | 152/870 [01:13<08:55,  1.34it/s]
Epoch 4/20 - Training:  18%|█▊        | 154/870 [01:13<06:33,  1.82it/s]
Epoch 4/20 - Training:  18%|█▊        | 156/870 [01:13<04:51,  2.45it/s]
Epoch 4/20 - Training:  18%|█▊        | 158/870 [01:13<03:40,  3.23it/s]
Epoch 4/20 - Training:  18%|█▊        | 160/870 [01:13<02:52,  4.12it/s]
Epoch 4/20 - Training:  19%|█▊        | 162/870 [01:17<08:43,  1.35it/s]
Epoch 4/20 - Training:  19%|█▉        | 164/870 [01:17<06:22,  1.84it/s]
Epoch 4/20 - Training:  19%|█▉        | 166/870 [01:17<04:43,  2.49it/s]
Epoch 4/20 - Training:  19%|█▉        | 168/870 [01:18<03:35,  3.25it/s]
Epoch 4/20 - Training:  20%|█▉        | 170/870 [01:18<02:48,  4.16it/s]
Epoch 4/20 - Training:  20%|█▉        | 172/870 [01:22<08:55,  1.30it/s]
Epoch 4/20 - Training:  20%|██        | 174/870 [01:22<06:30,  1.78it/s]
Epoch 4/20 - Training:  20%|██        | 176/870 [01:22<04:50,  2.39it/s]
Epoch 4/20 - Training:  20%|██        | 178/870 [01:22<03:41,  3.13it/s]
Epoch 4/20 - Training:  21%|██        | 180/870 [01:22<02:51,  4.02it/s]
Epoch 4/20 - Training:  21%|██        | 182/870 [01:26<08:28,  1.35it/s]
Epoch 4/20 - Training:  21%|██        | 184/870 [01:26<06:11,  1.85it/s]
Epoch 4/20 - Training:  21%|██▏       | 186/870 [01:27<04:34,  2.49it/s]
Epoch 4/20 - Training:  22%|██▏       | 188/870 [01:27<03:29,  3.26it/s]
Epoch 4/20 - Training:  22%|██▏       | 190/870 [01:27<02:41,  4.21it/s]
Epoch 4/20 - Training:  22%|██▏       | 192/870 [01:31<08:36,  1.31it/s]
Epoch 4/20 - Training:  22%|██▏       | 193/870 [01:31<07:18,  1.54it/s]
Epoch 4/20 - Training:  22%|██▏       | 195/870 [01:31<05:07,  2.19it/s]
Epoch 4/20 - Training:  23%|██▎       | 197/870 [01:31<03:44,  2.99it/s]
Epoch 4/20 - Training:  23%|██▎       | 199/870 [01:31<02:52,  3.90it/s]
Epoch 4/20 - Training:  23%|██▎       | 201/870 [01:32<02:14,  4.96it/s]
Epoch 4/20 - Training:  23%|██▎       | 203/870 [01:36<08:43,  1.27it/s]
Epoch 4/20 - Training:  24%|██▎       | 205/870 [01:36<06:18,  1.76it/s]
Epoch 4/20 - Training:  24%|██▍       | 207/870 [01:36<04:38,  2.38it/s]
Epoch 4/20 - Training:  24%|██▍       | 209/870 [01:36<03:30,  3.13it/s]
Epoch 4/20 - Training:  24%|██▍       | 211/870 [01:36<02:44,  4.00it/s]
Epoch 4/20 - Training:  24%|██▍       | 213/870 [01:40<08:19,  1.32it/s]
Epoch 4/20 - Training:  25%|██▍       | 215/870 [01:40<06:03,  1.80it/s]
Epoch 4/20 - Training:  25%|██▍       | 217/870 [01:41<04:28,  2.43it/s]
Epoch 4/20 - Training:  25%|██▌       | 219/870 [01:41<03:24,  3.19it/s]
Epoch 4/20 - Training:  25%|██▌       | 221/870 [01:41<02:38,  4.09it/s]
Epoch 4/20 - Training:  26%|██▌       | 223/870 [01:45<07:34,  1.42it/s]
Epoch 4/20 - Training:  26%|██▌       | 225/870 [01:45<05:32,  1.94it/s]
Epoch 4/20 - Training:  26%|██▌       | 227/870 [01:45<04:07,  2.60it/s]
Epoch 4/20 - Training:  26%|██▋       | 229/870 [01:45<03:08,  3.40it/s]
Epoch 4/20 - Training:  27%|██▋       | 231/870 [01:45<02:27,  4.34it/s]
Epoch 4/20 - Training:  27%|██▋       | 233/870 [01:49<08:21,  1.27it/s]
Epoch 4/20 - Training:  27%|██▋       | 235/870 [01:49<06:04,  1.74it/s]
Epoch 4/20 - Training:  27%|██▋       | 237/870 [01:50<04:29,  2.35it/s]
Epoch 4/20 - Training:  27%|██▋       | 239/870 [01:50<03:23,  3.11it/s]
Epoch 4/20 - Training:  28%|██▊       | 241/870 [01:50<02:37,  3.99it/s]
Epoch 4/20 - Training:  28%|██▊       | 243/870 [01:55<08:58,  1.17it/s]
Epoch 4/20 - Training:  28%|██▊       | 245/870 [01:55<06:30,  1.60it/s]
Epoch 4/20 - Training:  28%|██▊       | 247/870 [01:55<04:47,  2.17it/s]
Epoch 4/20 - Training:  29%|██▊       | 249/870 [01:55<03:36,  2.87it/s]
Epoch 4/20 - Training:  29%|██▉       | 251/870 [01:55<02:45,  3.73it/s]
Epoch 4/20 - Training:  29%|██▉       | 253/870 [01:59<07:39,  1.34it/s]
Epoch 4/20 - Training:  29%|██▉       | 255/870 [01:59<05:35,  1.84it/s]
Epoch 4/20 - Training:  30%|██▉       | 257/870 [01:59<04:08,  2.47it/s]
Epoch 4/20 - Training:  30%|██▉       | 259/870 [01:59<03:09,  3.23it/s]
Epoch 4/20 - Training:  30%|███       | 261/870 [02:00<02:26,  4.16it/s]
Epoch 4/20 - Training:  30%|███       | 263/870 [02:03<07:41,  1.31it/s]
Epoch 4/20 - Training:  30%|███       | 265/870 [02:04<05:37,  1.79it/s]
Epoch 4/20 - Training:  31%|███       | 267/870 [02:04<04:09,  2.41it/s]
Epoch 4/20 - Training:  31%|███       | 269/870 [02:04<03:09,  3.18it/s]
Epoch 4/20 - Training:  31%|███       | 271/870 [02:04<02:26,  4.09it/s]
Epoch 4/20 - Training:  31%|███▏      | 273/870 [02:08<08:09,  1.22it/s]
Epoch 4/20 - Training:  32%|███▏      | 275/870 [02:09<05:55,  1.67it/s]
Epoch 4/20 - Training:  32%|███▏      | 277/870 [02:09<04:21,  2.26it/s]
Epoch 4/20 - Training:  32%|███▏      | 279/870 [02:09<03:17,  3.00it/s]
Epoch 4/20 - Training:  32%|███▏      | 281/870 [02:09<02:31,  3.89it/s]
Epoch 4/20 - Training:  33%|███▎      | 283/870 [02:14<08:21,  1.17it/s]
Epoch 4/20 - Training:  33%|███▎      | 285/870 [02:14<06:03,  1.61it/s]
Epoch 4/20 - Training:  33%|███▎      | 287/870 [02:14<04:26,  2.19it/s]
Epoch 4/20 - Training:  33%|███▎      | 289/870 [02:14<03:20,  2.90it/s]
Epoch 4/20 - Training:  33%|███▎      | 291/870 [02:14<02:33,  3.76it/s]
Epoch 4/20 - Training:  34%|███▎      | 293/870 [02:18<06:57,  1.38it/s]
Epoch 4/20 - Training:  34%|███▍      | 295/870 [02:18<05:04,  1.89it/s]
Epoch 4/20 - Training:  34%|███▍      | 297/870 [02:18<03:45,  2.54it/s]
Epoch 4/20 - Training:  34%|███▍      | 299/870 [02:18<02:50,  3.35it/s]
Epoch 4/20 - Training:  35%|███▍      | 301/870 [02:18<02:11,  4.32it/s]
Epoch 4/20 - Training:  35%|███▍      | 303/870 [02:22<06:25,  1.47it/s]
Epoch 4/20 - Training:  35%|███▌      | 305/870 [02:22<04:41,  2.01it/s]
Epoch 4/20 - Training:  35%|███▌      | 307/870 [02:22<03:30,  2.68it/s]
Epoch 4/20 - Training:  36%|███▌      | 309/870 [02:22<02:40,  3.50it/s]
Epoch 4/20 - Training:  36%|███▌      | 311/870 [02:23<02:04,  4.48it/s]
Epoch 4/20 - Training:  36%|███▌      | 313/870 [02:26<06:15,  1.48it/s]
Epoch 4/20 - Training:  36%|███▌      | 315/870 [02:26<04:34,  2.02it/s]
Epoch 4/20 - Training:  36%|███▋      | 317/870 [02:26<03:25,  2.69it/s]
Epoch 4/20 - Training:  37%|███▋      | 319/870 [02:26<02:36,  3.51it/s]
Epoch 4/20 - Training:  37%|███▋      | 321/870 [02:27<02:02,  4.48it/s]
Epoch 4/20 - Training:  37%|███▋      | 323/870 [02:30<06:44,  1.35it/s]
Epoch 4/20 - Training:  37%|███▋      | 325/870 [02:31<04:55,  1.85it/s]
Epoch 4/20 - Training:  38%|███▊      | 327/870 [02:31<03:38,  2.49it/s]
Epoch 4/20 - Training:  38%|███▊      | 329/870 [02:31<02:45,  3.26it/s]
Epoch 4/20 - Training:  38%|███▊      | 331/870 [02:31<02:08,  4.18it/s]
Epoch 4/20 - Training:  38%|███▊      | 333/870 [02:35<06:35,  1.36it/s]
Epoch 4/20 - Training:  39%|███▊      | 335/870 [02:35<04:47,  1.86it/s]
Epoch 4/20 - Training:  39%|███▊      | 337/870 [02:35<03:32,  2.50it/s]
Epoch 4/20 - Training:  39%|███▉      | 339/870 [02:35<02:41,  3.28it/s]
Epoch 4/20 - Training:  39%|███▉      | 341/870 [02:36<02:05,  4.21it/s]
Epoch 4/20 - Training:  39%|███▉      | 343/870 [02:40<07:18,  1.20it/s]
Epoch 4/20 - Training:  40%|███▉      | 345/870 [02:40<05:17,  1.65it/s]
Epoch 4/20 - Training:  40%|███▉      | 347/870 [02:40<03:53,  2.24it/s]
Epoch 4/20 - Training:  40%|████      | 349/870 [02:40<02:56,  2.96it/s]
Epoch 4/20 - Training:  40%|████      | 351/870 [02:41<02:15,  3.84it/s]
Epoch 4/20 - Training:  41%|████      | 353/870 [02:45<06:45,  1.28it/s]
Epoch 4/20 - Training:  41%|████      | 354/870 [02:45<05:42,  1.51it/s]
Epoch 4/20 - Training:  41%|████      | 356/870 [02:45<04:01,  2.13it/s]
Epoch 4/20 - Training:  41%|████      | 358/870 [02:45<02:55,  2.92it/s]
Epoch 4/20 - Training:  41%|████▏     | 360/870 [02:45<02:11,  3.88it/s]
Epoch 4/20 - Training:  42%|████▏     | 362/870 [02:49<06:24,  1.32it/s]
Epoch 4/20 - Training:  42%|████▏     | 364/870 [02:49<04:37,  1.83it/s]
Epoch 4/20 - Training:  42%|████▏     | 366/870 [02:49<03:24,  2.46it/s]
Epoch 4/20 - Training:  42%|████▏     | 368/870 [02:49<02:34,  3.25it/s]
Epoch 4/20 - Training:  43%|████▎     | 370/870 [02:50<01:59,  4.20it/s]
Epoch 4/20 - Training:  43%|████▎     | 372/870 [02:54<07:15,  1.14it/s]
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Epoch 4/20 - Training:  63%|██████▎   | 552/870 [04:16<04:17,  1.23it/s]
Epoch 4/20 - Training:  64%|██████▎   | 554/870 [04:16<03:07,  1.69it/s]
Epoch 4/20 - Training:  64%|██████▍   | 556/870 [04:17<02:17,  2.28it/s]
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Epoch 4/20 - Training:  64%|██████▍   | 560/870 [04:17<01:19,  3.91it/s]
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Epoch 4/20 - Training:  65%|██████▌   | 568/870 [04:21<01:36,  3.13it/s]
Epoch 4/20 - Training:  66%|██████▌   | 570/870 [04:22<01:13,  4.06it/s]
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Epoch 4/20 - Training:  66%|██████▌   | 576/870 [04:26<02:05,  2.35it/s]
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Epoch 4/20 - Training:  67%|██████▋   | 580/870 [04:26<01:13,  3.96it/s]
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Epoch 4/20 - Training:  67%|██████▋   | 586/870 [04:31<02:08,  2.22it/s]
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Epoch 4/20 - Training:  68%|██████▊   | 590/870 [04:31<01:13,  3.80it/s]
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Epoch 4/20 - Training:  88%|████████▊ | 764/870 [05:50<00:54,  1.94it/s]
Epoch 4/20 - Training:  88%|████████▊ | 766/870 [05:50<00:40,  2.56it/s]
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Epoch 4/20 - Training:  88%|████████▊ | 768/870 [05:50<00:29,  3.41it/s]
Epoch 4/20 - Training:  89%|████████▊ | 770/870 [05:50<00:21,  4.56it/s]
Epoch 4/20 - Training:  89%|████████▊ | 771/870 [05:50<00:19,  5.10it/s]
Epoch 4/20 - Training:  89%|████████▊ | 772/870 [05:53<01:20,  1.22it/s]
Epoch 4/20 - Training:  89%|████████▉ | 774/870 [05:54<00:51,  1.88it/s]
Epoch 4/20 - Training:  89%|████████▉ | 776/870 [05:54<00:34,  2.71it/s]
Epoch 4/20 - Training:  89%|████████▉ | 778/870 [05:54<00:25,  3.64it/s]
Epoch 4/20 - Training:  90%|████████▉ | 780/870 [05:54<00:19,  4.71it/s]
Epoch 4/20 - Training:  90%|████████▉ | 782/870 [05:58<01:05,  1.35it/s]
Epoch 4/20 - Training:  90%|█████████ | 784/870 [05:58<00:45,  1.87it/s]
Epoch 4/20 - Training:  90%|█████████ | 786/870 [05:58<00:33,  2.53it/s]
Epoch 4/20 - Training:  91%|█████████ | 788/870 [05:58<00:24,  3.33it/s]
Epoch 4/20 - Training:  91%|█████████ | 790/870 [05:58<00:18,  4.26it/s]
Epoch 4/20 - Training:  91%|█████████ | 792/870 [06:02<00:57,  1.37it/s]
Epoch 4/20 - Training:  91%|█████████ | 793/870 [06:02<00:47,  1.61it/s]
Epoch 4/20 - Training:  91%|█████████▏| 795/870 [06:02<00:32,  2.28it/s]
Epoch 4/20 - Training:  92%|█████████▏| 797/870 [06:03<00:23,  3.07it/s]
Epoch 4/20 - Training:  92%|█████████▏| 799/870 [06:03<00:17,  4.02it/s]
Epoch 4/20 - Training:  92%|█████████▏| 801/870 [06:03<00:13,  5.10it/s]
Epoch 4/20 - Training:  92%|█████████▏| 803/870 [06:07<00:49,  1.36it/s]
Epoch 4/20 - Training:  93%|█████████▎| 805/870 [06:07<00:34,  1.86it/s]
Epoch 4/20 - Training:  93%|█████████▎| 807/870 [06:07<00:25,  2.49it/s]
Epoch 4/20 - Training:  93%|█████████▎| 809/870 [06:07<00:18,  3.26it/s]
Epoch 4/20 - Training:  93%|█████████▎| 811/870 [06:08<00:14,  4.20it/s]
Epoch 4/20 - Training:  93%|█████████▎| 813/870 [06:12<00:45,  1.25it/s]
Epoch 4/20 - Training:  94%|█████████▎| 815/870 [06:12<00:32,  1.71it/s]
Epoch 4/20 - Training:  94%|█████████▍| 817/870 [06:12<00:23,  2.28it/s]
Epoch 4/20 - Training:  94%|█████████▍| 818/870 [06:12<00:19,  2.64it/s]
Epoch 4/20 - Training:  94%|█████████▍| 820/870 [06:12<00:13,  3.59it/s]
Epoch 4/20 - Training:  94%|█████████▍| 822/870 [06:16<00:34,  1.38it/s]
Epoch 4/20 - Training:  95%|█████████▍| 824/870 [06:16<00:23,  1.92it/s]
Epoch 4/20 - Training:  95%|█████████▍| 826/870 [06:16<00:16,  2.62it/s]
Epoch 4/20 - Training:  95%|█████████▌| 828/870 [06:16<00:12,  3.46it/s]
Epoch 4/20 - Training:  95%|█████████▌| 830/870 [06:16<00:08,  4.47it/s]
Epoch 4/20 - Training:  96%|█████████▌| 832/870 [06:20<00:29,  1.31it/s]
Epoch 4/20 - Training:  96%|█████████▌| 834/870 [06:21<00:20,  1.78it/s]
Epoch 4/20 - Training:  96%|█████████▌| 836/870 [06:21<00:14,  2.39it/s]
Epoch 4/20 - Training:  96%|█████████▋| 838/870 [06:21<00:10,  3.13it/s]
Epoch 4/20 - Training:  97%|█████████▋| 840/870 [06:21<00:07,  4.04it/s]
Epoch 4/20 - Training:  97%|█████████▋| 842/870 [06:25<00:23,  1.21it/s]
Epoch 4/20 - Training:  97%|█████████▋| 844/870 [06:26<00:15,  1.65it/s]
Epoch 4/20 - Training:  97%|█████████▋| 846/870 [06:26<00:10,  2.22it/s]
Epoch 4/20 - Training:  97%|█████████▋| 848/870 [06:26<00:07,  2.95it/s]
Epoch 4/20 - Training:  98%|█████████▊| 850/870 [06:26<00:05,  3.78it/s]
Epoch 4/20 - Training:  98%|█████████▊| 852/870 [06:29<00:11,  1.53it/s]
Epoch 4/20 - Training:  98%|█████████▊| 854/870 [06:29<00:07,  2.08it/s]
Epoch 4/20 - Training:  98%|█████████▊| 856/870 [06:30<00:05,  2.78it/s]
Epoch 4/20 - Training:  99%|█████████▊| 858/870 [06:30<00:03,  3.63it/s]
Epoch 4/20 - Training:  99%|█████████▉| 860/870 [06:30<00:02,  4.66it/s]
Epoch 4/20 - Training:  99%|█████████▉| 862/870 [06:31<00:02,  3.30it/s]
Epoch 4/20 - Training:  99%|█████████▉| 864/870 [06:31<00:01,  4.27it/s]
Epoch 4/20 - Training: 100%|█████████▉| 866/870 [06:31<00:00,  5.40it/s]
Epoch 4/20 - Training: 100%|█████████▉| 868/870 [06:31<00:00,  6.56it/s]
Epoch 4/20 - Training: 100%|██████████| 870/870 [06:31<00:00,  8.01it/s]
Epoch 4/20 - Training: 100%|██��███████| 870/870 [06:31<00:00,  2.22it/s]
+
Epoch 4/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 4/20 - Validation:   1%|          | 1/95 [00:02<03:56,  2.52s/it]
Epoch 4/20 - Validation:   2%|▏         | 2/95 [00:05<03:55,  2.53s/it]
Epoch 4/20 - Validation:   3%|▎         | 3/95 [00:07<03:49,  2.49s/it]
Epoch 4/20 - Validation:   4%|▍         | 4/95 [00:09<03:39,  2.41s/it]
Epoch 4/20 - Validation:   5%|▌         | 5/95 [00:11<03:16,  2.18s/it]
Epoch 4/20 - Validation:   6%|▋         | 6/95 [00:13<02:55,  1.97s/it]
Epoch 4/20 - Validation:   7%|▋         | 7/95 [00:14<02:40,  1.82s/it]
Epoch 4/20 - Validation:   8%|▊         | 8/95 [00:16<02:31,  1.74s/it]
Epoch 4/20 - Validation:   9%|▉         | 9/95 [00:17<02:21,  1.65s/it]
Epoch 4/20 - Validation:  11%|█         | 10/95 [00:19<02:19,  1.64s/it]
Epoch 4/20 - Validation:  12%|█▏        | 11/95 [00:21<02:29,  1.78s/it]
Epoch 4/20 - Validation:  13%|█▎        | 12/95 [00:23<02:43,  1.97s/it]
Epoch 4/20 - Validation:  14%|█▎        | 13/95 [00:25<02:46,  2.04s/it]
Epoch 4/20 - Validation:  15%|█▍        | 14/95 [00:27<02:38,  1.95s/it]
Epoch 4/20 - Validation:  16%|█▌        | 15/95 [00:29<02:27,  1.84s/it]
Epoch 4/20 - Validation:  17%|█▋        | 16/95 [00:30<02:18,  1.75s/it]
Epoch 4/20 - Validation:  18%|█▊        | 17/95 [00:32<02:11,  1.69s/it]
Epoch 4/20 - Validation:  19%|█▉        | 18/95 [00:33<02:05,  1.63s/it]
Epoch 4/20 - Validation:  20%|██        | 19/95 [00:35<02:00,  1.59s/it]
Epoch 4/20 - Validation:  21%|██        | 20/95 [00:36<01:57,  1.57s/it]
Epoch 4/20 - Validation:  22%|██▏       | 21/95 [00:38<01:54,  1.54s/it]
Epoch 4/20 - Validation:  23%|██▎       | 22/95 [00:39<01:52,  1.54s/it]
Epoch 4/20 - Validation:  24%|██▍       | 23/95 [00:41<01:49,  1.52s/it]
Epoch 4/20 - Validation:  25%|██▌       | 24/95 [00:42<01:47,  1.52s/it]
Epoch 4/20 - Validation:  26%|██▋       | 25/95 [00:44<01:45,  1.51s/it]
Epoch 4/20 - Validation:  27%|██▋       | 26/95 [00:46<01:47,  1.56s/it]
Epoch 4/20 - Validation:  28%|██▊       | 27/95 [00:47<01:45,  1.55s/it]
Epoch 4/20 - Validation:  29%|██▉       | 28/95 [00:49<01:47,  1.60s/it]
Epoch 4/20 - Validation:  31%|███       | 29/95 [00:50<01:46,  1.61s/it]
Epoch 4/20 - Validation:  32%|███▏      | 30/95 [00:52<01:42,  1.58s/it]
Epoch 4/20 - Validation:  33%|███▎      | 31/95 [00:53<01:39,  1.55s/it]
Epoch 4/20 - Validation:  34%|███▎      | 32/95 [00:55<01:38,  1.56s/it]
Epoch 4/20 - Validation:  35%|███▍      | 33/95 [00:57<01:35,  1.55s/it]
Epoch 4/20 - Validation:  36%|███▌      | 34/95 [00:58<01:32,  1.52s/it]
Epoch 4/20 - Validation:  37%|███▋      | 35/95 [00:59<01:29,  1.50s/it]
Epoch 4/20 - Validation:  38%|███▊      | 36/95 [01:01<01:29,  1.52s/it]
Epoch 4/20 - Validation:  39%|███▉      | 37/95 [01:03<01:27,  1.51s/it]
Epoch 4/20 - Validation:  40%|████      | 38/95 [01:04<01:24,  1.48s/it]
Epoch 4/20 - Validation:  41%|████      | 39/95 [01:05<01:22,  1.47s/it]
Epoch 4/20 - Validation:  42%|████▏     | 40/95 [01:07<01:20,  1.47s/it]
Epoch 4/20 - Validation:  43%|████▎     | 41/95 [01:08<01:19,  1.47s/it]
Epoch 4/20 - Validation:  44%|████▍     | 42/95 [01:10<01:17,  1.46s/it]
Epoch 4/20 - Validation:  45%|████▌     | 43/95 [01:11<01:18,  1.50s/it]
Epoch 4/20 - Validation:  46%|████▋     | 44/95 [01:13<01:17,  1.52s/it]
Epoch 4/20 - Validation:  47%|████▋     | 45/95 [01:15<01:19,  1.60s/it]
Epoch 4/20 - Validation:  48%|████▊     | 46/95 [01:16<01:20,  1.65s/it]
Epoch 4/20 - Validation:  49%|████▉     | 47/95 [01:18<01:19,  1.65s/it]
Epoch 4/20 - Validation:  51%|█████     | 48/95 [01:20<01:16,  1.63s/it]
Epoch 4/20 - Validation:  52%|█████▏    | 49/95 [01:21<01:16,  1.65s/it]
Epoch 4/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:14,  1.66s/it]
Epoch 4/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:12,  1.65s/it]
Epoch 4/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:09,  1.62s/it]
Epoch 4/20 - Validation:  56%|█████▌    | 53/95 [01:28<01:06,  1.58s/it]
Epoch 4/20 - Validation:  57%|█████▋    | 54/95 [01:29<01:03,  1.55s/it]
Epoch 4/20 - Validation:  58%|█████▊    | 55/95 [01:31<01:01,  1.53s/it]
Epoch 4/20 - Validation:  59%|█████▉    | 56/95 [01:32<00:59,  1.54s/it]
Epoch 4/20 - Validation:  60%|██████    | 57/95 [01:34<00:57,  1.51s/it]
Epoch 4/20 - Validation:  61%|██████    | 58/95 [01:35<00:54,  1.48s/it]
Epoch 4/20 - Validation:  62%|██████▏   | 59/95 [01:37<00:53,  1.48s/it]
Epoch 4/20 - Validation:  63%|██████▎   | 60/95 [01:38<00:52,  1.49s/it]
Epoch 4/20 - Validation:  64%|██████▍   | 61/95 [01:40<00:51,  1.51s/it]
Epoch 4/20 - Validation:  65%|██████▌   | 62/95 [01:41<00:49,  1.49s/it]
Epoch 4/20 - Validation:  66%|██████▋   | 63/95 [01:43<00:47,  1.49s/it]
Epoch 4/20 - Validation:  67%|██████▋   | 64/95 [01:44<00:45,  1.47s/it]
Epoch 4/20 - Validation:  68%|██████▊   | 65/95 [01:45<00:43,  1.46s/it]
Epoch 4/20 - Validation:  69%|██████▉   | 66/95 [01:47<00:42,  1.47s/it]
Epoch 4/20 - Validation:  71%|███████   | 67/95 [01:48<00:41,  1.47s/it]
Epoch 4/20 - Validation:  72%|███████▏  | 68/95 [01:50<00:40,  1.48s/it]
Epoch 4/20 - Validation:  73%|███████▎  | 69/95 [01:51<00:38,  1.48s/it]
Epoch 4/20 - Validation:  74%|███████▎  | 70/95 [01:53<00:36,  1.48s/it]
Epoch 4/20 - Validation:  75%|███████▍  | 71/95 [01:55<00:39,  1.67s/it]
Epoch 4/20 - Validation:  76%|███████▌  | 72/95 [01:57<00:42,  1.85s/it]
Epoch 4/20 - Validation:  77%|███████▋  | 73/95 [01:59<00:40,  1.85s/it]
Epoch 4/20 - Validation:  78%|███████▊  | 74/95 [02:01<00:37,  1.77s/it]
Epoch 4/20 - Validation:  79%|███████▉  | 75/95 [02:02<00:34,  1.71s/it]
Epoch 4/20 - Validation:  80%|████████  | 76/95 [02:04<00:31,  1.65s/it]
Epoch 4/20 - Validation:  81%|████████  | 77/95 [02:05<00:29,  1.62s/it]
Epoch 4/20 - Validation:  82%|████████▏ | 78/95 [02:07<00:26,  1.58s/it]
Epoch 4/20 - Validation:  83%|████████▎ | 79/95 [02:08<00:24,  1.55s/it]
Epoch 4/20 - Validation:  84%|████████▍ | 80/95 [02:10<00:23,  1.54s/it]
Epoch 4/20 - Validation:  85%|████████▌ | 81/95 [02:11<00:21,  1.52s/it]
Epoch 4/20 - Validation:  86%|████████▋ | 82/95 [02:13<00:19,  1.50s/it]
Epoch 4/20 - Validation:  87%|████████▋ | 83/95 [02:14<00:18,  1.50s/it]
Epoch 4/20 - Validation:  88%|████████▊ | 84/95 [02:16<00:16,  1.50s/it]
Epoch 4/20 - Validation:  89%|████████▉ | 85/95 [02:17<00:14,  1.49s/it]
Epoch 4/20 - Validation:  91%|█████████ | 86/95 [02:19<00:13,  1.48s/it]
Epoch 4/20 - Validation:  92%|█████████▏| 87/95 [02:20<00:11,  1.49s/it]
Epoch 4/20 - Validation:  93%|█████████▎| 88/95 [02:22<00:10,  1.49s/it]
Epoch 4/20 - Validation:  94%|█████████▎| 89/95 [02:23<00:08,  1.49s/it]
Epoch 4/20 - Validation:  95%|█████████▍| 90/95 [02:25<00:07,  1.49s/it]
Epoch 4/20 - Validation:  96%|█████████▌| 91/95 [02:26<00:05,  1.48s/it]
Epoch 4/20 - Validation:  97%|█████████▋| 92/95 [02:28<00:04,  1.47s/it]
Epoch 4/20 - Validation:  98%|█████████▊| 93/95 [02:29<00:02,  1.46s/it]
Epoch 4/20 - Validation:  99%|█████████▉| 94/95 [02:30<00:01,  1.46s/it]
Epoch 4/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.19s/it]
Epoch 4/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.59s/it]
+
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Epoch 5/20 - Training:   0%|          | 2/870 [00:06<38:10,  2.64s/it]  
Epoch 5/20 - Training:   0%|          | 3/870 [00:06<25:49,  1.79s/it]
Epoch 5/20 - Training:   1%|          | 5/870 [00:07<11:52,  1.21it/s]
Epoch 5/20 - Training:   1%|          | 7/870 [00:07<07:10,  2.00it/s]
Epoch 5/20 - Training:   1%|          | 9/870 [00:07<04:49,  2.98it/s]
Epoch 5/20 - Training:   1%|▏         | 11/870 [00:11<13:49,  1.04it/s]
Epoch 5/20 - Training:   1%|▏         | 13/870 [00:12<11:25,  1.25it/s]
Epoch 5/20 - Training:   2%|▏         | 15/870 [00:12<08:04,  1.76it/s]
Epoch 5/20 - Training:   2%|▏         | 17/870 [00:12<05:52,  2.42it/s]
Epoch 5/20 - Training:   2%|▏         | 19/870 [00:13<04:22,  3.24it/s]
Epoch 5/20 - Training:   2%|▏         | 21/870 [00:16<10:00,  1.41it/s]
Epoch 5/20 - Training:   3%|▎         | 23/870 [00:16<08:18,  1.70it/s]
Epoch 5/20 - Training:   3%|▎         | 25/870 [00:17<06:09,  2.29it/s]
Epoch 5/20 - Training:   3%|▎         | 27/870 [00:17<04:39,  3.01it/s]
Epoch 5/20 - Training:   3%|▎         | 29/870 [00:17<03:37,  3.87it/s]
Epoch 5/20 - Training:   4%|▎         | 31/870 [00:20<09:56,  1.41it/s]
Epoch 5/20 - Training:   4%|▍         | 33/870 [00:21<07:51,  1.77it/s]
Epoch 5/20 - Training:   4%|▍         | 35/870 [00:21<05:50,  2.38it/s]
Epoch 5/20 - Training:   4%|▍         | 37/870 [00:21<04:26,  3.13it/s]
Epoch 5/20 - Training:   4%|▍         | 39/870 [00:21<03:25,  4.05it/s]
Epoch 5/20 - Training:   5%|▍         | 41/870 [00:25<09:55,  1.39it/s]
Epoch 5/20 - Training:   5%|▍         | 43/870 [00:25<07:41,  1.79it/s]
Epoch 5/20 - Training:   5%|▌         | 45/870 [00:26<05:47,  2.38it/s]
Epoch 5/20 - Training:   5%|▌         | 47/870 [00:26<04:23,  3.13it/s]
Epoch 5/20 - Training:   6%|▌         | 49/870 [00:26<03:22,  4.06it/s]
Epoch 5/20 - Training:   6%|▌         | 51/870 [00:30<11:18,  1.21it/s]
Epoch 5/20 - Training:   6%|▌         | 53/870 [00:31<08:22,  1.63it/s]
Epoch 5/20 - Training:   6%|▋         | 55/870 [00:31<06:14,  2.18it/s]
Epoch 5/20 - Training:   7%|▋         | 57/870 [00:31<04:43,  2.87it/s]
Epoch 5/20 - Training:   7%|▋         | 59/870 [00:31<03:38,  3.70it/s]
Epoch 5/20 - Training:   7%|▋         | 61/870 [00:35<10:37,  1.27it/s]
Epoch 5/20 - Training:   7%|▋         | 63/870 [00:35<07:46,  1.73it/s]
Epoch 5/20 - Training:   7%|▋         | 65/870 [00:35<05:47,  2.32it/s]
Epoch 5/20 - Training:   8%|▊         | 67/870 [00:36<04:25,  3.02it/s]
Epoch 5/20 - Training:   8%|▊         | 69/870 [00:36<03:26,  3.89it/s]
Epoch 5/20 - Training:   8%|▊         | 71/870 [00:39<09:11,  1.45it/s]
Epoch 5/20 - Training:   8%|▊         | 73/870 [00:39<06:45,  1.97it/s]
Epoch 5/20 - Training:   9%|▊         | 75/870 [00:40<05:01,  2.63it/s]
Epoch 5/20 - Training:   9%|▉         | 77/870 [00:40<03:49,  3.46it/s]
Epoch 5/20 - Training:   9%|▉         | 79/870 [00:40<02:58,  4.44it/s]
Epoch 5/20 - Training:   9%|▉         | 81/870 [00:43<08:53,  1.48it/s]
Epoch 5/20 - Training:   9%|▉         | 82/870 [00:43<07:34,  1.73it/s]
Epoch 5/20 - Training:  10%|▉         | 83/870 [00:44<06:34,  1.99it/s]
Epoch 5/20 - Training:  10%|▉         | 85/870 [00:44<04:37,  2.82it/s]
Epoch 5/20 - Training:  10%|▉         | 86/870 [00:44<03:56,  3.31it/s]
Epoch 5/20 - Training:  10%|█         | 88/870 [00:44<02:52,  4.53it/s]
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Epoch 5/20 - Training:  67%|██████▋   | 586/870 [04:24<02:51,  1.66it/s]
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Epoch 5/20 - Training:  68%|██████▊   | 590/870 [04:24<01:27,  3.19it/s]
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Epoch 5/20 - Training:  68%|██████▊   | 594/870 [04:28<03:49,  1.20it/s]
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Epoch 5/20 - Training:  89%|████████▊ | 771/870 [05:45<00:30,  3.27it/s]
Epoch 5/20 - Training:  89%|████████▉ | 773/870 [05:45<00:24,  4.02it/s]
Epoch 5/20 - Training:  89%|████████▉ | 775/870 [05:49<01:13,  1.30it/s]
Epoch 5/20 - Training:  89%|████████▉ | 777/870 [05:49<00:52,  1.78it/s]
Epoch 5/20 - Training:  90%|████████▉ | 779/870 [05:49<00:38,  2.39it/s]
Epoch 5/20 - Training:  90%|████████▉ | 781/870 [05:50<00:28,  3.16it/s]
Epoch 5/20 - Training:  90%|█████████ | 783/870 [05:50<00:21,  4.03it/s]
Epoch 5/20 - Training:  90%|█████████ | 785/870 [05:53<00:56,  1.51it/s]
Epoch 5/20 - Training:  90%|█████████ | 787/870 [05:53<00:40,  2.04it/s]
Epoch 5/20 - Training:  91%|█████████ | 789/870 [05:53<00:29,  2.72it/s]
Epoch 5/20 - Training:  91%|█████████ | 791/870 [05:54<00:22,  3.56it/s]
Epoch 5/20 - Training:  91%|█████████ | 793/870 [05:54<00:19,  3.98it/s]
Epoch 5/20 - Training:  91%|█████████▏| 794/870 [05:58<01:07,  1.13it/s]
Epoch 5/20 - Training:  91%|█████████▏| 796/870 [05:58<00:45,  1.62it/s]
Epoch 5/20 - Training:  92%|█████████▏| 798/870 [05:58<00:32,  2.25it/s]
Epoch 5/20 - Training:  92%|█████████▏| 800/870 [05:58<00:22,  3.05it/s]
Epoch 5/20 - Training:  92%|█████████▏| 802/870 [05:58<00:17,  3.96it/s]
Epoch 5/20 - Training:  92%|█████████▏| 804/870 [06:02<00:50,  1.29it/s]
Epoch 5/20 - Training:  93%|█████████▎| 806/870 [06:02<00:35,  1.78it/s]
Epoch 5/20 - Training:  93%|█████████▎| 808/870 [06:03<00:25,  2.41it/s]
Epoch 5/20 - Training:  93%|█████████▎| 810/870 [06:03<00:18,  3.21it/s]
Epoch 5/20 - Training:  93%|█████████▎| 812/870 [06:03<00:14,  4.12it/s]
Epoch 5/20 - Training:  94%|█████████▎| 814/870 [06:07<00:42,  1.32it/s]
Epoch 5/20 - Training:  94%|█████████▍| 816/870 [06:07<00:29,  1.81it/s]
Epoch 5/20 - Training:  94%|█████████▍| 818/870 [06:07<00:21,  2.43it/s]
Epoch 5/20 - Training:  94%|█████████▍| 820/870 [06:07<00:15,  3.21it/s]
Epoch 5/20 - Training:  94%|█████████▍| 822/870 [06:07<00:11,  4.12it/s]
Epoch 5/20 - Training:  95%|█████████▍| 824/870 [06:11<00:30,  1.50it/s]
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Epoch 5/20 - Training:  95%|█████████▌| 830/870 [06:11<00:11,  3.59it/s]
Epoch 5/20 - Training:  96%|█████████▌| 832/870 [06:11<00:08,  4.57it/s]
Epoch 5/20 - Training:  96%|█████████▌| 834/870 [06:15<00:26,  1.37it/s]
Epoch 5/20 - Training:  96%|█████████▌| 836/870 [06:15<00:18,  1.86it/s]
Epoch 5/20 - Training:  96%|█████████▋| 838/870 [06:16<00:12,  2.48it/s]
Epoch 5/20 - Training:  97%|█████████▋| 840/870 [06:16<00:09,  3.27it/s]
Epoch 5/20 - Training:  97%|█████████▋| 842/870 [06:16<00:06,  4.15it/s]
Epoch 5/20 - Training:  97%|█████████▋| 844/870 [06:20<00:19,  1.34it/s]
Epoch 5/20 - Training:  97%|█████████▋| 846/870 [06:20<00:13,  1.83it/s]
Epoch 5/20 - Training:  97%|█████████▋| 848/870 [06:20<00:09,  2.44it/s]
Epoch 5/20 - Training:  98%|█████████▊| 850/870 [06:20<00:06,  3.21it/s]
Epoch 5/20 - Training:  98%|█████████▊| 852/870 [06:20<00:04,  4.07it/s]
Epoch 5/20 - Training:  98%|█████████▊| 854/870 [06:24<00:10,  1.51it/s]
Epoch 5/20 - Training:  98%|█████████▊| 856/870 [06:24<00:06,  2.04it/s]
Epoch 5/20 - Training:  99%|█████████▊| 857/870 [06:24<00:05,  2.37it/s]
Epoch 5/20 - Training:  99%|█████████▊| 859/870 [06:24<00:03,  3.24it/s]
Epoch 5/20 - Training:  99%|█████████▉| 861/870 [06:24<00:02,  4.30it/s]
Epoch 5/20 - Training:  99%|█████████▉| 863/870 [06:24<00:01,  5.40it/s]
Epoch 5/20 - Training:  99%|█████████▉| 865/870 [06:25<00:01,  3.64it/s]
Epoch 5/20 - Training: 100%|█████████▉| 867/870 [06:26<00:00,  4.66it/s]
Epoch 5/20 - Training: 100%|█████████▉| 869/870 [06:26<00:00,  5.86it/s]
Epoch 5/20 - Training: 100%|██████████| 870/870 [06:26<00:00,  2.25it/s]
+
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Epoch 5/20 - Validation:   1%|          | 1/95 [00:02<03:24,  2.17s/it]
Epoch 5/20 - Validation:   2%|▏         | 2/95 [00:04<03:41,  2.38s/it]
Epoch 5/20 - Validation:   3%|▎         | 3/95 [00:07<03:41,  2.40s/it]
Epoch 5/20 - Validation:   4%|▍         | 4/95 [00:09<03:39,  2.42s/it]
Epoch 5/20 - Validation:   5%|▌         | 5/95 [00:11<03:24,  2.27s/it]
Epoch 5/20 - Validation:   6%|▋         | 6/95 [00:13<03:07,  2.11s/it]
Epoch 5/20 - Validation:   7%|▋         | 7/95 [00:15<02:52,  1.97s/it]
Epoch 5/20 - Validation:   8%|▊         | 8/95 [00:16<02:38,  1.82s/it]
Epoch 5/20 - Validation:   9%|▉         | 9/95 [00:18<02:27,  1.72s/it]
Epoch 5/20 - Validation:  11%|█         | 10/95 [00:19<02:24,  1.70s/it]
Epoch 5/20 - Validation:  12%|█▏        | 11/95 [00:21<02:33,  1.83s/it]
Epoch 5/20 - Validation:  13%|█▎        | 12/95 [00:24<02:45,  2.00s/it]
Epoch 5/20 - Validation:  14%|█��        | 13/95 [00:26<02:52,  2.11s/it]
Epoch 5/20 - Validation:  15%|█▍        | 14/95 [00:28<02:44,  2.03s/it]
Epoch 5/20 - Validation:  16%|█▌        | 15/95 [00:30<02:32,  1.91s/it]
Epoch 5/20 - Validation:  17%|█▋        | 16/95 [00:31<02:21,  1.80s/it]
Epoch 5/20 - Validation:  18%|█▊        | 17/95 [00:33<02:14,  1.72s/it]
Epoch 5/20 - Validation:  19%|█▉        | 18/95 [00:34<02:08,  1.66s/it]
Epoch 5/20 - Validation:  20%|██        | 19/95 [00:36<02:02,  1.61s/it]
Epoch 5/20 - Validation:  21%|██        | 20/95 [00:37<01:59,  1.59s/it]
Epoch 5/20 - Validation:  22%|██▏       | 21/95 [00:39<01:56,  1.57s/it]
Epoch 5/20 - Validation:  23%|██▎       | 22/95 [00:40<01:54,  1.57s/it]
Epoch 5/20 - Validation:  24%|██▍       | 23/95 [00:42<01:51,  1.55s/it]
Epoch 5/20 - Validation:  25%|██▌       | 24/95 [00:43<01:50,  1.56s/it]
Epoch 5/20 - Validation:  26%|██▋       | 25/95 [00:45<01:50,  1.57s/it]
Epoch 5/20 - Validation:  27%|██▋       | 26/95 [00:47<01:51,  1.62s/it]
Epoch 5/20 - Validation:  28%|██▊       | 27/95 [00:48<01:48,  1.60s/it]
Epoch 5/20 - Validation:  29%|██▉       | 28/95 [00:50<01:50,  1.65s/it]
Epoch 5/20 - Validation:  31%|███       | 29/95 [00:52<01:49,  1.66s/it]
Epoch 5/20 - Validation:  32%|███▏      | 30/95 [00:53<01:45,  1.62s/it]
Epoch 5/20 - Validation:  33%|███▎      | 31/95 [00:55<01:41,  1.59s/it]
Epoch 5/20 - Validation:  34%|███▎      | 32/95 [00:56<01:41,  1.61s/it]
Epoch 5/20 - Validation:  35%|███▍      | 33/95 [00:58<01:38,  1.59s/it]
Epoch 5/20 - Validation:  36%|███▌      | 34/95 [00:59<01:34,  1.55s/it]
Epoch 5/20 - Validation:  37%|███▋      | 35/95 [01:01<01:31,  1.52s/it]
Epoch 5/20 - Validation:  38%|███▊      | 36/95 [01:02<01:29,  1.52s/it]
Epoch 5/20 - Validation:  39%|███▉      | 37/95 [01:04<01:28,  1.52s/it]
Epoch 5/20 - Validation:  40%|████      | 38/95 [01:05<01:25,  1.50s/it]
Epoch 5/20 - Validation:  41%|████      | 39/95 [01:07<01:23,  1.49s/it]
Epoch 5/20 - Validation:  42%|████▏     | 40/95 [01:08<01:22,  1.50s/it]
Epoch 5/20 - Validation:  43%|████▎     | 41/95 [01:10<01:20,  1.49s/it]
Epoch 5/20 - Validation:  44%|████▍     | 42/95 [01:11<01:18,  1.49s/it]
Epoch 5/20 - Validation:  45%|████▌     | 43/95 [01:13<01:20,  1.55s/it]
Epoch 5/20 - Validation:  46%|████▋     | 44/95 [01:15<01:19,  1.57s/it]
Epoch 5/20 - Validation:  47%|████▋     | 45/95 [01:16<01:22,  1.64s/it]
Epoch 5/20 - Validation:  48%|████▊     | 46/95 [01:18<01:24,  1.73s/it]
Epoch 5/20 - Validation:  49%|████▉     | 47/95 [01:20<01:23,  1.74s/it]
Epoch 5/20 - Validation:  51%|█████     | 48/95 [01:22<01:20,  1.71s/it]
Epoch 5/20 - Validation:  52%|█████▏    | 49/95 [01:23<01:19,  1.72s/it]
Epoch 5/20 - Validation:  53%|█████▎    | 50/95 [01:25<01:16,  1.69s/it]
Epoch 5/20 - Validation:  54%|█████▎    | 51/95 [01:27<01:12,  1.65s/it]
Epoch 5/20 - Validation:  55%|█████▍    | 52/95 [01:28<01:09,  1.61s/it]
Epoch 5/20 - Validation:  56%|█████▌    | 53/95 [01:30<01:06,  1.58s/it]
Epoch 5/20 - Validation:  57%|█████▋    | 54/95 [01:31<01:03,  1.54s/it]
Epoch 5/20 - Validation:  58%|█████▊    | 55/95 [01:33<01:00,  1.52s/it]
Epoch 5/20 - Validation:  59%|█████▉    | 56/95 [01:34<00:59,  1.52s/it]
Epoch 5/20 - Validation:  60%|██████    | 57/95 [01:36<00:57,  1.50s/it]
Epoch 5/20 - Validation:  61%|██████    | 58/95 [01:37<00:55,  1.49s/it]
Epoch 5/20 - Validation:  62%|██████▏   | 59/95 [01:39<00:53,  1.49s/it]
Epoch 5/20 - Validation:  63%|██████▎   | 60/95 [01:40<00:52,  1.49s/it]
Epoch 5/20 - Validation:  64%|██████▍   | 61/95 [01:42<00:51,  1.52s/it]
Epoch 5/20 - Validation:  65%|██████▌   | 62/95 [01:43<00:49,  1.50s/it]
Epoch 5/20 - Validation:  66%|██████▋   | 63/95 [01:45<00:47,  1.49s/it]
Epoch 5/20 - Validation:  67%|██████▋   | 64/95 [01:46<00:45,  1.48s/it]
Epoch 5/20 - Validation:  68%|██████▊   | 65/95 [01:47<00:44,  1.47s/it]
Epoch 5/20 - Validation:  69%|██████▉   | 66/95 [01:49<00:43,  1.49s/it]
Epoch 5/20 - Validation:  71%|███████   | 67/95 [01:51<00:42,  1.51s/it]
Epoch 5/20 - Validation:  72%|███████▏  | 68/95 [01:52<00:40,  1.50s/it]
Epoch 5/20 - Validation:  73%|███████▎  | 69/95 [01:54<00:38,  1.49s/it]
Epoch 5/20 - Validation:  74%|███████▎  | 70/95 [01:55<00:36,  1.48s/it]
Epoch 5/20 - Validation:  75%|███████▍  | 71/95 [01:57<00:40,  1.68s/it]
Epoch 5/20 - Validation:  76%|███████▌  | 72/95 [01:59<00:41,  1.81s/it]
Epoch 5/20 - Validation:  77%|███████▋  | 73/95 [02:01<00:39,  1.79s/it]
Epoch 5/20 - Validation:  78%|███████▊  | 74/95 [02:03<00:36,  1.74s/it]
Epoch 5/20 - Validation:  79%|███████▉  | 75/95 [02:04<00:33,  1.68s/it]
Epoch 5/20 - Validation:  80%|████████  | 76/95 [02:06<00:31,  1.64s/it]
Epoch 5/20 - Validation:  81%|████████  | 77/95 [02:07<00:29,  1.61s/it]
Epoch 5/20 - Validation:  82%|████████▏ | 78/95 [02:09<00:26,  1.59s/it]
Epoch 5/20 - Validation:  83%|████████▎ | 79/95 [02:10<00:24,  1.56s/it]
Epoch 5/20 - Validation:  84%|████████▍ | 80/95 [02:12<00:23,  1.55s/it]
Epoch 5/20 - Validation:  85%|████████▌ | 81/95 [02:13<00:21,  1.53s/it]
Epoch 5/20 - Validation:  86%|████████▋ | 82/95 [02:15<00:19,  1.51s/it]
Epoch 5/20 - Validation:  87%|████████▋ | 83/95 [02:16<00:18,  1.50s/it]
Epoch 5/20 - Validation:  88%|████████▊ | 84/95 [02:18<00:16,  1.50s/it]
Epoch 5/20 - Validation:  89%|████████▉ | 85/95 [02:19<00:14,  1.50s/it]
Epoch 5/20 - Validation:  91%|█████████ | 86/95 [02:21<00:13,  1.48s/it]
Epoch 5/20 - Validation:  92%|█████████▏| 87/95 [02:22<00:11,  1.49s/it]
Epoch 5/20 - Validation:  93%|█████████▎| 88/95 [02:24<00:10,  1.50s/it]
Epoch 5/20 - Validation:  94%|█████████▎| 89/95 [02:25<00:09,  1.50s/it]
Epoch 5/20 - Validation:  95%|█████████▍| 90/95 [02:27<00:07,  1.51s/it]
Epoch 5/20 - Validation:  96%|█████████▌| 91/95 [02:28<00:05,  1.49s/it]
Epoch 5/20 - Validation:  97%|█████████▋| 92/95 [02:30<00:04,  1.49s/it]
Epoch 5/20 - Validation:  98%|█████████▊| 93/95 [02:31<00:02,  1.49s/it]
Epoch 5/20 - Validation:  99%|█████████▉| 94/95 [02:33<00:01,  1.48s/it]
Epoch 5/20 - Validation: 100%|██████████| 95/95 [02:33<00:00,  1.21s/it]
Epoch 5/20 - Validation: 100%|██████████| 95/95 [02:33<00:00,  1.62s/it]
+
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Epoch 6/20 - Training:   0%|          | 3/870 [00:07<28:54,  2.00s/it]  
Epoch 6/20 - Training:   1%|          | 5/870 [00:07<14:35,  1.01s/it]
Epoch 6/20 - Training:   1%|          | 7/870 [00:07<08:56,  1.61it/s]
Epoch 6/20 - Training:   1%|          | 9/870 [00:08<06:00,  2.39it/s]
Epoch 6/20 - Training:   1%|▏         | 11/870 [00:13<16:47,  1.17s/it]
Epoch 6/20 - Training:   1%|▏         | 12/870 [00:13<14:35,  1.02s/it]
Epoch 6/20 - Training:   2%|▏         | 14/870 [00:13<09:39,  1.48it/s]
Epoch 6/20 - Training:   2%|▏         | 16/870 [00:13<06:42,  2.12it/s]
Epoch 6/20 - Training:   2%|▏         | 18/870 [00:14<04:50,  2.93it/s]
Epoch 6/20 - Training:   2%|▏         | 20/870 [00:14<03:36,  3.92it/s]
Epoch 6/20 - Training:   3%|▎         | 22/870 [00:18<12:47,  1.11it/s]
Epoch 6/20 - Training:   3%|▎         | 24/870 [00:19<09:08,  1.54it/s]
Epoch 6/20 - Training:   3%|▎         | 26/870 [00:19<06:40,  2.11it/s]
Epoch 6/20 - Training:   3%|▎         | 28/870 [00:19<04:59,  2.81it/s]
Epoch 6/20 - Training:   3%|▎         | 30/870 [00:19<03:47,  3.69it/s]
Epoch 6/20 - Training:   4%|▎         | 32/870 [00:24<12:04,  1.16it/s]
Epoch 6/20 - Training:   4%|▍         | 34/870 [00:24<08:44,  1.59it/s]
Epoch 6/20 - Training:   4%|▍         | 36/870 [00:24<06:25,  2.16it/s]
Epoch 6/20 - Training:   4%|▍         | 38/870 [00:24<04:51,  2.86it/s]
Epoch 6/20 - Training:   5%|▍         | 40/870 [00:24<03:42,  3.72it/s]
Epoch 6/20 - Training:   5%|▍         | 42/870 [00:29<11:53,  1.16it/s]
Epoch 6/20 - Training:   5%|▌         | 44/870 [00:29<08:38,  1.59it/s]
Epoch 6/20 - Training:   5%|▌         | 46/870 [00:29<06:21,  2.16it/s]
Epoch 6/20 - Training:   6%|▌         | 48/870 [00:29<04:47,  2.86it/s]
Epoch 6/20 - Training:   6%|▌         | 50/870 [00:29<03:41,  3.71it/s]
Epoch 6/20 - Training:   6%|▌         | 52/870 [00:34<11:44,  1.16it/s]
Epoch 6/20 - Training:   6%|▌         | 54/870 [00:34<08:31,  1.60it/s]
Epoch 6/20 - Training:   6%|▋         | 56/870 [00:34<06:17,  2.16it/s]
Epoch 6/20 - Training:   7%|▋         | 58/870 [00:34<04:44,  2.85it/s]
Epoch 6/20 - Training:   7%|▋         | 60/870 [00:35<03:41,  3.66it/s]
Epoch 6/20 - Training:   7%|▋         | 62/870 [00:39<11:10,  1.21it/s]
Epoch 6/20 - Training:   7%|▋         | 64/870 [00:39<08:08,  1.65it/s]
Epoch 6/20 - Training:   8%|▊         | 66/870 [00:39<06:03,  2.21it/s]
Epoch 6/20 - Training:   8%|▊         | 68/870 [00:39<04:37,  2.89it/s]
Epoch 6/20 - Training:   8%|▊         | 70/870 [00:40<03:36,  3.69it/s]
Epoch 6/20 - Training:   8%|▊         | 71/870 [00:40<03:20,  3.98it/s]
Epoch 6/20 - Training:   8%|▊         | 72/870 [00:43<12:44,  1.04it/s]
Epoch 6/20 - Training:   9%|▊         | 74/870 [00:44<08:32,  1.55it/s]
Epoch 6/20 - Training:   9%|▊         | 75/870 [00:44<07:03,  1.88it/s]
Epoch 6/20 - Training:   9%|▉         | 77/870 [00:44<04:51,  2.72it/s]
Epoch 6/20 - Training:   9%|▉         | 78/870 [00:44<04:07,  3.20it/s]
Epoch 6/20 - Training:   9%|▉         | 80/870 [00:44<03:01,  4.35it/s]
Epoch 6/20 - Training:   9%|▉         | 81/870 [00:44<02:40,  4.90it/s]
Epoch 6/20 - Training:   9%|▉         | 82/870 [00:48<12:48,  1.03it/s]
Epoch 6/20 - Training:  10%|▉         | 84/870 [00:48<08:13,  1.59it/s]
Epoch 6/20 - Training:  10%|▉         | 86/870 [00:48<05:38,  2.32it/s]
Epoch 6/20 - Training:  10%|█         | 88/870 [00:48<04:06,  3.17it/s]
Epoch 6/20 - Training:  10%|█         | 90/870 [00:49<03:07,  4.16it/s]
Epoch 6/20 - Training:  11%|█         | 92/870 [00:53<10:41,  1.21it/s]
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Epoch 6/20 - Training:  12%|█▏        | 101/870 [00:54<02:52,  4.46it/s]
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Epoch 6/20 - Training:  13%|█▎        | 109/870 [00:58<03:44,  3.39it/s]
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Epoch 6/20 - Training:  13%|█▎        | 115/870 [01:03<07:46,  1.62it/s]
Epoch 6/20 - Training:  13%|█▎        | 117/870 [01:03<05:46,  2.17it/s]
Epoch 6/20 - Training:  14%|█▎        | 119/870 [01:03<04:24,  2.84it/s]
Epoch 6/20 - Training:  14%|█▍        | 121/870 [01:03<03:23,  3.69it/s]
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Epoch 6/20 - Training:  14%|█▍        | 125/870 [01:07<06:38,  1.87it/s]
Epoch 6/20 - Training:  15%|█▍        | 127/870 [01:07<04:57,  2.49it/s]
Epoch 6/20 - Training:  15%|█▍        | 129/870 [01:07<03:47,  3.26it/s]
Epoch 6/20 - Training:  15%|█▌        | 131/870 [01:07<02:56,  4.18it/s]
Epoch 6/20 - Training:  15%|█▌        | 133/870 [01:12<09:44,  1.26it/s]
Epoch 6/20 - Training:  16%|█▌        | 135/870 [01:12<07:04,  1.73it/s]
Epoch 6/20 - Training:  16%|█▌        | 137/870 [01:12<05:13,  2.34it/s]
Epoch 6/20 - Training:  16%|█▌        | 139/870 [01:12<03:56,  3.09it/s]
Epoch 6/20 - Training:  16%|█▌        | 141/870 [01:12<03:01,  4.01it/s]
Epoch 6/20 - Training:  16%|█▋        | 143/870 [01:16<08:43,  1.39it/s]
Epoch 6/20 - Training:  17%|█▋        | 145/870 [01:16<06:20,  1.90it/s]
Epoch 6/20 - Training:  17%|█▋        | 147/870 [01:16<04:43,  2.55it/s]
Epoch 6/20 - Training:  17%|█▋        | 149/870 [01:16<03:34,  3.36it/s]
Epoch 6/20 - Training:  17%|█▋        | 151/870 [01:16<02:46,  4.32it/s]
Epoch 6/20 - Training:  18%|█▊        | 153/870 [01:20<09:17,  1.29it/s]
Epoch 6/20 - Training:  18%|█▊        | 155/870 [01:21<06:46,  1.76it/s]
Epoch 6/20 - Training:  18%|█▊        | 157/870 [01:21<05:06,  2.33it/s]
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Epoch 6/20 - Training:  19%|█▊        | 163/870 [01:25<09:28,  1.24it/s]
Epoch 6/20 - Training:  19%|█▉        | 165/870 [01:26<06:53,  1.71it/s]
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Epoch 6/20 - Training:  20%|█▉        | 171/870 [01:26<02:58,  3.91it/s]
Epoch 6/20 - Training:  20%|█▉        | 173/870 [01:30<09:23,  1.24it/s]
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Epoch 6/20 - Training:  21%|██        | 179/870 [01:31<03:55,  2.93it/s]
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Epoch 6/20 - Training:  23%|██▎       | 196/870 [01:40<04:52,  2.30it/s]
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Epoch 6/20 - Training:  24%|██▍       | 210/870 [01:44<02:28,  4.44it/s]
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Epoch 6/20 - Training:  25%|██▍       | 214/870 [01:49<07:07,  1.54it/s]
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Epoch 6/20 - Training:  26%|██▌       | 223/870 [01:53<07:50,  1.38it/s]
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Epoch 6/20 - Training:  26%|██▋       | 230/870 [01:54<02:33,  4.18it/s]
Epoch 6/20 - Training:  27%|██▋       | 232/870 [01:58<08:33,  1.24it/s]
Epoch 6/20 - Training:  27%|██▋       | 234/870 [01:58<06:07,  1.73it/s]
Epoch 6/20 - Training:  27%|██▋       | 236/870 [01:58<04:37,  2.28it/s]
Epoch 6/20 - Training:  27%|██▋       | 238/870 [01:58<03:29,  3.02it/s]
Epoch 6/20 - Training:  28%|██▊       | 240/870 [01:59<02:42,  3.88it/s]
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Epoch 6/20 - Training:  29%|██▊       | 248/870 [02:03<03:14,  3.21it/s]
Epoch 6/20 - Training:  29%|██▊       | 250/870 [02:03<02:32,  4.07it/s]
Epoch 6/20 - Training:  29%|██▉       | 252/870 [02:06<07:17,  1.41it/s]
Epoch 6/20 - Training:  29%|██▉       | 254/870 [02:07<05:22,  1.91it/s]
Epoch 6/20 - Training:  29%|██▉       | 256/870 [02:07<04:11,  2.44it/s]
Epoch 6/20 - Training:  30%|██▉       | 258/870 [02:07<03:10,  3.22it/s]
Epoch 6/20 - Training:  30%|██▉       | 260/870 [02:07<02:27,  4.14it/s]
Epoch 6/20 - Training:  30%|███       | 262/870 [02:11<06:58,  1.45it/s]
Epoch 6/20 - Training:  30%|███       | 264/870 [02:11<05:08,  1.96it/s]
Epoch 6/20 - Training:  31%|███       | 266/870 [02:11<04:19,  2.32it/s]
Epoch 6/20 - Training:  31%|███       | 268/870 [02:11<03:20,  3.00it/s]
Epoch 6/20 - Training:  31%|███       | 269/870 [02:12<02:55,  3.42it/s]
Epoch 6/20 - Training:  31%|███       | 271/870 [02:12<02:13,  4.50it/s]
Epoch 6/20 - Training:  31%|███▏      | 272/870 [02:15<07:28,  1.33it/s]
Epoch 6/20 - Training:  31%|███▏      | 273/870 [02:15<06:06,  1.63it/s]
Epoch 6/20 - Training:  32%|███▏      | 275/870 [02:15<04:07,  2.40it/s]
Epoch 6/20 - Training:  32%|███▏      | 276/870 [02:15<03:37,  2.73it/s]
Epoch 6/20 - Training:  32%|███▏      | 278/870 [02:15<02:33,  3.85it/s]
Epoch 6/20 - Training:  32%|███▏      | 279/870 [02:15<02:13,  4.42it/s]
Epoch 6/20 - Training:  32%|███▏      | 281/870 [02:16<01:41,  5.79it/s]
Epoch 6/20 - Training:  32%|███▏      | 282/870 [02:19<07:42,  1.27it/s]
Epoch 6/20 - Training:  33%|███▎      | 283/870 [02:19<06:07,  1.60it/s]
Epoch 6/20 - Training:  33%|███▎      | 284/870 [02:19<04:50,  2.02it/s]
Epoch 6/20 - Training:  33%|███▎      | 286/870 [02:19<03:48,  2.56it/s]
Epoch 6/20 - Training:  33%|███▎      | 288/870 [02:20<02:45,  3.51it/s]
Epoch 6/20 - Training:  33%|███▎      | 289/870 [02:20<02:23,  4.05it/s]
Epoch 6/20 - Training:  33%|███▎      | 291/870 [02:20<01:47,  5.39it/s]
Epoch 6/20 - Training:  34%|███▎      | 292/870 [02:23<08:01,  1.20it/s]
Epoch 6/20 - Training:  34%|███▍      | 294/870 [02:23<05:19,  1.80it/s]
Epoch 6/20 - Training:  34%|███▍      | 296/870 [02:24<04:22,  2.19it/s]
Epoch 6/20 - Training:  34%|███▍      | 297/870 [02:24<03:42,  2.57it/s]
Epoch 6/20 - Training:  34%|███▍      | 299/870 [02:24<02:39,  3.57it/s]
Epoch 6/20 - Training:  35%|███▍      | 301/870 [02:24<02:01,  4.69it/s]
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Epoch 6/20 - Training:  37%|███▋      | 321/870 [02:33<02:06,  4.34it/s]
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Epoch 6/20 - Training:  56%|█████▌    | 484/870 [03:47<03:16,  1.97it/s]
Epoch 6/20 - Training:  56%|█████▌    | 486/870 [03:48<03:02,  2.10it/s]
Epoch 6/20 - Training:  56%|█████▌    | 488/870 [03:48<02:05,  3.04it/s]
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Epoch 6/20 - Training:  57%|█████▋    | 492/870 [03:51<03:30,  1.79it/s]
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Epoch 6/20 - Training:  58%|█████▊    | 502/870 [03:55<03:37,  1.69it/s]
Epoch 6/20 - Training:  58%|█████▊    | 504/870 [03:55<02:28,  2.46it/s]
Epoch 6/20 - Training:  58%|█████▊    | 506/870 [03:56<02:56,  2.06it/s]
Epoch 6/20 - Training:  58%|█████▊    | 508/870 [03:56<02:09,  2.80it/s]
Epoch 6/20 - Training:  59%|█████▊    | 510/870 [03:56<01:38,  3.67it/s]
Epoch 6/20 - Training:  59%|█████▉    | 512/870 [03:59<03:32,  1.68it/s]
Epoch 6/20 - Training:  59%|█████▉    | 514/870 [03:59<02:34,  2.30it/s]
Epoch 6/20 - Training:  59%|█████▉    | 516/870 [04:00<02:57,  2.00it/s]
Epoch 6/20 - Training:  60%|█████▉    | 518/870 [04:01<02:12,  2.65it/s]
Epoch 6/20 - Training:  60%|█████▉    | 519/870 [04:01<01:55,  3.05it/s]
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Epoch 6/20 - Training:  60%|██████    | 522/870 [04:03<03:19,  1.75it/s]
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Epoch 6/20 - Training:  61%|██████    | 528/870 [04:05<02:01,  2.81it/s]
Epoch 6/20 - Training:  61%|██████    | 530/870 [04:05<01:31,  3.70it/s]
Epoch 6/20 - Training:  61%|██████    | 531/870 [04:05<01:21,  4.18it/s]
Epoch 6/20 - Training:  61%|██████    | 532/870 [04:07<03:41,  1.53it/s]
Epoch 6/20 - Training:  61%|██████▏   | 534/870 [04:07<02:28,  2.27it/s]
Epoch 6/20 - Training:  62%|██████▏   | 536/870 [04:09<03:01,  1.84it/s]
Epoch 6/20 - Training:  62%|██████▏   | 538/870 [04:09<02:09,  2.56it/s]
Epoch 6/20 - Training:  62%|██████▏   | 540/870 [04:09<01:36,  3.42it/s]
Epoch 6/20 - Training:  62%|██████▏   | 542/870 [04:11<02:51,  1.91it/s]
Epoch 6/20 - Training:  63%|██████▎   | 544/870 [04:11<02:06,  2.57it/s]
Epoch 6/20 - Training:  63%|██████▎   | 546/870 [04:13<02:40,  2.02it/s]
Epoch 6/20 - Training:  63%|██████▎   | 548/870 [04:13<02:00,  2.66it/s]
Epoch 6/20 - Training:  63%|██████▎   | 549/870 [04:13<01:44,  3.06it/s]
Epoch 6/20 - Training:  63%|██████▎   | 551/870 [04:13<01:18,  4.08it/s]
Epoch 6/20 - Training:  63%|██████▎   | 552/870 [04:15<02:52,  1.84it/s]
Epoch 6/20 - Training:  64%|██████▎   | 554/870 [04:15<01:59,  2.65it/s]
Epoch 6/20 - Training:  64%|██████▍   | 556/870 [04:17<02:43,  1.92it/s]
Epoch 6/20 - Training:  64%|██████▍   | 558/870 [04:17<01:57,  2.64it/s]
Epoch 6/20 - Training:  64%|██████▍   | 559/870 [04:17<01:41,  3.05it/s]
Epoch 6/20 - Training:  64%|██████▍   | 561/870 [04:17<01:15,  4.10it/s]
Epoch 6/20 - Training:  65%|██████▍   | 562/870 [04:19<03:03,  1.67it/s]
Epoch 6/20 - Training:  65%|██████▍   | 564/870 [04:19<02:05,  2.44it/s]
Epoch 6/20 - Training:  65%|██████▌   | 566/870 [04:21<02:53,  1.75it/s]
Epoch 6/20 - Training:  65%|██████▌   | 567/870 [04:21<02:25,  2.08it/s]
Epoch 6/20 - Training:  65%|██████▌   | 568/870 [04:21<02:00,  2.51it/s]
Epoch 6/20 - Training:  65%|██████▌   | 569/870 [04:21<01:39,  3.03it/s]
Epoch 6/20 - Training:  66%|██████▌   | 571/870 [04:22<01:08,  4.34it/s]
Epoch 6/20 - Training:  66%|██████▌   | 572/870 [04:23<02:36,  1.91it/s]
Epoch 6/20 - Training:  66%|██████▌   | 574/870 [04:23<01:45,  2.81it/s]
Epoch 6/20 - Training:  66%|██████▌   | 576/870 [04:25<02:40,  1.83it/s]
Epoch 6/20 - Training:  66%|██████▋   | 578/870 [04:25<01:55,  2.52it/s]
Epoch 6/20 - Training:  67%|██████▋   | 579/870 [04:25<01:38,  2.95it/s]
Epoch 6/20 - Training:  67%|██████▋   | 581/870 [04:26<01:11,  4.03it/s]
Epoch 6/20 - Training:  67%|██████▋   | 582/870 [04:27<02:44,  1.75it/s]
Epoch 6/20 - Training:  67%|██████▋   | 584/870 [04:28<01:52,  2.53it/s]
Epoch 6/20 - Training:  67%|██████▋   | 586/870 [04:29<02:40,  1.77it/s]
Epoch 6/20 - Training:  68%|██████▊   | 588/870 [04:30<01:55,  2.44it/s]
Epoch 6/20 - Training:  68%|██████▊   | 590/870 [04:30<01:26,  3.25it/s]
Epoch 6/20 - Training:  68%|██████▊   | 592/870 [04:31<01:57,  2.37it/s]
Epoch 6/20 - Training:  68%|██████▊   | 594/870 [04:31<01:28,  3.14it/s]
Epoch 6/20 - Training:  69%|██████▊   | 596/870 [04:33<02:17,  1.99it/s]
Epoch 6/20 - Training:  69%|██████▊   | 597/870 [04:33<01:57,  2.32it/s]
Epoch 6/20 - Training:  69%|██████▊   | 598/870 [04:33<01:39,  2.73it/s]
Epoch 6/20 - Training:  69%|██████▉   | 599/870 [04:33<01:24,  3.22it/s]
Epoch 6/20 - Training:  69%|██████▉   | 600/870 [04:34<01:09,  3.86it/s]
Epoch 6/20 - Training:  69%|██████▉   | 602/870 [04:35<01:52,  2.38it/s]
Epoch 6/20 - Training:  69%|██████▉   | 604/870 [04:35<01:18,  3.37it/s]
Epoch 6/20 - Training:  70%|██████▉   | 606/870 [04:37<02:11,  2.01it/s]
Epoch 6/20 - Training:  70%|██████▉   | 608/870 [04:37<01:35,  2.75it/s]
Epoch 6/20 - Training:  70%|███████   | 610/870 [04:37<01:11,  3.62it/s]
Epoch 6/20 - Training:  70%|███████   | 612/870 [04:39<01:48,  2.38it/s]
Epoch 6/20 - Training:  71%|███████   | 614/870 [04:39<01:20,  3.18it/s]
Epoch 6/20 - Training:  71%|███████   | 615/870 [04:39<01:11,  3.59it/s]
Epoch 6/20 - Training:  71%|███████   | 616/870 [04:41<02:34,  1.64it/s]
Epoch 6/20 - Training:  71%|███████   | 618/870 [04:41<01:44,  2.42it/s]
Epoch 6/20 - Training:  71%|███████▏  | 620/870 [04:41<01:15,  3.30it/s]
Epoch 6/20 - Training:  71%|███████▏  | 622/870 [04:43<02:05,  1.97it/s]
Epoch 6/20 - Training:  72%|███████▏  | 624/870 [04:43<01:31,  2.70it/s]
Epoch 6/20 - Training:  72%|███████▏  | 626/870 [04:45<02:21,  1.72it/s]
Epoch 6/20 - Training:  72%|███████▏  | 627/870 [04:45<02:00,  2.02it/s]
Epoch 6/20 - Training:  72%|███████▏  | 628/870 [04:45<01:40,  2.41it/s]
Epoch 6/20 - Training:  72%|███████▏  | 629/870 [04:46<01:22,  2.90it/s]
Epoch 6/20 - Training:  73%|███████▎  | 631/870 [04:46<00:57,  4.15it/s]
Epoch 6/20 - Training:  73%|███████▎  | 632/870 [04:47<02:02,  1.94it/s]
Epoch 6/20 - Training:  73%|███████▎  | 634/870 [04:47<01:22,  2.88it/s]
Epoch 6/20 - Training:  73%|███████▎  | 636/870 [04:49<02:18,  1.69it/s]
Epoch 6/20 - Training:  73%|███████▎  | 638/870 [04:50<01:38,  2.35it/s]
Epoch 6/20 - Training:  73%|███████▎  | 639/870 [04:50<01:24,  2.75it/s]
Epoch 6/20 - Training:  74%|███████▎  | 641/870 [04:50<01:00,  3.79it/s]
Epoch 6/20 - Training:  74%|███████▍  | 642/870 [04:51<01:59,  1.92it/s]
Epoch 6/20 - Training:  74%|███████▍  | 644/870 [04:52<01:21,  2.78it/s]
Epoch 6/20 - Training:  74%|███████▍  | 646/870 [04:54<02:07,  1.76it/s]
Epoch 6/20 - Training:  74%|███████▍  | 648/870 [04:54<01:30,  2.45it/s]
Epoch 6/20 - Training:  75%|███████▍  | 649/870 [04:54<01:17,  2.85it/s]
Epoch 6/20 - Training:  75%|███████▍  | 651/870 [04:54<00:56,  3.86it/s]
Epoch 6/20 - Training:  75%|███████▍  | 652/870 [04:55<01:46,  2.04it/s]
Epoch 6/20 - Training:  75%|███████▌  | 654/870 [04:56<01:13,  2.93it/s]
Epoch 6/20 - Training:  75%|███████▌  | 656/870 [04:58<02:03,  1.74it/s]
Epoch 6/20 - Training:  76%|███████▌  | 658/870 [04:58<01:29,  2.38it/s]
Epoch 6/20 - Training:  76%|███████▌  | 659/870 [04:58<01:16,  2.77it/s]
Epoch 6/20 - Training:  76%|███████▌  | 661/870 [04:58<00:54,  3.81it/s]
Epoch 6/20 - Training:  76%|███████▌  | 662/870 [05:00<01:44,  2.00it/s]
Epoch 6/20 - Training:  76%|███████▋  | 664/870 [05:00<01:11,  2.88it/s]
Epoch 6/20 - Training:  77%|███████▋  | 666/870 [05:02<02:03,  1.66it/s]
Epoch 6/20 - Training:  77%|███████▋  | 668/870 [05:02<01:28,  2.28it/s]
Epoch 6/20 - Training:  77%|███████▋  | 669/870 [05:02<01:15,  2.67it/s]
Epoch 6/20 - Training:  77%|███████▋  | 671/870 [05:02<00:53,  3.69it/s]
Epoch 6/20 - Training:  77%|███████▋  | 672/870 [05:04<01:38,  2.02it/s]
Epoch 6/20 - Training:  77%|███████▋  | 674/870 [05:04<01:07,  2.90it/s]
Epoch 6/20 - Training:  78%|███████▊  | 676/870 [05:06<01:52,  1.72it/s]
Epoch 6/20 - Training:  78%|███████▊  | 678/870 [05:06<01:20,  2.40it/s]
Epoch 6/20 - Training:  78%|███████▊  | 680/870 [05:06<00:59,  3.20it/s]
Epoch 6/20 - Training:  78%|███████▊  | 682/870 [05:07<01:11,  2.64it/s]
Epoch 6/20 - Training:  79%|███████▊  | 684/870 [05:08<00:53,  3.48it/s]
Epoch 6/20 - Training:  79%|███████▉  | 686/870 [05:09<01:30,  2.04it/s]
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Epoch 6/20 - Training:  79%|███████▉  | 691/870 [05:10<00:43,  4.11it/s]
Epoch 6/20 - Training:  80%|███████▉  | 692/870 [05:11<01:11,  2.48it/s]
Epoch 6/20 - Training:  80%|███████▉  | 694/870 [05:11<00:50,  3.47it/s]
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Epoch 6/20 - Training:  81%|████████  | 703/870 [05:15<01:02,  2.65it/s]
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Epoch 6/20 - Training:  81%|████████  | 706/870 [05:18<01:52,  1.45it/s]
Epoch 6/20 - Training:  81%|████████▏ | 708/870 [05:18<01:14,  2.17it/s]
Epoch 6/20 - Training:  82%|████████▏ | 710/870 [05:18<00:52,  3.04it/s]
Epoch 6/20 - Training:  82%|████████▏ | 712/870 [05:19<01:11,  2.21it/s]
Epoch 6/20 - Training:  82%|████████▏ | 714/870 [05:19<00:51,  3.02it/s]
Epoch 6/20 - Training:  82%|████████▏ | 716/870 [05:22<01:34,  1.63it/s]
Epoch 6/20 - Training:  83%|████████▎ | 718/870 [05:22<01:07,  2.24it/s]
Epoch 6/20 - Training:  83%|████████▎ | 720/870 [05:22<00:50,  2.96it/s]
Epoch 6/20 - Training:  83%|████████▎ | 722/870 [05:24<01:07,  2.18it/s]
Epoch 6/20 - Training:  83%|████████▎ | 724/870 [05:24<00:50,  2.91it/s]
Epoch 6/20 - Training:  83%|████████▎ | 726/870 [05:26<01:27,  1.64it/s]
Epoch 6/20 - Training:  84%|████████▎ | 728/870 [05:27<01:03,  2.22it/s]
Epoch 6/20 - Training:  84%|████████▍ | 730/870 [05:27<00:47,  2.93it/s]
Epoch 6/20 - Training:  84%|████████▍ | 732/870 [05:28<00:57,  2.40it/s]
Epoch 6/20 - Training:  84%|████████▍ | 734/870 [05:28<00:42,  3.17it/s]
Epoch 6/20 - Training:  85%|████████▍ | 736/870 [05:31<01:22,  1.63it/s]
Epoch 6/20 - Training:  85%|████████▍ | 738/870 [05:31<01:00,  2.19it/s]
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Epoch 6/20 - Training:  85%|████████▌ | 741/870 [05:31<00:37,  3.42it/s]
Epoch 6/20 - Training:  85%|████████▌ | 742/870 [05:32<00:52,  2.45it/s]
Epoch 6/20 - Training:  86%|████████▌ | 744/870 [05:32<00:36,  3.42it/s]
Epoch 6/20 - Training:  86%|████████▌ | 746/870 [05:34<01:11,  1.73it/s]
Epoch 6/20 - Training:  86%|████████▌ | 748/870 [05:35<00:51,  2.38it/s]
Epoch 6/20 - Training:  86%|████████▌ | 749/870 [05:35<00:43,  2.78it/s]
Epoch 6/20 - Training:  86%|████████▋ | 751/870 [05:35<00:31,  3.82it/s]
Epoch 6/20 - Training:  86%|████████▋ | 752/870 [05:36<00:57,  2.05it/s]
Epoch 6/20 - Training:  87%|████████▋ | 754/870 [05:36<00:39,  2.95it/s]
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Epoch 6/20 - Training:  88%|████████▊ | 762/870 [05:41<00:52,  2.07it/s]
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Epoch 6/20 - Training:  88%|████████▊ | 768/870 [05:44<00:54,  1.89it/s]
Epoch 6/20 - Training:  89%|████████▊ | 770/870 [05:44<00:36,  2.71it/s]
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Epoch 6/20 - Training:  89%|████████▉ | 778/870 [05:48<00:42,  2.18it/s]
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Epoch 6/20 - Training:  90%|████████▉ | 782/870 [05:49<00:34,  2.55it/s]
Epoch 6/20 - Training:  90%|█████████ | 784/870 [05:49<00:25,  3.35it/s]
Epoch 6/20 - Training:  90%|█████████ | 786/870 [05:52<00:55,  1.52it/s]
Epoch 6/20 - Training:  91%|█████████ | 788/870 [05:52<00:39,  2.07it/s]
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Epoch 6/20 - Training:  91%|█████████ | 792/870 [05:53<00:31,  2.45it/s]
Epoch 6/20 - Training:  91%|█████████ | 793/870 [05:54<00:27,  2.80it/s]
Epoch 6/20 - Training:  91%|█████████▏| 795/870 [05:54<00:19,  3.76it/s]
Epoch 6/20 - Training:  91%|█████████▏| 796/870 [05:56<00:54,  1.35it/s]
Epoch 6/20 - Training:  92%|█████████▏| 798/870 [05:57<00:36,  1.95it/s]
Epoch 6/20 - Training:  92%|█████████▏| 799/870 [05:57<00:30,  2.33it/s]
Epoch 6/20 - Training:  92%|█████████▏| 801/870 [05:57<00:21,  3.28it/s]
Epoch 6/20 - Training:  92%|█████████▏| 802/870 [05:58<00:29,  2.31it/s]
Epoch 6/20 - Training:  92%|█████████▏| 804/870 [05:58<00:20,  3.29it/s]
Epoch 6/20 - Training:  93%|█████████▎| 806/870 [06:01<00:43,  1.47it/s]
Epoch 6/20 - Training:  93%|█████████▎| 808/870 [06:01<00:30,  2.06it/s]
Epoch 6/20 - Training:  93%|█████████▎| 809/870 [06:01<00:25,  2.41it/s]
Epoch 6/20 - Training:  93%|█████████▎| 811/870 [06:01<00:17,  3.36it/s]
Epoch 6/20 - Training:  93%|█████████▎| 812/870 [06:02<00:23,  2.49it/s]
Epoch 6/20 - Training:  94%|█████████▎| 814/870 [06:02<00:16,  3.47it/s]
Epoch 6/20 - Training:  94%|█████████▎| 815/870 [06:02<00:13,  4.01it/s]
Epoch 6/20 - Training:  94%|█████████▍| 816/870 [06:05<00:42,  1.28it/s]
Epoch 6/20 - Training:  94%|█████████▍| 818/870 [06:05<00:26,  1.95it/s]
Epoch 6/20 - Training:  94%|█████████▍| 819/870 [06:05<00:21,  2.38it/s]
Epoch 6/20 - Training:  94%|█████████▍| 821/870 [06:05<00:14,  3.44it/s]
Epoch 6/20 - Training:  94%|█████████▍| 822/870 [06:06<00:20,  2.38it/s]
Epoch 6/20 - Training:  95%|█████████▍| 824/870 [06:07<00:13,  3.42it/s]
Epoch 6/20 - Training:  95%|█████████▍| 826/870 [06:09<00:28,  1.55it/s]
Epoch 6/20 - Training:  95%|█████████▌| 828/870 [06:09<00:19,  2.18it/s]
Epoch 6/20 - Training:  95%|█████████▌| 830/870 [06:09<00:13,  2.95it/s]
Epoch 6/20 - Training:  96%|█████████▌| 832/870 [06:10<00:14,  2.59it/s]
Epoch 6/20 - Training:  96%|█████████▌| 834/870 [06:11<00:10,  3.35it/s]
Epoch 6/20 - Training:  96%|█████████▌| 836/870 [06:13<00:20,  1.64it/s]
Epoch 6/20 - Training:  96%|█████████▋| 838/870 [06:13<00:14,  2.21it/s]
Epoch 6/20 - Training:  97%|█████████▋| 840/870 [06:14<00:10,  2.92it/s]
Epoch 6/20 - Training:  97%|█████████▋| 842/870 [06:15<00:10,  2.57it/s]
Epoch 6/20 - Training:  97%|█████████▋| 844/870 [06:15<00:07,  3.32it/s]
Epoch 6/20 - Training:  97%|█████████▋| 846/870 [06:18<00:14,  1.62it/s]
Epoch 6/20 - Training:  97%|█████████▋| 847/870 [06:18<00:12,  1.90it/s]
Epoch 6/20 - Training:  97%|█████████▋| 848/870 [06:18<00:09,  2.27it/s]
Epoch 6/20 - Training:  98%|█████████▊| 849/870 [06:18<00:07,  2.73it/s]
Epoch 6/20 - Training:  98%|█████████▊| 851/870 [06:18<00:04,  3.88it/s]
Epoch 6/20 - Training:  98%|█████████▊| 852/870 [06:19<00:06,  2.66it/s]
Epoch 6/20 - Training:  98%|█████████▊| 854/870 [06:19<00:04,  3.72it/s]
Epoch 6/20 - Training:  98%|█████████▊| 856/870 [06:21<00:07,  1.83it/s]
Epoch 6/20 - Training:  99%|█████████▊| 858/870 [06:21<00:04,  2.53it/s]
Epoch 6/20 - Training:  99%|█████████▉| 860/870 [06:21<00:02,  3.39it/s]
Epoch 6/20 - Training:  99%|█████████▉| 862/870 [06:22<00:01,  4.32it/s]
Epoch 6/20 - Training:  99%|█████████▉| 864/870 [06:22<00:01,  5.41it/s]
Epoch 6/20 - Training: 100%|█████████▉| 866/870 [06:23<00:01,  3.90it/s]
Epoch 6/20 - Training: 100%|█████████▉| 868/870 [06:23<00:00,  4.86it/s]
Epoch 6/20 - Training: 100%|██████████| 870/870 [06:23<00:00,  5.99it/s]
Epoch 6/20 - Training: 100%|██████████| 870/870 [06:23<00:00,  2.27it/s]
+
Epoch 6/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 6/20 - Validation:   1%|          | 1/95 [00:02<03:42,  2.37s/it]
Epoch 6/20 - Validation:   2%|▏         | 2/95 [00:04<03:10,  2.05s/it]
Epoch 6/20 - Validation:   3%|▎         | 3/95 [00:06<03:20,  2.18s/it]
Epoch 6/20 - Validation:   4%|▍         | 4/95 [00:08<03:20,  2.20s/it]
Epoch 6/20 - Validation:   5%|▌         | 5/95 [00:10<03:06,  2.07s/it]
Epoch 6/20 - Validation:   6%|▋         | 6/95 [00:12<02:49,  1.91s/it]
Epoch 6/20 - Validation:   7%|▋         | 7/95 [00:13<02:42,  1.84s/it]
Epoch 6/20 - Validation:   8%|▊         | 8/95 [00:15<02:39,  1.84s/it]
Epoch 6/20 - Validation:   9%|▉         | 9/95 [00:17<02:31,  1.77s/it]
Epoch 6/20 - Validation:  11%|█         | 10/95 [00:18<02:27,  1.73s/it]
Epoch 6/20 - Validation:  12%|█▏        | 11/95 [00:21<02:35,  1.85s/it]
Epoch 6/20 - Validation:  13%|█▎        | 12/95 [00:23<02:48,  2.03s/it]
Epoch 6/20 - Validation:  14%|█▎        | 13/95 [00:25<02:54,  2.13s/it]
Epoch 6/20 - Validation:  15%|█▍        | 14/95 [00:27<02:48,  2.08s/it]
Epoch 6/20 - Validation:  16%|█▌        | 15/95 [00:29<02:35,  1.94s/it]
Epoch 6/20 - Validation:  17%|█▋        | 16/95 [00:31<02:24,  1.82s/it]
Epoch 6/20 - Validation:  18%|█▊        | 17/95 [00:32<02:15,  1.74s/it]
Epoch 6/20 - Validation:  19%|█▉        | 18/95 [00:34<02:09,  1.68s/it]
Epoch 6/20 - Validation:  20%|██        | 19/95 [00:35<02:03,  1.62s/it]
Epoch 6/20 - Validation:  21%|██        | 20/95 [00:37<01:58,  1.58s/it]
Epoch 6/20 - Validation:  22%|██▏       | 21/95 [00:38<01:55,  1.56s/it]
Epoch 6/20 - Validation:  23%|██▎       | 22/95 [00:40<01:54,  1.56s/it]
Epoch 6/20 - Validation:  24%|██▍       | 23/95 [00:41<01:50,  1.54s/it]
Epoch 6/20 - Validation:  25%|██▌       | 24/95 [00:43<01:49,  1.54s/it]
Epoch 6/20 - Validation:  26%|██▋       | 25/95 [00:44<01:47,  1.54s/it]
Epoch 6/20 - Validation:  27%|██▋       | 26/95 [00:46<01:49,  1.59s/it]
Epoch 6/20 - Validation:  28%|██▊       | 27/95 [00:48<01:47,  1.59s/it]
Epoch 6/20 - Validation:  29%|██▉       | 28/95 [00:49<01:51,  1.67s/it]
Epoch 6/20 - Validation:  31%|███       | 29/95 [00:51<01:50,  1.68s/it]
Epoch 6/20 - Validation:  32%|███▏      | 30/95 [00:53<01:46,  1.64s/it]
Epoch 6/20 - Validation:  33%|███▎      | 31/95 [00:54<01:42,  1.60s/it]
Epoch 6/20 - Validation:  34%|███▎      | 32/95 [00:56<01:40,  1.60s/it]
Epoch 6/20 - Validation:  35%|███▍      | 33/95 [00:57<01:37,  1.58s/it]
Epoch 6/20 - Validation:  36%|███▌      | 34/95 [00:59<01:34,  1.56s/it]
Epoch 6/20 - Validation:  37%|███▋      | 35/95 [01:00<01:31,  1.53s/it]
Epoch 6/20 - Validation:  38%|███▊      | 36/95 [01:02<01:29,  1.53s/it]
Epoch 6/20 - Validation:  39%|███▉      | 37/95 [01:03<01:27,  1.50s/it]
Epoch 6/20 - Validation:  40%|████      | 38/95 [01:05<01:24,  1.49s/it]
Epoch 6/20 - Validation:  41%|████      | 39/95 [01:06<01:22,  1.48s/it]
Epoch 6/20 - Validation:  42%|████▏     | 40/95 [01:08<01:21,  1.48s/it]
Epoch 6/20 - Validation:  43%|████▎     | 41/95 [01:09<01:19,  1.47s/it]
Epoch 6/20 - Validation:  44%|████▍     | 42/95 [01:10<01:16,  1.44s/it]
Epoch 6/20 - Validation:  45%|████▌     | 43/95 [01:12<01:15,  1.45s/it]
Epoch 6/20 - Validation:  46%|████▋     | 44/95 [01:13<01:11,  1.41s/it]
Epoch 6/20 - Validation:  47%|████▋     | 45/95 [01:15<01:14,  1.50s/it]
Epoch 6/20 - Validation:  48%|████▊     | 46/95 [01:17<01:18,  1.60s/it]
Epoch 6/20 - Validation:  49%|████▉     | 47/95 [01:18<01:18,  1.63s/it]
Epoch 6/20 - Validation:  51%|█████     | 48/95 [01:20<01:15,  1.62s/it]
Epoch 6/20 - Validation:  52%|█████▏    | 49/95 [01:22<01:15,  1.65s/it]
Epoch 6/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:14,  1.65s/it]
Epoch 6/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:09,  1.59s/it]
Epoch 6/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:08,  1.59s/it]
Epoch 6/20 - Validation:  56%|█████▌    | 53/95 [01:28<01:05,  1.57s/it]
Epoch 6/20 - Validation:  57%|█████▋    | 54/95 [01:29<01:03,  1.55s/it]
Epoch 6/20 - Validation:  58%|█████▊    | 55/95 [01:31<01:01,  1.53s/it]
Epoch 6/20 - Validation:  59%|█████▉    | 56/95 [01:32<00:59,  1.53s/it]
Epoch 6/20 - Validation:  60%|██████    | 57/95 [01:34<00:57,  1.51s/it]
Epoch 6/20 - Validation:  61%|██████    | 58/95 [01:35<00:55,  1.49s/it]
Epoch 6/20 - Validation:  62%|██████▏   | 59/95 [01:37<00:53,  1.49s/it]
Epoch 6/20 - Validation:  63%|██████▎   | 60/95 [01:38<00:53,  1.52s/it]
Epoch 6/20 - Validation:  64%|██████▍   | 61/95 [01:40<00:52,  1.54s/it]
Epoch 6/20 - Validation:  65%|██████▌   | 62/95 [01:42<00:50,  1.52s/it]
Epoch 6/20 - Validation:  66%|██████▋   | 63/95 [01:43<00:48,  1.51s/it]
Epoch 6/20 - Validation:  67%|██████▋   | 64/95 [01:44<00:45,  1.48s/it]
Epoch 6/20 - Validation:  68%|██████▊   | 65/95 [01:46<00:44,  1.47s/it]
Epoch 6/20 - Validation:  69%|██████▉   | 66/95 [01:47<00:43,  1.48s/it]
Epoch 6/20 - Validation:  71%|███████   | 67/95 [01:49<00:41,  1.48s/it]
Epoch 6/20 - Validation:  72%|███████▏  | 68/95 [01:50<00:39,  1.47s/it]
Epoch 6/20 - Validation:  73%|███████▎  | 69/95 [01:52<00:38,  1.50s/it]
Epoch 6/20 - Validation:  74%|███████▎  | 70/95 [01:53<00:37,  1.49s/it]
Epoch 6/20 - Validation:  75%|███████▍  | 71/95 [01:55<00:39,  1.66s/it]
Epoch 6/20 - Validation:  76%|███████▌  | 72/95 [01:57<00:40,  1.77s/it]
Epoch 6/20 - Validation:  77%|███████▋  | 73/95 [01:59<00:38,  1.75s/it]
Epoch 6/20 - Validation:  78%|███████▊  | 74/95 [02:01<00:35,  1.70s/it]
Epoch 6/20 - Validation:  79%|███████▉  | 75/95 [02:02<00:33,  1.66s/it]
Epoch 6/20 - Validation:  80%|████████  | 76/95 [02:04<00:30,  1.63s/it]
Epoch 6/20 - Validation:  81%|████████  | 77/95 [02:05<00:28,  1.61s/it]
Epoch 6/20 - Validation:  82%|████████▏ | 78/95 [02:07<00:26,  1.58s/it]
Epoch 6/20 - Validation:  83%|████████▎ | 79/95 [02:08<00:24,  1.56s/it]
Epoch 6/20 - Validation:  84%|████████▍ | 80/95 [02:10<00:23,  1.55s/it]
Epoch 6/20 - Validation:  85%|████████▌ | 81/95 [02:11<00:21,  1.53s/it]
Epoch 6/20 - Validation:  86%|████████▋ | 82/95 [02:13<00:19,  1.51s/it]
Epoch 6/20 - Validation:  87%|████████▋ | 83/95 [02:14<00:17,  1.50s/it]
Epoch 6/20 - Validation:  88%|████████▊ | 84/95 [02:16<00:16,  1.49s/it]
Epoch 6/20 - Validation:  89%|████████▉ | 85/95 [02:17<00:14,  1.50s/it]
Epoch 6/20 - Validation:  91%|█████████ | 86/95 [02:19<00:13,  1.48s/it]
Epoch 6/20 - Validation:  92%|█████████▏| 87/95 [02:20<00:11,  1.49s/it]
Epoch 6/20 - Validation:  93%|█████████▎| 88/95 [02:22<00:10,  1.50s/it]
Epoch 6/20 - Validation:  94%|█████████▎| 89/95 [02:23<00:08,  1.50s/it]
Epoch 6/20 - Validation:  95%|█████████▍| 90/95 [02:25<00:07,  1.50s/it]
Epoch 6/20 - Validation:  96%|█████████▌| 91/95 [02:26<00:05,  1.49s/it]
Epoch 6/20 - Validation:  97%|█████████▋| 92/95 [02:28<00:04,  1.49s/it]
Epoch 6/20 - Validation:  98%|█████████▊| 93/95 [02:29<00:02,  1.49s/it]
Epoch 6/20 - Validation:  99%|█████████▉| 94/95 [02:31<00:01,  1.48s/it]
Epoch 6/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.21s/it]
Epoch 6/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.60s/it]
+
Epoch 7/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 7/20 - Training:   0%|          | 1/870 [00:07<1:41:26,  7.00s/it]
Epoch 7/20 - Training:   0%|          | 3/870 [00:07<27:20,  1.89s/it]  
Epoch 7/20 - Training:   1%|          | 5/870 [00:07<13:47,  1.05it/s]
Epoch 7/20 - Training:   1%|          | 7/870 [00:07<08:28,  1.70it/s]
Epoch 7/20 - Training:   1%|          | 9/870 [00:07<05:42,  2.51it/s]
Epoch 7/20 - Training:   1%|▏         | 11/870 [00:12<15:21,  1.07s/it]
Epoch 7/20 - Training:   1%|▏         | 13/870 [00:12<10:43,  1.33it/s]
Epoch 7/20 - Training:   2%|▏         | 15/870 [00:12<07:40,  1.86it/s]
Epoch 7/20 - Training:   2%|▏         | 17/870 [00:12<05:40,  2.51it/s]
Epoch 7/20 - Training:   2%|▏         | 19/870 [00:13<04:16,  3.32it/s]
Epoch 7/20 - Training:   2%|▏         | 21/870 [00:16<10:56,  1.29it/s]
Epoch 7/20 - Training:   3%|▎         | 23/870 [00:17<08:04,  1.75it/s]
Epoch 7/20 - Training:   3%|▎         | 25/870 [00:17<05:59,  2.35it/s]
Epoch 7/20 - Training:   3%|▎         | 26/870 [00:17<05:11,  2.71it/s]
Epoch 7/20 - Training:   3%|▎         | 28/870 [00:17<03:51,  3.64it/s]
Epoch 7/20 - Training:   3%|▎         | 30/870 [00:17<02:57,  4.73it/s]
Epoch 7/20 - Training:   4%|▎         | 32/870 [00:21<10:37,  1.31it/s]
Epoch 7/20 - Training:   4%|▍         | 33/870 [00:21<09:00,  1.55it/s]
Epoch 7/20 - Training:   4%|▍         | 35/870 [00:21<06:19,  2.20it/s]
Epoch 7/20 - Training:   4%|▍         | 37/870 [00:22<04:38,  3.00it/s]
Epoch 7/20 - Training:   4%|▍         | 39/870 [00:22<03:34,  3.87it/s]
Epoch 7/20 - Training:   5%|▍         | 41/870 [00:26<10:57,  1.26it/s]
Epoch 7/20 - Training:   5%|▍         | 43/870 [00:26<07:55,  1.74it/s]
Epoch 7/20 - Training:   5%|▌         | 44/870 [00:26<06:45,  2.04it/s]
Epoch 7/20 - Training:   5%|▌         | 46/870 [00:26<04:51,  2.82it/s]
Epoch 7/20 - Training:   6%|▌         | 48/870 [00:26<03:38,  3.76it/s]
Epoch 7/20 - Training:   6%|▌         | 50/870 [00:26<02:51,  4.78it/s]
Epoch 7/20 - Training:   6%|▌         | 52/870 [00:30<10:14,  1.33it/s]
Epoch 7/20 - Training:   6%|▌         | 53/870 [00:30<08:40,  1.57it/s]
Epoch 7/20 - Training:   6%|▌         | 54/870 [00:31<07:09,  1.90it/s]
Epoch 7/20 - Training:   6%|▋         | 56/870 [00:31<04:56,  2.75it/s]
Epoch 7/20 - Training:   7%|▋         | 58/870 [00:31<03:36,  3.75it/s]
Epoch 7/20 - Training:   7%|▋         | 60/870 [00:31<02:47,  4.83it/s]
Epoch 7/20 - Training:   7%|▋         | 62/870 [00:35<10:11,  1.32it/s]
Epoch 7/20 - Training:   7%|▋         | 64/870 [00:35<07:20,  1.83it/s]
Epoch 7/20 - Training:   8%|▊         | 66/870 [00:35<05:24,  2.48it/s]
Epoch 7/20 - Training:   8%|▊         | 68/870 [00:35<04:03,  3.29it/s]
Epoch 7/20 - Training:   8%|▊         | 70/870 [00:36<03:10,  4.19it/s]
Epoch 7/20 - Training:   8%|▊         | 72/870 [00:39<09:38,  1.38it/s]
Epoch 7/20 - Training:   9%|▊         | 74/870 [00:39<07:03,  1.88it/s]
Epoch 7/20 - Training:   9%|▊         | 76/870 [00:40<05:15,  2.52it/s]
Epoch 7/20 - Training:   9%|▉         | 78/870 [00:40<03:58,  3.32it/s]
Epoch 7/20 - Training:   9%|▉         | 80/870 [00:40<03:06,  4.23it/s]
Epoch 7/20 - Training:   9%|▉         | 82/870 [00:43<08:59,  1.46it/s]
Epoch 7/20 - Training:  10%|▉         | 84/870 [00:44<06:36,  1.98it/s]
Epoch 7/20 - Training:  10%|▉         | 86/870 [00:44<04:57,  2.64it/s]
Epoch 7/20 - Training:  10%|█         | 88/870 [00:44<03:48,  3.43it/s]
Epoch 7/20 - Training:  10%|█         | 90/870 [00:44<02:58,  4.36it/s]
Epoch 7/20 - Training:  11%|█         | 92/870 [00:48<08:58,  1.44it/s]
Epoch 7/20 - Training:  11%|█         | 94/870 [00:48<06:38,  1.95it/s]
Epoch 7/20 - Training:  11%|█         | 96/870 [00:48<04:58,  2.60it/s]
Epoch 7/20 - Training:  11%|█▏        | 98/870 [00:48<03:46,  3.41it/s]
Epoch 7/20 - Training:  11%|█▏        | 100/870 [00:48<02:57,  4.33it/s]
Epoch 7/20 - Training:  12%|█▏        | 102/870 [00:52<08:37,  1.48it/s]
Epoch 7/20 - Training:  12%|█▏        | 103/870 [00:52<07:29,  1.71it/s]
Epoch 7/20 - Training:  12%|█▏        | 105/870 [00:52<05:21,  2.38it/s]
Epoch 7/20 - Training:  12%|█▏        | 107/870 [00:52<03:59,  3.18it/s]
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Epoch 7/20 - Training:  73%|███████▎  | 633/870 [04:42<02:17,  1.72it/s]
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Epoch 7/20 - Training:  78%|███████▊  | 675/870 [04:59<01:28,  2.21it/s]
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Epoch 7/20 - Training:  96%|█████████▌| 833/870 [06:08<00:28,  1.29it/s]
Epoch 7/20 - Training:  96%|█████████▌| 835/870 [06:08<00:18,  1.87it/s]
Epoch 7/20 - Training:  96%|█████████▌| 837/870 [06:08<00:12,  2.60it/s]
Epoch 7/20 - Training:  96%|█████████▋| 839/870 [06:08<00:08,  3.45it/s]
Epoch 7/20 - Training:  97%|█████████▋| 841/870 [06:10<00:10,  2.68it/s]
Epoch 7/20 - Training:  97%|█████████▋| 843/870 [06:12<00:19,  1.42it/s]
Epoch 7/20 - Training:  97%|█████████▋| 845/870 [06:13<00:12,  1.94it/s]
Epoch 7/20 - Training:  97%|█████████▋| 847/870 [06:13<00:08,  2.61it/s]
Epoch 7/20 - Training:  98%|█████████▊| 849/870 [06:13<00:06,  3.41it/s]
Epoch 7/20 - Training:  98%|█████████▊| 851/870 [06:14<00:06,  2.83it/s]
Epoch 7/20 - Training:  98%|█████████▊| 853/870 [06:17<00:11,  1.42it/s]
Epoch 7/20 - Training:  98%|█████████▊| 855/870 [06:17<00:07,  1.94it/s]
Epoch 7/20 - Training:  99%|█████████▊| 857/870 [06:17<00:05,  2.59it/s]
Epoch 7/20 - Training:  99%|█████████▊| 858/870 [06:17<00:04,  2.97it/s]
Epoch 7/20 - Training:  99%|█████████▉| 860/870 [06:18<00:02,  4.00it/s]
Epoch 7/20 - Training:  99%|█████████▉| 862/870 [06:18<00:01,  4.69it/s]
Epoch 7/20 - Training:  99%|█████████▉| 863/870 [06:19<00:02,  2.85it/s]
Epoch 7/20 - Training:  99%|█████████▉| 865/870 [06:19<00:01,  3.93it/s]
Epoch 7/20 - Training: 100%|█████████▉| 867/870 [06:19<00:00,  5.14it/s]
Epoch 7/20 - Training: 100%|█████████▉| 869/870 [06:19<00:00,  6.39it/s]
Epoch 7/20 - Training: 100%|██████████| 870/870 [06:19<00:00,  2.29it/s]
+
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Epoch 7/20 - Validation:   1%|          | 1/95 [00:02<03:37,  2.31s/it]
Epoch 7/20 - Validation:   2%|▏         | 2/95 [00:04<03:39,  2.36s/it]
Epoch 7/20 - Validation:   3%|▎         | 3/95 [00:06<03:30,  2.29s/it]
Epoch 7/20 - Validation:   4%|▍         | 4/95 [00:08<03:19,  2.19s/it]
Epoch 7/20 - Validation:   5%|▌         | 5/95 [00:10<03:04,  2.05s/it]
Epoch 7/20 - Validation:   6%|▋         | 6/95 [00:12<02:49,  1.90s/it]
Epoch 7/20 - Validation:   7%|▋         | 7/95 [00:13<02:37,  1.79s/it]
Epoch 7/20 - Validation:   8%|▊         | 8/95 [00:15<02:31,  1.74s/it]
Epoch 7/20 - Validation:   9%|▉         | 9/95 [00:17<02:23,  1.67s/it]
Epoch 7/20 - Validation:  11%|█         | 10/95 [00:18<02:22,  1.67s/it]
Epoch 7/20 - Validation:  12%|█▏        | 11/95 [00:20<02:28,  1.77s/it]
Epoch 7/20 - Validation:  13%|█▎        | 12/95 [00:23<02:40,  1.93s/it]
Epoch 7/20 - Validation:  14%|█▎        | 13/95 [00:25<02:43,  2.00s/it]
Epoch 7/20 - Validation:  15%|█▍        | 14/95 [00:27<02:37,  1.94s/it]
Epoch 7/20 - Validation:  16%|█▌        | 15/95 [00:28<02:28,  1.86s/it]
Epoch 7/20 - Validation:  17%|█▋        | 16/95 [00:30<02:19,  1.77s/it]
Epoch 7/20 - Validation:  18%|█▊        | 17/95 [00:31<02:13,  1.71s/it]
Epoch 7/20 - Validation:  19%|█▉        | 18/95 [00:33<02:08,  1.67s/it]
Epoch 7/20 - Validation:  20%|██        | 19/95 [00:34<02:02,  1.62s/it]
Epoch 7/20 - Validation:  21%|██        | 20/95 [00:36<01:57,  1.57s/it]
Epoch 7/20 - Validation:  22%|██▏       | 21/95 [00:37<01:53,  1.54s/it]
Epoch 7/20 - Validation:  23%|██▎       | 22/95 [00:39<01:51,  1.53s/it]
Epoch 7/20 - Validation:  24%|██▍       | 23/95 [00:40<01:48,  1.51s/it]
Epoch 7/20 - Validation:  25%|██▌       | 24/95 [00:42<01:47,  1.51s/it]
Epoch 7/20 - Validation:  26%|██▋       | 25/95 [00:43<01:45,  1.51s/it]
Epoch 7/20 - Validation:  27%|██▋       | 26/95 [00:45<01:47,  1.56s/it]
Epoch 7/20 - Validation:  28%|██▊       | 27/95 [00:47<01:45,  1.55s/it]
Epoch 7/20 - Validation:  29%|██▉       | 28/95 [00:48<01:47,  1.60s/it]
Epoch 7/20 - Validation:  31%|███       | 29/95 [00:50<01:46,  1.61s/it]
Epoch 7/20 - Validation:  32%|███▏      | 30/95 [00:51<01:43,  1.59s/it]
Epoch 7/20 - Validation:  33%|███▎      | 31/95 [00:53<01:40,  1.57s/it]
Epoch 7/20 - Validation:  34%|███▎      | 32/95 [00:55<01:38,  1.57s/it]
Epoch 7/20 - Validation:  35%|███▍      | 33/95 [00:56<01:35,  1.55s/it]
Epoch 7/20 - Validation:  36%|███▌      | 34/95 [00:57<01:32,  1.51s/it]
Epoch 7/20 - Validation:  37%|███▋      | 35/95 [00:59<01:29,  1.49s/it]
Epoch 7/20 - Validation:  38%|███▊      | 36/95 [01:00<01:28,  1.49s/it]
Epoch 7/20 - Validation:  39%|███▉      | 37/95 [01:02<01:26,  1.50s/it]
Epoch 7/20 - Validation:  40%|████      | 38/95 [01:03<01:24,  1.48s/it]
Epoch 7/20 - Validation:  41%|████      | 39/95 [01:05<01:22,  1.47s/it]
Epoch 7/20 - Validation:  42%|████▏     | 40/95 [01:06<01:21,  1.48s/it]
Epoch 7/20 - Validation:  43%|████▎     | 41/95 [01:08<01:19,  1.47s/it]
Epoch 7/20 - Validation:  44%|████▍     | 42/95 [01:09<01:18,  1.49s/it]
Epoch 7/20 - Validation:  45%|████▌     | 43/95 [01:11<01:19,  1.53s/it]
Epoch 7/20 - Validation:  46%|████▋     | 44/95 [01:12<01:19,  1.55s/it]
Epoch 7/20 - Validation:  47%|████▋     | 45/95 [01:14<01:22,  1.64s/it]
Epoch 7/20 - Validation:  48%|████▊     | 46/95 [01:16<01:23,  1.71s/it]
Epoch 7/20 - Validation:  49%|████▉     | 47/95 [01:18<01:22,  1.73s/it]
Epoch 7/20 - Validation:  51%|█████     | 48/95 [01:20<01:19,  1.70s/it]
Epoch 7/20 - Validation:  52%|█████▏    | 49/95 [01:21<01:19,  1.72s/it]
Epoch 7/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:16,  1.71s/it]
Epoch 7/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:12,  1.65s/it]
Epoch 7/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:08,  1.60s/it]
Epoch 7/20 - Validation:  56%|█████▌    | 53/95 [01:27<01:05,  1.55s/it]
Epoch 7/20 - Validation:  57%|█████▋    | 54/95 [01:29<01:02,  1.52s/it]
Epoch 7/20 - Validation:  58%|█████▊    | 55/95 [01:30<00:59,  1.49s/it]
Epoch 7/20 - Validation:  59%|█████▉    | 56/95 [01:32<00:57,  1.49s/it]
Epoch 7/20 - Validation:  60%|██████    | 57/95 [01:33<00:55,  1.46s/it]
Epoch 7/20 - Validation:  61%|██████    | 58/95 [01:35<00:53,  1.45s/it]
Epoch 7/20 - Validation:  62%|██████▏   | 59/95 [01:36<00:52,  1.46s/it]
Epoch 7/20 - Validation:  63%|██████▎   | 60/95 [01:38<00:51,  1.46s/it]
Epoch 7/20 - Validation:  64%|██████▍   | 61/95 [01:39<00:50,  1.49s/it]
Epoch 7/20 - Validation:  65%|██████▌   | 62/95 [01:41<00:48,  1.47s/it]
Epoch 7/20 - Validation:  66%|██████▋   | 63/95 [01:42<00:46,  1.46s/it]
Epoch 7/20 - Validation:  67%|██████▋   | 64/95 [01:43<00:44,  1.45s/it]
Epoch 7/20 - Validation:  68%|██████▊   | 65/95 [01:45<00:43,  1.44s/it]
Epoch 7/20 - Validation:  69%|██████▉   | 66/95 [01:46<00:41,  1.45s/it]
Epoch 7/20 - Validation:  71%|█████��█   | 67/95 [01:48<00:40,  1.44s/it]
Epoch 7/20 - Validation:  72%|███████▏  | 68/95 [01:49<00:37,  1.39s/it]
Epoch 7/20 - Validation:  73%|███████▎  | 69/95 [01:50<00:35,  1.36s/it]
Epoch 7/20 - Validation:  74%|███████▎  | 70/95 [01:52<00:34,  1.38s/it]
Epoch 7/20 - Validation:  75%|███████▍  | 71/95 [01:54<00:37,  1.57s/it]
Epoch 7/20 - Validation:  76%|███████▌  | 72/95 [01:56<00:39,  1.72s/it]
Epoch 7/20 - Validation:  77%|███████▋  | 73/95 [01:58<00:37,  1.71s/it]
Epoch 7/20 - Validation:  78%|███████▊  | 74/95 [01:59<00:34,  1.65s/it]
Epoch 7/20 - Validation:  79%|███████▉  | 75/95 [02:01<00:32,  1.60s/it]
Epoch 7/20 - Validation:  80%|████████  | 76/95 [02:02<00:29,  1.57s/it]
Epoch 7/20 - Validation:  81%|████████  | 77/95 [02:04<00:28,  1.56s/it]
Epoch 7/20 - Validation:  82%|████████▏ | 78/95 [02:05<00:26,  1.54s/it]
Epoch 7/20 - Validation:  83%|████████▎ | 79/95 [02:07<00:24,  1.52s/it]
Epoch 7/20 - Validation:  84%|████████▍ | 80/95 [02:08<00:22,  1.52s/it]
Epoch 7/20 - Validation:  85%|████████▌ | 81/95 [02:09<00:21,  1.50s/it]
Epoch 7/20 - Validation:  86%|████████▋ | 82/95 [02:11<00:19,  1.48s/it]
Epoch 7/20 - Validation:  87%|████████▋ | 83/95 [02:12<00:17,  1.47s/it]
Epoch 7/20 - Validation:  88%|████████▊ | 84/95 [02:14<00:16,  1.47s/it]
Epoch 7/20 - Validation:  89%|████████▉ | 85/95 [02:15<00:14,  1.47s/it]
Epoch 7/20 - Validation:  91%|█████████ | 86/95 [02:17<00:13,  1.46s/it]
Epoch 7/20 - Validation:  92%|█████████▏| 87/95 [02:18<00:11,  1.47s/it]
Epoch 7/20 - Validation:  93%|█████████▎| 88/95 [02:20<00:10,  1.49s/it]
Epoch 7/20 - Validation:  94%|█████████▎| 89/95 [02:21<00:08,  1.48s/it]
Epoch 7/20 - Validation:  95%|█████████▍| 90/95 [02:23<00:07,  1.49s/it]
Epoch 7/20 - Validation:  96%|█████████▌| 91/95 [02:24<00:05,  1.47s/it]
Epoch 7/20 - Validation:  97%|█████████▋| 92/95 [02:26<00:04,  1.46s/it]
Epoch 7/20 - Validation:  98%|█████████▊| 93/95 [02:27<00:02,  1.45s/it]
Epoch 7/20 - Validation:  99%|█████████▉| 94/95 [02:28<00:01,  1.44s/it]
Epoch 7/20 - Validation: 100%|██████████| 95/95 [02:29<00:00,  1.18s/it]
Epoch 7/20 - Validation: 100%|██████████| 95/95 [02:29<00:00,  1.57s/it]
+
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Epoch 8/20 - Training:   0%|          | 1/870 [00:07<1:47:39,  7.43s/it]
Epoch 8/20 - Training:   0%|          | 3/870 [00:07<29:56,  2.07s/it]  
Epoch 8/20 - Training:   1%|          | 5/870 [00:07<15:03,  1.04s/it]
Epoch 8/20 - Training:   1%|          | 7/870 [00:08<09:06,  1.58it/s]
Epoch 8/20 - Training:   1%|          | 9/870 [00:08<06:04,  2.36it/s]
Epoch 8/20 - Training:   1%|▏         | 11/870 [00:13<16:41,  1.17s/it]
Epoch 8/20 - Training:   1%|▏         | 13/870 [00:13<11:26,  1.25it/s]
Epoch 8/20 - Training:   2%|▏         | 15/870 [00:13<08:04,  1.76it/s]
Epoch 8/20 - Training:   2%|▏         | 17/870 [00:13<05:49,  2.44it/s]
Epoch 8/20 - Training:   2%|▏         | 19/870 [00:13<04:20,  3.27it/s]
Epoch 8/20 - Training:   2%|▏         | 21/870 [00:17<11:29,  1.23it/s]
Epoch 8/20 - Training:   3%|▎         | 23/870 [00:18<08:24,  1.68it/s]
Epoch 8/20 - Training:   3%|▎         | 25/870 [00:18<06:10,  2.28it/s]
Epoch 8/20 - Training:   3%|▎         | 27/870 [00:18<04:36,  3.04it/s]
Epoch 8/20 - Training:   3%|▎         | 29/870 [00:18<03:32,  3.96it/s]
Epoch 8/20 - Training:   4%|▎         | 31/870 [00:22<10:39,  1.31it/s]
Epoch 8/20 - Training:   4%|▍         | 33/870 [00:22<07:47,  1.79it/s]
Epoch 8/20 - Training:   4%|▍         | 35/870 [00:22<05:47,  2.40it/s]
Epoch 8/20 - Training:   4%|▍         | 37/870 [00:22<04:26,  3.12it/s]
Epoch 8/20 - Training:   4%|▍         | 39/870 [00:23<03:26,  4.02it/s]
Epoch 8/20 - Training:   5%|▍         | 41/870 [00:26<10:18,  1.34it/s]
Epoch 8/20 - Training:   5%|▍         | 43/870 [00:27<07:33,  1.82it/s]
Epoch 8/20 - Training:   5%|▌         | 45/870 [00:27<05:38,  2.44it/s]
Epoch 8/20 - Training:   5%|▌         | 46/870 [00:27<06:17,  2.18it/s]
Epoch 8/20 - Training:   6%|▌         | 48/870 [00:28<04:31,  3.03it/s]
Epoch 8/20 - Training:   6%|▌         | 50/870 [00:28<03:24,  4.01it/s]
Epoch 8/20 - Training:   6%|▌         | 52/870 [00:31<09:15,  1.47it/s]
Epoch 8/20 - Training:   6%|▌         | 54/870 [00:31<06:42,  2.03it/s]
Epoch 8/20 - Training:   6%|▋         | 56/870 [00:32<07:18,  1.86it/s]
Epoch 8/20 - Training:   7%|▋         | 58/870 [00:33<05:20,  2.53it/s]
Epoch 8/20 - Training:   7%|▋         | 60/870 [00:33<04:03,  3.33it/s]
Epoch 8/20 - Training:   7%|▋         | 61/870 [00:35<09:41,  1.39it/s]
Epoch 8/20 - Training:   7%|▋         | 63/870 [00:36<06:48,  1.98it/s]
Epoch 8/20 - Training:   7%|▋         | 64/870 [00:36<05:44,  2.34it/s]
Epoch 8/20 - Training:   8%|▊         | 66/870 [00:37<08:00,  1.67it/s]
Epoch 8/20 - Training:   8%|▊         | 68/870 [00:38<05:36,  2.38it/s]
Epoch 8/20 - Training:   8%|▊         | 70/870 [00:38<04:09,  3.21it/s]
Epoch 8/20 - Training:   8%|▊         | 71/870 [00:40<08:25,  1.58it/s]
Epoch 8/20 - Training:   8%|▊         | 72/870 [00:40<06:55,  1.92it/s]
Epoch 8/20 - Training:   9%|▊         | 74/870 [00:40<04:47,  2.77it/s]
Epoch 8/20 - Training:   9%|▊         | 76/870 [00:42<08:21,  1.58it/s]
Epoch 8/20 - Training:   9%|▉         | 78/870 [00:43<05:55,  2.23it/s]
Epoch 8/20 - Training:   9%|▉         | 80/870 [00:43<04:23,  3.00it/s]
Epoch 8/20 - Training:   9%|▉         | 81/870 [00:44<07:19,  1.79it/s]
Epoch 8/20 - Training:  10%|▉         | 83/870 [00:44<05:09,  2.54it/s]
Epoch 8/20 - Training:  10%|▉         | 85/870 [00:45<03:50,  3.41it/s]
Epoch 8/20 - Training:  10%|▉         | 86/870 [00:47<09:49,  1.33it/s]
Epoch 8/20 - Training:  10%|█         | 88/870 [00:47<06:39,  1.96it/s]
Epoch 8/20 - Training:  10%|█         | 90/870 [00:48<04:50,  2.68it/s]
Epoch 8/20 - Training:  10%|█         | 91/870 [00:49<06:33,  1.98it/s]
Epoch 8/20 - Training:  11%|█         | 93/870 [00:49<04:36,  2.81it/s]
Epoch 8/20 - Training:  11%|█         | 95/870 [00:49<03:29,  3.70it/s]
Epoch 8/20 - Training:  11%|█         | 96/870 [00:52<10:38,  1.21it/s]
Epoch 8/20 - Training:  11%|█▏        | 98/870 [00:52<07:09,  1.80it/s]
Epoch 8/20 - Training:  11%|█▏        | 100/870 [00:53<05:07,  2.51it/s]
Epoch 8/20 - Training:  12%|█▏        | 101/870 [00:53<05:37,  2.28it/s]
Epoch 8/20 - Training:  12%|█▏        | 103/870 [00:53<03:59,  3.21it/s]
Epoch 8/20 - Training:  12%|█▏        | 105/870 [00:53<03:02,  4.20it/s]
Epoch 8/20 - Training:  12%|█▏        | 106/870 [00:58<12:40,  1.00it/s]
Epoch 8/20 - Training:  12%|█▏        | 108/870 [00:58<08:26,  1.50it/s]
Epoch 8/20 - Training:  13%|█▎        | 110/870 [00:58<05:58,  2.12it/s]
Epoch 8/20 - Training:  13%|█▎        | 111/870 [00:58<05:07,  2.47it/s]
Epoch 8/20 - Training:  13%|█▎        | 113/870 [00:58<03:41,  3.42it/s]
Epoch 8/20 - Training:  13%|█▎        | 115/870 [00:58<02:50,  4.42it/s]
Epoch 8/20 - Training:  13%|█▎        | 116/870 [01:03<13:54,  1.11s/it]
Epoch 8/20 - Training:  14%|█▎        | 118/870 [01:03<09:14,  1.36it/s]
Epoch 8/20 - Training:  14%|█▍        | 120/870 [01:03<06:28,  1.93it/s]
Epoch 8/20 - Training:  14%|█▍        | 122/870 [01:04<04:42,  2.65it/s]
Epoch 8/20 - Training:  14%|█▍        | 124/870 [01:04<03:33,  3.49it/s]
Epoch 8/20 - Training:  14%|█▍        | 126/870 [01:09<11:43,  1.06it/s]
Epoch 8/20 - Training:  15%|█▍        | 128/870 [01:09<08:22,  1.48it/s]
Epoch 8/20 - Training:  15%|█▍        | 130/870 [01:09<06:08,  2.01it/s]
Epoch 8/20 - Training:  15%|█▌        | 131/870 [01:09<05:15,  2.34it/s]
Epoch 8/20 - Training:  15%|█▌        | 133/870 [01:09<03:48,  3.22it/s]
Epoch 8/20 - Training:  16%|█▌        | 135/870 [01:09<02:56,  4.17it/s]
Epoch 8/20 - Training:  16%|█▌        | 137/870 [01:14<09:59,  1.22it/s]
Epoch 8/20 - Training:  16%|█▌        | 139/870 [01:14<07:09,  1.70it/s]
Epoch 8/20 - Training:  16%|█▌        | 141/870 [01:14<05:19,  2.29it/s]
Epoch 8/20 - Training:  16%|█▋        | 143/870 [01:14<04:00,  3.03it/s]
Epoch 8/20 - Training:  17%|█▋        | 145/870 [01:14<03:07,  3.86it/s]
Epoch 8/20 - Training:  17%|█▋        | 147/870 [01:19<09:55,  1.21it/s]
Epoch 8/20 - Training:  17%|█▋        | 149/870 [01:19<07:11,  1.67it/s]
Epoch 8/20 - Training:  17%|█▋        | 151/870 [01:19<05:21,  2.23it/s]
Epoch 8/20 - Training:  18%|█▊        | 153/870 [01:19<04:02,  2.96it/s]
Epoch 8/20 - Training:  18%|█▊        | 155/870 [01:19<03:12,  3.72it/s]
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Epoch 8/20 - Training:  18%|█▊        | 158/870 [01:23<07:43,  1.54it/s]
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Epoch 8/20 - Training:  68%|██████▊   | 590/870 [04:41<01:44,  2.68it/s]
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Epoch 8/20 - Training:  71%|███████▏  | 620/870 [04:54<01:37,  2.55it/s]
Epoch 8/20 - Training:  71%|███████▏  | 622/870 [04:55<01:28,  2.81it/s]
Epoch 8/20 - Training:  72%|███████▏  | 624/870 [04:55<01:07,  3.67it/s]
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Epoch 8/20 - Training:  73%|███████▎  | 632/870 [04:59<01:15,  3.14it/s]
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Epoch 8/20 - Training:  73%|███████▎  | 636/870 [05:03<02:49,  1.38it/s]
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Epoch 8/20 - Training:  74%|███████▎  | 640/870 [05:03<01:32,  2.49it/s]
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Epoch 8/20 - Training:  75%|███████▍  | 650/870 [05:08<01:28,  2.50it/s]
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Epoch 8/20 - Training:  75%|███████▌  | 654/870 [05:09<00:59,  3.61it/s]
Epoch 8/20 - Training:  75%|███████▌  | 656/870 [05:12<02:28,  1.44it/s]
Epoch 8/20 - Training:  76%|███████▌  | 658/870 [05:12<01:47,  1.97it/s]
Epoch 8/20 - Training:  76%|███████▌  | 660/870 [05:12<01:20,  2.61it/s]
Epoch 8/20 - Training:  76%|███████▌  | 662/870 [05:13<01:13,  2.84it/s]
Epoch 8/20 - Training:  76%|███████▋  | 664/870 [05:13<00:56,  3.67it/s]
Epoch 8/20 - Training:  77%|███████▋  | 666/870 [05:16<02:10,  1.57it/s]
Epoch 8/20 - Training:  77%|███████▋  | 668/870 [05:16<01:34,  2.14it/s]
Epoch 8/20 - Training:  77%|███████▋  | 670/870 [05:16<01:11,  2.81it/s]
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Epoch 8/20 - Training:  77%|███████▋  | 674/870 [05:17<00:50,  3.90it/s]
Epoch 8/20 - Training:  78%|███████▊  | 676/870 [05:20<02:06,  1.54it/s]
Epoch 8/20 - Training:  78%|███████▊  | 678/870 [05:20<01:31,  2.10it/s]
Epoch 8/20 - Training:  78%|███████▊  | 680/870 [05:20<01:08,  2.77it/s]
Epoch 8/20 - Training:  78%|███████▊  | 682/870 [05:21<01:06,  2.84it/s]
Epoch 8/20 - Training:  79%|███████▊  | 684/870 [05:21<00:50,  3.66it/s]
Epoch 8/20 - Training:  79%|███████▉  | 686/870 [05:24<02:04,  1.48it/s]
Epoch 8/20 - Training:  79%|███████▉  | 687/870 [05:25<01:45,  1.74it/s]
Epoch 8/20 - Training:  79%|███████▉  | 689/870 [05:25<01:14,  2.43it/s]
Epoch 8/20 - Training:  79%|███████▉  | 691/870 [05:25<00:55,  3.25it/s]
Epoch 8/20 - Training:  80%|███████▉  | 692/870 [05:26<01:04,  2.78it/s]
Epoch 8/20 - Training:  80%|███████▉  | 693/870 [05:26<00:54,  3.27it/s]
Epoch 8/20 - Training:  80%|███████▉  | 695/870 [05:26<00:39,  4.47it/s]
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Epoch 8/20 - Training:  82%|████████▏ | 710/870 [05:34<01:01,  2.60it/s]
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Epoch 8/20 - Training:  98%|█████████▊| 850/870 [06:34<00:07,  2.84it/s]
Epoch 8/20 - Training:  98%|█████████▊| 852/870 [06:35<00:08,  2.04it/s]
Epoch 8/20 - Training:  98%|█████████▊| 854/870 [06:35<00:05,  2.75it/s]
Epoch 8/20 - Training:  98%|█████████▊| 856/870 [06:37<00:06,  2.18it/s]
Epoch 8/20 - Training:  99%|█████████▊| 858/870 [06:37<00:04,  2.89it/s]
Epoch 8/20 - Training:  99%|█████████▉| 860/870 [06:37<00:02,  3.77it/s]
Epoch 8/20 - Training:  99%|█████████▉| 862/870 [06:38<00:02,  3.91it/s]
Epoch 8/20 - Training:  99%|█████████▉| 864/870 [06:38<00:01,  4.81it/s]
Epoch 8/20 - Training: 100%|█████████▉| 866/870 [06:38<00:00,  4.09it/s]
Epoch 8/20 - Training: 100%|█████████▉| 868/870 [06:39<00:00,  5.16it/s]
Epoch 8/20 - Training: 100%|██████████| 870/870 [06:39<00:00,  6.33it/s]
Epoch 8/20 - Training: 100%|██████████| 870/870 [06:39<00:00,  2.18it/s]
+
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Epoch 8/20 - Validation:   1%|          | 1/95 [00:02<03:39,  2.34s/it]
Epoch 8/20 - Validation:   2%|▏         | 2/95 [00:04<03:40,  2.37s/it]
Epoch 8/20 - Validation:   3%|▎         | 3/95 [00:07<03:40,  2.39s/it]
Epoch 8/20 - Validation:   4%|▍         | 4/95 [00:09<03:33,  2.35s/it]
Epoch 8/20 - Validation:   5%|▌         | 5/95 [00:11<03:13,  2.15s/it]
Epoch 8/20 - Validation:   6%|▋         | 6/95 [00:12<02:57,  1.99s/it]
Epoch 8/20 - Validation:   7%|▋         | 7/95 [00:14<02:44,  1.87s/it]
Epoch 8/20 - Validation:   8%|▊         | 8/95 [00:16<02:35,  1.79s/it]
Epoch 8/20 - Validation:   9%|▉         | 9/95 [00:17<02:27,  1.71s/it]
Epoch 8/20 - Validation:  11%|█         | 10/95 [00:19<02:24,  1.70s/it]
Epoch 8/20 - Validation:  12%|█▏        | 11/95 [00:21<02:33,  1.83s/it]
Epoch 8/20 - Validation:  13%|█▎        | 12/95 [00:23<02:46,  2.01s/it]
Epoch 8/20 - Validation:  14%|█▎        | 13/95 [00:26<02:50,  2.08s/it]
Epoch 8/20 - Validation:  15%|█▍        | 14/95 [00:28<02:42,  2.01s/it]
Epoch 8/20 - Validation:  16%|█▌        | 15/95 [00:29<02:31,  1.89s/it]
Epoch 8/20 - Validation:  17%|█▋        | 16/95 [00:31<02:21,  1.79s/it]
Epoch 8/20 - Validation:  18%|█▊        | 17/95 [00:32<02:14,  1.73s/it]
Epoch 8/20 - Validation:  19%|█▉        | 18/95 [00:34<02:08,  1.66s/it]
Epoch 8/20 - Validation:  20%|██        | 19/95 [00:35<02:02,  1.61s/it]
Epoch 8/20 - Validation:  21%|██        | 20/95 [00:37<01:58,  1.58s/it]
Epoch 8/20 - Validation:  22%|██▏       | 21/95 [00:38<01:54,  1.54s/it]
Epoch 8/20 - Validation:  23%|██▎       | 22/95 [00:40<01:53,  1.56s/it]
Epoch 8/20 - Validation:  24%|██▍       | 23/95 [00:41<01:50,  1.54s/it]
Epoch 8/20 - Validation:  25%|██▌       | 24/95 [00:43<01:49,  1.55s/it]
Epoch 8/20 - Validation:  26%|██▋       | 25/95 [00:44<01:45,  1.51s/it]
Epoch 8/20 - Validation:  27%|██▋       | 26/95 [00:46<01:42,  1.48s/it]
Epoch 8/20 - Validation:  28%|██▊       | 27/95 [00:47<01:36,  1.41s/it]
Epoch 8/20 - Validation:  29%|██▉       | 28/95 [00:48<01:34,  1.41s/it]
Epoch 8/20 - Validation:  31%|███       | 29/95 [00:50<01:31,  1.39s/it]
Epoch 8/20 - Validation:  32%|███▏      | 30/95 [00:51<01:27,  1.35s/it]
Epoch 8/20 - Validation:  33%|███▎      | 31/95 [00:52<01:24,  1.32s/it]
Epoch 8/20 - Validation:  34%|███▎      | 32/95 [00:53<01:22,  1.31s/it]
Epoch 8/20 - Validation:  35%|███▍      | 33/95 [00:55<01:20,  1.30s/it]
Epoch 8/20 - Validation:  36%|███▌      | 34/95 [00:56<01:17,  1.28s/it]
Epoch 8/20 - Validation:  37%|███▋      | 35/95 [00:57<01:15,  1.26s/it]
Epoch 8/20 - Validation:  38%|███▊      | 36/95 [00:58<01:13,  1.25s/it]
Epoch 8/20 - Validation:  39%|███▉      | 37/95 [01:00<01:12,  1.25s/it]
Epoch 8/20 - Validation:  40%|████      | 38/95 [01:01<01:10,  1.24s/it]
Epoch 8/20 - Validation:  41%|████      | 39/95 [01:02<01:10,  1.27s/it]
Epoch 8/20 - Validation:  42%|████▏     | 40/95 [01:04<01:14,  1.35s/it]
Epoch 8/20 - Validation:  43%|████▎     | 41/95 [01:05<01:15,  1.39s/it]
Epoch 8/20 - Validation:  44%|████▍     | 42/95 [01:07<01:14,  1.41s/it]
Epoch 8/20 - Validation:  45%|████▌     | 43/95 [01:08<01:17,  1.49s/it]
Epoch 8/20 - Validation:  46%|████▋     | 44/95 [01:10<01:18,  1.53s/it]
Epoch 8/20 - Validation:  47%|████▋     | 45/95 [01:12<01:20,  1.61s/it]
Epoch 8/20 - Validation:  48%|████▊     | 46/95 [01:14<01:21,  1.66s/it]
Epoch 8/20 - Validation:  49%|████▉     | 47/95 [01:15<01:20,  1.67s/it]
Epoch 8/20 - Validation:  51%|█████     | 48/95 [01:17<01:17,  1.64s/it]
Epoch 8/20 - Validation:  52%|█████▏    | 49/95 [01:19<01:16,  1.66s/it]
Epoch 8/20 - Validation:  53%|█████▎    | 50/95 [01:20<01:14,  1.66s/it]
Epoch 8/20 - Validation:  54%|█████▎    | 51/95 [01:22<01:12,  1.65s/it]
Epoch 8/20 - Validation:  55%|█████▍    | 52/95 [01:23<01:09,  1.62s/it]
Epoch 8/20 - Validation:  56%|█████▌    | 53/95 [01:25<01:06,  1.58s/it]
Epoch 8/20 - Validation:  57%|█████▋    | 54/95 [01:26<01:03,  1.56s/it]
Epoch 8/20 - Validation:  58%|█████▊    | 55/95 [01:28<01:01,  1.54s/it]
Epoch 8/20 - Validation:  59%|█████▉    | 56/95 [01:29<00:59,  1.53s/it]
Epoch 8/20 - Validation:  60%|██████    | 57/95 [01:31<00:57,  1.51s/it]
Epoch 8/20 - Validation:  61%|██████    | 58/95 [01:32<00:55,  1.50s/it]
Epoch 8/20 - Validation:  62%|██████▏   | 59/95 [01:34<00:54,  1.50s/it]
Epoch 8/20 - Validation:  63%|██████▎   | 60/95 [01:35<00:52,  1.51s/it]
Epoch 8/20 - Validation:  64%|██████▍   | 61/95 [01:37<00:52,  1.54s/it]
Epoch 8/20 - Validation:  65%|██████▌   | 62/95 [01:38<00:50,  1.52s/it]
Epoch 8/20 - Validation:  66%|██████▋   | 63/95 [01:40<00:48,  1.51s/it]
Epoch 8/20 - Validation:  67%|██████▋   | 64/95 [01:41<00:46,  1.50s/it]
Epoch 8/20 - Validation:  68%|██████▊   | 65/95 [01:43<00:44,  1.49s/it]
Epoch 8/20 - Validation:  69%|██████▉   | 66/95 [01:44<00:43,  1.50s/it]
Epoch 8/20 - Validation:  71%|███████   | 67/95 [01:46<00:41,  1.50s/it]
Epoch 8/20 - Validation:  72%|███████▏  | 68/95 [01:47<00:40,  1.50s/it]
Epoch 8/20 - Validation:  73%|███████▎  | 69/95 [01:49<00:38,  1.48s/it]
Epoch 8/20 - Validation:  74%|███████▎  | 70/95 [01:50<00:36,  1.46s/it]
Epoch 8/20 - Validation:  75%|███████▍  | 71/95 [01:52<00:38,  1.62s/it]
Epoch 8/20 - Validation:  76%|███████▌  | 72/95 [01:54<00:40,  1.75s/it]
Epoch 8/20 - Validation:  77%|███████▋  | 73/95 [01:56<00:35,  1.63s/it]
Epoch 8/20 - Validation:  78%|███████▊  | 74/95 [01:57<00:31,  1.52s/it]
Epoch 8/20 - Validation:  79%|███████▉  | 75/95 [01:58<00:28,  1.44s/it]
Epoch 8/20 - Validation:  80%|████████  | 76/95 [02:00<00:26,  1.41s/it]
Epoch 8/20 - Validation:  81%|████████  | 77/95 [02:01<00:25,  1.40s/it]
Epoch 8/20 - Validation:  82%|████████▏ | 78/95 [02:02<00:24,  1.42s/it]
Epoch 8/20 - Validation:  83%|████████▎ | 79/95 [02:04<00:23,  1.44s/it]
Epoch 8/20 - Validation:  84%|████████▍ | 80/95 [02:05<00:21,  1.46s/it]
Epoch 8/20 - Validation:  85%|████████▌ | 81/95 [02:07<00:20,  1.46s/it]
Epoch 8/20 - Validation:  86%|████████▋ | 82/95 [02:08<00:19,  1.46s/it]
Epoch 8/20 - Validation:  87%|████████▋ | 83/95 [02:10<00:17,  1.47s/it]
Epoch 8/20 - Validation:  88%|████████▊ | 84/95 [02:11<00:16,  1.48s/it]
Epoch 8/20 - Validation:  89%|█��██████▉ | 85/95 [02:13<00:14,  1.50s/it]
Epoch 8/20 - Validation:  91%|█████████ | 86/95 [02:14<00:13,  1.50s/it]
Epoch 8/20 - Validation:  92%|█████████▏| 87/95 [02:16<00:12,  1.52s/it]
Epoch 8/20 - Validation:  93%|█████████▎| 88/95 [02:17<00:10,  1.53s/it]
Epoch 8/20 - Validation:  94%|█████████▎| 89/95 [02:19<00:09,  1.53s/it]
Epoch 8/20 - Validation:  95%|█████████▍| 90/95 [02:21<00:07,  1.54s/it]
Epoch 8/20 - Validation:  96%|█████████▌| 91/95 [02:22<00:06,  1.52s/it]
Epoch 8/20 - Validation:  97%|█████████▋| 92/95 [02:24<00:04,  1.51s/it]
Epoch 8/20 - Validation:  98%|█████████▊| 93/95 [02:25<00:02,  1.50s/it]
Epoch 8/20 - Validation:  99%|█████████▉| 94/95 [02:26<00:01,  1.48s/it]
Epoch 8/20 - Validation: 100%|██████████| 95/95 [02:27<00:00,  1.21s/it]
Epoch 8/20 - Validation: 100%|██████████| 95/95 [02:27<00:00,  1.55s/it]
+
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Epoch 9/20 - Training:   0%|          | 1/870 [00:04<1:07:23,  4.65s/it]
Epoch 9/20 - Training:   0%|          | 2/870 [00:05<34:51,  2.41s/it]  
Epoch 9/20 - Training:   0%|          | 4/870 [00:05<13:49,  1.04it/s]
Epoch 9/20 - Training:   1%|          | 5/870 [00:05<10:00,  1.44it/s]
Epoch 9/20 - Training:   1%|          | 7/870 [00:05<05:54,  2.44it/s]
Epoch 9/20 - Training:   1%|          | 9/870 [00:06<04:00,  3.58it/s]
Epoch 9/20 - Training:   1%|▏         | 11/870 [00:10<12:59,  1.10it/s]
Epoch 9/20 - Training:   1%|▏         | 12/870 [00:10<12:35,  1.14it/s]
Epoch 9/20 - Training:   2%|▏         | 14/870 [00:11<08:20,  1.71it/s]
Epoch 9/20 - Training:   2%|▏         | 16/870 [00:11<05:53,  2.42it/s]
Epoch 9/20 - Training:   2%|▏         | 18/870 [00:11<04:18,  3.30it/s]
Epoch 9/20 - Training:   2%|▏         | 20/870 [00:11<03:19,  4.26it/s]
Epoch 9/20 - Training:   3%|▎         | 22/870 [00:15<09:52,  1.43it/s]
Epoch 9/20 - Training:   3%|▎         | 24/870 [00:15<07:10,  1.96it/s]
Epoch 9/20 - Training:   3%|▎         | 26/870 [00:15<05:23,  2.61it/s]
Epoch 9/20 - Training:   3%|▎         | 28/870 [00:15<04:06,  3.42it/s]
Epoch 9/20 - Training:   3%|▎         | 30/870 [00:15<03:14,  4.32it/s]
Epoch 9/20 - Training:   4%|▎         | 32/870 [00:18<08:30,  1.64it/s]
Epoch 9/20 - Training:   4%|▍         | 34/870 [00:18<06:16,  2.22it/s]
Epoch 9/20 - Training:   4%|▍         | 36/870 [00:19<04:43,  2.94it/s]
Epoch 9/20 - Training:   4%|▍         | 38/870 [00:19<03:38,  3.81it/s]
Epoch 9/20 - Training:   5%|▍         | 40/870 [00:19<02:53,  4.78it/s]
Epoch 9/20 - Training:   5%|▍         | 42/870 [00:22<08:51,  1.56it/s]
Epoch 9/20 - Training:   5%|▌         | 44/870 [00:22<06:32,  2.11it/s]
Epoch 9/20 - Training:   5%|▌         | 46/870 [00:23<04:53,  2.80it/s]
Epoch 9/20 - Training:   6%|▌         | 48/870 [00:23<03:44,  3.67it/s]
Epoch 9/20 - Training:   6%|▌         | 50/870 [00:23<02:56,  4.64it/s]
Epoch 9/20 - Training:   6%|▌         | 52/870 [00:26<08:47,  1.55it/s]
Epoch 9/20 - Training:   6%|▌         | 54/870 [00:26<06:29,  2.10it/s]
Epoch 9/20 - Training:   6%|▋         | 56/870 [00:26<04:51,  2.79it/s]
Epoch 9/20 - Training:   7%|▋         | 58/870 [00:27<03:41,  3.66it/s]
Epoch 9/20 - Training:   7%|▋         | 60/870 [00:27<02:55,  4.63it/s]
Epoch 9/20 - Training:   7%|▋         | 62/870 [00:30<08:05,  1.67it/s]
Epoch 9/20 - Training:   7%|▋         | 64/870 [00:30<06:00,  2.24it/s]
Epoch 9/20 - Training:   8%|▊         | 66/870 [00:30<04:30,  2.97it/s]
Epoch 9/20 - Training:   8%|▊         | 68/870 [00:30<03:26,  3.88it/s]
Epoch 9/20 - Training:   8%|▊         | 70/870 [00:30<02:43,  4.89it/s]
Epoch 9/20 - Training:   8%|▊         | 72/870 [00:34<08:19,  1.60it/s]
Epoch 9/20 - Training:   9%|▊         | 74/870 [00:34<06:08,  2.16it/s]
Epoch 9/20 - Training:   9%|▊         | 76/870 [00:34<04:35,  2.88it/s]
Epoch 9/20 - Training:   9%|▉         | 78/870 [00:34<03:31,  3.74it/s]
Epoch 9/20 - Training:   9%|▉         | 80/870 [00:34<02:48,  4.70it/s]
Epoch 9/20 - Training:   9%|▉         | 82/870 [00:37<08:14,  1.59it/s]
Epoch 9/20 - Training:  10%|▉         | 84/870 [00:38<06:05,  2.15it/s]
Epoch 9/20 - Training:  10%|▉         | 85/870 [00:38<05:14,  2.49it/s]
Epoch 9/20 - Training:  10%|█         | 87/870 [00:38<03:51,  3.39it/s]
Epoch 9/20 - Training:  10%|█         | 89/870 [00:38<02:56,  4.43it/s]
Epoch 9/20 - Training:  10%|█         | 91/870 [00:40<06:42,  1.93it/s]
Epoch 9/20 - Training:  11%|█         | 92/870 [00:41<07:26,  1.74it/s]
Epoch 9/20 - Training:  11%|█         | 94/870 [00:41<05:14,  2.47it/s]
Epoch 9/20 - Training:  11%|█         | 96/870 [00:42<03:52,  3.33it/s]
Epoch 9/20 - Training:  11%|█▏        | 98/870 [00:42<02:57,  4.34it/s]
Epoch 9/20 - Training:  11%|█▏        | 100/870 [00:42<02:22,  5.40it/s]
Epoch 9/20 - Training:  12%|█▏        | 102/870 [00:45<07:56,  1.61it/s]
Epoch 9/20 - Training:  12%|█▏        | 104/870 [00:45<05:52,  2.17it/s]
Epoch 9/20 - Training:  12%|█▏        | 105/870 [00:45<05:04,  2.51it/s]
Epoch 9/20 - Training:  12%|█▏        | 106/870 [00:45<04:19,  2.95it/s]
Epoch 9/20 - Training:  12%|█▏        | 107/870 [00:46<03:37,  3.50it/s]
Epoch 9/20 - Training:  13%|█▎        | 109/870 [00:46<02:38,  4.79it/s]
Epoch 9/20 - Training:  13%|█▎        | 110/870 [00:46<02:20,  5.39it/s]
Epoch 9/20 - Training:  13%|█▎        | 111/870 [00:48<06:49,  1.86it/s]
Epoch 9/20 - Training:  13%|█▎        | 112/870 [00:49<09:02,  1.40it/s]
Epoch 9/20 - Training:  13%|█▎        | 114/870 [00:49<05:38,  2.23it/s]
Epoch 9/20 - Training:  13%|█▎        | 116/870 [00:49<03:53,  3.23it/s]
Epoch 9/20 - Training:  14%|█▎        | 118/870 [00:49<02:53,  4.33it/s]
Epoch 9/20 - Training:  14%|█▍        | 120/870 [00:49<02:15,  5.53it/s]
Epoch 9/20 - Training:  14%|█▍        | 122/870 [00:53<08:02,  1.55it/s]
Epoch 9/20 - Training:  14%|█▍        | 124/870 [00:53<05:50,  2.13it/s]
Epoch 9/20 - Training:  14%|█▍        | 126/870 [00:53<04:21,  2.84it/s]
Epoch 9/20 - Training:  15%|█▍        | 128/870 [00:53<03:21,  3.68it/s]
Epoch 9/20 - Training:  15%|█▍        | 130/870 [00:53<02:39,  4.64it/s]
Epoch 9/20 - Training:  15%|█▌        | 132/870 [00:56<07:36,  1.62it/s]
Epoch 9/20 - Training:  15%|█▌        | 134/870 [00:57<05:37,  2.18it/s]
Epoch 9/20 - Training:  16%|█▌        | 136/870 [00:57<04:14,  2.89it/s]
Epoch 9/20 - Training:  16%|█▌        | 138/870 [00:57<03:20,  3.65it/s]
Epoch 9/20 - Training:  16%|█▌        | 140/870 [00:57<02:38,  4.61it/s]
Epoch 9/20 - Training:  16%|█▋        | 142/870 [01:00<07:23,  1.64it/s]
Epoch 9/20 - Training:  17%|█▋        | 144/870 [01:00<05:28,  2.21it/s]
Epoch 9/20 - Training:  17%|█▋        | 146/870 [01:01<04:08,  2.91it/s]
Epoch 9/20 - Training:  17%|█▋        | 148/870 [01:01<03:14,  3.71it/s]
Epoch 9/20 - Training:  17%|█▋        | 150/870 [01:01<02:34,  4.67it/s]
Epoch 9/20 - Training:  17%|█▋        | 152/870 [01:04<07:17,  1.64it/s]
Epoch 9/20 - Training:  18%|█▊        | 154/870 [01:04<05:24,  2.21it/s]
Epoch 9/20 - Training:  18%|█▊        | 156/870 [01:04<04:05,  2.91it/s]
Epoch 9/20 - Training:  18%|█▊        | 158/870 [01:05<03:10,  3.73it/s]
Epoch 9/20 - Training:  18%|█▊        | 160/870 [01:05<02:31,  4.69it/s]
Epoch 9/20 - Training:  19%|█▊        | 162/870 [01:08<07:11,  1.64it/s]
Epoch 9/20 - Training:  19%|█▉        | 164/870 [01:08<05:17,  2.22it/s]
Epoch 9/20 - Training:  19%|█▉        | 166/870 [01:08<03:58,  2.95it/s]
Epoch 9/20 - Training:  19%|█▉        | 168/870 [01:08<03:03,  3.83it/s]
Epoch 9/20 - Training:  20%|█▉        | 170/870 [01:08<02:25,  4.82it/s]
Epoch 9/20 - Training:  20%|█▉        | 172/870 [01:12<07:18,  1.59it/s]
Epoch 9/20 - Training:  20%|█▉        | 173/870 [01:12<06:14,  1.86it/s]
Epoch 9/20 - Training:  20%|██        | 175/870 [01:12<04:27,  2.60it/s]
Epoch 9/20 - Training:  20%|██        | 177/870 [01:12<03:20,  3.46it/s]
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Epoch 9/20 - Training:  73%|███████▎  | 636/870 [03:56<00:56,  4.11it/s]
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Epoch 9/20 - Training:  76%|███████▌  | 662/870 [04:06<01:36,  2.16it/s]
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Epoch 9/20 - Training:  77%|███████▋  | 666/870 [04:06<00:50,  4.07it/s]
Epoch 9/20 - Training:  77%|███████▋  | 668/870 [04:06<00:39,  5.15it/s]
Epoch 9/20 - Training:  77%|███████▋  | 669/870 [04:07<01:08,  2.95it/s]
Epoch 9/20 - Training:  77%|███████▋  | 671/870 [04:08<01:13,  2.70it/s]
Epoch 9/20 - Training:  77%|███████▋  | 672/870 [04:09<01:24,  2.34it/s]
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Epoch 9/20 - Training:  78%|███████▊  | 676/870 [04:09<00:44,  4.39it/s]
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Epoch 9/20 - Training:  82%|████████▏ | 713/870 [04:23<01:11,  2.21it/s]
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Epoch 9/20 - Training:  94%|█████████▍| 821/870 [05:01<00:21,  2.26it/s]
Epoch 9/20 - Training:  94%|█████████▍| 822/870 [05:03<00:27,  1.74it/s]
Epoch 9/20 - Training:  95%|█████████▍| 824/870 [05:03<00:18,  2.51it/s]
Epoch 9/20 - Training:  95%|█████████▍| 826/870 [05:03<00:12,  3.49it/s]
Epoch 9/20 - Training:  95%|█████████▌| 828/870 [05:03<00:09,  4.59it/s]
Epoch 9/20 - Training:  95%|█████████▌| 829/870 [05:04<00:16,  2.48it/s]
Epoch 9/20 - Training:  96%|█████████▌| 831/870 [05:05<00:17,  2.17it/s]
Epoch 9/20 - Training:  96%|█████████▌| 832/870 [05:06<00:22,  1.73it/s]
Epoch 9/20 - Training:  96%|█████████▌| 834/870 [05:07<00:14,  2.51it/s]
Epoch 9/20 - Training:  96%|█████████▌| 836/870 [05:07<00:09,  3.47it/s]
Epoch 9/20 - Training:  96%|█████████▋| 838/870 [05:07<00:07,  4.56it/s]
Epoch 9/20 - Training:  96%|█████████▋| 839/870 [05:08<00:11,  2.59it/s]
Epoch 9/20 - Training:  97%|█████████▋| 841/870 [05:09<00:12,  2.25it/s]
Epoch 9/20 - Training:  97%|█████████▋| 842/870 [05:10<00:15,  1.77it/s]
Epoch 9/20 - Training:  97%|█████████▋| 844/870 [05:10<00:10,  2.54it/s]
Epoch 9/20 - Training:  97%|█████████▋| 846/870 [05:11<00:07,  3.41it/s]
Epoch 9/20 - Training:  97%|█████████▋| 848/870 [05:11<00:04,  4.41it/s]
Epoch 9/20 - Training:  98%|█████████▊| 849/870 [05:12<00:08,  2.50it/s]
Epoch 9/20 - Training:  98%|█████████▊| 850/870 [05:12<00:06,  2.98it/s]
Epoch 9/20 - Training:  98%|█████████▊| 851/870 [05:13<00:08,  2.23it/s]
Epoch 9/20 - Training:  98%|█████████▊| 852/870 [05:14<00:10,  1.74it/s]
Epoch 9/20 - Training:  98%|█████████▊| 854/870 [05:14<00:05,  2.70it/s]
Epoch 9/20 - Training:  98%|█████████▊| 856/870 [05:14<00:03,  3.84it/s]
Epoch 9/20 - Training:  99%|█████████▊| 858/870 [05:14<00:02,  5.04it/s]
Epoch 9/20 - Training:  99%|█████████▊| 859/870 [05:15<00:03,  3.65it/s]
Epoch 9/20 - Training:  99%|█████████▉| 861/870 [05:15<00:02,  3.85it/s]
Epoch 9/20 - Training:  99%|█████████▉| 862/870 [05:16<00:02,  3.29it/s]
Epoch 9/20 - Training:  99%|█████████▉| 864/870 [05:16<00:01,  4.56it/s]
Epoch 9/20 - Training: 100%|█████████▉| 866/870 [05:16<00:00,  5.98it/s]
Epoch 9/20 - Training: 100%|█████████▉| 868/870 [05:16<00:00,  7.35it/s]
Epoch 9/20 - Training: 100%|██████████| 870/870 [05:16<00:00,  7.04it/s]
Epoch 9/20 - Training: 100%|██████████| 870/870 [05:17<00:00,  2.74it/s]
+
Epoch 9/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 9/20 - Validation:   1%|          | 1/95 [00:02<03:23,  2.16s/it]
Epoch 9/20 - Validation:   2%|▏         | 2/95 [00:04<03:24,  2.20s/it]
Epoch 9/20 - Validation:   3%|▎         | 3/95 [00:06<03:30,  2.29s/it]
Epoch 9/20 - Validation:   4%|▍         | 4/95 [00:08<03:21,  2.22s/it]
Epoch 9/20 - Validation:   5%|▌         | 5/95 [00:10<03:04,  2.05s/it]
Epoch 9/20 - Validation:   6%|▋         | 6/95 [00:12<02:49,  1.91s/it]
Epoch 9/20 - Validation:   7%|▋         | 7/95 [00:13<02:37,  1.79s/it]
Epoch 9/20 - Validation:   8%|▊         | 8/95 [00:15<02:29,  1.72s/it]
Epoch 9/20 - Validation:   9%|▉         | 9/95 [00:16<02:21,  1.65s/it]
Epoch 9/20 - Validation:  11%|█         | 10/95 [00:18<02:20,  1.65s/it]
Epoch 9/20 - Validation:  12%|█▏        | 11/95 [00:20<02:28,  1.77s/it]
Epoch 9/20 - Validation:  13%|█▎        | 12/95 [00:22<02:41,  1.95s/it]
Epoch 9/20 - Validation:  14%|█▎        | 13/95 [00:25<02:47,  2.04s/it]
Epoch 9/20 - Validation:  15%|█▍        | 14/95 [00:27<02:40,  1.98s/it]
Epoch 9/20 - Validation:  16%|█▌        | 15/95 [00:28<02:30,  1.88s/it]
Epoch 9/20 - Validation:  17%|█▋        | 16/95 [00:30<02:21,  1.79s/it]
Epoch 9/20 - Validation:  18%|█▊        | 17/95 [00:31<02:11,  1.68s/it]
Epoch 9/20 - Validation:  19%|█▉        | 18/95 [00:32<01:59,  1.56s/it]
Epoch 9/20 - Validation:  20%|██        | 19/95 [00:34<01:50,  1.45s/it]
Epoch 9/20 - Validation:  21%|██        | 20/95 [00:35<01:45,  1.40s/it]
Epoch 9/20 - Validation:  22%|██▏       | 21/95 [00:36<01:46,  1.44s/it]
Epoch 9/20 - Validation:  23%|██▎       | 22/95 [00:38<01:47,  1.47s/it]
Epoch 9/20 - Validation:  24%|██▍       | 23/95 [00:40<01:46,  1.48s/it]
Epoch 9/20 - Validation:  25%|██▌       | 24/95 [00:41<01:46,  1.50s/it]
Epoch 9/20 - Validation:  26%|██▋       | 25/95 [00:43<01:46,  1.52s/it]
Epoch 9/20 - Validation:  27%|██▋       | 26/95 [00:44<01:49,  1.58s/it]
Epoch 9/20 - Validation:  28%|██▊       | 27/95 [00:46<01:47,  1.58s/it]
Epoch 9/20 - Validation:  29%|██▉       | 28/95 [00:48<01:49,  1.64s/it]
Epoch 9/20 - Validation:  31%|███       | 29/95 [00:49<01:49,  1.66s/it]
Epoch 9/20 - Validation:  32%|███▏      | 30/95 [00:51<01:44,  1.62s/it]
Epoch 9/20 - Validation:  33%|███▎      | 31/95 [00:52<01:40,  1.57s/it]
Epoch 9/20 - Validation:  34%|███▎      | 32/95 [00:54<01:38,  1.57s/it]
Epoch 9/20 - Validation:  35%|███▍      | 33/95 [00:55<01:35,  1.54s/it]
Epoch 9/20 - Validation:  36%|███▌      | 34/95 [00:57<01:32,  1.51s/it]
Epoch 9/20 - Validation:  37%|███▋      | 35/95 [00:58<01:29,  1.49s/it]
Epoch 9/20 - Validation:  38%|███▊      | 36/95 [01:00<01:28,  1.49s/it]
Epoch 9/20 - Validation:  39%|███▉      | 37/95 [01:01<01:26,  1.49s/it]
Epoch 9/20 - Validation:  40%|████      | 38/95 [01:03<01:23,  1.47s/it]
Epoch 9/20 - Validation:  41%|████      | 39/95 [01:04<01:21,  1.46s/it]
Epoch 9/20 - Validation:  42%|████▏     | 40/95 [01:06<01:20,  1.47s/it]
Epoch 9/20 - Validation:  43%|████▎     | 41/95 [01:07<01:19,  1.47s/it]
Epoch 9/20 - Validation:  44%|████▍     | 42/95 [01:09<01:17,  1.46s/it]
Epoch 9/20 - Validation:  45%|████▌     | 43/95 [01:10<01:18,  1.52s/it]
Epoch 9/20 - Validation:  46%|████▋     | 44/95 [01:12<01:18,  1.54s/it]
Epoch 9/20 - Validation:  47%|████▋     | 45/95 [01:14<01:20,  1.60s/it]
Epoch 9/20 - Validation:  48%|████▊     | 46/95 [01:15<01:21,  1.66s/it]
Epoch 9/20 - Validation:  49%|████▉     | 47/95 [01:17<01:19,  1.66s/it]
Epoch 9/20 - Validation:  51%|█████     | 48/95 [01:19<01:17,  1.64s/it]
Epoch 9/20 - Validation:  52%|█████▏    | 49/95 [01:20<01:16,  1.67s/it]
Epoch 9/20 - Validation:  53%|█████▎    | 50/95 [01:22<01:15,  1.67s/it]
Epoch 9/20 - Validation:  54%|█████▎    | 51/95 [01:24<01:12,  1.64s/it]
Epoch 9/20 - Validation:  55%|█████▍    | 52/95 [01:25<01:09,  1.62s/it]
Epoch 9/20 - Validation:  56%|█████▌    | 53/95 [01:27<01:06,  1.59s/it]
Epoch 9/20 - Validation:  57%|█████▋    | 54/95 [01:28<01:03,  1.55s/it]
Epoch 9/20 - Validation:  58%|█████▊    | 55/95 [01:30<01:01,  1.53s/it]
Epoch 9/20 - Validation:  59%|█████▉    | 56/95 [01:31<00:59,  1.53s/it]
Epoch 9/20 - Validation:  60%|██████    | 57/95 [01:33<00:57,  1.51s/it]
Epoch 9/20 - Validation:  61%|██████    | 58/95 [01:34<00:55,  1.49s/it]
Epoch 9/20 - Validation:  62%|██████▏   | 59/95 [01:36<00:53,  1.50s/it]
Epoch 9/20 - Validation:  63%|██████▎   | 60/95 [01:37<00:52,  1.50s/it]
Epoch 9/20 - Validation:  64%|██████▍   | 61/95 [01:39<00:52,  1.55s/it]
Epoch 9/20 - Validation:  65%|██████▌   | 62/95 [01:40<00:50,  1.52s/it]
Epoch 9/20 - Validation:  66%|██████▋   | 63/95 [01:42<00:48,  1.51s/it]
Epoch 9/20 - Validation:  67%|██████▋   | 64/95 [01:43<00:46,  1.49s/it]
Epoch 9/20 - Validation:  68%|██████▊   | 65/95 [01:45<00:44,  1.47s/it]
Epoch 9/20 - Validation:  69%|██████▉   | 66/95 [01:46<00:42,  1.48s/it]
Epoch 9/20 - Validation:  71%|███████   | 67/95 [01:48<00:41,  1.48s/it]
Epoch 9/20 - Validation:  72%|███████▏  | 68/95 [01:49<00:39,  1.47s/it]
Epoch 9/20 - Validation:  73%|███████▎  | 69/95 [01:50<00:37,  1.45s/it]
Epoch 9/20 - Validation:  74%|███████▎  | 70/95 [01:52<00:36,  1.44s/it]
Epoch 9/20 - Validation:  75%|███████▍  | 71/95 [01:54<00:39,  1.63s/it]
Epoch 9/20 - Validation:  76%|███████▌  | 72/95 [01:56<00:40,  1.78s/it]
Epoch 9/20 - Validation:  77%|███████▋  | 73/95 [01:58<00:39,  1.77s/it]
Epoch 9/20 - Validation:  78%|███████▊  | 74/95 [01:59<00:35,  1.70s/it]
Epoch 9/20 - Validation:  79%|███████▉  | 75/95 [02:01<00:32,  1.65s/it]
Epoch 9/20 - Validation:  80%|████████  | 76/95 [02:02<00:30,  1.62s/it]
Epoch 9/20 - Validation:  81%|████████  | 77/95 [02:04<00:28,  1.61s/it]
Epoch 9/20 - Validation:  82%|████████▏ | 78/95 [02:05<00:26,  1.57s/it]
Epoch 9/20 - Validation:  83%|████████▎ | 79/95 [02:07<00:24,  1.55s/it]
Epoch 9/20 - Validation:  84%|████████▍ | 80/95 [02:08<00:23,  1.55s/it]
Epoch 9/20 - Validation:  85%|████████▌ | 81/95 [02:10<00:21,  1.53s/it]
Epoch 9/20 - Validation:  86%|████████▋ | 82/95 [02:11<00:19,  1.50s/it]
Epoch 9/20 - Validation:  87%|████████▋ | 83/95 [02:13<00:17,  1.50s/it]
Epoch 9/20 - Validation:  88%|████████▊ | 84/95 [02:14<00:16,  1.50s/it]
Epoch 9/20 - Validation:  89%|████████▉ | 85/95 [02:16<00:14,  1.50s/it]
Epoch 9/20 - Validation:  91%|█████████ | 86/95 [02:17<00:13,  1.49s/it]
Epoch 9/20 - Validation:  92%|█████████▏| 87/95 [02:19<00:11,  1.50s/it]
Epoch 9/20 - Validation:  93%|█████████▎| 88/95 [02:20<00:10,  1.50s/it]
Epoch 9/20 - Validation:  94%|█████████▎| 89/95 [02:22<00:09,  1.51s/it]
Epoch 9/20 - Validation:  95%|█████████▍| 90/95 [02:23<00:07,  1.53s/it]
Epoch 9/20 - Validation:  96%|█████████▌| 91/95 [02:25<00:06,  1.51s/it]
Epoch 9/20 - Validation:  97%|█████████▋| 92/95 [02:26<00:04,  1.49s/it]
Epoch 9/20 - Validation:  98%|█████████▊| 93/95 [02:28<00:02,  1.48s/it]
Epoch 9/20 - Validation:  99%|█████████▉| 94/95 [02:29<00:01,  1.48s/it]
Epoch 9/20 - Validation: 100%|██████████| 95/95 [02:30<00:00,  1.21s/it]
Epoch 9/20 - Validation: 100%|██████████| 95/95 [02:30<00:00,  1.58s/it]
+
Epoch 10/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 10/20 - Training:   0%|          | 1/870 [00:05<1:17:32,  5.35s/it]
Epoch 10/20 - Training:   0%|          | 3/870 [00:05<23:13,  1.61s/it]  
Epoch 10/20 - Training:   1%|          | 5/870 [00:06<11:56,  1.21it/s]
Epoch 10/20 - Training:   1%|          | 7/870 [00:06<07:22,  1.95it/s]
Epoch 10/20 - Training:   1%|          | 9/870 [00:06<05:00,  2.86it/s]
Epoch 10/20 - Training:   1%|▏         | 11/870 [00:10<13:48,  1.04it/s]
Epoch 10/20 - Training:   1%|▏         | 13/870 [00:10<09:33,  1.49it/s]
Epoch 10/20 - Training:   2%|▏         | 15/870 [00:10<06:51,  2.08it/s]
Epoch 10/20 - Training:   2%|▏         | 17/870 [00:11<05:03,  2.81it/s]
Epoch 10/20 - Training:   2%|▏         | 19/870 [00:11<03:51,  3.68it/s]
Epoch 10/20 - Training:   2%|▏         | 21/870 [00:14<10:10,  1.39it/s]
Epoch 10/20 - Training:   3%|▎         | 23/870 [00:14<07:24,  1.91it/s]
Epoch 10/20 - Training:   3%|▎         | 25/870 [00:15<05:30,  2.56it/s]
Epoch 10/20 - Training:   3%|▎         | 27/870 [00:15<04:10,  3.37it/s]
Epoch 10/20 - Training:   3%|▎         | 29/870 [00:15<03:13,  4.34it/s]
Epoch 10/20 - Training:   4%|▎         | 31/870 [00:18<09:28,  1.48it/s]
Epoch 10/20 - Training:   4%|▍         | 33/870 [00:19<06:59,  1.99it/s]
Epoch 10/20 - Training:   4%|▍         | 35/870 [00:19<05:13,  2.67it/s]
Epoch 10/20 - Training:   4%|▍         | 37/870 [00:19<03:58,  3.49it/s]
Epoch 10/20 - Training:   4%|▍         | 39/870 [00:19<03:05,  4.48it/s]
Epoch 10/20 - Training:   5%|▍         | 41/870 [00:22<09:19,  1.48it/s]
Epoch 10/20 - Training:   5%|▍         | 43/870 [00:23<06:55,  1.99it/s]
Epoch 10/20 - Training:   5%|▌         | 45/870 [00:23<05:10,  2.65it/s]
Epoch 10/20 - Training:   5%|▌         | 47/870 [00:23<03:57,  3.46it/s]
Epoch 10/20 - Training:   6%|▌         | 49/870 [00:23<03:05,  4.42it/s]
Epoch 10/20 - Training:   6%|▌         | 51/870 [00:26<08:56,  1.53it/s]
Epoch 10/20 - Training:   6%|▌         | 53/870 [00:27<06:35,  2.07it/s]
Epoch 10/20 - Training:   6%|▋         | 55/870 [00:27<04:57,  2.74it/s]
Epoch 10/20 - Training:   7%|▋         | 57/870 [00:27<03:47,  3.57it/s]
Epoch 10/20 - Training:   7%|▋         | 59/870 [00:27<02:58,  4.55it/s]
Epoch 10/20 - Training:   7%|▋         | 61/870 [00:30<08:28,  1.59it/s]
Epoch 10/20 - Training:   7%|▋         | 63/870 [00:31<06:17,  2.14it/s]
Epoch 10/20 - Training:   7%|▋         | 65/870 [00:31<04:43,  2.84it/s]
Epoch 10/20 - Training:   8%|▊         | 67/870 [00:31<03:38,  3.68it/s]
Epoch 10/20 - Training:   8%|▊         | 69/870 [00:31<02:51,  4.67it/s]
Epoch 10/20 - Training:   8%|▊         | 71/870 [00:34<08:28,  1.57it/s]
Epoch 10/20 - Training:   8%|▊         | 73/870 [00:34<06:24,  2.07it/s]
Epoch 10/20 - Training:   9%|▊         | 74/870 [00:35<05:33,  2.39it/s]
Epoch 10/20 - Training:   9%|▊         | 75/870 [00:35<04:42,  2.82it/s]
Epoch 10/20 - Training:   9%|▊         | 76/870 [00:35<03:58,  3.33it/s]
Epoch 10/20 - Training:   9%|▉         | 78/870 [00:35<02:53,  4.55it/s]
Epoch 10/20 - Training:   9%|▉         | 80/870 [00:35<02:18,  5.69it/s]
Epoch 10/20 - Training:   9%|▉         | 81/870 [00:38<08:48,  1.49it/s]
Epoch 10/20 - Training:  10%|▉         | 83/870 [00:38<06:22,  2.06it/s]
Epoch 10/20 - Training:  10%|▉         | 85/870 [00:38<04:30,  2.90it/s]
Epoch 10/20 - Training:  10%|█         | 87/870 [00:38<03:20,  3.90it/s]
Epoch 10/20 - Training:  10%|█         | 89/870 [00:39<02:34,  5.06it/s]
Epoch 10/20 - Training:  10%|█         | 91/870 [00:42<08:08,  1.59it/s]
Epoch 10/20 - Training:  11%|█         | 93/870 [00:42<06:08,  2.11it/s]
Epoch 10/20 - Training:  11%|█         | 95/870 [00:42<04:33,  2.83it/s]
Epoch 10/20 - Training:  11%|█         | 97/870 [00:42<03:30,  3.67it/s]
Epoch 10/20 - Training:  11%|█▏        | 99/870 [00:43<02:46,  4.62it/s]
Epoch 10/20 - Training:  12%|█▏        | 101/870 [00:46<07:48,  1.64it/s]
Epoch 10/20 - Training:  12%|█▏        | 103/870 [00:46<05:50,  2.19it/s]
Epoch 10/20 - Training:  12%|█▏        | 105/870 [00:46<04:21,  2.92it/s]
Epoch 10/20 - Training:  12%|█▏        | 107/870 [00:46<03:19,  3.82it/s]
Epoch 10/20 - Training:  13%|█▎        | 109/870 [00:46<02:36,  4.86it/s]
Epoch 10/20 - Training:  13%|█▎        | 111/870 [00:49<08:00,  1.58it/s]
Epoch 10/20 - Training:  13%|█▎        | 113/870 [00:50<05:54,  2.13it/s]
Epoch 10/20 - Training:  13%|█▎        | 115/870 [00:50<04:26,  2.83it/s]
Epoch 10/20 - Training:  13%|█▎        | 117/870 [00:50<03:23,  3.69it/s]
Epoch 10/20 - Training:  14%|█▎        | 119/870 [00:50<02:39,  4.71it/s]
Epoch 10/20 - Training:  14%|█▍        | 121/870 [00:53<07:40,  1.63it/s]
Epoch 10/20 - Training:  14%|█▍        | 123/870 [00:53<05:38,  2.21it/s]
Epoch 10/20 - Training:  14%|█▍        | 125/870 [00:54<04:14,  2.93it/s]
Epoch 10/20 - Training:  15%|█▍        | 127/870 [00:54<03:14,  3.81it/s]
Epoch 10/20 - Training:  15%|█▍        | 129/870 [00:54<02:32,  4.85it/s]
Epoch 10/20 - Training:  15%|█▌        | 131/870 [00:57<07:26,  1.65it/s]
Epoch 10/20 - Training:  15%|█▌        | 133/870 [00:57<05:30,  2.23it/s]
Epoch 10/20 - Training:  16%|█▌        | 135/870 [00:57<04:09,  2.94it/s]
Epoch 10/20 - Training:  16%|█▌        | 137/870 [00:57<03:14,  3.77it/s]
Epoch 10/20 - Training:  16%|█▌        | 139/870 [00:58<02:37,  4.63it/s]
Epoch 10/20 - Training:  16%|█▌        | 141/870 [01:01<07:29,  1.62it/s]
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Epoch 10/20 - Training:  17%|█▋        | 145/870 [01:01<04:10,  2.89it/s]
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Epoch 10/20 - Training:  73%|███████▎  | 633/870 [04:01<01:50,  2.14it/s]
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Epoch 10/20 - Training:  74%|███████▎  | 640/870 [04:02<00:35,  6.40it/s]
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Epoch 10/20 - Training:  76%|███████▌  | 660/870 [04:08<00:30,  6.85it/s]
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Epoch 10/20 - Training:  77%|███████▋  | 668/870 [04:11<00:32,  6.15it/s]
Epoch 10/20 - Training:  77%|███████▋  | 670/870 [04:11<00:27,  7.32it/s]
Epoch 10/20 - Training:  77%|███████▋  | 671/870 [04:13<01:36,  2.07it/s]
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Epoch 10/20 - Training:  78%|███████▊  | 679/870 [04:13<00:30,  6.22it/s]
Epoch 10/20 - Training:  78%|███████▊  | 681/870 [04:16<01:28,  2.14it/s]
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Epoch 10/20 - Training:  79%|███████▉  | 691/870 [04:19<01:59,  1.50it/s]
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Epoch 10/20 - Training:  82%|████████▏ | 710/870 [04:24<00:37,  4.28it/s]
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Epoch 10/20 - Training:  94%|█████████▍| 819/870 [05:02<00:13,  3.88it/s]
Epoch 10/20 - Training:  94%|█████████▍| 821/870 [05:03<00:15,  3.17it/s]
Epoch 10/20 - Training:  94%|█████████▍| 822/870 [05:04<00:25,  1.90it/s]
Epoch 10/20 - Training:  95%|█████████▍| 824/870 [05:04<00:17,  2.68it/s]
Epoch 10/20 - Training:  95%|█████████▍| 826/870 [05:05<00:16,  2.70it/s]
Epoch 10/20 - Training:  95%|█████████▌| 827/870 [05:06<00:17,  2.48it/s]
Epoch 10/20 - Training:  95%|█████████▌| 828/870 [05:06<00:14,  2.95it/s]
Epoch 10/20 - Training:  95%|█████████▌| 829/870 [05:06<00:11,  3.53it/s]
Epoch 10/20 - Training:  96%|█████████▌| 831/870 [05:07<00:12,  3.22it/s]
Epoch 10/20 - Training:  96%|█████████▌| 832/870 [05:08<00:20,  1.89it/s]
Epoch 10/20 - Training:  96%|█████████▌| 834/870 [05:08<00:12,  2.80it/s]
Epoch 10/20 - Training:  96%|█████████▌| 836/870 [05:09<00:11,  2.89it/s]
Epoch 10/20 - Training:  96%|█████████▌| 837/870 [05:09<00:12,  2.58it/s]
Epoch 10/20 - Training:  96%|█████████▋| 839/870 [05:09<00:08,  3.59it/s]
Epoch 10/20 - Training:  97%|█████████▋| 841/870 [05:10<00:09,  3.03it/s]
Epoch 10/20 - Training:  97%|█████████▋| 842/870 [05:12<00:16,  1.73it/s]
Epoch 10/20 - Training:  97%|█████████▋| 844/870 [05:12<00:10,  2.50it/s]
Epoch 10/20 - Training:  97%|█████████▋| 846/870 [05:13<00:08,  2.80it/s]
Epoch 10/20 - Training:  97%|█████████▋| 847/870 [05:13<00:08,  2.64it/s]
Epoch 10/20 - Training:  97%|█████████▋| 848/870 [05:13<00:07,  3.13it/s]
Epoch 10/20 - Training:  98%|█████████▊| 850/870 [05:13<00:04,  4.24it/s]
Epoch 10/20 - Training:  98%|█████████▊| 851/870 [05:14<00:05,  3.42it/s]
Epoch 10/20 - Training:  98%|█████████▊| 852/870 [05:15<00:10,  1.66it/s]
Epoch 10/20 - Training:  98%|█████████▊| 854/870 [05:16<00:06,  2.54it/s]
Epoch 10/20 - Training:  98%|█████████▊| 856/870 [05:16<00:04,  3.20it/s]
Epoch 10/20 - Training:  99%|█████████▊| 857/870 [05:16<00:03,  3.26it/s]
Epoch 10/20 - Training:  99%|█████████▊| 859/870 [05:16<00:02,  4.44it/s]
Epoch 10/20 - Training:  99%|█████████▉| 861/870 [05:17<00:01,  5.30it/s]
Epoch 10/20 - Training:  99%|█████████▉| 862/870 [05:17<00:02,  3.35it/s]
Epoch 10/20 - Training:  99%|█████████▉| 864/870 [05:18<00:01,  4.48it/s]
Epoch 10/20 - Training: 100%|█████████▉| 866/870 [05:18<00:00,  5.04it/s]
Epoch 10/20 - Training: 100%|█████████▉| 867/870 [05:18<00:00,  5.03it/s]
Epoch 10/20 - Training: 100%|█████████▉| 869/870 [05:18<00:00,  6.45it/s]
Epoch 10/20 - Training: 100%|██████████| 870/870 [05:18<00:00,  2.73it/s]
+
Epoch 10/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 10/20 - Validation:   1%|          | 1/95 [00:02<03:41,  2.36s/it]
Epoch 10/20 - Validation:   2%|▏         | 2/95 [00:04<03:36,  2.32s/it]
Epoch 10/20 - Validation:   3%|▎         | 3/95 [00:06<03:32,  2.31s/it]
Epoch 10/20 - Validation:   4%|▍         | 4/95 [00:09<03:28,  2.29s/it]
Epoch 10/20 - Validation:   5%|▌         | 5/95 [00:11<03:09,  2.11s/it]
Epoch 10/20 - Validation:   6%|▋         | 6/95 [00:12<02:53,  1.95s/it]
Epoch 10/20 - Validation:   7%|▋         | 7/95 [00:14<02:41,  1.83s/it]
Epoch 10/20 - Validation:   8%|▊         | 8/95 [00:15<02:33,  1.77s/it]
Epoch 10/20 - Validation:   9%|▉         | 9/95 [00:17<02:30,  1.75s/it]
Epoch 10/20 - Validation:  11%|█         | 10/95 [00:19<02:35,  1.82s/it]
Epoch 10/20 - Validation:  12%|█▏        | 11/95 [00:22<02:53,  2.07s/it]
Epoch 10/20 - Validation:  13%|█▎        | 12/95 [00:25<03:11,  2.30s/it]
Epoch 10/20 - Validation:  14%|█▎        | 13/95 [00:27<03:20,  2.45s/it]
Epoch 10/20 - Validation:  15%|█▍        | 14/95 [00:30<03:16,  2.42s/it]
Epoch 10/20 - Validation:  16%|█▌        | 15/95 [00:32<02:59,  2.24s/it]
Epoch 10/20 - Validation:  17%|█▋        | 16/95 [00:33<02:41,  2.04s/it]
Epoch 10/20 - Validation:  18%|█▊        | 17/95 [00:35<02:27,  1.89s/it]
Epoch 10/20 - Validation:  19%|█▉        | 18/95 [00:36<02:18,  1.80s/it]
Epoch 10/20 - Validation:  20%|██        | 19/95 [00:38<02:11,  1.73s/it]
Epoch 10/20 - Validation:  21%|██        | 20/95 [00:39<02:04,  1.66s/it]
Epoch 10/20 - Validation:  22%|██▏       | 21/95 [00:41<02:00,  1.62s/it]
Epoch 10/20 - Validation:  23%|██▎       | 22/95 [00:42<01:56,  1.60s/it]
Epoch 10/20 - Validation:  24%|██▍       | 23/95 [00:44<01:52,  1.57s/it]
Epoch 10/20 - Validation:  25%|██▌       | 24/95 [00:45<01:51,  1.56s/it]
Epoch 10/20 - Validation:  26%|██▋       | 25/95 [00:47<01:49,  1.56s/it]
Epoch 10/20 - Validation:  27%|██▋       | 26/95 [00:49<01:51,  1.61s/it]
Epoch 10/20 - Validation:  28%|██▊       | 27/95 [00:50<01:48,  1.60s/it]
Epoch 10/20 - Validation:  29%|██▉       | 28/95 [00:52<01:51,  1.66s/it]
Epoch 10/20 - Validation:  31%|███       | 29/95 [00:54<01:50,  1.67s/it]
Epoch 10/20 - Validation:  32%|███▏      | 30/95 [00:55<01:46,  1.64s/it]
Epoch 10/20 - Validation:  33%|███▎      | 31/95 [00:57<01:43,  1.61s/it]
Epoch 10/20 - Validation:  34%|███▎      | 32/95 [00:58<01:41,  1.61s/it]
Epoch 10/20 - Validation:  35%|███▍      | 33/95 [01:00<01:38,  1.58s/it]
Epoch 10/20 - Validation:  36%|███▌      | 34/95 [01:01<01:34,  1.54s/it]
Epoch 10/20 - Validation:  37%|███▋      | 35/95 [01:03<01:30,  1.52s/it]
Epoch 10/20 - Validation:  38%|███▊      | 36/95 [01:04<01:29,  1.52s/it]
Epoch 10/20 - Validation:  39%|███▉      | 37/95 [01:06<01:27,  1.52s/it]
Epoch 10/20 - Validation:  40%|████      | 38/95 [01:07<01:25,  1.50s/it]
Epoch 10/20 - Validation:  41%|████      | 39/95 [01:09<01:22,  1.47s/it]
Epoch 10/20 - Validation:  42%|████▏     | 40/95 [01:10<01:21,  1.49s/it]
Epoch 10/20 - Validation:  43%|████▎     | 41/95 [01:12<01:19,  1.48s/it]
Epoch 10/20 - Validation:  44%|████▍     | 42/95 [01:13<01:18,  1.47s/it]
Epoch 10/20 - Validation:  45%|████▌     | 43/95 [01:15<01:18,  1.52s/it]
Epoch 10/20 - Validation:  46%|████▋     | 44/95 [01:16<01:18,  1.54s/it]
Epoch 10/20 - Validation:  47%|████▋     | 45/95 [01:18<01:20,  1.62s/it]
Epoch 10/20 - Validation:  48%|████▊     | 46/95 [01:20<01:21,  1.67s/it]
Epoch 10/20 - Validation:  49%|████▉     | 47/95 [01:22<01:20,  1.67s/it]
Epoch 10/20 - Validation:  51%|█████     | 48/95 [01:23<01:17,  1.65s/it]
Epoch 10/20 - Validation:  52%|█████▏    | 49/95 [01:25<01:16,  1.66s/it]
Epoch 10/20 - Validation:  53%|█████▎    | 50/95 [01:27<01:14,  1.65s/it]
Epoch 10/20 - Validation:  54%|█████▎    | 51/95 [01:28<01:11,  1.63s/it]
Epoch 10/20 - Validation:  55%|█████▍    | 52/95 [01:30<01:08,  1.60s/it]
Epoch 10/20 - Validation:  56%|█████▌    | 53/95 [01:31<01:06,  1.57s/it]
Epoch 10/20 - Validation:  57%|█████▋    | 54/95 [01:33<01:03,  1.55s/it]
Epoch 10/20 - Validation:  58%|█████▊    | 55/95 [01:34<01:00,  1.52s/it]
Epoch 10/20 - Validation:  59%|█████▉    | 56/95 [01:36<00:59,  1.52s/it]
Epoch 10/20 - Validation:  60%|██████    | 57/95 [01:37<00:56,  1.50s/it]
Epoch 10/20 - Validation:  61%|██████    | 58/95 [01:39<00:54,  1.49s/it]
Epoch 10/20 - Validation:  62%|██████▏   | 59/95 [01:40<00:53,  1.49s/it]
Epoch 10/20 - Validation:  63%|██████▎   | 60/95 [01:42<00:52,  1.49s/it]
Epoch 10/20 - Validation:  64%|██████▍   | 61/95 [01:43<00:51,  1.52s/it]
Epoch 10/20 - Validation:  65%|██████▌   | 62/95 [01:45<00:49,  1.50s/it]
Epoch 10/20 - Validation:  66%|██████▋   | 63/95 [01:46<00:48,  1.50s/it]
Epoch 10/20 - Validation:  67%|██████▋   | 64/95 [01:48<00:46,  1.49s/it]
Epoch 10/20 - Validation:  68%|██████▊   | 65/95 [01:49<00:44,  1.47s/it]
Epoch 10/20 - Validation:  69%|██████▉   | 66/95 [01:51<00:42,  1.48s/it]
Epoch 10/20 - Validation:  71%|███████   | 67/95 [01:52<00:41,  1.48s/it]
Epoch 10/20 - Validation:  72%|███████▏  | 68/95 [01:53<00:39,  1.47s/it]
Epoch 10/20 - Validation:  73%|███████▎  | 69/95 [01:55<00:37,  1.46s/it]
Epoch 10/20 - Validation:  74%|███████▎  | 70/95 [01:56<00:36,  1.45s/it]
Epoch 10/20 - Validation:  75%|███████▍  | 71/95 [01:58<00:38,  1.62s/it]
Epoch 10/20 - Validation:  76%|███████▌  | 72/95 [02:00<00:40,  1.76s/it]
Epoch 10/20 - Validation:  77%|███████▋  | 73/95 [02:02<00:38,  1.74s/it]
Epoch 10/20 - Validation:  78%|███████▊  | 74/95 [02:04<00:35,  1.68s/it]
Epoch 10/20 - Validation:  79%|███████▉  | 75/95 [02:05<00:31,  1.59s/it]
Epoch 10/20 - Validation:  80%|████████  | 76/95 [02:06<00:28,  1.49s/it]
Epoch 10/20 - Validation:  81%|████████  | 77/95 [02:08<00:26,  1.44s/it]
Epoch 10/20 - Validation:  82%|████████▏ | 78/95 [02:09<00:24,  1.47s/it]
Epoch 10/20 - Validation:  83%|████████▎ | 79/95 [02:11<00:23,  1.47s/it]
Epoch 10/20 - Validation:  84%|████████▍ | 80/95 [02:12<00:22,  1.49s/it]
Epoch 10/20 - Validation:  85%|████████▌ | 81/95 [02:14<00:20,  1.48s/it]
Epoch 10/20 - Validation:  86%|████████▋ | 82/95 [02:15<00:19,  1.49s/it]
Epoch 10/20 - Validation:  87%|████████▋ | 83/95 [02:17<00:17,  1.50s/it]
Epoch 10/20 - Validation:  88%|████████▊ | 84/95 [02:18<00:16,  1.49s/it]
Epoch 10/20 - Validation:  89%|████████▉ | 85/95 [02:20<00:14,  1.48s/it]
Epoch 10/20 - Validation:  91%|█████████ | 86/95 [02:21<00:13,  1.47s/it]
Epoch 10/20 - Validation:  92%|█████████▏| 87/95 [02:23<00:11,  1.48s/it]
Epoch 10/20 - Validation:  93%|█████████▎| 88/95 [02:24<00:10,  1.48s/it]
Epoch 10/20 - Validation:  94%|█████████▎| 89/95 [02:26<00:08,  1.48s/it]
Epoch 10/20 - Validation:  95%|█████████▍| 90/95 [02:27<00:07,  1.48s/it]
Epoch 10/20 - Validation:  96%|█████████▌| 91/95 [02:28<00:05,  1.47s/it]
Epoch 10/20 - Validation:  97%|█████████▋| 92/95 [02:30<00:04,  1.46s/it]
Epoch 10/20 - Validation:  98%|█████████▊| 93/95 [02:31<00:02,  1.46s/it]
Epoch 10/20 - Validation:  99%|█████████▉| 94/95 [02:33<00:01,  1.46s/it]
Epoch 10/20 - Validation: 100%|██████████| 95/95 [02:33<00:00,  1.19s/it]
Epoch 10/20 - Validation: 100%|██████████| 95/95 [02:33<00:00,  1.62s/it]
+
Epoch 11/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 11/20 - Training:   0%|          | 1/870 [00:04<1:10:39,  4.88s/it]
Epoch 11/20 - Training:   0%|          | 2/870 [00:04<30:01,  2.08s/it]  
Epoch 11/20 - Training:   0%|          | 3/870 [00:05<21:32,  1.49s/it]
Epoch 11/20 - Training:   1%|          | 5/870 [00:05<10:00,  1.44it/s]
Epoch 11/20 - Training:   1%|          | 7/870 [00:06<06:08,  2.34it/s]
Epoch 11/20 - Training:   1%|          | 9/870 [00:06<04:14,  3.38it/s]
Epoch 11/20 - Training:   1%|▏         | 11/870 [00:09<12:06,  1.18it/s]
Epoch 11/20 - Training:   1%|▏         | 13/870 [00:10<08:25,  1.70it/s]
Epoch 11/20 - Training:   2%|▏         | 14/870 [00:10<08:30,  1.68it/s]
Epoch 11/20 - Training:   2%|▏         | 16/870 [00:10<05:49,  2.45it/s]
Epoch 11/20 - Training:   2%|▏         | 18/870 [00:11<04:15,  3.34it/s]
Epoch 11/20 - Training:   2%|▏         | 20/870 [00:11<03:11,  4.43it/s]
Epoch 11/20 - Training:   3%|▎         | 22/870 [00:13<07:59,  1.77it/s]
Epoch 11/20 - Training:   3%|▎         | 24/870 [00:14<07:04,  1.99it/s]
Epoch 11/20 - Training:   3%|▎         | 26/870 [00:14<05:12,  2.70it/s]
Epoch 11/20 - Training:   3%|▎         | 28/870 [00:14<03:58,  3.53it/s]
Epoch 11/20 - Training:   3%|▎         | 30/870 [00:15<03:04,  4.57it/s]
Epoch 11/20 - Training:   4%|▎         | 32/870 [00:17<07:55,  1.76it/s]
Epoch 11/20 - Training:   4%|▍         | 34/870 [00:18<07:02,  1.98it/s]
Epoch 11/20 - Training:   4%|▍         | 36/870 [00:18<05:13,  2.66it/s]
Epoch 11/20 - Training:   4%|▍         | 38/870 [00:18<04:01,  3.45it/s]
Epoch 11/20 - Training:   5%|▍         | 40/870 [00:18<03:08,  4.41it/s]
Epoch 11/20 - Training:   5%|▍         | 42/870 [00:21<07:57,  1.73it/s]
Epoch 11/20 - Training:   5%|▌         | 44/870 [00:22<06:52,  2.00it/s]
Epoch 11/20 - Training:   5%|▌         | 46/870 [00:22<05:08,  2.67it/s]
Epoch 11/20 - Training:   6%|▌         | 48/870 [00:22<03:57,  3.46it/s]
Epoch 11/20 - Training:   6%|▌         | 50/870 [00:22<03:05,  4.42it/s]
Epoch 11/20 - Training:   6%|▌         | 51/870 [00:25<09:06,  1.50it/s]
Epoch 11/20 - Training:   6%|▌         | 52/870 [00:25<07:32,  1.81it/s]
Epoch 11/20 - Training:   6%|▌         | 54/870 [00:26<06:29,  2.09it/s]
Epoch 11/20 - Training:   6%|▋         | 56/870 [00:26<04:41,  2.89it/s]
Epoch 11/20 - Training:   7%|▋         | 58/870 [00:26<03:32,  3.83it/s]
Epoch 11/20 - Training:   7%|▋         | 60/870 [00:26<02:48,  4.81it/s]
Epoch 11/20 - Training:   7%|▋         | 61/870 [00:29<08:51,  1.52it/s]
Epoch 11/20 - Training:   7%|▋         | 62/870 [00:29<07:22,  1.83it/s]
Epoch 11/20 - Training:   7%|▋         | 64/870 [00:30<06:18,  2.13it/s]
Epoch 11/20 - Training:   8%|▊         | 66/870 [00:30<04:29,  2.99it/s]
Epoch 11/20 - Training:   8%|▊         | 68/870 [00:30<03:22,  3.97it/s]
Epoch 11/20 - Training:   8%|▊         | 70/870 [00:30<02:38,  5.06it/s]
Epoch 11/20 - Training:   8%|▊         | 71/870 [00:33<08:25,  1.58it/s]
Epoch 11/20 - Training:   8%|▊         | 72/870 [00:33<07:10,  1.85it/s]
Epoch 11/20 - Training:   9%|▊         | 74/870 [00:34<06:15,  2.12it/s]
Epoch 11/20 - Training:   9%|▊         | 76/870 [00:34<04:29,  2.94it/s]
Epoch 11/20 - Training:   9%|▉         | 78/870 [00:34<03:22,  3.90it/s]
Epoch 11/20 - Training:   9%|▉         | 80/870 [00:34<02:37,  5.00it/s]
Epoch 11/20 - Training:   9%|▉         | 81/870 [00:37<08:11,  1.60it/s]
Epoch 11/20 - Training:   9%|▉         | 82/870 [00:37<07:03,  1.86it/s]
Epoch 11/20 - Training:  10%|▉         | 84/870 [00:38<06:15,  2.09it/s]
Epoch 11/20 - Training:  10%|▉         | 86/870 [00:38<04:25,  2.95it/s]
Epoch 11/20 - Training:  10%|█         | 88/870 [00:38<03:18,  3.94it/s]
Epoch 11/20 - Training:  10%|█         | 90/870 [00:38<02:34,  5.03it/s]
Epoch 11/20 - Training:  10%|█         | 91/870 [00:41<07:56,  1.64it/s]
Epoch 11/20 - Training:  11%|█         | 92/870 [00:41<06:45,  1.92it/s]
Epoch 11/20 - Training:  11%|█         | 94/870 [00:42<06:16,  2.06it/s]
Epoch 11/20 - Training:  11%|█         | 96/870 [00:42<04:26,  2.90it/s]
Epoch 11/20 - Training:  11%|█▏        | 98/870 [00:42<03:18,  3.88it/s]
Epoch 11/20 - Training:  11%|█▏        | 100/870 [00:42<02:34,  4.98it/s]
Epoch 11/20 - Training:  12%|█▏        | 101/870 [00:45<07:37,  1.68it/s]
Epoch 11/20 - Training:  12%|█▏        | 102/870 [00:45<06:44,  1.90it/s]
Epoch 11/20 - Training:  12%|█▏        | 104/870 [00:46<06:03,  2.11it/s]
Epoch 11/20 - Training:  12%|█▏        | 106/870 [00:46<04:17,  2.96it/s]
Epoch 11/20 - Training:  12%|█▏        | 107/870 [00:46<03:42,  3.42it/s]
Epoch 11/20 - Training:  13%|█▎        | 109/870 [00:46<02:43,  4.66it/s]
Epoch 11/20 - Training:  13%|█▎        | 111/870 [00:48<06:38,  1.90it/s]
Epoch 11/20 - Training:  13%|█▎        | 112/870 [00:49<06:09,  2.05it/s]
Epoch 11/20 - Training:  13%|█▎        | 114/870 [00:50<05:59,  2.10it/s]
Epoch 11/20 - Training:  13%|█▎        | 116/870 [00:50<04:23,  2.87it/s]
Epoch 11/20 - Training:  14%|█▎        | 118/870 [00:50<03:19,  3.78it/s]
Epoch 11/20 - Training:  14%|█▍        | 120/870 [00:50<02:36,  4.80it/s]
Epoch 11/20 - Training:  14%|█▍        | 121/870 [00:52<06:41,  1.87it/s]
Epoch 11/20 - Training:  14%|█▍        | 122/870 [00:53<06:26,  1.93it/s]
Epoch 11/20 - Training:  14%|█▍        | 123/870 [00:53<05:15,  2.37it/s]
Epoch 11/20 - Training:  14%|█▍        | 124/870 [00:53<06:16,  1.98it/s]
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Epoch 11/20 - Training:  63%|██████▎   | 544/870 [03:31<03:13,  1.68it/s]
Epoch 11/20 - Training:  63%|██████▎   | 546/870 [03:32<02:19,  2.33it/s]
Epoch 11/20 - Training:  63%|██████▎   | 548/870 [03:32<01:43,  3.13it/s]
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Epoch 11/20 - Training:  63%|██████▎   | 552/870 [03:32<01:03,  4.99it/s]
Epoch 11/20 - Training:  64%|██████▎   | 554/870 [03:35<03:09,  1.66it/s]
Epoch 11/20 - Training:  64%|██████▍   | 556/870 [03:35<02:19,  2.26it/s]
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Epoch 11/20 - Training:  64%|██████▍   | 560/870 [03:36<01:21,  3.81it/s]
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Epoch 11/20 - Training:  65%|██████▍   | 564/870 [03:39<02:47,  1.82it/s]
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Epoch 11/20 - Training:  65%|██████▌   | 567/870 [03:39<01:47,  2.81it/s]
Epoch 11/20 - Training:  65%|██████▌   | 568/870 [03:39<01:32,  3.25it/s]
Epoch 11/20 - Training:  66%|██████▌   | 570/870 [03:39<01:08,  4.38it/s]
Epoch 11/20 - Training:  66%|██████▌   | 572/870 [03:39<00:53,  5.61it/s]
Epoch 11/20 - Training:  66%|██████▌   | 574/870 [03:42<02:51,  1.73it/s]
Epoch 11/20 - Training:  66%|██████▌   | 576/870 [03:42<02:03,  2.38it/s]
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Epoch 11/20 - Training:  67%|██████▋   | 580/870 [03:43<01:10,  4.11it/s]
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Epoch 11/20 - Training:  67%|██████▋   | 584/870 [03:45<02:31,  1.89it/s]
Epoch 11/20 - Training:  67%|██████▋   | 586/870 [03:45<01:51,  2.54it/s]
Epoch 11/20 - Training:  67%|██████▋   | 587/870 [03:46<01:36,  2.93it/s]
Epoch 11/20 - Training:  68%|██████▊   | 589/870 [03:46<01:13,  3.80it/s]
Epoch 11/20 - Training:  68%|██████▊   | 590/870 [03:46<01:06,  4.18it/s]
Epoch 11/20 - Training:  68%|██████▊   | 591/870 [03:46<00:59,  4.71it/s]
Epoch 11/20 - Training:  68%|██████▊   | 593/870 [03:46<00:45,  6.05it/s]
Epoch 11/20 - Training:  68%|██████▊   | 594/870 [03:49<03:12,  1.43it/s]
Epoch 11/20 - Training:  69%|██████▊   | 596/870 [03:49<02:07,  2.15it/s]
Epoch 11/20 - Training:  69%|██████▊   | 598/870 [03:49<01:31,  2.96it/s]
Epoch 11/20 - Training:  69%|██████▉   | 600/870 [03:49<01:08,  3.94it/s]
Epoch 11/20 - Training:  69%|██████▉   | 602/870 [03:50<00:53,  5.02it/s]
Epoch 11/20 - Training:  69%|██████▉   | 604/870 [03:52<02:23,  1.86it/s]
Epoch 11/20 - Training:  70%|██████▉   | 606/870 [03:52<01:44,  2.52it/s]
Epoch 11/20 - Training:  70%|██████▉   | 607/870 [03:52<01:30,  2.92it/s]
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Epoch 11/20 - Training:  70%|███████   | 611/870 [03:53<00:51,  5.02it/s]
Epoch 11/20 - Training:  70%|███████   | 613/870 [03:53<00:41,  6.21it/s]
Epoch 11/20 - Training:  71%|███████   | 615/870 [03:56<02:26,  1.75it/s]
Epoch 11/20 - Training:  71%|███████   | 617/870 [03:56<01:47,  2.35it/s]
Epoch 11/20 - Training:  71%|███████   | 619/870 [03:56<01:20,  3.11it/s]
Epoch 11/20 - Training:  71%|███████▏  | 621/870 [03:56<01:01,  4.05it/s]
Epoch 11/20 - Training:  72%|███████▏  | 623/870 [03:57<00:48,  5.05it/s]
Epoch 11/20 - Training:  72%|███████▏  | 625/870 [04:00<02:26,  1.67it/s]
Epoch 11/20 - Training:  72%|███████▏  | 627/870 [04:00<01:48,  2.25it/s]
Epoch 11/20 - Training:  72%|███████▏  | 629/870 [04:00<01:20,  2.99it/s]
Epoch 11/20 - Training:  73%|███████▎  | 631/870 [04:00<01:02,  3.82it/s]
Epoch 11/20 - Training:  73%|███████▎  | 633/870 [04:00<00:49,  4.80it/s]
Epoch 11/20 - Training:  73%|███████▎  | 635/870 [04:03<02:26,  1.60it/s]
Epoch 11/20 - Training:  73%|███████▎  | 637/870 [04:04<01:47,  2.17it/s]
Epoch 11/20 - Training:  73%|███████▎  | 639/870 [04:04<01:19,  2.89it/s]
Epoch 11/20 - Training:  74%|███████▎  | 641/870 [04:04<01:00,  3.76it/s]
Epoch 11/20 - Training:  74%|███████▍  | 643/870 [04:04<00:47,  4.75it/s]
Epoch 11/20 - Training:  74%|███████▍  | 645/870 [04:07<02:20,  1.60it/s]
Epoch 11/20 - Training:  74%|███████▍  | 647/870 [04:07<01:43,  2.15it/s]
Epoch 11/20 - Training:  75%|███████▍  | 649/870 [04:08<01:17,  2.86it/s]
Epoch 11/20 - Training:  75%|███████▍  | 651/870 [04:08<00:59,  3.69it/s]
Epoch 11/20 - Training:  75%|███████▌  | 653/870 [04:08<00:47,  4.59it/s]
Epoch 11/20 - Training:  75%|███████▌  | 655/870 [04:11<02:08,  1.67it/s]
Epoch 11/20 - Training:  76%|███████▌  | 657/870 [04:11<01:34,  2.26it/s]
Epoch 11/20 - Training:  76%|███████▌  | 659/870 [04:11<01:10,  3.00it/s]
Epoch 11/20 - Training:  76%|███████▌  | 661/870 [04:11<00:53,  3.90it/s]
Epoch 11/20 - Training:  76%|███████▌  | 663/870 [04:12<00:42,  4.87it/s]
Epoch 11/20 - Training:  76%|███████▋  | 665/870 [04:15<02:10,  1.57it/s]
Epoch 11/20 - Training:  77%|███████▋  | 667/870 [04:15<01:35,  2.13it/s]
Epoch 11/20 - Training:  77%|███████▋  | 669/870 [04:15<01:11,  2.81it/s]
Epoch 11/20 - Training:  77%|███████▋  | 670/870 [04:15<01:02,  3.22it/s]
Epoch 11/20 - Training:  77%|███████▋  | 672/870 [04:16<00:47,  4.19it/s]
Epoch 11/20 - Training:  77%|███████▋  | 674/870 [04:19<02:09,  1.51it/s]
Epoch 11/20 - Training:  78%|███████▊  | 676/870 [04:19<01:32,  2.09it/s]
Epoch 11/20 - Training:  78%|███████▊  | 678/870 [04:19<01:08,  2.82it/s]
Epoch 11/20 - Training:  78%|███████▊  | 680/870 [04:19<00:51,  3.65it/s]
Epoch 11/20 - Training:  78%|███████▊  | 682/870 [04:19<00:41,  4.58it/s]
Epoch 11/20 - Training:  79%|███████▊  | 684/870 [04:22<01:56,  1.60it/s]
Epoch 11/20 - Training:  79%|███████▉  | 686/870 [04:23<01:25,  2.16it/s]
Epoch 11/20 - Training:  79%|███████▉  | 688/870 [04:23<01:03,  2.87it/s]
Epoch 11/20 - Training:  79%|███████▉  | 690/870 [04:23<00:48,  3.70it/s]
Epoch 11/20 - Training:  80%|███████▉  | 692/870 [04:23<00:38,  4.63it/s]
Epoch 11/20 - Training:  80%|███████▉  | 694/870 [04:26<01:49,  1.61it/s]
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Epoch 11/20 - Training:  80%|████████  | 700/870 [04:27<00:45,  3.76it/s]
Epoch 11/20 - Training:  81%|████████  | 702/870 [04:27<00:35,  4.74it/s]
Epoch 11/20 - Training:  81%|████████  | 704/870 [04:30<01:42,  1.61it/s]
Epoch 11/20 - Training:  81%|████████  | 706/870 [04:30<01:15,  2.19it/s]
Epoch 11/20 - Training:  81%|████████▏ | 708/870 [04:30<00:55,  2.91it/s]
Epoch 11/20 - Training:  82%|████████▏ | 710/870 [04:31<00:42,  3.77it/s]
Epoch 11/20 - Training:  82%|████████▏ | 712/870 [04:31<00:33,  4.74it/s]
Epoch 11/20 - Training:  82%|████████▏ | 714/870 [04:34<01:38,  1.58it/s]
Epoch 11/20 - Training:  82%|████████▏ | 716/870 [04:34<01:12,  2.13it/s]
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Epoch 11/20 - Training:  83%|████████▎ | 720/870 [04:34<00:40,  3.70it/s]
Epoch 11/20 - Training:  83%|████████▎ | 722/870 [04:35<00:31,  4.68it/s]
Epoch 11/20 - Training:  83%|████████▎ | 724/870 [04:38<01:31,  1.59it/s]
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Epoch 11/20 - Training:  84%|████████▍ | 730/870 [04:38<00:37,  3.72it/s]
Epoch 11/20 - Training:  84%|████████▍ | 732/870 [04:38<00:29,  4.71it/s]
Epoch 11/20 - Training:  84%|████████▍ | 734/870 [04:42<01:24,  1.62it/s]
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Epoch 11/20 - Training:  86%|████████▌ | 744/870 [04:45<01:17,  1.62it/s]
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Epoch 11/20 - Training:  86%|████████▌ | 750/870 [04:46<00:32,  3.71it/s]
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Epoch 11/20 - Training:  87%|████████▋ | 754/870 [04:49<01:09,  1.66it/s]
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Epoch 11/20 - Training:  87%|████████▋ | 760/870 [04:50<00:28,  3.83it/s]
Epoch 11/20 - Training:  88%|████████▊ | 762/870 [04:50<00:22,  4.80it/s]
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Epoch 11/20 - Training:  88%|████████▊ | 768/870 [04:53<00:35,  2.91it/s]
Epoch 11/20 - Training:  89%|████████▊ | 770/870 [04:53<00:26,  3.75it/s]
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Epoch 11/20 - Training:  89%|████████▉ | 774/870 [04:57<01:00,  1.58it/s]
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Epoch 11/20 - Training:  90%|████████▉ | 780/870 [04:57<00:24,  3.64it/s]
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Epoch 11/20 - Training:  90%|█████████ | 784/870 [05:01<00:54,  1.59it/s]
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Epoch 11/20 - Training:  91%|█████████▏| 796/870 [05:05<00:33,  2.21it/s]
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Epoch 11/20 - Training:  92%|█████████▏| 800/870 [05:05<00:18,  3.72it/s]
Epoch 11/20 - Training:  92%|█████████▏| 802/870 [05:05<00:14,  4.60it/s]
Epoch 11/20 - Training:  92%|█████████▏| 804/870 [05:08<00:38,  1.69it/s]
Epoch 11/20 - Training:  93%|█████████▎| 806/870 [05:08<00:28,  2.27it/s]
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Epoch 11/20 - Training:  94%|█████████▎| 814/870 [05:12<00:33,  1.66it/s]
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Epoch 11/20 - Training:  95%|█████████▍| 823/870 [05:13<00:08,  5.67it/s]
Epoch 11/20 - Training:  95%|█████████▍| 825/870 [05:15<00:24,  1.83it/s]
Epoch 11/20 - Training:  95%|█████████▌| 827/870 [05:16<00:17,  2.45it/s]
Epoch 11/20 - Training:  95%|█████████▌| 829/870 [05:16<00:12,  3.22it/s]
Epoch 11/20 - Training:  96%|█████████▌| 831/870 [05:16<00:09,  4.14it/s]
Epoch 11/20 - Training:  96%|█████████▌| 833/870 [05:16<00:07,  4.87it/s]
Epoch 11/20 - Training:  96%|█████████▌| 834/870 [05:19<00:23,  1.54it/s]
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Epoch 11/20 - Training:  97%|█████████▋| 841/870 [05:20<00:06,  4.59it/s]
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Epoch 11/20 - Training:  97%|█████████▋| 844/870 [05:23<00:16,  1.53it/s]
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Epoch 11/20 - Training:  98%|█████████▊| 854/870 [05:26<00:07,  2.04it/s]
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Epoch 11/20 - Training:  99%|█████████▉| 860/870 [05:26<00:02,  4.62it/s]
Epoch 11/20 - Training:  99%|█████████▉| 862/870 [05:26<00:01,  5.65it/s]
Epoch 11/20 - Training:  99%|█████████▉| 864/870 [05:27<00:01,  3.52it/s]
Epoch 11/20 - Training: 100%|█████████▉| 866/870 [05:27<00:00,  4.52it/s]
Epoch 11/20 - Training: 100%|█████████▉| 868/870 [05:28<00:00,  5.67it/s]
Epoch 11/20 - Training: 100%|██████████| 870/870 [05:28<00:00,  6.99it/s]
Epoch 11/20 - Training: 100%|██████████| 870/870 [05:28<00:00,  2.65it/s]
+
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Epoch 11/20 - Validation:   1%|          | 1/95 [00:02<03:41,  2.36s/it]
Epoch 11/20 - Validation:   2%|▏         | 2/95 [00:04<03:37,  2.33s/it]
Epoch 11/20 - Validation:   3%|▎         | 3/95 [00:06<03:32,  2.31s/it]
Epoch 11/20 - Validation:   4%|▍         | 4/95 [00:09<03:24,  2.25s/it]
Epoch 11/20 - Validation:   5%|▌         | 5/95 [00:10<03:09,  2.10s/it]
Epoch 11/20 - Validation:   6%|▋         | 6/95 [00:12<02:51,  1.93s/it]
Epoch 11/20 - Validation:   7%|▋         | 7/95 [00:14<02:39,  1.81s/it]
Epoch 11/20 - Validation:   8%|▊         | 8/95 [00:15<02:31,  1.74s/it]
Epoch 11/20 - Validation:   9%|▉         | 9/95 [00:17<02:24,  1.68s/it]
Epoch 11/20 - Validation:  11%|█         | 10/95 [00:18<02:21,  1.67s/it]
Epoch 11/20 - Validation:  12%|█▏        | 11/95 [00:20<02:28,  1.77s/it]
Epoch 11/20 - Validation:  13%|█▎        | 12/95 [00:23<02:39,  1.92s/it]
Epoch 11/20 - Validation:  14%|█▎        | 13/95 [00:25<02:44,  2.01s/it]
Epoch 11/20 - Validation:  15%|█▍        | 14/95 [00:27<02:37,  1.94s/it]
Epoch 11/20 - Validation:  16%|█▌        | 15/95 [00:28<02:27,  1.84s/it]
Epoch 11/20 - Validation:  17%|█▋        | 16/95 [00:30<02:17,  1.74s/it]
Epoch 11/20 - Validation:  18%|█▊        | 17/95 [00:31<02:10,  1.68s/it]
Epoch 11/20 - Validation:  19%|█▉        | 18/95 [00:33<02:04,  1.62s/it]
Epoch 11/20 - Validation:  20%|██        | 19/95 [00:34<01:59,  1.58s/it]
Epoch 11/20 - Validation:  21%|██        | 20/95 [00:36<01:55,  1.55s/it]
Epoch 11/20 - Validation:  22%|██▏       | 21/95 [00:37<01:52,  1.52s/it]
Epoch 11/20 - Validation:  23%|██▎       | 22/95 [00:39<01:51,  1.53s/it]
Epoch 11/20 - Validation:  24%|██▍       | 23/95 [00:40<01:48,  1.51s/it]
Epoch 11/20 - Validation:  25%|██▌       | 24/95 [00:42<01:47,  1.52s/it]
Epoch 11/20 - Validation:  26%|██▋       | 25/95 [00:43<01:45,  1.51s/it]
Epoch 11/20 - Validation:  27%|██▋       | 26/95 [00:45<01:47,  1.56s/it]
Epoch 11/20 - Validation:  28%|██▊       | 27/95 [00:46<01:45,  1.55s/it]
Epoch 11/20 - Validation:  29%|██▉       | 28/95 [00:48<01:47,  1.61s/it]
Epoch 11/20 - Validation:  31%|███       | 29/95 [00:50<01:46,  1.61s/it]
Epoch 11/20 - Validation:  32%|███▏      | 30/95 [00:51<01:43,  1.59s/it]
Epoch 11/20 - Validation:  33%|███▎      | 31/95 [00:53<01:39,  1.56s/it]
Epoch 11/20 - Validation:  34%|███▎      | 32/95 [00:54<01:38,  1.56s/it]
Epoch 11/20 - Validation:  35%|███▍      | 33/95 [00:56<01:35,  1.54s/it]
Epoch 11/20 - Validation:  36%|███▌      | 34/95 [00:57<01:32,  1.51s/it]
Epoch 11/20 - Validation:  37%|███▋      | 35/95 [00:59<01:29,  1.49s/it]
Epoch 11/20 - Validation:  38%|███▊      | 36/95 [01:00<01:27,  1.49s/it]
Epoch 11/20 - Validation:  39%|███▉      | 37/95 [01:02<01:26,  1.49s/it]
Epoch 11/20 - Validation:  40%|████      | 38/95 [01:03<01:23,  1.47s/it]
Epoch 11/20 - Validation:  41%|████      | 39/95 [01:05<01:22,  1.46s/it]
Epoch 11/20 - Validation:  42%|████▏     | 40/95 [01:06<01:21,  1.48s/it]
Epoch 11/20 - Validation:  43%|████▎     | 41/95 [01:08<01:19,  1.48s/it]
Epoch 11/20 - Validation:  44%|████▍     | 42/95 [01:09<01:18,  1.48s/it]
Epoch 11/20 - Validation:  45%|████▌     | 43/95 [01:11<01:19,  1.53s/it]
Epoch 11/20 - Validation:  46%|████▋     | 44/95 [01:12<01:19,  1.55s/it]
Epoch 11/20 - Validation:  47%|████▋     | 45/95 [01:14<01:21,  1.64s/it]
Epoch 11/20 - Validation:  48%|████▊     | 46/95 [01:16<01:23,  1.70s/it]
Epoch 11/20 - Validation:  49%|████▉     | 47/95 [01:18<01:22,  1.72s/it]
Epoch 11/20 - Validation:  51%|█████     | 48/95 [01:19<01:19,  1.69s/it]
Epoch 11/20 - Validation:  52%|█████▏    | 49/95 [01:21<01:18,  1.70s/it]
Epoch 11/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:15,  1.69s/it]
Epoch 11/20 - Validation:  54%|█████▎    | 51/95 [01:24<01:12,  1.66s/it]
Epoch 11/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:10,  1.63s/it]
Epoch 11/20 - Validation:  56%|█████▌    | 53/95 [01:27<01:06,  1.59s/it]
Epoch 11/20 - Validation:  57%|█████▋    | 54/95 [01:29<01:04,  1.57s/it]
Epoch 11/20 - Validation:  58%|█████▊    | 55/95 [01:30<01:02,  1.55s/it]
Epoch 11/20 - Validation:  59%|█████▉    | 56/95 [01:32<01:00,  1.55s/it]
Epoch 11/20 - Validation:  60%|██████    | 57/95 [01:33<00:57,  1.52s/it]
Epoch 11/20 - Validation:  61%|██████    | 58/95 [01:35<00:56,  1.52s/it]
Epoch 11/20 - Validation:  62%|██████▏   | 59/95 [01:37<00:54,  1.52s/it]
Epoch 11/20 - Validation:  63%|██████▎   | 60/95 [01:38<00:53,  1.53s/it]
Epoch 11/20 - Validation:  64%|██████▍   | 61/95 [01:40<00:52,  1.56s/it]
Epoch 11/20 - Validation:  65%|██████▌   | 62/95 [01:41<00:50,  1.54s/it]
Epoch 11/20 - Validation:  66%|██████▋   | 63/95 [01:43<00:49,  1.53s/it]
Epoch 11/20 - Validation:  67%|██████▋   | 64/95 [01:44<00:46,  1.50s/it]
Epoch 11/20 - Validation:  68%|██████▊   | 65/95 [01:46<00:44,  1.48s/it]
Epoch 11/20 - Validation:  69%|██████▉   | 66/95 [01:47<00:43,  1.49s/it]
Epoch 11/20 - Validation:  71%|███████   | 67/95 [01:49<00:41,  1.48s/it]
Epoch 11/20 - Validation:  72%|███████▏  | 68/95 [01:50<00:39,  1.48s/it]
Epoch 11/20 - Validation:  73%|███████▎  | 69/95 [01:51<00:38,  1.46s/it]
Epoch 11/20 - Validation:  74%|███████▎  | 70/95 [01:53<00:36,  1.46s/it]
Epoch 11/20 - Validation:  75%|███████▍  | 71/95 [01:55<00:38,  1.62s/it]
Epoch 11/20 - Validation:  76%|███████▌  | 72/95 [01:57<00:40,  1.78s/it]
Epoch 11/20 - Validation:  77%|███████▋  | 73/95 [01:59<00:38,  1.76s/it]
Epoch 11/20 - Validation:  78%|███████▊  | 74/95 [02:00<00:35,  1.69s/it]
Epoch 11/20 - Validation:  79%|███████▉  | 75/95 [02:02<00:32,  1.64s/it]
Epoch 11/20 - Validation:  80%|████████  | 76/95 [02:03<00:30,  1.63s/it]
Epoch 11/20 - Validation:  81%|████████  | 77/95 [02:05<00:28,  1.60s/it]
Epoch 11/20 - Validation:  82%|████████▏ | 78/95 [02:06<00:26,  1.57s/it]
Epoch 11/20 - Validation:  83%|████████▎ | 79/95 [02:08<00:24,  1.54s/it]
Epoch 11/20 - Validation:  84%|████████▍ | 80/95 [02:09<00:22,  1.53s/it]
Epoch 11/20 - Validation:  85%|████████▌ | 81/95 [02:11<00:21,  1.52s/it]
Epoch 11/20 - Validation:  86%|████████▋ | 82/95 [02:12<00:19,  1.49s/it]
Epoch 11/20 - Validation:  87%|████████▋ | 83/95 [02:14<00:17,  1.48s/it]
Epoch 11/20 - Validation:  88%|████████▊ | 84/95 [02:15<00:16,  1.47s/it]
Epoch 11/20 - Validation:  89%|████████▉ | 85/95 [02:17<00:14,  1.47s/it]
Epoch 11/20 - Validation:  91%|█████████ | 86/95 [02:18<00:13,  1.46s/it]
Epoch 11/20 - Validation:  92%|█████████▏| 87/95 [02:20<00:11,  1.47s/it]
Epoch 11/20 - Validation:  93%|█████████▎| 88/95 [02:21<00:10,  1.49s/it]
Epoch 11/20 - Validation:  94%|█████████▎| 89/95 [02:23<00:08,  1.49s/it]
Epoch 11/20 - Validation:  95%|█████████▍| 90/95 [02:24<00:07,  1.49s/it]
Epoch 11/20 - Validation:  96%|█████████▌| 91/95 [02:26<00:05,  1.48s/it]
Epoch 11/20 - Validation:  97%|█████████▋| 92/95 [02:27<00:04,  1.48s/it]
Epoch 11/20 - Validation:  98%|█████████▊| 93/95 [02:29<00:02,  1.47s/it]
Epoch 11/20 - Validation:  99%|█████████▉| 94/95 [02:30<00:01,  1.47s/it]
Epoch 11/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.20s/it]
Epoch 11/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.59s/it]
+
Epoch 12/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 12/20 - Training:   0%|          | 1/870 [00:05<1:24:52,  5.86s/it]
Epoch 12/20 - Training:   0%|          | 3/870 [00:06<24:25,  1.69s/it]  
Epoch 12/20 - Training:   1%|          | 5/870 [00:06<12:22,  1.17it/s]
Epoch 12/20 - Training:   1%|          | 7/870 [00:06<07:35,  1.90it/s]
Epoch 12/20 - Training:   1%|          | 8/870 [00:06<06:09,  2.33it/s]
Epoch 12/20 - Training:   1%|          | 9/870 [00:06<04:58,  2.88it/s]
Epoch 12/20 - Training:   1%|▏         | 11/870 [00:11<17:55,  1.25s/it]
Epoch 12/20 - Training:   1%|▏         | 13/870 [00:12<11:36,  1.23it/s]
Epoch 12/20 - Training:   2%|▏         | 15/870 [00:12<07:54,  1.80it/s]
Epoch 12/20 - Training:   2%|▏         | 17/870 [00:12<05:39,  2.51it/s]
Epoch 12/20 - Training:   2%|▏         | 19/870 [00:12<04:17,  3.31it/s]
Epoch 12/20 - Training:   2%|▏         | 21/870 [00:16<12:02,  1.18it/s]
Epoch 12/20 - Training:   3%|▎         | 23/870 [00:16<08:37,  1.64it/s]
Epoch 12/20 - Training:   3%|▎         | 25/870 [00:16<06:16,  2.25it/s]
Epoch 12/20 - Training:   3%|▎         | 27/870 [00:17<04:41,  3.00it/s]
Epoch 12/20 - Training:   3%|▎         | 29/870 [00:17<03:42,  3.79it/s]
Epoch 12/20 - Training:   4%|▎         | 31/870 [00:21<10:54,  1.28it/s]
Epoch 12/20 - Training:   4%|▍         | 33/870 [00:21<07:58,  1.75it/s]
Epoch 12/20 - Training:   4%|▍         | 35/870 [00:21<05:51,  2.38it/s]
Epoch 12/20 - Training:   4%|▍         | 37/870 [00:21<04:24,  3.15it/s]
Epoch 12/20 - Training:   4%|▍         | 39/870 [00:21<03:30,  3.95it/s]
Epoch 12/20 - Training:   5%|▍         | 41/870 [00:25<10:38,  1.30it/s]
Epoch 12/20 - Training:   5%|▍         | 43/870 [00:26<08:05,  1.70it/s]
Epoch 12/20 - Training:   5%|▌         | 45/870 [00:26<05:56,  2.32it/s]
Epoch 12/20 - Training:   5%|▌         | 47/870 [00:26<04:27,  3.07it/s]
Epoch 12/20 - Training:   6%|▌         | 49/870 [00:26<03:31,  3.88it/s]
Epoch 12/20 - Training:   6%|▌         | 51/870 [00:30<09:51,  1.39it/s]
Epoch 12/20 - Training:   6%|▌         | 52/870 [00:30<08:21,  1.63it/s]
Epoch 12/20 - Training:   6%|▌         | 53/870 [00:30<07:12,  1.89it/s]
Epoch 12/20 - Training:   6%|▋         | 55/870 [00:30<04:54,  2.77it/s]
Epoch 12/20 - Training:   7%|▋         | 57/870 [00:30<03:34,  3.79it/s]
Epoch 12/20 - Training:   7%|▋         | 59/870 [00:31<02:51,  4.73it/s]
Epoch 12/20 - Training:   7%|▋         | 61/870 [00:34<09:40,  1.39it/s]
Epoch 12/20 - Training:   7%|▋         | 62/870 [00:34<08:20,  1.61it/s]
Epoch 12/20 - Training:   7%|▋         | 63/870 [00:35<07:18,  1.84it/s]
Epoch 12/20 - Training:   7%|▋         | 65/870 [00:35<04:54,  2.74it/s]
Epoch 12/20 - Training:   8%|▊         | 67/870 [00:35<03:33,  3.76it/s]
Epoch 12/20 - Training:   8%|▊         | 69/870 [00:35<02:48,  4.76it/s]
Epoch 12/20 - Training:   8%|▊         | 70/870 [00:35<02:31,  5.28it/s]
Epoch 12/20 - Training:   8%|▊         | 71/870 [00:39<12:14,  1.09it/s]
Epoch 12/20 - Training:   8%|▊         | 72/870 [00:39<10:05,  1.32it/s]
Epoch 12/20 - Training:   8%|▊         | 73/870 [00:39<08:11,  1.62it/s]
Epoch 12/20 - Training:   9%|▊         | 75/870 [00:39<05:09,  2.57it/s]
Epoch 12/20 - Training:   9%|▉         | 77/870 [00:40<03:38,  3.64it/s]
Epoch 12/20 - Training:   9%|▉         | 78/870 [00:40<03:08,  4.19it/s]
Epoch 12/20 - Training:   9%|▉         | 79/870 [00:40<02:44,  4.81it/s]
Epoch 12/20 - Training:   9%|▉         | 80/870 [00:40<02:24,  5.48it/s]
Epoch 12/20 - Training:   9%|▉         | 81/870 [00:43<12:50,  1.02it/s]
Epoch 12/20 - Training:   9%|▉         | 82/870 [00:43<10:04,  1.30it/s]
Epoch 12/20 - Training:  10%|▉         | 83/870 [00:43<07:53,  1.66it/s]
Epoch 12/20 - Training:  10%|▉         | 85/870 [00:44<04:46,  2.74it/s]
Epoch 12/20 - Training:  10%|█         | 87/870 [00:44<03:17,  3.96it/s]
Epoch 12/20 - Training:  10%|█         | 89/870 [00:44<02:34,  5.07it/s]
Epoch 12/20 - Training:  10%|█         | 91/870 [00:47<08:17,  1.57it/s]
Epoch 12/20 - Training:  11%|█         | 92/870 [00:47<07:26,  1.74it/s]
Epoch 12/20 - Training:  11%|█         | 94/870 [00:47<05:04,  2.55it/s]
Epoch 12/20 - Training:  11%|█         | 96/870 [00:48<03:52,  3.32it/s]
Epoch 12/20 - Training:  11%|█▏        | 98/870 [00:48<02:59,  4.31it/s]
Epoch 12/20 - Training:  11%|█▏        | 100/870 [00:48<02:25,  5.28it/s]
Epoch 12/20 - Training:  12%|█▏        | 101/870 [00:51<09:51,  1.30it/s]
Epoch 12/20 - Training:  12%|█▏        | 102/870 [00:52<08:36,  1.49it/s]
Epoch 12/20 - Training:  12%|█▏        | 104/870 [00:52<05:42,  2.24it/s]
Epoch 12/20 - Training:  12%|█▏        | 106/870 [00:52<04:17,  2.97it/s]
Epoch 12/20 - Training:  12%|█▏        | 108/870 [00:52<03:16,  3.88it/s]
Epoch 12/20 - Training:  13%|█▎        | 109/870 [00:52<02:53,  4.38it/s]
Epoch 12/20 - Training:  13%|█▎        | 111/870 [00:56<09:00,  1.40it/s]
Epoch 12/20 - Training:  13%|█▎        | 112/870 [00:56<08:09,  1.55it/s]
Epoch 12/20 - Training:  13%|█▎        | 114/870 [00:56<05:28,  2.30it/s]
Epoch 12/20 - Training:  13%|█▎        | 116/870 [00:56<04:16,  2.93it/s]
Epoch 12/20 - Training:  14%|█▎        | 118/870 [00:57<03:14,  3.87it/s]
Epoch 12/20 - Training:  14%|█▎        | 119/870 [00:57<02:51,  4.37it/s]
Epoch 12/20 - Training:  14%|█▍        | 121/870 [00:59<08:00,  1.56it/s]
Epoch 12/20 - Training:  14%|█▍        | 122/870 [01:00<07:11,  1.73it/s]
Epoch 12/20 - Training:  14%|█▍        | 124/870 [01:00<04:51,  2.56it/s]
Epoch 12/20 - Training:  14%|█▍        | 126/870 [01:00<04:06,  3.02it/s]
Epoch 12/20 - Training:  15%|█▍        | 128/870 [01:01<03:07,  3.96it/s]
Epoch 12/20 - Training:  15%|█▍        | 129/870 [01:01<02:46,  4.46it/s]
Epoch 12/20 - Training:  15%|█▍        | 130/870 [01:01<02:26,  5.03it/s]
Epoch 12/20 - Training:  15%|█▌        | 131/870 [01:04<10:17,  1.20it/s]
Epoch 12/20 - Training:  15%|█▌        | 132/870 [01:04<08:53,  1.38it/s]
Epoch 12/20 - Training:  15%|█▌        | 134/870 [01:04<05:30,  2.22it/s]
Epoch 12/20 - Training:  16%|█▌        | 136/870 [01:05<04:58,  2.46it/s]
Epoch 12/20 - Training:  16%|█▌        | 138/870 [01:05<03:39,  3.33it/s]
Epoch 12/20 - Training:  16%|█▌        | 139/870 [01:05<03:10,  3.84it/s]
Epoch 12/20 - Training:  16%|█▌        | 140/870 [01:05<02:46,  4.38it/s]
Epoch 12/20 - Training:  16%|█▌        | 141/870 [01:08<09:08,  1.33it/s]
Epoch 12/20 - Training:  16%|█▋        | 142/870 [01:08<07:53,  1.54it/s]
Epoch 12/20 - Training:  17%|█▋        | 144/870 [01:08<04:54,  2.47it/s]
Epoch 12/20 - Training:  17%|█▋        | 146/870 [01:09<05:07,  2.35it/s]
Epoch 12/20 - Training:  17%|█▋        | 148/870 [01:09<03:43,  3.23it/s]
Epoch 12/20 - Training:  17%|█▋        | 149/870 [01:09<03:13,  3.72it/s]
Epoch 12/20 - Training:  17%|█▋        | 151/870 [01:12<07:52,  1.52it/s]
Epoch 12/20 - Training:  17%|█▋        | 152/870 [01:12<06:52,  1.74it/s]
Epoch 12/20 - Training:  18%|█▊        | 154/870 [01:12<04:36,  2.59it/s]
Epoch 12/20 - Training:  18%|█▊        | 156/870 [01:13<04:55,  2.42it/s]
Epoch 12/20 - Training:  18%|█▊        | 158/870 [01:14<03:39,  3.24it/s]
Epoch 12/20 - Training:  18%|█▊        | 159/870 [01:14<03:12,  3.69it/s]
Epoch 12/20 - Training:  18%|█▊        | 160/870 [01:14<02:47,  4.24it/s]
Epoch 12/20 - Training:  19%|█▊        | 161/870 [01:16<08:21,  1.41it/s]
Epoch 12/20 - Training:  19%|█▊        | 162/870 [01:16<06:53,  1.71it/s]
Epoch 12/20 - Training:  19%|█▉        | 164/870 [01:16<04:20,  2.71it/s]
Epoch 12/20 - Training:  19%|█▉        | 166/870 [01:17<04:53,  2.40it/s]
Epoch 12/20 - Training:  19%|█▉        | 168/870 [01:18<03:33,  3.29it/s]
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Epoch 12/20 - Training:  56%|█████▌    | 483/870 [03:37<02:07,  3.04it/s]
Epoch 12/20 - Training:  56%|█████▌    | 485/870 [03:37<01:33,  4.12it/s]
Epoch 12/20 - Training:  56%|█████▌    | 487/870 [03:40<03:59,  1.60it/s]
Epoch 12/20 - Training:  56%|█████▌    | 489/870 [03:40<02:53,  2.20it/s]
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Epoch 12/20 - Training:  57%|█████▋    | 493/870 [03:42<02:03,  3.06it/s]
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Epoch 12/20 - Training:  57%|█████▋    | 496/870 [03:44<04:38,  1.34it/s]
Epoch 12/20 - Training:  57%|█████▋    | 498/870 [03:45<03:08,  1.97it/s]
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Epoch 12/20 - Training:  58%|█████▊    | 501/870 [03:46<02:50,  2.17it/s]
Epoch 12/20 - Training:  58%|█████▊    | 503/870 [03:46<01:57,  3.11it/s]
Epoch 12/20 - Training:  58%|█████▊    | 505/870 [03:46<01:26,  4.23it/s]
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Epoch 12/20 - Training:  59%|█████▊    | 509/870 [03:49<02:43,  2.20it/s]
Epoch 12/20 - Training:  59%|█████▊    | 510/870 [03:49<02:20,  2.57it/s]
Epoch 12/20 - Training:  59%|█████▊    | 511/870 [03:50<02:44,  2.18it/s]
Epoch 12/20 - Training:  59%|█████▉    | 513/870 [03:50<01:51,  3.20it/s]
Epoch 12/20 - Training:  59%|█████▉    | 515/870 [03:50<01:20,  4.39it/s]
Epoch 12/20 - Training:  59%|█████▉    | 517/870 [03:53<03:39,  1.61it/s]
Epoch 12/20 - Training:  60%|█████▉    | 519/870 [03:53<02:36,  2.24it/s]
Epoch 12/20 - Training:  60%|█████▉    | 521/870 [03:54<02:30,  2.32it/s]
Epoch 12/20 - Training:  60%|██████    | 523/870 [03:54<01:51,  3.12it/s]
Epoch 12/20 - Training:  60%|██████    | 525/870 [03:54<01:23,  4.11it/s]
Epoch 12/20 - Training:  61%|██████    | 527/870 [03:57<03:39,  1.56it/s]
Epoch 12/20 - Training:  61%|██████    | 529/870 [03:57<02:41,  2.12it/s]
Epoch 12/20 - Training:  61%|██████    | 530/870 [03:58<02:18,  2.46it/s]
Epoch 12/20 - Training:  61%|██████    | 531/870 [03:58<02:26,  2.32it/s]
Epoch 12/20 - Training:  61%|██████▏   | 533/870 [03:58<01:41,  3.31it/s]
Epoch 12/20 - Training:  61%|██████▏   | 535/870 [03:58<01:14,  4.50it/s]
Epoch 12/20 - Training:  62%|██████▏   | 537/870 [04:02<03:43,  1.49it/s]
Epoch 12/20 - Training:  62%|██████▏   | 538/870 [04:02<03:07,  1.77it/s]
Epoch 12/20 - Training:  62%|██████▏   | 540/870 [04:02<02:10,  2.53it/s]
Epoch 12/20 - Training:  62%|██████▏   | 541/870 [04:02<02:10,  2.52it/s]
Epoch 12/20 - Training:  62%|██████▏   | 543/870 [04:02<01:31,  3.56it/s]
Epoch 12/20 - Training:  63%|██████▎   | 545/870 [04:03<01:07,  4.78it/s]
Epoch 12/20 - Training:  63%|██████▎   | 547/870 [04:06<03:43,  1.45it/s]
Epoch 12/20 - Training:  63%|██████▎   | 549/870 [04:06<02:40,  2.01it/s]
Epoch 12/20 - Training:  63%|██████▎   | 550/870 [04:06<02:16,  2.35it/s]
Epoch 12/20 - Training:  63%|██████▎   | 551/870 [04:06<02:00,  2.65it/s]
Epoch 12/20 - Training:  64%|██████▎   | 553/870 [04:06<01:23,  3.82it/s]
Epoch 12/20 - Training:  64%|██████▍   | 555/870 [04:07<01:01,  5.12it/s]
Epoch 12/20 - Training:  64%|██████▍   | 557/870 [04:10<03:29,  1.50it/s]
Epoch 12/20 - Training:  64%|██████▍   | 559/870 [04:10<02:29,  2.08it/s]
Epoch 12/20 - Training:  64%|██████▍   | 560/870 [04:10<02:07,  2.43it/s]
Epoch 12/20 - Training:  64%|██████▍   | 561/870 [04:10<01:54,  2.69it/s]
Epoch 12/20 - Training:  65%|██████▍   | 563/870 [04:10<01:19,  3.87it/s]
Epoch 12/20 - Training:  65%|██████▍   | 565/870 [04:11<00:58,  5.19it/s]
Epoch 12/20 - Training:  65%|██████▌   | 567/870 [04:14<03:30,  1.44it/s]
Epoch 12/20 - Training:  65%|██████▌   | 569/870 [04:14<02:29,  2.01it/s]
Epoch 12/20 - Training:  66%|██████▌   | 571/870 [04:14<01:55,  2.60it/s]
Epoch 12/20 - Training:  66%|██████▌   | 573/870 [04:15<01:25,  3.47it/s]
Epoch 12/20 - Training:  66%|██████▌   | 575/870 [04:15<01:05,  4.53it/s]
Epoch 12/20 - Training:  66%|██████▋   | 577/870 [04:18<03:29,  1.40it/s]
Epoch 12/20 - Training:  67%|██████▋   | 579/870 [04:19<02:32,  1.91it/s]
Epoch 12/20 - Training:  67%|██████▋   | 581/870 [04:19<01:55,  2.51it/s]
Epoch 12/20 - Training:  67%|██████▋   | 583/870 [04:19<01:26,  3.33it/s]
Epoch 12/20 - Training:  67%|██████▋   | 585/870 [04:19<01:05,  4.33it/s]
Epoch 12/20 - Training:  67%|██████▋   | 587/870 [04:22<02:56,  1.61it/s]
Epoch 12/20 - Training:  68%|██████▊   | 589/870 [04:22<02:09,  2.17it/s]
Epoch 12/20 - Training:  68%|██████▊   | 590/870 [04:22<01:51,  2.51it/s]
Epoch 12/20 - Training:  68%|██████▊   | 591/870 [04:23<01:39,  2.80it/s]
Epoch 12/20 - Training:  68%|██████▊   | 593/870 [04:23<01:09,  3.98it/s]
Epoch 12/20 - Training:  68%|██████▊   | 595/870 [04:23<00:51,  5.29it/s]
Epoch 12/20 - Training:  69%|██████▊   | 597/870 [04:26<03:06,  1.46it/s]
Epoch 12/20 - Training:  69%|██████▉   | 599/870 [04:26<02:13,  2.03it/s]
Epoch 12/20 - Training:  69%|██████▉   | 600/870 [04:27<01:53,  2.38it/s]
Epoch 12/20 - Training:  69%|██████▉   | 601/870 [04:27<01:38,  2.72it/s]
Epoch 12/20 - Training:  69%|██████▉   | 603/870 [04:27<01:08,  3.90it/s]
Epoch 12/20 - Training:  70%|██████▉   | 605/870 [04:27<00:50,  5.21it/s]
Epoch 12/20 - Training:  70%|██████▉   | 607/870 [04:30<02:56,  1.49it/s]
Epoch 12/20 - Training:  70%|███████   | 609/870 [04:30<02:05,  2.07it/s]
Epoch 12/20 - Training:  70%|███████   | 611/870 [04:31<01:37,  2.67it/s]
Epoch 12/20 - Training:  70%|███████   | 613/870 [04:31<01:11,  3.57it/s]
Epoch 12/20 - Training:  71%|███████   | 615/870 [04:31<00:54,  4.66it/s]
Epoch 12/20 - Training:  71%|███████   | 617/870 [04:35<02:55,  1.44it/s]
Epoch 12/20 - Training:  71%|███████   | 619/870 [04:35<02:07,  1.97it/s]
Epoch 12/20 - Training:  71%|███████▏  | 621/870 [04:35<01:41,  2.46it/s]
Epoch 12/20 - Training:  72%|███████▏  | 623/870 [04:35<01:15,  3.28it/s]
Epoch 12/20 - Training:  72%|███████▏  | 625/870 [04:35<00:57,  4.27it/s]
Epoch 12/20 - Training:  72%|███████▏  | 627/870 [04:39<02:39,  1.52it/s]
Epoch 12/20 - Training:  72%|███████▏  | 629/870 [04:39<01:57,  2.06it/s]
Epoch 12/20 - Training:  72%|███████▏  | 630/870 [04:39<01:40,  2.39it/s]
Epoch 12/20 - Training:  73%|███████▎  | 631/870 [04:39<01:34,  2.53it/s]
Epoch 12/20 - Training:  73%|███████▎  | 633/870 [04:39<01:05,  3.61it/s]
Epoch 12/20 - Training:  73%|███████▎  | 635/870 [04:40<00:48,  4.86it/s]
Epoch 12/20 - Training:  73%|███████▎  | 637/870 [04:43<02:28,  1.57it/s]
Epoch 12/20 - Training:  73%|███████▎  | 639/870 [04:43<01:45,  2.18it/s]
Epoch 12/20 - Training:  74%|███████▎  | 641/870 [04:43<01:35,  2.40it/s]
Epoch 12/20 - Training:  74%|███████▍  | 643/870 [04:44<01:10,  3.22it/s]
Epoch 12/20 - Training:  74%|███████▍  | 645/870 [04:44<00:53,  4.24it/s]
Epoch 12/20 - Training:  74%|███████▍  | 647/870 [04:47<02:26,  1.52it/s]
Epoch 12/20 - Training:  75%|███████▍  | 649/870 [04:47<01:46,  2.07it/s]
Epoch 12/20 - Training:  75%|███████▍  | 650/870 [04:47<01:31,  2.41it/s]
Epoch 12/20 - Training:  75%|███████▍  | 651/870 [04:48<01:38,  2.23it/s]
Epoch 12/20 - Training:  75%|███████▌  | 653/870 [04:48<01:07,  3.23it/s]
Epoch 12/20 - Training:  75%|███████▌  | 655/870 [04:48<00:48,  4.40it/s]
Epoch 12/20 - Training:  76%|███████▌  | 657/870 [04:51<02:31,  1.41it/s]
Epoch 12/20 - Training:  76%|███████▌  | 659/870 [04:52<01:47,  1.96it/s]
Epoch 12/20 - Training:  76%|███████▌  | 660/870 [04:52<01:31,  2.30it/s]
Epoch 12/20 - Training:  76%|███████▌  | 661/870 [04:52<01:30,  2.31it/s]
Epoch 12/20 - Training:  76%|███████▌  | 663/870 [04:52<01:01,  3.35it/s]
Epoch 12/20 - Training:  76%|███████▋  | 665/870 [04:52<00:44,  4.57it/s]
Epoch 12/20 - Training:  77%|███████▋  | 667/870 [04:56<02:24,  1.40it/s]
Epoch 12/20 - Training:  77%|███████▋  | 669/870 [04:56<01:42,  1.95it/s]
Epoch 12/20 - Training:  77%|███████▋  | 670/870 [04:56<01:27,  2.29it/s]
Epoch 12/20 - Training:  77%|███████▋  | 671/870 [04:56<01:20,  2.47it/s]
Epoch 12/20 - Training:  77%|███████▋  | 673/870 [04:57<00:55,  3.56it/s]
Epoch 12/20 - Training:  78%|███████▊  | 675/870 [04:57<00:40,  4.84it/s]
Epoch 12/20 - Training:  78%|███████▊  | 677/870 [05:00<02:20,  1.37it/s]
Epoch 12/20 - Training:  78%|███████▊  | 679/870 [05:00<01:40,  1.90it/s]
Epoch 12/20 - Training:  78%|███████▊  | 680/870 [05:01<01:24,  2.24it/s]
Epoch 12/20 - Training:  78%|███████▊  | 681/870 [05:01<01:16,  2.47it/s]
Epoch 12/20 - Training:  79%|███████▊  | 683/870 [05:01<00:52,  3.56it/s]
Epoch 12/20 - Training:  79%|███████▊  | 685/870 [05:01<00:38,  4.80it/s]
Epoch 12/20 - Training:  79%|███████▉  | 687/870 [05:04<02:07,  1.43it/s]
Epoch 12/20 - Training:  79%|███████▉  | 688/870 [05:05<01:46,  1.71it/s]
Epoch 12/20 - Training:  79%|███████▉  | 690/870 [05:05<01:13,  2.46it/s]
Epoch 12/20 - Training:  79%|███████▉  | 691/870 [05:05<01:08,  2.63it/s]
Epoch 12/20 - Training:  80%|███████▉  | 693/870 [05:05<00:47,  3.75it/s]
Epoch 12/20 - Training:  80%|███████▉  | 695/870 [05:05<00:34,  5.01it/s]
Epoch 12/20 - Training:  80%|████████  | 697/870 [05:08<01:45,  1.65it/s]
Epoch 12/20 - Training:  80%|████████  | 699/870 [05:08<01:15,  2.27it/s]
Epoch 12/20 - Training:  81%|████████  | 701/870 [05:09<01:03,  2.68it/s]
Epoch 12/20 - Training:  81%|████████  | 703/870 [05:09<00:47,  3.55it/s]
Epoch 12/20 - Training:  81%|████████  | 705/870 [05:09<00:35,  4.62it/s]
Epoch 12/20 - Training:  81%|████████▏ | 707/870 [05:12<01:34,  1.73it/s]
Epoch 12/20 - Training:  81%|████████▏ | 709/870 [05:12<01:09,  2.32it/s]
Epoch 12/20 - Training:  82%|██���█████▏ | 710/870 [05:12<00:59,  2.68it/s]
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Epoch 12/20 - Training:  82%|████████▏ | 713/870 [05:13<00:38,  4.06it/s]
Epoch 12/20 - Training:  82%|████████▏ | 715/870 [05:13<00:29,  5.34it/s]
Epoch 12/20 - Training:  82%|████████▏ | 717/870 [05:16<01:30,  1.68it/s]
Epoch 12/20 - Training:  83%|████████▎ | 719/870 [05:16<01:05,  2.30it/s]
Epoch 12/20 - Training:  83%|████████▎ | 720/870 [05:16<00:55,  2.68it/s]
Epoch 12/20 - Training:  83%|████████▎ | 721/870 [05:16<00:55,  2.68it/s]
Epoch 12/20 - Training:  83%|████████▎ | 723/870 [05:16<00:37,  3.87it/s]
Epoch 12/20 - Training:  83%|████████▎ | 725/870 [05:16<00:27,  5.19it/s]
Epoch 12/20 - Training:  84%|████████▎ | 727/870 [05:20<01:37,  1.47it/s]
Epoch 12/20 - Training:  84%|████████▍ | 729/870 [05:20<01:09,  2.04it/s]
Epoch 12/20 - Training:  84%|████████▍ | 731/870 [05:20<00:54,  2.56it/s]
Epoch 12/20 - Training:  84%|████████▍ | 733/870 [05:20<00:39,  3.43it/s]
Epoch 12/20 - Training:  84%|████████▍ | 735/870 [05:21<00:30,  4.45it/s]
Epoch 12/20 - Training:  85%|████████▍ | 737/870 [05:24<01:29,  1.48it/s]
Epoch 12/20 - Training:  85%|████████▍ | 738/870 [05:24<01:15,  1.74it/s]
Epoch 12/20 - Training:  85%|████████▌ | 740/870 [05:24<00:53,  2.43it/s]
Epoch 12/20 - Training:  85%|████████▌ | 742/870 [05:25<00:39,  3.27it/s]
Epoch 12/20 - Training:  86%|████████▌ | 744/870 [05:25<00:29,  4.29it/s]
Epoch 12/20 - Training:  86%|████████▌ | 746/870 [05:28<01:22,  1.50it/s]
Epoch 12/20 - Training:  86%|████████▌ | 748/870 [05:28<00:59,  2.05it/s]
Epoch 12/20 - Training:  86%|████████▌ | 750/870 [05:28<00:44,  2.73it/s]
Epoch 12/20 - Training:  86%|████████▋ | 752/870 [05:28<00:32,  3.58it/s]
Epoch 12/20 - Training:  87%|████████▋ | 754/870 [05:29<00:27,  4.16it/s]
Epoch 12/20 - Training:  87%|████████▋ | 756/870 [05:32<01:16,  1.49it/s]
Epoch 12/20 - Training:  87%|████████▋ | 758/870 [05:32<00:55,  2.02it/s]
Epoch 12/20 - Training:  87%|████████▋ | 760/870 [05:32<00:41,  2.65it/s]
Epoch 12/20 - Training:  88%|████████▊ | 762/870 [05:33<00:31,  3.46it/s]
Epoch 12/20 - Training:  88%|████████▊ | 764/870 [05:33<00:24,  4.26it/s]
Epoch 12/20 - Training:  88%|████████▊ | 766/870 [05:36<01:13,  1.41it/s]
Epoch 12/20 - Training:  88%|████████▊ | 768/870 [05:37<00:53,  1.92it/s]
Epoch 12/20 - Training:  89%|████████▊ | 770/870 [05:37<00:39,  2.53it/s]
Epoch 12/20 - Training:  89%|████████▊ | 771/870 [05:37<00:34,  2.89it/s]
Epoch 12/20 - Training:  89%|████████▉ | 773/870 [05:37<00:25,  3.84it/s]
Epoch 12/20 - Training:  89%|████████▉ | 774/870 [05:37<00:23,  4.06it/s]
Epoch 12/20 - Training:  89%|████████▉ | 776/870 [05:41<01:10,  1.33it/s]
Epoch 12/20 - Training:  89%|████████▉ | 778/870 [05:41<00:48,  1.89it/s]
Epoch 12/20 - Training:  90%|████████▉ | 780/870 [05:41<00:34,  2.58it/s]
Epoch 12/20 - Training:  90%|████████▉ | 782/870 [05:41<00:25,  3.45it/s]
Epoch 12/20 - Training:  90%|█████████ | 784/870 [05:42<00:22,  3.84it/s]
Epoch 12/20 - Training:  90%|█████████ | 786/870 [05:45<00:59,  1.42it/s]
Epoch 12/20 - Training:  91%|█████████ | 788/870 [05:45<00:42,  1.94it/s]
Epoch 12/20 - Training:  91%|█████████ | 790/870 [05:45<00:31,  2.56it/s]
Epoch 12/20 - Training:  91%|█████████ | 792/870 [05:45<00:23,  3.38it/s]
Epoch 12/20 - Training:  91%|█████████ | 793/870 [05:46<00:22,  3.50it/s]
Epoch 12/20 - Training:  91%|█████████▏| 794/870 [05:46<00:22,  3.35it/s]
Epoch 12/20 - Training:  91%|█████████▏| 796/870 [05:49<00:57,  1.28it/s]
Epoch 12/20 - Training:  92%|█████████▏| 798/870 [05:50<00:39,  1.83it/s]
Epoch 12/20 - Training:  92%|█████████▏| 800/870 [05:50<00:28,  2.49it/s]
Epoch 12/20 - Training:  92%|█████████▏| 802/870 [05:50<00:20,  3.35it/s]
Epoch 12/20 - Training:  92%|█████████▏| 804/870 [05:50<00:18,  3.49it/s]
Epoch 12/20 - Training:  93%|█████████▎| 806/870 [05:54<00:44,  1.43it/s]
Epoch 12/20 - Training:  93%|█████████▎| 808/870 [05:54<00:31,  1.95it/s]
Epoch 12/20 - Training:  93%|█████████▎| 810/870 [05:54<00:23,  2.59it/s]
Epoch 12/20 - Training:  93%|█████████▎| 812/870 [05:54<00:17,  3.39it/s]
Epoch 12/20 - Training:  93%|█████████▎| 813/870 [05:54<00:16,  3.56it/s]
Epoch 12/20 - Training:  94%|█████████▎| 814/870 [05:55<00:16,  3.38it/s]
Epoch 12/20 - Training:  94%|█████████▍| 816/870 [05:58<00:38,  1.39it/s]
Epoch 12/20 - Training:  94%|█████████▍| 818/870 [05:58<00:26,  1.99it/s]
Epoch 12/20 - Training:  94%|█████████▍| 820/870 [05:58<00:18,  2.71it/s]
Epoch 12/20 - Training:  94%|█████████▍| 822/870 [05:58<00:13,  3.64it/s]
Epoch 12/20 - Training:  95%|█████████▍| 823/870 [05:59<00:14,  3.23it/s]
Epoch 12/20 - Training:  95%|█████████▍| 824/870 [05:59<00:16,  2.73it/s]
Epoch 12/20 - Training:  95%|█████████▍| 826/870 [06:02<00:33,  1.32it/s]
Epoch 12/20 - Training:  95%|█████████▌| 828/870 [06:02<00:22,  1.90it/s]
Epoch 12/20 - Training:  95%|█████████▌| 830/870 [06:02<00:15,  2.63it/s]
Epoch 12/20 - Training:  96%|█████████▌| 832/870 [06:03<00:10,  3.53it/s]
Epoch 12/20 - Training:  96%|█████████▌| 833/870 [06:03<00:11,  3.19it/s]
Epoch 12/20 - Training:  96%|█████████▌| 834/870 [06:04<00:13,  2.70it/s]
Epoch 12/20 - Training:  96%|█████████▌| 836/870 [06:06<00:26,  1.29it/s]
Epoch 12/20 - Training:  96%|█████████▋| 838/870 [06:07<00:17,  1.87it/s]
Epoch 12/20 - Training:  97%|█████████▋| 840/870 [06:07<00:11,  2.59it/s]
Epoch 12/20 - Training:  97%|█████████▋| 842/870 [06:07<00:08,  3.49it/s]
Epoch 12/20 - Training:  97%|█████████▋| 843/870 [06:07<00:08,  3.17it/s]
Epoch 12/20 - Training:  97%|█████████▋| 844/870 [06:08<00:09,  2.88it/s]
Epoch 12/20 - Training:  97%|█████████▋| 846/870 [06:11<00:17,  1.37it/s]
Epoch 12/20 - Training:  97%|█████████▋| 848/870 [06:11<00:11,  2.00it/s]
Epoch 12/20 - Training:  98%|█████████▊| 850/870 [06:11<00:07,  2.73it/s]
Epoch 12/20 - Training:  98%|█████████▊| 852/870 [06:11<00:04,  3.63it/s]
Epoch 12/20 - Training:  98%|█████████▊| 853/870 [06:11<00:04,  3.56it/s]
Epoch 12/20 - Training:  98%|█████████▊| 854/870 [06:12<00:05,  3.08it/s]
Epoch 12/20 - Training:  98%|█████████▊| 856/870 [06:15<00:09,  1.44it/s]
Epoch 12/20 - Training:  99%|█████████▊| 858/870 [06:15<00:05,  2.09it/s]
Epoch 12/20 - Training:  99%|█████████▉| 860/870 [06:15<00:03,  2.90it/s]
Epoch 12/20 - Training:  99%|█████████▉| 862/870 [06:15<00:02,  3.87it/s]
Epoch 12/20 - Training:  99%|█████████▉| 864/870 [06:15<00:01,  4.83it/s]
Epoch 12/20 - Training: 100%|█████████▉| 866/870 [06:16<00:01,  3.32it/s]
Epoch 12/20 - Training: 100%|█████████▉| 868/870 [06:16<00:00,  4.28it/s]
Epoch 12/20 - Training: 100%|██████████| 870/870 [06:17<00:00,  5.43it/s]
Epoch 12/20 - Training: 100%|██████████| 870/870 [06:17<00:00,  2.31it/s]
+
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Epoch 12/20 - Validation:   1%|          | 1/95 [00:02<03:29,  2.23s/it]
Epoch 12/20 - Validation:   2%|▏         | 2/95 [00:04<03:32,  2.29s/it]
Epoch 12/20 - Validation:   3%|▎         | 3/95 [00:06<03:29,  2.27s/it]
Epoch 12/20 - Validation:   4%|▍         | 4/95 [00:08<03:19,  2.20s/it]
Epoch 12/20 - Validation:   5%|▌         | 5/95 [00:10<03:02,  2.03s/it]
Epoch 12/20 - Validation:   6%|▋         | 6/95 [00:12<02:46,  1.87s/it]
Epoch 12/20 - Validation:   7%|▋         | 7/95 [00:13<02:35,  1.76s/it]
Epoch 12/20 - Validation:   8%|▊         | 8/95 [00:15<02:27,  1.70s/it]
Epoch 12/20 - Validation:   9%|▉         | 9/95 [00:16<02:20,  1.64s/it]
Epoch 12/20 - Validation:  11%|█         | 10/95 [00:18<02:19,  1.64s/it]
Epoch 12/20 - Validation:  12%|█▏        | 11/95 [00:20<02:27,  1.75s/it]
Epoch 12/20 - Validation:  13%|█▎        | 12/95 [00:22<02:37,  1.90s/it]
Epoch 12/20 - Validation:  14%|█▎        | 13/95 [00:24<02:41,  1.97s/it]
Epoch 12/20 - Validation:  15%|█▍        | 14/95 [00:26<02:35,  1.92s/it]
Epoch 12/20 - Validation:  16%|█▌        | 15/95 [00:28<02:26,  1.83s/it]
Epoch 12/20 - Validation:  17%|█▋        | 16/95 [00:29<02:16,  1.73s/it]
Epoch 12/20 - Validation:  18%|█▊        | 17/95 [00:31<02:10,  1.67s/it]
Epoch 12/20 - Validation:  19%|█▉        | 18/95 [00:32<02:04,  1.62s/it]
Epoch 12/20 - Validation:  20%|██        | 19/95 [00:34<02:00,  1.58s/it]
Epoch 12/20 - Validation:  21%|██        | 20/95 [00:35<01:56,  1.55s/it]
Epoch 12/20 - Validation:  22%|██▏       | 21/95 [00:37<01:52,  1.53s/it]
Epoch 12/20 - Validation:  23%|██▎       | 22/95 [00:38<01:51,  1.52s/it]
Epoch 12/20 - Validation:  24%|██▍       | 23/95 [00:40<01:48,  1.51s/it]
Epoch 12/20 - Validation:  25%|██▌       | 24/95 [00:41<01:47,  1.52s/it]
Epoch 12/20 - Validation:  26%|██▋       | 25/95 [00:43<01:46,  1.52s/it]
Epoch 12/20 - Validation:  27%|██▋       | 26/95 [00:44<01:48,  1.57s/it]
Epoch 12/20 - Validation:  28%|██▊       | 27/95 [00:46<01:45,  1.56s/it]
Epoch 12/20 - Validation:  29%|██▉       | 28/95 [00:48<01:48,  1.62s/it]
Epoch 12/20 - Validation:  31%|███       | 29/95 [00:49<01:47,  1.62s/it]
Epoch 12/20 - Validation:  32%|███▏      | 30/95 [00:51<01:43,  1.60s/it]
Epoch 12/20 - Validation:  33%|███▎      | 31/95 [00:52<01:40,  1.57s/it]
Epoch 12/20 - Validation:  34%|███▎      | 32/95 [00:54<01:38,  1.57s/it]
Epoch 12/20 - Validation:  35%|███▍      | 33/95 [00:55<01:35,  1.55s/it]
Epoch 12/20 - Validation:  36%|███▌      | 34/95 [00:57<01:32,  1.51s/it]
Epoch 12/20 - Validation:  37%|███▋      | 35/95 [00:58<01:29,  1.49s/it]
Epoch 12/20 - Validation:  38%|███▊      | 36/95 [01:00<01:28,  1.49s/it]
Epoch 12/20 - Validation:  39%|███▉      | 37/95 [01:01<01:26,  1.49s/it]
Epoch 12/20 - Validation:  40%|████      | 38/95 [01:03<01:24,  1.47s/it]
Epoch 12/20 - Validation:  41%|████      | 39/95 [01:04<01:22,  1.47s/it]
Epoch 12/20 - Validation:  42%|████▏     | 40/95 [01:06<01:21,  1.48s/it]
Epoch 12/20 - Validation:  43%|████▎     | 41/95 [01:07<01:19,  1.47s/it]
Epoch 12/20 - Validation:  44%|████▍     | 42/95 [01:09<01:17,  1.46s/it]
Epoch 12/20 - Validation:  45%|████▌     | 43/95 [01:10<01:18,  1.50s/it]
Epoch 12/20 - Validation:  46%|████▋     | 44/95 [01:12<01:17,  1.53s/it]
Epoch 12/20 - Validation:  47%|████▋     | 45/95 [01:14<01:20,  1.60s/it]
Epoch 12/20 - Validation:  48%|████▊     | 46/95 [01:15<01:21,  1.66s/it]
Epoch 12/20 - Validation:  49%|████▉     | 47/95 [01:17<01:20,  1.68s/it]
Epoch 12/20 - Validation:  51%|█████     | 48/95 [01:19<01:17,  1.64s/it]
Epoch 12/20 - Validation:  52%|█████▏    | 49/95 [01:20<01:15,  1.65s/it]
Epoch 12/20 - Validation:  53%|█████▎    | 50/95 [01:22<01:13,  1.64s/it]
Epoch 12/20 - Validation:  54%|█████▎    | 51/95 [01:23<01:10,  1.61s/it]
Epoch 12/20 - Validation:  55%|█████▍    | 52/95 [01:25<01:08,  1.58s/it]
Epoch 12/20 - Validation:  56%|█████▌    | 53/95 [01:27<01:05,  1.56s/it]
Epoch 12/20 - Validation:  57%|█████▋    | 54/95 [01:28<01:02,  1.53s/it]
Epoch 12/20 - Validation:  58%|█████▊    | 55/95 [01:29<01:00,  1.51s/it]
Epoch 12/20 - Validation:  59%|█████▉    | 56/95 [01:31<00:59,  1.52s/it]
Epoch 12/20 - Validation:  60%|██████    | 57/95 [01:32<00:56,  1.50s/it]
Epoch 12/20 - Validation:  61%|██████    | 58/95 [01:34<00:55,  1.49s/it]
Epoch 12/20 - Validation:  62%|██████▏   | 59/95 [01:35<00:53,  1.49s/it]
Epoch 12/20 - Validation:  63%|██████▎   | 60/95 [01:37<00:52,  1.50s/it]
Epoch 12/20 - Validation:  64%|██████▍   | 61/95 [01:39<00:52,  1.53s/it]
Epoch 12/20 - Validation:  65%|██████▌   | 62/95 [01:40<00:49,  1.51s/it]
Epoch 12/20 - Validation:  66%|██████▋   | 63/95 [01:41<00:48,  1.51s/it]
Epoch 12/20 - Validation:  67%|██████▋   | 64/95 [01:43<00:46,  1.49s/it]
Epoch 12/20 - Validation:  68%|██████▊   | 65/95 [01:44<00:44,  1.48s/it]
Epoch 12/20 - Validation:  69%|██████▉   | 66/95 [01:46<00:43,  1.49s/it]
Epoch 12/20 - Validation:  71%|███████   | 67/95 [01:47<00:41,  1.49s/it]
Epoch 12/20 - Validation:  72%|███████▏  | 68/95 [01:49<00:40,  1.49s/it]
Epoch 12/20 - Validation:  73%|███████▎  | 69/95 [01:50<00:38,  1.48s/it]
Epoch 12/20 - Validation:  74%|███████▎  | 70/95 [01:52<00:36,  1.47s/it]
Epoch 12/20 - Validation:  75%|███████▍  | 71/95 [01:54<00:39,  1.66s/it]
Epoch 12/20 - Validation:  76%|███████▌  | 72/95 [01:56<00:41,  1.81s/it]
Epoch 12/20 - Validation:  77%|███████▋  | 73/95 [01:58<00:39,  1.80s/it]
Epoch 12/20 - Validation:  78%|███████▊  | 74/95 [01:59<00:36,  1.73s/it]
Epoch 12/20 - Validation:  79%|███████▉  | 75/95 [02:01<00:33,  1.67s/it]
Epoch 12/20 - Validation:  80%|████████  | 76/95 [02:02<00:30,  1.63s/it]
Epoch 12/20 - Validation:  81%|████████  | 77/95 [02:04<00:28,  1.60s/it]
Epoch 12/20 - Validation:  82%|████████▏ | 78/95 [02:05<00:26,  1.57s/it]
Epoch 12/20 - Validation:  83%|████████▎ | 79/95 [02:07<00:24,  1.54s/it]
Epoch 12/20 - Validation:  84%|████████▍ | 80/95 [02:08<00:22,  1.53s/it]
Epoch 12/20 - Validation:  85%|████████▌ | 81/95 [02:10<00:21,  1.51s/it]
Epoch 12/20 - Validation:  86%|████████▋ | 82/95 [02:11<00:19,  1.49s/it]
Epoch 12/20 - Validation:  87%|████████▋ | 83/95 [02:13<00:17,  1.48s/it]
Epoch 12/20 - Validation:  88%|████████▊ | 84/95 [02:14<00:16,  1.48s/it]
Epoch 12/20 - Validation:  89%|████████▉ | 85/95 [02:16<00:14,  1.48s/it]
Epoch 12/20 - Validation:  91%|█████████ | 86/95 [02:17<00:13,  1.47s/it]
Epoch 12/20 - Validation:  92%|█████████▏| 87/95 [02:19<00:11,  1.48s/it]
Epoch 12/20 - Validation:  93%|█████████▎| 88/95 [02:20<00:10,  1.49s/it]
Epoch 12/20 - Validation:  94%|█████████▎| 89/95 [02:22<00:08,  1.49s/it]
Epoch 12/20 - Validation:  95%|█████████▍| 90/95 [02:23<00:07,  1.50s/it]
Epoch 12/20 - Validation:  96%|█████████▌| 91/95 [02:25<00:05,  1.49s/it]
Epoch 12/20 - Validation:  97%|█████████▋| 92/95 [02:26<00:04,  1.47s/it]
Epoch 12/20 - Validation:  98%|█████████▊| 93/95 [02:28<00:02,  1.47s/it]
Epoch 12/20 - Validation:  99%|█████████▉| 94/95 [02:29<00:01,  1.47s/it]
Epoch 12/20 - Validation: 100%|██████████| 95/95 [02:30<00:00,  1.20s/it]
Epoch 12/20 - Validation: 100%|██████████| 95/95 [02:30<00:00,  1.58s/it]
+
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Epoch 13/20 - Training:   0%|          | 1/870 [00:05<1:24:13,  5.82s/it]
Epoch 13/20 - Training:   0%|          | 3/870 [00:05<22:34,  1.56s/it]  
Epoch 13/20 - Training:   1%|          | 5/870 [00:06<11:29,  1.25it/s]
Epoch 13/20 - Training:   1%|          | 7/870 [00:06<07:05,  2.03it/s]
Epoch 13/20 - Training:   1%|          | 9/870 [00:06<04:53,  2.93it/s]
Epoch 13/20 - Training:   1%|▏         | 11/870 [00:11<15:01,  1.05s/it]
Epoch 13/20 - Training:   1%|▏         | 13/870 [00:11<10:18,  1.38it/s]
Epoch 13/20 - Training:   2%|▏         | 15/870 [00:11<07:22,  1.93it/s]
Epoch 13/20 - Training:   2%|▏         | 17/870 [00:11<05:21,  2.65it/s]
Epoch 13/20 - Training:   2%|▏         | 19/870 [00:11<04:01,  3.52it/s]
Epoch 13/20 - Training:   2%|▏         | 21/870 [00:15<09:52,  1.43it/s]
Epoch 13/20 - Training:   3%|▎         | 23/870 [00:15<07:08,  1.98it/s]
Epoch 13/20 - Training:   3%|▎         | 25/870 [00:15<05:20,  2.64it/s]
Epoch 13/20 - Training:   3%|▎         | 27/870 [00:15<04:01,  3.50it/s]
Epoch 13/20 - Training:   3%|▎         | 29/870 [00:15<03:07,  4.48it/s]
Epoch 13/20 - Training:   4%|▎         | 31/870 [00:19<09:19,  1.50it/s]
Epoch 13/20 - Training:   4%|▍         | 33/870 [00:19<06:48,  2.05it/s]
Epoch 13/20 - Training:   4%|▍         | 35/870 [00:19<05:08,  2.71it/s]
Epoch 13/20 - Training:   4%|▍         | 37/870 [00:19<03:53,  3.57it/s]
Epoch 13/20 - Training:   4%|▍         | 39/870 [00:19<03:02,  4.55it/s]
Epoch 13/20 - Training:   5%|▍         | 41/870 [00:23<09:06,  1.52it/s]
Epoch 13/20 - Training:   5%|▍         | 43/870 [00:23<06:38,  2.08it/s]
Epoch 13/20 - Training:   5%|▌         | 45/870 [00:23<05:02,  2.72it/s]
Epoch 13/20 - Training:   5%|▌         | 47/870 [00:23<03:51,  3.55it/s]
Epoch 13/20 - Training:   6%|▌         | 49/870 [00:23<03:01,  4.53it/s]
Epoch 13/20 - Training:   6%|▌         | 51/870 [00:27<09:04,  1.50it/s]
Epoch 13/20 - Training:   6%|▌         | 53/870 [00:27<06:39,  2.04it/s]
Epoch 13/20 - Training:   6%|▋         | 55/870 [00:27<04:58,  2.73it/s]
Epoch 13/20 - Training:   7%|▋         | 57/870 [00:27<03:48,  3.56it/s]
Epoch 13/20 - Training:   7%|▋         | 59/870 [00:27<02:58,  4.53it/s]
Epoch 13/20 - Training:   7%|▋         | 61/870 [00:31<08:46,  1.54it/s]
Epoch 13/20 - Training:   7%|▋         | 63/870 [00:31<06:25,  2.09it/s]
Epoch 13/20 - Training:   7%|▋         | 65/870 [00:31<04:51,  2.76it/s]
Epoch 13/20 - Training:   8%|▊         | 67/870 [00:31<03:41,  3.63it/s]
Epoch 13/20 - Training:   8%|▊         | 69/870 [00:31<02:54,  4.59it/s]
Epoch 13/20 - Training:   8%|▊         | 71/870 [00:34<08:22,  1.59it/s]
Epoch 13/20 - Training:   8%|▊         | 73/870 [00:35<06:08,  2.16it/s]
Epoch 13/20 - Training:   9%|▊         | 74/870 [00:35<05:19,  2.49it/s]
Epoch 13/20 - Training:   9%|▊         | 76/870 [00:35<03:52,  3.41it/s]
Epoch 13/20 - Training:   9%|▉         | 78/870 [00:35<02:55,  4.51it/s]
Epoch 13/20 - Training:   9%|▉         | 80/870 [00:35<02:22,  5.55it/s]
Epoch 13/20 - Training:   9%|▉         | 82/870 [00:38<08:05,  1.62it/s]
Epoch 13/20 - Training:  10%|▉         | 84/870 [00:38<05:55,  2.21it/s]
Epoch 13/20 - Training:  10%|▉         | 85/870 [00:39<05:06,  2.56it/s]
Epoch 13/20 - Training:  10%|█         | 87/870 [00:39<03:44,  3.49it/s]
Epoch 13/20 - Training:  10%|█         | 89/870 [00:39<02:50,  4.58it/s]
Epoch 13/20 - Training:  10%|█         | 91/870 [00:42<08:34,  1.51it/s]
Epoch 13/20 - Training:  11%|█         | 93/870 [00:42<06:11,  2.09it/s]
Epoch 13/20 - Training:  11%|█         | 94/870 [00:42<05:19,  2.43it/s]
Epoch 13/20 - Training:  11%|█         | 95/870 [00:42<04:31,  2.85it/s]
Epoch 13/20 - Training:  11%|█         | 97/870 [00:43<03:15,  3.95it/s]
Epoch 13/20 - Training:  11%|█▏        | 99/870 [00:43<02:33,  5.01it/s]
Epoch 13/20 - Training:  12%|█▏        | 101/870 [00:46<07:48,  1.64it/s]
Epoch 13/20 - Training:  12%|█▏        | 103/870 [00:46<05:34,  2.29it/s]
Epoch 13/20 - Training:  12%|█▏        | 105/870 [00:46<04:12,  3.03it/s]
Epoch 13/20 - Training:  12%|█▏        | 107/870 [00:46<03:12,  3.97it/s]
Epoch 13/20 - Training:  13%|█▎        | 109/870 [00:46<02:32,  5.00it/s]
Epoch 13/20 - Training:  13%|█▎        | 111/870 [00:50<08:14,  1.53it/s]
Epoch 13/20 - Training:  13%|█▎        | 113/870 [00:50<06:03,  2.08it/s]
Epoch 13/20 - Training:  13%|█▎        | 115/870 [00:50<04:32,  2.77it/s]
Epoch 13/20 - Training:  13%|█▎        | 117/870 [00:50<03:30,  3.58it/s]
Epoch 13/20 - Training:  14%|█▎        | 119/870 [00:50<02:44,  4.56it/s]
Epoch 13/20 - Training:  14%|█▍        | 121/870 [00:54<07:55,  1.58it/s]
Epoch 13/20 - Training:  14%|█▍        | 123/870 [00:54<05:50,  2.13it/s]
Epoch 13/20 - Training:  14%|█▍        | 125/870 [00:54<04:23,  2.82it/s]
Epoch 13/20 - Training:  15%|█▍        | 127/870 [00:54<03:24,  3.63it/s]
Epoch 13/20 - Training:  15%|█▍        | 129/870 [00:54<02:40,  4.62it/s]
Epoch 13/20 - Training:  15%|█▌        | 131/870 [00:57<07:43,  1.60it/s]
Epoch 13/20 - Training:  15%|█▌        | 133/870 [00:58<05:41,  2.16it/s]
Epoch 13/20 - Training:  16%|█▌        | 135/870 [00:58<04:16,  2.86it/s]
Epoch 13/20 - Training:  16%|█▌        | 137/870 [00:58<03:19,  3.67it/s]
Epoch 13/20 - Training:  16%|█▌        | 139/870 [00:58<02:36,  4.68it/s]
Epoch 13/20 - Training:  16%|█▌        | 141/870 [01:01<07:34,  1.60it/s]
Epoch 13/20 - Training:  16%|█▋        | 143/870 [01:01<05:34,  2.17it/s]
Epoch 13/20 - Training:  17%|█▋        | 145/870 [01:02<04:14,  2.85it/s]
Epoch 13/20 - Training:  17%|█▋        | 146/870 [01:02<03:44,  3.22it/s]
Epoch 13/20 - Training:  17%|█▋        | 147/870 [01:02<03:15,  3.70it/s]
Epoch 13/20 - Training:  17%|█▋        | 149/870 [01:02<02:26,  4.93it/s]
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Epoch 13/20 - Training:  61%|██████    | 532/870 [03:28<03:31,  1.60it/s]
Epoch 13/20 - Training:  61%|██████▏   | 534/870 [03:28<02:35,  2.16it/s]
Epoch 13/20 - Training:  62%|██████▏   | 536/870 [03:29<01:56,  2.86it/s]
Epoch 13/20 - Training:  62%|██████▏   | 538/870 [03:29<01:29,  3.70it/s]
Epoch 13/20 - Training:  62%|██████▏   | 540/870 [03:29<01:10,  4.67it/s]
Epoch 13/20 - Training:  62%|██████▏   | 542/870 [03:32<03:29,  1.56it/s]
Epoch 13/20 - Training:  63%|██████▎   | 544/870 [03:32<02:34,  2.10it/s]
Epoch 13/20 - Training:  63%|██████▎   | 546/870 [03:32<01:56,  2.79it/s]
Epoch 13/20 - Training:  63%|██████▎   | 548/870 [03:33<01:29,  3.59it/s]
Epoch 13/20 - Training:  63%|██████▎   | 550/870 [03:33<01:10,  4.53it/s]
Epoch 13/20 - Training:  63%|██████▎   | 552/870 [03:36<03:22,  1.57it/s]
Epoch 13/20 - Training:  64%|██████▎   | 554/870 [03:36<02:29,  2.11it/s]
Epoch 13/20 - Training:  64%|██████▍   | 556/870 [03:36<01:52,  2.79it/s]
Epoch 13/20 - Training:  64%|██████▍   | 558/870 [03:37<01:27,  3.58it/s]
Epoch 13/20 - Training:  64%|██████▍   | 560/870 [03:37<01:08,  4.54it/s]
Epoch 13/20 - Training:  65%|██████▍   | 562/870 [03:40<03:13,  1.59it/s]
Epoch 13/20 - Training:  65%|██████▍   | 564/870 [03:40<02:23,  2.14it/s]
Epoch 13/20 - Training:  65%|██████▌   | 566/870 [03:40<01:46,  2.84it/s]
Epoch 13/20 - Training:  65%|██████▌   | 568/870 [03:40<01:21,  3.69it/s]
Epoch 13/20 - Training:  66%|██████▌   | 570/870 [03:41<01:04,  4.67it/s]
Epoch 13/20 - Training:  66%|██████▌   | 572/870 [03:43<02:48,  1.76it/s]
Epoch 13/20 - Training:  66%|██████▌   | 574/870 [03:44<02:05,  2.37it/s]
Epoch 13/20 - Training:  66%|██████▌   | 576/870 [03:44<01:34,  3.12it/s]
Epoch 13/20 - Training:  66%|██████▋   | 578/870 [03:44<01:12,  4.02it/s]
Epoch 13/20 - Training:  67%|██████▋   | 580/870 [03:44<00:57,  5.04it/s]
Epoch 13/20 - Training:  67%|██████▋   | 582/870 [03:47<02:47,  1.72it/s]
Epoch 13/20 - Training:  67%|██████▋   | 584/870 [03:47<02:04,  2.31it/s]
Epoch 13/20 - Training:  67%|██████▋   | 586/870 [03:47<01:32,  3.06it/s]
Epoch 13/20 - Training:  68%|██████▊   | 588/870 [03:48<01:11,  3.94it/s]
Epoch 13/20 - Training:  68%|██████▊   | 590/870 [03:48<00:56,  4.95it/s]
Epoch 13/20 - Training:  68%|██████▊   | 592/870 [03:51<02:50,  1.63it/s]
Epoch 13/20 - Training:  68%|██████▊   | 594/870 [03:51<02:06,  2.19it/s]
Epoch 13/20 - Training:  69%|██████▊   | 596/870 [03:51<01:34,  2.90it/s]
Epoch 13/20 - Training:  69%|██████▊   | 598/870 [03:51<01:12,  3.75it/s]
Epoch 13/20 - Training:  69%|██████▉   | 600/870 [03:52<00:57,  4.70it/s]
Epoch 13/20 - Training:  69%|██████▉   | 602/870 [03:55<02:42,  1.65it/s]
Epoch 13/20 - Training:  69%|██████▉   | 604/870 [03:55<02:00,  2.21it/s]
Epoch 13/20 - Training:  70%|██████▉   | 606/870 [03:55<01:29,  2.94it/s]
Epoch 13/20 - Training:  70%|██████▉   | 608/870 [03:55<01:08,  3.81it/s]
Epoch 13/20 - Training:  70%|███████   | 610/870 [03:55<00:54,  4.78it/s]
Epoch 13/20 - Training:  70%|███████   | 612/870 [03:58<02:40,  1.61it/s]
Epoch 13/20 - Training:  71%|███████   | 614/870 [03:59<01:58,  2.17it/s]
Epoch 13/20 - Training:  71%|███████   | 616/870 [03:59<01:28,  2.88it/s]
Epoch 13/20 - Training:  71%|███████   | 618/870 [03:59<01:08,  3.67it/s]
Epoch 13/20 - Training:  71%|███████▏  | 620/870 [03:59<00:54,  4.62it/s]
Epoch 13/20 - Training:  71%|███████▏  | 622/870 [04:02<02:30,  1.65it/s]
Epoch 13/20 - Training:  72%|███████▏  | 624/870 [04:02<01:50,  2.22it/s]
Epoch 13/20 - Training:  72%|███████▏  | 626/870 [04:02<01:23,  2.92it/s]
Epoch 13/20 - Training:  72%|███████▏  | 627/870 [04:03<01:12,  3.33it/s]
Epoch 13/20 - Training:  72%|███████▏  | 628/870 [04:03<01:02,  3.84it/s]
Epoch 13/20 - Training:  72%|███████▏  | 630/870 [04:03<00:47,  5.03it/s]
Epoch 13/20 - Training:  73%|███████▎  | 631/870 [04:06<03:10,  1.26it/s]
Epoch 13/20 - Training:  73%|███████▎  | 633/870 [04:06<02:05,  1.88it/s]
Epoch 13/20 - Training:  73%|███████▎  | 635/870 [04:06<01:28,  2.66it/s]
Epoch 13/20 - Training:  73%|███████▎  | 637/870 [04:06<01:05,  3.55it/s]
Epoch 13/20 - Training:  73%|███████▎  | 639/870 [04:07<00:50,  4.56it/s]
Epoch 13/20 - Training:  74%|███████▎  | 641/870 [04:10<02:18,  1.66it/s]
Epoch 13/20 - Training:  74%|███████▍  | 643/870 [04:10<01:40,  2.26it/s]
Epoch 13/20 - Training:  74%|███████▍  | 645/870 [04:10<01:14,  3.02it/s]
Epoch 13/20 - Training:  74%|███████▍  | 647/870 [04:10<00:57,  3.91it/s]
Epoch 13/20 - Training:  75%|███████▍  | 649/870 [04:10<00:45,  4.86it/s]
Epoch 13/20 - Training:  75%|███████▍  | 651/870 [04:13<02:19,  1.57it/s]
Epoch 13/20 - Training:  75%|███████▌  | 653/870 [04:14<01:42,  2.12it/s]
Epoch 13/20 - Training:  75%|███████▌  | 655/870 [04:14<01:16,  2.82it/s]
Epoch 13/20 - Training:  76%|███████▌  | 657/870 [04:14<00:58,  3.67it/s]
Epoch 13/20 - Training:  76%|███████▌  | 659/870 [04:14<00:45,  4.61it/s]
Epoch 13/20 - Training:  76%|███████▌  | 661/870 [04:17<02:11,  1.59it/s]
Epoch 13/20 - Training:  76%|███████▌  | 663/870 [04:18<01:36,  2.14it/s]
Epoch 13/20 - Training:  76%|███████▋  | 665/870 [04:18<01:12,  2.85it/s]
Epoch 13/20 - Training:  77%|███████▋  | 667/870 [04:18<00:55,  3.68it/s]
Epoch 13/20 - Training:  77%|███████▋  | 669/870 [04:18<00:43,  4.61it/s]
Epoch 13/20 - Training:  77%|███████▋  | 671/870 [04:21<02:05,  1.58it/s]
Epoch 13/20 - Training:  77%|███████▋  | 673/870 [04:21<01:32,  2.13it/s]
Epoch 13/20 - Training:  78%|███████▊  | 675/870 [04:22<01:09,  2.82it/s]
Epoch 13/20 - Training:  78%|███████▊  | 677/870 [04:22<00:52,  3.65it/s]
Epoch 13/20 - Training:  78%|███████▊  | 679/870 [04:22<00:41,  4.57it/s]
Epoch 13/20 - Training:  78%|███████▊  | 681/870 [04:25<01:46,  1.78it/s]
Epoch 13/20 - Training:  79%|███████▊  | 683/870 [04:25<01:18,  2.39it/s]
Epoch 13/20 - Training:  79%|███████▊  | 685/870 [04:25<00:58,  3.14it/s]
Epoch 13/20 - Training:  79%|███████▉  | 687/870 [04:25<00:45,  4.04it/s]
Epoch 13/20 - Training:  79%|███████▉  | 689/870 [04:25<00:36,  5.00it/s]
Epoch 13/20 - Training:  79%|███████▉  | 691/870 [04:28<01:37,  1.83it/s]
Epoch 13/20 - Training:  80%|███████▉  | 693/870 [04:28<01:12,  2.45it/s]
Epoch 13/20 - Training:  80%|███████▉  | 695/870 [04:28<00:54,  3.23it/s]
Epoch 13/20 - Training:  80%|████████  | 697/870 [04:29<00:43,  4.01it/s]
Epoch 13/20 - Training:  80%|████████  | 698/870 [04:29<00:38,  4.48it/s]
Epoch 13/20 - Training:  80%|████████  | 700/870 [04:29<00:29,  5.69it/s]
Epoch 13/20 - Training:  81%|████████  | 702/870 [04:32<01:32,  1.82it/s]
Epoch 13/20 - Training:  81%|████████  | 704/870 [04:32<01:07,  2.46it/s]
Epoch 13/20 - Training:  81%|████████  | 706/870 [04:32<00:50,  3.25it/s]
Epoch 13/20 - Training:  81%|████████▏ | 708/870 [04:32<00:39,  4.07it/s]
Epoch 13/20 - Training:  82%|████████▏ | 710/870 [04:32<00:31,  5.10it/s]
Epoch 13/20 - Training:  82%|████████▏ | 712/870 [04:35<01:25,  1.85it/s]
Epoch 13/20 - Training:  82%|████████▏ | 714/870 [04:35<01:03,  2.45it/s]
Epoch 13/20 - Training:  82%|████████▏ | 716/870 [04:35<00:48,  3.20it/s]
Epoch 13/20 - Training:  83%|████████▎ | 718/870 [04:36<00:37,  4.03it/s]
Epoch 13/20 - Training:  83%|████████▎ | 720/870 [04:36<00:29,  5.00it/s]
Epoch 13/20 - Training:  83%|████████▎ | 721/870 [04:39<01:41,  1.47it/s]
Epoch 13/20 - Training:  83%|████████▎ | 723/870 [04:39<01:10,  2.09it/s]
Epoch 13/20 - Training:  83%|████████▎ | 725/870 [04:39<00:50,  2.85it/s]
Epoch 13/20 - Training:  84%|████████▎ | 727/870 [04:39<00:37,  3.76it/s]
Epoch 13/20 - Training:  84%|████████▍ | 729/870 [04:39<00:29,  4.77it/s]
Epoch 13/20 - Training:  84%|████████▍ | 731/870 [04:42<01:21,  1.70it/s]
Epoch 13/20 - Training:  84%|████████▍ | 733/870 [04:42<00:59,  2.31it/s]
Epoch 13/20 - Training:  84%|████████▍ | 735/870 [04:42<00:44,  3.05it/s]
Epoch 13/20 - Training:  85%|████████▍ | 737/870 [04:43<00:33,  3.95it/s]
Epoch 13/20 - Training:  85%|████████▍ | 739/870 [04:43<00:26,  4.94it/s]
Epoch 13/20 - Training:  85%|████████▌ | 741/870 [04:46<01:15,  1.71it/s]
Epoch 13/20 - Training:  85%|████████▌ | 743/870 [04:46<00:55,  2.28it/s]
Epoch 13/20 - Training:  86%|████████▌ | 744/870 [04:46<00:47,  2.63it/s]
Epoch 13/20 - Training:  86%|████████▌ | 746/870 [04:46<00:35,  3.53it/s]
Epoch 13/20 - Training:  86%|████████▌ | 748/870 [04:46<00:27,  4.49it/s]
Epoch 13/20 - Training:  86%|████████▌ | 750/870 [04:47<00:21,  5.61it/s]
Epoch 13/20 - Training:  86%|████████▋ | 752/870 [04:49<01:04,  1.82it/s]
Epoch 13/20 - Training:  87%|████████▋ | 754/870 [04:50<00:47,  2.42it/s]
Epoch 13/20 - Training:  87%|████████▋ | 756/870 [04:50<00:36,  3.16it/s]
Epoch 13/20 - Training:  87%|████████▋ | 758/870 [04:50<00:27,  4.00it/s]
Epoch 13/20 - Training:  87%|████████▋ | 760/870 [04:50<00:22,  4.98it/s]
Epoch 13/20 - Training:  87%|████████▋ | 761/870 [04:53<01:13,  1.48it/s]
Epoch 13/20 - Training:  88%|████████▊ | 763/870 [04:53<00:51,  2.09it/s]
Epoch 13/20 - Training:  88%|████████▊ | 765/870 [04:53<00:36,  2.86it/s]
Epoch 13/20 - Training:  88%|████████▊ | 767/870 [04:54<00:27,  3.71it/s]
Epoch 13/20 - Training:  88%|████████▊ | 769/870 [04:54<00:21,  4.67it/s]
Epoch 13/20 - Training:  89%|████████▊ | 771/870 [04:57<01:00,  1.63it/s]
Epoch 13/20 - Training:  89%|████████▉ | 773/870 [04:57<00:44,  2.19it/s]
Epoch 13/20 - Training:  89%|████████▉ | 775/870 [04:57<00:32,  2.92it/s]
Epoch 13/20 - Training:  89%|████████▉ | 777/870 [04:57<00:25,  3.71it/s]
Epoch 13/20 - Training:  89%|████████▉ | 778/870 [04:57<00:22,  4.12it/s]
Epoch 13/20 - Training:  90%|████████▉ | 780/870 [04:58<00:17,  5.27it/s]
Epoch 13/20 - Training:  90%|████████▉ | 781/870 [05:01<01:05,  1.35it/s]
Epoch 13/20 - Training:  90%|█████████ | 783/870 [05:01<00:44,  1.97it/s]
Epoch 13/20 - Training:  90%|█████████ | 784/870 [05:01<00:36,  2.34it/s]
Epoch 13/20 - Training:  90%|█████████ | 786/870 [05:01<00:25,  3.30it/s]
Epoch 13/20 - Training:  91%|█████████ | 788/870 [05:01<00:18,  4.34it/s]
Epoch 13/20 - Training:  91%|█████████ | 790/870 [05:01<00:14,  5.51it/s]
Epoch 13/20 - Training:  91%|█████████ | 792/870 [05:05<00:49,  1.56it/s]
Epoch 13/20 - Training:  91%|█████████ | 793/870 [05:05<00:41,  1.85it/s]
Epoch 13/20 - Training:  91%|█████████▏| 795/870 [05:05<00:28,  2.60it/s]
Epoch 13/20 - Training:  91%|█████████▏| 796/870 [05:05<00:24,  3.03it/s]
Epoch 13/20 - Training:  92%|█████████▏| 797/870 [05:05<00:20,  3.58it/s]
Epoch 13/20 - Training:  92%|█████████▏| 799/870 [05:05<00:14,  4.86it/s]
Epoch 13/20 - Training:  92%|█████████▏| 801/870 [05:08<00:46,  1.49it/s]
Epoch 13/20 - Training:  92%|█████████▏| 803/870 [05:09<00:31,  2.10it/s]
Epoch 13/20 - Training:  92%|█████████▏| 804/870 [05:09<00:26,  2.47it/s]
Epoch 13/20 - Training:  93%|█████████▎| 806/870 [05:09<00:19,  3.34it/s]
Epoch 13/20 - Training:  93%|█████████▎| 808/870 [05:09<00:14,  4.30it/s]
Epoch 13/20 - Training:  93%|█████████▎| 810/870 [05:09<00:11,  5.45it/s]
Epoch 13/20 - Training:  93%|█████████▎| 811/870 [05:12<00:41,  1.41it/s]
Epoch 13/20 - Training:  93%|█████████▎| 813/870 [05:12<00:28,  2.02it/s]
Epoch 13/20 - Training:  94%|█████████▎| 815/870 [05:13<00:19,  2.78it/s]
Epoch 13/20 - Training:  94%|█████████▍| 817/870 [05:13<00:14,  3.65it/s]
Epoch 13/20 - Training:  94%|█████████▍| 819/870 [05:13<00:11,  4.60it/s]
Epoch 13/20 - Training:  94%|█████████▍| 821/870 [05:16<00:31,  1.55it/s]
Epoch 13/20 - Training:  95%|█████████▍| 823/870 [05:16<00:22,  2.10it/s]
Epoch 13/20 - Training:  95%|█████████▍| 825/870 [05:17<00:16,  2.81it/s]
Epoch 13/20 - Training:  95%|█████████▌| 827/870 [05:17<00:11,  3.66it/s]
Epoch 13/20 - Training:  95%|█████████▌| 829/870 [05:17<00:08,  4.61it/s]
Epoch 13/20 - Training:  96%|█████████▌| 831/870 [05:20<00:23,  1.65it/s]
Epoch 13/20 - Training:  96%|█████████▌| 833/870 [05:20<00:16,  2.24it/s]
Epoch 13/20 - Training:  96%|█████████▌| 835/870 [05:20<00:11,  2.95it/s]
Epoch 13/20 - Training:  96%|█████████▌| 837/870 [05:20<00:08,  3.82it/s]
Epoch 13/20 - Training:  96%|█████████▋| 839/870 [05:21<00:06,  4.79it/s]
Epoch 13/20 - Training:  97%|█████████▋| 841/870 [05:24<00:18,  1.61it/s]
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Epoch 13/20 - Training:  97%|█████████▋| 845/870 [05:24<00:08,  2.88it/s]
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Epoch 13/20 - Training:  98%|█████████▊| 849/870 [05:24<00:04,  4.71it/s]
Epoch 13/20 - Training:  98%|█████████▊| 851/870 [05:28<00:11,  1.60it/s]
Epoch 13/20 - Training:  98%|█████████▊| 853/870 [05:28<00:07,  2.15it/s]
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Epoch 13/20 - Training:  99%|█████████▊| 857/870 [05:28<00:03,  3.69it/s]
Epoch 13/20 - Training:  99%|█████████▊| 859/870 [05:28<00:02,  4.64it/s]
Epoch 13/20 - Training:  99%|█████████▉| 861/870 [05:29<00:02,  3.09it/s]
Epoch 13/20 - Training:  99%|█████████▉| 863/870 [05:30<00:01,  4.02it/s]
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Epoch 13/20 - Training: 100%|█████████▉| 867/870 [05:30<00:00,  6.24it/s]
Epoch 13/20 - Training: 100%|█████████▉| 869/870 [05:30<00:00,  7.35it/s]
Epoch 13/20 - Training: 100%|██████████| 870/870 [05:30<00:00,  2.63it/s]
+
Epoch 13/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 13/20 - Validation:   1%|          | 1/95 [00:02<03:36,  2.30s/it]
Epoch 13/20 - Validation:   2%|▏         | 2/95 [00:04<03:36,  2.33s/it]
Epoch 13/20 - Validation:   3%|▎         | 3/95 [00:06<03:33,  2.32s/it]
Epoch 13/20 - Validation:   4%|▍         | 4/95 [00:09<03:23,  2.24s/it]
Epoch 13/20 - Validation:   5%|▌         | 5/95 [00:10<03:05,  2.06s/it]
Epoch 13/20 - Validation:   6%|▋         | 6/95 [00:12<02:49,  1.90s/it]
Epoch 13/20 - Validation:   7%|▋         | 7/95 [00:13<02:37,  1.79s/it]
Epoch 13/20 - Validation:   8%|▊         | 8/95 [00:15<02:29,  1.72s/it]
Epoch 13/20 - Validation:   9%|▉         | 9/95 [00:17<02:23,  1.66s/it]
Epoch 13/20 - Validation:  11%|█         | 10/95 [00:18<02:24,  1.70s/it]
Epoch 13/20 - Validation:  12%|█▏        | 11/95 [00:20<02:30,  1.79s/it]
Epoch 13/20 - Validation:  13%|█▎        | 12/95 [00:23<02:42,  1.96s/it]
Epoch 13/20 - Validation:  14%|█▎        | 13/95 [00:25<02:48,  2.05s/it]
Epoch 13/20 - Validation:  15%|█▍        | 14/95 [00:27<02:40,  1.98s/it]
Epoch 13/20 - Validation:  16%|█▌        | 15/95 [00:28<02:29,  1.87s/it]
Epoch 13/20 - Validation:  17%|█▋        | 16/95 [00:30<02:20,  1.77s/it]
Epoch 13/20 - Validation:  18%|█▊        | 17/95 [00:32<02:13,  1.71s/it]
Epoch 13/20 - Validation:  19%|█▉        | 18/95 [00:33<02:07,  1.66s/it]
Epoch 13/20 - Validation:  20%|██        | 19/95 [00:35<02:02,  1.61s/it]
Epoch 13/20 - Validation:  21%|██        | 20/95 [00:36<01:58,  1.58s/it]
Epoch 13/20 - Validation:  22%|██▏       | 21/95 [00:38<01:54,  1.55s/it]
Epoch 13/20 - Validation:  23%|██▎       | 22/95 [00:39<01:52,  1.54s/it]
Epoch 13/20 - Validation:  24%|██▍       | 23/95 [00:41<01:50,  1.53s/it]
Epoch 13/20 - Validation:  25%|██▌       | 24/95 [00:42<01:49,  1.54s/it]
Epoch 13/20 - Validation:  26%|██▋       | 25/95 [00:44<01:47,  1.53s/it]
Epoch 13/20 - Validation:  27%|██▋       | 26/95 [00:45<01:49,  1.59s/it]
Epoch 13/20 - Validation:  28%|██▊       | 27/95 [00:47<01:47,  1.57s/it]
Epoch 13/20 - Validation:  29%|██▉       | 28/95 [00:49<01:49,  1.63s/it]
Epoch 13/20 - Validation:  31%|███       | 29/95 [00:50<01:48,  1.64s/it]
Epoch 13/20 - Validation:  32%|███▏      | 30/95 [00:52<01:44,  1.61s/it]
Epoch 13/20 - Validation:  33%|███▎      | 31/95 [00:53<01:41,  1.58s/it]
Epoch 13/20 - Validation:  34%|███▎      | 32/95 [00:55<01:39,  1.58s/it]
Epoch 13/20 - Validation:  35%|███▍      | 33/95 [00:56<01:36,  1.55s/it]
Epoch 13/20 - Validation:  36%|███▌      | 34/95 [00:58<01:32,  1.52s/it]
Epoch 13/20 - Validation:  37%|███▋      | 35/95 [00:59<01:29,  1.49s/it]
Epoch 13/20 - Validation:  38%|███▊      | 36/95 [01:01<01:28,  1.50s/it]
Epoch 13/20 - Validation:  39%|███▉      | 37/95 [01:02<01:27,  1.50s/it]
Epoch 13/20 - Validation:  40%|████      | 38/95 [01:04<01:24,  1.48s/it]
Epoch 13/20 - Validation:  41%|████      | 39/95 [01:05<01:23,  1.48s/it]
Epoch 13/20 - Validation:  42%|████▏     | 40/95 [01:07<01:22,  1.50s/it]
Epoch 13/20 - Validation:  43%|████▎     | 41/95 [01:08<01:20,  1.49s/it]
Epoch 13/20 - Validation:  44%|████▍     | 42/95 [01:10<01:18,  1.48s/it]
Epoch 13/20 - Validation:  45%|████▌     | 43/95 [01:11<01:19,  1.53s/it]
Epoch 13/20 - Validation:  46%|████▋     | 44/95 [01:13<01:19,  1.55s/it]
Epoch 13/20 - Validation:  47%|████▋     | 45/95 [01:15<01:21,  1.63s/it]
Epoch 13/20 - Validation:  48%|████▊     | 46/95 [01:17<01:22,  1.69s/it]
Epoch 13/20 - Validation:  49%|████▉     | 47/95 [01:18<01:21,  1.70s/it]
Epoch 13/20 - Validation:  51%|█████     | 48/95 [01:20<01:18,  1.67s/it]
Epoch 13/20 - Validation:  52%|█████▏    | 49/95 [01:22<01:17,  1.68s/it]
Epoch 13/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:14,  1.66s/it]
Epoch 13/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:11,  1.63s/it]
Epoch 13/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:09,  1.61s/it]
Epoch 13/20 - Validation:  56%|█████▌    | 53/95 [01:28<01:06,  1.58s/it]
Epoch 13/20 - Validation:  57%|█████▋    | 54/95 [01:29<01:03,  1.54s/it]
Epoch 13/20 - Validation:  58%|█████▊    | 55/95 [01:31<01:01,  1.53s/it]
Epoch 13/20 - Validation:  59%|█████▉    | 56/95 [01:32<00:58,  1.49s/it]
Epoch 13/20 - Validation:  60%|██████    | 57/95 [01:34<00:56,  1.48s/it]
Epoch 13/20 - Validation:  61%|██████    | 58/95 [01:35<00:54,  1.47s/it]
Epoch 13/20 - Validation:  62%|██████▏   | 59/95 [01:37<00:52,  1.47s/it]
Epoch 13/20 - Validation:  63%|██████▎   | 60/95 [01:38<00:52,  1.49s/it]
Epoch 13/20 - Validation:  64%|██████▍   | 61/95 [01:40<00:51,  1.52s/it]
Epoch 13/20 - Validation:  65%|██████▌   | 62/95 [01:41<00:49,  1.51s/it]
Epoch 13/20 - Validation:  66%|██████▋   | 63/95 [01:43<00:48,  1.51s/it]
Epoch 13/20 - Validation:  67%|██████▋   | 64/95 [01:44<00:46,  1.49s/it]
Epoch 13/20 - Validation:  68%|██████▊   | 65/95 [01:46<00:44,  1.49s/it]
Epoch 13/20 - Validation:  69%|██████▉   | 66/95 [01:47<00:43,  1.50s/it]
Epoch 13/20 - Validation:  71%|███████   | 67/95 [01:49<00:41,  1.49s/it]
Epoch 13/20 - Validation:  72%|███████▏  | 68/95 [01:50<00:40,  1.49s/it]
Epoch 13/20 - Validation:  73%|███████▎  | 69/95 [01:52<00:38,  1.48s/it]
Epoch 13/20 - Validation:  74%|███████▎  | 70/95 [01:53<00:36,  1.47s/it]
Epoch 13/20 - Validation:  75%|███████▍  | 71/95 [01:55<00:39,  1.66s/it]
Epoch 13/20 - Validation:  76%|███████▌  | 72/95 [01:57<00:41,  1.79s/it]
Epoch 13/20 - Validation:  77%|███████▋  | 73/95 [01:59<00:38,  1.77s/it]
Epoch 13/20 - Validation:  78%|███████▊  | 74/95 [02:01<00:36,  1.72s/it]
Epoch 13/20 - Validation:  79%|███████▉  | 75/95 [02:02<00:33,  1.66s/it]
Epoch 13/20 - Validation:  80%|████████  | 76/95 [02:04<00:30,  1.62s/it]
Epoch 13/20 - Validation:  81%|████████  | 77/95 [02:05<00:28,  1.59s/it]
Epoch 13/20 - Validation:  82%|████████▏ | 78/95 [02:07<00:26,  1.56s/it]
Epoch 13/20 - Validation:  83%|████████▎ | 79/95 [02:08<00:24,  1.53s/it]
Epoch 13/20 - Validation:  84%|████████▍ | 80/95 [02:10<00:22,  1.53s/it]
Epoch 13/20 - Validation:  85%|████████▌ | 81/95 [02:11<00:21,  1.51s/it]
Epoch 13/20 - Validation:  86%|████████▋ | 82/95 [02:13<00:19,  1.49s/it]
Epoch 13/20 - Validation:  87%|████████▋ | 83/95 [02:14<00:17,  1.48s/it]
Epoch 13/20 - Validation:  88%|████████▊ | 84/95 [02:15<00:16,  1.48s/it]
Epoch 13/20 - Validation:  89%|████████▉ | 85/95 [02:17<00:14,  1.49s/it]
Epoch 13/20 - Validation:  91%|█████████ | 86/95 [02:18<00:13,  1.48s/it]
Epoch 13/20 - Validation:  92%|█████████▏| 87/95 [02:20<00:11,  1.49s/it]
Epoch 13/20 - Validation:  93%|█████████▎| 88/95 [02:21<00:10,  1.50s/it]
Epoch 13/20 - Validation:  94%|█████████▎| 89/95 [02:23<00:08,  1.49s/it]
Epoch 13/20 - Validation:  95%|█████████▍| 90/95 [02:24<00:07,  1.48s/it]
Epoch 13/20 - Validation:  96%|█████████▌| 91/95 [02:26<00:05,  1.46s/it]
Epoch 13/20 - Validation:  97%|█████████▋| 92/95 [02:27<00:04,  1.44s/it]
Epoch 13/20 - Validation:  98%|█████████▊| 93/95 [02:29<00:02,  1.44s/it]
Epoch 13/20 - Validation:  99%|█████████▉| 94/95 [02:30<00:01,  1.43s/it]
Epoch 13/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.17s/it]
Epoch 13/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.59s/it]
+
Epoch 14/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 14/20 - Training:   0%|          | 1/870 [00:03<56:04,  3.87s/it]
Epoch 14/20 - Training:   0%|          | 2/870 [00:04<31:59,  2.21s/it]
Epoch 14/20 - Training:   0%|          | 4/870 [00:05<14:42,  1.02s/it]
Epoch 14/20 - Training:   1%|          | 6/870 [00:05<08:54,  1.62it/s]
Epoch 14/20 - Training:   1%|          | 7/870 [00:06<07:06,  2.02it/s]
Epoch 14/20 - Training:   1%|          | 9/870 [00:06<04:38,  3.09it/s]
Epoch 14/20 - Training:   1%|▏         | 11/870 [00:07<05:30,  2.60it/s]
Epoch 14/20 - Training:   1%|▏         | 12/870 [00:08<08:22,  1.71it/s]
Epoch 14/20 - Training:   2%|▏         | 14/870 [00:08<05:39,  2.52it/s]
Epoch 14/20 - Training:   2%|▏         | 16/870 [00:09<06:37,  2.15it/s]
Epoch 14/20 - Training:   2%|▏         | 17/870 [00:10<06:04,  2.34it/s]
Epoch 14/20 - Training:   2%|▏         | 19/870 [00:10<04:14,  3.35it/s]
Epoch 14/20 - Training:   2%|▏         | 21/870 [00:10<03:08,  4.51it/s]
Epoch 14/20 - Training:   3%|▎         | 22/870 [00:11<04:20,  3.26it/s]
Epoch 14/20 - Training:   3%|▎         | 24/870 [00:11<03:11,  4.41it/s]
Epoch 14/20 - Training:   3%|▎         | 25/870 [00:11<02:53,  4.88it/s]
Epoch 14/20 - Training:   3%|▎         | 26/870 [00:12<06:08,  2.29it/s]
Epoch 14/20 - Training:   3%|▎         | 28/870 [00:12<04:13,  3.32it/s]
Epoch 14/20 - Training:   3%|▎         | 30/870 [00:12<03:06,  4.50it/s]
Epoch 14/20 - Training:   4%|▎         | 32/870 [00:13<03:31,  3.96it/s]
Epoch 14/20 - Training:   4%|▍         | 34/870 [00:13<03:19,  4.20it/s]
Epoch 14/20 - Training:   4%|▍         | 35/870 [00:14<03:18,  4.21it/s]
Epoch 14/20 - Training:   4%|▍         | 36/870 [00:15<06:04,  2.29it/s]
Epoch 14/20 - Training:   4%|▍         | 38/870 [00:15<04:13,  3.28it/s]
Epoch 14/20 - Training:   5%|▍         | 40/870 [00:15<03:09,  4.38it/s]
Epoch 14/20 - Training:   5%|▍         | 42/870 [00:16<02:43,  5.07it/s]
Epoch 14/20 - Training:   5%|▌         | 44/870 [00:16<03:27,  3.99it/s]
Epoch 14/20 - Training:   5%|▌         | 45/870 [00:16<03:21,  4.10it/s]
Epoch 14/20 - Training:   5%|▌         | 46/870 [00:17<05:32,  2.48it/s]
Epoch 14/20 - Training:   6%|▌         | 48/870 [00:18<03:53,  3.52it/s]
Epoch 14/20 - Training:   6%|▌         | 50/870 [00:18<02:56,  4.64it/s]
Epoch 14/20 - Training:   6%|▌         | 52/870 [00:18<02:33,  5.32it/s]
Epoch 14/20 - Training:   6%|▌         | 54/870 [00:19<03:23,  4.01it/s]
Epoch 14/20 - Training:   6%|▋         | 55/870 [00:19<03:47,  3.58it/s]
Epoch 14/20 - Training:   6%|▋         | 56/870 [00:20<05:18,  2.56it/s]
Epoch 14/20 - Training:   7%|▋         | 58/870 [00:20<03:42,  3.64it/s]
Epoch 14/20 - Training:   7%|▋         | 60/870 [00:20<02:48,  4.80it/s]
Epoch 14/20 - Training:   7%|▋         | 62/870 [00:21<02:30,  5.37it/s]
Epoch 14/20 - Training:   7%|▋         | 64/870 [00:21<03:17,  4.08it/s]
Epoch 14/20 - Training:   7%|▋         | 65/870 [00:22<04:07,  3.25it/s]
Epoch 14/20 - Training:   8%|▊         | 66/870 [00:23<05:12,  2.57it/s]
Epoch 14/20 - Training:   8%|▊         | 68/870 [00:23<03:38,  3.68it/s]
Epoch 14/20 - Training:   8%|▊         | 70/870 [00:23<02:44,  4.87it/s]
Epoch 14/20 - Training:   8%|▊         | 71/870 [00:23<02:39,  5.01it/s]
Epoch 14/20 - Training:   8%|▊         | 72/870 [00:23<02:27,  5.42it/s]
Epoch 14/20 - Training:   9%|▊         | 74/870 [00:24<03:22,  3.92it/s]
Epoch 14/20 - Training:   9%|▊         | 75/870 [00:25<04:28,  2.96it/s]
Epoch 14/20 - Training:   9%|▊         | 76/870 [00:25<05:18,  2.49it/s]
Epoch 14/20 - Training:   9%|▉         | 78/870 [00:25<03:33,  3.70it/s]
Epoch 14/20 - Training:   9%|▉         | 80/870 [00:26<02:37,  5.01it/s]
Epoch 14/20 - Training:   9%|▉         | 81/870 [00:26<02:48,  4.70it/s]
Epoch 14/20 - Training:  10%|▉         | 83/870 [00:26<02:10,  6.05it/s]
Epoch 14/20 - Training:  10%|▉         | 84/870 [00:27<03:18,  3.97it/s]
Epoch 14/20 - Training:  10%|▉         | 85/870 [00:27<04:39,  2.81it/s]
Epoch 14/20 - Training:  10%|▉         | 86/870 [00:28<05:20,  2.45it/s]
Epoch 14/20 - Training:  10%|█         | 88/870 [00:28<03:32,  3.68it/s]
Epoch 14/20 - Training:  10%|█         | 90/870 [00:28<02:35,  5.01it/s]
Epoch 14/20 - Training:  10%|█         | 91/870 [00:29<03:01,  4.30it/s]
Epoch 14/20 - Training:  11%|█         | 93/870 [00:29<02:18,  5.62it/s]
Epoch 14/20 - Training:  11%|█         | 94/870 [00:29<03:05,  4.17it/s]
Epoch 14/20 - Training:  11%|█         | 95/870 [00:30<04:41,  2.75it/s]
Epoch 14/20 - Training:  11%|█         | 96/870 [00:30<05:15,  2.46it/s]
Epoch 14/20 - Training:  11%|█         | 97/870 [00:31<04:13,  3.05it/s]
Epoch 14/20 - Training:  11%|█▏        | 99/870 [00:31<02:53,  4.46it/s]
Epoch 14/20 - Training:  12%|█▏        | 101/870 [00:31<02:59,  4.28it/s]
Epoch 14/20 - Training:  12%|█▏        | 103/870 [00:31<02:21,  5.42it/s]
Epoch 14/20 - Training:  12%|█▏        | 104/870 [00:32<02:38,  4.83it/s]
Epoch 14/20 - Training:  12%|█▏        | 105/870 [00:33<04:27,  2.86it/s]
Epoch 14/20 - Training:  12%|█▏        | 106/870 [00:33<04:56,  2.58it/s]
Epoch 14/20 - Training:  12%|█▏        | 107/870 [00:33<04:17,  2.97it/s]
Epoch 14/20 - Training:  13%|█▎        | 109/870 [00:33<02:52,  4.40it/s]
Epoch 14/20 - Training:  13%|█▎        | 111/870 [00:34<03:18,  3.81it/s]
Epoch 14/20 - Training:  13%|█▎        | 113/870 [00:34<02:32,  4.96it/s]
Epoch 14/20 - Training:  13%|█▎        | 115/870 [00:35<03:38,  3.46it/s]
Epoch 14/20 - Training:  13%|█▎        | 116/870 [00:36<04:08,  3.04it/s]
Epoch 14/20 - Training:  13%|█▎        | 117/870 [00:36<03:59,  3.14it/s]
Epoch 14/20 - Training:  14%|█▎        | 119/870 [00:36<02:51,  4.39it/s]
Epoch 14/20 - Training:  14%|█▍        | 121/870 [00:37<03:21,  3.71it/s]
Epoch 14/20 - Training:  14%|█▍        | 123/870 [00:37<02:36,  4.77it/s]
Epoch 14/20 - Training:  14%|█▍        | 125/870 [00:38<03:30,  3.53it/s]
Epoch 14/20 - Training:  14%|█▍        | 126/870 [00:38<03:50,  3.22it/s]
Epoch 14/20 - Training:  15%|█▍        | 127/870 [00:39<03:52,  3.20it/s]
Epoch 14/20 - Training:  15%|█▍        | 129/870 [00:39<02:47,  4.41it/s]
Epoch 14/20 - Training:  15%|█▌        | 131/870 [00:39<03:20,  3.68it/s]
Epoch 14/20 - Training:  15%|█▌        | 133/870 [00:40<02:36,  4.71it/s]
Epoch 14/20 - Training:  15%|█▌        | 134/870 [00:40<02:27,  4.98it/s]
Epoch 14/20 - Training:  16%|█▌        | 135/870 [00:41<04:09,  2.94it/s]
Epoch 14/20 - Training:  16%|█▌        | 136/870 [00:41<03:38,  3.37it/s]
Epoch 14/20 - Training:  16%|█▌        | 137/870 [00:41<04:05,  2.99it/s]
Epoch 14/20 - Training:  16%|█▌        | 139/870 [00:41<02:48,  4.33it/s]
Epoch 14/20 - Training:  16%|█▌        | 141/870 [00:42<03:18,  3.68it/s]
Epoch 14/20 - Training:  16%|█▋        | 143/870 [00:42<02:32,  4.77it/s]
Epoch 14/20 - Training:  17%|█▋        | 144/870 [00:43<02:52,  4.20it/s]
Epoch 14/20 - Training:  17%|█▋        | 145/870 [00:43<04:13,  2.86it/s]
Epoch 14/20 - Training:  17%|█▋        | 147/870 [00:44<03:54,  3.08it/s]
Epoch 14/20 - Training:  17%|█▋        | 149/870 [00:44<02:54,  4.14it/s]
Epoch 14/20 - Training:  17%|█▋        | 151/870 [00:45<03:32,  3.39it/s]
Epoch 14/20 - Training:  18%|█▊        | 153/870 [00:45<02:42,  4.41it/s]
Epoch 14/20 - Training:  18%|█▊        | 154/870 [00:45<02:53,  4.13it/s]
Epoch 14/20 - Training:  18%|█▊        | 155/870 [00:46<04:18,  2.76it/s]
Epoch 14/20 - Training:  18%|█▊        | 157/870 [00:47<03:25,  3.48it/s]
Epoch 14/20 - Training:  18%|█▊        | 159/870 [00:47<02:35,  4.56it/s]
Epoch 14/20 - Training:  18%|█▊        | 160/870 [00:47<02:21,  5.03it/s]
Epoch 14/20 - Training:  19%|█▊        | 161/870 [00:48<04:15,  2.78it/s]
Epoch 14/20 - Training:  19%|█▊        | 163/870 [00:48<02:59,  3.95it/s]
Epoch 14/20 - Training:  19%|█▉        | 164/870 [00:48<03:05,  3.80it/s]
Epoch 14/20 - Training:  19%|█▉        | 165/870 [00:49<04:30,  2.60it/s]
Epoch 14/20 - Training:  19%|█▉        | 167/870 [00:49<03:09,  3.71it/s]
Epoch 14/20 - Training:  19%|█▉        | 168/870 [00:49<02:42,  4.32it/s]
Epoch 14/20 - Training:  19%|█▉        | 169/870 [00:49<02:20,  4.99it/s]
Epoch 14/20 - Training:  20%|█▉        | 170/870 [00:50<02:02,  5.72it/s]
Epoch 14/20 - Training:  20%|█▉        | 171/870 [00:51<04:57,  2.35it/s]
Epoch 14/20 - Training:  20%|█▉        | 173/870 [00:51<03:12,  3.62it/s]
Epoch 14/20 - Training:  20%|██        | 174/870 [00:51<03:16,  3.53it/s]
Epoch 14/20 - Training:  20%|██        | 175/870 [00:52<04:39,  2.49it/s]
Epoch 14/20 - Training:  20%|██        | 177/870 [00:52<03:09,  3.65it/s]
Epoch 14/20 - Training:  21%|██        | 179/870 [00:52<02:23,  4.83it/s]
Epoch 14/20 - Training:  21%|██        | 181/870 [00:54<04:00,  2.86it/s]
Epoch 14/20 - Training:  21%|██        | 183/870 [00:54<02:59,  3.82it/s]
Epoch 14/20 - Training:  21%|██        | 184/870 [00:54<03:01,  3.78it/s]
Epoch 14/20 - Training:  21%|██▏       | 185/870 [00:55<04:15,  2.68it/s]
Epoch 14/20 - Training:  21%|██▏       | 187/870 [00:55<03:02,  3.75it/s]
Epoch 14/20 - Training:  22%|██▏       | 189/870 [00:55<02:21,  4.82it/s]
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Epoch 14/20 - Training:  69%|██████▉   | 599/870 [03:03<01:48,  2.49it/s]
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Epoch 14/20 - Training:  71%|███████▏  | 620/870 [03:09<02:14,  1.86it/s]
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Epoch 14/20 - Training:  84%|████████▍ | 734/870 [03:46<01:24,  1.62it/s]
Epoch 14/20 - Training:  84%|████████▍ | 735/870 [03:46<01:03,  2.13it/s]
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Epoch 14/20 - Training:  85%|████████▍ | 738/870 [03:47<00:30,  4.27it/s]
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Epoch 14/20 - Training:  85%|████████▌ | 740/870 [03:47<00:23,  5.58it/s]
Epoch 14/20 - Training:  85%|████████▌ | 741/870 [03:47<00:21,  6.14it/s]
Epoch 14/20 - Training:  85%|████████▌ | 743/870 [03:50<01:27,  1.46it/s]
Epoch 14/20 - Training:  86%|████████▌ | 744/870 [03:50<01:11,  1.77it/s]
Epoch 14/20 - Training:  86%|████████▌ | 745/870 [03:50<00:56,  2.21it/s]
Epoch 14/20 - Training:  86%|████████▌ | 746/870 [03:50<00:44,  2.79it/s]
Epoch 14/20 - Training:  86%|████████▌ | 748/870 [03:50<00:29,  4.17it/s]
Epoch 14/20 - Training:  86%|████████▌ | 749/870 [03:50<00:25,  4.70it/s]
Epoch 14/20 - Training:  86%|████████▌ | 750/870 [03:51<00:24,  4.96it/s]
Epoch 14/20 - Training:  86%|████████▋ | 751/870 [03:51<00:21,  5.65it/s]
Epoch 14/20 - Training:  86%|████████▋ | 752/870 [03:51<00:19,  6.13it/s]
Epoch 14/20 - Training:  87%|████████▋ | 753/870 [03:53<01:36,  1.21it/s]
Epoch 14/20 - Training:  87%|████████▋ | 754/870 [03:53<01:12,  1.59it/s]
Epoch 14/20 - Training:  87%|████████▋ | 755/870 [03:54<00:57,  2.02it/s]
Epoch 14/20 - Training:  87%|████████▋ | 756/870 [03:54<00:45,  2.51it/s]
Epoch 14/20 - Training:  87%|████████▋ | 757/870 [03:54<00:37,  3.00it/s]
Epoch 14/20 - Training:  87%|████████▋ | 758/870 [03:54<00:33,  3.33it/s]
Epoch 14/20 - Training:  87%|████████▋ | 759/870 [03:54<00:29,  3.79it/s]
Epoch 14/20 - Training:  87%|████████▋ | 760/870 [03:54<00:25,  4.37it/s]
Epoch 14/20 - Training:  87%|████████▋ | 761/870 [03:55<00:23,  4.59it/s]
Epoch 14/20 - Training:  88%|████████▊ | 762/870 [03:55<00:22,  4.89it/s]
Epoch 14/20 - Training:  88%|████████▊ | 763/870 [03:57<01:16,  1.39it/s]
Epoch 14/20 - Training:  88%|████████▊ | 764/870 [03:57<00:58,  1.83it/s]
Epoch 14/20 - Training:  88%|████████▊ | 765/870 [03:57<00:44,  2.33it/s]
Epoch 14/20 - Training:  88%|████████▊ | 766/870 [03:57<00:35,  2.93it/s]
Epoch 14/20 - Training:  88%|████████▊ | 767/870 [03:57<00:28,  3.62it/s]
Epoch 14/20 - Training:  88%|████████▊ | 769/870 [03:58<00:19,  5.17it/s]
Epoch 14/20 - Training:  89%|████████▊ | 770/870 [03:58<00:17,  5.84it/s]
Epoch 14/20 - Training:  89%|████████▊ | 772/870 [03:58<00:13,  7.31it/s]
Epoch 14/20 - Training:  89%|████████▉ | 773/870 [03:59<00:37,  2.57it/s]
Epoch 14/20 - Training:  89%|████████▉ | 774/870 [03:59<00:32,  2.98it/s]
Epoch 14/20 - Training:  89%|████████▉ | 775/870 [03:59<00:27,  3.50it/s]
Epoch 14/20 - Training:  89%|████████▉ | 776/870 [03:59<00:22,  4.15it/s]
Epoch 14/20 - Training:  89%|████████▉ | 777/870 [04:00<00:20,  4.60it/s]
Epoch 14/20 - Training:  89%|████████▉ | 778/870 [04:00<00:18,  5.01it/s]
Epoch 14/20 - Training:  90%|████████▉ | 779/870 [04:00<00:16,  5.43it/s]
Epoch 14/20 - Training:  90%|████████▉ | 780/870 [04:00<00:15,  5.92it/s]
Epoch 14/20 - Training:  90%|████████▉ | 781/870 [04:00<00:13,  6.72it/s]
Epoch 14/20 - Training:  90%|████████▉ | 782/870 [04:00<00:12,  7.22it/s]
Epoch 14/20 - Training:  90%|█████████ | 783/870 [04:02<00:46,  1.88it/s]
Epoch 14/20 - Training:  90%|█████████ | 784/870 [04:02<00:35,  2.44it/s]
Epoch 14/20 - Training:  90%|█████████ | 785/870 [04:02<00:27,  3.08it/s]
Epoch 14/20 - Training:  90%|█████████ | 786/870 [04:02<00:21,  3.82it/s]
Epoch 14/20 - Training:  90%|█████████ | 787/870 [04:02<00:17,  4.63it/s]
Epoch 14/20 - Training:  91%|█████████ | 788/870 [04:02<00:14,  5.51it/s]
Epoch 14/20 - Training:  91%|█████████ | 789/870 [04:02<00:12,  6.26it/s]
Epoch 14/20 - Training:  91%|█████████ | 790/870 [04:03<00:11,  6.94it/s]
Epoch 14/20 - Training:  91%|█████████ | 792/870 [04:03<00:09,  8.03it/s]
Epoch 14/20 - Training:  91%|█████████ | 793/870 [04:04<00:37,  2.08it/s]
Epoch 14/20 - Training:  91%|█████████▏| 795/870 [04:05<00:24,  3.07it/s]
Epoch 14/20 - Training:  91%|█████████▏| 796/870 [04:05<00:20,  3.63it/s]
Epoch 14/20 - Training:  92%|█████████▏| 797/870 [04:05<00:17,  4.28it/s]
Epoch 14/20 - Training:  92%|█████████▏| 799/870 [04:05<00:12,  5.56it/s]
Epoch 14/20 - Training:  92%|█████████▏| 801/870 [04:05<00:10,  6.65it/s]
Epoch 14/20 - Training:  92%|█████████▏| 802/870 [04:06<00:14,  4.73it/s]
Epoch 14/20 - Training:  92%|█████████▏| 803/870 [04:07<00:31,  2.13it/s]
Epoch 14/20 - Training:  92%|█████████▏| 804/870 [04:07<00:25,  2.64it/s]
Epoch 14/20 - Training:  93%|█████████▎| 805/870 [04:07<00:19,  3.26it/s]
Epoch 14/20 - Training:  93%|█████████▎| 806/870 [04:07<00:16,  3.98it/s]
Epoch 14/20 - Training:  93%|█████████▎| 807/870 [04:07<00:13,  4.73it/s]
Epoch 14/20 - Training:  93%|█████████▎| 808/870 [04:07<00:11,  5.50it/s]
Epoch 14/20 - Training:  93%|█████████▎| 809/870 [04:08<00:09,  6.18it/s]
Epoch 14/20 - Training:  93%|█████████▎| 811/870 [04:08<00:11,  4.96it/s]
Epoch 14/20 - Training:  93%|█████████▎| 812/870 [04:08<00:14,  3.93it/s]
Epoch 14/20 - Training:  93%|█████████▎| 813/870 [04:10<00:26,  2.18it/s]
Epoch 14/20 - Training:  94%|█████████▎| 815/870 [04:10<00:16,  3.27it/s]
Epoch 14/20 - Training:  94%|█████████▍| 816/870 [04:10<00:14,  3.85it/s]
Epoch 14/20 - Training:  94%|█████████▍| 817/870 [04:10<00:11,  4.50it/s]
Epoch 14/20 - Training:  94%|█████████▍| 818/870 [04:10<00:10,  5.19it/s]
Epoch 14/20 - Training:  94%|█████████▍| 819/870 [04:10<00:08,  5.88it/s]
Epoch 14/20 - Training:  94%|█████████▍| 821/870 [04:11<00:13,  3.73it/s]
Epoch 14/20 - Training:  94%|█████████▍| 822/870 [04:11<00:14,  3.33it/s]
Epoch 14/20 - Training:  95%|█████████▍| 823/870 [04:12<00:19,  2.43it/s]
Epoch 14/20 - Training:  95%|█████████▍| 825/870 [04:12<00:12,  3.55it/s]
Epoch 14/20 - Training:  95%|█████████▌| 827/870 [04:12<00:09,  4.71it/s]
Epoch 14/20 - Training:  95%|█████████▌| 829/870 [04:13<00:06,  5.86it/s]
Epoch 14/20 - Training:  96%|█████████▌| 831/870 [04:14<00:11,  3.43it/s]
Epoch 14/20 - Training:  96%|█████████▌| 832/870 [04:14<00:11,  3.19it/s]
Epoch 14/20 - Training:  96%|█████████▌| 833/870 [04:15<00:13,  2.65it/s]
Epoch 14/20 - Training:  96%|█████████▌| 834/870 [04:15<00:11,  3.16it/s]
Epoch 14/20 - Training:  96%|█████████▌| 835/870 [04:15<00:09,  3.80it/s]
Epoch 14/20 - Training:  96%|█████████▌| 836/870 [04:15<00:07,  4.49it/s]
Epoch 14/20 - Training:  96%|█████████▌| 837/870 [04:15<00:06,  5.27it/s]
Epoch 14/20 - Training:  96%|█████████▋| 838/870 [04:15<00:05,  5.98it/s]
Epoch 14/20 - Training:  96%|█████████▋| 839/870 [04:15<00:04,  6.65it/s]
Epoch 14/20 - Training:  97%|█████████▋| 840/870 [04:16<00:04,  7.34it/s]
Epoch 14/20 - Training:  97%|█████████▋| 841/870 [04:17<00:12,  2.39it/s]
Epoch 14/20 - Training:  97%|█████████▋| 842/870 [04:17<00:11,  2.39it/s]
Epoch 14/20 - Training:  97%|█████████▋| 843/870 [04:17<00:10,  2.61it/s]
Epoch 14/20 - Training:  97%|█████████▋| 844/870 [04:17<00:07,  3.31it/s]
Epoch 14/20 - Training:  97%|█████████▋| 845/870 [04:18<00:06,  4.10it/s]
Epoch 14/20 - Training:  97%|█████████▋| 846/870 [04:18<00:04,  4.98it/s]
Epoch 14/20 - Training:  97%|█████████▋| 847/870 [04:18<00:03,  5.77it/s]
Epoch 14/20 - Training:  97%|█████████▋| 848/870 [04:18<00:03,  6.57it/s]
Epoch 14/20 - Training:  98%|█████████▊| 849/870 [04:18<00:02,  7.20it/s]
Epoch 14/20 - Training:  98%|█████████▊| 850/870 [04:18<00:02,  7.35it/s]
Epoch 14/20 - Training:  98%|█████████▊| 851/870 [04:19<00:09,  1.95it/s]
Epoch 14/20 - Training:  98%|█████████▊| 852/870 [04:20<00:08,  2.09it/s]
Epoch 14/20 - Training:  98%|█████████▊| 854/870 [04:20<00:04,  3.38it/s]
Epoch 14/20 - Training:  98%|█████████▊| 856/870 [04:20<00:02,  4.75it/s]
Epoch 14/20 - Training:  99%|█████████▊| 858/870 [04:20<00:01,  6.10it/s]
Epoch 14/20 - Training:  99%|█████████▊| 859/870 [04:21<00:01,  5.78it/s]
Epoch 14/20 - Training:  99%|█████████▉| 860/870 [04:21<00:01,  6.33it/s]
Epoch 14/20 - Training:  99%|█████████▉| 861/870 [04:22<00:04,  2.25it/s]
Epoch 14/20 - Training:  99%|█████████▉| 862/870 [04:22<00:03,  2.49it/s]
Epoch 14/20 - Training:  99%|█████████▉| 864/870 [04:22<00:01,  3.80it/s]
Epoch 14/20 - Training: 100%|█████████▉| 866/870 [04:23<00:00,  5.21it/s]
Epoch 14/20 - Training: 100%|█████████▉| 868/870 [04:23<00:00,  6.62it/s]
Epoch 14/20 - Training: 100%|██████████| 870/870 [04:23<00:00,  8.19it/s]
Epoch 14/20 - Training: 100%|██████████| 870/870 [04:23<00:00,  3.30it/s]
+
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Epoch 14/20 - Validation:   1%|          | 1/95 [00:02<03:38,  2.32s/it]
Epoch 14/20 - Validation:   2%|▏         | 2/95 [00:04<03:35,  2.31s/it]
Epoch 14/20 - Validation:   3%|▎         | 3/95 [00:06<03:32,  2.30s/it]
Epoch 14/20 - Validation:   4%|▍         | 4/95 [00:09<03:23,  2.24s/it]
Epoch 14/20 - Validation:   5%|▌         | 5/95 [00:10<03:05,  2.06s/it]
Epoch 14/20 - Validation:   6%|▋         | 6/95 [00:12<02:48,  1.90s/it]
Epoch 14/20 - Validation:   7%|▋         | 7/95 [00:13<02:37,  1.79s/it]
Epoch 14/20 - Validation:   8%|▊         | 8/95 [00:15<02:29,  1.72s/it]
Epoch 14/20 - Validation:   9%|▉         | 9/95 [00:17<02:23,  1.67s/it]
Epoch 14/20 - Validation:  11%|█         | 10/95 [00:18<02:22,  1.68s/it]
Epoch 14/20 - Validation:  12%|█▏        | 11/95 [00:20<02:30,  1.80s/it]
Epoch 14/20 - Validation:  13%|█▎        | 12/95 [00:23<02:42,  1.95s/it]
Epoch 14/20 - Validation:  14%|█▎        | 13/95 [00:25<02:46,  2.03s/it]
Epoch 14/20 - Validation:  15%|█▍        | 14/95 [00:27<02:39,  1.97s/it]
Epoch 14/20 - Validation:  16%|█▌        | 15/95 [00:29<02:38,  1.99s/it]
Epoch 14/20 - Validation:  17%|█▋        | 16/95 [00:31<02:40,  2.03s/it]
Epoch 14/20 - Validation:  18%|█▊        | 17/95 [00:33<02:33,  1.97s/it]
Epoch 14/20 - Validation:  19%|█▉        | 18/95 [00:35<02:28,  1.93s/it]
Epoch 14/20 - Validation:  20%|██        | 19/95 [00:36<02:24,  1.90s/it]
Epoch 14/20 - Validation:  21%|██        | 20/95 [00:38<02:18,  1.84s/it]
Epoch 14/20 - Validation:  22%|██▏       | 21/95 [00:40<02:08,  1.73s/it]
Epoch 14/20 - Validation:  23%|██▎       | 22/95 [00:41<02:01,  1.67s/it]
Epoch 14/20 - Validation:  24%|██▍       | 23/95 [00:43<01:55,  1.61s/it]
Epoch 14/20 - Validation:  25%|██▌       | 24/95 [00:44<01:52,  1.58s/it]
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Epoch 14/20 - Validation:  27%|██▋       | 26/95 [00:47<01:50,  1.60s/it]
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Epoch 14/20 - Validation:  38%|███▊      | 36/95 [01:03<01:28,  1.50s/it]
Epoch 14/20 - Validation:  39%|███▉      | 37/95 [01:04<01:26,  1.49s/it]
Epoch 14/20 - Validation:  40%|████      | 38/95 [01:06<01:24,  1.48s/it]
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Epoch 14/20 - Validation:  45%|████▌     | 43/95 [01:13<01:18,  1.51s/it]
Epoch 14/20 - Validation:  46%|████▋     | 44/95 [01:15<01:18,  1.54s/it]
Epoch 14/20 - Validation:  47%|████▋     | 45/95 [01:17<01:21,  1.63s/it]
Epoch 14/20 - Validation:  48%|████▊     | 46/95 [01:18<01:22,  1.68s/it]
Epoch 14/20 - Validation:  49%|████▉     | 47/95 [01:20<01:20,  1.68s/it]
Epoch 14/20 - Validation:  51%|█████     | 48/95 [01:22<01:17,  1.66s/it]
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Epoch 14/20 - Validation:  53%|█████▎    | 50/95 [01:25<01:15,  1.67s/it]
Epoch 14/20 - Validation:  54%|█████▎    | 51/95 [01:27<01:12,  1.64s/it]
Epoch 14/20 - Validation:  55%|█████▍    | 52/95 [01:28<01:09,  1.61s/it]
Epoch 14/20 - Validation:  56%|█████▌    | 53/95 [01:30<01:05,  1.57s/it]
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Epoch 14/20 - Validation:  63%|██████▎   | 60/95 [01:40<00:51,  1.48s/it]
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Epoch 14/20 - Validation:  68%|██████▊   | 65/95 [01:47<00:43,  1.46s/it]
Epoch 14/20 - Validation:  69%|██████▉   | 66/95 [01:49<00:43,  1.49s/it]
Epoch 14/20 - Validation:  71%|███████   | 67/95 [01:50<00:41,  1.48s/it]
Epoch 14/20 - Validation:  72%|███████▏  | 68/95 [01:52<00:39,  1.47s/it]
Epoch 14/20 - Validation:  73%|███████▎  | 69/95 [01:53<00:38,  1.46s/it]
Epoch 14/20 - Validation:  74%|███████▎  | 70/95 [01:55<00:36,  1.46s/it]
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Epoch 14/20 - Validation:  76%|███████▌  | 72/95 [01:59<00:40,  1.74s/it]
Epoch 14/20 - Validation:  77%|███████▋  | 73/95 [02:00<00:38,  1.73s/it]
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Epoch 14/20 - Validation:  84%|████████▍ | 80/95 [02:11<00:22,  1.52s/it]
Epoch 14/20 - Validation:  85%|████████▌ | 81/95 [02:12<00:20,  1.50s/it]
Epoch 14/20 - Validation:  86%|████████▋ | 82/95 [02:14<00:19,  1.48s/it]
Epoch 14/20 - Validation:  87%|████████▋ | 83/95 [02:15<00:17,  1.47s/it]
Epoch 14/20 - Validation:  88%|████████▊ | 84/95 [02:17<00:16,  1.47s/it]
Epoch 14/20 - Validation:  89%|████████▉ | 85/95 [02:18<00:14,  1.47s/it]
Epoch 14/20 - Validation:  91%|█████████ | 86/95 [02:20<00:13,  1.46s/it]
Epoch 14/20 - Validation:  92%|█████████▏| 87/95 [02:21<00:11,  1.47s/it]
Epoch 14/20 - Validation:  93%|█████████▎| 88/95 [02:23<00:10,  1.48s/it]
Epoch 14/20 - Validation:  94%|█████████▎| 89/95 [02:24<00:08,  1.48s/it]
Epoch 14/20 - Validation:  95%|█████████▍| 90/95 [02:26<00:07,  1.48s/it]
Epoch 14/20 - Validation:  96%|█████████▌| 91/95 [02:27<00:05,  1.47s/it]
Epoch 14/20 - Validation:  97%|█████████▋| 92/95 [02:28<00:04,  1.46s/it]
Epoch 14/20 - Validation:  98%|█████████▊| 93/95 [02:30<00:02,  1.45s/it]
Epoch 14/20 - Validation:  99%|█████████▉| 94/95 [02:31<00:01,  1.45s/it]
Epoch 14/20 - Validation: 100%|██████████| 95/95 [02:32<00:00,  1.18s/it]
Epoch 14/20 - Validation: 100%|██████████| 95/95 [02:32<00:00,  1.60s/it]
+
Epoch 15/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 15/20 - Training:   0%|          | 1/870 [00:05<1:20:59,  5.59s/it]
Epoch 15/20 - Training:   0%|          | 3/870 [00:05<21:46,  1.51s/it]  
Epoch 15/20 - Training:   0%|          | 4/870 [00:05<14:43,  1.02s/it]
Epoch 15/20 - Training:   1%|          | 5/870 [00:05<10:21,  1.39it/s]
Epoch 15/20 - Training:   1%|          | 6/870 [00:06<07:31,  1.91it/s]
Epoch 15/20 - Training:   1%|          | 7/870 [00:06<05:36,  2.56it/s]
Epoch 15/20 - Training:   1%|          | 9/870 [00:06<03:30,  4.10it/s]
Epoch 15/20 - Training:   1%|▏         | 11/870 [00:10<13:14,  1.08it/s]
Epoch 15/20 - Training:   1%|▏         | 13/870 [00:10<08:47,  1.62it/s]
Epoch 15/20 - Training:   2%|▏         | 15/870 [00:10<06:06,  2.34it/s]
Epoch 15/20 - Training:   2%|▏         | 17/870 [00:10<04:24,  3.22it/s]
Epoch 15/20 - Training:   2%|▏         | 19/870 [00:10<03:22,  4.21it/s]
Epoch 15/20 - Training:   2%|▏         | 21/870 [00:14<10:01,  1.41it/s]
Epoch 15/20 - Training:   3%|▎         | 23/870 [00:14<07:13,  1.95it/s]
Epoch 15/20 - Training:   3%|▎         | 25/870 [00:14<05:21,  2.63it/s]
Epoch 15/20 - Training:   3%|▎         | 27/870 [00:14<04:06,  3.42it/s]
Epoch 15/20 - Training:   3%|▎         | 29/870 [00:14<03:19,  4.21it/s]
Epoch 15/20 - Training:   4%|▎         | 31/870 [00:17<06:48,  2.05it/s]
Epoch 15/20 - Training:   4%|▎         | 32/870 [00:17<06:29,  2.15it/s]
Epoch 15/20 - Training:   4%|▍         | 34/870 [00:17<04:46,  2.91it/s]
Epoch 15/20 - Training:   4%|▍         | 35/870 [00:17<04:12,  3.31it/s]
Epoch 15/20 - Training:   4%|▍         | 36/870 [00:17<03:40,  3.78it/s]
Epoch 15/20 - Training:   4%|▍         | 37/870 [00:18<03:09,  4.40it/s]
Epoch 15/20 - Training:   4%|▍         | 38/870 [00:18<02:44,  5.05it/s]
Epoch 15/20 - Training:   4%|▍         | 39/870 [00:18<02:29,  5.57it/s]
Epoch 15/20 - Training:   5%|▍         | 41/870 [00:19<06:12,  2.23it/s]
Epoch 15/20 - Training:   5%|▍         | 42/870 [00:20<07:45,  1.78it/s]
Epoch 15/20 - Training:   5%|▌         | 44/870 [00:21<05:08,  2.68it/s]
Epoch 15/20 - Training:   5%|▌         | 45/870 [00:21<04:19,  3.18it/s]
Epoch 15/20 - Training:   5%|▌         | 47/870 [00:21<03:03,  4.47it/s]
Epoch 15/20 - Training:   6%|▌         | 49/870 [00:21<02:23,  5.71it/s]
Epoch 15/20 - Training:   6%|▌         | 51/870 [00:22<04:22,  3.11it/s]
Epoch 15/20 - Training:   6%|▌         | 52/870 [00:24<07:23,  1.84it/s]
Epoch 15/20 - Training:   6%|▌         | 54/870 [00:24<05:06,  2.67it/s]
Epoch 15/20 - Training:   6%|▋         | 56/870 [00:24<04:05,  3.32it/s]
Epoch 15/20 - Training:   7%|▋         | 58/870 [00:24<03:06,  4.36it/s]
Epoch 15/20 - Training:   7%|▋         | 60/870 [00:24<02:27,  5.47it/s]
Epoch 15/20 - Training:   7%|▋         | 61/870 [00:25<03:28,  3.88it/s]
Epoch 15/20 - Training:   7%|▋         | 62/870 [00:27<08:29,  1.59it/s]
Epoch 15/20 - Training:   7%|▋         | 64/870 [00:27<05:41,  2.36it/s]
Epoch 15/20 - Training:   8%|▊         | 66/870 [00:27<04:10,  3.21it/s]
Epoch 15/20 - Training:   8%|▊         | 68/870 [00:28<03:09,  4.24it/s]
Epoch 15/20 - Training:   8%|▊         | 70/870 [00:28<02:29,  5.34it/s]
Epoch 15/20 - Training:   8%|▊         | 72/870 [00:30<06:44,  1.98it/s]
Epoch 15/20 - Training:   9%|▊         | 74/870 [00:30<05:02,  2.63it/s]
Epoch 15/20 - Training:   9%|▊         | 76/870 [00:31<03:52,  3.42it/s]
Epoch 15/20 - Training:   9%|▉         | 77/870 [00:31<03:25,  3.86it/s]
Epoch 15/20 - Training:   9%|▉         | 78/870 [00:31<03:01,  4.36it/s]
Epoch 15/20 - Training:   9%|▉         | 80/870 [00:31<02:19,  5.68it/s]
Epoch 15/20 - Training:   9%|▉         | 82/870 [00:33<06:34,  2.00it/s]
Epoch 15/20 - Training:  10%|▉         | 84/870 [00:33<04:50,  2.70it/s]
Epoch 15/20 - Training:  10%|▉         | 85/870 [00:33<04:11,  3.12it/s]
Epoch 15/20 - Training:  10%|█         | 87/870 [00:34<03:10,  4.12it/s]
Epoch 15/20 - Training:  10%|█         | 88/870 [00:34<02:52,  4.54it/s]
Epoch 15/20 - Training:  10%|█         | 89/870 [00:34<02:33,  5.09it/s]
Epoch 15/20 - Training:  10%|█         | 91/870 [00:34<02:01,  6.39it/s]
Epoch 15/20 - Training:  11%|█         | 92/870 [00:36<08:08,  1.59it/s]
Epoch 15/20 - Training:  11%|█         | 94/870 [00:37<05:26,  2.38it/s]
Epoch 15/20 - Training:  11%|█         | 96/870 [00:37<03:57,  3.26it/s]
Epoch 15/20 - Training:  11%|█         | 97/870 [00:37<03:24,  3.77it/s]
Epoch 15/20 - Training:  11%|█▏        | 99/870 [00:37<02:36,  4.92it/s]
Epoch 15/20 - Training:  12%|█▏        | 101/870 [00:37<02:05,  6.13it/s]
Epoch 15/20 - Training:  12%|█▏        | 103/870 [00:40<06:55,  1.84it/s]
Epoch 15/20 - Training:  12%|█▏        | 105/870 [00:40<05:05,  2.51it/s]
Epoch 15/20 - Training:  12%|█▏        | 107/870 [00:40<03:50,  3.31it/s]
Epoch 15/20 - Training:  12%|█▏        | 108/870 [00:40<03:25,  3.72it/s]
Epoch 15/20 - Training:  13%|█▎        | 110/870 [00:41<02:38,  4.80it/s]
Epoch 15/20 - Training:  13%|█▎        | 112/870 [00:43<07:05,  1.78it/s]
Epoch 15/20 - Training:  13%|█▎        | 114/870 [00:43<05:09,  2.44it/s]
Epoch 15/20 - Training:  13%|█▎        | 116/870 [00:44<03:55,  3.20it/s]
Epoch 15/20 - Training:  14%|█▎        | 118/870 [00:44<03:05,  4.06it/s]
Epoch 15/20 - Training:  14%|█▍        | 120/870 [00:44<02:28,  5.04it/s]
Epoch 15/20 - Training:  14%|█▍        | 122/870 [00:46<06:37,  1.88it/s]
Epoch 15/20 - Training:  14%|█▍        | 124/870 [00:47<04:53,  2.54it/s]
Epoch 15/20 - Training:  14%|█▍        | 126/870 [00:47<03:44,  3.31it/s]
Epoch 15/20 - Training:  15%|█▍        | 128/870 [00:47<02:57,  4.19it/s]
Epoch 15/20 - Training:  15%|█▍        | 130/870 [00:47<02:23,  5.17it/s]
Epoch 15/20 - Training:  15%|█▌        | 132/870 [00:50<06:20,  1.94it/s]
Epoch 15/20 - Training:  15%|█▌        | 134/870 [00:50<04:42,  2.61it/s]
Epoch 15/20 - Training:  16%|█▌        | 136/870 [00:50<03:40,  3.33it/s]
Epoch 15/20 - Training:  16%|█▌        | 138/870 [00:50<02:55,  4.18it/s]
Epoch 15/20 - Training:  16%|█▌        | 140/870 [00:50<02:21,  5.15it/s]
Epoch 15/20 - Training:  16%|█▋        | 142/870 [00:53<06:25,  1.89it/s]
Epoch 15/20 - Training:  17%|█▋        | 144/870 [00:53<04:45,  2.55it/s]
Epoch 15/20 - Training:  17%|█▋        | 146/870 [00:53<03:43,  3.24it/s]
Epoch 15/20 - Training:  17%|█▋        | 148/870 [00:54<02:53,  4.16it/s]
Epoch 15/20 - Training:  17%|█▋        | 150/870 [00:54<02:19,  5.18it/s]
Epoch 15/20 - Training:  17%|█▋        | 152/870 [00:56<06:10,  1.94it/s]
Epoch 15/20 - Training:  18%|█▊        | 154/870 [00:56<04:33,  2.62it/s]
Epoch 15/20 - Training:  18%|█▊        | 156/870 [00:57<03:53,  3.06it/s]
Epoch 15/20 - Training:  18%|█▊        | 158/870 [00:57<03:00,  3.94it/s]
Epoch 15/20 - Training:  18%|█▊        | 160/870 [00:57<02:23,  4.93it/s]
Epoch 15/20 - Training:  19%|█▊        | 162/870 [01:00<06:14,  1.89it/s]
Epoch 15/20 - Training:  19%|█▉        | 164/870 [01:00<04:37,  2.55it/s]
Epoch 15/20 - Training:  19%|█▉        | 166/870 [01:00<03:44,  3.14it/s]
Epoch 15/20 - Training:  19%|█▉        | 168/870 [01:00<02:54,  4.02it/s]
Epoch 15/20 - Training:  20%|█▉        | 170/870 [01:01<02:20,  5.00it/s]
Epoch 15/20 - Training:  20%|█▉        | 172/870 [01:03<05:03,  2.30it/s]
Epoch 15/20 - Training:  20%|██        | 174/870 [01:03<03:47,  3.06it/s]
Epoch 15/20 - Training:  20%|██        | 176/870 [01:03<03:51,  3.00it/s]
Epoch 15/20 - Training:  20%|██        | 178/870 [01:04<02:59,  3.85it/s]
Epoch 15/20 - Training:  21%|██        | 180/870 [01:04<02:25,  4.75it/s]
Epoch 15/20 - Training:  21%|██        | 182/870 [01:06<05:10,  2.21it/s]
Epoch 15/20 - Training:  21%|██        | 184/870 [01:06<03:52,  2.95it/s]
Epoch 15/20 - Training:  21%|██▏       | 186/870 [01:07<04:01,  2.83it/s]
Epoch 15/20 - Training:  22%|██▏       | 188/870 [01:07<03:08,  3.62it/s]
Epoch 15/20 - Training:  22%|██▏       | 189/870 [01:07<02:46,  4.08it/s]
Epoch 15/20 - Training:  22%|██▏       | 191/870 [01:07<02:09,  5.22it/s]
Epoch 15/20 - Training:  22%|██▏       | 192/870 [01:09<05:39,  2.00it/s]
Epoch 15/20 - Training:  22%|██▏       | 194/870 [01:09<03:56,  2.85it/s]
Epoch 15/20 - Training:  23%|██▎       | 196/870 [01:10<04:18,  2.61it/s]
Epoch 15/20 - Training:  23%|██▎       | 198/870 [01:10<03:11,  3.51it/s]
Epoch 15/20 - Training:  23%|██▎       | 200/870 [01:10<02:28,  4.50it/s]
Epoch 15/20 - Training:  23%|██▎       | 201/870 [01:10<02:13,  5.01it/s]
Epoch 15/20 - Training:  23%|██▎       | 202/870 [01:12<05:59,  1.86it/s]
Epoch 15/20 - Training:  23%|██▎       | 204/870 [01:12<04:04,  2.72it/s]
Epoch 15/20 - Training:  24%|██▎       | 206/870 [01:13<04:20,  2.54it/s]
Epoch 15/20 - Training:  24%|██▍       | 208/870 [01:13<03:12,  3.44it/s]
Epoch 15/20 - Training:  24%|██▍       | 210/870 [01:14<02:28,  4.43it/s]
Epoch 15/20 - Training:  24%|██▍       | 212/870 [01:15<04:30,  2.44it/s]
Epoch 15/20 - Training:  25%|██▍       | 214/870 [01:15<03:21,  3.26it/s]
Epoch 15/20 - Training:  25%|██▍       | 216/870 [01:17<04:16,  2.55it/s]
Epoch 15/20 - Training:  25%|██▌       | 218/870 [01:17<03:15,  3.34it/s]
Epoch 15/20 - Training:  25%|██▌       | 220/870 [01:17<02:34,  4.22it/s]
Epoch 15/20 - Training:  26%|██▌       | 222/870 [01:19<04:24,  2.45it/s]
Epoch 15/20 - Training:  26%|██▌       | 224/870 [01:19<03:20,  3.22it/s]
Epoch 15/20 - Training:  26%|██▌       | 226/870 [01:20<04:01,  2.66it/s]
Epoch 15/20 - Training:  26%|██▌       | 228/870 [01:20<03:03,  3.50it/s]
Epoch 15/20 - Training:  26%|██▋       | 230/870 [01:20<02:24,  4.43it/s]
Epoch 15/20 - Training:  27%|██▋       | 232/870 [01:22<04:15,  2.50it/s]
Epoch 15/20 - Training:  27%|██▋       | 234/870 [01:22<03:13,  3.29it/s]
Epoch 15/20 - Training:  27%|██▋       | 236/870 [01:23<04:10,  2.54it/s]
Epoch 15/20 - Training:  27%|██▋       | 238/870 [01:23<03:11,  3.30it/s]
Epoch 15/20 - Training:  28%|██▊       | 240/870 [01:23<02:30,  4.19it/s]
Epoch 15/20 - Training:  28%|██▊       | 242/870 [01:25<04:11,  2.49it/s]
Epoch 15/20 - Training:  28%|██▊       | 244/870 [01:25<03:10,  3.28it/s]
Epoch 15/20 - Training:  28%|██▊       | 246/870 [01:27<04:20,  2.39it/s]
Epoch 15/20 - Training:  29%|██▊       | 248/870 [01:27<03:16,  3.17it/s]
Epoch 15/20 - Training:  29%|██▊       | 250/870 [01:27<02:32,  4.07it/s]
Epoch 15/20 - Training:  29%|██▉       | 252/870 [01:29<04:42,  2.19it/s]
Epoch 15/20 - Training:  29%|██▉       | 254/870 [01:29<03:31,  2.91it/s]
Epoch 15/20 - Training:  29%|██▉       | 256/870 [01:30<04:36,  2.22it/s]
Epoch 15/20 - Training:  30%|██▉       | 258/870 [01:30<03:27,  2.95it/s]
Epoch 15/20 - Training:  30%|██▉       | 260/870 [01:31<02:38,  3.84it/s]
Epoch 15/20 - Training:  30%|███       | 262/870 [01:32<04:33,  2.23it/s]
Epoch 15/20 - Training:  30%|███       | 264/870 [01:33<03:26,  2.93it/s]
Epoch 15/20 - Training:  30%|███       | 265/870 [01:33<03:01,  3.32it/s]
Epoch 15/20 - Training:  31%|███       | 266/870 [01:34<04:23,  2.29it/s]
Epoch 15/20 - Training:  31%|███       | 268/870 [01:34<03:07,  3.21it/s]
Epoch 15/20 - Training:  31%|███       | 270/870 [01:34<02:22,  4.21it/s]
Epoch 15/20 - Training:  31%|███▏      | 272/870 [01:36<04:03,  2.46it/s]
Epoch 15/20 - Training:  31%|███▏      | 274/870 [01:36<03:01,  3.29it/s]
Epoch 15/20 - Training:  32%|███▏      | 275/870 [01:36<02:39,  3.74it/s]
Epoch 15/20 - Training:  32%|███▏      | 276/870 [01:37<03:59,  2.48it/s]
Epoch 15/20 - Training:  32%|███▏      | 278/870 [01:37<02:50,  3.47it/s]
Epoch 15/20 - Training:  32%|███▏      | 280/870 [01:37<02:09,  4.56it/s]
Epoch 15/20 - Training:  32%|███▏      | 281/870 [01:37<01:58,  4.95it/s]
Epoch 15/20 - Training:  32%|███▏      | 282/870 [01:38<04:16,  2.30it/s]
Epoch 15/20 - Training:  33%|███▎      | 283/870 [01:39<03:28,  2.81it/s]
Epoch 15/20 - Training:  33%|███▎      | 285/870 [01:39<02:23,  4.09it/s]
Epoch 15/20 - Training:  33%|███▎      | 286/870 [01:40<03:53,  2.51it/s]
Epoch 15/20 - Training:  33%|███▎      | 287/870 [01:40<03:10,  3.06it/s]
Epoch 15/20 - Training:  33%|███▎      | 288/870 [01:40<02:36,  3.71it/s]
Epoch 15/20 - Training:  33%|███▎      | 290/870 [01:40<01:51,  5.21it/s]
Epoch 15/20 - Training:  33%|███▎      | 291/870 [01:40<01:40,  5.78it/s]
Epoch 15/20 - Training:  34%|███▎      | 292/870 [01:41<04:16,  2.25it/s]
Epoch 15/20 - Training:  34%|███▍      | 294/870 [01:42<02:52,  3.34it/s]
Epoch 15/20 - Training:  34%|███▍      | 296/870 [01:43<03:40,  2.61it/s]
Epoch 15/20 - Training:  34%|███▍      | 297/870 [01:43<03:07,  3.05it/s]
Epoch 15/20 - Training:  34%|███▍      | 298/870 [01:43<02:40,  3.56it/s]
Epoch 15/20 - Training:  34%|███▍      | 299/870 [01:43<02:14,  4.23it/s]
Epoch 15/20 - Training:  35%|███▍      | 301/870 [01:43<01:39,  5.71it/s]
Epoch 15/20 - Training:  35%|███▍      | 302/870 [01:45<04:21,  2.17it/s]
Epoch 15/20 - Training:  35%|███▍      | 304/870 [01:45<02:56,  3.21it/s]
Epoch 15/20 - Training:  35%|███▌      | 306/870 [01:46<03:49,  2.46it/s]
Epoch 15/20 - Training:  35%|███▌      | 308/870 [01:46<02:49,  3.31it/s]
Epoch 15/20 - Training:  36%|███▌      | 310/870 [01:46<02:09,  4.31it/s]
Epoch 15/20 - Training:  36%|███▌      | 312/870 [01:48<03:36,  2.57it/s]
Epoch 15/20 - Training:  36%|███▌      | 314/870 [01:48<02:43,  3.39it/s]
Epoch 15/20 - Training:  36%|███▋      | 316/870 [01:49<03:18,  2.80it/s]
Epoch 15/20 - Training:  36%|███▋      | 317/870 [01:49<02:52,  3.21it/s]
Epoch 15/20 - Training:  37%|███▋      | 318/870 [01:49<02:28,  3.72it/s]
Epoch 15/20 - Training:  37%|███▋      | 320/870 [01:49<01:50,  4.97it/s]
Epoch 15/20 - Training:  37%|███▋      | 321/870 [01:49<01:44,  5.23it/s]
Epoch 15/20 - Training:  37%|███▋      | 322/870 [01:51<04:11,  2.18it/s]
Epoch 15/20 - Training:  37%|███▋      | 324/870 [01:51<02:48,  3.24it/s]
Epoch 15/20 - Training:  37%|███▋      | 326/870 [01:52<03:26,  2.64it/s]
Epoch 15/20 - Training:  38%|███▊      | 328/870 [01:52<02:33,  3.54it/s]
Epoch 15/20 - Training:  38%|███▊      | 330/870 [01:52<01:57,  4.60it/s]
Epoch 15/20 - Training:  38%|███▊      | 332/870 [01:54<03:26,  2.61it/s]
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Epoch 15/20 - Training:  80%|████████  | 696/870 [03:50<01:29,  1.94it/s]
Epoch 15/20 - Training:  80%|████████  | 698/870 [03:50<01:07,  2.55it/s]
Epoch 15/20 - Training:  80%|████████  | 699/870 [03:51<00:59,  2.89it/s]
Epoch 15/20 - Training:  81%|████████  | 701/870 [03:51<00:43,  3.87it/s]
Epoch 15/20 - Training:  81%|████████  | 703/870 [03:51<00:33,  4.97it/s]
Epoch 15/20 - Training:  81%|████████  | 705/870 [03:51<00:27,  6.09it/s]
Epoch 15/20 - Training:  81%|████████▏ | 707/870 [03:53<01:19,  2.04it/s]
Epoch 15/20 - Training:  81%|████████▏ | 708/870 [03:54<01:08,  2.36it/s]
Epoch 15/20 - Training:  81%|████████▏ | 709/870 [03:54<00:57,  2.78it/s]
Epoch 15/20 - Training:  82%|████████▏ | 711/870 [03:54<00:40,  3.90it/s]
Epoch 15/20 - Training:  82%|████████▏ | 713/870 [03:54<00:31,  4.97it/s]
Epoch 15/20 - Training:  82%|████████▏ | 715/870 [03:54<00:26,  5.88it/s]
Epoch 15/20 - Training:  82%|████████▏ | 716/870 [03:57<01:28,  1.74it/s]
Epoch 15/20 - Training:  83%|████████▎ | 718/870 [03:57<01:01,  2.47it/s]
Epoch 15/20 - Training:  83%|████████▎ | 719/870 [03:57<00:52,  2.90it/s]
Epoch 15/20 - Training:  83%|████████▎ | 721/870 [03:57<00:37,  4.02it/s]
Epoch 15/20 - Training:  83%|████████▎ | 722/870 [03:57<00:32,  4.57it/s]
Epoch 15/20 - Training:  83%|████████▎ | 724/870 [03:57<00:24,  5.84it/s]
Epoch 15/20 - Training:  83%|████████▎ | 726/870 [04:00<01:17,  1.85it/s]
Epoch 15/20 - Training:  84%|████████▎ | 728/870 [04:00<00:55,  2.56it/s]
Epoch 15/20 - Training:  84%|████████▍ | 730/870 [04:00<00:41,  3.41it/s]
Epoch 15/20 - Training:  84%|████████▍ | 732/870 [04:00<00:31,  4.43it/s]
Epoch 15/20 - Training:  84%|████████▍ | 734/870 [04:00<00:24,  5.50it/s]
Epoch 15/20 - Training:  85%|████████▍ | 736/870 [04:03<01:09,  1.93it/s]
Epoch 15/20 - Training:  85%|████████▍ | 738/870 [04:03<00:51,  2.55it/s]
Epoch 15/20 - Training:  85%|████████▌ | 740/870 [04:03<00:38,  3.33it/s]
Epoch 15/20 - Training:  85%|████████▌ | 742/870 [04:04<00:29,  4.28it/s]
Epoch 15/20 - Training:  86%|████████▌ | 744/870 [04:04<00:23,  5.31it/s]
Epoch 15/20 - Training:  86%|████████▌ | 746/870 [04:06<01:02,  1.98it/s]
Epoch 15/20 - Training:  86%|████████▌ | 748/870 [04:06<00:46,  2.63it/s]
Epoch 15/20 - Training:  86%|████████▌ | 750/870 [04:07<00:35,  3.43it/s]
Epoch 15/20 - Training:  86%|████████▋ | 752/870 [04:07<00:26,  4.38it/s]
Epoch 15/20 - Training:  87%|████████▋ | 754/870 [04:07<00:21,  5.40it/s]
Epoch 15/20 - Training:  87%|████████▋ | 756/870 [04:09<00:58,  1.94it/s]
Epoch 15/20 - Training:  87%|████████▋ | 758/870 [04:10<00:43,  2.57it/s]
Epoch 15/20 - Training:  87%|████████▋ | 760/870 [04:10<00:33,  3.32it/s]
Epoch 15/20 - Training:  88%|████████▊ | 762/870 [04:10<00:25,  4.20it/s]
Epoch 15/20 - Training:  88%|████████▊ | 763/870 [04:10<00:23,  4.65it/s]
Epoch 15/20 - Training:  88%|████████▊ | 764/870 [04:10<00:20,  5.16it/s]
Epoch 15/20 - Training:  88%|████████▊ | 766/870 [04:13<00:59,  1.74it/s]
Epoch 15/20 - Training:  88%|████████▊ | 768/870 [04:13<00:41,  2.45it/s]
Epoch 15/20 - Training:  89%|████████▊ | 770/870 [04:13<00:30,  3.31it/s]
Epoch 15/20 - Training:  89%|████████▊ | 772/870 [04:13<00:22,  4.31it/s]
Epoch 15/20 - Training:  89%|████████▉ | 774/870 [04:13<00:17,  5.40it/s]
Epoch 15/20 - Training:  89%|████████▉ | 776/870 [04:16<00:49,  1.91it/s]
Epoch 15/20 - Training:  89%|████████▉ | 778/870 [04:16<00:36,  2.55it/s]
Epoch 15/20 - Training:  90%|████████▉ | 780/870 [04:16<00:26,  3.34it/s]
Epoch 15/20 - Training:  90%|████████▉ | 782/870 [04:16<00:20,  4.29it/s]
Epoch 15/20 - Training:  90%|█████████ | 784/870 [04:17<00:16,  5.32it/s]
Epoch 15/20 - Training:  90%|█████████ | 786/870 [04:19<00:43,  1.94it/s]
Epoch 15/20 - Training:  91%|█████████ | 788/870 [04:19<00:31,  2.58it/s]
Epoch 15/20 - Training:  91%|█████████ | 790/870 [04:20<00:23,  3.36it/s]
Epoch 15/20 - Training:  91%|█████████ | 792/870 [04:20<00:18,  4.27it/s]
Epoch 15/20 - Training:  91%|█████████▏| 794/870 [04:20<00:14,  5.18it/s]
Epoch 15/20 - Training:  91%|█████████▏| 796/870 [04:22<00:38,  1.93it/s]
Epoch 15/20 - Training:  92%|█████████▏| 797/870 [04:23<00:32,  2.25it/s]
Epoch 15/20 - Training:  92%|█████████▏| 798/870 [04:23<00:27,  2.66it/s]
Epoch 15/20 - Training:  92%|█████████▏| 800/870 [04:23<00:18,  3.71it/s]
Epoch 15/20 - Training:  92%|█████████▏| 802/870 [04:23<00:14,  4.83it/s]
Epoch 15/20 - Training:  92%|█████████▏| 804/870 [04:23<00:10,  6.01it/s]
Epoch 15/20 - Training:  93%|█████████▎| 806/870 [04:26<00:32,  1.95it/s]
Epoch 15/20 - Training:  93%|█████████▎| 808/870 [04:26<00:23,  2.62it/s]
Epoch 15/20 - Training:  93%|█████████▎| 810/870 [04:26<00:17,  3.44it/s]
Epoch 15/20 - Training:  93%|█████████▎| 812/870 [04:26<00:13,  4.42it/s]
Epoch 15/20 - Training:  94%|█████████▎| 814/870 [04:26<00:10,  5.45it/s]
Epoch 15/20 - Training:  94%|█████████▍| 816/870 [04:29<00:27,  1.95it/s]
Epoch 15/20 - Training:  94%|█████████▍| 818/870 [04:29<00:19,  2.60it/s]
Epoch 15/20 - Training:  94%|█████████▍| 820/870 [04:29<00:14,  3.39it/s]
Epoch 15/20 - Training:  94%|█████████▍| 822/870 [04:29<00:11,  4.32it/s]
Epoch 15/20 - Training:  95%|█████████▍| 824/870 [04:30<00:08,  5.35it/s]
Epoch 15/20 - Training:  95%|█████████▍| 826/870 [04:32<00:22,  1.95it/s]
Epoch 15/20 - Training:  95%|█████████▌| 828/870 [04:32<00:16,  2.58it/s]
Epoch 15/20 - Training:  95%|█████████▌| 830/870 [04:33<00:12,  3.14it/s]
Epoch 15/20 - Training:  96%|█████████▌| 832/870 [04:33<00:09,  3.98it/s]
Epoch 15/20 - Training:  96%|█████████▌| 834/870 [04:33<00:07,  4.87it/s]
Epoch 15/20 - Training:  96%|█████████▌| 836/870 [04:35<00:17,  2.00it/s]
Epoch 15/20 - Training:  96%|█████████▋| 838/870 [04:36<00:12,  2.63it/s]
Epoch 15/20 - Training:  97%|█████████▋| 840/870 [04:36<00:09,  3.16it/s]
Epoch 15/20 - Training:  97%|█████████▋| 842/870 [04:36<00:06,  4.05it/s]
Epoch 15/20 - Training:  97%|█████████▋| 844/870 [04:36<00:05,  5.06it/s]
Epoch 15/20 - Training:  97%|█████████▋| 846/870 [04:39<00:12,  2.00it/s]
Epoch 15/20 - Training:  97%|█████████▋| 848/870 [04:39<00:08,  2.63it/s]
Epoch 15/20 - Training:  98%|█████████▊| 850/870 [04:39<00:06,  3.15it/s]
Epoch 15/20 - Training:  98%|█████████▊| 852/870 [04:39<00:04,  4.03it/s]
Epoch 15/20 - Training:  98%|█████████▊| 854/870 [04:40<00:03,  4.98it/s]
Epoch 15/20 - Training:  98%|█████████▊| 856/870 [04:42<00:06,  2.23it/s]
Epoch 15/20 - Training:  99%|█████████▊| 857/870 [04:42<00:05,  2.59it/s]
Epoch 15/20 - Training:  99%|█████████▊| 859/870 [04:42<00:03,  3.47it/s]
Epoch 15/20 - Training:  99%|█████████▉| 860/870 [04:42<00:02,  3.86it/s]
Epoch 15/20 - Training:  99%|█████████▉| 861/870 [04:42<00:02,  4.41it/s]
Epoch 15/20 - Training:  99%|█████████▉| 863/870 [04:42<00:01,  5.76it/s]
Epoch 15/20 - Training:  99%|█████████▉| 865/870 [04:43<00:00,  6.85it/s]
Epoch 15/20 - Training: 100%|█████████▉| 866/870 [04:43<00:01,  3.33it/s]
Epoch 15/20 - Training: 100%|█████████▉| 868/870 [04:44<00:00,  4.56it/s]
Epoch 15/20 - Training: 100%|██████████| 870/870 [04:44<00:00,  6.04it/s]
Epoch 15/20 - Training: 100%|██████████| 870/870 [04:44<00:00,  3.06it/s]
+
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Epoch 15/20 - Validation:   1%|          | 1/95 [00:02<03:35,  2.29s/it]
Epoch 15/20 - Validation:   2%|▏         | 2/95 [00:04<03:26,  2.22s/it]
Epoch 15/20 - Validation:   3%|▎         | 3/95 [00:06<03:22,  2.20s/it]
Epoch 15/20 - Validation:   4%|▍         | 4/95 [00:08<03:14,  2.13s/it]
Epoch 15/20 - Validation:   5%|▌         | 5/95 [00:10<03:00,  2.00s/it]
Epoch 15/20 - Validation:   6%|▋         | 6/95 [00:12<02:45,  1.86s/it]
Epoch 15/20 - Validation:   7%|▋         | 7/95 [00:13<02:35,  1.76s/it]
Epoch 15/20 - Validation:   8%|▊         | 8/95 [00:15<02:28,  1.71s/it]
Epoch 15/20 - Validation:   9%|▉         | 9/95 [00:16<02:22,  1.65s/it]
Epoch 15/20 - Validation:  11%|█         | 10/95 [00:18<02:22,  1.67s/it]
Epoch 15/20 - Validation:  12%|█▏        | 11/95 [00:20<02:30,  1.79s/it]
Epoch 15/20 - Validation:  13%|█▎        | 12/95 [00:22<02:41,  1.95s/it]
Epoch 15/20 - Validation:  14%|█▎        | 13/95 [00:25<02:46,  2.03s/it]
Epoch 15/20 - Validation:  15%|█▍        | 14/95 [00:26<02:40,  1.99s/it]
Epoch 15/20 - Validation:  16%|█▌        | 15/95 [00:28<02:31,  1.89s/it]
Epoch 15/20 - Validation:  17%|█▋        | 16/95 [00:30<02:21,  1.79s/it]
Epoch 15/20 - Validation:  18%|█▊        | 17/95 [00:31<02:15,  1.74s/it]
Epoch 15/20 - Validation:  19%|█▉        | 18/95 [00:33<02:09,  1.68s/it]
Epoch 15/20 - Validation:  20%|██        | 19/95 [00:34<02:04,  1.64s/it]
Epoch 15/20 - Validation:  21%|██        | 20/95 [00:36<02:02,  1.64s/it]
Epoch 15/20 - Validation:  22%|██▏       | 21/95 [00:38<02:02,  1.65s/it]
Epoch 15/20 - Validation:  23%|██▎       | 22/95 [00:39<01:58,  1.63s/it]
Epoch 15/20 - Validation:  24%|██▍       | 23/95 [00:41<01:54,  1.59s/it]
Epoch 15/20 - Validation:  25%|██▌       | 24/95 [00:42<01:51,  1.58s/it]
Epoch 15/20 - Validation:  26%|██▋       | 25/95 [00:44<01:49,  1.56s/it]
Epoch 15/20 - Validation:  27%|██▋       | 26/95 [00:45<01:50,  1.60s/it]
Epoch 15/20 - Validation:  28%|██▊       | 27/95 [00:47<01:47,  1.58s/it]
Epoch 15/20 - Validation:  29%|██▉       | 28/95 [00:49<01:49,  1.64s/it]
Epoch 15/20 - Validation:  31%|███       | 29/95 [00:50<01:48,  1.64s/it]
Epoch 15/20 - Validation:  32%|███▏      | 30/95 [00:52<01:44,  1.61s/it]
Epoch 15/20 - Validation:  33%|███▎      | 31/95 [00:54<01:41,  1.58s/it]
Epoch 15/20 - Validation:  34%|███▎      | 32/95 [00:55<01:40,  1.59s/it]
Epoch 15/20 - Validation:  35%|███▍      | 33/95 [00:57<01:36,  1.56s/it]
Epoch 15/20 - Validation:  36%|███▌      | 34/95 [00:58<01:33,  1.52s/it]
Epoch 15/20 - Validation:  37%|███▋      | 35/95 [00:59<01:30,  1.50s/it]
Epoch 15/20 - Validation:  38%|███▊      | 36/95 [01:01<01:28,  1.51s/it]
Epoch 15/20 - Validation:  39%|███▉      | 37/95 [01:03<01:27,  1.51s/it]
Epoch 15/20 - Validation:  40%|████      | 38/95 [01:04<01:25,  1.49s/it]
Epoch 15/20 - Validation:  41%|████      | 39/95 [01:05<01:22,  1.48s/it]
Epoch 15/20 - Validation:  42%|████▏     | 40/95 [01:07<01:21,  1.49s/it]
Epoch 15/20 - Validation:  43%|████▎     | 41/95 [01:08<01:19,  1.48s/it]
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Epoch 15/20 - Validation:  45%|████▌     | 43/95 [01:11<01:19,  1.53s/it]
Epoch 15/20 - Validation:  46%|████▋     | 44/95 [01:13<01:19,  1.56s/it]
Epoch 15/20 - Validation:  47%|████▋     | 45/95 [01:15<01:21,  1.64s/it]
Epoch 15/20 - Validation:  48%|████▊     | 46/95 [01:17<01:22,  1.69s/it]
Epoch 15/20 - Validation:  49%|████▉     | 47/95 [01:18<01:21,  1.69s/it]
Epoch 15/20 - Validation:  51%|█████     | 48/95 [01:20<01:18,  1.67s/it]
Epoch 15/20 - Validation:  52%|█████▏    | 49/95 [01:22<01:17,  1.68s/it]
Epoch 15/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:15,  1.67s/it]
Epoch 15/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:11,  1.63s/it]
Epoch 15/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:08,  1.60s/it]
Epoch 15/20 - Validation:  56%|█████▌    | 53/95 [01:28<01:05,  1.57s/it]
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Epoch 15/20 - Validation:  58%|█████▊    | 55/95 [01:31<01:00,  1.52s/it]
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Epoch 15/20 - Validation:  84%|████████▍ | 80/95 [02:10<00:23,  1.56s/it]
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Epoch 15/20 - Validation:  88%|████████▊ | 84/95 [02:16<00:16,  1.51s/it]
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Epoch 15/20 - Validation:  91%|█████████ | 86/95 [02:19<00:13,  1.50s/it]
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Epoch 15/20 - Validation:  93%|█████████▎| 88/95 [02:22<00:10,  1.52s/it]
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Epoch 15/20 - Validation:  97%|█████████▋| 92/95 [02:28<00:04,  1.47s/it]
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Epoch 15/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.19s/it]
Epoch 15/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.60s/it]
+
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Epoch 16/20 - Training:   1%|          | 5/870 [00:05<09:17,  1.55it/s]
Epoch 16/20 - Training:   1%|          | 7/870 [00:05<05:36,  2.57it/s]
Epoch 16/20 - Training:   1%|          | 9/870 [00:05<03:48,  3.76it/s]
Epoch 16/20 - Training:   1%|▏         | 11/870 [00:09<11:31,  1.24it/s]
Epoch 16/20 - Training:   1%|▏         | 12/870 [00:10<12:47,  1.12it/s]
Epoch 16/20 - Training:   2%|▏         | 14/870 [00:10<08:33,  1.67it/s]
Epoch 16/20 - Training:   2%|▏         | 16/870 [00:11<05:58,  2.39it/s]
Epoch 16/20 - Training:   2%|▏         | 18/870 [00:11<04:20,  3.27it/s]
Epoch 16/20 - Training:   2%|▏         | 20/870 [00:11<03:17,  4.30it/s]
Epoch 16/20 - Training:   3%|▎         | 22/870 [00:14<09:53,  1.43it/s]
Epoch 16/20 - Training:   3%|▎         | 24/870 [00:15<07:11,  1.96it/s]
Epoch 16/20 - Training:   3%|▎         | 26/870 [00:15<05:18,  2.65it/s]
Epoch 16/20 - Training:   3%|▎         | 28/870 [00:15<04:00,  3.50it/s]
Epoch 16/20 - Training:   3%|▎         | 30/870 [00:15<03:11,  4.39it/s]
Epoch 16/20 - Training:   4%|▎         | 32/870 [00:18<09:32,  1.46it/s]
Epoch 16/20 - Training:   4%|▍         | 34/870 [00:19<07:01,  1.98it/s]
Epoch 16/20 - Training:   4%|▍         | 36/870 [00:19<05:12,  2.67it/s]
Epoch 16/20 - Training:   4%|▍         | 38/870 [00:19<03:55,  3.53it/s]
Epoch 16/20 - Training:   5%|▍         | 40/870 [00:19<03:06,  4.45it/s]
Epoch 16/20 - Training:   5%|▍         | 42/870 [00:23<09:52,  1.40it/s]
Epoch 16/20 - Training:   5%|▌         | 44/870 [00:23<07:13,  1.90it/s]
Epoch 16/20 - Training:   5%|▌         | 46/870 [00:23<05:19,  2.58it/s]
Epoch 16/20 - Training:   6%|▌         | 48/870 [00:23<04:00,  3.42it/s]
Epoch 16/20 - Training:   6%|▌         | 50/870 [00:23<03:07,  4.37it/s]
Epoch 16/20 - Training:   6%|▌         | 52/870 [00:27<10:24,  1.31it/s]
Epoch 16/20 - Training:   6%|▌         | 54/870 [00:28<07:36,  1.79it/s]
Epoch 16/20 - Training:   6%|▋         | 56/870 [00:28<05:35,  2.42it/s]
Epoch 16/20 - Training:   7%|▋         | 58/870 [00:28<04:11,  3.23it/s]
Epoch 16/20 - Training:   7%|▋         | 60/870 [00:28<03:14,  4.16it/s]
Epoch 16/20 - Training:   7%|▋         | 62/870 [00:32<10:15,  1.31it/s]
Epoch 16/20 - Training:   7%|▋         | 64/870 [00:32<07:28,  1.80it/s]
Epoch 16/20 - Training:   8%|▊         | 66/870 [00:32<05:30,  2.43it/s]
Epoch 16/20 - Training:   8%|▊         | 68/870 [00:32<04:07,  3.24it/s]
Epoch 16/20 - Training:   8%|▊         | 70/870 [00:33<03:21,  3.96it/s]
Epoch 16/20 - Training:   8%|▊         | 72/870 [00:37<10:05,  1.32it/s]
Epoch 16/20 - Training:   9%|▊         | 74/870 [00:37<07:21,  1.80it/s]
Epoch 16/20 - Training:   9%|▊         | 75/870 [00:37<06:20,  2.09it/s]
Epoch 16/20 - Training:   9%|▉         | 77/870 [00:37<04:31,  2.92it/s]
Epoch 16/20 - Training:   9%|▉         | 79/870 [00:37<03:22,  3.91it/s]
Epoch 16/20 - Training:   9%|▉         | 81/870 [00:37<02:52,  4.57it/s]
Epoch 16/20 - Training:  10%|▉         | 83/870 [00:41<09:21,  1.40it/s]
Epoch 16/20 - Training:  10%|▉         | 85/870 [00:41<06:57,  1.88it/s]
Epoch 16/20 - Training:  10%|█         | 87/870 [00:41<05:06,  2.56it/s]
Epoch 16/20 - Training:  10%|█         | 89/870 [00:42<03:49,  3.40it/s]
Epoch 16/20 - Training:  10%|█         | 91/870 [00:42<03:18,  3.92it/s]
Epoch 16/20 - Training:  11%|█         | 92/870 [00:45<10:55,  1.19it/s]
Epoch 16/20 - Training:  11%|█         | 94/870 [00:46<07:32,  1.71it/s]
Epoch 16/20 - Training:  11%|█         | 95/870 [00:46<06:38,  1.94it/s]
Epoch 16/20 - Training:  11%|█         | 97/870 [00:46<04:35,  2.80it/s]
Epoch 16/20 - Training:  11%|█▏        | 99/870 [00:46<03:22,  3.81it/s]
Epoch 16/20 - Training:  12%|█▏        | 101/870 [00:47<03:04,  4.16it/s]
Epoch 16/20 - Training:  12%|█▏        | 102/870 [00:50<10:39,  1.20it/s]
Epoch 16/20 - Training:  12%|█▏        | 104/870 [00:50<07:16,  1.76it/s]
Epoch 16/20 - Training:  12%|█▏        | 105/870 [00:50<06:21,  2.00it/s]
Epoch 16/20 - Training:  12%|█▏        | 107/870 [00:50<04:23,  2.90it/s]
Epoch 16/20 - Training:  13%|█▎        | 109/870 [00:51<03:13,  3.94it/s]
Epoch 16/20 - Training:  13%|█▎        | 111/870 [00:51<03:14,  3.90it/s]
Epoch 16/20 - Training:  13%|█▎        | 112/870 [00:55<10:49,  1.17it/s]
Epoch 16/20 - Training:  13%|█▎        | 114/870 [00:55<07:20,  1.72it/s]
Epoch 16/20 - Training:  13%|█▎        | 115/870 [00:55<06:26,  1.95it/s]
Epoch 16/20 - Training:  13%|█▎        | 117/870 [00:55<04:23,  2.86it/s]
Epoch 16/20 - Training:  14%|█▎        | 119/870 [00:55<03:12,  3.89it/s]
Epoch 16/20 - Training:  14%|█▍        | 121/870 [00:56<02:56,  4.25it/s]
Epoch 16/20 - Training:  14%|█▍        | 122/870 [00:59<09:33,  1.30it/s]
Epoch 16/20 - Training:  14%|█▍        | 124/870 [00:59<06:32,  1.90it/s]
Epoch 16/20 - Training:  14%|█▍        | 125/870 [00:59<05:53,  2.11it/s]
Epoch 16/20 - Training:  15%|█▍        | 127/870 [00:59<04:04,  3.04it/s]
Epoch 16/20 - Training:  15%|█▍        | 129/870 [00:59<03:02,  4.07it/s]
Epoch 16/20 - Training:  15%|█▍        | 130/870 [01:00<03:19,  3.70it/s]
Epoch 16/20 - Training:  15%|█▌        | 132/870 [01:03<08:10,  1.50it/s]
Epoch 16/20 - Training:  15%|█▌        | 134/870 [01:03<05:44,  2.14it/s]
Epoch 16/20 - Training:  16%|█▌        | 135/870 [01:03<05:35,  2.19it/s]
Epoch 16/20 - Training:  16%|█▌        | 137/870 [01:03<03:52,  3.15it/s]
Epoch 16/20 - Training:  16%|█▌        | 139/870 [01:03<02:54,  4.19it/s]
Epoch 16/20 - Training:  16%|█▌        | 140/870 [01:04<03:20,  3.65it/s]
Epoch 16/20 - Training:  16%|█▋        | 142/870 [01:07<08:32,  1.42it/s]
Epoch 16/20 - Training:  17%|█▋        | 144/870 [01:07<05:57,  2.03it/s]
Epoch 16/20 - Training:  17%|█▋        | 145/870 [01:07<06:02,  2.00it/s]
Epoch 16/20 - Training:  17%|█▋        | 147/870 [01:08<04:09,  2.90it/s]
Epoch 16/20 - Training:  17%|█▋        | 148/870 [01:08<03:33,  3.38it/s]
Epoch 16/20 - Training:  17%|█▋        | 150/870 [01:08<03:20,  3.59it/s]
Epoch 16/20 - Training:  17%|█▋        | 152/870 [01:11<08:28,  1.41it/s]
Epoch 16/20 - Training:  18%|█▊        | 154/870 [01:11<05:59,  1.99it/s]
Epoch 16/20 - Training:  18%|█▊        | 155/870 [01:12<06:14,  1.91it/s]
Epoch 16/20 - Training:  18%|█▊        | 157/870 [01:12<04:22,  2.72it/s]
Epoch 16/20 - Training:  18%|█▊        | 159/870 [01:12<03:12,  3.69it/s]
Epoch 16/20 - Training:  18%|█▊        | 160/870 [01:13<03:26,  3.44it/s]
Epoch 16/20 - Training:  19%|█▊        | 162/870 [01:16<08:20,  1.42it/s]
Epoch 16/20 - Training:  19%|█▉        | 164/870 [01:16<05:48,  2.03it/s]
Epoch 16/20 - Training:  19%|█▉        | 165/870 [01:16<06:01,  1.95it/s]
Epoch 16/20 - Training:  19%|█▉        | 167/870 [01:17<04:09,  2.81it/s]
Epoch 16/20 - Training:  19%|█▉        | 168/870 [01:17<03:41,  3.16it/s]
Epoch 16/20 - Training:  20%|█▉        | 170/870 [01:17<03:26,  3.39it/s]
Epoch 16/20 - Training:  20%|█▉        | 172/870 [01:20<07:13,  1.61it/s]
Epoch 16/20 - Training:  20%|██        | 174/870 [01:20<05:06,  2.27it/s]
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Epoch 16/20 - Training:  20%|██        | 177/870 [01:21<03:53,  2.97it/s]
Epoch 16/20 - Training:  20%|██        | 178/870 [01:21<03:33,  3.24it/s]
Epoch 16/20 - Training:  21%|██        | 180/870 [01:21<03:16,  3.51it/s]
Epoch 16/20 - Training:  21%|██        | 182/870 [01:24<07:47,  1.47it/s]
Epoch 16/20 - Training:  21%|██        | 184/870 [01:24<05:30,  2.08it/s]
Epoch 16/20 - Training:  21%|██▏       | 185/870 [01:25<05:56,  1.92it/s]
Epoch 16/20 - Training:  21%|██▏       | 187/870 [01:25<04:08,  2.75it/s]
Epoch 16/20 - Training:  22%|██▏       | 188/870 [01:25<03:45,  3.02it/s]
Epoch 16/20 - Training:  22%|██▏       | 190/870 [01:26<03:16,  3.46it/s]
Epoch 16/20 - Training:  22%|██▏       | 192/870 [01:29<07:38,  1.48it/s]
Epoch 16/20 - Training:  22%|██▏       | 194/870 [01:29<05:25,  2.08it/s]
Epoch 16/20 - Training:  22%|██▏       | 195/870 [01:30<06:08,  1.83it/s]
Epoch 16/20 - Training:  23%|██▎       | 197/870 [01:30<04:21,  2.57it/s]
Epoch 16/20 - Training:  23%|██▎       | 198/870 [01:30<03:48,  2.94it/s]
Epoch 16/20 - Training:  23%|██▎       | 200/870 [01:30<03:13,  3.46it/s]
Epoch 16/20 - Training:  23%|██▎       | 202/870 [01:33<07:04,  1.57it/s]
Epoch 16/20 - Training:  23%|██▎       | 204/870 [01:33<05:03,  2.20it/s]
Epoch 16/20 - Training:  24%|██▎       | 205/870 [01:34<05:50,  1.90it/s]
Epoch 16/20 - Training:  24%|██▍       | 207/870 [01:34<04:03,  2.72it/s]
Epoch 16/20 - Training:  24%|██▍       | 208/870 [01:34<03:52,  2.85it/s]
Epoch 16/20 - Training:  24%|██▍       | 210/870 [01:35<03:22,  3.26it/s]
Epoch 16/20 - Training:  24%|██▍       | 212/870 [01:37<06:33,  1.67it/s]
Epoch 16/20 - Training:  25%|██▍       | 214/870 [01:37<04:39,  2.35it/s]
Epoch 16/20 - Training:  25%|██▍       | 215/870 [01:38<05:43,  1.91it/s]
Epoch 16/20 - Training:  25%|██▍       | 217/870 [01:38<03:59,  2.73it/s]
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Epoch 16/20 - Training:  25%|██▌       | 220/870 [01:39<03:23,  3.19it/s]
Epoch 16/20 - Training:  26%|██▌       | 222/870 [01:42<06:38,  1.62it/s]
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Epoch 16/20 - Training:  26%|██▋       | 230/870 [01:44<03:21,  3.17it/s]
Epoch 16/20 - Training:  27%|██▋       | 232/870 [01:46<06:17,  1.69it/s]
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Epoch 16/20 - Training:  27%|██▋       | 238/870 [01:48<04:04,  2.58it/s]
Epoch 16/20 - Training:  28%|██▊       | 240/870 [01:48<03:34,  2.94it/s]
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Epoch 16/20 - Training:  29%|██▉       | 255/870 [01:56<05:15,  1.95it/s]
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Epoch 16/20 - Training:  30%|██▉       | 260/870 [01:57<03:40,  2.76it/s]
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Epoch 16/20 - Training:  30%|███       | 264/870 [01:59<04:04,  2.48it/s]
Epoch 16/20 - Training:  30%|███       | 265/870 [02:00<05:11,  1.94it/s]
Epoch 16/20 - Training:  31%|███       | 267/870 [02:00<03:36,  2.78it/s]
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Epoch 16/20 - Training:  31%|███       | 269/870 [02:01<03:22,  2.97it/s]
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Epoch 16/20 - Training:  32%|███▏      | 275/870 [02:04<05:11,  1.91it/s]
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Epoch 16/20 - Training:  34%|███▎      | 292/870 [02:12<05:05,  1.89it/s]
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Epoch 16/20 - Training:  34%|█��█▍      | 295/870 [02:13<04:49,  1.99it/s]
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Epoch 16/20 - Training:  54%|█████▎    | 467/870 [03:25<02:21,  2.84it/s]
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Epoch 16/20 - Training:  54%|█████▍    | 470/870 [03:27<03:29,  1.91it/s]
Epoch 16/20 - Training:  54%|█████▍    | 472/870 [03:27<02:31,  2.63it/s]
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Epoch 16/20 - Training:  55%|█████▍    | 475/870 [03:29<03:24,  1.94it/s]
Epoch 16/20 - Training:  55%|█████▍    | 477/870 [03:29<02:23,  2.74it/s]
Epoch 16/20 - Training:  55%|█████▍    | 478/870 [03:30<02:55,  2.24it/s]
Epoch 16/20 - Training:  55%|█████▌    | 480/870 [03:31<03:22,  1.93it/s]
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Epoch 16/20 - Training:  56%|█████▌    | 484/870 [03:31<01:45,  3.66it/s]
Epoch 16/20 - Training:  56%|█████▌    | 485/870 [03:33<03:02,  2.10it/s]
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Epoch 16/20 - Training:  59%|█████▊    | 510/870 [03:43<03:11,  1.88it/s]
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Epoch 16/20 - Training:  61%|██████▏   | 533/870 [03:51<01:46,  3.17it/s]
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Epoch 16/20 - Training:  62%|██████▏   | 537/870 [03:52<01:29,  3.73it/s]
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Epoch 16/20 - Training:  78%|███████▊  | 679/870 [04:48<00:46,  4.12it/s]
Epoch 16/20 - Training:  78%|███████��  | 680/870 [04:51<02:31,  1.25it/s]
Epoch 16/20 - Training:  78%|███████▊  | 681/870 [04:51<01:58,  1.60it/s]
Epoch 16/20 - Training:  79%|███████▊  | 683/870 [04:51<01:14,  2.50it/s]
Epoch 16/20 - Training:  79%|███████▊  | 685/870 [04:51<00:56,  3.29it/s]
Epoch 16/20 - Training:  79%|███████▉  | 687/870 [04:51<00:41,  4.44it/s]
Epoch 16/20 - Training:  79%|███████▉  | 688/870 [04:52<00:55,  3.29it/s]
Epoch 16/20 - Training:  79%|███████▉  | 690/870 [04:55<02:07,  1.41it/s]
Epoch 16/20 - Training:  80%|███████▉  | 692/870 [04:55<01:28,  2.02it/s]
Epoch 16/20 - Training:  80%|███████▉  | 694/870 [04:55<01:03,  2.77it/s]
Epoch 16/20 - Training:  80%|███████▉  | 695/870 [04:56<01:02,  2.81it/s]
Epoch 16/20 - Training:  80%|████████  | 697/870 [04:56<00:44,  3.86it/s]
Epoch 16/20 - Training:  80%|████████  | 698/870 [04:56<00:55,  3.07it/s]
Epoch 16/20 - Training:  80%|████████  | 700/870 [04:59<02:01,  1.40it/s]
Epoch 16/20 - Training:  81%|████████  | 701/870 [04:59<01:39,  1.70it/s]
Epoch 16/20 - Training:  81%|████████  | 703/870 [04:59<01:07,  2.46it/s]
Epoch 16/20 - Training:  81%|████████  | 705/870 [05:00<00:56,  2.90it/s]
Epoch 16/20 - Training:  81%|████████▏ | 707/870 [05:00<00:43,  3.78it/s]
Epoch 16/20 - Training:  81%|████████▏ | 708/870 [05:01<00:49,  3.30it/s]
Epoch 16/20 - Training:  82%|████████▏ | 710/870 [05:03<01:49,  1.46it/s]
Epoch 16/20 - Training:  82%|████████▏ | 711/870 [05:03<01:30,  1.76it/s]
Epoch 16/20 - Training:  82%|████████▏ | 713/870 [05:04<01:01,  2.54it/s]
Epoch 16/20 - Training:  82%|████████▏ | 715/870 [05:04<00:51,  3.01it/s]
Epoch 16/20 - Training:  82%|████████▏ | 717/870 [05:04<00:38,  3.98it/s]
Epoch 16/20 - Training:  83%|████████▎ | 718/870 [05:05<00:47,  3.21it/s]
Epoch 16/20 - Training:  83%|████████▎ | 719/870 [05:05<00:40,  3.75it/s]
Epoch 16/20 - Training:  83%|████████▎ | 720/870 [05:07<01:56,  1.29it/s]
Epoch 16/20 - Training:  83%|████████▎ | 722/870 [05:07<01:14,  2.00it/s]
Epoch 16/20 - Training:  83%|████████▎ | 724/870 [05:08<00:51,  2.86it/s]
Epoch 16/20 - Training:  83%|████████▎ | 725/870 [05:08<00:50,  2.87it/s]
Epoch 16/20 - Training:  84%|████████▎ | 727/870 [05:08<00:35,  4.00it/s]
Epoch 16/20 - Training:  84%|████████▎ | 728/870 [05:09<00:44,  3.23it/s]
Epoch 16/20 - Training:  84%|████████▍ | 729/870 [05:09<00:37,  3.81it/s]
Epoch 16/20 - Training:  84%|████████▍ | 730/870 [05:11<01:58,  1.18it/s]
Epoch 16/20 - Training:  84%|████████▍ | 732/870 [05:12<01:13,  1.89it/s]
Epoch 16/20 - Training:  84%|████████▍ | 734/870 [05:12<00:49,  2.76it/s]
Epoch 16/20 - Training:  84%|████████▍ | 735/870 [05:12<00:51,  2.63it/s]
Epoch 16/20 - Training:  85%|████████▍ | 737/870 [05:12<00:35,  3.72it/s]
Epoch 16/20 - Training:  85%|████████▍ | 738/870 [05:13<00:48,  2.72it/s]
Epoch 16/20 - Training:  85%|████████▌ | 740/870 [05:16<01:29,  1.46it/s]
Epoch 16/20 - Training:  85%|████████▌ | 742/870 [05:16<01:00,  2.10it/s]
Epoch 16/20 - Training:  86%|████████▌ | 744/870 [05:16<00:43,  2.91it/s]
Epoch 16/20 - Training:  86%|████████▌ | 745/870 [05:16<00:43,  2.90it/s]
Epoch 16/20 - Training:  86%|████████▌ | 747/870 [05:16<00:30,  3.98it/s]
Epoch 16/20 - Training:  86%|████████▌ | 748/870 [05:17<00:48,  2.52it/s]
Epoch 16/20 - Training:  86%|████████▌ | 750/870 [05:20<01:27,  1.37it/s]
Epoch 16/20 - Training:  86%|████████▋ | 752/870 [05:20<00:59,  1.98it/s]
Epoch 16/20 - Training:  87%|████████▋ | 754/870 [05:20<00:42,  2.73it/s]
Epoch 16/20 - Training:  87%|████████▋ | 755/870 [05:20<00:38,  2.95it/s]
Epoch 16/20 - Training:  87%|████████▋ | 757/870 [05:21<00:28,  4.01it/s]
Epoch 16/20 - Training:  87%|████████▋ | 758/870 [05:22<00:46,  2.41it/s]
Epoch 16/20 - Training:  87%|████████▋ | 760/870 [05:24<01:18,  1.40it/s]
Epoch 16/20 - Training:  88%|████████▊ | 762/870 [05:24<00:54,  2.00it/s]
Epoch 16/20 - Training:  88%|████████▊ | 764/870 [05:25<00:38,  2.73it/s]
Epoch 16/20 - Training:  88%|████████▊ | 765/870 [05:25<00:34,  3.02it/s]
Epoch 16/20 - Training:  88%|████████▊ | 766/870 [05:25<00:29,  3.54it/s]
Epoch 16/20 - Training:  88%|████████▊ | 768/870 [05:26<00:35,  2.89it/s]
Epoch 16/20 - Training:  89%|███████��▊ | 770/870 [05:28<01:04,  1.55it/s]
Epoch 16/20 - Training:  89%|████████▊ | 772/870 [05:28<00:44,  2.20it/s]
Epoch 16/20 - Training:  89%|████████▉ | 774/870 [05:28<00:32,  3.00it/s]
Epoch 16/20 - Training:  89%|████████▉ | 775/870 [05:29<00:28,  3.39it/s]
Epoch 16/20 - Training:  89%|████████▉ | 777/870 [05:29<00:20,  4.56it/s]
Epoch 16/20 - Training:  89%|████████▉ | 778/870 [05:30<00:32,  2.83it/s]
Epoch 16/20 - Training:  90%|████████▉ | 780/870 [05:32<00:57,  1.57it/s]
Epoch 16/20 - Training:  90%|████████▉ | 782/870 [05:32<00:39,  2.22it/s]
Epoch 16/20 - Training:  90%|█████████ | 784/870 [05:32<00:28,  3.04it/s]
Epoch 16/20 - Training:  90%|█████████ | 785/870 [05:32<00:24,  3.49it/s]
Epoch 16/20 - Training:  90%|█████████ | 786/870 [05:32<00:20,  4.05it/s]
Epoch 16/20 - Training:  90%|█████████ | 787/870 [05:33<00:17,  4.69it/s]
Epoch 16/20 - Training:  91%|█████████ | 788/870 [05:33<00:31,  2.60it/s]
Epoch 16/20 - Training:  91%|█████████ | 790/870 [05:36<00:53,  1.49it/s]
Epoch 16/20 - Training:  91%|█████████ | 792/870 [05:36<00:35,  2.21it/s]
Epoch 16/20 - Training:  91%|█████████▏| 794/870 [05:36<00:24,  3.07it/s]
Epoch 16/20 - Training:  91%|█████████▏| 796/870 [05:36<00:18,  4.02it/s]
Epoch 16/20 - Training:  92%|█████████▏| 798/870 [05:37<00:24,  2.95it/s]
Epoch 16/20 - Training:  92%|█████████▏| 799/870 [05:37<00:20,  3.40it/s]
Epoch 16/20 - Training:  92%|█████████▏| 800/870 [05:39<00:42,  1.64it/s]
Epoch 16/20 - Training:  92%|█████████▏| 802/870 [05:39<00:28,  2.42it/s]
Epoch 16/20 - Training:  92%|█████████▏| 804/870 [05:39<00:19,  3.35it/s]
Epoch 16/20 - Training:  93%|█████████▎| 805/870 [05:40<00:17,  3.82it/s]
Epoch 16/20 - Training:  93%|█████████▎| 806/870 [05:40<00:14,  4.36it/s]
Epoch 16/20 - Training:  93%|█████████▎| 807/870 [05:40<00:12,  5.02it/s]
Epoch 16/20 - Training:  93%|█████████▎| 808/870 [05:41<00:27,  2.28it/s]
Epoch 16/20 - Training:  93%|█████████▎| 810/870 [05:43<00:44,  1.36it/s]
Epoch 16/20 - Training:  93%|█████████▎| 812/870 [05:43<00:28,  2.04it/s]
Epoch 16/20 - Training:  94%|█████████▎| 814/870 [05:43<00:19,  2.87it/s]
Epoch 16/20 - Training:  94%|█████████▎| 815/870 [05:44<00:16,  3.30it/s]
Epoch 16/20 - Training:  94%|█████████▍| 817/870 [05:44<00:11,  4.47it/s]
Epoch 16/20 - Training:  94%|█████████▍| 818/870 [05:45<00:24,  2.13it/s]
Epoch 16/20 - Training:  94%|█████████▍| 820/870 [05:48<00:36,  1.36it/s]
Epoch 16/20 - Training:  94%|█████████▍| 822/870 [05:48<00:24,  1.96it/s]
Epoch 16/20 - Training:  95%|█████████▍| 824/870 [05:48<00:17,  2.70it/s]
Epoch 16/20 - Training:  95%|█████████▍| 825/870 [05:48<00:14,  3.14it/s]
Epoch 16/20 - Training:  95%|█████████▍| 826/870 [05:48<00:11,  3.67it/s]
Epoch 16/20 - Training:  95%|█████████▌| 827/870 [05:48<00:09,  4.30it/s]
Epoch 16/20 - Training:  95%|█████████▌| 828/870 [05:49<00:18,  2.25it/s]
Epoch 16/20 - Training:  95%|█████████▌| 830/870 [05:52<00:30,  1.33it/s]
Epoch 16/20 - Training:  96%|█████████▌| 832/870 [05:52<00:19,  1.99it/s]
Epoch 16/20 - Training:  96%|█████████▌| 834/870 [05:52<00:12,  2.82it/s]
Epoch 16/20 - Training:  96%|█████████▌| 836/870 [05:52<00:08,  3.80it/s]
Epoch 16/20 - Training:  96%|█████████▋| 838/870 [05:53<00:12,  2.54it/s]
Epoch 16/20 - Training:  97%|█████████▋| 840/870 [05:55<00:17,  1.75it/s]
Epoch 16/20 - Training:  97%|█████████▋| 842/870 [05:56<00:11,  2.37it/s]
Epoch 16/20 - Training:  97%|█████████▋| 844/870 [05:56<00:08,  3.15it/s]
Epoch 16/20 - Training:  97%|█████████▋| 845/870 [05:56<00:06,  3.59it/s]
Epoch 16/20 - Training:  97%|█████████▋| 847/870 [05:56<00:04,  4.62it/s]
Epoch 16/20 - Training:  97%|█████████▋| 848/870 [05:57<00:09,  2.28it/s]
Epoch 16/20 - Training:  98%|█████████▊| 849/870 [05:57<00:07,  2.72it/s]
Epoch 16/20 - Training:  98%|█████████▊| 850/870 [06:00<00:15,  1.26it/s]
Epoch 16/20 - Training:  98%|█████████▊| 852/870 [06:00<00:09,  1.96it/s]
Epoch 16/20 - Training:  98%|█████████▊| 853/870 [06:00<00:07,  2.39it/s]
Epoch 16/20 - Training:  98%|█████████▊| 855/870 [06:00<00:04,  3.46it/s]
Epoch 16/20 - Training:  99%|█████████▊| 857/870 [06:00<00:02,  4.54it/s]
Epoch 16/20 - Training:  99%|█████████▊| 858/870 [06:01<00:03,  3.24it/s]
Epoch 16/20 - Training:  99%|█████████▉| 860/870 [06:02<00:03,  2.75it/s]
Epoch 16/20 - Training:  99%|█████████▉| 862/870 [06:02<00:02,  3.70it/s]
Epoch 16/20 - Training:  99%|█████████▉| 864/870 [06:02<00:01,  4.85it/s]
Epoch 16/20 - Training: 100%|█████████▉| 866/870 [06:02<00:00,  6.06it/s]
Epoch 16/20 - Training: 100%|█████████▉| 868/870 [06:03<00:00,  6.32it/s]
Epoch 16/20 - Training: 100%|██████████| 870/870 [06:03<00:00,  7.75it/s]
Epoch 16/20 - Training: 100%|██████████| 870/870 [06:03<00:00,  2.39it/s]
+
Epoch 16/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 16/20 - Validation:   1%|          | 1/95 [00:02<03:27,  2.20s/it]
Epoch 16/20 - Validation:   2%|▏         | 2/95 [00:04<03:30,  2.27s/it]
Epoch 16/20 - Validation:   3%|▎         | 3/95 [00:06<03:27,  2.25s/it]
Epoch 16/20 - Validation:   4%|▍         | 4/95 [00:08<03:16,  2.16s/it]
Epoch 16/20 - Validation:   5%|▌         | 5/95 [00:10<02:59,  1.99s/it]
Epoch 16/20 - Validation:   6%|▋         | 6/95 [00:11<02:43,  1.83s/it]
Epoch 16/20 - Validation:   7%|▋         | 7/95 [00:13<02:33,  1.75s/it]
Epoch 16/20 - Validation:   8%|▊         | 8/95 [00:15<02:27,  1.70s/it]
Epoch 16/20 - Validation:   9%|▉         | 9/95 [00:16<02:21,  1.65s/it]
Epoch 16/20 - Validation:  11%|█         | 10/95 [00:18<02:21,  1.66s/it]
Epoch 16/20 - Validation:  12%|█▏        | 11/95 [00:20<02:31,  1.81s/it]
Epoch 16/20 - Validation:  13%|█▎        | 12/95 [00:22<02:45,  2.00s/it]
Epoch 16/20 - Validation:  14%|█▎        | 13/95 [00:25<02:48,  2.05s/it]
Epoch 16/20 - Validation:  15%|█▍        | 14/95 [00:26<02:41,  1.99s/it]
Epoch 16/20 - Validation:  16%|█▌        | 15/95 [00:28<02:30,  1.88s/it]
Epoch 16/20 - Validation:  17%|█▋        | 16/95 [00:30<02:20,  1.78s/it]
Epoch 16/20 - Validation:  18%|█▊        | 17/95 [00:31<02:13,  1.72s/it]
Epoch 16/20 - Validation:  19%|█▉        | 18/95 [00:33<02:08,  1.67s/it]
Epoch 16/20 - Validation:  20%|██        | 19/95 [00:34<02:03,  1.62s/it]
Epoch 16/20 - Validation:  21%|██        | 20/95 [00:36<01:59,  1.60s/it]
Epoch 16/20 - Validation:  22%|██▏       | 21/95 [00:37<01:55,  1.56s/it]
Epoch 16/20 - Validation:  23%|██▎       | 22/95 [00:39<01:52,  1.55s/it]
Epoch 16/20 - Validation:  24%|██▍       | 23/95 [00:40<01:49,  1.52s/it]
Epoch 16/20 - Validation:  25%|██▌       | 24/95 [00:42<01:48,  1.53s/it]
Epoch 16/20 - Validation:  26%|██▋       | 25/95 [00:43<01:46,  1.52s/it]
Epoch 16/20 - Validation:  27%|██▋       | 26/95 [00:45<01:48,  1.57s/it]
Epoch 16/20 - Validation:  28%|██▊       | 27/95 [00:47<01:46,  1.57s/it]
Epoch 16/20 - Validation:  29%|██▉       | 28/95 [00:48<01:48,  1.62s/it]
Epoch 16/20 - Validation:  31%|███       | 29/95 [00:50<01:47,  1.62s/it]
Epoch 16/20 - Validation:  32%|███▏      | 30/95 [00:51<01:43,  1.59s/it]
Epoch 16/20 - Validation:  33%|███▎      | 31/95 [00:53<01:40,  1.57s/it]
Epoch 16/20 - Validation:  34%|███▎      | 32/95 [00:55<01:38,  1.57s/it]
Epoch 16/20 - Validation:  35%|███▍      | 33/95 [00:56<01:36,  1.55s/it]
Epoch 16/20 - Validation:  36%|███▌      | 34/95 [00:57<01:32,  1.51s/it]
Epoch 16/20 - Validation:  37%|███▋      | 35/95 [00:59<01:29,  1.49s/it]
Epoch 16/20 - Validation:  38%|███▊      | 36/95 [01:00<01:27,  1.49s/it]
Epoch 16/20 - Validation:  39%|███▉      | 37/95 [01:02<01:26,  1.49s/it]
Epoch 16/20 - Validation:  40%|████      | 38/95 [01:03<01:23,  1.47s/it]
Epoch 16/20 - Validation:  41%|████      | 39/95 [01:05<01:21,  1.46s/it]
Epoch 16/20 - Validation:  42%|████▏     | 40/95 [01:06<01:20,  1.47s/it]
Epoch 16/20 - Validation:  43%|████▎     | 41/95 [01:08<01:18,  1.46s/it]
Epoch 16/20 - Validation:  44%|████▍     | 42/95 [01:09<01:17,  1.46s/it]
Epoch 16/20 - Validation:  45%|████▌     | 43/95 [01:11<01:18,  1.50s/it]
Epoch 16/20 - Validation:  46%|████▋     | 44/95 [01:12<01:17,  1.52s/it]
Epoch 16/20 - Validation:  47%|████▋     | 45/95 [01:14<01:19,  1.59s/it]
Epoch 16/20 - Validation:  48%|████▊     | 46/95 [01:16<01:22,  1.68s/it]
Epoch 16/20 - Validation:  49%|████▉     | 47/95 [01:18<01:21,  1.69s/it]
Epoch 16/20 - Validation:  51%|█████     | 48/95 [01:19<01:17,  1.65s/it]
Epoch 16/20 - Validation:  52%|█████▏    | 49/95 [01:21<01:15,  1.65s/it]
Epoch 16/20 - Validation:  53%|█████▎    | 50/95 [01:22<01:13,  1.64s/it]
Epoch 16/20 - Validation:  54%|█████▎    | 51/95 [01:24<01:10,  1.60s/it]
Epoch 16/20 - Validation:  55%|█████▍    | 52/95 [01:25<01:07,  1.56s/it]
Epoch 16/20 - Validation:  56%|█████▌    | 53/95 [01:27<01:04,  1.53s/it]
Epoch 16/20 - Validation:  57%|█████▋    | 54/95 [01:28<01:01,  1.50s/it]
Epoch 16/20 - Validation:  58%|█████▊    | 55/95 [01:30<00:59,  1.48s/it]
Epoch 16/20 - Validation:  59%|█████▉    | 56/95 [01:31<00:57,  1.48s/it]
Epoch 16/20 - Validation:  60%|██████    | 57/95 [01:33<00:55,  1.46s/it]
Epoch 16/20 - Validation:  61%|██████    | 58/95 [01:34<00:53,  1.44s/it]
Epoch 16/20 - Validation:  62%|██████▏   | 59/95 [01:36<00:51,  1.44s/it]
Epoch 16/20 - Validation:  63%|██████▎   | 60/95 [01:37<00:50,  1.45s/it]
Epoch 16/20 - Validation:  64%|██████▍   | 61/95 [01:39<00:50,  1.49s/it]
Epoch 16/20 - Validation:  65%|██████▌   | 62/95 [01:40<00:48,  1.48s/it]
Epoch 16/20 - Validation:  66%|██████▋   | 63/95 [01:41<00:46,  1.47s/it]
Epoch 16/20 - Validation:  67%|██████▋   | 64/95 [01:43<00:44,  1.44s/it]
Epoch 16/20 - Validation:  68%|██████▊   | 65/95 [01:44<00:42,  1.43s/it]
Epoch 16/20 - Validation:  69%|██████▉   | 66/95 [01:46<00:41,  1.44s/it]
Epoch 16/20 - Validation:  71%|███████   | 67/95 [01:47<00:40,  1.44s/it]
Epoch 16/20 - Validation:  72%|███████▏  | 68/95 [01:49<00:38,  1.44s/it]
Epoch 16/20 - Validation:  73%|███████▎  | 69/95 [01:50<00:37,  1.43s/it]
Epoch 16/20 - Validation:  74%|███████▎  | 70/95 [01:51<00:35,  1.42s/it]
Epoch 16/20 - Validation:  75%|███████▍  | 71/95 [01:53<00:38,  1.59s/it]
Epoch 16/20 - Validation:  76%|███████▌  | 72/95 [01:55<00:39,  1.73s/it]
Epoch 16/20 - Validation:  77%|███████▋  | 73/95 [01:57<00:37,  1.71s/it]
Epoch 16/20 - Validation:  78%|███████▊  | 74/95 [01:59<00:34,  1.65s/it]
Epoch 16/20 - Validation:  79%|███████▉  | 75/95 [02:00<00:32,  1.60s/it]
Epoch 16/20 - Validation:  80%|████████  | 76/95 [02:02<00:30,  1.58s/it]
Epoch 16/20 - Validation:  81%|████████  | 77/95 [02:03<00:28,  1.57s/it]
Epoch 16/20 - Validation:  82%|████████▏ | 78/95 [02:05<00:26,  1.55s/it]
Epoch 16/20 - Validation:  83%|████████▎ | 79/95 [02:06<00:24,  1.52s/it]
Epoch 16/20 - Validation:  84%|████████▍ | 80/95 [02:08<00:22,  1.51s/it]
Epoch 16/20 - Validation:  85%|████████▌ | 81/95 [02:09<00:20,  1.48s/it]
Epoch 16/20 - Validation:  86%|████████▋ | 82/95 [02:10<00:18,  1.46s/it]
Epoch 16/20 - Validation:  87%|████████▋ | 83/95 [02:12<00:17,  1.45s/it]
Epoch 16/20 - Validation:  88%|████████▊ | 84/95 [02:13<00:15,  1.44s/it]
Epoch 16/20 - Validation:  89%|████████▉ | 85/95 [02:15<00:14,  1.46s/it]
Epoch 16/20 - Validation:  91%|█████████ | 86/95 [02:16<00:12,  1.44s/it]
Epoch 16/20 - Validation:  92%|█████████▏| 87/95 [02:18<00:11,  1.45s/it]
Epoch 16/20 - Validation:  93%|█████████▎| 88/95 [02:19<00:10,  1.45s/it]
Epoch 16/20 - Validation:  94%|█████████▎| 89/95 [02:21<00:08,  1.45s/it]
Epoch 16/20 - Validation:  95%|█████████▍| 90/95 [02:22<00:07,  1.45s/it]
Epoch 16/20 - Validation:  96%|█████████▌| 91/95 [02:23<00:05,  1.44s/it]
Epoch 16/20 - Validation:  97%|█████████▋| 92/95 [02:25<00:04,  1.43s/it]
Epoch 16/20 - Validation:  98%|█████████▊| 93/95 [02:26<00:02,  1.43s/it]
Epoch 16/20 - Validation:  99%|█████████▉| 94/95 [02:28<00:01,  1.43s/it]
Epoch 16/20 - Validation: 100%|██████████| 95/95 [02:28<00:00,  1.17s/it]
Epoch 16/20 - Validation: 100%|██████████| 95/95 [02:28<00:00,  1.57s/it]
+
Epoch 17/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 17/20 - Training:   0%|          | 1/870 [00:06<1:34:05,  6.50s/it]
Epoch 17/20 - Training:   0%|          | 3/870 [00:06<25:21,  1.76s/it]  
Epoch 17/20 - Training:   1%|          | 5/870 [00:06<12:54,  1.12it/s]
Epoch 17/20 - Training:   1%|          | 7/870 [00:07<07:57,  1.81it/s]
Epoch 17/20 - Training:   1%|          | 8/870 [00:07<06:28,  2.22it/s]
Epoch 17/20 - Training:   1%|          | 9/870 [00:07<05:15,  2.73it/s]
Epoch 17/20 - Training:   1%|          | 10/870 [00:07<04:16,  3.35it/s]
Epoch 17/20 - Training:   1%|▏         | 11/870 [00:12<22:43,  1.59s/it]
Epoch 17/20 - Training:   1%|▏         | 12/870 [00:12<17:46,  1.24s/it]
Epoch 17/20 - Training:   2%|▏         | 14/870 [00:12<10:23,  1.37it/s]
Epoch 17/20 - Training:   2%|▏         | 16/870 [00:13<06:42,  2.12it/s]
Epoch 17/20 - Training:   2%|▏         | 18/870 [00:13<04:42,  3.02it/s]
Epoch 17/20 - Training:   2%|▏         | 20/870 [00:13<03:30,  4.04it/s]
Epoch 17/20 - Training:   3%|▎         | 22/870 [00:17<12:44,  1.11it/s]
Epoch 17/20 - Training:   3%|▎         | 24/870 [00:18<09:02,  1.56it/s]
Epoch 17/20 - Training:   3%|▎         | 26/870 [00:18<06:30,  2.16it/s]
Epoch 17/20 - Training:   3%|▎         | 28/870 [00:18<04:52,  2.88it/s]
Epoch 17/20 - Training:   3%|▎         | 30/870 [00:18<03:46,  3.70it/s]
Epoch 17/20 - Training:   4%|▎         | 32/870 [00:23<12:56,  1.08it/s]
Epoch 17/20 - Training:   4%|▍         | 34/870 [00:23<09:20,  1.49it/s]
Epoch 17/20 - Training:   4%|▍         | 36/870 [00:23<06:46,  2.05it/s]
Epoch 17/20 - Training:   4%|▍         | 38/870 [00:23<05:05,  2.73it/s]
Epoch 17/20 - Training:   5%|▍         | 40/870 [00:24<03:58,  3.48it/s]
Epoch 17/20 - Training:   5%|▍         | 42/870 [00:29<13:26,  1.03it/s]
Epoch 17/20 - Training:   5%|▌         | 44/870 [00:29<09:44,  1.41it/s]
Epoch 17/20 - Training:   5%|▌         | 46/870 [00:29<07:08,  1.92it/s]
Epoch 17/20 - Training:   6%|▌         | 48/870 [00:29<05:21,  2.55it/s]
Epoch 17/20 - Training:   6%|▌         | 50/870 [00:29<04:08,  3.29it/s]
Epoch 17/20 - Training:   6%|▌         | 52/870 [00:35<13:52,  1.02s/it]
Epoch 17/20 - Training:   6%|▌         | 54/870 [00:35<10:02,  1.35it/s]
Epoch 17/20 - Training:   6%|▋         | 56/870 [00:35<07:20,  1.85it/s]
Epoch 17/20 - Training:   7%|▋         | 57/870 [00:35<06:17,  2.15it/s]
Epoch 17/20 - Training:   7%|▋         | 59/870 [00:35<04:37,  2.92it/s]
Epoch 17/20 - Training:   7%|▋         | 60/870 [00:36<04:00,  3.36it/s]
Epoch 17/20 - Training:   7%|▋         | 61/870 [00:36<04:26,  3.04it/s]
Epoch 17/20 - Training:   7%|▋         | 62/870 [00:41<18:12,  1.35s/it]
Epoch 17/20 - Training:   7%|▋         | 64/870 [00:41<11:21,  1.18it/s]
Epoch 17/20 - Training:   8%|▊         | 66/870 [00:41<07:35,  1.76it/s]
Epoch 17/20 - Training:   8%|▊         | 68/870 [00:41<05:27,  2.45it/s]
Epoch 17/20 - Training:   8%|▊         | 69/870 [00:41<04:40,  2.86it/s]
Epoch 17/20 - Training:   8%|▊         | 70/870 [00:41<03:57,  3.36it/s]
Epoch 17/20 - Training:   8%|▊         | 72/870 [00:46<13:31,  1.02s/it]
Epoch 17/20 - Training:   9%|▊         | 74/870 [00:46<09:08,  1.45it/s]
Epoch 17/20 - Training:   9%|▊         | 76/870 [00:46<06:24,  2.07it/s]
Epoch 17/20 - Training:   9%|▉         | 78/870 [00:46<04:42,  2.80it/s]
Epoch 17/20 - Training:   9%|▉         | 80/870 [00:47<03:36,  3.65it/s]
Epoch 17/20 - Training:   9%|▉         | 82/870 [00:51<11:37,  1.13it/s]
Epoch 17/20 - Training:  10%|▉         | 84/870 [00:51<08:22,  1.56it/s]
Epoch 17/20 - Training:  10%|▉         | 85/870 [00:51<07:06,  1.84it/s]
Epoch 17/20 - Training:  10%|█         | 87/870 [00:51<05:04,  2.57it/s]
Epoch 17/20 - Training:  10%|█         | 88/870 [00:52<04:20,  3.00it/s]
Epoch 17/20 - Training:  10%|█         | 90/870 [00:52<03:14,  4.01it/s]
Epoch 17/20 - Training:  10%|█         | 91/870 [00:52<02:50,  4.56it/s]
Epoch 17/20 - Training:  11%|█         | 92/870 [00:56<13:48,  1.06s/it]
Epoch 17/20 - Training:  11%|█         | 94/870 [00:56<08:48,  1.47it/s]
Epoch 17/20 - Training:  11%|█         | 95/870 [00:56<07:22,  1.75it/s]
Epoch 17/20 - Training:  11%|█         | 97/870 [00:56<04:58,  2.59it/s]
Epoch 17/20 - Training:  11%|█▏        | 98/870 [00:56<04:12,  3.06it/s]
Epoch 17/20 - Training:  11%|█▏        | 99/870 [00:57<03:33,  3.61it/s]
Epoch 17/20 - Training:  11%|█▏        | 100/870 [00:57<03:00,  4.27it/s]
Epoch 17/20 - Training:  12%|█▏        | 102/870 [01:01<12:36,  1.02it/s]
Epoch 17/20 - Training:  12%|█▏        | 104/870 [01:01<08:19,  1.53it/s]
Epoch 17/20 - Training:  12%|█▏        | 105/870 [01:01<07:07,  1.79it/s]
Epoch 17/20 - Training:  12%|█▏        | 107/870 [01:01<04:50,  2.63it/s]
Epoch 17/20 - Training:  12%|█▏        | 108/870 [01:01<04:05,  3.11it/s]
Epoch 17/20 - Training:  13%|█▎        | 109/870 [01:02<03:27,  3.66it/s]
Epoch 17/20 - Training:  13%|█▎        | 111/870 [01:02<02:33,  4.93it/s]
Epoch 17/20 - Training:  13%|█▎        | 112/870 [01:05<11:53,  1.06it/s]
Epoch 17/20 - Training:  13%|█▎        | 114/870 [01:05<07:41,  1.64it/s]
Epoch 17/20 - Training:  13%|█▎        | 115/870 [01:06<06:33,  1.92it/s]
Epoch 17/20 - Training:  13%|█▎        | 117/870 [01:06<04:26,  2.83it/s]
Epoch 17/20 - Training:  14%|█▎        | 119/870 [01:06<03:18,  3.79it/s]
Epoch 17/20 - Training:  14%|█▍        | 121/870 [01:06<02:36,  4.79it/s]
Epoch 17/20 - Training:  14%|█▍        | 122/870 [01:10<10:40,  1.17it/s]
Epoch 17/20 - Training:  14%|█▍        | 124/870 [01:10<07:15,  1.71it/s]
Epoch 17/20 - Training:  14%|█▍        | 125/870 [01:10<06:23,  1.94it/s]
Epoch 17/20 - Training:  15%|█▍        | 127/870 [01:10<04:23,  2.82it/s]
Epoch 17/20 - Training:  15%|█▍        | 128/870 [01:10<03:44,  3.30it/s]
Epoch 17/20 - Training:  15%|█▍        | 130/870 [01:11<02:46,  4.46it/s]
Epoch 17/20 - Training:  15%|█▌        | 132/870 [01:14<09:04,  1.36it/s]
Epoch 17/20 - Training:  15%|█▌        | 134/870 [01:14<06:20,  1.94it/s]
Epoch 17/20 - Training:  16%|█▌        | 135/870 [01:15<06:05,  2.01it/s]
Epoch 17/20 - Training:  16%|█▌        | 137/870 [01:15<04:21,  2.81it/s]
Epoch 17/20 - Training:  16%|█▌        | 138/870 [01:15<03:44,  3.27it/s]
Epoch 17/20 - Training:  16%|█▌        | 139/870 [01:15<03:11,  3.82it/s]
Epoch 17/20 - Training:  16%|█▌        | 141/870 [01:15<02:23,  5.07it/s]
Epoch 17/20 - Training:  16%|█▋        | 142/870 [01:19<11:00,  1.10it/s]
Epoch 17/20 - Training:  17%|█▋        | 144/870 [01:19<07:09,  1.69it/s]
Epoch 17/20 - Training:  17%|█▋        | 145/870 [01:19<06:53,  1.75it/s]
Epoch 17/20 - Training:  17%|█▋        | 147/870 [01:19<04:37,  2.60it/s]
Epoch 17/20 - Training:  17%|█▋        | 148/870 [01:20<03:53,  3.09it/s]
Epoch 17/20 - Training:  17%|█▋        | 150/870 [01:20<02:53,  4.15it/s]
Epoch 17/20 - Training:  17%|█▋        | 152/870 [01:23<08:30,  1.41it/s]
Epoch 17/20 - Training:  18%|█▊        | 154/870 [01:23<06:00,  1.99it/s]
Epoch 17/20 - Training:  18%|█▊        | 155/870 [01:24<06:25,  1.86it/s]
Epoch 17/20 - Training:  18%|█▊        | 157/870 [01:24<04:29,  2.64it/s]
Epoch 17/20 - Training:  18%|█▊        | 158/870 [01:24<03:50,  3.09it/s]
Epoch 17/20 - Training:  18%|█▊        | 160/870 [01:24<02:48,  4.20it/s]
Epoch 17/20 - Training:  19%|█▊        | 162/870 [01:27<07:20,  1.61it/s]
Epoch 17/20 - Training:  19%|█▉        | 164/870 [01:27<05:14,  2.24it/s]
Epoch 17/20 - Training:  19%|█▉        | 165/870 [01:28<06:09,  1.91it/s]
Epoch 17/20 - Training:  19%|█▉        | 167/870 [01:28<04:22,  2.68it/s]
Epoch 17/20 - Training:  19%|█▉        | 168/870 [01:28<03:44,  3.12it/s]
Epoch 17/20 - Training:  19%|█▉        | 169/870 [01:28<03:13,  3.62it/s]
Epoch 17/20 - Training:  20%|█▉        | 171/870 [01:29<02:21,  4.95it/s]
Epoch 17/20 - Training:  20%|█▉        | 172/870 [01:31<08:36,  1.35it/s]
Epoch 17/20 - Training:  20%|██        | 174/870 [01:31<05:40,  2.05it/s]
Epoch 17/20 - Training:  20%|██        | 175/870 [01:32<06:48,  1.70it/s]
Epoch 17/20 - Training:  20%|██        | 177/870 [01:33<04:34,  2.52it/s]
Epoch 17/20 - Training:  20%|██        | 178/870 [01:33<03:50,  3.00it/s]
Epoch 17/20 - Training:  21%|██        | 179/870 [01:33<03:12,  3.58it/s]
Epoch 17/20 - Training:  21%|██        | 181/870 [01:33<02:18,  4.97it/s]
Epoch 17/20 - Training:  21%|██        | 182/870 [01:35<08:07,  1.41it/s]
Epoch 17/20 - Training:  21%|██        | 184/870 [01:36<05:18,  2.15it/s]
Epoch 17/20 - Training:  21%|██▏       | 185/870 [01:37<07:14,  1.58it/s]
Epoch 17/20 - Training:  21%|██▏       | 187/870 [01:37<04:49,  2.36it/s]
Epoch 17/20 - Training:  22%|██▏       | 189/870 [01:37<03:27,  3.29it/s]
Epoch 17/20 - Training:  22%|██▏       | 191/870 [01:37<02:37,  4.32it/s]
Epoch 17/20 - Training:  22%|██▏       | 192/870 [01:40<07:03,  1.60it/s]
Epoch 17/20 - Training:  22%|██▏       | 194/870 [01:40<04:51,  2.32it/s]
Epoch 17/20 - Training:  22%|██▏       | 195/870 [01:41<07:07,  1.58it/s]
Epoch 17/20 - Training:  23%|██▎       | 197/870 [01:41<04:50,  2.32it/s]
Epoch 17/20 - Training:  23%|██▎       | 198/870 [01:41<04:04,  2.75it/s]
Epoch 17/20 - Training:  23%|██▎       | 199/870 [01:42<03:24,  3.29it/s]
Epoch 17/20 - Training:  23%|██▎       | 201/870 [01:42<02:26,  4.57it/s]
Epoch 17/20 - Training:  23%|██▎       | 202/870 [01:44<06:44,  1.65it/s]
Epoch 17/20 - Training:  23%|██▎       | 204/870 [01:44<04:28,  2.48it/s]
Epoch 17/20 - Training:  24%|██▎       | 205/870 [01:45<07:06,  1.56it/s]
Epoch 17/20 - Training:  24%|██▍       | 207/870 [01:46<04:45,  2.32it/s]
Epoch 17/20 - Training:  24%|██▍       | 209/870 [01:46<03:24,  3.23it/s]
Epoch 17/20 - Training:  24%|██▍       | 211/870 [01:46<02:37,  4.17it/s]
Epoch 17/20 - Training:  24%|██▍       | 212/870 [01:48<06:16,  1.75it/s]
Epoch 17/20 - Training:  25%|██▍       | 214/870 [01:48<04:21,  2.51it/s]
Epoch 17/20 - Training:  25%|██▍       | 215/870 [01:50<07:41,  1.42it/s]
Epoch 17/20 - Training:  25%|██▍       | 217/870 [01:50<05:11,  2.10it/s]
Epoch 17/20 - Training:  25%|██▌       | 218/870 [01:50<04:20,  2.51it/s]
Epoch 17/20 - Training:  25%|██▌       | 219/870 [01:50<03:36,  3.01it/s]
Epoch 17/20 - Training:  25%|██▌       | 221/870 [01:51<02:33,  4.24it/s]
Epoch 17/20 - Training:  26%|██▌       | 222/870 [01:53<06:41,  1.61it/s]
Epoch 17/20 - Training:  26%|██▌       | 224/870 [01:53<04:26,  2.42it/s]
Epoch 17/20 - Training:  26%|██▌       | 225/870 [01:55<08:13,  1.31it/s]
Epoch 17/20 - Training:  26%|██▌       | 227/870 [01:55<05:24,  1.98it/s]
Epoch 17/20 - Training:  26%|██▌       | 228/870 [01:55<04:29,  2.38it/s]
Epoch 17/20 - Training:  26%|██▋       | 229/870 [01:55<03:42,  2.88it/s]
Epoch 17/20 - Training:  27%|██▋       | 231/870 [01:55<02:36,  4.08it/s]
Epoch 17/20 - Training:  27%|██▋       | 232/870 [01:57<05:44,  1.85it/s]
Epoch 17/20 - Training:  27%|██▋       | 234/870 [01:57<03:51,  2.74it/s]
Epoch 17/20 - Training:  27%|██▋       | 235/870 [01:59<07:47,  1.36it/s]
Epoch 17/20 - Training:  27%|██▋       | 237/870 [01:59<05:05,  2.07it/s]
Epoch 17/20 - Training:  27%|██▋       | 238/870 [01:59<04:13,  2.50it/s]
Epoch 17/20 - Training:  28%|██▊       | 240/870 [02:00<02:59,  3.51it/s]
Epoch 17/20 - Training:  28%|██▊       | 242/870 [02:01<04:29,  2.33it/s]
Epoch 17/20 - Training:  28%|██▊       | 243/870 [02:01<03:47,  2.75it/s]
Epoch 17/20 - Training:  28%|██▊       | 245/870 [02:03<06:13,  1.68it/s]
Epoch 17/20 - Training:  28%|██▊       | 247/870 [02:03<04:21,  2.39it/s]
Epoch 17/20 - Training:  29%|██▊       | 248/870 [02:03<03:41,  2.80it/s]
Epoch 17/20 - Training:  29%|██▊       | 249/870 [02:03<03:07,  3.32it/s]
Epoch 17/20 - Training:  29%|██▉       | 251/870 [02:04<02:14,  4.59it/s]
Epoch 17/20 - Training:  29%|██▉       | 252/870 [02:05<05:04,  2.03it/s]
Epoch 17/20 - Training:  29%|██▉       | 254/870 [02:05<03:28,  2.95it/s]
Epoch 17/20 - Training:  29%|██▉       | 255/870 [02:07<07:05,  1.44it/s]
Epoch 17/20 - Training:  30%|██▉       | 257/870 [02:07<04:42,  2.17it/s]
Epoch 17/20 - Training:  30%|██▉       | 258/870 [02:08<03:55,  2.60it/s]
Epoch 17/20 - Training:  30%|██▉       | 259/870 [02:08<03:15,  3.12it/s]
Epoch 17/20 - Training:  30%|███       | 261/870 [02:08<02:18,  4.38it/s]
Epoch 17/20 - Training:  30%|███       | 262/870 [02:09<04:33,  2.22it/s]
Epoch 17/20 - Training:  30%|███       | 263/870 [02:09<03:41,  2.74it/s]
Epoch 17/20 - Training:  30%|███       | 265/870 [02:12<08:04,  1.25it/s]
Epoch 17/20 - Training:  31%|███       | 267/870 [02:12<05:22,  1.87it/s]
Epoch 17/20 - Training:  31%|███       | 268/870 [02:12<04:28,  2.24it/s]
Epoch 17/20 - Training:  31%|███       | 269/870 [02:12<03:41,  2.72it/s]
Epoch 17/20 - Training:  31%|███       | 271/870 [02:13<02:33,  3.91it/s]
Epoch 17/20 - Training:  31%|███▏      | 272/870 [02:14<05:00,  1.99it/s]
Epoch 17/20 - Training:  31%|███▏      | 274/870 [02:14<03:23,  2.93it/s]
Epoch 17/20 - Training:  32%|███▏      | 275/870 [02:17<08:24,  1.18it/s]
Epoch 17/20 - Training:  32%|███▏      | 277/870 [02:17<05:28,  1.80it/s]
Epoch 17/20 - Training:  32%|███▏      | 279/870 [02:17<03:50,  2.57it/s]
Epoch 17/20 - Training:  32%|███▏      | 281/870 [02:17<02:48,  3.49it/s]
Epoch 17/20 - Training:  32%|███▏      | 282/870 [02:19<04:37,  2.12it/s]
Epoch 17/20 - Training:  33%|███▎      | 284/870 [02:19<03:21,  2.91it/s]
Epoch 17/20 - Training:  33%|███▎      | 285/870 [02:22<08:50,  1.10it/s]
Epoch 17/20 - Training:  33%|███▎      | 287/870 [02:22<05:52,  1.65it/s]
Epoch 17/20 - Training:  33%|███▎      | 288/870 [02:22<04:53,  1.98it/s]
Epoch 17/20 - Training:  33%|███▎      | 289/870 [02:22<04:04,  2.38it/s]
Epoch 17/20 - Training:  33%|███▎      | 291/870 [02:22<02:48,  3.44it/s]
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Epoch 17/20 - Training:  75%|███████▌  | 655/870 [05:06<03:00,  1.19it/s]
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Epoch 17/20 - Training:  76%|███████▋  | 665/870 [05:11<02:49,  1.21it/s]
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Epoch 17/20 - Training:  77%|███████▋  | 672/870 [05:12<01:05,  3.01it/s]
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Epoch 17/20 - Training:  78%|███████▊  | 675/870 [05:15<02:29,  1.31it/s]
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Epoch 17/20 - Training:  78%|███████▊  | 679/870 [05:16<01:13,  2.60it/s]
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Epoch 17/20 - Training:  80%|███████▉  | 692/870 [05:21<01:02,  2.85it/s]
Epoch 17/20 - Training:  80%|███████▉  | 693/870 [05:21<00:52,  3.40it/s]
Epoch 17/20 - Training:  80%|███████▉  | 694/870 [05:22<00:54,  3.23it/s]
Epoch 17/20 - Training:  80%|███████▉  | 695/870 [05:25<03:01,  1.03s/it]
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Epoch 17/20 - Training:  81%|████████  | 701/870 [05:25<00:51,  3.26it/s]
Epoch 17/20 - Training:  81%|████████  | 702/870 [05:26<00:58,  2.89it/s]
Epoch 17/20 - Training:  81%|████████  | 703/870 [05:26<00:48,  3.43it/s]
Epoch 17/20 - Training:  81%|████████  | 704/870 [05:26<00:54,  3.03it/s]
Epoch 17/20 - Training:  81%|████████  | 705/870 [05:29<02:45,  1.00s/it]
Epoch 17/20 - Training:  81%|████████▏ | 707/870 [05:30<01:40,  1.62it/s]
Epoch 17/20 - Training:  81%|████████▏ | 709/870 [05:30<01:07,  2.39it/s]
Epoch 17/20 - Training:  82%|████████▏ | 711/870 [05:30<00:48,  3.27it/s]
Epoch 17/20 - Training:  82%|████████▏ | 712/870 [05:30<00:50,  3.11it/s]
Epoch 17/20 - Training:  82%|████████▏ | 714/870 [05:31<00:53,  2.94it/s]
Epoch 17/20 - Training:  82%|████████▏ | 715/870 [05:34<02:07,  1.22it/s]
Epoch 17/20 - Training:  82%|████████▏ | 717/870 [05:34<01:24,  1.81it/s]
Epoch 17/20 - Training:  83%|████████▎ | 719/870 [05:34<00:59,  2.53it/s]
Epoch 17/20 - Training:  83%|████████▎ | 721/870 [05:34<00:44,  3.36it/s]
Epoch 17/20 - Training:  83%|████████▎ | 722/870 [05:35<00:46,  3.17it/s]
Epoch 17/20 - Training:  83%|████████▎ | 724/870 [05:35<00:50,  2.89it/s]
Epoch 17/20 - Training:  83%|████████▎ | 725/870 [05:38<01:50,  1.32it/s]
Epoch 17/20 - Training:  84%|████████▎ | 727/870 [05:38<01:13,  1.94it/s]
Epoch 17/20 - Training:  84%|████████▍ | 729/870 [05:38<00:52,  2.68it/s]
Epoch 17/20 - Training:  84%|████████▍ | 731/870 [05:38<00:38,  3.57it/s]
Epoch 17/20 - Training:  84%|████████▍ | 732/870 [05:39<00:41,  3.35it/s]
Epoch 17/20 - Training:  84%|████████▍ | 734/870 [05:40<00:49,  2.73it/s]
Epoch 17/20 - Training:  84%|████████▍ | 735/870 [05:42<01:38,  1.37it/s]
Epoch 17/20 - Training:  85%|████████▍ | 737/870 [05:42<01:05,  2.02it/s]
Epoch 17/20 - Training:  85%|████████▍ | 739/870 [05:42<00:46,  2.80it/s]
Epoch 17/20 - Training:  85%|████████▌ | 741/870 [05:42<00:34,  3.72it/s]
Epoch 17/20 - Training:  85%|████████▌ | 742/870 [05:43<00:33,  3.83it/s]
Epoch 17/20 - Training:  86%|████████▌ | 744/870 [05:44<00:46,  2.69it/s]
Epoch 17/20 - Training:  86%|████████▌ | 745/870 [05:46<01:40,  1.24it/s]
Epoch 17/20 - Training:  86%|████████▌ | 747/870 [05:47<01:06,  1.84it/s]
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Epoch 17/20 - Training:  86%|████████▌ | 750/870 [05:47<00:39,  3.01it/s]
Epoch 17/20 - Training:  86%|████████▋ | 751/870 [05:47<00:33,  3.55it/s]
Epoch 17/20 - Training:  86%|████████▋ | 752/870 [05:47<00:28,  4.18it/s]
Epoch 17/20 - Training:  87%|████████▋ | 753/870 [05:47<00:24,  4.82it/s]
Epoch 17/20 - Training:  87%|████████▋ | 754/870 [05:48<00:47,  2.45it/s]
Epoch 17/20 - Training:  87%|████████▋ | 755/870 [05:50<01:41,  1.13it/s]
Epoch 17/20 - Training:  87%|████████▋ | 757/870 [05:50<01:00,  1.88it/s]
Epoch 17/20 - Training:  87%|████████▋ | 758/870 [05:51<00:48,  2.33it/s]
Epoch 17/20 - Training:  87%|████████▋ | 759/870 [05:51<00:38,  2.88it/s]
Epoch 17/20 - Training:  87%|████████▋ | 761/870 [05:51<00:26,  4.11it/s]
Epoch 17/20 - Training:  88%|████████▊ | 762/870 [05:51<00:24,  4.48it/s]
Epoch 17/20 - Training:  88%|████████▊ | 764/870 [05:53<00:46,  2.26it/s]
Epoch 17/20 - Training:  88%|████████▊ | 765/870 [05:55<01:28,  1.19it/s]
Epoch 17/20 - Training:  88%|████████▊ | 767/870 [05:55<00:56,  1.81it/s]
Epoch 17/20 - Training:  88%|████████▊ | 769/870 [05:55<00:39,  2.58it/s]
Epoch 17/20 - Training:  89%|████████▊ | 771/870 [05:55<00:28,  3.48it/s]
Epoch 17/20 - Training:  89%|████████▉ | 773/870 [05:56<00:21,  4.50it/s]
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Epoch 17/20 - Training:  89%|████████▉ | 775/870 [05:59<01:13,  1.30it/s]
Epoch 17/20 - Training:  89%|████████▉ | 777/870 [05:59<00:47,  1.96it/s]
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Epoch 17/20 - Training:  91%|█████████ | 789/870 [06:03<00:28,  2.87it/s]
Epoch 17/20 - Training:  91%|█████████ | 790/870 [06:03<00:24,  3.32it/s]
Epoch 17/20 - Training:  91%|█████████ | 792/870 [06:03<00:17,  4.42it/s]
Epoch 17/20 - Training:  91%|█████████▏| 794/870 [06:05<00:29,  2.57it/s]
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Epoch 17/20 - Training:  92%|█████████▏| 801/870 [06:07<00:18,  3.81it/s]
Epoch 17/20 - Training:  92%|█████████▏| 802/870 [06:07<00:16,  4.19it/s]
Epoch 17/20 - Training:  92%|█████████▏| 803/870 [06:08<00:14,  4.72it/s]
Epoch 17/20 - Training:  92%|█████████▏| 804/870 [06:09<00:28,  2.34it/s]
Epoch 17/20 - Training:  93%|█████████▎| 805/870 [06:11<00:57,  1.14it/s]
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Epoch 17/20 - Training:  93%|█████████▎| 808/870 [06:11<00:27,  2.25it/s]
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Epoch 17/20 - Training:  94%|█████████▎| 814/870 [06:13<00:19,  2.86it/s]
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Epoch 17/20 - Training:  94%|█████████▍| 822/870 [06:16<00:11,  4.16it/s]
Epoch 17/20 - Training:  95%|█████████▍| 824/870 [06:17<00:17,  2.69it/s]
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Epoch 17/20 - Training:  96%|█████████▌| 835/870 [06:24<00:27,  1.27it/s]
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Epoch 17/20 - Training:  99%|█████████▉| 862/870 [06:32<00:01,  5.27it/s]
Epoch 17/20 - Training:  99%|█████████▉| 864/870 [06:32<00:00,  6.64it/s]
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Epoch 17/20 - Training: 100%|██████████| 870/870 [06:33<00:00,  2.21it/s]
+
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Epoch 17/20 - Validation:   1%|          | 1/95 [00:02<03:34,  2.28s/it]
Epoch 17/20 - Validation:   2%|▏         | 2/95 [00:04<03:33,  2.29s/it]
Epoch 17/20 - Validation:   3%|▎         | 3/95 [00:06<03:30,  2.29s/it]
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Epoch 17/20 - Validation:   6%|▋         | 6/95 [00:12<02:47,  1.88s/it]
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Epoch 17/20 - Validation:   8%|▊         | 8/95 [00:15<02:28,  1.71s/it]
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Epoch 17/20 - Validation:  11%|█         | 10/95 [00:18<02:20,  1.66s/it]
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Epoch 17/20 - Validation:  29%|██▉       | 28/95 [00:49<01:50,  1.65s/it]
Epoch 17/20 - Validation:  31%|███       | 29/95 [00:50<01:49,  1.65s/it]
Epoch 17/20 - Validation:  32%|███▏      | 30/95 [00:52<01:45,  1.62s/it]
Epoch 17/20 - Validation:  33%|███▎      | 31/95 [00:53<01:41,  1.59s/it]
Epoch 17/20 - Validation:  34%|███▎      | 32/95 [00:55<01:40,  1.59s/it]
Epoch 17/20 - Validation:  35%|███▍      | 33/95 [00:56<01:37,  1.57s/it]
Epoch 17/20 - Validation:  36%|███▌      | 34/95 [00:58<01:33,  1.53s/it]
Epoch 17/20 - Validation:  37%|███▋      | 35/95 [00:59<01:30,  1.50s/it]
Epoch 17/20 - Validation:  38%|███▊      | 36/95 [01:01<01:28,  1.51s/it]
Epoch 17/20 - Validation:  39%|███▉      | 37/95 [01:02<01:28,  1.52s/it]
Epoch 17/20 - Validation:  40%|████      | 38/95 [01:04<01:25,  1.50s/it]
Epoch 17/20 - Validation:  41%|████      | 39/95 [01:05<01:23,  1.49s/it]
Epoch 17/20 - Validation:  42%|████▏     | 40/95 [01:07<01:22,  1.50s/it]
Epoch 17/20 - Validation:  43%|████▎     | 41/95 [01:08<01:20,  1.50s/it]
Epoch 17/20 - Validation:  44%|████▍     | 42/95 [01:10<01:18,  1.49s/it]
Epoch 17/20 - Validation:  45%|████▌     | 43/95 [01:11<01:19,  1.54s/it]
Epoch 17/20 - Validation:  46%|████▋     | 44/95 [01:13<01:19,  1.56s/it]
Epoch 17/20 - Validation:  47%|████▋     | 45/95 [01:15<01:22,  1.64s/it]
Epoch 17/20 - Validation:  48%|████▊     | 46/95 [01:17<01:23,  1.70s/it]
Epoch 17/20 - Validation:  49%|████▉     | 47/95 [01:18<01:21,  1.70s/it]
Epoch 17/20 - Validation:  51%|█████     | 48/95 [01:20<01:18,  1.67s/it]
Epoch 17/20 - Validation:  52%|█████▏    | 49/95 [01:22<01:17,  1.67s/it]
Epoch 17/20 - Validation:  53%|█████▎    | 50/95 [01:23<01:14,  1.66s/it]
Epoch 17/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:11,  1.62s/it]
Epoch 17/20 - Validation:  55%|█████▍    | 52/95 [01:26<01:08,  1.59s/it]
Epoch 17/20 - Validation:  56%|█████▌    | 53/95 [01:28<01:05,  1.56s/it]
Epoch 17/20 - Validation:  57%|█████▋    | 54/95 [01:29<01:02,  1.53s/it]
Epoch 17/20 - Validation:  58%|█████▊    | 55/95 [01:31<01:00,  1.51s/it]
Epoch 17/20 - Validation:  59%|█████▉    | 56/95 [01:32<00:59,  1.51s/it]
Epoch 17/20 - Validation:  60%|██████    | 57/95 [01:34<00:56,  1.49s/it]
Epoch 17/20 - Validation:  61%|██████    | 58/95 [01:35<00:54,  1.48s/it]
Epoch 17/20 - Validation:  62%|██████▏   | 59/95 [01:37<00:53,  1.48s/it]
Epoch 17/20 - Validation:  63%|██████▎   | 60/95 [01:38<00:52,  1.49s/it]
Epoch 17/20 - Validation:  64%|██████▍   | 61/95 [01:40<00:51,  1.52s/it]
Epoch 17/20 - Validation:  65%|██████▌   | 62/95 [01:41<00:49,  1.50s/it]
Epoch 17/20 - Validation:  66%|██████▋   | 63/95 [01:43<00:47,  1.49s/it]
Epoch 17/20 - Validation:  67%|██████▋   | 64/95 [01:44<00:45,  1.47s/it]
Epoch 17/20 - Validation:  68%|██████▊   | 65/95 [01:46<00:43,  1.46s/it]
Epoch 17/20 - Validation:  69%|██████▉   | 66/95 [01:47<00:42,  1.48s/it]
Epoch 17/20 - Validation:  71%|███████   | 67/95 [01:49<00:41,  1.48s/it]
Epoch 17/20 - Validation:  72%|███████▏  | 68/95 [01:50<00:39,  1.48s/it]
Epoch 17/20 - Validation:  73%|███████▎  | 69/95 [01:52<00:38,  1.47s/it]
Epoch 17/20 - Validation:  74%|███████▎  | 70/95 [01:53<00:36,  1.46s/it]
Epoch 17/20 - Validation:  75%|███████▍  | 71/95 [01:55<00:39,  1.66s/it]
Epoch 17/20 - Validation:  76%|███████▌  | 72/95 [01:57<00:41,  1.80s/it]
Epoch 17/20 - Validation:  77%|███████▋  | 73/95 [01:59<00:39,  1.78s/it]
Epoch 17/20 - Validation:  78%|███████▊  | 74/95 [02:01<00:35,  1.71s/it]
Epoch 17/20 - Validation:  79%|███████▉  | 75/95 [02:02<00:33,  1.66s/it]
Epoch 17/20 - Validation:  80%|████████  | 76/95 [02:04<00:30,  1.61s/it]
Epoch 17/20 - Validation:  81%|████████  | 77/95 [02:05<00:28,  1.59s/it]
Epoch 17/20 - Validation:  82%|████████▏ | 78/95 [02:07<00:26,  1.56s/it]
Epoch 17/20 - Validation:  83%|████████▎ | 79/95 [02:08<00:24,  1.54s/it]
Epoch 17/20 - Validation:  84%|████████▍ | 80/95 [02:10<00:23,  1.54s/it]
Epoch 17/20 - Validation:  85%|████████▌ | 81/95 [02:11<00:21,  1.52s/it]
Epoch 17/20 - Validation:  86%|████████▋ | 82/95 [02:13<00:19,  1.51s/it]
Epoch 17/20 - Validation:  87%|████████▋ | 83/95 [02:14<00:17,  1.50s/it]
Epoch 17/20 - Validation:  88%|████████▊ | 84/95 [02:16<00:16,  1.50s/it]
Epoch 17/20 - Validation:  89%|████████▉ | 85/95 [02:17<00:14,  1.50s/it]
Epoch 17/20 - Validation:  91%|█████████ | 86/95 [02:18<00:13,  1.48s/it]
Epoch 17/20 - Validation:  92%|█████████▏| 87/95 [02:20<00:11,  1.49s/it]
Epoch 17/20 - Validation:  93%|█████████▎| 88/95 [02:22<00:10,  1.50s/it]
Epoch 17/20 - Validation:  94%|█████████▎| 89/95 [02:23<00:08,  1.50s/it]
Epoch 17/20 - Validation:  95%|█████████▍| 90/95 [02:25<00:07,  1.50s/it]
Epoch 17/20 - Validation:  96%|█████████▌| 91/95 [02:26<00:05,  1.49s/it]
Epoch 17/20 - Validation:  97%|█████████▋| 92/95 [02:27<00:04,  1.47s/it]
Epoch 17/20 - Validation:  98%|█████████▊| 93/95 [02:29<00:02,  1.47s/it]
Epoch 17/20 - Validation:  99%|█████████▉| 94/95 [02:30<00:01,  1.47s/it]
Epoch 17/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.20s/it]
Epoch 17/20 - Validation: 100%|██████████| 95/95 [02:31<00:00,  1.59s/it]
+
Epoch 18/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 18/20 - Training:   0%|          | 1/870 [00:05<1:14:18,  5.13s/it]
Epoch 18/20 - Training:   0%|          | 3/870 [00:05<21:00,  1.45s/it]  
Epoch 18/20 - Training:   1%|          | 5/870 [00:05<10:42,  1.35it/s]
Epoch 18/20 - Training:   1%|          | 7/870 [00:05<06:39,  2.16it/s]
Epoch 18/20 - Training:   1%|          | 9/870 [00:05<04:30,  3.18it/s]
Epoch 18/20 - Training:   1%|▏         | 11/870 [00:10<14:51,  1.04s/it]
Epoch 18/20 - Training:   1%|▏         | 13/870 [00:10<10:13,  1.40it/s]
Epoch 18/20 - Training:   2%|▏         | 15/870 [00:10<07:16,  1.96it/s]
Epoch 18/20 - Training:   2%|▏         | 17/870 [00:11<05:22,  2.64it/s]
Epoch 18/20 - Training:   2%|▏         | 19/870 [00:11<04:01,  3.52it/s]
Epoch 18/20 - Training:   2%|▏         | 21/870 [00:14<10:33,  1.34it/s]
Epoch 18/20 - Training:   3%|▎         | 23/870 [00:15<07:37,  1.85it/s]
Epoch 18/20 - Training:   3%|▎         | 25/870 [00:15<05:36,  2.51it/s]
Epoch 18/20 - Training:   3%|▎         | 27/870 [00:15<04:12,  3.34it/s]
Epoch 18/20 - Training:   3%|▎         | 29/870 [00:15<03:14,  4.32it/s]
Epoch 18/20 - Training:   4%|▎         | 31/870 [00:19<10:06,  1.38it/s]
Epoch 18/20 - Training:   4%|▍         | 33/870 [00:19<07:33,  1.84it/s]
Epoch 18/20 - Training:   4%|▍         | 35/870 [00:19<05:36,  2.48it/s]
Epoch 18/20 - Training:   4%|▍         | 37/870 [00:19<04:14,  3.28it/s]
Epoch 18/20 - Training:   4%|▍         | 39/870 [00:19<03:18,  4.19it/s]
Epoch 18/20 - Training:   5%|▍         | 41/870 [00:23<09:58,  1.38it/s]
Epoch 18/20 - Training:   5%|▍         | 43/870 [00:23<07:39,  1.80it/s]
Epoch 18/20 - Training:   5%|▌         | 45/870 [00:24<05:41,  2.41it/s]
Epoch 18/20 - Training:   5%|▌         | 47/870 [00:24<04:18,  3.19it/s]
Epoch 18/20 - Training:   6%|▌         | 49/870 [00:24<03:22,  4.06it/s]
Epoch 18/20 - Training:   6%|▌         | 51/870 [00:27<09:36,  1.42it/s]
Epoch 18/20 - Training:   6%|▌         | 53/870 [00:28<07:24,  1.84it/s]
Epoch 18/20 - Training:   6%|▋         | 55/870 [00:28<05:30,  2.46it/s]
Epoch 18/20 - Training:   6%|▋         | 56/870 [00:28<04:47,  2.83it/s]
Epoch 18/20 - Training:   7%|▋         | 58/870 [00:28<03:35,  3.78it/s]
Epoch 18/20 - Training:   7%|▋         | 60/870 [00:28<02:47,  4.84it/s]
Epoch 18/20 - Training:   7%|▋         | 62/870 [00:31<08:03,  1.67it/s]
Epoch 18/20 - Training:   7%|▋         | 63/870 [00:32<07:37,  1.76it/s]
Epoch 18/20 - Training:   7%|▋         | 65/870 [00:32<05:21,  2.50it/s]
Epoch 18/20 - Training:   8%|▊         | 67/870 [00:32<03:56,  3.39it/s]
Epoch 18/20 - Training:   8%|▊         | 69/870 [00:32<03:02,  4.39it/s]
Epoch 18/20 - Training:   8%|▊         | 71/870 [00:35<08:39,  1.54it/s]
Epoch 18/20 - Training:   8%|▊         | 73/870 [00:36<07:00,  1.89it/s]
Epoch 18/20 - Training:   9%|▊         | 75/870 [00:36<05:11,  2.55it/s]
Epoch 18/20 - Training:   9%|▉         | 77/870 [00:36<03:56,  3.35it/s]
Epoch 18/20 - Training:   9%|▉         | 79/870 [00:36<03:05,  4.27it/s]
Epoch 18/20 - Training:   9%|▉         | 81/870 [00:40<08:20,  1.58it/s]
Epoch 18/20 - Training:  10%|▉         | 83/870 [00:40<06:50,  1.92it/s]
Epoch 18/20 - Training:  10%|▉         | 85/870 [00:40<05:07,  2.55it/s]
Epoch 18/20 - Training:  10%|█         | 87/870 [00:40<03:53,  3.35it/s]
Epoch 18/20 - Training:  10%|█         | 89/870 [00:41<03:03,  4.26it/s]
Epoch 18/20 - Training:  10%|█         | 91/870 [00:43<07:12,  1.80it/s]
Epoch 18/20 - Training:  11%|█         | 93/870 [00:44<06:03,  2.14it/s]
Epoch 18/20 - Training:  11%|█         | 95/870 [00:44<04:33,  2.83it/s]
Epoch 18/20 - Training:  11%|█         | 97/870 [00:44<03:31,  3.66it/s]
Epoch 18/20 - Training:  11%|█▏        | 99/870 [00:44<02:48,  4.59it/s]
Epoch 18/20 - Training:  12%|█▏        | 101/870 [00:47<07:16,  1.76it/s]
Epoch 18/20 - Training:  12%|█▏        | 103/870 [00:48<06:21,  2.01it/s]
Epoch 18/20 - Training:  12%|█▏        | 105/870 [00:48<04:45,  2.68it/s]
Epoch 18/20 - Training:  12%|█▏        | 107/870 [00:48<03:40,  3.46it/s]
Epoch 18/20 - Training:  13%|█▎        | 109/870 [00:48<02:53,  4.38it/s]
Epoch 18/20 - Training:  13%|█▎        | 111/870 [00:51<07:50,  1.61it/s]
Epoch 18/20 - Training:  13%|█▎        | 112/870 [00:51<06:41,  1.89it/s]
Epoch 18/20 - Training:  13%|█▎        | 113/870 [00:52<06:36,  1.91it/s]
Epoch 18/20 - Training:  13%|█▎        | 115/870 [00:52<04:35,  2.74it/s]
Epoch 18/20 - Training:  13%|█▎        | 117/870 [00:52<03:23,  3.70it/s]
Epoch 18/20 - Training:  14%|█▎        | 119/870 [00:52<02:37,  4.76it/s]
Epoch 18/20 - Training:  14%|█▍        | 121/870 [00:55<06:59,  1.79it/s]
Epoch 18/20 - Training:  14%|█▍        | 123/870 [00:56<06:11,  2.01it/s]
Epoch 18/20 - Training:  14%|█▍        | 125/870 [00:56<04:38,  2.68it/s]
Epoch 18/20 - Training:  14%|█▍        | 126/870 [00:56<04:01,  3.08it/s]
Epoch 18/20 - Training:  15%|█▍        | 128/870 [00:56<03:03,  4.05it/s]
Epoch 18/20 - Training:  15%|█▍        | 130/870 [00:56<02:24,  5.13it/s]
Epoch 18/20 - Training:  15%|█▌        | 131/870 [00:59<08:29,  1.45it/s]
Epoch 18/20 - Training:  15%|█▌        | 133/870 [01:00<07:03,  1.74it/s]
Epoch 18/20 - Training:  16%|█▌        | 135/870 [01:00<05:02,  2.43it/s]
Epoch 18/20 - Training:  16%|█▌        | 137/870 [01:00<03:45,  3.25it/s]
Epoch 18/20 - Training:  16%|█▌        | 139/870 [01:00<02:53,  4.20it/s]
Epoch 18/20 - Training:  16%|█▌        | 141/870 [01:03<07:28,  1.63it/s]
Epoch 18/20 - Training:  16%|█▋        | 143/870 [01:04<06:41,  1.81it/s]
Epoch 18/20 - Training:  17%|█▋        | 144/870 [01:04<05:45,  2.10it/s]
Epoch 18/20 - Training:  17%|█▋        | 145/870 [01:04<04:50,  2.50it/s]
Epoch 18/20 - Training:  17%|█▋        | 147/870 [01:05<03:26,  3.50it/s]
Epoch 18/20 - Training:  17%|█▋        | 148/870 [01:05<03:00,  4.00it/s]
Epoch 18/20 - Training:  17%|█▋        | 150/870 [01:05<02:14,  5.35it/s]
Epoch 18/20 - Training:  17%|█▋        | 151/870 [01:07<08:08,  1.47it/s]
Epoch 18/20 - Training:  18%|█▊        | 153/870 [01:08<07:05,  1.68it/s]
Epoch 18/20 - Training:  18%|█▊        | 155/870 [01:08<04:58,  2.39it/s]
Epoch 18/20 - Training:  18%|█▊        | 156/870 [01:09<04:17,  2.77it/s]
Epoch 18/20 - Training:  18%|█▊        | 158/870 [01:09<03:04,  3.87it/s]
Epoch 18/20 - Training:  18%|█▊        | 160/870 [01:09<02:21,  5.03it/s]
Epoch 18/20 - Training:  19%|█▊        | 161/870 [01:11<07:22,  1.60it/s]
Epoch 18/20 - Training:  19%|█▊        | 163/870 [01:12<06:26,  1.83it/s]
Epoch 18/20 - Training:  19%|█▉        | 164/870 [01:12<05:22,  2.19it/s]
Epoch 18/20 - Training:  19%|█▉        | 166/870 [01:12<03:49,  3.07it/s]
Epoch 18/20 - Training:  19%|█▉        | 168/870 [01:13<02:49,  4.14it/s]
Epoch 18/20 - Training:  20%|█▉        | 170/870 [01:13<02:13,  5.26it/s]
Epoch 18/20 - Training:  20%|█▉        | 171/870 [01:15<07:27,  1.56it/s]
Epoch 18/20 - Training:  20%|█▉        | 173/870 [01:16<06:37,  1.75it/s]
Epoch 18/20 - Training:  20%|██        | 175/870 [01:16<04:46,  2.43it/s]
Epoch 18/20 - Training:  20%|██        | 177/870 [01:17<03:32,  3.26it/s]
Epoch 18/20 - Training:  21%|██        | 179/870 [01:17<02:45,  4.17it/s]
Epoch 18/20 - Training:  21%|██        | 181/870 [01:19<06:20,  1.81it/s]
Epoch 18/20 - Training:  21%|██        | 183/870 [01:20<06:03,  1.89it/s]
Epoch 18/20 - Training:  21%|██▏       | 185/870 [01:20<04:32,  2.52it/s]
Epoch 18/20 - Training:  21%|��█▏       | 186/870 [01:21<03:58,  2.86it/s]
Epoch 18/20 - Training:  21%|██▏       | 187/870 [01:21<03:23,  3.35it/s]
Epoch 18/20 - Training:  22%|██▏       | 189/870 [01:21<02:31,  4.48it/s]
Epoch 18/20 - Training:  22%|██▏       | 190/870 [01:21<02:15,  5.01it/s]
Epoch 18/20 - Training:  22%|██▏       | 191/870 [01:23<08:00,  1.41it/s]
Epoch 18/20 - Training:  22%|██▏       | 193/870 [01:24<06:50,  1.65it/s]
Epoch 18/20 - Training:  22%|██▏       | 195/870 [01:24<04:42,  2.39it/s]
Epoch 18/20 - Training:  23%|██▎       | 196/870 [01:25<03:59,  2.82it/s]
Epoch 18/20 - Training:  23%|██▎       | 198/870 [01:25<02:51,  3.91it/s]
Epoch 18/20 - Training:  23%|██▎       | 200/870 [01:25<02:13,  5.01it/s]
Epoch 18/20 - Training:  23%|██▎       | 201/870 [01:27<07:11,  1.55it/s]
Epoch 18/20 - Training:  23%|██▎       | 203/870 [01:28<06:28,  1.72it/s]
Epoch 18/20 - Training:  24%|██▎       | 205/870 [01:28<04:35,  2.42it/s]
Epoch 18/20 - Training:  24%|██▎       | 206/870 [01:29<03:54,  2.83it/s]
Epoch 18/20 - Training:  24%|██▍       | 207/870 [01:29<03:18,  3.34it/s]
Epoch 18/20 - Training:  24%|██▍       | 209/870 [01:29<02:25,  4.54it/s]
Epoch 18/20 - Training:  24%|██▍       | 210/870 [01:29<02:09,  5.08it/s]
Epoch 18/20 - Training:  24%|██▍       | 211/870 [01:32<08:25,  1.30it/s]
Epoch 18/20 - Training:  24%|██▍       | 213/870 [01:33<07:06,  1.54it/s]
Epoch 18/20 - Training:  25%|██▍       | 215/870 [01:33<04:50,  2.26it/s]
Epoch 18/20 - Training:  25%|██▍       | 217/870 [01:33<03:31,  3.09it/s]
Epoch 18/20 - Training:  25%|██▌       | 219/870 [01:33<02:40,  4.07it/s]
Epoch 18/20 - Training:  25%|██▌       | 221/870 [01:36<06:36,  1.64it/s]
Epoch 18/20 - Training:  26%|██▌       | 223/870 [01:37<06:08,  1.75it/s]
Epoch 18/20 - Training:  26%|██▌       | 224/870 [01:37<05:13,  2.06it/s]
Epoch 18/20 - Training:  26%|██▌       | 226/870 [01:37<03:44,  2.87it/s]
Epoch 18/20 - Training:  26%|██▌       | 228/870 [01:37<02:47,  3.82it/s]
Epoch 18/20 - Training:  26%|██▋       | 230/870 [01:37<02:12,  4.82it/s]
Epoch 18/20 - Training:  27%|██▋       | 231/870 [01:40<06:39,  1.60it/s]
Epoch 18/20 - Training:  27%|██▋       | 233/870 [01:41<06:22,  1.67it/s]
Epoch 18/20 - Training:  27%|██▋       | 235/870 [01:41<04:34,  2.32it/s]
Epoch 18/20 - Training:  27%|██▋       | 237/870 [01:41<03:21,  3.14it/s]
Epoch 18/20 - Training:  27%|██▋       | 239/870 [01:42<02:34,  4.09it/s]
Epoch 18/20 - Training:  28%|██▊       | 241/870 [01:44<05:34,  1.88it/s]
Epoch 18/20 - Training:  28%|██▊       | 243/870 [01:45<05:44,  1.82it/s]
Epoch 18/20 - Training:  28%|██▊       | 245/870 [01:45<04:14,  2.46it/s]
Epoch 18/20 - Training:  28%|██▊       | 247/870 [01:45<03:11,  3.25it/s]
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Epoch 18/20 - Training:  29%|██▉       | 251/870 [01:48<05:38,  1.83it/s]
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Epoch 18/20 - Training:  81%|████████  | 701/870 [04:52<00:52,  3.22it/s]
Epoch 18/20 - Training:  81%|████████  | 703/870 [04:55<02:01,  1.38it/s]
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Epoch 18/20 - Training:  81%|████████▏ | 707/870 [04:55<01:01,  2.64it/s]
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Epoch 18/20 - Training:  82%|████████▏ | 713/870 [04:59<01:46,  1.48it/s]
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Epoch 18/20 - Training:  83%|████████▎ | 718/870 [04:59<00:47,  3.20it/s]
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Epoch 18/20 - Training:  84%|████████▎ | 727/870 [05:03<00:47,  2.99it/s]
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Epoch 18/20 - Training:  86%|████████▌ | 745/870 [05:10<00:55,  2.26it/s]
Epoch 18/20 - Training:  86%|████████▌ | 747/870 [05:11<00:40,  3.05it/s]
Epoch 18/20 - Training:  86%|████████▌ | 749/870 [05:11<00:30,  3.97it/s]
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Epoch 18/20 - Training:  87%|████████▋ | 753/870 [05:14<01:06,  1.75it/s]
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Epoch 18/20 - Training:  87%|████████▋ | 759/870 [05:14<00:25,  4.31it/s]
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Epoch 18/20 - Training:  88%|████████▊ | 763/870 [05:18<01:24,  1.27it/s]
Epoch 18/20 - Training:  88%|████████▊ | 764/870 [05:18<01:08,  1.56it/s]
Epoch 18/20 - Training:  88%|████████▊ | 766/870 [05:18<00:44,  2.32it/s]
Epoch 18/20 - Training:  88%|████████▊ | 768/870 [05:19<00:31,  3.21it/s]
Epoch 18/20 - Training:  89%|████████▊ | 770/870 [05:19<00:24,  4.12it/s]
Epoch 18/20 - Training:  89%|████████▊ | 771/870 [05:19<00:21,  4.61it/s]
Epoch 18/20 - Training:  89%|████████▉ | 773/870 [05:21<00:56,  1.71it/s]
Epoch 18/20 - Training:  89%|████████▉ | 775/870 [05:22<00:39,  2.41it/s]
Epoch 18/20 - Training:  89%|████████▉ | 777/870 [05:22<00:28,  3.26it/s]
Epoch 18/20 - Training:  90%|████████▉ | 779/870 [05:22<00:21,  4.23it/s]
Epoch 18/20 - Training:  90%|████████▉ | 781/870 [05:23<00:23,  3.72it/s]
Epoch 18/20 - Training:  90%|█████████ | 783/870 [05:26<00:59,  1.45it/s]
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Epoch 18/20 - Training:  91%|█████████ | 790/870 [05:27<00:19,  4.19it/s]
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Epoch 18/20 - Training:  91%|█████████ | 793/870 [05:30<01:00,  1.27it/s]
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Epoch 18/20 - Training:  92%|█████████▏| 803/870 [05:34<00:47,  1.40it/s]
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Epoch 18/20 - Training: 100%|██████████| 870/870 [05:56<00:00,  2.44it/s]
+
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Epoch 18/20 - Validation:  40%|████      | 38/95 [01:05<01:22,  1.45s/it]
Epoch 18/20 - Validation:  41%|████      | 39/95 [01:07<01:20,  1.44s/it]
Epoch 18/20 - Validation:  42%|████▏     | 40/95 [01:08<01:19,  1.45s/it]
Epoch 18/20 - Validation:  43%|████▎     | 41/95 [01:09<01:18,  1.45s/it]
Epoch 18/20 - Validation:  44%|████▍     | 42/95 [01:11<01:16,  1.44s/it]
Epoch 18/20 - Validation:  45%|████▌     | 43/95 [01:12<01:17,  1.48s/it]
Epoch 18/20 - Validation:  46%|████▋     | 44/95 [01:14<01:16,  1.51s/it]
Epoch 18/20 - Validation:  47%|████▋     | 45/95 [01:16<01:18,  1.58s/it]
Epoch 18/20 - Validation:  48%|████▊     | 46/95 [01:18<01:19,  1.63s/it]
Epoch 18/20 - Validation:  49%|████▉     | 47/95 [01:19<01:18,  1.64s/it]
Epoch 18/20 - Validation:  51%|█████     | 48/95 [01:21<01:15,  1.61s/it]
Epoch 18/20 - Validation:  52%|█████▏    | 49/95 [01:22<01:14,  1.62s/it]
Epoch 18/20 - Validation:  53%|█████▎    | 50/95 [01:24<01:12,  1.61s/it]
Epoch 18/20 - Validation:  54%|█████▎    | 51/95 [01:25<01:09,  1.58s/it]
Epoch 18/20 - Validation:  55%|█████▍    | 52/95 [01:27<01:06,  1.55s/it]
Epoch 18/20 - Validation:  56%|█████▌    | 53/95 [01:28<01:03,  1.52s/it]
Epoch 18/20 - Validation:  57%|█████▋    | 54/95 [01:30<01:01,  1.49s/it]
Epoch 18/20 - Validation:  58%|█████▊    | 55/95 [01:31<00:58,  1.47s/it]
Epoch 18/20 - Validation:  59%|█████▉    | 56/95 [01:33<00:57,  1.47s/it]
Epoch 18/20 - Validation:  60%|██████    | 57/95 [01:34<00:55,  1.45s/it]
Epoch 18/20 - Validation:  61%|██████    | 58/95 [01:36<00:53,  1.45s/it]
Epoch 18/20 - Validation:  62%|██████▏   | 59/95 [01:37<00:52,  1.46s/it]
Epoch 18/20 - Validation:  63%|██████▎   | 60/95 [01:39<00:51,  1.48s/it]
Epoch 18/20 - Validation:  64%|██████▍   | 61/95 [01:40<00:51,  1.51s/it]
Epoch 18/20 - Validation:  65%|██████▌   | 62/95 [01:42<00:49,  1.50s/it]
Epoch 18/20 - Validation:  66%|██████▋   | 63/95 [01:43<00:47,  1.50s/it]
Epoch 18/20 - Validation:  67%|██████▋   | 64/95 [01:45<00:45,  1.48s/it]
Epoch 18/20 - Validation:  68%|██████▊   | 65/95 [01:46<00:44,  1.47s/it]
Epoch 18/20 - Validation:  69%|██████▉   | 66/95 [01:47<00:42,  1.48s/it]
Epoch 18/20 - Validation:  71%|███████   | 67/95 [01:49<00:41,  1.47s/it]
Epoch 18/20 - Validation:  72%|███████▏  | 68/95 [01:50<00:39,  1.47s/it]
Epoch 18/20 - Validation:  73%|███████▎  | 69/95 [01:52<00:38,  1.47s/it]
Epoch 18/20 - Validation:  74%|███████▎  | 70/95 [01:53<00:36,  1.46s/it]
Epoch 18/20 - Validation:  75%|███████▍  | 71/95 [01:55<00:40,  1.67s/it]
Epoch 18/20 - Validation:  76%|███████▌  | 72/95 [01:58<00:42,  1.85s/it]
Epoch 18/20 - Validation:  77%|███████▋  | 73/95 [02:00<00:40,  1.85s/it]
Epoch 18/20 - Validation:  78%|███████▊  | 74/95 [02:01<00:37,  1.77s/it]
Epoch 18/20 - Validation:  79%|███████▉  | 75/95 [02:03<00:34,  1.70s/it]
Epoch 18/20 - Validation:  80%|████████  | 76/95 [02:04<00:31,  1.65s/it]
Epoch 18/20 - Validation:  81%|████████  | 77/95 [02:06<00:29,  1.63s/it]
Epoch 18/20 - Validation:  82%|████████▏ | 78/95 [02:07<00:27,  1.59s/it]
Epoch 18/20 - Validation:  83%|███████���▎ | 79/95 [02:09<00:25,  1.57s/it]
Epoch 18/20 - Validation:  84%|████████▍ | 80/95 [02:10<00:23,  1.57s/it]
Epoch 18/20 - Validation:  85%|████████▌ | 81/95 [02:12<00:21,  1.55s/it]
Epoch 18/20 - Validation:  86%|████████▋ | 82/95 [02:13<00:19,  1.52s/it]
Epoch 18/20 - Validation:  87%|████████▋ | 83/95 [02:15<00:18,  1.51s/it]
Epoch 18/20 - Validation:  88%|████████▊ | 84/95 [02:16<00:16,  1.50s/it]
Epoch 18/20 - Validation:  89%|████████▉ | 85/95 [02:18<00:15,  1.50s/it]
Epoch 18/20 - Validation:  91%|█████████ | 86/95 [02:19<00:13,  1.49s/it]
Epoch 18/20 - Validation:  92%|█████████▏| 87/95 [02:21<00:12,  1.50s/it]
Epoch 18/20 - Validation:  93%|█████████▎| 88/95 [02:22<00:10,  1.51s/it]
Epoch 18/20 - Validation:  94%|█████████▎| 89/95 [02:24<00:09,  1.51s/it]
Epoch 18/20 - Validation:  95%|█████████▍| 90/95 [02:25<00:07,  1.52s/it]
Epoch 18/20 - Validation:  96%|█████████▌| 91/95 [02:27<00:06,  1.51s/it]
Epoch 18/20 - Validation:  97%|█████████▋| 92/95 [02:28<00:04,  1.48s/it]
Epoch 18/20 - Validation:  98%|█████████▊| 93/95 [02:30<00:02,  1.46s/it]
Epoch 18/20 - Validation:  99%|█████████▉| 94/95 [02:31<00:01,  1.47s/it]
Epoch 18/20 - Validation: 100%|██████████| 95/95 [02:32<00:00,  1.20s/it]
Epoch 18/20 - Validation: 100%|██████████| 95/95 [02:32<00:00,  1.60s/it]
+
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Epoch 19/20 - Training:   0%|          | 1/870 [00:06<1:33:20,  6.44s/it]
Epoch 19/20 - Training:   0%|          | 3/870 [00:06<25:02,  1.73s/it]  
Epoch 19/20 - Training:   1%|          | 5/870 [00:06<12:48,  1.13it/s]
Epoch 19/20 - Training:   1%|          | 7/870 [00:06<07:56,  1.81it/s]
Epoch 19/20 - Training:   1%|          | 9/870 [00:07<05:26,  2.64it/s]
Epoch 19/20 - Training:   1%|▏         | 11/870 [00:12<16:13,  1.13s/it]
Epoch 19/20 - Training:   1%|▏         | 13/870 [00:12<11:09,  1.28it/s]
Epoch 19/20 - Training:   2%|▏         | 15/870 [00:12<07:54,  1.80it/s]
Epoch 19/20 - Training:   2%|▏         | 17/870 [00:12<05:44,  2.48it/s]
Epoch 19/20 - Training:   2%|▏         | 19/870 [00:12<04:17,  3.31it/s]
Epoch 19/20 - Training:   2%|▏         | 21/870 [00:16<11:36,  1.22it/s]
Epoch 19/20 - Training:   3%|▎         | 23/870 [00:17<09:05,  1.55it/s]
Epoch 19/20 - Training:   3%|▎         | 25/870 [00:17<06:41,  2.11it/s]
Epoch 19/20 - Training:   3%|▎         | 27/870 [00:17<04:58,  2.83it/s]
Epoch 19/20 - Training:   3%|▎         | 29/870 [00:17<03:46,  3.72it/s]
Epoch 19/20 - Training:   4%|▎         | 31/870 [00:21<10:20,  1.35it/s]
Epoch 19/20 - Training:   4%|▍         | 33/870 [00:22<09:13,  1.51it/s]
Epoch 19/20 - Training:   4%|▍         | 35/870 [00:22<06:47,  2.05it/s]
Epoch 19/20 - Training:   4%|▍         | 37/870 [00:22<05:03,  2.75it/s]
Epoch 19/20 - Training:   4%|▍         | 39/870 [00:22<03:50,  3.61it/s]
Epoch 19/20 - Training:   5%|▍         | 41/870 [00:25<09:00,  1.53it/s]
Epoch 19/20 - Training:   5%|▍         | 43/870 [00:27<09:21,  1.47it/s]
Epoch 19/20 - Training:   5%|▌         | 45/870 [00:27<06:51,  2.00it/s]
Epoch 19/20 - Training:   5%|▌         | 47/870 [00:27<05:07,  2.68it/s]
Epoch 19/20 - Training:   6%|▌         | 49/870 [00:27<03:53,  3.52it/s]
Epoch 19/20 - Training:   6%|▌         | 51/870 [00:30<08:16,  1.65it/s]
Epoch 19/20 - Training:   6%|▌         | 53/870 [00:32<09:50,  1.38it/s]
Epoch 19/20 - Training:   6%|▋         | 55/870 [00:32<07:11,  1.89it/s]
Epoch 19/20 - Training:   7%|▋         | 57/870 [00:32<05:20,  2.53it/s]
Epoch 19/20 - Training:   7%|▋         | 59/870 [00:33<04:01,  3.36it/s]
Epoch 19/20 - Training:   7%|▋         | 61/870 [00:35<07:07,  1.89it/s]
Epoch 19/20 - Training:   7%|▋         | 63/870 [00:37<09:10,  1.47it/s]
Epoch 19/20 - Training:   7%|▋         | 65/870 [00:37<06:43,  1.99it/s]
Epoch 19/20 - Training:   8%|▊         | 67/870 [00:37<05:01,  2.67it/s]
Epoch 19/20 - Training:   8%|▊         | 69/870 [00:37<03:47,  3.52it/s]
Epoch 19/20 - Training:   8%|▊         | 71/870 [00:39<05:57,  2.23it/s]
Epoch 19/20 - Training:   8%|▊         | 73/870 [00:41<09:10,  1.45it/s]
Epoch 19/20 - Training:   9%|▊         | 75/870 [00:42<06:43,  1.97it/s]
Epoch 19/20 - Training:   9%|▉         | 77/870 [00:42<05:01,  2.63it/s]
Epoch 19/20 - Training:   9%|▉         | 79/870 [00:42<03:50,  3.44it/s]
Epoch 19/20 - Training:   9%|▉         | 81/870 [00:43<04:15,  3.09it/s]
Epoch 19/20 - Training:  10%|▉         | 83/870 [00:46<09:12,  1.42it/s]
Epoch 19/20 - Training:  10%|▉         | 85/870 [00:46<06:45,  1.94it/s]
Epoch 19/20 - Training:  10%|▉         | 86/870 [00:46<05:53,  2.22it/s]
Epoch 19/20 - Training:  10%|█         | 88/870 [00:46<04:16,  3.05it/s]
Epoch 19/20 - Training:  10%|█         | 90/870 [00:47<03:13,  4.03it/s]
Epoch 19/20 - Training:  11%|█         | 92/870 [00:47<02:33,  5.07it/s]
Epoch 19/20 - Training:  11%|█         | 94/870 [00:51<09:38,  1.34it/s]
Epoch 19/20 - Training:  11%|█         | 96/870 [00:51<07:26,  1.73it/s]
Epoch 19/20 - Training:  11%|█▏        | 98/870 [00:51<05:29,  2.34it/s]
Epoch 19/20 - Training:  11%|█▏        | 100/870 [00:51<04:09,  3.09it/s]
Epoch 19/20 - Training:  12%|█▏        | 102/870 [00:52<03:12,  3.99it/s]
Epoch 19/20 - Training:  12%|█▏        | 104/870 [00:55<09:05,  1.41it/s]
Epoch 19/20 - Training:  12%|█▏        | 106/870 [00:56<07:35,  1.68it/s]
Epoch 19/20 - Training:  12%|█▏        | 108/870 [00:56<05:36,  2.26it/s]
Epoch 19/20 - Training:  13%|█▎        | 110/870 [00:56<04:16,  2.97it/s]
Epoch 19/20 - Training:  13%|█▎        | 112/870 [00:56<03:19,  3.81it/s]
Epoch 19/20 - Training:  13%|█▎        | 113/870 [00:59<09:50,  1.28it/s]
Epoch 19/20 - Training:  13%|█▎        | 115/870 [01:00<06:53,  1.83it/s]
Epoch 19/20 - Training:  13%|█▎        | 116/870 [01:00<07:05,  1.77it/s]
Epoch 19/20 - Training:  14%|█▎        | 118/870 [01:00<04:54,  2.55it/s]
Epoch 19/20 - Training:  14%|█▍        | 120/870 [01:01<03:33,  3.51it/s]
Epoch 19/20 - Training:  14%|█▍        | 122/870 [01:01<02:45,  4.53it/s]
Epoch 19/20 - Training:  14%|█▍        | 124/870 [01:04<08:39,  1.44it/s]
Epoch 19/20 - Training:  14%|█▍        | 126/870 [01:05<07:28,  1.66it/s]
Epoch 19/20 - Training:  15%|█▍        | 128/870 [01:05<05:32,  2.23it/s]
Epoch 19/20 - Training:  15%|█▍        | 130/870 [01:05<04:10,  2.95it/s]
Epoch 19/20 - Training:  15%|█▌        | 132/870 [01:06<03:15,  3.78it/s]
Epoch 19/20 - Training:  15%|█▌        | 133/870 [01:08<09:08,  1.34it/s]
Epoch 19/20 - Training:  16%|█▌        | 135/870 [01:09<06:22,  1.92it/s]
Epoch 19/20 - Training:  16%|█▌        | 136/870 [01:09<07:00,  1.75it/s]
Epoch 19/20 - Training:  16%|█▌        | 138/870 [01:10<04:52,  2.50it/s]
Epoch 19/20 - Training:  16%|█▌        | 140/870 [01:10<03:34,  3.41it/s]
Epoch 19/20 - Training:  16%|█▋        | 142/870 [01:10<02:45,  4.41it/s]
Epoch 19/20 - Training:  16%|█▋        | 143/870 [01:12<07:31,  1.61it/s]
Epoch 19/20 - Training:  17%|█▋        | 145/870 [01:12<05:13,  2.31it/s]
Epoch 19/20 - Training:  17%|█▋        | 146/870 [01:13<06:32,  1.85it/s]
Epoch 19/20 - Training:  17%|█▋        | 148/870 [01:14<04:33,  2.64it/s]
Epoch 19/20 - Training:  17%|█▋        | 150/870 [01:14<03:20,  3.59it/s]
Epoch 19/20 - Training:  17%|█▋        | 152/870 [01:14<02:33,  4.69it/s]
Epoch 19/20 - Training:  18%|█▊        | 153/870 [01:16<07:39,  1.56it/s]
Epoch 19/20 - Training:  18%|█▊        | 155/870 [01:17<05:15,  2.26it/s]
Epoch 19/20 - Training:  18%|█▊        | 156/870 [01:18<06:37,  1.79it/s]
Epoch 19/20 - Training:  18%|█▊        | 158/870 [01:18<04:38,  2.56it/s]
Epoch 19/20 - Training:  18%|█▊        | 160/870 [01:18<03:23,  3.49it/s]
Epoch 19/20 - Training:  19%|█▊        | 162/870 [01:18<02:35,  4.55it/s]
Epoch 19/20 - Training:  19%|█▊        | 163/870 [01:20<06:48,  1.73it/s]
Epoch 19/20 - Training:  19%|█▉        | 165/870 [01:20<04:42,  2.49it/s]
Epoch 19/20 - Training:  19%|█▉        | 166/870 [01:22<06:40,  1.76it/s]
Epoch 19/20 - Training:  19%|█▉        | 168/870 [01:22<04:37,  2.53it/s]
Epoch 19/20 - Training:  20%|█▉        | 170/870 [01:22<03:22,  3.46it/s]
Epoch 19/20 - Training:  20%|█▉        | 172/870 [01:22<02:35,  4.49it/s]
Epoch 19/20 - Training:  20%|█▉        | 173/870 [01:25<07:48,  1.49it/s]
Epoch 19/20 - Training:  20%|██        | 175/870 [01:25<05:21,  2.16it/s]
Epoch 19/20 - Training:  20%|██        | 176/870 [01:26<06:50,  1.69it/s]
Epoch 19/20 - Training:  20%|██        | 178/870 [01:26<04:44,  2.43it/s]
Epoch 19/20 - Training:  21%|██        | 180/870 [01:26<03:28,  3.31it/s]
Epoch 19/20 - Training:  21%|██        | 181/870 [01:26<03:01,  3.80it/s]
Epoch 19/20 - Training:  21%|██        | 182/870 [01:27<02:37,  4.37it/s]
Epoch 19/20 - Training:  21%|██        | 183/870 [01:29<08:16,  1.38it/s]
Epoch 19/20 - Training:  21%|██▏       | 185/870 [01:29<05:18,  2.15it/s]
Epoch 19/20 - Training:  21%|██▏       | 186/870 [01:30<07:20,  1.55it/s]
Epoch 19/20 - Training:  22%|██▏       | 188/870 [01:30<04:48,  2.37it/s]
Epoch 19/20 - Training:  22%|██▏       | 190/870 [01:31<03:22,  3.35it/s]
Epoch 19/20 - Training:  22%|██▏       | 192/870 [01:31<02:29,  4.52it/s]
Epoch 19/20 - Training:  22%|██▏       | 194/870 [01:34<07:18,  1.54it/s]
Epoch 19/20 - Training:  23%|██▎       | 196/870 [01:35<07:24,  1.52it/s]
Epoch 19/20 - Training:  23%|██▎       | 197/870 [01:35<06:14,  1.80it/s]
Epoch 19/20 - Training:  23%|██▎       | 199/870 [01:35<04:26,  2.52it/s]
Epoch 19/20 - Training:  23%|██▎       | 201/870 [01:36<03:17,  3.39it/s]
Epoch 19/20 - Training:  23%|██▎       | 202/870 [01:36<02:52,  3.88it/s]
Epoch 19/20 - Training:  23%|���█▎       | 203/870 [01:38<07:08,  1.56it/s]
Epoch 19/20 - Training:  24%|██▎       | 205/870 [01:38<04:45,  2.33it/s]
Epoch 19/20 - Training:  24%|██▎       | 206/870 [01:40<07:39,  1.44it/s]
Epoch 19/20 - Training:  24%|██▍       | 208/870 [01:40<05:05,  2.16it/s]
Epoch 19/20 - Training:  24%|██▍       | 210/870 [01:40<03:37,  3.03it/s]
Epoch 19/20 - Training:  24%|██▍       | 212/870 [01:40<02:42,  4.06it/s]
Epoch 19/20 - Training:  25%|██▍       | 214/870 [01:43<06:23,  1.71it/s]
Epoch 19/20 - Training:  25%|██▍       | 216/870 [01:44<06:43,  1.62it/s]
Epoch 19/20 - Training:  25%|██▌       | 218/870 [01:44<04:55,  2.20it/s]
Epoch 19/20 - Training:  25%|██▌       | 219/870 [01:44<04:13,  2.56it/s]
Epoch 19/20 - Training:  25%|██▌       | 221/870 [01:45<03:08,  3.45it/s]
Epoch 19/20 - Training:  26%|██▌       | 223/870 [01:47<06:46,  1.59it/s]
Epoch 19/20 - Training:  26%|██▌       | 225/870 [01:47<04:52,  2.21it/s]
Epoch 19/20 - Training:  26%|██▌       | 226/870 [01:49<07:07,  1.51it/s]
Epoch 19/20 - Training:  26%|██▌       | 228/870 [01:49<04:59,  2.14it/s]
Epoch 19/20 - Training:  26%|██▋       | 230/870 [01:49<03:38,  2.93it/s]
Epoch 19/20 - Training:  27%|██▋       | 232/870 [01:50<02:47,  3.81it/s]
Epoch 19/20 - Training:  27%|██▋       | 233/870 [01:52<07:13,  1.47it/s]
Epoch 19/20 - Training:  27%|██▋       | 235/870 [01:52<04:59,  2.12it/s]
Epoch 19/20 - Training:  27%|██▋       | 236/870 [01:54<07:01,  1.50it/s]
Epoch 19/20 - Training:  27%|██▋       | 238/870 [01:54<04:49,  2.18it/s]
Epoch 19/20 - Training:  28%|██▊       | 240/870 [01:54<03:30,  2.99it/s]
Epoch 19/20 - Training:  28%|██▊       | 242/870 [01:54<02:38,  3.97it/s]
Epoch 19/20 - Training:  28%|██▊       | 243/870 [01:57<07:42,  1.36it/s]
Epoch 19/20 - Training:  28%|██▊       | 245/870 [01:57<05:19,  1.96it/s]
Epoch 19/20 - Training:  28%|██▊       | 246/870 [01:59<07:05,  1.47it/s]
Epoch 19/20 - Training:  29%|██▊       | 248/870 [01:59<04:50,  2.14it/s]
Epoch 19/20 - Training:  29%|██▊       | 250/870 [01:59<03:31,  2.93it/s]
Epoch 19/20 - Training:  29%|██▉       | 251/870 [01:59<03:07,  3.30it/s]
Epoch 19/20 - Training:  29%|██▉       | 252/870 [01:59<02:43,  3.78it/s]
Epoch 19/20 - Training:  29%|██▉       | 253/870 [02:01<07:06,  1.45it/s]
Epoch 19/20 - Training:  29%|██▉       | 254/870 [02:01<05:37,  1.82it/s]
Epoch 19/20 - Training:  29%|██▉       | 255/870 [02:01<04:23,  2.33it/s]
Epoch 19/20 - Training:  29%|██▉       | 256/870 [02:03<06:49,  1.50it/s]
Epoch 19/20 - Training:  30%|██▉       | 258/870 [02:03<04:14,  2.41it/s]
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Epoch 19/20 - Training:  30%|██▉       | 260/870 [02:03<03:04,  3.30it/s]
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Epoch 19/20 - Training:  42%|████▏     | 362/870 [02:51<02:57,  2.86it/s]
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Epoch 19/20 - Training:  42%|████▏     | 369/870 [02:55<05:10,  1.62it/s]
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Epoch 19/20 - Training:  47%|████▋     | 411/870 [03:15<03:22,  2.27it/s]
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Epoch 19/20 - Training:  65%|██████▍   | 565/870 [04:28<02:16,  2.23it/s]
Epoch 19/20 - Training:  65%|██████▌   | 567/870 [04:28<01:39,  3.04it/s]
Epoch 19/20 - Training:  65%|██████▌   | 568/870 [04:28<01:27,  3.46it/s]
Epoch 19/20 - Training:  65%|██████▌   | 569/870 [04:30<02:54,  1.73it/s]
Epoch 19/20 - Training:  66%|██████▌   | 571/870 [04:30<01:59,  2.50it/s]
Epoch 19/20 - Training:  66%|██████▌   | 572/870 [04:30<01:40,  2.97it/s]
Epoch 19/20 - Training:  66%|██████▌   | 573/870 [04:32<03:25,  1.45it/s]
Epoch 19/20 - Training:  66%|██████▌   | 575/870 [04:32<02:11,  2.24it/s]
Epoch 19/20 - Training:  66%|██████▋   | 577/870 [04:32<01:31,  3.19it/s]
Epoch 19/20 - Training:  67%|██████▋   | 579/870 [04:34<02:41,  1.80it/s]
Epoch 19/20 - Training:  67%|██████▋   | 581/870 [04:35<01:58,  2.44it/s]
Epoch 19/20 - Training:  67%|██████▋   | 582/870 [04:35<01:41,  2.83it/s]
Epoch 19/20 - Training:  67%|██████▋   | 583/870 [04:36<03:02,  1.57it/s]
Epoch 19/20 - Training:  67%|██████▋   | 585/870 [04:37<02:03,  2.32it/s]
Epoch 19/20 - Training:  67%|██████▋   | 586/870 [04:37<01:42,  2.77it/s]
Epoch 19/20 - Training:  68%|██████▊   | 588/870 [04:37<01:12,  3.88it/s]
Epoch 19/20 - Training:  68%|██████▊   | 589/870 [04:39<03:02,  1.54it/s]
Epoch 19/20 - Training:  68%|██████▊   | 591/870 [04:39<02:03,  2.26it/s]
Epoch 19/20 - Training:  68%|██████▊   | 593/870 [04:41<02:47,  1.65it/s]
Epoch 19/20 - Training:  68%|██████▊   | 595/870 [04:41<01:58,  2.33it/s]
Epoch 19/20 - Training:  69%|██████▊   | 597/870 [04:41<01:26,  3.16it/s]
Epoch 19/20 - Training:  69%|██████▉   | 599/870 [04:44<02:41,  1.68it/s]
Epoch 19/20 - Training:  69%|██████▉   | 600/870 [04:44<02:17,  1.97it/s]
Epoch 19/20 - Training:  69%|██████▉   | 601/870 [04:44<01:55,  2.33it/s]
Epoch 19/20 - Training:  69%|██████▉   | 602/870 [04:44<01:36,  2.78it/s]
Epoch 19/20 - Training:  69%|██████▉   | 603/870 [04:46<02:50,  1.56it/s]
Epoch 19/20 - Training:  70%|██████▉   | 605/870 [04:46<01:47,  2.46it/s]
Epoch 19/20 - Training:  70%|██████▉   | 607/870 [04:46<01:15,  3.50it/s]
Epoch 19/20 - Training:  70%|███████   | 609/870 [04:48<02:31,  1.73it/s]
Epoch 19/20 - Training:  70%|███████   | 610/870 [04:48<02:06,  2.06it/s]
Epoch 19/20 - Training:  70%|███████   | 611/870 [04:48<01:44,  2.48it/s]
Epoch 19/20 - Training:  70%|███████   | 613/870 [04:50<02:16,  1.89it/s]
Epoch 19/20 - Training:  71%|███████   | 615/870 [04:50<01:33,  2.72it/s]
Epoch 19/20 - Training:  71%|███████   | 617/870 [04:50<01:08,  3.69it/s]
Epoch 19/20 - Training:  71%|███████   | 619/870 [04:52<02:08,  1.95it/s]
Epoch 19/20 - Training:  71%|███████▏  | 620/870 [04:52<01:48,  2.30it/s]
Epoch 19/20 - Training:  71%|███████▏  | 621/870 [04:52<01:31,  2.73it/s]
Epoch 19/20 - Training:  72%|███████▏  | 623/870 [04:54<02:16,  1.80it/s]
Epoch 19/20 - Training:  72%|███████▏  | 625/870 [04:54<01:34,  2.59it/s]
Epoch 19/20 - Training:  72%|███████▏  | 627/870 [04:55<01:09,  3.50it/s]
Epoch 19/20 - Training:  72%|███████▏  | 628/870 [04:55<01:00,  3.97it/s]
Epoch 19/20 - Training:  72%|███████▏  | 629/870 [04:56<02:22,  1.69it/s]
Epoch 19/20 - Training:  73%|███████▎  | 631/870 [04:57<01:35,  2.51it/s]
Epoch 19/20 - Training:  73%|███████▎  | 633/870 [04:58<02:17,  1.73it/s]
Epoch 19/20 - Training:  73%|███████▎  | 635/870 [04:59<01:36,  2.42it/s]
Epoch 19/20 - Training:  73%|███████▎  | 637/870 [04:59<01:11,  3.27it/s]
Epoch 19/20 - Training:  73%|███████▎  | 638/870 [04:59<01:02,  3.73it/s]
Epoch 19/20 - Training:  73%|███████▎  | 639/870 [05:01<02:41,  1.43it/s]
Epoch 19/20 - Training:  74%|███████▎  | 641/870 [05:01<01:48,  2.11it/s]
Epoch 19/20 - Training:  74%|███████▍  | 643/870 [05:03<02:20,  1.62it/s]
Epoch 19/20 - Training:  74%|███████▍  | 645/870 [05:03<01:38,  2.28it/s]
Epoch 19/20 - Training:  74%|███████▍  | 647/870 [05:04<01:13,  3.05it/s]
Epoch 19/20 - Training:  75%|███████▍  | 649/870 [05:06<02:06,  1.74it/s]
Epoch 19/20 - Training:  75%|███████▍  | 650/870 [05:06<01:47,  2.04it/s]
Epoch 19/20 - Training:  75%|███████▍  | 651/870 [05:06<01:29,  2.43it/s]
Epoch 19/20 - Training:  75%|███████▍  | 652/870 [05:06<01:14,  2.92it/s]
Epoch 19/20 - Training:  75%|███████▌  | 653/870 [05:08<02:14,  1.62it/s]
Epoch 19/20 - Training:  75%|███████▌  | 655/870 [05:08<01:25,  2.52it/s]
Epoch 19/20 - Training:  76%|███████▌  | 657/870 [05:08<00:59,  3.55it/s]
Epoch 19/20 - Training:  76%|███████▌  | 658/870 [05:08<00:52,  4.07it/s]
Epoch 19/20 - Training:  76%|███████▌  | 659/870 [05:11<02:48,  1.25it/s]
Epoch 19/20 - Training:  76%|███████▌  | 661/870 [05:11<01:48,  1.93it/s]
Epoch 19/20 - Training:  76%|███████▌  | 663/870 [05:13<02:19,  1.49it/s]
Epoch 19/20 - Training:  76%|███████▋  | 665/870 [05:13<01:36,  2.13it/s]
Epoch 19/20 - Training:  77%|████���██▋  | 667/870 [05:13<01:09,  2.91it/s]
Epoch 19/20 - Training:  77%|███████▋  | 669/870 [05:16<02:11,  1.53it/s]
Epoch 19/20 - Training:  77%|███████▋  | 670/870 [05:16<01:50,  1.81it/s]
Epoch 19/20 - Training:  77%|███████▋  | 671/870 [05:16<01:31,  2.17it/s]
Epoch 19/20 - Training:  77%|███████▋  | 672/870 [05:16<01:16,  2.60it/s]
Epoch 19/20 - Training:  77%|███████▋  | 673/870 [05:18<02:23,  1.37it/s]
Epoch 19/20 - Training:  78%|███████▊  | 675/870 [05:18<01:29,  2.18it/s]
Epoch 19/20 - Training:  78%|███████▊  | 677/870 [05:18<01:01,  3.12it/s]
Epoch 19/20 - Training:  78%|███████▊  | 678/870 [05:18<00:52,  3.63it/s]
Epoch 19/20 - Training:  78%|███████▊  | 679/870 [05:20<02:16,  1.40it/s]
Epoch 19/20 - Training:  78%|███████▊  | 681/870 [05:21<01:28,  2.13it/s]
Epoch 19/20 - Training:  79%|███████▊  | 683/870 [05:23<02:05,  1.49it/s]
Epoch 19/20 - Training:  79%|███████▊  | 685/870 [05:23<01:27,  2.13it/s]
Epoch 19/20 - Training:  79%|███████▉  | 687/870 [05:23<01:02,  2.91it/s]
Epoch 19/20 - Training:  79%|███████▉  | 688/870 [05:23<00:54,  3.35it/s]
Epoch 19/20 - Training:  79%|███████▉  | 689/870 [05:25<02:00,  1.50it/s]
Epoch 19/20 - Training:  79%|███████▉  | 691/870 [05:25<01:20,  2.24it/s]
Epoch 19/20 - Training:  80%|███████▉  | 693/870 [05:28<02:07,  1.39it/s]
Epoch 19/20 - Training:  80%|███████▉  | 695/870 [05:28<01:29,  1.96it/s]
Epoch 19/20 - Training:  80%|████████  | 696/870 [05:28<01:15,  2.30it/s]
Epoch 19/20 - Training:  80%|████████  | 697/870 [05:28<01:02,  2.75it/s]
Epoch 19/20 - Training:  80%|████████  | 699/870 [05:30<01:36,  1.78it/s]
Epoch 19/20 - Training:  81%|████████  | 701/870 [05:30<01:07,  2.52it/s]
Epoch 19/20 - Training:  81%|████████  | 703/870 [05:32<01:45,  1.58it/s]
Epoch 19/20 - Training:  81%|████████  | 705/870 [05:32<01:14,  2.20it/s]
Epoch 19/20 - Training:  81%|████████▏ | 707/870 [05:33<00:55,  2.96it/s]
Epoch 19/20 - Training:  81%|████████▏ | 708/870 [05:33<00:47,  3.40it/s]
Epoch 19/20 - Training:  81%|████████▏ | 709/870 [05:34<01:35,  1.68it/s]
Epoch 19/20 - Training:  82%|████████▏ | 711/870 [05:35<01:05,  2.44it/s]
Epoch 19/20 - Training:  82%|████████▏ | 712/870 [05:35<00:54,  2.90it/s]
Epoch 19/20 - Training:  82%|████████▏ | 713/870 [05:37<02:03,  1.27it/s]
Epoch 19/20 - Training:  82%|████████▏ | 715/870 [05:37<01:19,  1.96it/s]
Epoch 19/20 - Training:  82%|████████▏ | 717/870 [05:37<00:55,  2.77it/s]
Epoch 19/20 - Training:  83%|████████▎ | 718/870 [05:37<00:46,  3.25it/s]
Epoch 19/20 - Training:  83%|████████▎ | 719/870 [05:39<01:17,  1.95it/s]
Epoch 19/20 - Training:  83%|████████▎ | 720/870 [05:39<01:01,  2.42it/s]
Epoch 19/20 - Training:  83%|████████▎ | 721/870 [05:39<00:49,  3.00it/s]
Epoch 19/20 - Training:  83%|████████▎ | 722/870 [05:39<00:40,  3.70it/s]
Epoch 19/20 - Training:  83%|████████▎ | 723/870 [05:41<01:47,  1.36it/s]
Epoch 19/20 - Training:  83%|████████▎ | 725/870 [05:41<01:04,  2.26it/s]
Epoch 19/20 - Training:  84%|████████▎ | 727/870 [05:41<00:44,  3.24it/s]
Epoch 19/20 - Training:  84%|████████▎ | 728/870 [05:41<00:37,  3.80it/s]
Epoch 19/20 - Training:  84%|████████▍ | 729/870 [05:43<01:18,  1.80it/s]
Epoch 19/20 - Training:  84%|████████▍ | 730/870 [05:43<01:02,  2.25it/s]
Epoch 19/20 - Training:  84%|████████▍ | 731/870 [05:43<00:49,  2.83it/s]
Epoch 19/20 - Training:  84%|████████▍ | 732/870 [05:43<00:39,  3.52it/s]
Epoch 19/20 - Training:  84%|████████▍ | 733/870 [05:45<01:45,  1.30it/s]
Epoch 19/20 - Training:  84%|████████▍ | 735/870 [05:45<01:02,  2.18it/s]
Epoch 19/20 - Training:  85%|████████▍ | 737/870 [05:46<00:41,  3.18it/s]
Epoch 19/20 - Training:  85%|████████▍ | 738/870 [05:46<00:35,  3.73it/s]
Epoch 19/20 - Training:  85%|████████▍ | 739/870 [05:47<01:13,  1.78it/s]
Epoch 19/20 - Training:  85%|████████▌ | 740/870 [05:47<00:57,  2.24it/s]
Epoch 19/20 - Training:  85%|████████▌ | 741/870 [05:47<00:45,  2.82it/s]
Epoch 19/20 - Training:  85%|████████▌ | 743/870 [05:50<01:28,  1.43it/s]
Epoch 19/20 - Training:  86%|████████▌ | 745/870 [05:50<00:57,  2.17it/s]
Epoch 19/20 - Training:  86%|████████▌ | 747/870 [05:50<00:40,  3.03it/s]
Epoch 19/20 - Training:  86%|████████▌ | 748/870 [05:50<00:34,  3.50it/s]
Epoch 19/20 - Training:  86%|████████▌ | 749/870 [05:52<01:06,  1.81it/s]
Epoch 19/20 - Training:  86%|████████▌ | 750/870 [05:52<00:53,  2.25it/s]
Epoch 19/20 - Training:  86%|████████▋ | 751/870 [05:52<00:42,  2.79it/s]
Epoch 19/20 - Training:  86%|████████▋ | 752/870 [05:52<00:34,  3.45it/s]
Epoch 19/20 - Training:  87%|████████▋ | 753/870 [05:54<01:19,  1.47it/s]
Epoch 19/20 - Training:  87%|████████▋ | 755/870 [05:54<00:47,  2.41it/s]
Epoch 19/20 - Training:  87%|████████▋ | 757/870 [05:54<00:32,  3.45it/s]
Epoch 19/20 - Training:  87%|████████▋ | 759/870 [05:56<00:51,  2.14it/s]
Epoch 19/20 - Training:  87%|████████▋ | 760/870 [05:56<00:43,  2.51it/s]
Epoch 19/20 - Training:  87%|████████▋ | 761/870 [05:56<00:36,  2.97it/s]
Epoch 19/20 - Training:  88%|████████▊ | 762/870 [05:56<00:30,  3.57it/s]
Epoch 19/20 - Training:  88%|████████▊ | 763/870 [05:58<01:10,  1.51it/s]
Epoch 19/20 - Training:  88%|████████▊ | 765/870 [05:58<00:43,  2.41it/s]
Epoch 19/20 - Training:  88%|████████▊ | 767/870 [05:58<00:30,  3.43it/s]
Epoch 19/20 - Training:  88%|████████▊ | 768/870 [05:58<00:25,  3.97it/s]
Epoch 19/20 - Training:  88%|████████▊ | 769/870 [06:00<01:01,  1.63it/s]
Epoch 19/20 - Training:  89%|████████▊ | 771/870 [06:00<00:40,  2.43it/s]
Epoch 19/20 - Training:  89%|████████▊ | 772/870 [06:00<00:33,  2.91it/s]
Epoch 19/20 - Training:  89%|████████▉ | 773/870 [06:02<01:04,  1.50it/s]
Epoch 19/20 - Training:  89%|████████▉ | 775/870 [06:02<00:40,  2.34it/s]
Epoch 19/20 - Training:  89%|████████▉ | 777/870 [06:02<00:27,  3.33it/s]
Epoch 19/20 - Training:  89%|████████▉ | 778/870 [06:02<00:24,  3.80it/s]
Epoch 19/20 - Training:  90%|████████▉ | 779/870 [06:04<00:55,  1.65it/s]
Epoch 19/20 - Training:  90%|████████▉ | 780/870 [06:04<00:43,  2.08it/s]
Epoch 19/20 - Training:  90%|████████▉ | 781/870 [06:04<00:34,  2.61it/s]
Epoch 19/20 - Training:  90%|█████████ | 783/870 [06:06<00:56,  1.54it/s]
Epoch 19/20 - Training:  90%|█████████ | 785/870 [06:06<00:36,  2.31it/s]
Epoch 19/20 - Training:  90%|█████████ | 787/870 [06:07<00:25,  3.22it/s]
Epoch 19/20 - Training:  91%|█████████ | 788/870 [06:07<00:22,  3.72it/s]
Epoch 19/20 - Training:  91%|█████████ | 789/870 [06:09<00:49,  1.64it/s]
Epoch 19/20 - Training:  91%|█████████ | 790/870 [06:09<00:38,  2.05it/s]
Epoch 19/20 - Training:  91%|█████████ | 791/870 [06:09<00:30,  2.57it/s]
Epoch 19/20 - Training:  91%|█████████ | 793/870 [06:11<00:52,  1.45it/s]
Epoch 19/20 - Training:  91%|█████████▏| 795/870 [06:11<00:34,  2.18it/s]
Epoch 19/20 - Training:  92%|█████████▏| 797/870 [06:11<00:23,  3.05it/s]
Epoch 19/20 - Training:  92%|█████████▏| 799/870 [06:13<00:40,  1.76it/s]
Epoch 19/20 - Training:  92%|█████████▏| 800/870 [06:13<00:33,  2.08it/s]
Epoch 19/20 - Training:  92%|█████████▏| 801/870 [06:14<00:27,  2.47it/s]
Epoch 19/20 - Training:  92%|█████████▏| 802/870 [06:14<00:22,  2.99it/s]
Epoch 19/20 - Training:  92%|█████████▏| 803/870 [06:16<00:47,  1.42it/s]
Epoch 19/20 - Training:  93%|█████████▎| 805/870 [06:16<00:28,  2.26it/s]
Epoch 19/20 - Training:  93%|█████████▎| 807/870 [06:16<00:19,  3.23it/s]
Epoch 19/20 - Training:  93%|█████████▎| 809/870 [06:18<00:32,  1.86it/s]
Epoch 19/20 - Training:  93%|█████████▎| 811/870 [06:18<00:23,  2.56it/s]
Epoch 19/20 - Training:  93%|█████████▎| 813/870 [06:20<00:33,  1.72it/s]
Epoch 19/20 - Training:  94%|█████████▎| 815/870 [06:20<00:23,  2.36it/s]
Epoch 19/20 - Training:  94%|█████████▍| 817/870 [06:20<00:16,  3.14it/s]
Epoch 19/20 - Training:  94%|█████████▍| 819/870 [06:22<00:26,  1.92it/s]
Epoch 19/20 - Training:  94%|█████████▍| 821/870 [06:22<00:18,  2.59it/s]
Epoch 19/20 - Training:  95%|█████████▍| 823/870 [06:24<00:27,  1.70it/s]
Epoch 19/20 - Training:  95%|█████████▍| 825/870 [06:25<00:19,  2.30it/s]
Epoch 19/20 - Training:  95%|█████████▌| 827/870 [06:25<00:14,  3.04it/s]
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Epoch 19/20 - Training:  96%|█████████▌| 831/870 [06:27<00:14,  2.74it/s]
Epoch 19/20 - Training:  96%|█████████▌| 833/870 [06:29<00:21,  1.71it/s]
Epoch 19/20 - Training:  96%|█████████▌| 835/870 [06:29<00:14,  2.43it/s]
Epoch 19/20 - Training:  96%|█████████▌| 837/870 [06:29<00:10,  3.29it/s]
Epoch 19/20 - Training:  96%|█████████▋| 839/870 [06:31<00:16,  1.94it/s]
Epoch 19/20 - Training:  97%|█████████▋| 841/870 [06:31<00:11,  2.61it/s]
Epoch 19/20 - Training:  97%|█████████▋| 843/870 [06:33<00:15,  1.69it/s]
Epoch 19/20 - Training:  97%|█████████▋| 845/870 [06:33<00:10,  2.30it/s]
Epoch 19/20 - Training:  97%|█████████▋| 847/870 [06:34<00:07,  3.05it/s]
Epoch 19/20 - Training:  98%|█████████▊| 849/870 [06:35<00:10,  2.05it/s]
Epoch 19/20 - Training:  98%|█████████▊| 850/870 [06:35<00:08,  2.36it/s]
Epoch 19/20 - Training:  98%|█████████▊| 852/870 [06:36<00:05,  3.25it/s]
Epoch 19/20 - Training:  98%|█████████▊| 853/870 [06:37<00:09,  1.73it/s]
Epoch 19/20 - Training:  98%|█████████▊| 855/870 [06:38<00:06,  2.49it/s]
Epoch 19/20 - Training:  99%|█████████▊| 857/870 [06:38<00:03,  3.39it/s]
Epoch 19/20 - Training:  99%|█████████▊| 859/870 [06:38<00:03,  3.35it/s]
Epoch 19/20 - Training:  99%|█████████▉| 861/870 [06:38<00:02,  4.36it/s]
Epoch 19/20 - Training:  99%|█████████▉| 863/870 [06:39<00:01,  3.77it/s]
Epoch 19/20 - Training:  99%|█████████▉| 865/870 [06:39<00:01,  4.77it/s]
Epoch 19/20 - Training: 100%|█████████▉| 867/870 [06:39<00:00,  5.84it/s]
Epoch 19/20 - Training: 100%|█████████▉| 869/870 [06:40<00:00,  5.48it/s]
Epoch 19/20 - Training: 100%|██████████| 870/870 [06:40<00:00,  2.17it/s]
+
Epoch 19/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 19/20 - Validation:   1%|          | 1/95 [00:02<03:29,  2.23s/it]
Epoch 19/20 - Validation:   2%|▏         | 2/95 [00:04<03:29,  2.26s/it]
Epoch 19/20 - Validation:   3%|▎         | 3/95 [00:06<03:25,  2.23s/it]
Epoch 19/20 - Validation:   4%|▍         | 4/95 [00:08<03:23,  2.24s/it]
Epoch 19/20 - Validation:   5%|▌         | 5/95 [00:10<03:05,  2.06s/it]
Epoch 19/20 - Validation:   6%|▋         | 6/95 [00:12<02:50,  1.91s/it]
Epoch 19/20 - Validation:   7%|▋         | 7/95 [00:13<02:37,  1.79s/it]
Epoch 19/20 - Validation:   8%|▊         | 8/95 [00:15<02:29,  1.72s/it]
Epoch 19/20 - Validation:   9%|▉         | 9/95 [00:16<02:22,  1.66s/it]
Epoch 19/20 - Validation:  11%|█         | 10/95 [00:18<02:21,  1.67s/it]
Epoch 19/20 - Validation:  12%|█▏        | 11/95 [00:20<02:30,  1.79s/it]
Epoch 19/20 - Validation:  13%|█▎        | 12/95 [00:23<02:41,  1.95s/it]
Epoch 19/20 - Validation:  14%|█▎        | 13/95 [00:25<02:47,  2.04s/it]
Epoch 19/20 - Validation:  15%|█▍        | 14/95 [00:27<02:40,  1.98s/it]
Epoch 19/20 - Validation:  16%|█▌        | 15/95 [00:28<02:31,  1.89s/it]
Epoch 19/20 - Validation:  17%|█▋        | 16/95 [00:30<02:22,  1.80s/it]
Epoch 19/20 - Validation:  18%|█▊        | 17/95 [00:32<02:16,  1.74s/it]
Epoch 19/20 - Validation:  19%|█▉        | 18/95 [00:33<02:10,  1.69s/it]
Epoch 19/20 - Validation:  20%|██        | 19/95 [00:35<02:05,  1.66s/it]
Epoch 19/20 - Validation:  21%|██        | 20/95 [00:36<02:02,  1.63s/it]
Epoch 19/20 - Validation:  22%|██▏       | 21/95 [00:38<01:58,  1.60s/it]
Epoch 19/20 - Validation:  23%|██▎       | 22/95 [00:39<01:56,  1.59s/it]
Epoch 19/20 - Validation:  24%|██▍       | 23/95 [00:41<01:53,  1.58s/it]
Epoch 19/20 - Validation:  25%|██▌       | 24/95 [00:42<01:52,  1.58s/it]
Epoch 19/20 - Validation:  26%|██▋       | 25/95 [00:44<01:50,  1.58s/it]
Epoch 19/20 - Validation:  27%|██▋       | 26/95 [00:46<01:52,  1.63s/it]
Epoch 19/20 - Validation:  28%|██▊       | 27/95 [00:47<01:52,  1.66s/it]
Epoch 19/20 - Validation:  29%|██▉       | 28/95 [00:50<01:59,  1.78s/it]
Epoch 19/20 - Validation:  31%|███       | 29/95 [00:52<02:11,  1.99s/it]
Epoch 19/20 - Validation:  32%|███▏      | 30/95 [00:54<02:05,  1.93s/it]
Epoch 19/20 - Validation:  33%|███▎      | 31/95 [00:55<01:55,  1.81s/it]
Epoch 19/20 - Validation:  34%|███▎      | 32/95 [00:57<01:51,  1.76s/it]
Epoch 19/20 - Validation:  35%|███▍      | 33/95 [00:59<01:47,  1.73s/it]
Epoch 19/20 - Validation:  36%|███▌      | 34/95 [01:00<01:46,  1.74s/it]
Epoch 19/20 - Validation:  37%|███▋      | 35/95 [01:02<01:42,  1.71s/it]
Epoch 19/20 - Validation:  38%|███▊      | 36/95 [01:04<01:39,  1.68s/it]
Epoch 19/20 - Validation:  39%|███▉      | 37/95 [01:05<01:35,  1.65s/it]
Epoch 19/20 - Validation:  40%|████      | 38/95 [01:07<01:30,  1.59s/it]
Epoch 19/20 - Validation:  41%|████      | 39/95 [01:08<01:25,  1.54s/it]
Epoch 19/20 - Validation:  42%|████▏     | 40/95 [01:10<01:23,  1.51s/it]
Epoch 19/20 - Validation:  43%|████▎     | 41/95 [01:11<01:20,  1.49s/it]
Epoch 19/20 - Validation:  44%|████▍     | 42/95 [01:12<01:17,  1.46s/it]
Epoch 19/20 - Validation:  45%|████▌     | 43/95 [01:14<01:17,  1.50s/it]
Epoch 19/20 - Validation:  46%|████▋     | 44/95 [01:16<01:17,  1.51s/it]
Epoch 19/20 - Validation:  47%|████▋     | 45/95 [01:17<01:19,  1.58s/it]
Epoch 19/20 - Validation:  48%|████▊     | 46/95 [01:19<01:22,  1.68s/it]
Epoch 19/20 - Validation:  49%|████▉     | 47/95 [01:21<01:21,  1.71s/it]
Epoch 19/20 - Validation:  51%|█████     | 48/95 [01:23<01:18,  1.68s/it]
Epoch 19/20 - Validation:  52%|█████▏    | 49/95 [01:24<01:16,  1.67s/it]
Epoch 19/20 - Validation:  53%|█████▎    | 50/95 [01:26<01:14,  1.65s/it]
Epoch 19/20 - Validation:  54%|█████▎    | 51/95 [01:27<01:10,  1.60s/it]
Epoch 19/20 - Validation:  55%|█████▍    | 52/95 [01:29<01:07,  1.57s/it]
Epoch 19/20 - Validation:  56%|█████▌    | 53/95 [01:30<01:04,  1.54s/it]
Epoch 19/20 - Validation:  57%|█████▋    | 54/95 [01:32<01:01,  1.51s/it]
Epoch 19/20 - Validation:  58%|█████▊    | 55/95 [01:33<00:59,  1.49s/it]
Epoch 19/20 - Validation:  59%|█████▉    | 56/95 [01:35<00:57,  1.48s/it]
Epoch 19/20 - Validation:  60%|██████    | 57/95 [01:36<00:55,  1.46s/it]
Epoch 19/20 - Validation:  61%|██████    | 58/95 [01:37<00:53,  1.45s/it]
Epoch 19/20 - Validation:  62%|██████▏   | 59/95 [01:39<00:52,  1.45s/it]
Epoch 19/20 - Validation:  63%|██████▎   | 60/95 [01:40<00:50,  1.46s/it]
Epoch 19/20 - Validation:  64%|██████▍   | 61/95 [01:42<00:50,  1.48s/it]
Epoch 19/20 - Validation:  65%|██████▌   | 62/95 [01:43<00:48,  1.46s/it]
Epoch 19/20 - Validation:  66%|██████▋   | 63/95 [01:45<00:46,  1.46s/it]
Epoch 19/20 - Validation:  67%|██████▋   | 64/95 [01:46<00:45,  1.46s/it]
Epoch 19/20 - Validation:  68%|██████▊   | 65/95 [01:48<00:43,  1.46s/it]
Epoch 19/20 - Validation:  69%|██████▉   | 66/95 [01:49<00:42,  1.48s/it]
Epoch 19/20 - Validation:  71%|███████   | 67/95 [01:51<00:41,  1.48s/it]
Epoch 19/20 - Validation:  72%|███████▏  | 68/95 [01:52<00:40,  1.50s/it]
Epoch 19/20 - Validation:  73%|███████▎  | 69/95 [01:54<00:38,  1.48s/it]
Epoch 19/20 - Validation:  74%|███████▎  | 70/95 [01:55<00:36,  1.48s/it]
Epoch 19/20 - Validation:  75%|███████▍  | 71/95 [01:57<00:38,  1.62s/it]
Epoch 19/20 - Validation:  76%|███████▌  | 72/95 [01:59<00:39,  1.73s/it]
Epoch 19/20 - Validation:  77%|███████▋  | 73/95 [02:01<00:37,  1.71s/it]
Epoch 19/20 - Validation:  78%|███████▊  | 74/95 [02:02<00:34,  1.65s/it]
Epoch 19/20 - Validation:  79%|███████▉  | 75/95 [02:04<00:32,  1.60s/it]
Epoch 19/20 - Validation:  80%|████████  | 76/95 [02:05<00:29,  1.57s/it]
Epoch 19/20 - Validation:  81%|████████  | 77/95 [02:07<00:27,  1.54s/it]
Epoch 19/20 - Validation:  82%|████████▏ | 78/95 [02:08<00:25,  1.52s/it]
Epoch 19/20 - Validation:  83%|████████▎ | 79/95 [02:10<00:23,  1.50s/it]
Epoch 19/20 - Validation:  84%|████████▍ | 80/95 [02:11<00:22,  1.49s/it]
Epoch 19/20 - Validation:  85%|████████▌ | 81/95 [02:13<00:20,  1.47s/it]
Epoch 19/20 - Validation:  86%|████████▋ | 82/95 [02:14<00:18,  1.45s/it]
Epoch 19/20 - Validation:  87%|████████▋ | 83/95 [02:15<00:17,  1.45s/it]
Epoch 19/20 - Validation:  88%|████████▊ | 84/95 [02:17<00:15,  1.45s/it]
Epoch 19/20 - Validation:  89%|████████▉ | 85/95 [02:18<00:14,  1.45s/it]
Epoch 19/20 - Validation:  91%|█████████ | 86/95 [02:20<00:12,  1.44s/it]
Epoch 19/20 - Validation:  92%|█████████▏| 87/95 [02:21<00:11,  1.45s/it]
Epoch 19/20 - Validation:  93%|█████████▎| 88/95 [02:23<00:10,  1.46s/it]
Epoch 19/20 - Validation:  94%|█████████▎| 89/95 [02:24<00:08,  1.46s/it]
Epoch 19/20 - Validation:  95%|█████████▍| 90/95 [02:26<00:07,  1.46s/it]
Epoch 19/20 - Validation:  96%|█████████▌| 91/95 [02:27<00:05,  1.45s/it]
Epoch 19/20 - Validation:  97%|█████████▋| 92/95 [02:28<00:04,  1.44s/it]
Epoch 19/20 - Validation:  98%|█████████▊| 93/95 [02:30<00:02,  1.43s/it]
Epoch 19/20 - Validation:  99%|█████████▉| 94/95 [02:31<00:01,  1.43s/it]
Epoch 19/20 - Validation: 100%|██████████| 95/95 [02:32<00:00,  1.17s/it]
Epoch 19/20 - Validation: 100%|██████████| 95/95 [02:32<00:00,  1.60s/it]
+
Epoch 20/20 - Training:   0%|          | 0/870 [00:00<?, ?it/s]
Epoch 20/20 - Training:   0%|          | 1/870 [00:04<1:11:33,  4.94s/it]
Epoch 20/20 - Training:   0%|          | 2/870 [00:05<30:19,  2.10s/it]  
Epoch 20/20 - Training:   0%|          | 3/870 [00:05<18:55,  1.31s/it]
Epoch 20/20 - Training:   1%|          | 5/870 [00:05<09:01,  1.60it/s]
Epoch 20/20 - Training:   1%|          | 6/870 [00:05<06:53,  2.09it/s]
Epoch 20/20 - Training:   1%|          | 7/870 [00:05<05:20,  2.69it/s]
Epoch 20/20 - Training:   1%|          | 8/870 [00:05<04:13,  3.40it/s]
Epoch 20/20 - Training:   1%|          | 9/870 [00:06<03:24,  4.22it/s]
Epoch 20/20 - Training:   1%|          | 10/870 [00:06<02:50,  5.05it/s]
Epoch 20/20 - Training:   1%|▏         | 11/870 [00:09<14:55,  1.04s/it]
Epoch 20/20 - Training:   1%|▏         | 12/870 [00:09<10:56,  1.31it/s]
Epoch 20/20 - Training:   1%|▏         | 13/870 [00:09<08:06,  1.76it/s]
Epoch 20/20 - Training:   2%|▏         | 14/870 [00:09<06:08,  2.32it/s]
Epoch 20/20 - Training:   2%|▏         | 15/870 [00:09<04:46,  2.99it/s]
Epoch 20/20 - Training:   2%|▏         | 16/870 [00:09<03:47,  3.75it/s]
Epoch 20/20 - Training:   2%|▏         | 18/870 [00:09<02:39,  5.34it/s]
Epoch 20/20 - Training:   2%|▏         | 19/870 [00:10<02:21,  6.00it/s]
Epoch 20/20 - Training:   2%|▏         | 20/870 [00:10<02:45,  5.14it/s]
Epoch 20/20 - Training:   2%|▏         | 21/870 [00:11<07:59,  1.77it/s]
Epoch 20/20 - Training:   3%|▎         | 23/870 [00:12<05:02,  2.80it/s]
Epoch 20/20 - Training:   3%|▎         | 25/870 [00:12<03:33,  3.96it/s]
Epoch 20/20 - Training:   3%|▎         | 27/870 [00:12<02:44,  5.13it/s]
Epoch 20/20 - Training:   3%|▎         | 29/870 [00:12<02:13,  6.31it/s]
Epoch 20/20 - Training:   4%|▎         | 31/870 [00:14<05:44,  2.44it/s]
Epoch 20/20 - Training:   4%|▍         | 33/870 [00:14<04:18,  3.23it/s]
Epoch 20/20 - Training:   4%|▍         | 35/870 [00:14<03:20,  4.17it/s]
Epoch 20/20 - Training:   4%|▍         | 37/870 [00:14<02:40,  5.19it/s]
Epoch 20/20 - Training:   4%|▍         | 39/870 [00:15<02:12,  6.26it/s]
Epoch 20/20 - Training:   5%|▍         | 41/870 [00:17<06:25,  2.15it/s]
Epoch 20/20 - Training:   5%|▍         | 42/870 [00:17<05:47,  2.38it/s]
Epoch 20/20 - Training:   5%|▌         | 44/870 [00:17<04:14,  3.24it/s]
Epoch 20/20 - Training:   5%|▌         | 46/870 [00:18<03:16,  4.20it/s]
Epoch 20/20 - Training:   6%|▌         | 48/870 [00:18<02:36,  5.25it/s]
Epoch 20/20 - Training:   6%|▌         | 50/870 [00:18<03:13,  4.24it/s]
Epoch 20/20 - Training:   6%|▌         | 51/870 [00:20<07:12,  1.89it/s]
Epoch 20/20 - Training:   6%|▌         | 52/870 [00:21<06:46,  2.01it/s]
Epoch 20/20 - Training:   6%|▌         | 54/870 [00:21<04:43,  2.88it/s]
Epoch 20/20 - Training:   6%|▋         | 56/870 [00:21<03:31,  3.86it/s]
Epoch 20/20 - Training:   7%|▋         | 58/870 [00:21<02:45,  4.90it/s]
Epoch 20/20 - Training:   7%|▋         | 60/870 [00:21<02:16,  5.92it/s]
Epoch 20/20 - Training:   7%|▋         | 61/870 [00:23<07:13,  1.86it/s]
Epoch 20/20 - Training:   7%|▋         | 62/870 [00:24<07:22,  1.83it/s]
Epoch 20/20 - Training:   7%|▋         | 64/870 [00:24<05:01,  2.68it/s]
Epoch 20/20 - Training:   8%|▊         | 66/870 [00:24<03:38,  3.69it/s]
Epoch 20/20 - Training:   8%|▊         | 68/870 [00:25<02:47,  4.80it/s]
Epoch 20/20 - Training:   8%|▊         | 70/870 [00:25<02:15,  5.92it/s]
Epoch 20/20 - Training:   8%|▊         | 72/870 [00:27<07:15,  1.83it/s]
Epoch 20/20 - Training:   9%|▊         | 74/870 [00:28<05:19,  2.50it/s]
Epoch 20/20 - Training:   9%|▊         | 76/870 [00:28<04:02,  3.28it/s]
Epoch 20/20 - Training:   9%|▉         | 78/870 [00:28<03:07,  4.23it/s]
Epoch 20/20 - Training:   9%|▉         | 80/870 [00:28<02:30,  5.25it/s]
Epoch 20/20 - Training:   9%|▉         | 82/870 [00:31<07:41,  1.71it/s]
Epoch 20/20 - Training:  10%|▉         | 84/870 [00:31<05:40,  2.31it/s]
Epoch 20/20 - Training:  10%|▉         | 86/870 [00:31<04:16,  3.05it/s]
Epoch 20/20 - Training:  10%|█         | 88/870 [00:32<03:18,  3.95it/s]
Epoch 20/20 - Training:  10%|█         | 90/870 [00:32<02:37,  4.94it/s]
Epoch 20/20 - Training:  11%|█         | 92/870 [00:35<08:06,  1.60it/s]
Epoch 20/20 - Training:  11%|█         | 94/870 [00:35<05:57,  2.17it/s]
Epoch 20/20 - Training:  11%|█         | 96/870 [00:35<04:27,  2.89it/s]
Epoch 20/20 - Training:  11%|█▏        | 98/870 [00:35<03:25,  3.76it/s]
Epoch 20/20 - Training:  11%|█▏        | 100/870 [00:36<02:42,  4.75it/s]
Epoch 20/20 - Training:  12%|█▏        | 102/870 [00:39<08:15,  1.55it/s]
Epoch 20/20 - Training:  12%|█▏        | 104/870 [00:39<06:03,  2.11it/s]
Epoch 20/20 - Training:  12%|█▏        | 106/870 [00:39<04:32,  2.81it/s]
Epoch 20/20 - Training:  12%|█▏        | 108/870 [00:39<03:28,  3.66it/s]
Epoch 20/20 - Training:  13%|█▎        | 110/870 [00:40<02:44,  4.62it/s]
Epoch 20/20 - Training:  13%|█▎        | 112/870 [00:43<08:23,  1.51it/s]
Epoch 20/20 - Training:  13%|█▎        | 114/870 [00:43<06:09,  2.04it/s]
Epoch 20/20 - Training:  13%|█▎        | 116/870 [00:43<04:36,  2.73it/s]
Epoch 20/20 - Training:  14%|█▎        | 118/870 [00:44<03:31,  3.56it/s]
Epoch 20/20 - Training:  14%|█▍        | 120/870 [00:44<02:46,  4.50it/s]
Epoch 20/20 - Training:  14%|█▍        | 122/870 [00:47<08:01,  1.55it/s]
Epoch 20/20 - Training:  14%|█▍        | 124/870 [00:47<05:53,  2.11it/s]
Epoch 20/20 - Training:  14%|█▍        | 126/870 [00:47<04:24,  2.81it/s]
Epoch 20/20 - Training:  15%|█▍        | 128/870 [00:47<03:24,  3.63it/s]
Epoch 20/20 - Training:  15%|█▍        | 130/870 [00:48<02:41,  4.58it/s]
Epoch 20/20 - Training:  15%|█▌        | 132/870 [00:51<08:00,  1.53it/s]
Epoch 20/20 - Training:  15%|█▌        | 134/870 [00:51<05:53,  2.08it/s]
Epoch 20/20 - Training:  16%|█▌        | 136/870 [00:51<04:24,  2.77it/s]
Epoch 20/20 - Training:  16%|█▌        | 138/870 [00:51<03:22,  3.61it/s]
Epoch 20/20 - Training:  16%|█▌        | 140/870 [00:52<02:39,  4.58it/s]
Epoch 20/20 - Training:  16%|█▋        | 142/870 [00:55<07:47,  1.56it/s]
Epoch 20/20 - Training:  17%|█▋        | 144/870 [00:55<05:44,  2.11it/s]
Epoch 20/20 - Training:  17%|█▋        | 146/870 [00:55<04:18,  2.81it/s]
Epoch 20/20 - Training:  17%|█▋        | 148/870 [00:55<03:17,  3.65it/s]
Epoch 20/20 - Training:  17%|█▋        | 150/870 [00:55<02:36,  4.61it/s]
Epoch 20/20 - Training:  17%|█▋        | 152/870 [00:59<07:16,  1.64it/s]
Epoch 20/20 - Training:  18%|█▊        | 154/870 [00:59<05:22,  2.22it/s]
Epoch 20/20 - Training:  18%|█▊        | 156/870 [00:59<04:02,  2.95it/s]
Epoch 20/20 - Training:  18%|█▊        | 158/870 [00:59<03:06,  3.82it/s]
Epoch 20/20 - Training:  18%|█▊        | 160/870 [00:59<02:27,  4.80it/s]
Epoch 20/20 - Training:  19%|█▊        | 162/870 [01:02<06:39,  1.77it/s]
Epoch 20/20 - Training:  19%|█▉        | 164/870 [01:02<04:55,  2.39it/s]
Epoch 20/20 - Training:  19%|█▉        | 166/870 [01:02<03:43,  3.15it/s]
Epoch 20/20 - Training:  19%|█▉        | 168/870 [01:02<02:56,  3.98it/s]
Epoch 20/20 - Training:  20%|█▉        | 170/870 [01:03<02:22,  4.91it/s]
Epoch 20/20 - Training:  20%|█▉        | 172/870 [01:05<06:27,  1.80it/s]
Epoch 20/20 - Training:  20%|█▉        | 173/870 [01:06<05:31,  2.10it/s]
Epoch 20/20 - Training:  20%|██        | 175/870 [01:06<04:00,  2.89it/s]
Epoch 20/20 - Training:  20%|██        | 177/870 [01:06<03:00,  3.83it/s]
Epoch 20/20 - Training:  21%|██        | 179/870 [01:06<02:21,  4.89it/s]
Epoch 20/20 - Training:  21%|██        | 181/870 [01:08<04:40,  2.45it/s]
Epoch 20/20 - Training:  21%|██        | 182/870 [01:09<06:18,  1.82it/s]
Epoch 20/20 - Training:  21%|██        | 184/870 [01:09<04:26,  2.58it/s]
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Epoch 20/20 - Training:  60%|██████    | 522/870 [03:15<01:54,  3.05it/s]
Epoch 20/20 - Training:  60%|██████    | 524/870 [03:15<01:26,  4.01it/s]
Epoch 20/20 - Training:  60%|██████    | 525/870 [03:16<01:52,  3.06it/s]
Epoch 20/20 - Training:  61%|██████    | 527/870 [03:16<01:21,  4.21it/s]
Epoch 20/20 - Training:  61%|██████    | 529/870 [03:18<02:58,  1.91it/s]
Epoch 20/20 - Training:  61%|██████    | 531/870 [03:18<02:09,  2.61it/s]
Epoch 20/20 - Training:  61%|██████▏   | 533/870 [03:18<01:37,  3.47it/s]
Epoch 20/20 - Training:  61%|██████▏   | 535/870 [03:19<01:52,  2.98it/s]
Epoch 20/20 - Training:  62%|██████▏   | 537/870 [03:19<01:25,  3.91it/s]
Epoch 20/20 - Training:  62%|██████▏   | 539/870 [03:22<02:44,  2.02it/s]
Epoch 20/20 - Training:  62%|██████▏   | 540/870 [03:22<02:20,  2.35it/s]
Epoch 20/20 - Training:  62%|██████▏   | 541/870 [03:22<01:58,  2.77it/s]
Epoch 20/20 - Training:  62%|██████▏   | 543/870 [03:22<01:26,  3.80it/s]
Epoch 20/20 - Training:  63%|██████▎   | 544/870 [03:22<01:15,  4.32it/s]
Epoch 20/20 - Training:  63%|██████▎   | 545/870 [03:23<01:50,  2.93it/s]
Epoch 20/20 - Training:  63%|██████▎   | 547/870 [03:23<01:16,  4.23it/s]
Epoch 20/20 - Training:  63%|██████▎   | 549/870 [03:25<02:54,  1.84it/s]
Epoch 20/20 - Training:  63%|██████▎   | 551/870 [03:25<02:04,  2.57it/s]
Epoch 20/20 - Training:  64%|██████▎   | 553/870 [03:25<01:32,  3.44it/s]
Epoch 20/20 - Training:  64%|██████▍   | 555/870 [03:26<01:40,  3.13it/s]
Epoch 20/20 - Training:  64%|██████▍   | 557/870 [03:26<01:16,  4.09it/s]
Epoch 20/20 - Training:  64%|██████▍   | 559/870 [03:28<02:24,  2.15it/s]
Epoch 20/20 - Training:  64%|██████▍   | 561/870 [03:28<01:48,  2.84it/s]
Epoch 20/20 - Training:  65%|██████▍   | 563/870 [03:29<01:23,  3.66it/s]
Epoch 20/20 - Training:  65%|██████▍   | 565/870 [03:30<01:36,  3.16it/s]
Epoch 20/20 - Training:  65%|██████▌   | 567/870 [03:30<01:14,  4.08it/s]
Epoch 20/20 - Training:  65%|██████▌   | 569/870 [03:32<02:42,  1.85it/s]
Epoch 20/20 - Training:  66%|██████▌   | 570/870 [03:32<02:19,  2.16it/s]
Epoch 20/20 - Training:  66%|██████▌   | 572/870 [03:32<01:40,  2.97it/s]
Epoch 20/20 - Training:  66%|██████▌   | 574/870 [03:33<01:16,  3.88it/s]
Epoch 20/20 - Training:  66%|██████▌   | 575/870 [03:33<01:36,  3.04it/s]
Epoch 20/20 - Training:  66%|██████▋   | 577/870 [03:33<01:11,  4.12it/s]
Epoch 20/20 - Training:  67%|██████▋   | 579/870 [03:36<02:35,  1.87it/s]
Epoch 20/20 - Training:  67%|██████▋   | 580/870 [03:36<02:10,  2.22it/s]
Epoch 20/20 - Training:  67%|██████▋   | 582/870 [03:36<01:33,  3.09it/s]
Epoch 20/20 - Training:  67%|██████▋   | 583/870 [03:36<01:20,  3.56it/s]
Epoch 20/20 - Training:  67%|██████▋   | 584/870 [03:36<01:08,  4.16it/s]
Epoch 20/20 - Training:  67%|██████▋   | 585/870 [03:37<01:31,  3.13it/s]
Epoch 20/20 - Training:  67%|██████▋   | 587/870 [03:37<01:02,  4.50it/s]
Epoch 20/20 - Training:  68%|██████▊   | 589/870 [03:39<02:31,  1.86it/s]
Epoch 20/20 - Training:  68%|██████▊   | 590/870 [03:39<02:05,  2.23it/s]
Epoch 20/20 - Training:  68%|██████▊   | 592/870 [03:39<01:27,  3.17it/s]
Epoch 20/20 - Training:  68%|██████▊   | 594/870 [03:39<01:05,  4.22it/s]
Epoch 20/20 - Training:  68%|██████▊   | 595/870 [03:40<01:23,  3.28it/s]
Epoch 20/20 - Training:  69%|██████▊   | 597/870 [03:40<01:01,  4.46it/s]
Epoch 20/20 - Training:  69%|██████▉   | 599/870 [03:43<02:30,  1.80it/s]
Epoch 20/20 - Training:  69%|██████▉   | 601/870 [03:43<01:47,  2.49it/s]
Epoch 20/20 - Training:  69%|██████▉   | 602/870 [03:43<01:32,  2.91it/s]
Epoch 20/20 - Training:  69%|██████▉   | 604/870 [03:43<01:07,  3.93it/s]
Epoch 20/20 - Training:  70%|██████▉   | 605/870 [03:44<01:33,  2.82it/s]
Epoch 20/20 - Training:  70%|██████▉   | 607/870 [03:44<01:08,  3.84it/s]
Epoch 20/20 - Training:  70%|███████   | 609/870 [03:46<02:35,  1.68it/s]
Epoch 20/20 - Training:  70%|███████   | 611/870 [03:47<01:50,  2.35it/s]
Epoch 20/20 - Training:  70%|███████   | 613/870 [03:47<01:22,  3.13it/s]
Epoch 20/20 - Training:  71%|███████   | 615/870 [03:48<01:25,  2.98it/s]
Epoch 20/20 - Training:  71%|███████   | 617/870 [03:48<01:04,  3.91it/s]
Epoch 20/20 - Training:  71%|███████   | 619/870 [03:50<02:23,  1.75it/s]
Epoch 20/20 - Training:  71%|███████▏  | 621/870 [03:50<01:45,  2.36it/s]
Epoch 20/20 - Training:  72%|███████▏  | 623/870 [03:51<01:19,  3.10it/s]
Epoch 20/20 - Training:  72%|███████▏  | 625/870 [03:51<01:22,  2.99it/s]
Epoch 20/20 - Training:  72%|███████▏  | 627/870 [03:52<01:02,  3.88it/s]
Epoch 20/20 - Training:  72%|███████▏  | 629/870 [03:54<02:19,  1.73it/s]
Epoch 20/20 - Training:  73%|███████▎  | 631/870 [03:54<01:42,  2.33it/s]
Epoch 20/20 - Training:  73%|███████▎  | 633/870 [03:54<01:17,  3.07it/s]
Epoch 20/20 - Training:  73%|███████▎  | 635/870 [03:55<01:17,  3.05it/s]
Epoch 20/20 - Training:  73%|███████▎  | 637/870 [03:55<00:59,  3.94it/s]
Epoch 20/20 - Training:  73%|███████▎  | 639/870 [03:58<02:13,  1.73it/s]
Epoch 20/20 - Training:  74%|███████▎  | 641/870 [03:58<01:38,  2.32it/s]
Epoch 20/20 - Training:  74%|███████▍  | 643/870 [03:58<01:15,  3.01it/s]
Epoch 20/20 - Training:  74%|███████▍  | 645/870 [03:59<01:09,  3.23it/s]
Epoch 20/20 - Training:  74%|███████▍  | 647/870 [03:59<00:54,  4.13it/s]
Epoch 20/20 - Training:  75%|███████▍  | 649/870 [04:02<02:01,  1.82it/s]
Epoch 20/20 - Training:  75%|███████▍  | 651/870 [04:02<01:30,  2.43it/s]
Epoch 20/20 - Training:  75%|███████▍  | 652/870 [04:02<01:17,  2.80it/s]
Epoch 20/20 - Training:  75%|███████▌  | 654/870 [04:02<00:57,  3.73it/s]
Epoch 20/20 - Training:  75%|███████▌  | 655/870 [04:02<00:59,  3.63it/s]
Epoch 20/20 - Training:  75%|███████▌  | 656/870 [04:02<00:51,  4.15it/s]
Epoch 20/20 - Training:  76%|███████▌  | 658/870 [04:03<00:38,  5.48it/s]
Epoch 20/20 - Training:  76%|███████▌  | 659/870 [04:05<02:27,  1.43it/s]
Epoch 20/20 - Training:  76%|███████▌  | 661/870 [04:05<01:37,  2.15it/s]
Epoch 20/20 - Training:  76%|███████▌  | 663/870 [04:06<01:08,  3.01it/s]
Epoch 20/20 - Training:  76%|███████▋  | 665/870 [04:06<01:02,  3.30it/s]
Epoch 20/20 - Training:  77%|███████▋  | 667/870 [04:06<00:46,  4.33it/s]
Epoch 20/20 - Training:  77%|███████▋  | 669/870 [04:09<02:02,  1.63it/s]
Epoch 20/20 - Training:  77%|███████▋  | 671/870 [04:09<01:29,  2.23it/s]
Epoch 20/20 - Training:  77%|███████▋  | 672/870 [04:09<01:16,  2.59it/s]
Epoch 20/20 - Training:  77%|███████▋  | 674/870 [04:10<00:55,  3.53it/s]
Epoch 20/20 - Training:  78%|███████▊  | 675/870 [04:10<00:54,  3.55it/s]
Epoch 20/20 - Training:  78%|███████▊  | 677/870 [04:10<00:40,  4.74it/s]
Epoch 20/20 - Training:  78%|███████▊  | 679/870 [04:13<01:48,  1.77it/s]
Epoch 20/20 - Training:  78%|███████▊  | 681/870 [04:13<01:17,  2.42it/s]
Epoch 20/20 - Training:  79%|███████▊  | 683/870 [04:13<00:58,  3.22it/s]
Epoch 20/20 - Training:  79%|███████▊  | 685/870 [04:13<00:48,  3.78it/s]
Epoch 20/20 - Training:  79%|███████▉  | 686/870 [04:13<00:43,  4.25it/s]
Epoch 20/20 - Training:  79%|███████▉  | 688/870 [04:14<00:33,  5.40it/s]
Epoch 20/20 - Training:  79%|███████▉  | 689/870 [04:16<02:09,  1.40it/s]
Epoch 20/20 - Training:  79%|███████▉  | 691/870 [04:17<01:27,  2.05it/s]
Epoch 20/20 - Training:  80%|███████▉  | 693/870 [04:17<01:02,  2.84it/s]
Epoch 20/20 - Training:  80%|███████▉  | 695/870 [04:17<00:48,  3.61it/s]
Epoch 20/20 - Training:  80%|████████  | 697/870 [04:17<00:37,  4.65it/s]
Epoch 20/20 - Training:  80%|████████  | 699/870 [04:20<01:47,  1.58it/s]
Epoch 20/20 - Training:  81%|████████  | 701/870 [04:20<01:18,  2.16it/s]
Epoch 20/20 - Training:  81%|████████  | 703/870 [04:21<00:58,  2.86it/s]
Epoch 20/20 - Training:  81%|████████  | 705/870 [04:21<00:44,  3.70it/s]
Epoch 20/20 - Training:  81%|████████▏ | 707/870 [04:21<00:34,  4.69it/s]
Epoch 20/20 - Training:  81%|████████▏ | 709/870 [04:24<01:29,  1.80it/s]
Epoch 20/20 - Training:  82%|████████▏ | 710/870 [04:24<01:16,  2.10it/s]
Epoch 20/20 - Training:  82%|████████▏ | 712/870 [04:24<00:54,  2.90it/s]
Epoch 20/20 - Training:  82%|████████▏ | 714/870 [04:24<00:41,  3.80it/s]
Epoch 20/20 - Training:  82%|████████▏ | 716/870 [04:24<00:31,  4.86it/s]
Epoch 20/20 - Training:  83%|████████▎ | 718/870 [04:24<00:25,  6.03it/s]
Epoch 20/20 - Training:  83%|████████▎ | 720/870 [04:27<01:22,  1.82it/s]
Epoch 20/20 - Training:  83%|████████▎ | 722/870 [04:27<01:00,  2.44it/s]
Epoch 20/20 - Training:  83%|████████▎ | 724/870 [04:28<00:45,  3.21it/s]
Epoch 20/20 - Training:  83%|████████▎ | 725/870 [04:28<00:39,  3.65it/s]
Epoch 20/20 - Training:  84%|████████▎ | 727/870 [04:28<00:29,  4.81it/s]
Epoch 20/20 - Training:  84%|████████▍ | 729/870 [04:31<01:22,  1.71it/s]
Epoch 20/20 - Training:  84%|████████▍ | 731/870 [04:31<00:59,  2.35it/s]
Epoch 20/20 - Training:  84%|████████▍ | 733/870 [04:31<00:43,  3.14it/s]
Epoch 20/20 - Training:  84%|████████▍ | 735/870 [04:31<00:33,  4.09it/s]
Epoch 20/20 - Training:  85%|████████▍ | 737/870 [04:31<00:25,  5.16it/s]
Epoch 20/20 - Training:  85%|████████▍ | 739/870 [04:34<01:13,  1.79it/s]
Epoch 20/20 - Training:  85%|████████▌ | 741/870 [04:34<00:53,  2.42it/s]
Epoch 20/20 - Training:  85%|████████▌ | 743/870 [04:34<00:40,  3.17it/s]
Epoch 20/20 - Training:  86%|████████▌ | 745/870 [04:34<00:30,  4.11it/s]
Epoch 20/20 - Training:  86%|████████▌ | 747/870 [04:35<00:23,  5.17it/s]
Epoch 20/20 - Training:  86%|████████▌ | 749/870 [04:38<01:16,  1.59it/s]
Epoch 20/20 - Training:  86%|████████▋ | 751/870 [04:38<00:55,  2.16it/s]
Epoch 20/20 - Training:  87%|████████▋ | 753/870 [04:38<00:41,  2.85it/s]
Epoch 20/20 - Training:  87%|████████▋ | 755/870 [04:38<00:30,  3.73it/s]
Epoch 20/20 - Training:  87%|████████▋ | 757/870 [04:39<00:23,  4.71it/s]
Epoch 20/20 - Training:  87%|████████▋ | 759/870 [04:42<01:06,  1.68it/s]
Epoch 20/20 - Training:  87%|████████▋ | 761/870 [04:42<00:47,  2.28it/s]
Epoch 20/20 - Training:  88%|████████▊ | 763/870 [04:42<00:35,  3.02it/s]
Epoch 20/20 - Training:  88%|████████▊ | 765/870 [04:42<00:26,  3.95it/s]
Epoch 20/20 - Training:  88%|████████▊ | 767/870 [04:42<00:20,  5.01it/s]
Epoch 20/20 - Training:  88%|████████▊ | 769/870 [04:45<00:58,  1.74it/s]
Epoch 20/20 - Training:  89%|████████▊ | 771/870 [04:45<00:42,  2.35it/s]
Epoch 20/20 - Training:  89%|████████▉ | 773/870 [04:45<00:31,  3.10it/s]
Epoch 20/20 - Training:  89%|████████▉ | 775/870 [04:46<00:23,  4.02it/s]
Epoch 20/20 - Training:  89%|████████▉ | 777/870 [04:46<00:18,  5.11it/s]
Epoch 20/20 - Training:  90%|████████▉ | 779/870 [04:49<00:52,  1.72it/s]
Epoch 20/20 - Training:  90%|████████▉ | 781/870 [04:49<00:38,  2.32it/s]
Epoch 20/20 - Training:  90%|█████████ | 783/870 [04:49<00:28,  3.04it/s]
Epoch 20/20 - Training:  90%|█████████ | 785/870 [04:49<00:21,  3.92it/s]
Epoch 20/20 - Training:  90%|█████████ | 787/870 [04:49<00:16,  4.90it/s]
Epoch 20/20 - Training:  91%|█████████ | 789/870 [04:52<00:47,  1.72it/s]
Epoch 20/20 - Training:  91%|█████████ | 791/870 [04:52<00:34,  2.32it/s]
Epoch 20/20 - Training:  91%|█████████ | 793/870 [04:53<00:25,  3.05it/s]
Epoch 20/20 - Training:  91%|█████████▏| 795/870 [04:53<00:18,  3.96it/s]
Epoch 20/20 - Training:  92%|█████████▏| 797/870 [04:53<00:14,  5.00it/s]
Epoch 20/20 - Training:  92%|█████████▏| 799/870 [04:56<00:44,  1.61it/s]
Epoch 20/20 - Training:  92%|█████████▏| 801/870 [04:56<00:31,  2.18it/s]
Epoch 20/20 - Training:  92%|█████████▏| 803/870 [04:56<00:23,  2.87it/s]
Epoch 20/20 - Training:  93%|█████████▎| 805/870 [04:57<00:17,  3.73it/s]
Epoch 20/20 - Training:  93%|█████████▎| 807/870 [04:57<00:13,  4.75it/s]
Epoch 20/20 - Training:  93%|█████████▎| 809/870 [05:00<00:38,  1.60it/s]
Epoch 20/20 - Training:  93%|█████████▎| 811/870 [05:00<00:27,  2.17it/s]
Epoch 20/20 - Training:  93%|█████████▎| 813/870 [05:00<00:19,  2.87it/s]
Epoch 20/20 - Training:  94%|█████████▎| 815/870 [05:00<00:14,  3.73it/s]
Epoch 20/20 - Training:  94%|█████████▍| 817/870 [05:01<00:11,  4.73it/s]
Epoch 20/20 - Training:  94%|█████████▍| 819/870 [05:04<00:32,  1.57it/s]
Epoch 20/20 - Training:  94%|█████████▍| 821/870 [05:04<00:23,  2.13it/s]
Epoch 20/20 - Training:  95%|█████████▍| 823/870 [05:04<00:16,  2.82it/s]
Epoch 20/20 - Training:  95%|█████████▍| 825/870 [05:04<00:12,  3.68it/s]
Epoch 20/20 - Training:  95%|█████████▌| 827/870 [05:04<00:09,  4.68it/s]
Epoch 20/20 - Training:  95%|█████████▌| 829/870 [05:08<00:26,  1.56it/s]
Epoch 20/20 - Training:  96%|█████████▌| 831/870 [05:08<00:18,  2.12it/s]
Epoch 20/20 - Training:  96%|█████████▌| 833/870 [05:08<00:13,  2.82it/s]
Epoch 20/20 - Training:  96%|█████████▌| 835/870 [05:08<00:09,  3.69it/s]
Epoch 20/20 - Training:  96%|█████████▌| 837/870 [05:08<00:07,  4.68it/s]
Epoch 20/20 - Training:  96%|█████████▋| 839/870 [05:12<00:19,  1.60it/s]
Epoch 20/20 - Training:  97%|█████████▋| 841/870 [05:12<00:13,  2.16it/s]
Epoch 20/20 - Training:  97%|█████████▋| 843/870 [05:12<00:09,  2.86it/s]
Epoch 20/20 - Training:  97%|█████████▋| 845/870 [05:12<00:06,  3.73it/s]
Epoch 20/20 - Training:  97%|█████████▋| 847/870 [05:12<00:04,  4.72it/s]
Epoch 20/20 - Training:  98%|█████████▊| 849/870 [05:15<00:12,  1.63it/s]
Epoch 20/20 - Training:  98%|█████████▊| 851/870 [05:15<00:08,  2.21it/s]
Epoch 20/20 - Training:  98%|█████████▊| 853/870 [05:16<00:05,  2.93it/s]
Epoch 20/20 - Training:  98%|█████████▊| 855/870 [05:16<00:03,  3.82it/s]
Epoch 20/20 - Training:  99%|█████████▊| 857/870 [05:16<00:02,  4.84it/s]
Epoch 20/20 - Training:  99%|█████████▊| 859/870 [05:17<00:03,  2.81it/s]
Epoch 20/20 - Training:  99%|█████████▉| 861/870 [05:17<00:02,  3.67it/s]
Epoch 20/20 - Training:  99%|█████████▉| 863/870 [05:18<00:01,  4.65it/s]
Epoch 20/20 - Training:  99%|█████████▉| 865/870 [05:18<00:00,  5.76it/s]
Epoch 20/20 - Training: 100%|█████████▉| 867/870 [05:18<00:00,  6.87it/s]
Epoch 20/20 - Training: 100%|█████████▉| 869/870 [05:19<00:00,  4.18it/s]
Epoch 20/20 - Training: 100%|██████████| 870/870 [05:19<00:00,  2.72it/s]
+
Epoch 20/20 - Validation:   0%|          | 0/95 [00:00<?, ?it/s]
Epoch 20/20 - Validation:   1%|          | 1/95 [00:02<03:26,  2.20s/it]
Epoch 20/20 - Validation:   2%|▏         | 2/95 [00:04<03:25,  2.21s/it]
Epoch 20/20 - Validation:   3%|▎         | 3/95 [00:06<03:23,  2.22s/it]
Epoch 20/20 - Validation:   4%|▍         | 4/95 [00:08<03:16,  2.16s/it]
Epoch 20/20 - Validation:   5%|▌         | 5/95 [00:10<02:59,  2.00s/it]
Epoch 20/20 - Validation:   6%|▋         | 6/95 [00:11<02:43,  1.84s/it]
Epoch 20/20 - Validation:   7%|▋         | 7/95 [00:13<02:32,  1.73s/it]
Epoch 20/20 - Validation:   8%|▊         | 8/95 [00:14<02:24,  1.66s/it]
Epoch 20/20 - Validation:   9%|▉         | 9/95 [00:16<02:18,  1.61s/it]
Epoch 20/20 - Validation:  11%|█         | 10/95 [00:18<02:17,  1.61s/it]
Epoch 20/20 - Validation:  12%|█▏        | 11/95 [00:20<02:23,  1.71s/it]
Epoch 20/20 - Validation:  13%|█▎        | 12/95 [00:22<02:34,  1.86s/it]
Epoch 20/20 - Validation:  14%|█▎        | 13/95 [00:24<02:37,  1.93s/it]
Epoch 20/20 - Validation:  15%|█▍        | 14/95 [00:26<02:31,  1.88s/it]
Epoch 20/20 - Validation:  16%|█▌        | 15/95 [00:27<02:23,  1.79s/it]
Epoch 20/20 - Validation:  17%|█▋        | 16/95 [00:29<02:15,  1.71s/it]
Epoch 20/20 - Validation:  18%|█▊        | 17/95 [00:30<02:09,  1.66s/it]
Epoch 20/20 - Validation:  19%|█▉        | 18/95 [00:32<02:04,  1.62s/it]
Epoch 20/20 - Validation:  20%|██        | 19/95 [00:33<02:00,  1.58s/it]
Epoch 20/20 - Validation:  21%|██        | 20/95 [00:35<01:56,  1.56s/it]
Epoch 20/20 - Validation:  22%|██▏       | 21/95 [00:36<01:53,  1.53s/it]
Epoch 20/20 - Validation:  23%|██▎       | 22/95 [00:38<01:51,  1.53s/it]
Epoch 20/20 - Validation:  24%|██▍       | 23/95 [00:39<01:49,  1.52s/it]
Epoch 20/20 - Validation:  25%|██▌       | 24/95 [00:41<01:48,  1.53s/it]
Epoch 20/20 - Validation:  26%|██▋       | 25/95 [00:42<01:46,  1.53s/it]
Epoch 20/20 - Validation:  27%|██▋       | 26/95 [00:44<01:48,  1.57s/it]
Epoch 20/20 - Validation:  28%|██▊       | 27/95 [00:46<01:46,  1.56s/it]
Epoch 20/20 - Validation:  29%|██▉       | 28/95 [00:47<01:47,  1.61s/it]
Epoch 20/20 - Validation:  31%|███       | 29/95 [00:49<01:46,  1.62s/it]
Epoch 20/20 - Validation:  32%|███▏      | 30/95 [00:51<01:46,  1.64s/it]
Epoch 20/20 - Validation:  33%|███▎      | 31/95 [00:52<01:46,  1.66s/it]
Epoch 20/20 - Validation:  34%|███▎      | 32/95 [00:54<01:42,  1.63s/it]
Epoch 20/20 - Validation:  35%|███▍      | 33/95 [00:55<01:37,  1.58s/it]
Epoch 20/20 - Validation:  36%|███▌      | 34/95 [00:57<01:33,  1.53s/it]
Epoch 20/20 - Validation:  37%|███▋      | 35/95 [00:58<01:29,  1.50s/it]
Epoch 20/20 - Validation:  38%|███▊      | 36/95 [01:00<01:27,  1.49s/it]
Epoch 20/20 - Validation:  39%|███▉      | 37/95 [01:01<01:25,  1.48s/it]
Epoch 20/20 - Validation:  40%|████      | 38/95 [01:02<01:23,  1.46s/it]
Epoch 20/20 - Validation:  41%|████      | 39/95 [01:04<01:21,  1.45s/it]
Epoch 20/20 - Validation:  42%|████▏     | 40/95 [01:05<01:20,  1.45s/it]
Epoch 20/20 - Validation:  43%|████▎     | 41/95 [01:07<01:18,  1.45s/it]
Epoch 20/20 - Validation:  44%|████▍     | 42/95 [01:08<01:16,  1.44s/it]
Epoch 20/20 - Validation:  45%|████▌     | 43/95 [01:10<01:17,  1.49s/it]
Epoch 20/20 - Validation:  46%|████▋     | 44/95 [01:11<01:17,  1.51s/it]
Epoch 20/20 - Validation:  47%|████▋     | 45/95 [01:13<01:19,  1.59s/it]
Epoch 20/20 - Validation:  48%|████▊     | 46/95 [01:15<01:20,  1.64s/it]
Epoch 20/20 - Validation:  49%|████▉     | 47/95 [01:17<01:19,  1.66s/it]
Epoch 20/20 - Validation:  51%|█████     | 48/95 [01:18<01:17,  1.64s/it]
Epoch 20/20 - Validation:  52%|█████▏    | 49/95 [01:20<01:16,  1.66s/it]
Epoch 20/20 - Validation:  53%|█████▎    | 50/95 [01:22<01:14,  1.65s/it]
Epoch 20/20 - Validation:  54%|█████▎    | 51/95 [01:23<01:11,  1.63s/it]
Epoch 20/20 - Validation:  55%|█████▍    | 52/95 [01:25<01:08,  1.60s/it]
Epoch 20/20 - Validation:  56%|█████▌    | 53/95 [01:26<01:05,  1.57s/it]
Epoch 20/20 - Validation:  57%|█████▋    | 54/95 [01:28<01:03,  1.54s/it]
Epoch 20/20 - Validation:  58%|█████▊    | 55/95 [01:29<01:00,  1.52s/it]
Epoch 20/20 - Validation:  59%|█████▉    | 56/95 [01:31<00:59,  1.52s/it]
Epoch 20/20 - Validation:  60%|██████    | 57/95 [01:32<00:56,  1.50s/it]
Epoch 20/20 - Validation:  61%|██████    | 58/95 [01:34<00:55,  1.49s/it]
Epoch 20/20 - Validation:  62%|██████▏   | 59/95 [01:35<00:53,  1.49s/it]
Epoch 20/20 - Validation:  63%|██████▎   | 60/95 [01:37<00:52,  1.50s/it]
Epoch 20/20 - Validation:  64%|██████▍   | 61/95 [01:38<00:51,  1.53s/it]
Epoch 20/20 - Validation:  65%|██████▌   | 62/95 [01:40<00:49,  1.51s/it]
Epoch 20/20 - Validation:  66%|██████▋   | 63/95 [01:41<00:47,  1.50s/it]
Epoch 20/20 - Validation:  67%|██████▋   | 64/95 [01:43<00:45,  1.48s/it]
Epoch 20/20 - Validation:  68%|██████▊   | 65/95 [01:44<00:44,  1.48s/it]
Epoch 20/20 - Validation:  69%|██████▉   | 66/95 [01:46<00:43,  1.49s/it]
Epoch 20/20 - Validation:  71%|███████   | 67/95 [01:47<00:41,  1.48s/it]
Epoch 20/20 - Validation:  72%|███████▏  | 68/95 [01:48<00:39,  1.47s/it]
Epoch 20/20 - Validation:  73%|███████▎  | 69/95 [01:50<00:38,  1.47s/it]
Epoch 20/20 - Validation:  74%|███████▎  | 70/95 [01:51<00:36,  1.46s/it]
Epoch 20/20 - Validation:  75%|███████▍  | 71/95 [01:53<00:39,  1.64s/it]
Epoch 20/20 - Validation:  76%|███████▌  | 72/95 [01:56<00:41,  1.79s/it]
Epoch 20/20 - Validation:  77%|███████▋  | 73/95 [01:57<00:38,  1.77s/it]
Epoch 20/20 - Validation:  78%|███████▊  | 74/95 [01:59<00:36,  1.72s/it]
Epoch 20/20 - Validation:  79%|███████▉  | 75/95 [02:00<00:33,  1.66s/it]
Epoch 20/20 - Validation:  80%|████████  | 76/95 [02:02<00:30,  1.62s/it]
Epoch 20/20 - Validation:  81%|████████  | 77/95 [02:03<00:28,  1.60s/it]
Epoch 20/20 - Validation:  82%|████████▏ | 78/95 [02:05<00:26,  1.57s/it]
Epoch 20/20 - Validation:  83%|████████▎ | 79/95 [02:06<00:24,  1.54s/it]
Epoch 20/20 - Validation:  84%|████████▍ | 80/95 [02:08<00:23,  1.54s/it]
Epoch 20/20 - Validation:  85%|████████▌ | 81/95 [02:09<00:21,  1.52s/it]
Epoch 20/20 - Validation:  86%|████████▋ | 82/95 [02:11<00:19,  1.50s/it]
Epoch 20/20 - Validation:  87%|████████▋ | 83/95 [02:12<00:17,  1.49s/it]
Epoch 20/20 - Validation:  88%|████████▊ | 84/95 [02:14<00:16,  1.49s/it]
Epoch 20/20 - Validation:  89%|████████▉ | 85/95 [02:15<00:14,  1.49s/it]
Epoch 20/20 - Validation:  91%|█████████ | 86/95 [02:17<00:13,  1.48s/it]
Epoch 20/20 - Validation:  92%|█████████▏| 87/95 [02:18<00:11,  1.49s/it]
Epoch 20/20 - Validation:  93%|█████████▎| 88/95 [02:20<00:10,  1.50s/it]
Epoch 20/20 - Validation:  94%|█████████▎| 89/95 [02:21<00:08,  1.50s/it]
Epoch 20/20 - Validation:  95%|█████████▍| 90/95 [02:23<00:07,  1.50s/it]
Epoch 20/20 - Validation:  96%|█████████▌| 91/95 [02:24<00:05,  1.49s/it]
Epoch 20/20 - Validation:  97%|█████████▋| 92/95 [02:26<00:04,  1.47s/it]
Epoch 20/20 - Validation:  98%|█████████▊| 93/95 [02:27<00:02,  1.47s/it]
Epoch 20/20 - Validation:  99%|█████████▉| 94/95 [02:29<00:01,  1.47s/it]
Epoch 20/20 - Validation: 100%|██████████| 95/95 [02:29<00:00,  1.20s/it]
Epoch 20/20 - Validation: 100%|██████████| 95/95 [02:29<00:00,  1.58s/it]